{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "This lecture discusses the use of Tensorflow models in time series forecasting. We use several different model types to illustrate the differences in their forecasting capabilities. " ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "#####################\n", "#\n", "# SETUP \n", "\n", "import os\n", "import datetime\n", "\n", "import IPython\n", "import IPython.display\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import tensorflow as tf\n", "import pickle as pkl\n", "\n", "mpl.rcParams['figure.figsize'] = (8, 6)\n", "mpl.rcParams['axes.grid'] = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The weather dataset uses the jena dataset recorded by the Max Planck institute. The dataset contains 14 different features such as air temperature, atmospheric pressure, humdity, etc. The sensor measurements were made every 10 minutes beginning between 2009-2016.\n", "\n", "The raw dataset is a csv file that we modified in the following ways\n", "1) setting outlier wind velocity data to 0\n", "2) transformeing wind direction/velocity into a vector\n", "3) transforming time stamp data into seconds and representing time\n", " using cosine and sine functions (to keep in -1,1 range)\n", "4) splitting the raw data into a 70%, 20%, 10% training validation and test split. The raw data was not shuffled before splitting to preserve\n", "the direction of time dependence. \n", "5) normalization of data by mean and standard deviation\n", "6) only sample every 6th item (once an hour)\n", "\n", "The modified dataset was stored as a pickle dump file that returns\n", "a list with 3 components (train_df, val_df, and test_df). The final\n", "dataset has 19 features.\n" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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11 | \n", "0.959770 | \n", "-2.078372 | \n", "-2.138166 | \n", "-2.060964 | \n", "1.044617 | \n", "-1.330143 | \n", "-1.534354 | \n", "-0.786272 | \n", "-1.536190 | \n", "-1.539035 | \n", "2.325708 | \n", "0.172987 | \n", "0.222101 | \n", "0.109458 | \n", "0.227798 | \n", "0.707200 | \n", "1.224794 | \n", "-0.060029 | \n", "1.428424 | \n", "
17 | \n", "0.986284 | \n", "-2.070284 | \n", "-2.132435 | \n", "-2.045187 | \n", "1.062738 | \n", "-1.328843 | \n", "-1.527225 | \n", "-0.788348 | \n", "-1.528703 | \n", "-1.531992 | \n", "2.323998 | \n", "0.207983 | \n", "0.276266 | \n", "0.111218 | \n", "0.324078 | \n", "1.000100 | \n", "1.000059 | \n", "-0.059006 | \n", "1.428412 | \n", "
23 | \n", "1.004362 | \n", "-2.098014 | \n", "-2.161090 | \n", "-2.096820 | \n", "1.008375 | \n", "-1.336641 | \n", "-1.546235 | \n", "-0.782121 | \n", "-1.547420 | \n", "-1.553119 | \n", "2.358913 | \n", "0.270343 | \n", "0.195267 | \n", "0.246907 | \n", "0.145176 | \n", "1.224850 | \n", "0.707179 | \n", "-0.057983 | \n", "1.428400 | \n", "
29 | \n", "1.061006 | \n", "-2.165028 | \n", "-2.232152 | \n", "-2.187178 | \n", "0.984214 | \n", "-1.353535 | \n", "-1.579503 | \n", "-0.782121 | \n", "-1.581113 | \n", "-1.585982 | \n", "2.446320 | \n", "0.112264 | \n", "0.350818 | \n", "0.048640 | \n", "0.402053 | \n", "1.366133 | \n", "0.366112 | \n", "-0.056960 | \n", "1.428388 | \n", "
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Optimizer params: 42 (172.00 B)\n", "\n" ], "text/plain": [ "\u001b[1m Optimizer params: \u001b[0m\u001b[38;5;34m42\u001b[0m (172.00 B)\n" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m439/439\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 749us/step - loss: 0.0088 - mean_absolute_error: 0.0685\n" ] } ], "source": [ "history = compile_and_fit(linear, single_step_window)\n", "\n", "linear.summary()\n", "\n", "val_performance['Linear'] = linear.evaluate(single_step_window.val, return_dict=True)\n", "performance['Linear'] = linear.evaluate(single_step_window.test, verbose=0, return_dict=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The linear model can also be called on batches of wide windows. Used this way the model makes a set of independent predictions on conseuctive time steps. The time axis acts like another batch axis." ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Input shape: (32, 24, 19)\n", "Output shape: (32, 24, 1)\n" ] }, { "data": { "image/png": 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", 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Model: \"sequential_8\"\n",
"
\n"
],
"text/plain": [
"\u001b[1mModel: \"sequential_8\"\u001b[0m\n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n", "┃ Layer (type) ┃ Output Shape ┃ Param # ┃\n", "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n", "│ dense_17 (Dense) │ (None, 1, 64) │ 1,280 │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ dense_18 (Dense) │ (None, 1, 64) │ 4,160 │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ dense_19 (Dense) │ (None, 1, 1) │ 65 │\n", "└─────────────────────────────────┴────────────────────────┴───────────────┘\n", "\n" ], "text/plain": [ "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n", "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n", "│ dense_17 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m1,280\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ dense_18 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m4,160\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ dense_19 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m65\u001b[0m │\n", "└─────────────────────────────────┴────────────────────────┴───────────────┘\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Total params: 16,517 (64.52 KB)\n", "\n" ], "text/plain": [ "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m16,517\u001b[0m (64.52 KB)\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Trainable params: 5,505 (21.50 KB)\n", "\n" ], "text/plain": [ "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m5,505\u001b[0m (21.50 KB)\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Non-trainable params: 0 (0.00 B)\n", "\n" ], "text/plain": [ "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Optimizer params: 11,012 (43.02 KB)\n", "\n" ], "text/plain": [ "\u001b[1m Optimizer params: \u001b[0m\u001b[38;5;34m11,012\u001b[0m (43.02 KB)\n" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m439/439\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 782us/step - loss: 0.0070 - mean_absolute_error: 0.0600\n" ] } ], "source": [ "dense = tf.keras.Sequential([\n", " tf.keras.layers.Dense(units=64, activation='relu'),\n", " tf.keras.layers.Dense(units=64, activation='relu'),\n", " tf.keras.layers.Dense(units=1)\n", "])\n", "\n", "\n", "history = compile_and_fit(dense, single_step_window)\n", "\n", "dense.summary()\n", "\n", "val_performance['Dense'] = dense.evaluate(single_step_window.val, return_dict=True)\n", "performance['Dense'] = dense.evaluate(single_step_window.test, verbose=0, return_dict=True)" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Input shape: (32, 24, 19)\n", "Output shape: (32, 24, 1)\n" ] }, { "data": { "image/png": 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o0SI8/fTTqgb/+++/x2233VaQyi+3n3rqKVWv365dO7XgIf2gLKTr/ZNPPonhw4cjKSlJrc7LKr2Ul8oJAVnUksZ98nVuv/12VAcONe5u3bp12L59O9q0aaPSKUob2MsYhMIjAmrVkrnapat55bg7x1WWJnE3In8mMqNdrcafzA/mE4oE8jqNE+4I9VZ11nKJ2RaFJ8Y9hobvWae9F5WTkKNq7GU0x/Vq7OUYLmcZkJiejQsq8M8tdhLAcp2UkQtjoQKrC0unwXDmN7iYzFg30g0zduQi6rgB/r0CkLQuEX0idJjYSY9e32UhRzrd39tbpe5XJ9KRXprRSd164RR3qcGX9HtZqb+ZDvTye/hqywl8uOEIDCYzgr1d8dHwluhQ37/YvvJY/fr2uW69f+F0/JLq/YmIiMjxXG/sWVUj2Ys3iuOqi+xyHHfnUIF9WZ8QJc1ALCsG9tVzdrz8WZy6EshbLucv51jt46x1QotQHxXEd6jvhzbhvla1UPKHGhwaDGO4scSu+OpxTGbVFV8bqy3XrvgmkxnJmblqlV8C/X6db0fKxcSCbusSHA5ZnIXVRwzo10SHxUPcVNC4Lc6ArnMzUTuoNhLOJpTLsVC+/fEpqrGePK8kG/+Z7hF47t6GBeUSYty4cZgzZ47V76mken/L72ns2LHsik9ERFQFMLCvnrI5x75sWrZsiZycHDRr1kylZtx5553X3Ff2k0vhHyhV/dnxEsifuJhRUB8v17IqXjSQl9Rqy4p86zq+qp76WuSPU04gyGNJ8B44LND6WBJycH7xeaTvS1dZBeX5Ii5d2v09XdSlSW3g9saNsDMpER/szC3otr5kqFuxlWBZyZfzDw3qNyi3Y6F8LcJ8EPWvrnhj1d9Y/MdpzNp0DNuOXVSN9cL9PWxS709ERERE1UOVXrGXFHxZtZfGDBKs/+9//1Ppzrt370br1q1L/BwJ/KXmoyiu2DuGsqySO53U4D/Ld+HPMxkqvV5WtgvTazVoWedKIF/PD61uEMiXNntA46NRNfWlzR4oD/K8l86jGi3Qp+HVFXoLywp+1DEDTMb8/W09es9Wqe+OYM1fZ/HKsgNIyzbAQ6/FtAHNMLBViHpdk5+L1PvLPPvC9f5Sey/1/tLBv6z1/kRERGTfqtOKPV3FVPxbSOG46667UKdOHRW4lHbFXroyMrB3DJYAtrR17f59XoLn7T0Kxrq1KrQiLzPbXW9xjqeQQO3ZZ59VvR2OHz9eUO/foEEDXLhwAZ988onNAzTLCY8M5wzknsvFsmFuVt3Wlx/Ow6DILOhr6+GR51GuZQElYfAKnE7OVI31LJMQZKTg9IHNUMPVueA5I+NepLur5TlTv359JCYmVshzhoiIiCoOA/vqKdveU/FffPHFMn+OpJr6+fnB1tq3b49t27Zd834XFxd1IcckKe2eZZgd73bmD7zw3D9Vjbyk2ZdHIF/WAPbokWibB7DyQjH+6fF4e/o09GusK7Hbet9GOkQdzcX4KS9XSFB/cP/vqpZc0s3lZyEj3iTdXBrHyUx5SUeX/apqcB/q645F/+iEzzYdw8yfj2LV/rP4My5Zpeaf2b8Nq9assu4RccaI9GX5WR6DBw+2eZYHERERETkOm6zYS8f5Tp06Qa8v3exrCbQlbV5Wo2y9Yn/fffepIEFGIZQGm+c5lh5398DejL0IezrshvvGfRaH1h6tsemXTTYPYKNGuBTUS1sHsPn10s1atLVpAGvptt6rgRMih7hes9v60MXZWH/CbNNu62wQV9wfscl4/oe9iL+Uhaxju5G4fLoaRVisL8OVHhHSl6FwjwgiIiJybFyxr56y7X3FXsibTkk9Lo3SBjPp6ek4duxYwW35Iezbt0+t9Et6/SuvvIIzZ85gwYIF6n6p0ZUfkswulB+a1Nj/8ssv2LBhw01+V2TP5ByV2dmjTLPj/UJtlyUi9eOyUm8JYKVpnQSwMoezcAArTdJkfrrsb6sAVmrWJTtgQif3giB+SGQWVscY1Ar+4qH5NfcTOztj1ZFMtb+tAnupqf9m4QJ8uMtQ0MgvcogLomK0VicZ5ESIZDnI/lWdTFRY+6+ueHXxn/jsk4/g2cKrxB4REuTLdukRIX0bbF0yYYvRkURERERU/ko3zL2M5s6dq84ulNaXX36JwMDAG+73+++/o1WrVupiSfmXj1977TV1OyEhAXFxcQX75+bm4qWXXkLz5s1Vbf3+/fvx008/4Z577rmp74vsN6DfdOQChnyxEwedGyPzaLpa2bweqbGX5nXSPd9WJCCVwFQCWAlULQGs1LcXnlFeEQGsnOSSmnXJDpCVcDnB8OPJ/BKY9Seguq3L9oroti4nDKQkYe0xk3pcy89Gav6LzmmX/arLnHYvV2e0RwxMmemoPTywxMaPQrYHDg1UafpLliyx+XFJ80fpzyC9KzYc3KAyYuRabsv21atX2/wYiIiIiKiKNs+rKEzFt18yq33j4fOY9csxHDiTqrbpYMDZzx+FcwQqfHZ8SSy19JJ2bwnmLYoGsFJ7b0v21rBu6tSpKnvhWo385KTDtGnTUJ1I7bwEzXVfrXvDfU++fQqt696FT2Z/Az8PPfw99XDX62w2OpJlAURERLbDVPzqKdsRUvGJbMVoMmPtgQR8uukYos+lqW1uzlqM6lgHT3Stj913flMps+NLIoGz1NRLACup5oUDWKlvl7pyCWBtHdQLCdYlaC86Yk4eW2rqK3LEnJxMkD4DUpJQUiO//k306v6OHTtWyM/GXkiauzTKKw2trwa/xcSh/6fbC7a5Omvg7+GiAn0V7F+59i30sZwA8LuyTw1XnepXcq1/NJLuL0G9PZUFEBERUdUxb9489d40JSXllr6O0032X6tKbBLY+/r6XvPNYlGXLl2yxSFQFWQwmrBy31l8uvkYTiRmqG2eLjqM7hyOsXfWg79nfgAv3cLlD1uCjaOTj5Y4O16C+oroKm5vAawE7SXV8UuQX1Ep79LIr2gWQ9FGflKyINkMsp8tG/nZG6ldl+73pWFINsLb2xe1a7jiUkYuco0mZOeZcCYlS11Kw1nrBF/3IgG/u7O6Prx1jUr3bzix4Q3LAmR0pJQFjBo1qkzfLxERETm+MWPGqMBc3l9TFQvsC9fnJiUlqdVKeWMunfLFzp071Zt7ScUlupFcgwlL/zyNzzYfU13Dhbebswrmx3SuC2/3q6vgFpIWLCuIEmxIkK8afoX6YeDUgRgyZEiFrCwygL1+Iz8ZaVe4pr5oV/wJnXRYGW3bRn72Rs4yy8QOSXO/3shGyTzJPJqBLxc+gVGj7lF9JtJzDCrAT8rIRfKVa7mttqXLdU7B/XKdmWtEntGMC2k56lJU4vIlcG/oAZ23Dqdnn4Z3e294Nb+azZF2IA2pe1IRNDIIHg09sWjxEjz88MOlPql7s9jIj4iIqGT8H1m92bzGXmpGe/TogfHjx1ttnzVrlmpkZ+9ndlhjX3my84z44bd4fPHrcSSkZqttkk78eNf6eKRTuFqtt2cc62b/YwDt8R+yNKQzhhtt3iNC/r6sTwLkXDkBkH9ZMHUsMtyPwpSah/RjWdDopG9FuBrDl7YvDfGzYmEyAJ4RbnDy1iHvYl3UfWQG6vi5o46/u7oO93dHmFz7uSPE1w0uutKVGVyv5l8ycSSTQDJxpGzBmGIsyMSZP3d+hWTiEBER2VuNfWX+j7zeiv1//vMf1Vj9xIkTapKZHMOMGTPg6elplYov1xMnTkR8fLxqei7TzMLCro6vXrlyJd58800cOnQIwcHBGD16NP7v//4POp2uWCp+bm6uarK+dOlSJCcnqybtTz75pJqgZm8cqsZeVi3ff//9Ytt79uyJyZMn2/rhyQFl5hrw7a44fLX1BBKvrCTW8nLBP+9qgIfah5V7gzBbkcyV6EN/o/ciCWBREMBKTb0EsNIR3hLA2roTvT2x1PpLcC9j/go38pOSBMleWHE4s0Ib+dkLeUGXf7wV0SPC1VmLEB83dSnJofnBWP/TXriYzOrk1IwduYiaFQv/XgFIWpeIPhE6TOykR6/vspB9xgm6EHdk5Rlx5HyauhQlC/nB3m4I83NDuJ+HVfAv1z7u+lI38pPygJIa+cnPjY38iIiourHn/5EajQYff/yxClwluH/66acxadIkfPbZZwX7ZGZm4u2331Yjy/V6vdpnxIgR2L49v4/Q1q1b1TQe+Tpdu3bF8ePH8Y9//EPd9/rrrxd7zI8//lj9TCTrU0aiy8kCuVR1Nl+xDw8Px7/+9S81dq6wDz/8UP3QY2NjYc+4Yl9x0rLzsGBnLGZvO6lWDIUEHU92b4ChbUJVIOJo7K0Tvb39bIo28rOcDKzIRn72qOhZ96I9IipiZVrOlm/ZssUq42TI4iysPmJAvyY6LB7iZpVx0rVrN8xbGoW4S5n5l6RMxF7KRPylTMQmZaqg/3qkkZ8E+xL0hxUK+OXi6wLUCQ+tkEwGIiIiR1qxr8hsv/KosZcyWVk9v3jxorotK/WPPfYYdu3ahQ4dOqht0dHRaNq0KXbv3o327dvj3nvvVePKC6+4f/PNN+oEwdmzZ4ut2P/rX//C33//rbLDbV0iWK1W7CVl4vHHH8fmzZsLflnyS1q/fj2+/vprWz88OYCUzFzM2X4K87afxOVsg9omb+qf6R6BAa1CoNdp4KjsqRO9vbGHRn72yh56REyYMAHbtm7BBzty0T5Eq4L4JUPdrHpESLA/Y3su5D3ExIkTUD/AU12KkvPHF9NzEXcpQwX9Euhbgn+5lhp/+ds/eOayuhSV9fcmNvIjIiIqgdTU2/P/SAmu3333XRWsS6BqMBhUMCur9O7u7mofSadv165dwec0adIEPj4+OHz4sArs9+/fr1bvZVXfwmg0Fvs6hU803HfffWjcuLHKEu/Tpw/uv/9+VHU2D+zlBytnXGR1XppCCbm9bdu2gkCfqmfTjovpOfjf1pNYuPMUMnLzV/MianlifI8I9LkjCDqt4wb0hTGApZshfy/yj7eyAlTJCPi/KVPx9vRpGLo4C4uH5q/QW0Y2qhX8yCxEHTWo/a6XQSBnywO8XNSlTbhfsfuzco2ITy4c8F85AXApE6cvZSExZqdq5He9hoLCJchFNfL7fN73aHV3X9T194CHjXtxsFERERFVJvn/I9l9pfkfKfvJgkFFvbc4deqUCqqfeuopFZRLjb3EgNKHSurgiwbk15Kenq4WiwcNGlTsvpL+17Zu3Vqtgq9bt06dWJDFNVn1l5MaVVmFFCtLAP/tt99WxENRJSqxaccZozqh89wLzxWkD5+/nI0vfz2B7/bEqvFcomlQDTx7dwR63l4bmmucbSSiivXWW2/hyJEjKrNEVuotQb2Q26tjDOqfpex3K9z0WjQK9FKXokwmM7psfQ+Hckr370rrq8Gfx+LR++Nt6racTKjr766C/Lo1PdS1ZATJx7fagLO0r3lERES2IieV5f9PaUhpn+xfUf744w+YTCZVgi219kLeUxQlq/i///67Wp0X8t5DUvtlMdgSqMu2iIiIUj92jRo1MHz4cHWRbEdZuZcx63JyoaqqkMBeGhxYuiFK2nGtWrXUGRRpZnD77bdXxCGQHTTt6D9gAIa8/BH2OTVUM7dFi1BvPHt3Q9zTtJbd18AQVTfSC2LF8mVqioOk3xcmt/s30av7ZT8pL7EFOdEXFFATBw5ev0bfwpBshK+vH/w89KpXhzTglMtvp5KL7VvTMz/oD/f3QL2a+df5JwDc4eVafIymozQqIiKi6kMyxeSkcmlIvx4p7bMFqQPft2+f1baaNWsiLy8Pn3zyiTrRLen0X3zxRbHPdXZ2xrPPPqsyvCUtX6apSUNlS6D/2muvqZV/iR0lSJeTBJKef/DgQTVWvaRO/EFBQWjVqpXaVzLrateurdL7qzKbB/a//vorevXqhTvvvFM1YpIfvgT28suQ9OSqnhJRHUgqqqxayRvckpp2yBte2R73STyW/vf/EPrUArSPCFQBfdeGNRnQE9khaWIoDR5l/KBlNKOk3xeusY8c4qJGOMp+0jPCVqUlEiDLKrgEzNdLNZSpAZlHM/DlwscxatR9SM3KQ2xSBk5JI7+LGTiZlKHS/U9dzFAj/qQcSC6/xxYP+mW0pmVl/+pqf37w7+JkLNVrnjQqkv3YzI+IiGylLP8jpQmv9OuxBemnJoF0YZJyL0G2TEiTxnfdunVT9fbS4b4wScl/+eWXMXLkSJw5c0Z1vi9cxirvL9asWaMyBOVryYkAqcOXPm7XKoOdMWMGjh49Cq1Wq+r3165dW5A1UFXZvCt+p06dVK2hzBKUH7IE9PXr18eePXtUncTp06dhz9gV/8YWLlyo/kAbvme9alXSC4o07Xj9w8/wxotP2fSY2HGd6NbIP+M5c+ZYdcWXIH5ldK5awbcE+5au+GPHji2xl0R5sEXH38vZeap538mLGQXBvwT8ci3B/nUd3YLYZTNK/Zonr5Fs5kdERFW1Kz5Vk674Bw4cwHfffVdsu6zaW8YcUPVq2nFg+0+ADQP7wiPmvlm4oMQRczJfvjqOmCMqLTn5JX8nvRf9jqgRwL93GrDuuAlTpkzBjPffw/ClOXipow69F+WokY2yv63IPzqpV5dVCXljEjgs0Dr1PSEH5xefR/q+dPV6VJo3LDVcndEsxFtdikrPMaggX63uS9B/5WNZ8Vep/Qe3lbqZX0U3KiIiourFFv8jyTHZPLCXWoaEhAR1FqKwvXv3IiQkxNYPT9WsaYclqD+4/3e10ijBiATzk16erIIRSSt+qaO7ClZkPwb3RNcf1Sh/J13n7obeWVdwkkzq3uTvasXhTBXUV8TfkdTmSYAsqe1HJx9VAbO8nki9oKQW+vr7qjcs5dGsTprqXSvoz8gxoMfW9xBj0NlloyIiIqp+KvJ/JNkvmxcajBgxQtVMnDt3TtVSS2dEaZwgM5KL1leQY/L18YMhpQxNO3xt141S0u9lpT5qhItKH5Ya4F4NNKq3g6VWWLbL/bKf7E9E1w/uJc1eaugtDfLkWm7L9oo8OSZN6CSFUFLb7292P1p7tFbXclu2V8QbFhmfF1a7FoylfM0z2vg1j4iIyF7+R1IVX7F/55138MwzzyAsLAxGoxG33XabupbmCJLSSY5tz8lLOOHRFBkxld+0Q0hNvaTff7jLgPYh2oIGX1Ex2oKGX1IrLCv5sgIp+xPRtUnQXlLtvPSusFWzvNL0zli6dKlV7wz5P1NRvTPK0qgoIyYdGfe1RvylTIT5lW5eLxER0c2QNHsp/WL5V/Vk8+Z5FnFxcWokQXp6uuqY2LBhQzgCNs8r2ZmULLy79jDW/JUAsyEXZz5/FB6NNQh7tvKbdlhq6Qt387awNACTWmFLWjER2b/CvTMKlwUU7p1RUWUBpW5U9Ek80o+Y1CQQvYsLHu4Qjmd6RCDA6/q1+UREVP3cbPM8cmzZ5dg8r8J6/svcwQcffFCttDhKUE/FZeUa8dHGGNz9780qqJf3sw/fGaGadqTvT1fBu6xiFV21ku3StEP2s/WLlbzZl5r6FYdz1WiuwuS2dPWW+xnUEzmGor0zpLxGgvmpU6cWnMST7XK/7Cf7V0SjInlNu+5r3v50zJz1Nbo1DUae0Yx5O07hrg824T8bY5CWnWfTYyQiIqLqxeYr9vLlZVb9pk2bcOHCBVVjX5ikM9ozrthf/T2u/isB7609jLOp2Wpbh3p+eK3vbbg9OL/B1KpVq1TTjuSk5BKbdsgb4Yqo7+GKPVHVYk+j9wory2vejmMX8f6PR7A/PkXd9nV3Vqv3ozqGw9W5dM1HiYio6uKKffWUXY4r9jYP7J977jl8+eWX6NGjBwIDA1UDvcLmzp0Le8bAHjh4JhVvrv4bv51KVrdDfNzwf72bolez2sV+n/LklBM50plTOkFL06iBAwdiyJAhFfIiJbW2/fr2sQrqJQiQlfrCNfaW4F4agFV0nTARVZ2/67K85sm/2x//PocZPx7BicSMgtfT5+9tiEGtQ6EtIaWfiIiqBwb21VO2IwX2fn5++Oabb1QaviOqzoH9xfQc/PvHI/jh93jIs8TNWYunuzfAE93q2+0Kk72u7BHRralKmTgGowlL/zyNjzYexbnL+RlQDWt5YuIDjXHfbcVPgBMRUdXHwL56ynakGns5mPr169v6Yagc5RpM+HrLCfT4YDMW/ZYf1PdvGYxfJtyFZ+9paLdBvZCu2NJAq/eiHBW8W97sywSGtcdMGL40f7vcL/vJ/kRk/6pS7wydVoPh7epg88TuePXBJvB2c8bRC+n4x8I/MOjzHdh1IqmyD5GIiMjujBkzRk2msejevfstj67uXg5fw17YPLB/44038OabbyIrK8vWD0XlYFP0BfScuQVvrz2MtBwDmod4Y8mTnfDfEa0Q5O123c+VhlWyYi5ps4XJbdlu64ZWheduN2vRVq3IW1bwpk2bpq4luJftcn9Fzt8moltfsZ/x/nsq80bS7wuT2/2b6NX9sp+jkJOk/+jWAFsm9cD4HhEqK2pvXApGfLULo+fswd9nUyv7EImIyEFU5vtwCbgl20wuer0eEREReOutt2AwWJ+IL2/Sq03e45fG5s2b1fGlpKTc9NdAdZ9jL13wv//+e9SqVQt169aFs7Oz1f1//vmnrQ+BSuHYhXRMjzqEzUcS1e2ani6Y1LMxhrQOhaYUdZ+FR1HJHPmSRlFFH/q7QoJpS3BvmXdtqbWV45Ha28jIyAqbd01Et07elBRNwy9aYx85xEVl6Mh+jtY7Q1bsJzzQGI92CscnvxzD93vi8GtMorr0axGMl+5vhHB/j8o+TCIislP28D68Z8+eqndaTk4O1q5di2eeeUbFfa+88orVfrm5uSr4L6+Sb3v4GtVmxX706NH4448/MGrUKAwePBj9+/e3ulDlSs3Kw7Q1h9QqvQT1zlon/POu+tg04S4MaxtWpqDeXkZRCXnRktr5om/u5bZsZ1BP5DjkZJy8KXmpo3WjvEGRWaq8Rm7L9gmddGo/2d8RV0dq1XDFtAHN8PNLd6mAXqzafxb3fPgrpq44iAtp2RV2LERE5Bjs5X24i4sLateujfDwcDz11FO4995786fHXEmff/vttxEcHIzGjRur/ePj49UCnI+PjwquJS48depUwdczGo148cUX1f3+/v6YNGmSakJ7vTT6nJwcvPzyywgLC1PHI5kD8r5fvq40che+vr5q5V6Oq6SvkZycjEcffVTt5+7ujl69euHo0aMF98+bN08dk/x/bdq0KTw9PdVJjYSEBKvsgPbt28PDw0Pte+eddyI2NhY2Z7Yxd3d389atW82OKjU1VZ5B6roqMRhN5m93xZpbvbXBHP7yGnUZN2+P+URiepm/1tixY9XPaOtj7mbz6zXMOVO8zP2b6NW2AU316rZsl/tlm+xPRFRaly9fNnfu2MFcw02rXkfk9UXvrDNPmTJFXcvrjGyX+2U/2b+ijkle0+QY1qxZo7bLtdyW7bd6LAfPpJgfnb274DW6yZR15hnrD5tTs3Ir/FiIiMi2srKyzIcOHVLXjvY+fPTo0eb+/ftbbevXr5+5devW6j5PT0/zI488Yj548KC65Obmmps2baqO5a+//lLf98iRI82NGzc25+TkqM9///33zb6+vualS5eq+8eNG2f28vKyepy77rrL/NxzzxXcHjZsmDksLMy8bNky8/Hjx80//fSTedGiRWaDwaC+jnz/R44cMSckJJhTUlJK/Bpy3HJsW7ZsMe/bt8/8wAMPmCMiItQxi7lz55qdnZ3N9957r/m3334z//HHH2p/OX6Rl5dn9vb2Nk+YMMF87Ngxdezz5s0zx8bGlvn3XtY41OaBvfyC9u/fb3ZUVTGw33X8ornXzC0Fbxbv+XCzefORCzf99davX1/w5try4iHXy4a5Wd22vBmX/YmIysKegteKPtGw49hF84BPtxW8Zrd480fzl78eM2flGoodS7/GzmatxskcHh6urvs3ca7wkx5ERFRxgb09vA8vHNibTCbzxo0bzS4uLiq4lfsCAwMLAnaxcOFCFSPKvhZyv5ubm/nHH39Ut4OCgswzZswouF8C5tDQ0GsG9keOHFHvBeSxS7Jp0yZ1f3JystX2wl8jJiZG7bN9+/aC+y9evKiOKzIysiCwl30kaLf49NNP1fcokpKS1P2bN28u1c+uPAN7m6fif/jhhyp1onBqBVWO08mZeOa7PzH8q104lHAZNVx1eL3vbVj3XFfc1Sjgpr+upLdbGtMVTosd2NS52Hxp2c+Ral+JyD5YemfIiEqpobd0v7f0zpDtFdUQU1L2pI4xaoSLGqsp9f2S+jh9+vSCPgCyXe6X/W61226nBv5Y9lRnfPVIGzUWLyUzD++sjUaPf29Gv4cftzqWxUNd8WCEVqX89W6oReQQ13I9FiIisi/28j58zZo1Ki1dRrZJ+vrw4cNVE3XRvHlzq7r6/fv349ixY+p/tnyOXCQdX0a/HT9+XI13k9T2Dh06FHyOTqdD27Ztr/n4+/btg1arxV133XXT38Phw4fV4xR+XCkDkPIBuc9CUvQbNGhQcDsoKAgXLlxQH8v3IWn+8nPu27cv/vvf/1ql6Tt08zyprc/MzFTfvPwQijbPu3Tpkq0PodrLzDXgi19P4MtfjyPHYIKUzT/Uvg5evK8R/D1dynUUlbyxjYrRqheToqOoZOScI4yiIiL7ZOmdUZT886zIE4ZSEyjNiT7cZUD7EG1B8z557bM085M3Uv/eaYDeWaf2v1VSD3j/7bVxT9NALPvzND7aGIOzqdnIcr0dGo0GH2zPLTiWJcPcrBoLyrHM2J4LZ522XI6FiIjsiz28D5ca9s8//1wF8FJLLwGyhdSaF5aeno42bdrg22+/LfZ1AgJubrHRze3607vKU9F4Vv5HF67/lyaC//rXv7B+/Xr88MMP6me/ceNGdOzY0bEDe84JrzzyBJPGS++ti0ZCan7TpQ71/PB639txW3CNShlFJU9oBvdEVBVWR6QpkayOWDr1W95I2XJ1RKtxwtC2YejbIhjf7IrFJxvMSHTWY83RbAxdkoXFQ9yKHcuQxVmIOmqAu6fnLa1kEBGRfbKH9+ESvEuzutJo3bq1CnhlalqNGiXHJLIKvnv3bnTr1k3dltF50pBdPrckzZs3h8lkwq+//qoa9xVlyRiQpnzXIs3w5HHkcTt37qy2JSUl4ciRI7jttttQFq1atVIXmQrQqVMnfPfddzYP7G2aip+Xl6d+uPILke74JV3INg6cTsXQL3biuUX7VFAf4uOGzx9ujUX/6FjuQf21RlEtP5xXkA5kSVWV/Yp2bSYictTVkRWHc9VqSGGW1RG531ZvoFydtXi8a308Uy8R5pxs+PTww6poQ4nHsvqIAT7d/ZCelo4lS5bY5HiIiKhyOOL78Icffhg1a9ZUnfC3bt2KkydPqk7yssp9+vRptc9zzz2H9957DytWrEB0dDSefvrpYjPoC6tbt66KLaU0Tz7H8jUtk3KkW7+srEvJQGJiosoaKKphw4bqmJ544gls27ZNlQxI9nlISEipp7nJ40owv3PnTlUWt2HDBtVVX04a2JrG1mkKS5cuteVD0BUJqVnYcfwiDp5JxctL/kK/T7fh99hkuDlr8dJ9jdT4pF7Ng9QTurqMoiIiquzVEdnPln6MWgPXYFekbLmEfk10JR5L38Y6pGy9pPZbvny5TY+HiIgqliO+D5fy7C1btqBOnToYNGiQCnplNKvU2FtW8F966SU88sgjKliXFW8pxxs4cOB1v+7nn3+OIUOGqJMATZo0UQF6RkaGuk+C8zfffBOTJ09GYGAgxo8fX+LXkDR6KRPo06ePelzJgF67dm2x9PvrfW9yIkLGvDdq1Aj/+Mc/8Mwzz+Cf//wnbM1JOujZ8gHkl9GyZUu88MILcESXL1+Gt7e3auJwrVSRyvbDb3F4ZdkBmIr8Jge0DMbLvZogyNutwuZnSoMmqSuVFFRZrZI3tnIGUV5sei/KQbMWbSuswRURkS3Iake/vn2KrY4UrWu3pONLcz9b9QBo0aIFDh78C30a6QrS8Es6Fks6frNmd6gVCCIisi8S1Mpqb7169VQDutLi+/Cq+3u/XMY41OY19pLS8NZbb2H79u3q7EfR5gmSckG3tlJfUlD/1SOtcf/tQRXarVpeVLrO3a2aRUldqaSgSi2JpP2sOJyJzh078MWEiKrQ6oi7VRAv6feygm8J9mV1ZGV0ptrfVoG9/LM3mYCJnfRWQbyk38sKviXYn9RZr7bJ/kREVHXwfThV2Iq9nH24FkkLP3HiBOyZva/YS/r9yK93F9v+/RMd1YikiiRnDGWUknRdLvwmVla35I2tNFLkiwkROTp7Wh356quv8NST/4Sb3gnrR7phxo5cRB03wL9XAJLWJaJPhE4F/T2/y0JWrhmNhryEz6ZNQvdGATYpzSIioopdsbfg+3DHVJ4r9jYP7B2dvQf2smJ/53u/WK3Ya52csG1yD5un4BMRVffgXmbDF14dkZp6WR2RFf2KWB2RNwRBIUHIzE1DbroRGh0QNj4cXi29kLYvDfGzYmEyAHpPLQxGN4Q+vQBOOj26RNTEqw82LfdmqkREVDmBPTmm8gzsbdo8ryg5h8DzCOVLgvd3BzVXwbyQ63cGNWNQT0RUAamP0n1Xaugt3e/lWm7L9opIeZQ3AQvmLUBehgnO/s6o/WiwCurVMbb0Qu1HgtV2uf/bBQvwz7ubQK/VYNuxi+j9yVZMWrIf5y/nj0MlIiIix1UhK/YLFizABx98oFr9C+kQOHHiRNXp0N7Z+4p94ZX7UxczUbemO4N6IqJqZtWqVRgzdgySk5Lh2cgTGh8NTCkmpMekw9ffF/Pnzkffvn3VvnFJmXj/x2hE/ZWgbsv0lH90q49/3lUf7nqbt94hIqIScMW+esp2pFT8//znP5g6daoaKXDnnXeqbTIX8NNPP8X06dPtvlu+owT2RERUvcmbA5lTLyPtLiVfgp+vnxoNJKN/SnqT+EdsMt6OOoQ/4/LnAtfycsGE+xtjcJtQaDWsvyciqowAT+axu7lxka66yMrKwqlTpxwjsJeDlJmBjz76qNX2+fPn44033lBPYHvGwJ6IiKoqNZ/3wDm8t/4w4i9lqW1Nanvh/3o3RdeGAZV9eERE1YbRaERMTAxq1aoFf/+KbYBNlScpKQkXLlxQGe1arda+A3s583Dw4EFERERYbZe0/ObNm6uzU/aMgT0REVV1OQYjFu6Mxcc/H8XlbIPa1r1xgGqw1yiQXZSJiCpCQkICUlJSVHDv7u7O6SVVmNlsRmZmpgrqfXx8EBRUfEy53c2xl4BeRiy8+uqrVtt/+OEHNeOeiIiIKpeLTovHu9bH4Nah+PiXoyrI33wkEVtiEjG8XR28eF8jBHi5VPZhEhFVabVr11bXEuxR9eDj41Pwe79VNl+xX7p0KYYPH4577723oMZ++/bt+Pnnn1XAL/V/9owr9kREVN2cvJiB99dFY/3f59RtD70WT97VQAX/bnrrVEEiIir/tPy8vLzKPgyyMWdn52Lp93adii/++OMPfPTRRzh8+LC63bRpU7z00kto1apVmb7Oli1bVHd9+XqSqiINggYMGHDdz9m8eTNefPFF/P333wgLC8OUKVMwZsyYUj8mA3siIqqu9py8pBrs7T+dqm4HebuqBnsDW4VAwwZ7RERENmOXgX15WbdunVrtb9OmDQYNGnTDwF4a8zVr1gxPPvkkHn/8cZUl8PzzzyMqKgoPPPBAqR6TgT0REVVnJpMZq/86ixnrj+BMSn6DvWYhNfB/D96GTg3Y4ImIiKjaBPYmkwnHjh1T9SLycWHdunW7qa8pzSRuFNi//PLLKoiX5n0WI0aMUE0p1q9fX6rHYWBPREQEZOcZMXf7KXy26RjScvIb7N3btBYm92qKiFqe1vtmZ2Px4sVYsWJFweg9+X89dOhQzmcmIiIqBbtrnrdr1y6MHDkSsbGxqvtf0eBcakhsZefOnaq2vzBZqZdV+2vJyclRl8I/UCIiourO1VmLp7o3wLC2ofjvz0fx7e44/HT4AjYdScTI9nXw/L0N4e/pglWrVmHM2DFITkqGZyNPaH20MJ4xYtmyZXjuhecwf+589O3bt7K/HSIioirF5oG9pMG3bdtWrZxLG/+KHNtw7tw5BAYGWm2T2xKsZ2Vlwc3NrdjnvPvuu3jzzTcr7BiJiIgciQTvb/Vvhkc71cV76w6r4H7hrlis2HsGXfSn8OXUp6Dz0yF4bDD8uvkVfN6lLZeQuDIR/fv3Vyv5/fr1q9Tvg4iIqCrR2PoBZF79O++8oxrmSTt/SScofLE3r7zyikp3sFzi4+Mr+5CIiIjsjqTf/290O3z3RAfcHlwDlzMy8eXbL0HnoUFeUh7OLTiLtH1pal+5ltuy3dlDg9GPjVbp+kREROQggX2HDh1UfX1lkJmA58+ft9omt6VGoaTVeuHi4qLuL3whIiKiknVuUBOrx3dBL5cYOGVnQJ9nwtbH3NG7gQ7xs2Jxful5dd0nQqe2O+eZcDk5BQsXLqzsQyciomokOztb/e8ZPHgwetzdQ13L7apyotnmqfjPPvusGm0nafHNmzdX8/oKu+OOO2z22J06dcLatWuttm3cuFFtJyIiovIho+/Wf/s5TGZg/Ug3dKmjQ/sQLYYszsLq1Yno10SHxUPcoNc6qfu7zs3E22+/jSeeeKKyD52IiKqBVdWg/4vNA3s5EyLGjh1bsE3q7KWRXlmb56Wnp1ut/ss4u3379sHPzw916tRRafRnzpzBggULCur7Z82ahUmTJqnH/+WXXxAZGanq/YmIiKj8SHmdRgN8sDNXBfUSxC8Z6oaoGAN6N9Kp27lGM2bsyFX72WM5HhERVc2gfuDAgfBs6YmGExvCpbZLwX0553JwPvK8mtwiE9ccuf+LzcfdSTf86wkPDy/119q8eTN69OhRbPvo0aMxb948jBkzBqdOnVL7Ff6cF154AYcOHUJoaCimTp2q9istjrsjIiIq3Yn8tbvWIvdCtkq7t6zQW0hQLyv4UccNcK7lil4demH5smWVesxERFS1ZWdnIzg0GMZwI8LGh8FJU7yRu9lkRvyseGhjtTh7+qzdjGW1u3F3ZQncb6R79+7FRuYVJsF9SZ+zd+/ecjsGIiIiKk5WOySl0e9uP6z65ZJaqR/Y9Gr5ndxefcQAvx5+uLTpEvZrG+HTTccwqkM4vN2ty/SIiIjKw+LFi1X6vazUlxTUC9keODQQR185iiVLlmDUqFFwRBpbpTvk5eWVen+pg5fxc0REROSYhg4dCk8vT6RsuqRq6iX9vjC53bexDimbL0Hj4gZjeAd88OMRdH7vZ0xbcwhnUvg+gIiIyteKFStUTX3h9PuSuAS5qP0kHd9R2SSwlxqGlJSUUu8/YsQIJCQk2OJQiIiIqAL8+uuvyMnKQp+GV9PwJf1++eE8dW2pue/dUAetMReP1s1Ak9peyMg1Yva2k+g2YxOeX7QXh85eruxvhYiIqohLyZdUo7zS0Pho1P6Oyiap+JIuL3XsMjquNKrKiAEiIqLqSprT5hmMmHine0FQPyQyC6tjDOjXWIfFQ/OD/Ul36rE6JhNn927Cuv/9D7/GJOKrLSew43gSVuw7qy5dG9bEP7s1wJ0R/qrRLhER0c3w8/VT3e9Lw5Rigl+oHxyVTQJ7aWZXFg8//DAb0xERETmwmTNnIvrQ3+i96HdEjQA+2JGHtceMqtdO1NE4DFuSjQmdnNF7UQ46d+yg9pegvXvjWupy4HQqvtxyHGsPJGDr0YvqcntwDfyjW330bh4EndYmSYZERFQN+r/knMu5bjp+TkIO0mPSMXDqQDgqm3fFd3Tsik9ERFQ6aWlp6Hn/fdixazf0zjosW74CvXv3VmNmBw0cgNw8gwrq12/YCC8vrxK/RvylTJWa/8Nv8cjKy19lCfFxw7gu9TC8XRg8XGze95eIiKqI7GrUFZ+B/Q0wsCciIipbcP/8889j2LBheOCBBwq2//jjjypdX1bqrxXUF5ackYuFu2Ixf8cpJGXkqm3ebs54pGM4RneuiwCv0pX7ERFR9bZ69Wq1ci9z7AOHBVrPsU/IwfnF55G+L1012uvbty/sBQP7csbAnoiIqPJk5xmx9M/T+HrLCZxKylTb9DoNBrcOweNd66NBgGdlHyIREdm5VatWYczYMWr0nXS/l0Z5UlMv6fe+/r6YP3e+XQX1goF9OWNgT0REVPmMJjM2HjqHL7ecwN64/Mk70lfvvqaB+Odd9dEm3O+aaZgyx1hWYqTbsTRSkpUbGc9nL+mWRERke/L/QObUy0g7y/8DmeY2ZMgQu/x/wMC+nDGwJyIish/ytuX32GR8+etx/HT4QsH2NuG+qtGeBPqaKzWURVdoZOSRMcVo1ys0REREgoF9OWNgT0REZJ+OXUjD11tOYvneM8g1mtS2+gEeeKJrfTif/hPDhgyCzk+HgP4B8Ot2dUX/0pZLSFyZCMMlg1rJ79evXyV+F0RERA4Q2J88eRJbt25FbGwsMjMzERAQgFatWqFTp052mfJQFAN7IiIi+3bhcjbm7jiFb3bFIi3bALMhF2c+fxRaTRZy043Q6ICw8eHwaumFtH1piJ8VC5MB0Htq4a73QsKZBId4T0JERNXH5TLGoTYbCvvtt9+iffv2aNCgAV5++WV1RlwC/P/973/o2bMnAgMD8fTTT6uAn4iIiOhm1arhipd7NsHOV+7BlN5NoTu+BeasdDjnmbD1MXf0bqBTwfz5pefVdZ8Indou919OTsHChQsr+1sgIiK6JTZZsZcVeb1ej9GjR6vatbCwMKv7c3JysHPnTixatAhLly7FZ599pprY2COu2BMRETmW8Lp1ERcbq4L3LnV0yDWaMWRxFlYfMaBfEx0WD3GDXuuEbXEGdJ2bifDwcJw6daqyD5uIiOim41AdbOC9996zml1blIuLC7p3764ub7/9Nv+ZEhERUbnx8fbGaQ3wwc5ctA/RqiB+yVA3RMUY0LuRTt2WYH/GjlxoNFBvnIiIiByZTVLxrxfUF+Xv7482bdrY4jCIiIioGoqIiIC+tivWHDNg6JIsFcRLMD+wqXNBUC8r+FHHDXAOdEG8oQYmLdmPdQcScDk7r7IPn4iIqMxsVmN/9uxZTJgwQaUQFCXpBBMnTsT58+dt9fBERERUTcmc+uyz2fDp5odV0Qa1Ul+Y3Ja0fJ+ufshJyIGmfgdE/n4aT337J1q/tRHDv9yJL349juhzl9V4PSIicmxpaWkYN24cfvzxR6vtclu2y/2OzmZd8S1B/VdffVXi/U8++aRKfXv//fdhz1hjT0RE5Fiys7MRUCsAmenp6NP4ak29RcGKfYwB7p6eWL7jEHaeSsOmIxdwIjHD6msFebuie+Na6N44AHdG1ISni02qGImIyEbS0tLQ8/77sGPXbuiddVi2fAV69+6NqKgoDBo4ALl5BnTu2AHrN2yEl5cX7IXdjLtr1qwZvvjiC3Tp0qXE+3fs2IEnnngCf//9N+wZA3siIiLHIiswffv0Rq/6Tlg8LD+ol2C+aI39kMgsrD9hxuo1UQVlhHFJmdgccwGboi9g54kkZOeZCr6us9YJ7er6oUfjWujRJAANAjzh5HT1hAEREdlnUH9w/++IGuGCf+80YN1xEya9PBkz3n8PD0Zo8FJHHXovykGzFm3tKri3m8Dew8MDhw8fRp06dUq8Py4uDk2bNkVGhvWZcXvDwJ6IiMixSFrlnDlzrLviR2ZhdYwB/WQFf6h1V/yxY8di9uzZxb5Odp4Ru04kYfORRLWaH5uUaXV/iI+bCvC7N6qFzhH+cNfrbphJsHjxYjUC+FLyJfj5+qmyAZkM5OrqWu4/ByKi6m5cCf8Phi3JwcroXAxoqscPg11K9f+gWgf2NWvWxLJly9CtW7cS79+yZQsGDRqEixcvwp4xsCciInLsFZoPduQh6qgBoWF1cDo+Dn0a6TChk3OZV2hOXszA5iMXsOlIogr4cw1XV/P1Wg061PdTafs9GgegXk0Pq9X8VatWYczYMUhOSoZnI09ofbQwphiRHpMOX39fzJ87X40IJiKi8s3g6te3j1qZtwTxJWVwSbAvK/mrVq8pUyP4ahHYS91CcHAwvv766xLvf/zxx1WDvbVr18KeMbAnIiJyPLauqczKNWLniYvYFJ2/mn86Ocvq/nB/d3RvFIDuTWoh6e8dGD50MDxbeiJwWCBcarsU7JdzLgfnI88jfV86li9fjn79+pXL909ERPksr/uFg3uLwkG95f+EvbCbwH7Tpk2477778Pzzz6sO+IGBgWq7dMKfMWMG/vvf/2LDhg24++67Yc8Y2BMRETlucC/vQ4YNG2a1AiMrOJGRkZg5c2a51FLKW6njifmr+ZK2v/tkEvKM+W+vzIZcnPn8UXg01iDs2TA4aYrX5JtNZsTPioc2Vouzp88yLZ+IqJxNnToV06dPx7Jhbmr0qcXyw3kYFJmFKVOmYNq0abAndhPYiy+//BLPPfcc8vLy1MFISpocmLOzMz766CM89dRTsHcM7ImIiKgsMnIM2HE8Sa3kL/7+Wxxb/D4avtfQaqW+KBm7d/SVo1i4cCFGjRpVocdLRFSVRXHFvnycOXNGnRU/duyYOqPdqFEjDBkyBKGhoXAEDOyJiIjoZg0ePBgbDm5A3Vfr3nDfU++cwv3N7sfSpUsr5NiIiKq6H6tRjb3Nh7GGhITghRdesPXDEBEREdkd6X6vGuVlGZHwXQK823vDq/nV9P+0A2lI3ZOKoJFB0PhocPZCYqUeLxFRVRIZGal6qrzU0d0qiC/aFX9CJx1WRmeq/e0lsC8rmwf20gW2JJKWLzVkERERqFevnq0Pg4iIiKjCyUg7Q7wB8R+eQvqxLFzemYKw8eHwaumFtH1piJ8VC5MBMCTkwGhywl86I0bP2YNRHcNxd5Na0JZQk09ERKUzc+ZMRB/6G70XyZQUFMyxl5p6mWM/fGlOwRx7aagq+zsqm6fiazQaFcQXfRjLNrnu0qWLmunq6+sLe8NUfCIiIrpZX331FZ568p9w0zth/Ug3zNiRi6jjBvj3CkDSukT0idBhYic9en6XhaxcM3weeBZeLfJXi0J83PBQ+zAMaxeGWl5sqEdEZI9TUuwlDtXAxjZu3Ih27dqpazkoucjHHTp0wJo1a9Q8+6SkJEyYMMHWh0JERERUoXbs2AGTGSqo71JHhyVD3dC7gQ6Jq/OD+sVD8rfL/bJfD+9L+Odd9eHr7owzKVn494YYdH73F4z/7k/sOpFUbKGEiIiuT4J1CdrHjh2raugtDfLkWm7LdnsL6u1yxb5Zs2bqbHXnzp2ttm/fvh3/+Mc/8Pfff+Onn35SP9C4uDjYG67YExER0a00burbpzd61XfC4mFu12zcNCQyC+tPmLF6TZSq78zOM2LdwQR8sysOf8QmF3y9hrU8VZr+wNYhqOF6dWQTERFVLXbXFd/NzQ2//fabCvALO3DgANq3b4+srCzExsaiadOmyMzMhL1hYE9ERES3QtI9Bw7oj14NnLB4aH5wb1E4qF++YmWJo5YOnb2Mb3bHYsXeM8jMNapt7not+rcMwaiOdXB7sHeFfj9ERFQNU/HbtGmDiRMnIjHxapdX+XjSpEkqRV8cPXoUYWFhtj4UIiIiogonwfrLk1/BqiMGtVJfmNxeHWNQ919rfvJtwTXwzsDm2P3qPXir/+1oFOipAvzv98Sh98fbMOiz7Vj252m1yk9ERNWTzVfsjxw5gv79++PkyZMFwXt8fDzq16+PlStXqrn20jhPmho88sgjsDdcsSciIqJbYWnQVHiOskXh+cmWhk43Im/d9py8hG92x2H9wQTkGfPfykld/rC2YRjZoQ7C/T1s+j0REVE1S8UXJpMJGzZsQExMjLrduHFj3Hfffapjvr1jYE9ERES3UmPfr28fq6C+pBp7S3AvjZzKMkM5MS0Hkb/H47vdcarZnnByAro1DMAjHcPR4xoj82RB5dlnn0VAQABOnDiBS8mX1Gg+WXiRzMpPPvnE4RtJERE5MrsM7C2ys7Ph4uKiRtw5Cgb2REREdLPGjRuHOXPmYOtj7qr7vSWIXxmdiwFN9QXB/rY4A7rOzVTNhGfPnl3mxzGazNgUfQELd8Viy9FEWN7dWUbmDW9XBwFeLgVBfYd2bXH4SAwk5tcHucIl1AU5p3OQm5CtuvM3bdIIu/f8zuCeiKiS2F2NvazWT5s2DSEhIfD09FQp+WLq1Kk39Y+LiIiIyFHMnDlTzUfuvShHBe+WlfkpU6Zg7TEThi/N3y73y36y/82QVfl7bwvE/LHt8euEHsVH5r33sxqZ98tfp1RQH3ciRp1skKyB3AvZ0Afq1XWfxjq1Pe54jNpPTgIQEZH9s3lgP336dMybNw8zZsyAXq8v2C5d8v/3v//Z+uGJiIiIKn1+crMWbdWKvKWWXhY95FqCe9ku95fXHOU6/u54pVdT7HzlHnw0vAVa1/FRdfhr/kpAv4cfVyv160flZxAsGeqG3g10SFydiD4ROiwe4qa2y/2yn6TrExGR/bN5YL9gwQI1x/7hhx+GVqst2N6iRQtER0fb+uGJiIiI7CK4lzR7qaG3NMiTa7kt28srqC/M1VmLga1CsezpOxH1ry54qH0duHj5qPT7D3bmqrIAKQOQ4H7ZMDcV1Ftq/mfsyFX71apVq1yPiYiIbEMHGztz5gwiIiJKTNHPy8uz9cMTERERVToJ2ksqQZRGeWVplnezZNb9u4Oa4+8FRmwIcsWaY9kYuiSrIJgf2NRZ7SdB/ZDFWYg6blC198ePH7f5sRERkQOs2N92223YunVrse1LlixBq1atbP3wRERERHRF2uUUuIa6wL9XAFZFG1R3/sLk9uojBnW/PlSvuuUTEd0M6dEhDURlOkhhclu2s4eHg63Yv/baaxg9erRauZdV+mXLlqnZ9pKiv2bNGls/PBERERFdISPtco7kIO3PVPRrolPN8wqT230b6xC1LhHOtVyQ3cQNOQYjXHRXyymJiG5Egvae99+HHbt2Y+GC+Wjbrj1cXF2Qk52D33/bgzyDEdGH/rZJGVJ1ZfMV+/79+2P16tX46aef4OHhoQL9w4cPq20yy56IiIiIKobMqZeRdpZGeZaa+uWH86xq7qWhXl5CDv5Od0end3/Bu2sP49TFjMo+fCJyoKD+wL7f1JSNnvWdsHvXTuw8slNd96rvpLbL/bIfV+4dZMVedO3aFRs3bqyIhyIiIiKia0hMTFRz6id20hcE9VJTL+n3soJvCfYnddarbS55abiUkYsvt5xQl64Na2Jk+zpqtJ6z1ubrQ0TkgJ5//nm1Ui/Bu0zZaB+ivfI6k2P1OrP2IVd0nbtb7c8x6LeOr8hERERE1cQnn3yCpk0aoec3mdgWZyholBfQNwBrjhlUQz3ZLvfLfjG/ROLrR9uie+MAODkBW49exFPf/onO7/2Cf/94BKeTMyv7WyIiOzNgwID86Rs7bjB9Y3v+9A3Zn+w0sPf19YWfn1+pLmX16aefom7dunB1dUWHDh2wZ8+ea+47b948ODk5WV3k84iIiIiqI6ll3b3nd9Sp3whd52aqZnn6Wq7IOZ+jrtccMajtdRo0Uvv5+njjvtsCMe+x9tgysQee6dEANT1dkJiWg1mbjqHrjE0YO+83/HToPIySCkBE1V5KSorKDLKcLLQE9zJ9o3CmkJxUlP1SU1Mr+5CrBJuk4s+cObPg46SkJEyfPl2NcunUqZPatnPnTtUNcerUqWX6uj/88ANefPFFfPHFFyqol8eRryvN+K41Z7VGjRrqfgsJ7omIiIiqdXD/2+949tln1fsnGWkn3e/9OvqhQYMGuHDhglrZL9rQKszPHRMfaILn7mmEnw6fx7e7Y7H9WBJ+ib6gLsHerhjerg6GtwtDbe/SL6RIfa2k4g4bNsxq9J+8V4yMjFTv99hci8hxrFixAp6NPOHW2A2rVieqE4iWkZqFp29IplDWkSwsX74co0aNqtRjrgqczGazTU+vDh48GD169MD48eOtts+aNUs11JNffGlJMN+uXTv1uUK67IeFhal/TJMnTy5xxV7+UchZo5t1+fJleHt7qzNJcpKAiIiIiPKdvJiB7/fEYfHv8UjOzFPbtBon3NOkFh7uGI6uETWhkVzbUnTO1jvrsGz5CvTu3RtRUVEYNHAAcvMM6NyxAztnEzmQHnf3wJ4ze5B9ItOqUadF4RV7l/pu6BDSAZt+2VSpx2yPyhqH2rzGXs629uzZs9h22SaBfWnl5ubijz/+wL333luwTaPRqNuSAXAt6enpCA8PVycApEP/33//fRPfBREREREVVa+mB159sCl2vnIP/juiJdrX9VMp+RsOncfoOXtw17834bPNx1Tq/rWC+oP7fy/onN2/X19VcinXvRrkd86W+9k5m8gxmExmXEjJQPbRzFJN38g5moW83PyTgnRrbB7Y+/v7Y+XKlcW2yza5r7QuXrwIo9GIwMBAq+1y+9y5cyV+TuPGjTFnzhz1WN98841a4e/cuTNOnz59zcfJyclRZ0cKX4iIiIjo2lydtejfMgSRT3bCxhe6YUznuvBy1SH+UhZmrD+Czu/9jGe++xM7jl+EJVnU0jk7aoSL6py9eKgrHozQIjY2Fr0bahE5xFVtl/tlP9mfiOyTnNBb89dZPPjxVhxPzCxx+sagyCyrmnuZviH7abXayj78KsHmqfiSDv/444+jV69eKpVe7N69G+vXr8fXX3+NMWPGlOrrnD17FiEhIdixY0dBrb6YNGkSfv31V/U1byQvLw9NmzbFQw89hGnTppW4zxtvvIE333yz2Ham4hMRERGVXlauUb3R/3Z3HPbFXy2LrF/TAyM71IHPpUMYOWSAmmm9eNjVVT2pv+3dSHc1IIjMwvoTZqxeE2VVg09Elc9gNGHV/rP4dNMxHE/MUNv0eWk49fEo6DVGrH/YHTN25Kq0e/9eAUhal6hW8iXo7/ltJvLMWpw+k4CAgIDK/lYcPhXf5oG9kKD7448/xuHDh9VtCa7/9a9/FQT6pU3Fd3d3x5IlS6xGIowePVrV0JeUFVCSoUOHQqfT4fvvv7/mir1cCv9AJY2fgT0RERHRzfn7bCq+2x2HFXvPICPXqLbpYEDcxw/BmJ2FPo2vU4cbY4C7pycSLyRyuhGRncg1mLDsz9P4bPNxxF3KH3tZw1WHsV3qqYydH1cvx8MPjYDRDGi0QNiz4fBq6YW0fWmI/yQWJiMgf+7ffr8Iw4cPr+xvp0oE9jbpil+UBPDffvvtLX0NvV6PNm3a4Oeffy4I7CW1Xm4Xbcx3LZLKf+DAATz44IPX3MfFxUVdiIiIiKh83B7sjbcHNscrDzbFyn1n8O2uOOzZuAJ5WVnwu9sPq365dM3O2X49/HBp0yW1uMPO2USVKzvPiMjf4/HF5uM4m5qttvl56PF413p4pGM4vFzz/4YlWJf149FjRiM3JxdJa5OQvCMZphSTCur1LnosmL+AQX05ssmKfUZGBjw8PMp9fxl3Jyv0X375Jdq3b6/Gn8gYlOjoaFVr/+ijj6p0/XfffVft/9Zbb6Fjx46IiIhQq/offPCB6sIvTfhuu+22Uh0bu+ITERERlS95+3lv7/7Yvn8j8i5k37Bztr6WKx7s+CCWLl1aqcdNVF1l5hpU1s2XW04UNMMM8HLBP7vVV6U17vqS14uzs7PVSTkZaafGavr6YeDAgRgyZAgzcBxhxV4C6eeee04F4UFBQdd8QZeu+P/5z3/QrVs3vPLKKzf8unJGJzExEa+99ppqmNeyZUtVq29pqBcXF6c65VskJyfjiSeeUPv6+vqqFX+p0S9tUE9ERERE5c/JyQkXz8Qi71w2+jSy7pxduMZeOmer4P5oNo4dO1bZh01U7aRl52HBzljM3nYSlzJy1bZgb1c82b0BhrUNU40zr0eCd8m0YbaNg67YHzlyBK+++qqaQdqiRQu0bdsWwcHB6hcrwfahQ4fUiDqpdZeA/p///KfddkPkij0RERFR+ZOxdtIBX0baSfd7ywq9pN/3a3I12N8WZ0DXuZmoEx6O2FOnKvuwiaqF1Mw8zNl+EnO3n8TlbIPaVsfPHU93b4BBrUOh19l8uFq1d9memufJCvrixYuxdetW9cKdlZWFmjVrolWrVqqrqXTKt9eA3oKBPREREVH5++qrr/DUk/+Em94J60e6Xbtz9ndZyMo1o27/FzD5hfEY0T6soI6XiMpXUnoO/rftJBbujEV6Tn5A3yDAA+PvjkDfO4Kh0zKgr5aBfVXAwJ6IiIio/EntbVBIEDJz05CbboRGB4SNL9Q5e1YsTAZA76mF0eSGkKcWwEmnh5eLTgX3j91ZD8E+bpX9bRBVCRcuZ+OrLSfUeMqsvPzJFU1qe+HZuxuiZ7Pa0Gqu9r8g+4xDecqFiIiIiCqclGgumLcAeRkmOPs7o/ajwSqoF3Jd+5FgtV3u/+GbhXh/WBtE1PJEWo4BX289ia4zNuG5RXtx8ExquR1TWloaxo0bhx9//NFqu9yW7XI/UVVyJiULr608iC4zNqmVegnq7wj1xlePtMHaf3VF7zuCGNQ7CK7Y3wBX7ImIiIhsZ9WqVRgzdgySk5Lh2cgTGh+NGomVHpMOX39fzJ87H3379lX7mkxmbI65gK+3nMTOE0kFX6NTfX880a0eujeqBc1NBiEStPe8/z7s2LUbemcdli1fgd69e6ueUYMGDkBungGdO3bA+g0b4eWVfwKCyB4zYaQUWiaBWbrQy6jwoUOHWnWhj03KwGebjmPpn6dhMOWHg23CffHs3RG4q1GAanBJlYup+OWMgT0RERGRbd3MSCxZqf966wms+SsBxiuBiazoP96lHga0Crlht+6SgvqD+39H1AgX/HunAeuOmzDp5cmY8f57eDBCg5c66tB7UQ6atWjL4J4c4iSZ1kcLY4rR6iRZ0w498NmmY1i5/2zB303nBv6qhl5OkDGgtx8M7MsZA3siIiIi+04lnrf9JL7fE1/Q7Kumpx6PdqqLUR3D4eehv+HXkDT7OXPmWHXoH7YkByujczGgqR4/DHax6tA/duxYzJ49uwK+O6LSB/VyMsyzpScChwXCpbZLwX0553JwPvI8Lu9NQ61BU+AW0UFt7944QK3Qtwn3q8QjJ7sP7N966y1MmDAB7u7ucGQM7ImIiIjs3+XsPPywJ16N5zqbmq22uTprMKRNKMZ1qY96NT2u+blSQ9+vbx+1Mm8J4iW4j4oxoHcjXcFtCfZlJX/V6jVqwhORvWS8BIcGwxhuRNj4MDiVUI5iNpkR90k8Mo6YMPq/6/FCz2ZoHupdKcdLDtY8780330R6erqtvjwRERERUYEars54olt9/DqpB/47oiWahdRAdp4J3+yKw90fbsY/FvyO305dQklrWhKkS0392mMmDF+ao4J4CeYHNnUuFtTLfgzqyZ5ITb2k38tKfUlBvZDttYcFwpSZjrtdTzKor4JsFtgzw5+IiIiIKpqzVoP+LUOwenwXfP9ER9zdpBbkbemGQ+cx9IudGPjZDkT9lQCD0WT1edIoT2rqVxzOVSv1hcltScuX+2U/InsijfKkpr5w+n1JXIJc1H7Sy4KqHpuOu2PzBSIiIiKqDPI+tFMDf8wZ0w4/vdgNI9qFQa/TYF98Cp757k90//dmlbafcaUuX7rfv//eu+jXWKfS7wuT230b6dT9sh+RPZGGk6pRXpYRp2efRtoB67GMclu2y/0ydUL2p6rHZjX2Go1G1QTcKLi/dMm+n1issSciIiKqGhLTcrBw5yks3BWL5Mw8ta2Gqw7tnOOx8I0n0au+ExYPc7tmjf2QyCysP2HG6jVRTMcnuyCd7Tvf2xsH4n6F1smM9GNZ0OiAsPHh8GrphbR9aYifFQuTAfCMcIMZGjxwxwNYunRpZR86lXMcan060gZ19nIwRERERESVLcDLBS/e3xhPdY9Q87tnbzuJkxcz8MPSRcgzGDHxTverQfziLKw+YkC/JjosHpIf7E+6U4/VMZn4/vvvGdhTpdtx/CKmrzmMY/oGyDmxDm56JzXZYcaOXETNioV/rwAkrUtEnwgdJnbSo+d3WcjKNaPnpJ6VfehkAzYN7EeMGIFatWrZ8iGIiIiIiMrETa9Vo/BGtq+Dnw6fxyun22Df3z+rwGf9SLf8wOi4AQF9A7BmXSKGLskqCIykN9mdd95Z2d8CVWMnEtPx7rpobDx0Xt02nYuGjKSX566Ma2wfos0/MbU60erElNwv4xq3b9+OJ554orK/DXKUwJ719URERERkzzQaJ9x/e218mXUMRxp4wAkmFfgUTmV2b+CONbNisSraoFKZ3aDB+vXrGRhRhUvJzMXHPx/Dgp2nYDCZodU4YVSHOmje6TmMHLIJH2zPVUG9BPFLhroVKyWZsT0XzjotHnroocr+VsiRAnt2xSciIiIiRyDNxHR+OgQ/FoyE7xLg3d4bXs291H0S3Ic9F47UPakIGhmEM3PPYM+ROJXG3zzEG7cH14CHi02TYKmayzPK2MZY/Pfno0i50huiR+MA/F/vpoioJc/TZnBbsRIDB/TH0MVZWDzUrWBcoyjcH2L5ipUsI6mibPYqZDJZjxAhIiIiIrJHfr5+MJ4xQuumRei40GL3S5BvCfQNl4y4pNFj2ppD6rYkqdav6aGC/GYh3vnBfog3PG8x2E9LS8Ozzz6LgIAAnDhxQp18kOOsX78+EhMT8cknn8DLK/+YqGqShdKfD1/AO2sP48TFDLWtcaCXCui7NQqw2lfGML48+RVMnz5drdRbgnoht1fHGDBlyhSOa6zCeHqRiIiIiKq1AQMGYNmyZcg5l3PdWeA5CTnIPJaBh18eANemtXDgTCrOX87B8cQMdVmx72xBsF/vSrBvCfhlZd/L9WqwdaOgvkO7tjh8JEbV9OuDXOES6oKcIznIXZ6t6qn37N6J3Xt+Z3BfRR06exlvrz2E7ceS1O2annq8eF9jDGsbCp22+MRyGcM44/33MKCpvsRxjf2b6NX9HTt2ZHBfRdls3F1VwXF3RERERFVbdnY2gkODYQw3Imx8GJwkmi7CbDIjflY8tLFanD19Fq6urmr7hbRsHDyTioNnLqtAXz5OSM0u8XEk2M9f1a+hruVSo0iwbwnq407EYP2oKx3OjxuKdzj/JhN16jfC7t8Y3Fcl8nz6z4YY/PB7PCRK0+s0GNelHp7u3uCaJ4Z+/PFH9OvbBw9GaPDDYJdrjmsctiQH646bsGr1GqbjOwC7GndHRERERGTvJEifP3e+WrmX4D1wWKDVyr2s1J9ffB7p+9KxYsWKgqBe1PJyxd1N5BJYsC0xLQcHz6bi4OnUgmD/bGq2Gq0nl9X781f2RV1/94IUfrnMeuNFtVIvY8uu2+F8lDu6zo1R6frz5s2rwJ8WFT0R8/zzz2PYsGFWwbIE25GRkZg5c2apTrxk5xlV34bPNh1DRq5RbetzRxBe7tkEYX7u1/1ceZzcPANe6uhuFcSvjM5VK/iWYH9CJx1WRmeq/RnYVz1csb8BrtgTERERVQ+rVq3CmLFjkJyUDM9GntD4aGBKMSE9Jh2+/r4q+O/bt+9Nfe2k9BwV5P999jIOXAn4z6RkFdvv0qY5yPhtGfo0vhrEl7T6KsG+bHtpwkTMmDGjHL57upmgvuf992HHrt3QO+uwbPkKleYuafGDBg5QwXbnjh2wfsPGawb3Eoqt2n8WM9YfKXg+tAjzwWt9mqJNuF+ZjuPg/t8RNcIF/95pUCvzk16erNLvZSX/pY469F6Ug2Yt2l73eMhx41AG9jfAwJ6IiIioeqXlL1myBMuXLy9oWDdw4EAMGTLEaqW+PFzKyFWr+ZZVfbneO2cqjOl/IO9Cjkq7twT3FgVB/XED9LVc8WDHB7F06dJyPS6qmGD6j9hk1YRxX3yKuh3s7YqXezVB3zuC1SjGij7JQPaFgX05Y2BPRERERBWl61134UD2fugD9UhcnYhlw9ysOpwvP5yHQZFZCOgbgJzzOaiR0QjTvozEHWE+uC2oBlydtaguJ2AWL16sSiMsJ2CklGLo0KHlfgKmJOPGjcOcOXMKSiaulf6+Lc6ArnMzMXbsWMyePVt97unkTLy3Lhpr/kpQt931WlVDP65LfbjptZVeFkD2gYF9OWNgT0REREQVZfDgwVi7ay1yL2TfcMXeOcAFWq82CBj4qrpPp3FCo0AvtAjzxh2hPrgj1Fvddi6hi7ojj98rWjKh9dHCmGIsl5KJ0rqZhnWd77obn28+jv9tO4lcg0lNTxjWJgwv3d8ItWrY/mQEORYG9uWMgT0RERERVZSJEyfiPx/+u9Q19t2GjEPdXv/AX6dTkZSRW+zrueg0uC24BlqE+qjmfBL016/pWaZU72uO3zudg9yE/PF7TZs0qpDxexLUS2mEZ0vP4k0Oz+XgfGR+k0MppejXr59Nj0XS3AcO6I9eDZyweGgJJ2Ais7D+hBlLlq1ARuAd+HDDEVxMz/8ddarvjyl9muL2YG+bHiM5LnbFJyIiIiJyULL6LYGyjLQrHMSvPmKw6oo/qbNebQt3N2DuY+1VEzbpvP9XfAr2q+Z8KSrYT8s2YG9cirpYeLro0CykRsGqvgT9ob5ucJIl5CIKj9+TtPP88XvZ8GrjhbQ/U9UJiPzxezFqP1uO35P0e1mpl6C+pLGEEuTLdplsIPsVHktoC0ajEXkGI1YdgTrJUrhkQm6vjjGoj99YeQCXajoVjDx89cGmuLdprRJ/3kQ3iyv2N8AVeyIiIiKqKCqQbt8WccdLMce+wfVXyU0mM04lZaimfPvjU/HX6RQ1hi87z1RsX193ZzQP9UGL0Ktp/IE1XDFmzBjMnz/fqpa8pBMNllry0aNH22z83sKFC/Hoo4+i4XsNrVbqi5LxhEdfOar2HzVqlM1OMgTUCkBmerpVdoVF4awKs94Vt09YjBd63o5RHcPVbHqiG+GKPRERERGRg5IgXYJ1Wf2WOfWW1HdplCdd8NccycaqaEOpUt8l3b5+gKe69G8ZorYZjCYcS0zHX/Gp2H86RQX9hxMuIzkzD1tiEtXFIrCGC7IumNQxfLAzF+1DtCp4XTLUrVhpgJyAkP1q1apldWIhx2BCVp4x/5JrVPPaLR/LdXahj9XtQh9n5Zqs9v/1s9lwb+gBnbcOp2efhnd7b3g1v/r9px1IQ+qeVASNDFL7vfrRbGw2NlEN6dycNXBz1sJVfXzloteqZoMl3i60n6teA71WY7XCPnXq1GJBfdGSCfk55Qf32eiRsQlju/SxwTOGKB9X7G+AK/ZEREREVNEszeokUD5+/HhBs7oGDRrgwoUL5dqsLsdgRHRCmlrRl/R9uRy9kKZKAhKXv1Pq8XvOtVzg4dsOdYZNvRK0F88MuBXnF70Cfc1YmFLzkH4sCxodEDY+HF4tvZC2Lw3xs2JhMgCeEW5w8tYh72JdBI54t1weW05aFA7+/3h/JLKTz5c6kyE8PBynTp0ql2Oh6uEyV+yJiIiIiBybBO22SmkvykWnRYswH3WxyMgx4FDCZTyy0YhzPq6o0aYGVq1OLLmW/IihYPxe5vlUtfpflKSfF18Z1xSsjBddKXcttmquxbu7g/HH7r/hYjJfrfefFVusTKHXd1nIPuOElu1q44VBza+dHWB122SVLSAfZ+YZYZSzG5J9YAYyco3qIsye/tAbLqrHWjfSraBkQn4Oa9YlYuiSrIJj0XtpEVYnrEJ+l1R9MbAnIiIiIiIrHi46tKvrh9vrhiB2137VKE9WoiXNvDC53bexDlHrEuFcyxVdWtTF5y90swrM5WNtGbrwX8uHpizkZZnwy5VVcikNUKvkqxOtVskl0JZVcjfk4KH2dW7pMfOMphJKBIx4YV89/HY8VkJ+9ViFswfcG7hjzaxYVTIh2QPO0KBWwNUSBSJbYOcGIiIiIiIqkcypl5F2hdPwJe18+eE8dW2pJe/dQIe8hGy0btYEDQO9EObnjpqeLuoEQXkE9WLChAn59f47cq0ee9kwN6tjm7E9v95f9r9VzloNarg6qznz4f4eaFK7BlrV8cW4h4cj81gGAh8Jhk9XH4Q9lx/UC7mW27I9cFQwMo5lqBF9RLbEwJ6IiIiIiMo0fm9QZJZKN7cE2DJ+T/aT+n9b6du3L/5vylSsiTFg6OKrjy2lAQXHFpmFqKMGtZ/sbytDhw6Fr78vElcmIuSxEKsmfkJuy/bEVYlqvyFDhtjsWIgEA3siIiIiIiqRNOmTDvwyXk8awVka5ala8mMGFdzLdrlf9pP9bemtt97CkKHDsOqIQdX3F2aZHS/3y3625Orqivlz5yN9XzriZ8Uj51xOsZF7sl3ul/1kfyJbYlf8G2BXfCIiIiKq7h36Zfze4SNXx+/pQ/XIPZ2r0vRlpb404/fKQ1RUFAYNHIAHIzT4YbBLsQ79w5bkYN1xE5YtX4HevXvD1latWoUxY8cgOSkZno08ofHRwJRiQnpMulqpl6DelpkDVHVdLmMcysD+BhjYExEREVF1V5Hj967lxx9/RL++fayC+qKz4wsH96tWr8EDDzwAW8vOzsaSJUuwfPnygp+L1NRL+j1X6ulmMbAvZwzsiYiIiIgq37hx4zBnzhyr2fESxK+MzsWApvqCYN8yO37s2LGYPXt2ZR82UYXEoayxJyIiIiIiuzdz5kx07tgBvRflqODdsjI/ZcoUrD1mwvCl+dvlftlP9ieqLjjHnoiIiIiI7J6k+q/fsBE9778PXefuht5ZV1BL37FjR1V7v+JwpgrqZT9blwYQ2ROu2BMRERERkUMF95JmLzX0lgZ5ci23ZTuDeqqOWGN/A1LT4OPjg/j4eNbYExERERERUYXU2IeFhSElJUXV2t8IU/FL0QFUyA+ViIiIiIiIqCLj0dIE9lyxvwGTyYSzZ8+qdB4np6tzMu31jA4zC8gR8flLjo7PYXJkfP6SI+Pzl6rq89dsNqugPjg4GBrNjSvouWJ/A/JDDA0NhaOQJwRf1MhR8flLjo7PYXJkfP6SI+Pzl6ri87c0K/UWbJ5HRERERERE5MAY2BMRERERERE5MAb2VYSLiwtef/11dU3kaPj8JUfH5zA5Mj5/yZHx+UuOzKUcn79snkdERERERETkwLhiT0REREREROTAGNgTEREREREROTAG9kREREREREQOjIE9ERERERERkQNjYF9FfPrpp6hbty5cXV3RoUMH7Nmzp7IPieiG3njjDTg5OVldmjRpUtmHRVSiLVu2oG/fvggODlbP1RUrVljdL71oX3vtNQQFBcHNzQ333nsvjh49WmnHS1SW5++YMWOKvR737Nmz0o6XqLB3330X7dq1g5eXF2rVqoUBAwbgyJEjVvtkZ2fjmWeegb+/Pzw9PTF48GCcP3++0o6ZqCzP3+7duxd7DX7yySdRFgzsq4AffvgBL774ohqV8Oeff6JFixZ44IEHcOHChco+NKIbuv3225GQkFBw2bZtW2UfElGJMjIy1OurnEgtyYwZM/Dxxx/jiy++wO7du+Hh4aFei+XNJpG9P3+FBPKFX4+///77Cj1Gomv59ddfVdC+a9cubNy4EXl5ebj//vvV89rihRdewOrVq7F48WK1/9mzZzFo0KBKPW6i0j5/xRNPPGH1GizvK8qC4+6qAFmhl7NAs2bNUrdNJhPCwsLw7LPPYvLkyZV9eETXXbGXVaN9+/ZV9qEQlYmcSV++fLk66y7kX6mshL700kuYMGGC2paamorAwEDMmzcPI0aMqOQjJrr289eyYp+SklJsJZ/IHiUmJqqVTwmYunXrpl5vAwIC8N1332HIkCFqn+joaDRt2hQ7d+5Ex44dK/uQia75/LWs2Lds2RIzZ87EzeKKvYPLzc3FH3/8oVI+LTQajbotL2RE9k5SlSUgql+/Ph5++GHExcVV9iERldnJkydx7tw5q9dib29vdeKVr8XkKDZv3qzebDZu3BhPPfUUkpKSKvuQiEokgbzw8/NT1/JeWFZBC78GS2lfnTp1+BpMdv/8tfj2229Rs2ZNNGvWDK+88goyMzPL9HV15XqUVOEuXrwIo9GoVoUKk9typpLInknQI6uZ8iZSUo7efPNNdO3aFQcPHlR1SESOQoJ6UdJrseU+InsmafiStlyvXj0cP34cr776Knr16qWCIq1WW9mHR1RAMlOff/553HnnnSoAEvI6q9fr4ePjY7UvX4PJEZ6/YuTIkQgPD1eLXX/99RdefvllVYe/bNmyUn9tBvZEVGnkTaPFHXfcoQJ9eVGLjIzEuHHjKvXYiIiqk8LlIs2bN1evyQ0aNFCr+Pfcc0+lHhtRYVKrLAsA7MlDVen5+49//MPqNVga8cprr5xoldfi0mAqvoOTdA05k16066fcrl27dqUdF9HNkDPtjRo1wrFjxyr7UIjKxPJ6y9diqiqkPEreY/D1mOzJ+PHjsWbNGmzatAmhoaEF2+V1VspTpU9EYXwNJkd4/pZEFrtEWV6DGdg7OEk7atOmDX7++WerFA+53alTp0o9NqKySk9PV2cm5SwlkSOR9GV581j4tfjy5cuqOz5fi8kRnT59WtXY8/WY7IE0KJWgSJo+/vLLL+o1tzB5L+zs7Gz1GixpzNK3h6/BZO/P35JYGkuX5TWYqfhVgIy6Gz16NNq2bYv27durbooyPuGxxx6r7EMjui7pHi5zlSX9XsbSyMhGyUB56KGHKvvQiEo88VT4zLk0zJN/vNL8Rho0Sc3c9OnT0bBhQ/VPe+rUqapWrnDncSJ7fP7KRXqcyNxvOUElJ1gnTZqEiIgINbKRyB7Sl6Xj/cqVK1UPHkvdvDQpdXNzU9dSwifvieX5XKNGDTUdSoJ6dsQne3/+ymuu3P/ggw/C399f1djL+EbpmC9lUaUm4+7I8X3yySfmOnXqmPV6vbl9+/bmXbt2VfYhEd3Q8OHDzUFBQep5GxISom4fO3assg+LqESbNm2S8bDFLqNHj1b3m0wm89SpU82BgYFmFxcX8z333GM+cuRIZR820Q2fv5mZmeb777/fHBAQYHZ2djaHh4ebn3jiCfO5c+cq+7CJlJKeu3KZO3duwT5ZWVnmp59+2uzr62t2d3c3Dxw40JyQkFCpx01UmudvXFycuVu3bmY/Pz/1/iEiIsI8ceJEc2pqqrksOMeeiIiIiIiIyIGxxp6IiIiIiIjIgTGwJyIiIiIiInJgDOyJiIiIiIiIHBgDeyIiIiIiIiIHxsCeiIiIiIiIyIExsCciIiIiIiJyYAzsiYiIiIiIiBwYA3siIiIiIiIiB8bAnoiIiIiIiMiBMbAnIiIiIiIicmAM7ImIiIiIiIgcGAN7IiIiIiIiIgfGwJ6IiIiIiIjIgekq+wDsnclkwtmzZ+Hl5QUnJ6fKPhwiIiIiIiKq4sxmM9LS0hAcHAyN5sbr8Qzsb0CC+rCwsMo+DCIiIiIiIqpm4uPjERoaesP9GNjfgKzUW36gNWrUqOzDISIiIiIioiru8uXLaoHZEo/eCAP7G7Ck30tQz8CeiIiIiCqCpOA+//zzGDZsGB544IGC7T/++CMiIyMxc+bMUr/hJyLHVdpycDbPIyIiIiKys6C+5/33Yc6cOejXtw+ioqLUdrmW27Jd7pf9iIgEA3siIiIiIjsL6g/u/x1bH3NHrwYaDBo4AFOnTlXXD0Zo1Ha5n8E9EVkwsCciIiIishOSfr9j125EjXBBlzo6RA5xUcH99OnTVVD/w+D87XK/7Cf7ExExsCciIiIishNSU6931uHDXQbkGs3Qa51UcL9smJsK6uW2bP/3ToPaT/YnImJgT0RERERkJ6RR3rLlK7D2mAnDl+YUBPcDmzoXBPXDluRg3XGT2q9wYz0iqr4Y2BMRERER2ZHevXtj0suTseJwLqJiDFb3ye2V0bnqftmPiEgwsCciIiIisiPS/X7G++9hQFM9ejeynk4tt/s30av7Ld3yK4I06Rs3bpwat1eY3JbtbOJHVLkY2BMRERER2QkJlC3d7wvX1C8/nGdVc2/pll800LYFjt8jsn8M7ImIiIiI7ERkZCRy8wx4qaPOqqZ+UGSWVc39hE46tZ/sb0scv0fkGBjYExERERHZiZkzZ6Jzxw7ovSgH2+IMBY3ypkyZUtBQT7bL/bKf7G9LHL9H5Bisi3aIiIiIiKqx7OxsLF68GCtWrMCl5Evw8/XDgAEDMHToULi6utr88b28vLB+w0a1+t117m410k6630ujvI4dO6pV8hWHM1VQL/vJ/rYk4/S+WbhAjd9rH6ItKAWIitGqen+O3yOyD05ms9lc2Qdhzy5fvgxvb2+kpqaiRo0alX04RERERGQjq1atwpixY5CclAzPRp7Q+mhhTDEiPSYdvv6+mD93Pvr27VshxyIp7bL6LYFy4ZF2UlMv6feyUm/roN5CaumL1v1bFB2/x079RJUThzKwvwEG9kRERETVI6gfOHAgPFt6InBYIFxquxTcl3MuB+cjzyN9XzqWL1+Ofv36obqRmnpJv182zA0DmzoXbJemflL/L6UC06ZNq9RjJKpKGNiXMwb2RERERFU//T44NBjGcCPCxofBSXN1RdrCbDIjflY8tLFanD19tkLS8u0FV+yJ7D8OZfM8IiIiIqrWpKZe0u9lpb6koF7I9sChgWq/JUuWVNgJh4ULF2Lw4MHocXcPdS23ZXt1Hr9HRMUxsCciIiKiak0a5UlNfeH0+5K4BLnAo6Envpj/PQ6eSUVKZi5slfwqpQGSRfDoo49iw8EN2JuxV13Lbdm+evVqVMfxe0RUMnbFJyIiIqJqTbrfS6O80tD6avDH0Xj0+WSbuu3pokOor9uVi3uxj73dnOHkVHIWQGnq/RtObFhivb906q+Ien9p0hd96G/0XvQ7okZAdb+3jN+b8f57KriXoL+ixu8RUckY2BMRERFRtSYj7YxnjKXa15BshK+PH2p6uuBieg7ScwyIPpemLiXxctEh5BpBf5ivO2q46awCf0mzl878EtSXVO8vQb5sl3p/2c/W9f72Nn6PiBw8sH/77bdV4459+/ZBr9cjJSXlhp8jqVGvv/46vv76a7X/nXfeic8//xwNGzaskGMmIiIiIvsnq9/Lli1Tq+HXS8fPSchB5tEMfLnwcYwadS+yco04k5KF08mZOJ0s19YfS+CfVsbAP37PelXHLyv1N6r3P/rKUVXvP2rUqHL7WVwvuC86fk+C+1Wr11T4+D0icuCu+BKg+/j44PTp05g9e3apAvv3338f7777LubPn4969eqpMR0HDhzAoUOHSn1mk13xiYiIiKo2W3XFL03gX1Ti8ncA837U/796N/z6p945hfub3Y+lS5eW4bslIkdQ1jjUYVbs33zzTXU9b968Uu0v5yvkzKHU//Tv319tW7BgAQIDA1WDlBEjRtj0eImIiIjIMUiQPn/ufPWeMe6TeNQeXmSOfUIOzi/On2Mv7yNLu0DkptciopanupQ28J+1OgfpnqV7i67x0aj+AEREDhPYl9XJkydx7tw53HvvvQXb5IxHhw4dsHPnzmsG9jk5OepS+EwJEREREVVtwXd0Qc2BU5C0/iMcnXxUdcmXwNmUYkJ6TDp8/X1VUN+3b99ye8ySAv/f/heODQePlOrz5dj8Qv3K7XiIyHFV2XF3EtQLWaEvTG5b7iuJpO7LCQDLJSwszObHSkRERESVx2QyY9qaQ3Bv2AHPff2zmhUvKe6tPVqra7kt6fflGdRfr95fTiRIvf/1SBaB7Nf5np42PyYisn+VGthPnjxZdQG93iU6OrpCj+mVV15RdQyWS3x8fIU+PhERERFVrJX7z2BffAo89FpM7nOHakYndeubftmkruW2LTvPFzZ06FCVHSAj7aSuvySy/VzkeWjcPfFZbABmrI9Waf1EVH1Vair+Sy+9hDFjxlx3n/r169/U165du7a6Pn/+PIKCggq2y+2WLVte8/NcXFzUhYiIiIiqvsxcA95fl5/6/nSPCNSqUTEB/I3q/WXlXpr1BQ67Rr3//nTc8+wHOOrkjM82H8eq/WfxZr/bcU9T62xVIqoeShXYv/jii2X+wtK0zs/v+jU/AQEB6mIL0gVfgvuff/65IJCXevndu3fjqaeessljEhEREZFj+fLXEzh3OVuNmhvX5cad6CuCpPwvX75czam/Vr3/yhUr0KdPH2w4dB5vrvpbNd4bN/933H9bIF7vdztCfNwq+9sgInsbd6fRaNCpUyc1P740tm3bhiNHjtz0antJ4uLicOnSJaxatQoffPABtm7dqrZHRETA0zO/4UiTJk1UjfzAgQMLxt299957VuPu/vrrL467IyIiIiKcTcnC3R9uRnaeCZ893BoPNr+a5WkvY/hkTr0E+dL93s/XT73PHTJkiNV7Wck6+O/PRzF760kYTGa4OWvx3L0N1YkKZ22VbalFVKVdLmMcWurAXhrO1apVq1QH4eXlhf3795drYC8p+xKgF7Vp0yZ0795dfSw1+XPnzi1I75dv7fXXX8dXX32l5t536dIFn332GRo1alTqx2VgT0RERFQ1PbdoL1buO4v2df3wwz87qveSjuzIuTRMXXEQe07lj8BrFOiJ6QOao309ds4ncjQ2CewloJbxcKWtPf/uu+/UHFAPDw84Ogb2RERERFXPH7HJGPz5Dkgsv3p8FzQL8UZVIG/tl/55Bu+sPYxLGblq2+DWoXj1wSbw96wafaTS0tLw/PPPY9iwYXjggQcKtv/444+IjIzEzJkz1UIjkSOzSWBfnTGwJyIiIqp64+0Gfb5DdcIf1jYUM4a0QFWTkpmL99cfwfd74tRtbzdnvNyzCUa0C4NG4+TQQX3P++/Djl27oXfWYdnyFejduzeioqIwaOAA5OYZ0LljB6zfsJHBPVWrOJRFN0RERERUrUgHect4uwn3N0ZV5OOux7uDmmPZ053RNKgGUrPy8OryAxj8xQ78fTYVjhzUH9z/O7Y+5o5eDTQqmJc+WnL9YIRGbZf7ZT/Zn6i6KNWKva+vb6lrjqTBXVXCFXsiIiKiqkMazd39719VJ/yJDzTGMz0iUNUZjCYs2BmL/2yMQXqOAbJgP7pzXbx4XyN4uTrDUYwbNw5z5sxRwXuXOjrkGs0YtiQHK6NzMaCpHj8MdoFe64RtcQZ0nZuJsWPHYvbs2ZV92EQVEoeWatyd1KlYJCUlYfr06aqeRTrli507d6qaFjlbRkRERERkr+xxvJ2t6bQajO1ST3X9nxZ1CFF/JWDu9lNYeyABU/vcht7NgxyicaDU1H+zcAE+3GVA+xCtCuIjh7ggKkaL3o106rYE+//eaVBp+rI/UXVR5hr7wYMHo0ePHhg/frzV9lmzZuGnn37CihUrUJVwxZ6IiIioarD38XYVZUtMIl5beRCnkjLV7W6NAvBWv9tRt6b9N7621NJL2r1lhd7CsoK/7ripoPaeyFHZvMZeVuZ79uxZbLtsk8CeiIiIiMgevb8+WgX1Mt6uV7PaqK4kkF//fDc8d09D6LUaFejfP3MLZv4Ug+w8I+yZBOuTXp6MFYdzERVjsLpPbktavtzPoJ6qmzIH9v7+/li5cmWx7bJN7iMiIiIissfxdjKzXjLOX+t7m0OkntuSq7MWL9zXCD++0A1dG9ZErsGEmT8dRc+ZW7D1aCLsecV+xvvvqZp6Sb8vTG73b6JX98t+RNVJmVPx582bh8cffxy9evVChw4d1Lbdu3dj/fr1+PrrrzFmzBhUJUzFJyIiInJs1WG83a2QcCDqQALeWn0IF9Jy1LbedwThtT63IbCGa8F+2dnZWLx4sSq9vZR8CX6+fhgwYACGDh0KV9er+9mKZA7369vHKg1f0u9lpb5wjb0lHX/V6jVWc+6JHInNU/ElcN++fbv64suWLVMX+Xjbtm1VLqgnIiIiIsdXHcbb3QrJXuhzRzB+fukuPHZnXdU1Xxrs3fPhr5iz7aTqqr9q1SoEhwbj0UcfxYaDG7A3Y6+6ltuyffXq1TY/zsjISDWn/qWOV4P4IZFZGBSZhaGLs9Rt2T6hk07tJ/sTVRdlXrGvbrhiT0REROS4quN4u1t18Ewqpqw4qE6GCP+kv7B3zv/Bq6UXAocFwqW2S8G+OedycD7yPNL3pWP58uXo16+fzY5L5tJ3aNcWcSdisH6UO2bsyEXUcQP8ewUgaV0i+kToMLGTHj2/yUSd+o2w+7ff4eXlZbPjsRzT888/rzrwF84OkOwCObEg08VsfQxUNZU1Dr2pwP748eOYO3cuTpw4oZ6stWrVwrp161CnTh3cfvvtqEoY2BMRERE5ro82xuC/Px9V4+1+evEuVVtOpStfWPRbPN5d/RcOffQQPBprUOfZMDjJcn4RZpMZ8bPioY3V4uzpszZLy5dSgKCQIGTmpiE33QiNDggbH65OOKTtS0P8rFiYDIDeUwt3vRcSziTYtERAgvqe99+HHbt2q/F6lk78ls79kjXQuWMHrN+wkcE92V8q/q+//ormzZuruvqlS5ciPT1dbd+/fz9ef/31sh8xEREREZGNxtt9ueW4+vjVB5syqC8DjcYJIzvUwVPhF2DKTEft4YElBvVCtgcODURyUjK+XxSpGvHJiYHyJvX9KZdSEDaxLny6+iDsufygXsi13FbbJ9RV+y1ZsgS2DuoP7v8dWx9zR68GGhXMT506tWAcn2yX+2U/2Z/IlqxbSZbC5MmTMX36dLz44otWZ57uvvtuNcueiIiIiMgezOB4u1v28/ooeDbytEq/L4lLkAvcIzww/t0v8Wb01UlZWo0TtE5O0GgAnUaj6vfVNo0TNE5O0Mn1ldv5+13Z5nRlnyu35b6dX82Be0NPuIW7IXRcaLFj8GrupS5CjllKA0aNGmWDnwpU+r2s1Evw3qWODu1DtKppn8RJ0rHf0twvagTQde5utf/s2bNtcixENxXYHzhwAN99912x7ZKOf/HiRf5UiYiIiKjS/RmXjBVXxttN7cPxdjdLut9rfUqX6aDz0yL3vPXKtNFkhhFmwCi3TLd0LBcvJcElsHTHovHRqGO3Famp/2bhAny4y6CCegniI4e4ICpGa9Wh/987DSpNX/YnsqvA3sfHBwkJCahXr57V9r179yIkJKQ8j42IiIiIqMwkDVxGt4khrUPRPNS7sg/JYclIO+MZFZXfkCnFhPtbRWDB6/er34HBZIbJbM4P7i0Xs1ndZyyyPX8/FN+v0L7Tfw/DX/EnS30sfqF+sBVplCc19ZJ2P3xpTsEK/cCmzur+wmP3ZD+O3SO7C+xHjBiBl19+WdW4yJlPk8mkxt9NmDBBjbsgIiIiIrKX8XbSCb+02OG8OJlTL+Otpfv99dLxcxJykB6TjqFTB8HbLT+4LW9Jo0fg0UfXlvpYBk4dCFuSRnmTXs4vU5aVektQL6JiDFgZnYspU6ao/Yhsrcxd8XNzc/HMM89g3rx5MBqN0Ol06nrkyJFqm1ZbtZqSsCs+ERERUdUfb8cO59fuRC9z6o3hRoSNr/yu+KU5lrhP4mE64YTEhAS4ubnBVizPDWmUZ1mxtyi6Ys/gnuyuK75er8fXX3+tRt6tWbMG33zzDaKjo7Fw4cIqF9QTERERkWP58tcTKqiX8XbjuliXjl4LO5xfmwTp8+fOV3PqJXiX1fKiq+OyXe6X/Ww5Xq5Ux/JJvBp9537vvzB5ZTSycktXRlBWksVRNKiXYH754Tx1bam5tzyXZH8iW7qpOfbVCVfsiYiIiBxnvN3dH25WnfA/e7g1HmweVKrPGzduHObMmVPQ4dyy2iqp1IU7nG+LM6Dr3EyMHTu22nU4X7VqFcaMHaNG2knHeWlOJ3XskvLu6++rAu6+ffvaxbE8OmkG1qQEqxr/24Jq4MtH2iDMz71cj4HPGbK3OLTMgb3sLjMhN23ahAsXLqga+8KkBqcqYWBPRERE5BieX7RXdcKX8XY//LNjqTvhy2pqv759iq2+Sp104Q7nltTqVavXVMtmaJIKL3GAjJGTjvPSWG/gwIEYMmSITVfqb+ZYdp9IwtPf/omkjFz4ujtj1sjWuDOiZrk9fuEsj6gRLqr7vTw3pOZ+xvvvqefSSx116L0oB81atK12JRzkAIH9c889hy+//BI9evRAYGBgsRfMuXPnoiphYE9ERETkGOPtBn22Q423W/VMlzJ3wme9dNXM4Hjymz/w1+lUSDn+qw82VeUZ5TX6kH0ZyKEDez8/P1VX/+CDD6I6YGBPREREZN9kLNqgz3eoTvhD24Tig6EtburrSE29dDhfNszNqsO51E0PisxSHc6nTZtWjkdOtpadZ8T/LT+IpX+eVrf7twzGe4PugJu+fHqDcZICOWxgL/Pr161bhyZNmqA6YGBPREREZN9W7D2D53/Yp8bbbZrQHbVqlD0tnCv2VZeEO/N3nMK0qMMw2rDunsihuuK/8cYbePPNN5GVlXWzx0hEREREVG7j7d5bF60+frpHxE0F9exwXrVJ6v2YO+vh28c7wN9Dj0MJl9Fv1jZsP3axsg+NqNyUObCXNJPk5GTUqlULzZs3R+vWra0uREREREQVPd4uxKf04+2KkpRpqYeWZmeFG+VJ+v3wpTkFwf2ETjq1n+xPjqdjfX+sfrYL7gj1RnJmHh6ZvRv/23pCregTOTpdWT9h9OjR+OOPPzBq1KgSm+cREREREVVUc7QvtxxXH0tjNFfnm6ubljro6EN/o/ci6XCOgg7nUlMvHc4luLd0OJdmaLI/OaZgHzdE/rNTQd399KjDOHAmtVzr7okqQ5lr7D08PFT6UZcuXVAdsMaeiIiIqGqNtysJO5xXL6y7J1T3GvuwsLBKCXDffvttdO7cGe7u7vDx8SnV5yxbtgz3338//P391Qv9vn37bH6cRERVibzRHTduXLF6Urkt2+V+IqLKGm8nQb3E8lP73HbLWaQSrEvQPnbsWDWn3tIgT67ltmxnUF91sO6eqpoyB/YffvghJk2ahFOnTqEi5ebmYujQoXjqqadK/TkZGRkqs+D999+36bEREVVFltWrOXPmoF/fPmrVSsi13Jbtcj+DeyKqjPF2b60+pD4e0jq0zDPrr0WC9tmzZ1uNLRNyW7YzqK96WHdP1Tawl9r6TZs2oUGDBurFTebaF77YinTif+GFF1TDvtJ65JFH8Nprr+Hee++12XER0c3hSrBjBPUH9/+OrY+5F3SClhnPls7Rsl3ur6jgns8ZIrJYtf+smlkv4+0mPtC4sg+Hqkjd/eDWoTCZoeruZXxiVq6xsg+NyHbN89gshK5F3lQ///zzanJC4TPd8qZbusfKc4dnuiuXvfyOCtcxfrNwQYl1jNLEiCmPlUeeJ/L7keC9Sx0d2odoVYfo6dOnY0BTfcE4KGky1XXubrW/rGbZCp8zRFSe4+2IipLGi/8eegeah9RQdfcr953F0fPprLsnx2Eug9zcXPNjjz1mPnHihLmyzJ071+zt7V2mzzl58qTk0pj37t17w32zs7PNqampBZf4+Hj1ufIxXdvly5fNnTt2UD8rvbPOvGbNGrVdruW2bJf7ZT+q3r8jy3HUcNOatz7mbu7fRK8ef8qUKep6QFO92i738zlTedavX1/w+8iZ4mU2v15DXS8b5mZ12/L7k/1thc8ZoqpN/mbHjh1b7HVEbsv2on/TH208Yg5/eY2587s/m7NyDRV8tFQd7Dx+0dz6rQ3qedbyzR/N244mVvYhUTWUmppapji0TKn4zs7OWLp0abmdVJg8ebJqXHG9S3R0/hnZivLuu++q7oOWizQLJMdL2SX7/R1ZVoKjRrioleDIIS7qeGQlWI5DVoJlu9wv+8n+1VF2djYWLlyIwYMHo8fdPdS13JbtFUEyOmRVfO0xk9UM54FNna1mPMs4KNmvaD1qeeJzhqjqKmsvDxlv98Wvtz7ejuh6WHdP1aLGfsCAAVixYkW5PPhLL72Ew4cPX/dSv359VKRXXnlFjRSwXOLj4yv08R2RPb7pZi2u/f6OpAxAxgh9uMtQECzK8Swb5laQ3i3bZYaw7Cf7VwR7es4sWrQI3j7eePTRR7Hh4AbszdirruW2bP/hhx8q5Dgk1X3Sy5Ox4nAuomIMVvfJ7ZXRuep+S+fo6vacIaKKP+k8Y300svNMarzdg81rV/a3QFUY6+6pys+xl0BAOuPfc889aNOmjZprX9i//vUv2NK8efNU0JGSklLqz5EO/vXq1cPevXvRsmXLKjnHPiE1CycvZqBeTQ8EebtV6GNL4CNn1S0BouVNtrzx791IV2x1T0bG2HJ1z97m0NpDXbu9/Y4sv4vCx2NRdCXY1kGjvT1nJKgfNfIhGM2ARguEPRsOr5ZeSNuXhvhPYmEyAvLj+ua77zFixAibHos9/Z7s6ViIqHzISVNZkbf08rD8LctJw8K9PLbFGdB1bib6D3sY++o9pMbbrXqmS7l1wie6Hs67p8pS5ji0rLn+devWvealXr16ZluJjY1VNfJvvvmm2dPTU30sl7S0tIJ9GjdubF62bFnB7aSkJLVPVFSUqk9YtGiRup2QkGCz2obKsGhPrLne5DWqDkiu5XZFs9RpF67HtVwK1+Fa6rqrSy2uvdS129PvyEJ+J/L9S8124WOR27Jd7q8I9vScuXDhglnvrDV76KEes29jnVmjgzmgb4C67tdEp7bL/bKf7F8dauzt7TlDRJXzOtPp6Q/Ve50Jkfsq+9CpGmLdPVW0ssahZQ7sK8vo0aPVN1b0smnTpoJ95LY017OQj0v6nNdff73KBPZnUzILgnrLpe7La8zf7Yo1xyVlmE0mU4Udiz286ZYmO/JYEvwUfkMg2wq/cZD7ZZvsXx0CRnv6HdnbSQZ7es5069at2LFIcC/bJKgveiyyf0X+XPo2unIsjXUV+nOxt+cMEVX83/b//Xe+eo9z29R15vOpWZV92FRNnUnONPf9ZGvBYtrXW46r99pZWVnmBQsWmAcNGmTu3qO7upbbsp3oZpU1Di1zKn6R1X51LU3uqip7T8XfcfwiRn69+5r3e7nq0DSohkobui04/7phoCdcdNoqmSZrTynnZU0xHDt2rE3HhfF3ZN/Hk2c0oWPnO7Hvt13o01iHxUPcrnksQxZnqW0N72iL/y1eh8AaLmrcUw1XXbm9HlvKEw7s+w1rH3LFjO25iDpqgHOQC/ISctCnoQ4T79Tjwe+z0bxlO5uWKdjL74iIbENq6qXUU/pmSINOi+WH8zAoMgsvv/IqNnvejXOXs9XM+md6RFTq8VL1lp1nxP8tP4ilf55Wt5sbjmL73LeQfCkZno08ofXRwphiRHpMOnz9fTF/7nz07du3sg+bqkEcelOB/YIFC/DBBx/g6NGj6najRo0wceJEPPLII6hq7D2wl9r6O9/7RTX1sJC39Y1qe+JkYiZyjaZin6PTOCGilmdBoG+59nHXV4k33Qxgr30svRpI0zHXax7L0MXZWH/CXOEnPIZEZmF1jAH9JKAd6lahJzwq+jkjbwhOJGbgWGI6jp1Pw9EL6Th2IV31yDjz3WRoXI4j+0Qm+kRcDe4LH4sK6o8b4FLfDeacCASOeLfgfhedBoE1XFHLyyX/WgJ+L9f8wN9yXYYTAPZS729vJ8mIqGJff6OOmeA74P/QsE03/PzSXeyET3ZTdz955lycXzpd/W+sPTwQLrVdCvbJOZeD85Hnkb4vHcuXL0e/fv0q9ZjJ8dg8sP/Pf/6jzqyOHz8ed955p9q2bds2fPrpp+ps6wsvvICqxN4De/HDb3F4ddlBGM1maJ2c8M6gZhjero5aATyemI5DZy/nXxIu4++zl5GalVfi1wnxcctf3b8S6N8eXAOhvm43DADsMVC70dn/KVOmYNq0aaiINywDB/RXAbXl52Bh+TlJIL18xUqbnmQo8Xe0OAurjxjQr8nVALIifkf2tBJc2PDhw1Uzw2s9Z6T5YVm60afnGHD8QroK3I9eSCv4OP5SptWJuMIurXwXRuN+eDRxQ+LqxGseS0DfAGREZ8Lfqx0aP/wGzl/OxuVs667111OaEwA19EDThuEwhBqg9dLCu4M3vJpf/T2kHUhD6u5UGNOM0J3W4ezps3B1dYWtO2fL5Abpfi8nWqQj/4z331MBwUsddei9KAfNWrStVo0xiRxZaU+AD1mcrYL71z9ZiNeeeqiyD5tIkfGztYKDgLom1Hk2DE6a4u+XzSYz4mfFQxurten/SaqabB7YS3f5N998U41dKmz+/Pl44403cPLkSVQljhDYW1buT13MRN2a7tftii+/7oTU7IJA33IddynzplP55c1th3ZtEXciButHuWPGjly1oujfKwBJ6xLVyuPETnr0/CYTdeo3wu7ffrfpm117WbEXq1atQv/+/dXH1wrSxMqVK216JjcxMRGhIUFwdjJi/cPX+R19m4k8sxanzyQgICDAZsdjLyvBFq+99hrenj4NfRpdPRFV9ASMnHz4vylT8dZbb1l9bkpmbsGq+9HzV4P4s6nXnjfv7eaMhrU8VeaMXBoGeqnrn1Yuxpgxo9XPRE5wXHPF/phB/Yxkrv2oUaMKMgEuXM7BhbRsnL+co4L9C2k5uHA5G+fTstV9ZTkBkH7wFyRF/QcN32totQJRVE5CDo6+ctTqWGw9ucBZp0Xbdu3h4uqCnOwc/P7bHuQZjBU+7cJeJikQOaqyZuM89thjan8ieyD/9yQespf/k1T12DywlzNNBw8eRESEdX2TpOU3b95cnb2qShwlsL9Vl7PzEJ2QhkNnU/MD/oTLiDmXXqpU/gb+egzs0hxZeWnITTdCowPCxhcK1GbFwmQA9J5auOu9kHAmwWZnLO0p/V3+FgJqBSAzPd2qZtqicK20u6cnEi8k2uznYvnn4xHuiozY7Gv+jjzquCIjLtum/3zk5xIcGmwXK8Fi9erVGNC/n1VQX+KK0ZXg/tn3voZXo44qgJdg/mJ67jW/doCXCyICJHAvFMTX8kJNT32JmTBlPZYVK1eVuW7PcgKgcLBf0gmA49+/BZj3o/7/1bvh1zwx/SS8Pdqi/4QPUdvbFcHebgjycVUnGYN9XBHg6QKdVoPyOCE0esxo5ObkFqtj1LvosWD+ApV5YWv2mkFA5Ghu9Lckc+0ndNKh53fZaHh7a2zZ/Av/lshuDB48GBsObkDdV+vecN9T75zC/c3ux9KlSyvk2Kh6xqG6sj6ABPSSYvjqq69abZcU1YYNG5b1y5GdqOHqjPb1/NTF4nqp/NHn0tRlGc6olb3U5BQ0eLMBkn5Kgnf7q4GaBI5hz4UjdU8q/O/xx/E3jmPJkiU2CxrluSkrZS91dLcKgoqWBcgbhZXRmWp/WwX2Ug5QNKgvGqQtGep2JbhPx7B/PI+Hn30Vci7FaDKpWamyom1S1+b821cupiK35f7i+6Fgv6hP5sG9kSfqvBCGhO8Srvk7ChoZhNj/xOH1j+fiN93tqrRDq8m/aOS60G21Td2W1fX8+3VF9su/v9DFyQlb1y1DclIyGk4s+Qy3HJdcLGe43/x4Nu7rNwS2MuWtd1Rq/MTOeqvmdEXLFCbdqVfPoy9m/Re1RwYVK2NpoIL2/IsliC9r34oVK1aU6Vhk/7IG9lKbWsffXV2u565f38X+zNL9i9D5aZF8/hLWHTxX4v3yu5e0/yBvVwT5uCHY2xW1JegvdLump4t67lwv++Xhhx+GZ0tPhA8LL7GOceTIkXBzc7N5HaOk38tKvWWVsX2IVp0slPKfwquMUSOArnN3q/1Z809UnATpcuJLgnv5Wymc/dKhQwcMGDBArd6HNmrOoJ7szqXkS+oEc2lofDRqfyJbKvOKvZxpkhWRe++9t6DGfvv27fj5559VkDRw4EBUJdVlxb60SkrlXzLjBWTl/Fm6lb23TyLUryOenPaZqusN9Mqv75U6X38P/S2v6lV0WYDUUauVzisp0IVXQGePfxCZl86Vuq5dW6MWQp+yTYrh+UWvwCUwDmFPh91w37jP4pB7PtyqKVt5Slz+TplWgqFpgYCB1icSy9OFpdNgOPMbXExmrBvpds3nTK/vspCjcUJQ4zvx1Dtf5QfxgZ5oEOAJD5cynyMtU/8BXZAehoTcCu0/UJaViJPvnELLOt0w7o1Z6vVBXVKy1LV0sZaTSzfirHVSrwMq+L+y4q9W/r1d4efihPs6NIWprhFh4yu/jtGeMoOIqgJ57Xv22WdVCdiJEydUAJTt5Ia/092gyb6MP9d+h/ohtisPI7oZXLEnh1+xlyfx7t278dFHH6nVItG0aVPs2bMHrVq1urmjJoch6cPBssLm44Z7bwtU247M1WJvRilX9ny1iDt3Af/9OX+iQmHyXt3fU4J860ZeZTkB4OzsjITEC8hz0apguXDKuXsDd6yZFYtV0QZVFiD7yf5lDdgLpy5n5Bqv+b0aPfygz0tUAWHhgFEan61Zl4ihS7IKAka9lxY+tYNwT5Na11z5Lth2gxXyq/td3f7ZrhBEJ5Su/4Ux2YTb6wbjyd5N1Yq/QTIErmQA5GcEmKyyAYplDRTJHLi6X34mwjpNNrJrlH4l2DklC3eEesNWdmhykXebJ0ypedd9znhGuMHVW4f6NbSY3KtJhaxeSS15h46d8mvJw3Ow7rc9WBWTWSG127JStmzZMrUafqPawYyYdDw59SGMurP4yRr53Sem5ag+IBLon70S8FtuJ6TI31M28oxmnE7OUhcg2eprSFZQyqVkNJzUsMSgXsj2wKGBKsvDlllBQoJ0WVWUWvrhS3MKgntLD42ivTwY1BNd36ZNm7BqzSqVzWUps8lLNiDzaAbcvb3x95+7UD+E48LIvpTl/6SUjA2cWrUWP8n+3NQyU5s2bfDNN9+U/9GQQ/Lz9YPxzLUD3KJBY6OwIPTuUKeg0ZdcJ6bnFAQAcgEuX/NrXO8EwF+bViPlUunLAp6Z/hnqdeyJ81cC9dIE7EV5uuiudBW/0mH8yvWc3+vir9hYAKYbBozO0KBLswaYPaYdbMF53Eg8+uj60gVpR9Px/GujMKprfZscy+A1dbHhYEyp9jWlmHBXs3pYOr6LTY5FHc+methw8CjCXqp7wzKF+I/i4Rd+tVzFlsF9ZXdbHzp0KJ574TmV4n69VfLzi8+rOb1DhpRcLiEnlqTuXi7XOvUrZT/yt5dQKOg/m3I1+N+6eg/cG3pc97krXIJcVFAgY4Vs3aBIUoWlDljS76NitFaNMWXlXtKHZfqGrRt0Ejk6KbORbE8psylaomUps5EAiuPCyN6U1/9JovJyU3PsTSYTjh07hgsXLqiPC+vWrRuqEqbiV0xXUAnqkzIkqC68Qn61wVfREwAVkeZdNGC3BO0yB7xwEH+tNGzLz6WkkwwFTeIKnWSoiIZ1xvDKT2W2ty6y9nY89kQ18xswQL3hDhxWZD5vQo56syLzeW+m1r8setzdA3sz9pa6lCTMdDt2bdui/oarw/QNIkdlT/+biGzxf/Jc5HnVpHjVypU2/T9pwTGsVYvNu+Lv2rVLNSiKjY1V9dZWX8zJCUZj6Vc6HQEDe/v6x3yjEwAr3vkHDD4nSh0AeGU0wtMzFhQE7IGFAvdbrZu2tzcs9hKk2dvPxd6Oxx5X08aMHVOQIisNgCSTQtIKZQVi/tz5Nn+zUpY6RssJuzrDpuL+2wMxsFUIukTULJeu/BassaeqwB4CAJ5Ypar+f1Lj7gn/Xi9g3utP4cHm1o13yxvHsFY9Nq+xf/LJJ9G2bVv1JAkKCipxZBNVLxLkyJt7CRol+LlR0HgrQVF+d20JvOVrFK+7Tl6Vn1ZdGvKi26FZHbz6YFM4+s+lNCT4klRG+edzdPLREoM0Wwf19vhzsbfjsTeS+ionM6RuXZ4/0tTKL9RP1QpKWmFF/DzKUseYeSwDTUbchaw8I1buO6su0nG/f8tgFeTfHlzjlv9vlTR9o6TZ2xUxfYPoVgOAbxYuKDEAiD70t80DAHlNlf9F9lRmQ1Se/ydP+9yBL7bFY8qKg2rylPw/svXoSGnaLKMj5W/ZegyrO3ov+l3tx+C+airzir2Hhwf2799fbI59VcUVe8da2bPHs//28HMpukJt9c/H10/VN1ZUkGavPxd7Ox66+ayKM/FnEJ2YjeV7z2D1/rNIzswr2E+mGQxsHYIBLUNUE9CbwTn25Mjs5fkrU3X69LoXl1xjSp1l19qjNTb9sqncj4XIVnINJvSbtU2NiO7VrDY+e7i1TRZFx40bhzlz5lhNYirphLNlEtPYsWM5htUB2DwV/+6778akSZPQs2dPVAcM7B0raLTXtOrK/rnYK3v7udjb8dCtl5LIm6pfYxKxYu8ZbDx8Xt0W8r6qYz1/FeTLmy0v15InZFwLUx7JUVVmAHAuNRsr951RJ90k0ClLXxyOCyNHdfBMKgZ8ul1NGfr4oVbo1yK43B+DJWJVk80De3nDK51+J06ciObNmxcbF3bHHXegKmFg73jspZaciOwrqyI1Kw/rDiRg2d4z2HPyUsF2F50G990WiEGtQ9C1YQCcS1mPbw81ykT2HgDI+Nj1B89h+d7T2HE8CZZ3nXqtBmFJv+GXL1+3qyw7IluY+VMMZv50FD7uztjwQrcrJaXli01dqx6bB/YaTfE3PJJSIl+GzfPIXjCtmqhqKq+sivhLmVi1/yyW/XkaxxMzCrb7e+jRt0WwCvKbh3jfMGVSjmfx4sXqRKHleOTEooxBYpYH2StbBwAGownbjl1UK/M//n0O2XlXJyi1q+uLga1C0bt5EFw0RrvMsiMqbzLWVVbt/z57WZ1I/uqRNjZJyZ86daoaw7psmJvVGNblh/MwKDJLLc5Omzat3B+XHDSwl2741xMeHo6qhIG942JaNRHdiPwLPHAmFcv+zK/HT8rILbivQYCHarg3oFUIQn3db3gCUeujhTHFyBOI5BDKOwCQvyUJWuRvSU6aXUzPKbivfs2rf0thftZ/S8yyo+oi+txl9P1kG/KMZnw0vIU6wVWeuGJf9dg8sK9uGNgTEVWfFZVtRy+qVP0Nf59DzpV6fCHdjAe1CkGv5kHwdnNWQb2cKCwxGDmXg/OR+cGInFiUjslE9qQ8A4AzKVmqh4Vcjl5IL9juJ9kvdwRhYOtQtAi9fvYLs+youvh00zF88OMR1HDVYeOLdyGwRvksNLHGvmqySWAvL7i9evUqVk9/LWvXrkWPHj3g5nZzHYftCQN7IqLqJy07D+sOnlPBys4TheqCdRp0b+CNRS/2hlN9k92kD7PenyoyAFB/HwfOYdne09h98pLV34fqV9EqBN0alb5fhWCWHVUHUqYy6PMd+Ot0Ku5uUguzR7ctl5R8dsWvmmwS2Gu1Wpw7dw4BAQGlOgh54H379qF+/fpwdAzsiYiqt7MpWVi576xq/hVzPh3pB39BUtR/7KbhFzv0060GAEMis7A6xoB+jXVYPNStxABAMlq2xCSquvmNh85bZbR0rO+nUu0lo6VGGSdMEFU3R8+noffH25BrNOGDIXdgaNsbj3t0lDGW5ACBvTTMkxV7F5drv4EpbM2aNYiOjmZgT0REVYalhnj40CE4dXGnXYzo4ps5upnnTId2bRF3IgbrR7ljxo5cRB03wL9XAJLWJaJPhA4TO+nR85tM1KnfCP9b/hM2HL1crAdFRC3Pgrr5EB/Hz9Akqkhf/Hoc762LhpeLDhte7IYg71v/G+JJ3qrHJoH9Y489VuYD+eCDD1CzZk04Ogb2RERUWI+7e2Bvxl6EPX3jVZa4z+Lgl9UY7/5vCRrX9kKjQC94uOgqffWVqi9JeQ8KCUJmbhpy043Q6ICw8eHwaumFtH1piJ8VC5MB0HtqYTS5IeSpBXDS6dXn1vS8MjWiVSiahdSwSVdvourAaDJjyBc7sDcuRZWtzH+sXbn8PbEsq2opaxxaqncXc+fOLY9jIyIicnhS+2s8U7rRroZLRlzQOGPysgMF2+r4uasAv0ltLxXsy3Xdmh5lqke2kDdv3yxcgH/vzEP7EK0K4pcMcytWL/3Bjjy1giP7U/Um4xlTLqWgwZsNkPRTErzbe8Oref4bfQnuw54LR+qeVPjf44/jbxxH7rEdGDp8JAa2DkHXiJrQ3cTzlIisaTVO+PfQFnjwv1tVicsPv8VjRPs6t/x1JWgv6eStBPlsllf1ld+yARERUTUgo7mWLVumut/fqMY+81gGBr/YD24NayL6XBoS03IQdylTXX46fL5gX71Wg/oBHleC/RoFQX+Qt+t1V3HkjdrLk1/B29OnYehic8EKvWV8mWUFP+qoAf83ZSrf2JEaGyed593C3RA6rvi4LQnyLYG+R0NPtMcxfPxQq0o4UqKqrUGAJyY+0BjTow6rS5eGNUscrUr0/+3dB1RUV9cG4JcuTQVUFAEbYu+9xt41NtA0a4wmMYlGjZpfTUxMYvxSTGKaiT2mYC8YW+y9d0WwYQGsSK/Dv/YhQwCRJsPMMO+z1qzh3rnAEcbL3ffss3dusd1dDpiKT0REmVOZ3dzdkFwhOc9V8R9GJyAgNBIBoREICItUwf7l0EhEJ2SdAeBYzBLVXP+b2ZegX7ZL2FllGEu0VTQSQhOe2pPcuqw17BPtC6VCPxkuubHUoWN73DS7kOulJA3tG2Lnjp2FMj4iU0zJH/TzQRy78Qgtq7jgt5HNYJ7F3xQyTRG6SMUnIiKiVBIYS19tmbmX4P2JPvYh8QhbkdrHXmZH0wfS0tu7RRUX9dDSaFJUL3AV8P8b7Evgf/VeNCLjktQFnzzSK1u8mAr2Yy/sVL2/zS2APtUtVfp9erLdu5ol/IMS8Cg5QbUT02WFfjIs0pbuyLWH2B/0AAeu3E/NGnlsBqQk5erzpZe8s7uzzsdJZMop+f/zqYfu3+zBgSsPsPxIMF5pXkHfwyIjxRn7HHDGnoiIsrJ+/XoMGzFMBdaS2mxe0lwFQlGXo+Dk4qSC/969e+f76yckaXD1fpQK+FOD/dSH3ATQCv1tEhLvXEQvKZQ30PapPckHrohV+1q0bIV9+/ZBl1i8SX/ik5JVMa79QffV4/Stx2pGML3itw7i7PJPDKZdIxEBi/Zfw8wNF2BnbYHN77SFpwtT8gm6qYpvyhjYExHR00gqvMyCr1mzBg8fPVSF9fr164eBAwfqLOU9Ii5R9UGWYH9098aIfnQ/Y1X8FbHYEJCkZvC1wb62Kn7ZcmURcicEusJ2S4VLgvYLdyKw/0pqIH/0+kPEJf7XX15UcLFDyyql0MrLBS0qu8DeMiXfS0mISDckc+uFXw7h8LWHaFbJGX+Mas6UfILOA/tr165h7969uHHjBmJiYlC6dGk0aNAALVq00OmJ/5NPPlEXBqdOnYK1tTXCw8OzPT4xMRHTpk3Dpk2bcPXqVfVD6dSpE2bPng03N7dcf18G9kREZKj69OmDzdv9YaNJwd8v2j61J3n332MRb26GNm274Z/N/joN6s+dPgb/wTb44mAS/r6iwXuTp2DO57PRw8scE5pbouef8ahdr3GhBfdy80UqwcuyCO3NF1lG4ePjU6gBq/x83nrrLXXdJNcl2rFUrlwZ9+7dw3fffZfjz0Mu2a7dj8b+Kw9wIOg+Dl59gPCYxAzHSEs6bSAvzx7OT878bdiwQf0MHOo75LiU5FmyTogo94IfxKDbN3sQk5CMD3vXxLBWlfQ9JCqqgf3y5cvxzTff4NixY3B1dVXBsa2tLR4+fIgrV66oP44vvfQSJk+ejAoVCn5tyAcffICSJUvi1q1bqo1DToG9/ABkxmTUqFGoV68eHj16hHfeeQfJycnq35BbDOyJiMhQSZr0kCFDYF+hGKJvxD21J7m9ZzFEB8fBpdcEtOneDwMbuaNXXTeUsP2v0N6zGjlyJBYuXJghe8B3ZTzWXUpA3xrW+GuATYbsgREjRmTZlkmXyyUsSlogOTy5wJZL5CWob9akMS4GXIZMwlmXKwYbdxvE34pHQkgcJFu+RnVvHD5y7Ing/m5E3L8z8qnB/J3HcRled7CxVDN8rbwkmC8Fb1eHXPXD1vVSEiLKu2WHbmD62nMoZmWuUvKlFSqZrghdBPYyIy+z5EOHDlUneQ+PjJVU4+PjcfDgQfz5559YtWoVfvjhB3UnXBcWL16s1u7lFNhn5ejRo2jatKnKNvD0zF2vSAb2RERkqLRV8ZPck2DhaIESzf7rSS4iz0bi8eHHSI5MRsJVM5QbswQp5qnBvLWlObrWKquC/NZepVQRp2cha+j79O6lZua1QXxW6/0l2JeZ/PUbNuq0/Z4ErrIsIstZ6dB4hPmlzkrLMgrJfNB1UB989TI2v2z31KyKbr/FwLOyN7buOYgL9xJS18lfeYCgu1EZvp60RmxYoSRaVSmFll6lUNe9BKzy2VteH0tJiCj7lPxXFh5WN/IaV3DCX6NbPPO5mYyXTgJ7+WOd2z++Dx48wPXr19GoUSMYWmC/fft2dOnSRX1uboN0BvZERGTI8pJW3bxdF6w7dRsrjt1SFfi1XIvboH9Ddwxo6A6vMg75Hot2LX364F4rfVCvXXtviC0JC9qwYcOwZMmSXNdBsK/dEaV6jk/7fJl8r+1WAi29XFQw36SiM2ytLXQyViLSv1uPYtD16z2qDeq0njXwapvK+h4SFaV2d3m5o+7i4qIehkb+yMsygRdeeCHbH4xkH8gj/Q+UiIjIUEkmncy4Slp14JTALNOq06+VlovEka0r4fydCKw8fgtrT91GWEQ8ftx1RT0aeJbMd6q+BOuypn7WrFnwv2yBfjX++3yZuZe0fKl/o8ugXsiaekkxrzqpapZBvZD9rj6uqvJ7XtsAyqxaQrJGPRKTNEhMTlFdDNQ+tZ36kI/jLOxV+v3/DiagaXkLFcSv9LF9IpNBZvLlOHO7kqhcyj4tkJfWiCXtrAvwp0NEhszdyQ7TetXE1NVn8b8tAWhfvQyqlM7/DVcyHbleY3/nzh189dVXmDFjxhOBsdxFkD/iEydOVOvvc2vKlCn4/PPPsz3m4sWLqF69+jPN2EshvQEDBqj1+bt27co2sP/www8xc+bMJ/Zzxp6IiAxZftOqpUXajot3VZC/6/K9tPZo+UnVN5QZe/mbv/XcVlR8v2KOx1795BpKF2+C1mNmPzU4l7EnJCWrAF72JWVqIZede2s+RXLUcSTejVdp99oZeq20doRXkmBVphg6NuoK//Vr8/1vJyLjJ+HZkIVHsDfwvrrZunJMS6bkm6AIXRXPk6Bdvvj8+fOzfH3MmDHqG+cUqKcnVWAldT87Ui1W1vfnN7CXoF566UoF2h07duSYTZDVjL3UFGBgT0RERd3dyDisO3lHBfl5TdXX9xr7mIQkXA6LwuXQSEx+dQAeFbsMjzcy1gTKSvAPwUgIqwDXwZ/l+3tbmpupde5yM0SebdRz6r4TP41HstNVWLta496Ge1jta5shk2HNxUT094tF6d6lER8Wj4b2DbFzx858j4WIioY74bEqJT8yPglTu1fH6Oeq6HtIVBRS8cXmzZvx008/PfV1qcorFejzEthLyxd56Io2qA8MDMTOnTtztUTAxsZGPYiIiExNGcdiGNW2Ml5tUwnnbkuq/k2sO30nV6n6fn5+qk/9hOZ2aUH8QL9YbLichD7VLLHCJ3WmemILS6y7FKOOz09gn5SswfUH0QgIjUJAaAQuhUaqmxDBD2Ognaq4F2cFxCbl6uslP9KgbmV3TB1UP11wbqaepVDdkwH7f6+r1yzMs+03PWB/JWw6dBGRJx6rNfVykyM92e5dzRL+f9+DdZlicG7unOefCREVPW4lbTG9d028t/IMvtx2GR2ql0FVV923CCXjZZmX/vXZVZJ3d3dXRfN0JTg4WLXWk2dpWSf97IWXlxccHFJnDyRl/7PPPlOphxLUS/rhiRMnsHHjRvU5oaGh6jhnZ+cMWQBERET0H2mXVse9hHq837NGhlT9k8Hh6jFzw4UMqfpz587FpQvn0eOPo9j0QjHM2Z8A/8Ak2LjZYOPlePj4xWJSK2v0+CMOLZs3U8dnRxIKQyPiVOAus/ABoZHq46B7USo9PivSw71aWUfE9eyN1V8fUNXv0xcTzEyKC0YHRuGtGS+ib4Py0AXJPExYE4de1f5Lw8+cySBr7lU6/uU4VKnCWTkiSuXTyB1/nw3BzoB7mLDiNFa/3hKW+eyCQUVfrgN76VkvgfvTgnt5TY7RFVnbL1Vl07fgEzIT365dO/VxQECASlUQt2/fVq1uRP369TN8rfSfQ0RERE9nY2mB7nXKqYc2VX/F8Zsq7X3D6TvqoU3V9x02BodfP6yqu5tbAB7vVIBjfUdEnorExu9uYP3lJMjy8rfeGZehX/vj2ERcDovMFMRHICIu61l3WysLeJd1RHVXRxXIax+lHFKD+Li4+nBbOgehf4Tm2AZQigvKRICuyLJDWZIvLe3SMhmyqIr/Xktrte/u3bs6GwsRGd9N1tkD6qLzV7tx5tZj/LznKt5s76XvYZGByvUaeyly4+bmhl9++SXL11999VVVYG/Tpk0oStjujoiIKCO5dEifqh8ek4iUpATc+nEI7LzMYFk8+2A65YY5Ji3ehWsPE1QQf+dxXJbfR4pFVSplr4L29EG8h5Ndtunv4q+//sJLLwxGcgpSbzK89d9Nhpvf3YAmGeomw/I//sSgQYOg0z72TRsj+Eou+thX8cbhI8cy3PQgIlpz8hbG/3VaLQPa8FZrVC/LmMQUROiqeJ7Mcnfu3FkVrps0aVJa9fuwsDDMmTMH33zzDbZu3YoOHTqgKGFgT0REhByr6s/+bj72/PIhqs6ummP6u7SYc+k1AQ612qftL1eiWFrgXl2eXYujShl7lTGQn2C6W5fOOHsq47IAy3LWSApJQK+qlmnLAurUb4LNW7fpNJhWwX2TxrgYcFm1tLMuVwzW7tZIuJWAhJA4NaNfozqDeiLKmoRrry07jm0XwlDLrTjWvtlK1figoi1CV4G9+Pnnn/HOO++o9evyxSU9RL6RlZUVvv76a7z++usoahjYExERFXyLOQ+X5vi/rxeoIN7b1TFDIb5nNXLkSCxcuBB7h9uhtaflUwv57QtOUssGRowYgQULFkCXJLh/6623UKZMGVy5ciWtJaGsqZf0+++++45BPRE9lSyF6vL1HpUhNb6TN97pVFXfQyJjrYovRo8ejV69eqlKtkFBQerukbe3t1qbJsXziIiIyDRJoGpRMnez65ZOFihnm4xXmlfQyVikI85vy5biy0NJaFreIrVAna/tE633vjiYBGsrS3W8rknQLi17iYjy27Xko+dr4+0/TuK7HYHoVLMMarmV0PewyIDkKbAX5cuXx/jx43UzGiIiIjJKMvucfDs5V8dqwjVwdtddWzdpo7d6zVr079cXg1bF468BNiqY1/aPl6Ded2U8/r6iUcflp+0eEVFh6123nKqS//e5UEzwO431Y1ur1ptE+QrstZXmM5O0/GLFiqn2c5UqVeJPl4iIyIT07dsXq1evzlWLuajLUeg3vZ9OxyNFf9+bPAWzZs2C/2WLtKBeyMz9uksJmDZtmjqOiMgYSLz1cd/aOHztoeoiMm9HIN7tUk3fwyIDkac19sLc3Fy9qTJ/mnafPLdu3Rpr166Fk5MTjB3X2BMREeUsLi4Obu5uSK6QDI+xHjDLomp9iiYFN+fdhMUNC9y5dUdNCOiKv7+/mrHv4WWeNmOvlXnGnsE9ERkT/zMhePP3E6pzyNo3WqGOO1Pyi6K8xqF5zt3Ytm0bmjRpop7lm8hDPm7WrBk2btyIPXv24MGDB5g4cWJ+/w1ERERkZCRIX7JoCaJORangXWbuM8/Uy355XY7TZVC/ZcuWJ4J6CebXXExUz7LtN9AG3auYq+PkeCIiY9Gzbjn0qlsOyZoUTFhxSnUnIcpzKr5UxZ8/fz5atmyZtq9jx47qD/Rrr72G8+fPY+7cuarCLBEREZmO3r17Y82aNRg2YhgCpwTCwdsB5iXN1Zp6Sb93cnFSGX1ynC5Jkd+ExCRMaG6XFtTLDL2k3/etYZ0W7E9sYYl1l2LU8VxnT0TGRArpHbr6AJfDovDN9kC81626vodEepbnGXtp0ZJVKoDsu3r1qvq4atWquH//fsGMkIiIiIxGnz59VJr9smXL0KV2FzS0b6ieZVv26zqoFzLB0LJ5M/T8M161tNOm3cua+k1BGlVQT/bL63KcHE9EZEyc7a3xSb866uOfdl/ByeBH+h4SGdsae1k/Ly1bli5ditKlS6t99+7dw5AhQxAdHa1S8bdv344333wTAQEBMHZcY09ERGR8pG98ty6dceDQYdXSTruWXrv2Xmb0JajfvHUb+8cTkdEa/9cprDl5G1VK28P/7TYoZpW7tqNk+HS+xn7BggW4du2a6lsvFfDlIR9fv34dv/76qzomKipK3RUnIiIi0gcJ1iVol6WB6zdsTCuQJ8+yLfsZ1BORsfugd02UcbTBlXvR+GrbZX0Ph4xpxl5oNBps3boVly+nvnmqVauGzp07q4r5RQ1n7ImIiIiIyFD9czEMI5ccg5kZsHJMCzSq4KzvIZEe4tB8BfbpW9vY2NioFndFFQN7IiIiIiIyZBNXnMbK47fgWcIKQ8uGYNPG9Xj46CGcnZzRt29f+Pj46LQbCRlhKr7M1n/88ccoX748HBwcVFq+mD59ukrTJyIiIiIiosIzvVdN2Nw+gf2zBuDVEcOw9dxWnIw+qZ6lFpqbuxs2bNig72GSDuU5sJ81axYWL16MOXPmwNraOm1/7dq109bYExERERERUeHYve1vBP7+AeyrmaPq7Kqo+H5FeLzhoZ5lO7lCspq5X79+vb6HSjqS51R8KZb3888/q971UnDm9OnTqFy5Mi5duoQWLVrg0aOi1WqBqfhERERERGSoZHm0zMhL8O4x1gNm5k8uk07RpODmvJuwuGGhWo8yLd/w6TwV//bt2yq4zypFPzExMa9fjoiIiIiIiPJpxYoVePTgEVx9XbMM6oXsd/VxVcetXLmy0MdIupfnwL5mzZrYu3fvE/vlDdKgQYOCGhcRERERERHlYO3atXDwdoBNWZtsj7MpZ6OOW7NmTaGNjQqPZV4/YcaMGRg6dKiauZdZ+tWrVyMgIABLly7Fxo0bdTNKIiIiIiIieoJUv7coaZGrY81LmqvjqejJ84z9888/ryoqbt++Hfb29irQv3jxotonveyJiIiIiIiocEhLu+Tw5FwdqwnXqOOp6MlzYC/atGmDbdu24e7du4iJicG+ffvQpUuXgh8dERERERERPZVUu4+6HIX40Phsj4sPiVfH9Xn++UIZV2RkJEaOHIktW7Zk2C/bsl9eJz0H9kRERERERKR/Pj4+cHJxQphfmKp+nxXZH+oXBnM7B6x/7ImQx7E6HZME7d26dMbChQvRp3cv+Pv7q/3yLNuyX15ncF/Igb2TkxOcnZ1z9SAiIiIiIqLCIa3rlixagqhTUaqlXeaZe5mpl/1RpyPh3nsijt+ORo9v9uKfi2E6DerPnT6GvcPt0L2KOfr364vp06er5x5e5mq/vM7gvpD72C9ZsiTt4wcPHmDWrFno2rWr6lsvDh48qFIq5Jc1fvx4FCXsY09ERERERIZu/fr1GDZimGppJ9XvpVCerKmX9HuZ0Zfgv06LDnjrj5M4e/ux+pwRrSphSvfqsLYsuERuSbOXGXkJ3lt7WiIhOQW+K+Ox7lIC+tawxl8DbGBtYYZ9wUlosygGI0aMwIIFCwrs+5tqHJqrwD69AQMGoH379hg7dmyG/fPmzVMF9aTdQlHCwJ6IiIiIiIxBXFycakMuLe2k+r0UyuvXrx8GDhyoZvZFfFIyPv87AAv3X1PbdcqXwLwXG6CCi32BjEEmfCXdXmbmtUG8BPf+l5PQ09sybVuC/b+vaLB+w0Y1aUyFHNg7ODjg1KlT8PLyyrA/KCgI9evXR1RUFIoSBvZERERERFTUbL8QhokrTyM8JhEONpb4tH8d9KnnViBfW9bSa9PutcG9VvqgfvWatejZs2eBfM+iJq9xaJ5zLlxcXLBu3bon9ss+eY2IiIiIiIgMW6eartj0dhs0qeiEqPgkvP3HSUxZdQaxCblrnZcdCdbfmzwFay8mqJn69GRb0vLldQb1BSfPM/aLFy/Gq6++iu7du6NZs2Zq3+HDh7F582b88ssvGDZsGIoSztgTEREREVFRlZSswTf/BGLeziBIZFi1jAPmvdgQ1co65vtrcsbeCGbsJXDfv3+/+uKrV69WD/lYetnrMqj/5JNP0LJlS9jZ2aFkyZK5+pwPP/wQ1atXh729vars36lTJ3UTgoiIiIiIiABLC3NM6FINy0c2Q2lHGwTejUKfefvwx5Fg5HEOOG2NfeagXoL5NRcT1bNs+w20SauWn7nPPeVPvsofykz98uXLceLECfWQj7Wz97qSkJCgejS+/vrruf4cb29vVdTv7Nmz6sZDxYoV0aVLF9y7d0+nYyUiIiIiIjImLb1K4e932qCtd2nEJ2kwdfVZVUE/Ii4xT1/Hz88PCYlJmNA8Y6G8/n6xGLQqPi24n9jCUh0nx1MhpeJHR0erWe/cyuvxeV0KMG7cOISHh+c7nUGq93fs2DFPn8NUfCIiIiIiKuo0mhTM33sVX2wJQJImBZ7OdvjuhQao51Eyz33s/Qfb4IuDSSrtXtbUz/l8tprJl6C/55/xqF2vMTZv3QZHx/yn/RdVEbpIxZcK+LNnz0ZISMhTj5H7A9u2bVNr77/99lsYGpnxnz9/vvrh1KtX76nHxcfHqx9i+gcREREREZEpMDc3w5jnqsBvTAuUL2mL4IcxGPjTAfy692quUvMlSJdgXYJ26VOvXUv/8ccfq+dNQRq1n0G9HmbsAwIC8P7776siCBIUN27cGG5ubqoX4qNHj3DhwgUcPHgQlpaWmDp1KkaPHg0LCwsYwoz9xo0bMXjwYMTExKBcuXJYu3YtmjRpku26/JkzZz6xnzP2RERERERkSh7HJGLyqjPYfD5UbXeoXgZf+NSDs711rmbuJW7z9fXN0Kde1tRL+v3cuXMZ1Ourj31wcDBWrFiBvXv34saNG4iNjUWpUqXQoEED9cuS2fq8BPRTpkzB559/nu0xFy9eVAXw8hvYy7IAyTS4f/++qtq/Y8cOVUCvTJkyT52xl0f6H6iHhwcDeyIiIiIiMjkSLv52OBgfb7yAhCQNyhYvhm8G10ezymx1brSBfUGTInYPHjzI9pjKlSvD2tq6QNbYi6pVq2LEiBEqsyA3uMaeiIiIiIhM3YU7ERj7xwlcvRcNczPgnY7eGNvBCxayQQUur3GoJfSodOnS6lGYNBpNhhl5IiIiIiIiyl5Nt+LYMLY1Zqw7j1UnbuHr7Zdx8Op9fDO4AVyLF9P38Exevtrd6YMsAzh16pR6Tk5OVh/LIyoqKu0YSdlfs2ZNWgq+1AU4dOiQWjZw/PhxNVN/+/Zt1TaPiIiIiIiIcs/exhJf+tbDV771YGdtgUNXH6L7N3uxM+Cuvodm8vQ6Y58XM2bMwJIlS9K2ZV2/2LlzJ9q1a5dW5E9SFYSs9b906ZL6HFlf7+LioormSX2AWrVq6elfQUREREREZNz6N3RX7e/G/n4SF0MiMHzRUYxqUwmTulaHtaXRzB0XKXpdY28MuMaeiIiIiIjoSXGJyfhs00UsOXhDbUuw/93gBvB0sUt9PS5OFV+XzmQPHz2Es5Mz+vbtqzKopcMa6aF43kcffYSJEyfCzi71l2QqGNgTERERERE93eZzoXhv5WlExCXB0cYSswfURfL1oxg2YhgePXgEB28HWJS0QHJ4MqIuR8HJxQlLFi1B79699T100wvsJbVd2sY9rU1cUcXAnoiIiIiIKHu3HsXg7T9O4kRwOGICD+P+mllwbOAIV19X2JS1STsuPjQeYX5hiDoVpeqj9enTR+dji4yMVJ3VfH19VZt2rS1btsDPzw9z586Fo6MjTCKwNzc3R2hoKAN7IiIiIiIiekJisgaf+5/FBy+0hn01c3i+5QGzLNrhpWhScHPeTVjcsMCdW3d0mpYfGRmJbl0648Chw7C2ssTqNWvRs2dP+Pv7o3+/vkhITELL5s2wees2gwru8xqH5qmygZkZexQSERERERHRk6wszFHh8RloYqJQdpBrlkG9kP2uPq4qTX/lypU6D+rPnT6GvcPt0L2KuQrmp0+frp57eJmr/fK6HCfHG6s8Bfbe3t5wdnbO9kFERERERESmSQrlyZr69On3WbEpZ6OO07Yr14Vx48apmXr/wTZo7WkJv4E2KrifNWuWCur/GpC6X16X4+R4k2h3N3PmTJUOQERERERERJSZVL+XQnm5YV7SXB2vK76+vvht2VJ8eSgJTctbwNrCTAX3/pct0NPbUm0nJKfgi4NJKk1fjjeJwH7w4MEmt8aeiIiIiIiIckda2iXfTs7VsZpwDZzddZf13bVrV7WmXtLuB62KVzP0Esz3q2GlXpeg3ndlPP6+olHHpS+sV2RT8bm+noiIiIiIiLIjfeqlpZ1Uv89OfEi8Oq5fv346HU/Pnj3x3uQpWHsxAf6XkzK8JtvrLiWo1+U4Y5brwD6XxfOJiIiIiIjIRPn4+Kg+9dLSTqrfZ0X2h60IU8cNHDhQp+Px9/fHnM9no28Na5V+n55sP1/dWr0ux5lEYK/RaJiGT0RERERERE8lreuWLFqi+tRLS7vMM/cyUy/75XU5Tpet7rZs2ZJW/V6bhi/p92suJqpn7Zp7bbV8Od4kquITERERERERZad3796q2r30qQ+cEojrn15H8A/B6jlwaqDaL9Xz5Thd8vPzU33qJzT/r1CerKnv7xer1txrg/uJLSzVcXK8sTJLYY59tiIiIlQngMePH6N48eL6Hg4REREREZFRiIuLU33qJciX6vdSWE/W1Ev6vS5n6rPqYy8t7aT6vRTKkzX1kn4vM/kS9Pf8Mx616zXG5q3b4OjoCGOMQxnY54CBPRERERERkXGK/De4lz710tJOqt9LoTxZUy/p9zJT37J5M4MK6vMThzIVn4iIiIiIiIokR0dHFbSPGDEC6zdsTKt+L8+yLfsNLajPD87Y54Az9kRERERERFSYOGNPREREREREZEIY2BMREREREREZMQb2REREREREREaMgT0RERERERGREWNgT0RERERERGTELPU9ACIiIiIiIiJdiouLw4oVK7B27Vo8fPQQzk7O6Nu3L3x8fFCsWDEYO87YExERERERUZG1fv16uLm7YciQIdh6bitORp9Uz7It+zds2ABjxxl7IiIiIiIiKrJBfb9+/eBQ3wFVJ1WFTVmbtNfiQ+MR5hemZu7XrFmDPn36wFiZpaSkpOh7EIYsIiICJUqUwOPHj1G8eHF9D4eIiIiIiIhymX7v5u6G5ArJ8BjrATNzsyeOSdGk4Oa8m7C4YYE7t+4YTFp+XuNQpuITERERERFRkbNixQo8evAIrr6uWQb1Qva7+riq41auXAljxcCeiIiIiIiIipy1a9fCwdshQ/p9VmzK2ajjJB3fWDGwJyIiIiIioiLn4aOHsChpkatjzUuaq+ONldEE9p988glatmwJOzs7lCxZMs+fP2bMGJiZmWHu3Lk6GR8REREREREZDmcnZySHJ+fqWE24Rh1vrIwmsE9ISFA9Bl9//fU8f66kVBw6dAhubm46GRsREREREREZlr59+yLqcpSqfp+d+JB4dZxUzzdWRhPYz5w5E+PHj0edOnXy9Hm3b9/GW2+9heXLl8PKykpn4yMiIiIiIiLD4ePjAycXJ9XSTqrfZ0X2h60IU8cNHDgQxspoAvv80Gg0eOWVVzBp0iTUqlUrV58THx+vWgukfxAREREREZFxKVasGJYsWoKoU1GqpV3mmXuZqZf98rocZyit7vLDEkXY559/DktLS7z99tu5/pzPPvtMZQcQERERERGRcevdu7damj1sxDAETglU1e+lUJ6sqZf0e5mpl+r5cpwx0+uM/ZQpU1RBu+wely5dytfXPn78OL755hssXrxYfZ3cmjp1Kh4/fpz2uHnzZr6+PxEREREREelfnz59cOfWHSxbtgxdandBQ/uG6lm2Zb+xB/XCLCUlJevFBoXg3r17ePDgQbbHVK5cGdbW1mnbEqiPGzcO4eHh2X6eVL9/9913YW7+372L5ORkte3h4YHr16/naowS3EsVfgnwixcvnqvPISIiIiIiIsovWRIucavEvSVKlDDsVPzSpUurhy7I2vpOnTpl2Ne1a1e1f/jw4bn+OpGRkepZfqhEREREREREhUXiUYMP7PMiODgYDx8+VM8y837q1Cm138vLCw4ODurj6tWrqzXy0qbAxcVFPdKTqvhly5ZFtWrVcv19pUWezNY7OjrmKaVfX3d0mFlAxojvXzJ2fA+TMeP7l4wZ379UVN+/KSkpKqjPbct2ownsZ8yYgSVLlqRtN2jQQD3v3LkT7dq1Ux8HBASo1PmCJKn77u7uMBbyhuBJjYwV379k7PgeJmPG9y8ZM75/qSi+f3MzU290gb2srZdHdnIqF5DbdfVERERERERExqJI97EnIiIiIiIiKuoY2BcRNjY2+OCDD9QzkbHh+5eMHd/DZMz4/iVjxvcvGTObAnz/6rXdHRERERERERE9G87YExERERERERkxBvZERERERERERoyBPREREREREZERY2BPREREREREZMQY2BcR33//PSpWrIhixYqhWbNmOHLkiL6HRJSjDz/8EGZmZhke1atX1/ewiLK0Z88e9O7dG25ubuq9unbt2gyvSy3aGTNmoFy5crC1tUWnTp0QGBiot/ES5eX9O2zYsCfOx926ddPbeInS++yzz9CkSRM4OjqiTJky6Nu3LwICAjIcExcXhzfffBMuLi5wcHDAgAEDEBYWprcxE+Xl/duuXbsnzsFjxozJ0/dhYF8E/PXXX3j33XdVq4QTJ06gXr166Nq1K+7evavvoRHlqFatWggJCUl77Nu3T99DIspSdHS0Or/KjdSszJkzB99++y1++uknHD58GPb29upcLBebRIb+/hUSyKc/H//xxx+FOkaip9m9e7cK2g8dOoRt27YhMTERXbp0Ue9rrfHjx2PDhg1YsWKFOv7OnTvo37+/XsdNlNv3rxg1alSGc7BcV+QF290VATJDL3eB5s2bp7Y1Gg08PDzw1ltvYcqUKfoeHlG2M/Yya3Tq1Cl9D4UoT+RO+po1a9RddyF/SmUmdMKECZg4caLa9/jxY7i6umLx4sUYPHiwnkdM9PT3r3bGPjw8/ImZfCJDdO/ePTXzKQFT27Zt1fm2dOnS+P333zFw4EB1zKVLl1CjRg0cPHgQzZs31/eQiZ76/tXO2NevXx9z585FfnHG3sglJCTg+PHjKuVTy9zcXG3LiYzI0EmqsgRElStXxksvvYTg4GB9D4koz65du4bQ0NAM5+ISJUqoG688F5Ox2LVrl7rYrFatGl5//XU8ePBA30MiypIE8sLZ2Vk9y7WwzIKmPwfL0j5PT0+eg8ng379ay5cvR6lSpVC7dm1MnToVMTExefq6lgU6Sip09+/fR3JyspoVSk+25U4lkSGToEdmM+UiUlKOZs6ciTZt2uDcuXNqHRKRsZCgXmR1Lta+RmTIJA1f0pYrVaqEK1eu4P3330f37t1VUGRhYaHv4RGlkczUcePGoVWrVioAEnKetba2RsmSJTMcy3MwGcP7V7z44ouoUKGCmuw6c+YMJk+erNbhr169Otdfm4E9EemNXDRq1a1bVwX6clLz8/PDyJEj9To2IiJTkn65SJ06ddQ5uUqVKmoWv2PHjnodG1F6slZZJgBYk4eK0vv3tddey3AOlkK8cu6VG61yLs4NpuIbOUnXkDvpmat+ynbZsmX1Ni6i/JA77d7e3ggKCtL3UIjyRHu+5bmYigpZHiXXGDwfkyEZO3YsNm7ciJ07d8Ld3T1tv5xnZXmq1IlIj+dgMob3b1Zkskvk5RzMwN7ISdpRo0aN8M8//2RI8ZDtFi1a6HVsRHkVFRWl7kzKXUoiYyLpy3LxmP5cHBERoarj81xMxujWrVtqjT3Px2QIpECpBEVS9HHHjh3qnJueXAtbWVllOAdLGrPU7eE5mAz9/ZsVbWHpvJyDmYpfBEiru6FDh6Jx48Zo2rSpqqYo7ROGDx+u76ERZUuqh0tfZUm/l7Y00rJRMlBeeOEFfQ+NKMsbT+nvnEvBPPnDK8VvpECTrJmbNWsWqlatqv5oT58+Xa2VS195nMgQ37/ykBon0vdbblDJDdb33nsPXl5eqmUjkSGkL0vF+3Xr1qkaPNp181Kk1NbWVj3LEj65Jpb3c/HixVV3KAnqWRGfDP39K+dceb1Hjx5wcXFRa+ylfaNUzJdlUbkm7e7I+H333Xcpnp6eKdbW1ilNmzZNOXTokL6HRJSjQYMGpZQrV069b8uXL6+2g4KC9D0soizt3LlT2sM+8Rg6dKh6XaPRpEyfPj3F1dU1xcbGJqVjx44pAQEB+h42UY7v35iYmJQuXbqklC5dOsXKyiqlQoUKKaNGjUoJDQ3V97CJlKzeu/JYtGhR2jGxsbEpb7zxRoqTk1OKnZ1dSr9+/VJCQkL0Om6i3Lx/g4ODU9q2bZvi7Oysrh+8vLxSJk2alPL48eOUvGAfeyIiIiIiIiIjxjX2REREREREREaMgT0RERERERGREWNgT0RERERERGTEGNgTERERERERGTEG9kRERERERERGjIE9ERERERERkRFjYE9ERERERERkxBjYExERERERERkxBvZERERERERERoyBPREREREREZERY2BPREREREREZMQY2BMREREREREZMQb2REREREREREaMgT0RERERERGREbPU9wAMnUajwZ07d+Do6AgzMzN9D4eIiIiIiIiKuJSUFERGRsLNzQ3m5jnPxzOwz4EE9R4eHvoeBhEREREREZmYmzdvwt3dPcfjGNjnQGbqtT/Q4sWL63s4REREREREVMRFRESoCWZtPJoTBvY50KbfS1DPwJ6IiIjyQ9Ipx40bB19fX3Tt2jVt/5YtW+Dn54e5c+fm+uKNiIhMh1kul4OzeB4RERGRjoP6bl06Y+HChejTuxf8/f3VfnmWbdkvr8txRERE+cHAnoiIiEjHQf2508ewd7gdulcxR/9+fTF9+nT13MPLXO2X1xncExFRfjGwJyIiItIRSb8/cOgw/AfboLWnJfwG2qjgftasWSqo/2tA6n55XY6T44mIiPKKgT0RERGRjsiaemsrS3x5KAkJySmwtjBTwf1qX1sV1Mu27P/iYJI6To4nIiLKKwb2RERERDoihfJWr1mLTUEaDFoVnxbc96thlRbU+66Mx99XNOq49IX1iIiIcouBPREREZEO9ezZE+9NnoK1FxPgfzkpw2uyve5SgnpdjiMiIsoPBvZEREREOiTV7+d8Pht9a1ijp3fGTsOy/Xx1a/W6tlo+ERFRXjGwJyIiItIR6VOvrX6ffk39mouJGdbca6vly/FERER5xcCeiIiISEf8/PyQkJiECc0tM6yp7+8Xm2HN/cQWluo4OZ6IiCivGNgTERER6cjcuXPRsnkz9PwzHvuCk9IK5U2bNi2toJ7sl9flODmeiIgorzIu9CIiIiKiAuPo6IjNW7ehW5fOaLPosGppJ9XvpVBe8+bNVfr92osxKqiX4+R4IiKivOKMPREREVEhBPcjRozA+g0b06rfy7Nsy34G9URE9CzMUlJSUp7pKxRxERERKFGiBB4/fozixYvrezhERERERERUxEXkMQ7ljD0RERERERGRETOqwH7Pnj3o3bs33NzcYGZmhrVr1+b4OcuXL0e9evVgZ2eHcuXKqXS3Bw8eFMp4iYiISL/i4uKwbNkyDBgwAO07tFfPsi37iYiIigqjCuyjo6NVkP7999/n6vj9+/djyJAhGDlyJM6fP48VK1bgyJEjGDVqlM7HSkRERPq1fv16uLm7qWuBree24mT0SfUs27J/w4YN+h4iERGR6VXF7969u3rk1sGDB1GxYkW8/fbbartSpUoYPXo0Pv/8cx2OkoiIiAwhqO/Xrx8c6jug6qSqsClrk/ZafGg8wvzC0LdvX6xZswZ9+vTR61iJiIhMasY+r1q0aIGbN29i06ZNkBqBYWFhWLlyJXr06PHUz4mPj1eFCtI/iIiIyHhImv2wEcNUUO8x1iNDUC9kW/bL63Ic0/KJiMjYFenAvlWrVmqN/aBBg2BtbY2yZcuqyoLZpfJ/9tln6hjtw8PDo1DHTERERM9Glt49evAIrr6uMDM3y/IY2e/q46qOk5v+RERExqxIB/YXLlzAO++8gxkzZuD48ePYvHkzrl+/jjFjxjz1c6ZOnapaCmgfMuNPRERExkOK6zp4OzwxU5+ZTTkbdZyk4xMRERkzo1pjn1cy+y6z9pMmTVLbdevWhb29Pdq0aYNZs2apKvmZ2djYqAcREREZp4ePHsKipEWujjUvaa6OJyIiMmZFesY+JiYG5uYZ/4kWFql/6GXNPRERERU9TiWdkBSenKtjkx4lA9YOOh8TERGRLhlVYB8VFYVTp06ph7h27Zr6ODg4OC2NXlrYaEnP+9WrV+PHH3/E1atXVfs7qZDftGlTuLm56e3fQURERLpx4U4ErtnXRPTlKFX9PjvxIfGICYzGWatqGLrwCM7eelxo4yQiIjLZVPxjx46hffv2advvvvuueh46dCgWL16MkJCQtCBfDBs2DJGRkZg3bx4mTJiAkiVLokOHDmx3R0REVMTEJyVj3o4g/LjrChJdG8HCzkG1tJPq91kV0EvRpCBsRRiKORZH8RqtsfvyPfXoXrss3u3sjaqujnr5dxAREeWHWQpz0rMl7e6kOr4U0itevLi+h0NERESZnAx+hPdWnkHg3Si13a1WWbSyuY5hL/iqlnZSHT9DH/uQeBXUR52KUoX26rbsgLnbA7H21G3IVZHcB+jboDzGdfSGp4udHv9lRERkqiLyGIfqJLDXzqTnxbRp0+Ds7AxDw8CeiIjIMMUmJOOLrQFYuP+aCshLOVjjo+dro0ed1OK469evV33qpaWdVL+XQnmacA2iLkfBycUJSxYtUcv2tAJCI/HVtgBsOR+mti3NzTC4qQfe6lAVrsWL6e3fSUREpifCEAJ7KVjXokUL1Ts+N/bt24eAgABUrlwZhoaBPRERkeE5cOU+pqw6i+CHMWq7f8PymN6zJpzsM157xMXFqT710tJOqt87OzmjX79+GDhwIIoVyzpYP30zXN0w2Bt4X23bWJpjaMuKGPNcFThn+vpERERFOrAPDQ1FmTJlcnW8o6MjTp8+zcD+GYQ8jsW1+9GoVMoe5UrY6ns4REREOhERl4jPNl3CH0dSa+q4lSiGT/rXQftqT15zSJ2dcePGwdfXF127dk3bv2XLFvj5+WHu3LnqGuRpDl19gC+2BODYjUdq28HGEiNaV8KrbSqheDErnfz7iIiIDCawX7JkCQYPHpzrfvC///47nn/+edVj3tAYQ2D/19FgTF19Fpp/1wV+1r8OBjXx1PewiIiICtQ/F8Pwf2vOITQiTm2/3NwTk7tVh2MWQbYE9d26dMaBQ4dhbWWJ1WvWomfPnvD390f/fn2RkJiEls2bYfPWbdkG93KZtOvyPRXgn78TofaVtLNSs/dDW1SErXVqG10iIqIiF9gXJYYe2MtMfavZO1RQr2VhZoZ9U9pz5p6IiIqEh9EJmLnhPNaduqO2K7rY4fMBddGsskuWx2uD+nOnj8F/sA2+OJiEv69o8N7kKZjz+Wz08DLHhOaW6PlnPGrXa5xjcC80mhRsPh+KL7cG4Mq9aLWvtKMN3urghcFNPGFtaVQdhImIqIjFofwrZOQk/T59UC+SU1Jw/X7qmkMiIiJjJXMP60/fQaevdqugXrLSRretjM3j2j41qBeSfi8z9RLUt/a0hN9AG3SvYo5Zs2apoP6vAan75XU5To7Pibm5mSrKt3X8c/jCpx7cnWxxLzIeM9adR4cvd2HFsZtIStYU8E+AiIhIj33snZycYGb2ZM/YrDx8+FAXQzAZsqZeLnQyB/fSz5eIiMhYhUXEqbT77RdTK9RXL+uoZunreZTM8XNlTf1vy5biy0NJaFreAtYWZiq4979sgZ7elmo7ITlFzeRLmr4cn1sW5mYY2Mgdfeq5qaVw3+0Iwq1HsZi08gx+3H0FEzpXQ/faZdWNACIiosKiszX2Wg8ePFB3yKVojVTKFwcPHlSFa6ZPn47x48fDkBl6Kr6QC4v3V59TM/VaZYsXw7qxrdieh4iIjIpclvgdu4lZ/hcRGZcEKwszjG1fFa+3q5KndHftWnrtDL0E81oS1PuujFfp+dq198/Scm/pwesqqA+PSVT7apYrjkldq6FdtdIZJjqkQv+KFSuwdu3atAr9ffv2hY+Pz1Mr9BMRkWmKMLQ19gMGDED79u0xduzYDPvnzZuH7du3qz9uhswYAnvtWntJv3dxsMYby08g6G4U6pQvAb/RLVjYh4iIjMLNhzGqGOy+oNQ2czI7P2dAXVQrm/3696eRCQSZXFjta4t+Nf4rsLfmYiL6+8Vi2rRp+Pjjjwtk7JFxifh17zUs2HcNUfFJal+jCk4qwG9e2QXr16/HsBHD8OjBIzh4O8CipAWSw5MRdTkKTi5OWLJoCXr37l0gYyEiIuNncIG9g4MDTp06BS8vrwz7g4KCUL9+fURFRcGQGUtgn17wgxg8//0+PIpJRLdaZfHDSw2ZEkhERAYrWZOiZr3nbA5AbGIyilmZq5R2aS0nqe/5UVgz9lkV+vt59xUsPnAd8Umpa+4rRl/Anh8mw7G+I1x9XWFT9r+uQfGh8QjzC0PUqSisWbMGffr0KbCxEBGR8TK44nkuLi5Yt27dE/tln7xGBc/TxQ7zhzSGtYW5quD7xdYAfQ+JiIgoS0F3I+H780HM3HBBBfXNKztj8zttMapt5XwH9bLcL3NQL8G8zNTLs3bNvRTUk+Pk+ILibG+NqT1qYM977fFK8wow1yRi78KP4FDPER5jPTIE9UK2Zb9DfQc1oy/p+kRERAZRPC+9mTNn4tVXX8WuXbvQrFkzte/w4cPYvHkzfvnlF11/e5PVpKKz6mc/YcVp/LDrCiqXdlDFfoiIiAxBYrIG8/dcxTfbA5GQrIGDjSWm9qiOF5p4PnOWmZ+fn+pTP6G5XVpQLzP06y4loG8N67Rgf2ILS6y7FKOOl1pABUlq3HzctzZcQg5hfEwUyg6qCrOn/Ltkv6uPKwKnBmLlypV4+eWXC3QsRERU9Ol8xn7YsGHYv3+/Sh9YvXq1esjH+/btU6+R7gxo5I4321dRH09dfQZHrrEDARER6Z7MOi9btiy1zk6H9upZtrWz0eduP8bz8/bjf1sCVFDfvlppbB3fFi81q1AgS8fmzp2Lls2bqT71+4KT0tLuZU39piANBq1K3S+vy3FyvK7s3f63WlOfeaY+M5tyNuo4SccnIiLKK52vsTd2xrjGPj2NJgVv/n4Cf58LhZOdFda+2QoVXOz1PSwiIiqicioS12fsJ9ibUEGtq5e/Sx/0roXn67vluk1ubkVGRqJbl86qT720tNOupdeuvZcZfQnqN2/dBkfH/BXnyw25sXEy+iQ83vDI8djgH4LR0L4hdu7YqbPxEBGRcTC4NfbiypUr6i75iy++iLt376p9f//9N86fP18Y396kyczHV771VYV8KaY3YvFRPI5NbcdDRERU0EF9v379kFwhGVVnV0XF9yuqgFaeZTvJMxlLPnoTkQGH0LNuOWx79zn0bVC+wIN6IcG6BO0jRozA+g0b0wrkybNsy35dB/VCWtrJjY3c0IRr1PFEREQGN2O/e/dudO/eHa1atcKePXtw8eJFVK5cGbNnz8axY8fUWjJDZuwz9lphEXEq7TE0Ig5tqpbCwmFNYGVRKPd1iIjIBEiavZu7mwrqpRhcVuvJUzQpCP7uJlKumeNeSIhJ9G6XJQhDhgxRNzayS8ePD4lXa+zleK6xJyKiCEObsZ8yZYrqIbtt2zZYW1un7e/QoQMOHTqk629P6Yr4/Dq0MWytLLA38D4+XH8eXIVBREQFZcWKFSr9Xtq5ZVckrqyvK6LCww3+xn5B8fHxUUsQpKWd3NjIiuwPWxGmjhs4cGChj5GIiIyfzgP7s2fPqrS8zMqUKYP79+/r+ttTOrXLl8DcwfUhGY/LDwerHrtEREQFYe3atSwSlwXJSliyaInqU39z3k3Vtz7zTL1kMUSeilLHmUIWAxERGWFgX7JkSYSEhDyx/+TJkyhfvryuvz1l0rVWWUzpVl19/PHGC9h5KbXmARER0bN4+OihKpSXG+YlzdXxpqJ3797qRobFDQsETgnE9U+vq0J58izp99EBGjz3xufo1auXvodKRERGSueB/eDBgzF58mSEhoaq4jgajUa1v5s4caJac0aF77W2leHb2B2SEfjWHydxKTRC30MiIiIjxyJx2evTpw/u3Lqj1tB3qd1FVb+X569/+BWVxv6Ga/Y1sOvyPX0Pk4iIjJTOA/tPP/0U1atXh4eHB6KiolCzZk20bdsWLVu2VJXyqfDJDZZZfeugWSVnRMUnYeTiY7gXmTE1kIiIKC86duupWtplTjXPTFLP5bislukVdZJmL4XxVq1apVrayfO410dixHPe6vVP/S8iKVmj72ESEZER0nlgLwXzfvnlF9XybuPGjfjtt99w6dIldcfawiJ3KXtU8KwtzfHTy41Q0cUOt8Nj8dqyY4hLzN1MCxERUXpX7kXh97vlYW7ngNC/WCQur95s7wUnOysE3o3Cn0dv6ns4RERkhAqt35mnpyd69OgBX19fVK1atbC+LWXDyd4aC4Y1QfFiljgZHI73Vp5hpXwiIsqTI9ceov8PB3ArMgnVfaYg8lQkLk+6jId7Mq6hf7j7odofeTKSReIyKWFrhXc6pl4bfb3tMiLjEvU9JCIiMjI672MvX15a2uzcuRN3795Va+zTW716NQxZUeljn50DQfcxZOERJGlSML6TN97pxBsvRESUs/Wn72Ci32kkJGtQ36Mk5vavhh7tW+FiwGVIxzvrcsVg7W6NhFsJSAiJU7VdalT3xuEjx+Do6Kjv4RuUxGQNun69B1fvR+ONdlXw3r+FbomIyDRFGFof+3HjxuGVV17BtWvX4ODgoAaX/kH619KrFGb1ra0+/nr7ZXWhRkRElN1N+x92BeHtP06qoL5rLVfMH1wLL/XvhdvBV7B3uB16eVshMTQeTmFO6rl3NSu1//aNK+jWpTMiIyP1/c8wKFYW5pjao4b6+Nd913DrUYy+h0REREZE5zP2zs7Oal29pOEbI1OYsdf6xP8Cftl7Ta2///O15mjo6aTvIRERkQHOLM9Ydw5/HEldC/5q60oqIH1t1KtYuHChCt5be1oiITkFvivjse5SAvrWsMZfA2xgbWGGfcFJaLMoBiNGjMCCBQv0/c8xKHJJ9sIvh3Do6kM8X98N3wxuoO8hERGRnhjcjL0MpnLlyrr+NlQApnSvgU41yiAhSYPXlh7jbAEREWUga79HLjmmgnpJtZ/Zpxam9aoJC3MzVUPH2soSXx5KUkG9BPF+A22w2tc2LaiX/V8cTFLHyfH0ZNeaaT1rwswMWHfqDk7dDNf3kIiIyEjoPLD/8MMPMXPmTMTGxj7z19qzZw969+4NNzc39cdv7dq1OX5OfHw8/u///g8VKlSAjY0NKlasqGYU6ElyYSazAzXKFcf9qAS8uuSYaodHREQU8jgWPj8dxJ7L92BrZYH5rzTG0JYV017v2rUrVq9Zi01BGgxaFZ8W3PerYZUW1MsM/t9XNOo4OZ6eVLt8CfRv4J6WSaerxEpZCjFy5Ehs2bIlw37Zlv1cKkFEZFx0HtjLHflHjx6hTJkyqFOnDho2bJjhkRfR0dGoV68evv/++zx9/3/++Uel+wUEBOCPP/5AtWrV8vEvMQ32NpZYMLQxSjva4FJopFo/mfyUtkVERGQaLtyJQL/vD6i/C6UcbPDX6OboVNP1ieN69uyJ9yZPwdqLCfC/nPHGsGxLWr68LsfR003qWg3FrMxx9PojbDkfWuBfX4J2qXMgEx19eveCv7+/2i/Psi37WQeBiMi46HyNvQTWUhFf+tW6urqqmfb0Pvjgg3x9Xfk6a9asQd++fZ96zObNmzF48GBcvXpVrfXPD1NaY5+epP8N+vkg4pM0GNm6Eqb3qqnvIRERkR7svnwPb/x2HNEJyfAq44BFw5rAw9kuy2MlMOzfry96eJmnpd9rZZ6xZ3Cfva+2BuDbHUGo4GKHbeOfU/VvCjKoP3f6GPwH26ilEfI7kRsucz6frX53E5pbouef8ahdrzE2b93GDgZERHqQ1zhU54G9vb29Sutq3bp1gX7d3AT2b7zxBi5fvozGjRtj2bJlaix9+vTBxx9/DFtb26em7ssj/Q/Uw8PD5AJ7sfHMHYz9/aT6+JN+tfFSswr6HhIRERWiP48E4//WnlOZWy0qu+CnVxqpnutZkb/1MtubPqiXYF5m6nt6Wz6Rjr9+w0am42cjOj4J7b7YhXuR8ZjWswZebVMw9YokzZ5FDomIDJ/BFc+ToFhfAbHM1O/btw/nzp1TNwHmzp2LlStXqoD/aT777LMM7fhk/KaqV103TOjsrT6ese489gXe1/eQiIioEGg0KfjflkuYsvqsCur7NyiPJSOaPjWoF35+fkhITFKzvemD+P5+sRnW3E9sYamOk+Mp+6VxE7uk/g3+bkcQwmMSCuTrssghEVHRpPPA/ssvv8R7772H69evo7BpNBo1s798+XI0bdpUtdz76quvsGTJkqcW85s6daq6K6J93LyZ2s7HVI3t4IW+9d3Uhd3ry48j6G6UvodEREQ6FJ+UjHF/ncL3O6+o7Xc6VsWXvvVyTAWXm+ctmzdTKdwy26udmZ82bVpaQT3ZL6/LcXI8ZW9gIw9UL+uIx7GJ+PafoAL5mixySERUNOk8sH/55ZfVGvsqVaqoNVqy1j39Q5fKlSuH8uXLq5l3rRo1aqgKs7du3cryc6RyvmQYpH+YMrkxMntAXTSq4ITIuCSMXHIUj6ILZtaAiIgMi5zfX/n1CNafvgNLczP8b2BdjO/s/UR9nKzI33hZjy3rsiWFWxsYyvI3bSAp+7luO2/dav6vZw318dKD13HtfnSBfF0WOSQiKnosdf0N9HlHvlWrVlixYgWioqLg4OCg9smae3Nzc7i7p7aSoZwVs7LAz680Qt/v9+PGgxiM/u04fhvZrMAK+RARkf4FP4jBsEVHcPV+NBxtLNV6+lZepfL0NbTB/bhx41QKt3a2VwJEWVMv6fdyXcCgPvfaVC2N9tVKY2fAPcz++yJ+fqXxM39NKXIohfJkTb3UP0hPtp+vbq1eb968OYN7IiIjodPieYmJiRg9ejSmT5+OSpUqPfPXkwA9KCg1Fa1BgwYqrb59+/Zq5t/T01Ol0d++fRtLly5NO15m6OUP08yZM3H//n28+uqreO655/DLL7/k6nuaalX8rFwOi0T/Hw6o3vY+jdwxZ2DdXM3iEBGRYTsR/AijlhzDg+gElC9pi4XDmqBaWQbfhiIwLBLdvtmrlsX99VpzNKvsku+vxSKHRETGwaCK51lZWWHVqlUF9vWOHTumAnp5iHfffVd9PGPGDLUdEhKC4ODgtONlln7btm0IDw9XlfFfeukl9O7dG99++22BjcmUeLs6Yt6LDWBuBqw4fgs/77mq7yEREdEz2nwuBC/MP6SC+trli2PNGy0Z1BuYqq6OGNwktZjvJ5suquKG+cUih0RERZPO290NHToU9evXx/jx42GMOGP/pCUHruOD9echk/U/vtQI3WqX1feQiIgoj+TP/4J911SgKFcCHaqXwXcvNFDV2Mnw3I+KR7v/7VJZc18Pqod+DfK3pJB97OlZxMXFqWWua9euxcNHD+Hs5KxaT/v4+KBYsWL6Hh7xd1SkGFwf+1mzZqnK+B07dkSjRo1UL/n03n77bRgyBvZZm7HuHJYevAFbKwusGNMCtcv/V6CQiIgMm6R0f7ThPJYcvKG2X27uiQ9714KlBWunGLIfdgVhzuYAuJUohh0T26kaOM8S3B84dFi1tJPihrKWXtbe9+/XV83US+cCBvWU3vr16zFsxDA8evAIDt4OsChpgeTwZERdjoKTixOWLFqiMmNJf/g7KloMLrDPbm29rM+WXvOGjIF91pKSNRi++Cj2Bt6Ha3EbrHuzNcqW4F1AIiJDF5OQhLf/OIntF++q7fd7VMeoNpVZM8UIxCUmo+OXu3E7PBaTulbDm+298v21JLjPXORQuwafRQ4pq4CxX79+cKjvAFdfV9iUtUl7LT40HmF+YYg6FYU1a9agT58+eh2rqeLvqOgxuMDe2DGwf7qIuEQM+OEAAu9GqXWZfqNbwFyTxPQfIiIDdTcyDiMXH8PZ249VZ5OvfeujZ91y+h4W5cG6U7fxzp+nYG9tgV2T2qO0438X70S6Su12c3dDcoVkeIz1gJkUW8okRZOCm/NuwuKGBe7cusNrvkLG31HRZFDF8zKTewi8j1B0FC9mhQVDm8DZ3hrnbkeg/+Rv1UllyJAh2HpuK05Gn1TPsi37N2zYoO8hExGZdGX1ft8fUEG9nLf/GNWMQb0R6l3XDfXcSyA6IRlfbbus7+GQCZAJG0ntllngrAJGIftdfVzVcStXriz0MZo6/o6o0AJ7aT9Xp04d2NraqkfdunWxbNky/gaKAE8XO9XjPuHKEWz5ZiKSPZNRdXZVVHy/Ijze8FDPsi13EGXmXtKEiIhINzM28rd1wIABaN+hvXqWbdl/4Mp99P/xgErhrlTKHqtfb4lGFZz1PWTKB3NzM0zrVVN9/NfRYASERup7SFTESRamrNdOn9qdFZtyNuo4SfU2Ndmdfwtjeewffqv4OyLovPSt9JqXPvZjx45Fq1at1L59+/ZhzJgxqq+8sVbLp//UKWuHyO3fwLG+IzzeejL9R04ykhYk6T9S0IPpP0REhVAw6XYyVq9ejTfefguOnd+BdeWmaFzBCfOHNFYz9mS8mlR0RvfaZfH3uVB8uukiloxoqu8hUREmSyvlnJIb5iXN1fGmJLvz7zvj33nmgnWJyRqEPo7DzUcxuPUoVj1uq+fU7dCIONw5exU2rvwdmTqdB/bfffcdfvzxR5WOrSUFG2rVqoUPP/yQgX0RSf+JCn+MqoOq5pj+Ezg1UKX/vPzyy4U+TiKiol4wqeqkqk8UTAr9KwwhKz9G9/Ff4rdX3853JXUyLFO6V8f2i2HYffmeejznXVrfQ6IiSJbQJlvaI/FRUq6O14Rr4OxuOtlAOZ1/pWCdZKxmV7AuIUmDkMepAbs2WE8N3FO3JXDX5LCS2aKYI39HpPvAPiQkBC1btnxiv+yT16jopGhZlrDErQW3UKJpCTjW+a+SbuTZSDw+8hjlXiyXlv7DwJ6I6NlJmqfMFMlFZVYFk+Qi0/MtD9z87iYOLfkY+OR1gIF9kVDBxR5DWlTEgn3X8Kn/RbT2KgWLp9xcp7xhH/BUl8MiMcv/Ii5YV0NMoL8KVLNL9Y4PiVdt1fpN7wdTkJvzrzZjdcjwYVi5+zTuxaRkmG2XR1hkHHIqQSbFTt1L2qK8ky3cnezgrp61DztsrvEAw4YNzfXvqM24HgX1YyBTCuy9vLxU25T3338/w/6//voLVatW1fW3p0Igf/TMHc1x88vriAqKRcTBcHiMraBS8yNPReLmvBvQJAFJIfEwK2HJ9B8iogIumCQzRdlmTPkyY6ooertDVaw6cQsBYZHwO3YTLzT11PeQjJ6u06qNwcPoBMzdfhnLDwcjWZOCErXaIGbvr2r2ObuK62ErwlSv9IEDB8IU5Pr8+2/G6uCp38ChVvssj7ORwD1d0J45gC9lb6PqazzNoEG+GD9hXI6/o1C/MJjbOeD7G6Vgs+sKXm1TCVYWhVpLnYw5sJ85cyYGDRqEPXv2pK2x379/P/755x8V8JPxc3RwROyhKNhoUrB3uB3mHEiA/7wbcOleGg/+vodeXpaY1MIa3X+PRdxtM9i2t9f3kImITLaoFQP7oqOEnZUK7j/aeAFfbr2M3vXc4GCj80u7Iqsg0qqNmazlXnbwhgrqI+JS07q71HTF+z1q4Gzr39S/XWafn+iRHhKvgnrpkS7nJFPJasjL+dfOyx7mN46ifX/fTEF76rOLvTXMzPKfcSM/c7nplOPv6HQU2r7xOa7DEp9vvqTaZ84eUBf1PUrm+3uT4SiUPvbHjx/H119/jYsXL6rtGjVqYMKECWjQoAEMHfvY5+y5555TN24kqG/taYmE5BQMXBGLDQFJ6FPdEisG2sLawgz7gpPQZlEMinnWxsjPlmBAI3e08SoFS94pJCLKF6m+LK1FpQtJToJ/CEZD+4bYuWNnoYyNCoesz+3y9W5cfxCDse29MLFrNX0PySiZch9wCQV2BtxVafdX70WrfdXLOmJGr5po6VXqqdkMUoQt6WEyYoKi4ViyJJYvXVrksxkM/fyb1e9I1tRL+r1kU0jw36tXL6w5eRsfb7yARzGJkPsJQ1tUVOcO3hg07ji0UH57jRo1wm+//VYY34r0YOLEidi3dw/+dyABTctbqCB+pY8t/C8noae3pdqWYH/O/gTI30nHJv2w8UyIepRxtEG/BuVVkO/t+t+6fCIiypms/ZU04dxgwaSiSdbeTu1RA6OXHccve6/ixWaecCtpq+9hFfm06qKyrEXW0UuAtzfwvtqWmWMJ8HwbezxRs0GyFOSGhvzbJWtBllbes7RCaPW6eK5rL/Tu3Q6mxBDPv1n9juT7St0DWSKhvRnVv6E72lUrg1n+F7D6xG0sPnAdW86H4uPna6NTTVedj5OMeMZeo9EgKCgId+/eVR+n17ZtWxgyztjnzowZM/DJrI/Ry9sSK3xSZ+i11Ay+Xyz8A5Pwf9Omw3f0BKw8fkul/8idQq267iUwoKE7+tRzgxNbMRER5Uj6JEvXmaqzM6YNZyZpmBKMyPFFIRihjORSbtD8Qzhy7SH6NyiPrwbV1/eQjI70Hd96bisqvl8xx2Ovf3odXWp3wapVq2DM6+i/3nYZvx9JXUdvbWGO4a0r4s32XihezCrXX0fasLWZswOJySlY80ZLNPB0gqkoKufffYH38f6aswh+GKO2e9Qpiw9710KZ4kUjI8WY5TUO1Xlgf+jQIbz44ou4ceOG+sOT4ZubmSE5OXd3uvSFgX3uSS0FqZuw2tcW/Wr890dhzcVE9PeLha+vryqamD59UFK/JMjfeekukv7t5WFlYYYO1ctgYCMPtKtWmkU9iIieIuxhJDwqlEexqmaq+r0ppQ9TRmduhaPPvP3q4/VjW6GuO9fMGntadWRkJMaNG6eun7p27Zq2f8uWLep6a+7cuXB0zFu2o1x7LT14Hd/8E4jIf9fRd6tVFlN7VFedFvJj4orT6lque+2y+PHlRjAVRWn5RmxCMr7dEYj5e66qGz2OxSxVS80XmnhmW7SPDCsO1XnENGbMGDRu3Bjnzp3Dw4cP8ejRo7SHbFPR4O/vj7VrVqNvDWuVfp+ebD9f3Vq9LselTx/sWqssfhnSGIff74gPetdE7fLF1V3fLefDMGrpMTT/9B/M3HAe5+881sO/iojIcD2OTcSo30+jZNdx/3YguakKfGWeKZL9UtRK1lYa6kUlPTsJ5GVpm5C10oWQkFn00qrDczfZJOvKz91Lxv+2XMLFkAid/KwlqO/WpTMWLlyIPr17pV0/ybNsy355XY7LDRnjPxfD0G3uHvX+kKC+Rrni+GNUc/z0SqN8B/XitbaV1fPm86G4fj91jb4p0Bask/Nv8HfGff61tbbA5G7VsWFsa9RzL6HeH/+35hx8fz6IwLDcvcdI/3Q+Y29vb4/Tp0+rtnfGiDP2OZM7x/JHpoeXOf4aYJO2pj7zGnvflfH4+4oG6zdszHDnObNLoRFYdfwW1py8g/tR/50kpZDLwEbueL5+eZR2zL4CKRFRURYRl4hXFhzB6ZvhcLa3xijPh/i/Ca9nWzDJlIpamao74bFo/8UuxCdp8PMrjdTNc9JNWrVLrwlprcu8yjigV91y6FXXTX1cUEH9udPH4D/YBl8cTFLXT+9NnoI5n89W11sTmlui55/xqF2vMTZv3ZbtzH1AqPSj/28dfSkHa0zsUg0+Wayjz68Ri49ix6W7eKmZJz7pVwemIjIuEXWGf4qb67+AJiaqSJx/ZcZesjq+2BKA6IRklUn7ejsvvNGuCopZWeh7eCYlwtBS8Tt06ID33nsP3bp1gzFiYJ+zkSNHqjvH6aviSxC/7lKCmsHXBvvaqvgjRozAggULcvy6Scka7Am8h1XHb2PbhTAkJKfWZ5A/Qu28S6uCex1rlIGNpcVTU6SkGI60I1HFQ5ycVRsQHx8fg75rSkSUnaj4JAxZcBgngsNR0s4Kv7/aHDXdiqtzXoaCSU7OqnVX+oJJVPTJxfi8nUGoVMoeW8a1VdlxlLNb9x+jckUPFPPO3bKWXzYdw5ZLD7Hr8j2V3q4ls+AS5Peu6wZPFzu9XlfJOvqvtgXg98PBkNWOso5+ROtKeLN9FTjmYR19bhy6+gCD5x9S/dj3T+mAUg6mMQHzw64gzNkcgAolrTDSLQzr1q0tMudfuVE4Y905bL94V21XLm2Pz/rVQbPKLvoemsmIMLTAXi4wpk2bhkmTJqFOnTqwssp4Iqlbty4MGQP7wr+znJXwmARsOBOiZvJP3QxP21/C1koV25MgX1KHtD1AM7f7sChpoVLsjPXuKRGRiI5PwrBFR3D0+iMUL2aJ30c1R+3yJfQ9LDKwGz/t/rdLZbzJErfhrSrpe0gGLywiDi/+cghnD+7AvdWzULyBY4692rXXEDJjK5MPG07fUTPi2npBQq5LZBa/Z91yeepU8KyZkFmto5f171O718j3zYacSDjR94cDKovo7Q5eeLdL0W+7GJOQhNaf71Q3UL70qaeuRYsa+b3+fS4UH6w/j3uRqVm0g5t4qPdSCbuCvTlERhDYm5s/eadYgi/5tiyeV/SC+wOHDsPayhKr16xFz5491Vqw/v36IiExCS2bN8tXUJ9Z0N0orDpxC2tO3EZoRFzafkl/k6r6diEnMeLlQXCo7/DkH+bQeIT5pf5hlptO0haEiMgYSHGj4YuP4NDVh6qw0fJXm7FAGmVJZmilyrVkdOye2J4X4Nm49SgGL/16GDcexKBciWIY7n4fU8bnb1mLTEJIy7ANp0Nw4Mp9NUuu1biCk5rJ71G3HMo45jyDq71+Sh/ca6UP6rXXW/+to7+LTzZdxLV/17rXLFccM3rXRPNCmGXddDYEbyw/od53B6Z0gJ21pVEVFsyrX/deVfUKPJ3tsGPCc7AswsWepabL55svqXOLkIwMuXEo72ntpBqZQGAv1fCzU6FCBRgyBvaGe5KVNUDyh1Mqscof0rhEDVKSEnDrxyFwqGYOD1aIJqIiIi4xGSOXHMX+oAdwsLHEspFNTaqtFOWNLGXr+e0+BIRF4tXWlTCtV019D8kgSaE3mam/8zgOHs62almLh7NdgSxrkdnNzedCVLbh0esPob3alsuSZpVc0KteOXSvXU7VyHia6dOnY9asWU/tNiQZsR9//HFafaJZGy9iX5B2Hb0NJnX1Vh2GCmodfW6uyzp8uUvdJPmwd00M01G2SGFOJmV3Tm4zZ6f6Pc/uXweDm3rCFMh7eerqs2qSTbSvVhof960NdyfdZIKYughDC+yNHQN74yCpcHKn+MsffsXRxR8bfU9RIqL0F5DSJUTSfO2tLbB0ZFM0quCs72GRgdt9+R6GLjyiCl9tf/e5Z6p6XhRJpW+Zqb8bGa/WDktQX7aEbm70S693/7Mh2HjmDk4G/7ecUALuVl6l0LtuOXSpVVYtL9SSILVf3+fRvYoZVvjYPjFjP9AvFpuvpmDJHytxzqIK/jjy3zr6kW0qqUJnBb2OPjeWHbqB6WvPwd3JFrsmtivwWezCWP6ZG0sOXFfp6eVL2mLnxHYmVcsiPikZP+26iu93Bqn6V7ZWFpjQxRvDWlYs0lkLJhvYy/rm7t27P7Ge/mk2bdqE9u3bw9Y29+uPCgsDe+MyYMAAbD23FRXfr5jjsdc/vY4utbtg1apVhTI2IqL8XECNWXYcOwPuqYunJSOaomklBvWUO0MWHsGey/fQo05Z/PCS6fQXz4m00JWuErI2WjruLBvZrNC67dx8GJMW5J+7HZG2XwLytt6l0LueG1JunYZvvz7oXtkMK3xtn7rGXoJ7/yANSg34ALaVG6nfs6x9lqwDfd6IbDV7Bx5EJ+DbFxqoOkjGULA5r+dlqWMR8jhOzVa/0tyws491RWbtZcnPkWup7cvrlC+Bz/rXYd2XotbHXtKVwsP/uyOZk8GDByMkJEQXQyETIylzUigvN2TdnBxPRGSIpADWm8tPqKC+mJU5Fg5rwqCe8uT/etRQqd+bzoaqFFqCKsD7wvxDKqivXT61j3thttCVoHvMc1Ww8a02aqZ3QmdvVHN1VDOfUn38nT9PYcj7XyExKRmTWln/F8SviFXp9z4rY9W27H+vlTU0Gg2sbhzEX681Vzdv9BnUC2mHNqRF6uTKz7uvqHX/BUmWe0r6/ZeHktJ+Dn4DbdRyhfSFBmUmX46T4wuadGuSoN61uA18imDBvNyS2lZ/jmquliJIMdeztx/j+e/349NNF1VhQS1Z2iIZsjL51r5De/Us27KfCpZOqlrIf+Jhw4bBxiZ3J0r+YqmgyDq45Nu5K8iY/EgDZ3deJBOR4UlM1uCtP06oC31pH7VgaBO0qMIWQ5Q31co6YlATT5WmLUW+1rzeEuaFtN7aEMnNjeGLjqrOAQ09S2LR8KYZ0t8Lm7QkfKtjVfW4HBaJjafvYOOZEES61YD5uX/Q7fdYbH7RFnMOJMD/ShJK9y6NjX/fU8H9pBbW6nX5dU4f0c+gWpANaVEBP+2+gvN3InDgygO13KCgSA0nWVMva+kHrYpPC+a1NQgyFxZMX/OpoM7N0uJOjG7Lvu5yPpH6Ah1qlMFHGy6o9+/8PVfV8thP+tXB40sHn+xSdTsZq1evxjvj32GXqgKmkxn7oUOHokyZMip1IDePl156iWnuVCCkT71UrpXq99mRNfbRgVG451IXV+6lFgAhIjKUwmfv/HkSW86HqfTc+UMaF+iFMZmWdzt7q9oM0oZsw5k7MFX7Au9jyIIjKqhvXtlZpd/rM6jPzNvVUbWI+2fCc2hofgPFqtjDzKOYSieXoN5jbAW4DnBVzxuDUtPM5XXbKvbYunULDImTvTUGNfFQH0uAX9CkUJ6sqV97MUEtT0hPtiUtX17XdgsoSGtP3satR7Eo5WCNF0ykYF5uSKeHeS82xMJhjVXdAfkZ+Uz9Tl2XJ1dIVrWvZJmsxxse6lm2Zb+8Lku4qWCweF4OuMbeuEj2h5u7mzpZeIzNpir+dzcRHaBB+deXwsraBkNbVsTbHasa1B95IjLNoH6832nVE1uKns1/pTHaVy+j72GRkZu3IxBfbL2sLrglcDS1WcYdl8Iw5rcTannLc96l8fMrjQz6ZyDpyiejT8JtuBtCfg9BiaYl4FjnvwJwkWcj8fjIY5R7sRxuL7qNhvYNsXPHThgSqSXw3P92qoJ+m95ug5puBXcNnZ9WgAVV9b/TV7tVK8Gp3atj9HNVCuxrFyXR8Un43P8sPnmlLeyrmcOTXaqMe409kb7ISUHSeqRPvZwsMs/cy0y97I86HYUff16ATrXdkaRJwYJ919D+i12qP6ecuImICpuceyatPJMW1P/4UqNcB/VSKVqKSkl70fRkW/bL62S6RraurHq03w6PxcL912BK/j4bgtHLjqugvnNNV8wfYthBfdqywvBkWNhawH2ke4agXsi27JfXNeEadbyhkbX+PeumFs6bv6fgZu3lnJY5qJdgXloApl9z372KuTou8znxWUjBQwnqneys8LKJFszLDXsbS1SNPgdNTBTKDnLNMqgXst/Vx1Wl6Ut7SXp2RhXY79mzR63DcHNzg5mZGdauXZvrz92/fz8sLS1Rv359nY6R9E/eI9J7Vu4ABk4JVNXvg38IVs/S4k72y3tn1Mu+WDCsCRYPb4Iqpe1VIR2p7tnru304eOWBvv8ZRGRCNJoUTF51BmtO3lYtsL57oSE61XTNU/snqRTdp3cvNZsl5Fm2Zb+8zuDedNlaW+C9btXUxz/svIL7UdkvVysqJG167B8nkZicgl51y+GHlxrCxtKwg/q8LiuU46RodWHI6w3E0W0rq+cNZ0Jw61FMgYzBz89P9amXlnbaoF5m6KWwoKy51wb3E1tYquPk+II6R8/bkbq2fmTrSip4paeT62xZU59d62lhU85GHSfX7WRigX10dDTq1auH77//Pk+fJxX6hwwZgo4dO+psbGRY+vTpo9J6pOqmtLSTNDV5lm3Zn75QR7tqZbB5XFt80Lumqup5MSQCL/xyCG8sP65SyYiIdEkuGOWm4srjt1RQ/+3gBuhWu2yeezpL+yftLNX06dPTZrVkv7zO4N60PV+vPOq6l1BrzOduv4yi7q+jwRjvd0plwgxs5I5vBjeAlZH02Pbx8YGTixPC/MJUunJWZH/YijB13MCBA3U+pvzcQJS2Z628XNTvYOG+6wUyjrlz56Jl82aqT720tNOm3U+bNg2bgjQquJf98rocJ8cXhM3nQxF4N0pdJw5pmXNLZVPHLlX6YRxnuH91794ds2bNyvOdyTFjxuDFF19EixYtdDY2Msy0/Jdffln1qZe1Z/Is21mt4ZE/9sNbVcKuSe3xcnPPtPZAHb/ajW5jMBQAAD9zSURBVC+2BKj1QkREBU3K3Exfdw5/Hr2pzjtfD6qPnnXL5frzx40bhwOHDsN/sI3q6axNQZW/ldpUVdkvr8txcjyZbvVqaX8n/jhyE4FhRfcmz+L91zB51VlIFSn5mz5nQF1106zILSs8FaWO0/Xa5Ge5gfha29R16H8eDcbjmMRnHoujoyM2b92G2vUaqwKC2rX0H3/8sXqW4F72y+tynBxfEOfp7/6drR/WqhKKF2M9ptwuJ8kNQ11OYoyMKrDPj0WLFuHq1av44IMPcnV8fHy8KlSQ/kGmw9neGrP61sGmd9qgZRUXtSZv3s4gdPhyF9acvKVm1oiICoJcLH64/jyWHw6GmRnwpW899KmXuibVmHo6k/GQlmhdarqqGVTpNV0USRX2DzdcUB+/2roSPn6+tlG2+MvtssLCaBX2LDcQ21YtheplHRGTkIzfDt8okPFog/sRI0Zg/YaNaQXy5Fm2ZX9BBfVC2o5KNqd0lxjRirP1xrycpKjTeVX8a9euYe/evbhx4wZiYmJQunRpNGjQQM2eP8sdRlljLyc8eeM8TWBgIFq3bq2+v7e3Nz788EN1Ejx16tRTP0eOmTlz5hP7WRXf9Mh/ja0XwjDL/wJuPoxV++p7lFQp+w08nfQ9PCIy8vPLRxsvYNH+6yqolxlFn8ap7aGMpUI0GScp/tX5q92qcOxvI5uhddVSReb/1Nztgfjmn0C1/VYHL9XqT64Xjb3bjxQWk2teSVeWmU0JgiT9vrCqiMsaekm3z1ywTlrL9fTOuNZdzjUSXKfvHy8TI+P/Oo1SDjbYN7m9wRcvzPy+ev77/Thz6zFeb1cFk7tV1/eQilaXKlbFL9Cq+DoL7JcvX45vvvkGx44dg6urqyp4Z2tri4cPH+LKlSvqlyf96ydPnowKFSoUeGCfnJyM5s2bq2IekoovchPYy4y9PNL/QD08PBjYm7C4xGRVRViKpsgdZ9G/QXlM7l4drsV5EiKivJE/u5/9fQnz91xV27P718HgZ+yHLCmxMnsmM/X9avyXJiqVoqWolKw/lVRVIjFzw3l1U6mqizVeLhOC9evXpQWNcl0la7yN6SJb/k/N3nwJP+9O/T81qWs1vNneS9/DKlKe5QZiYrIGz83ZiTuP4/BZ/zpG1f99Z8BdDF90FLZWFuqmhItD9sXg6D8bNmxQ5xOH+g5w9XXNUEhPZuqlRoQsJymszBNjZBCBvczIW1tbY+jQoeoXJYFxehI4Hzx4EH/++ada9/zDDz+oPyIFGdhLwTwnJydYWPx3V1Cj0aiTv+zbunUrOnTokOP3YR970robEYc5WwJUgSthZ22hLhykOqox3X0mIv2Rv0FyHvlxV2r7p1l9az9z2yTO2FNehcckoP7IT3Fz/ZeqJZVUpZZCV7ImVtJipSCbrN02hottWSInNyqWHExN857eq6b6u0wF71luIP669ypm+V9E5VL22P7uc0axPELO1wN+PIATweFqWce0XjX1PSSjs379egwbMUy1tJPzjBTKkzX1xnaeMenAXlJ20qfgZOfBgwe4fv06GjVqVKCBvQTxFy6krrHSkhsIO3bsUClNlSpVgr29fY7fh4E9ZXb6Zri6iJATvXB3slUFiaSKtbGn/BGRbn21NQDf/luEaWafWhj6jNWVnzVFlkz3Yrtvv75wqOeo+kxnmEkLjVfV2GUmTa6zpMuMoZJaAf+35qwqPik+6VcbLzVjf3FdeNYbiNKNoeVn/yAiLgk/v9IIXWvlrvOHPu0Puo+Xfj0Ma0tz7HuvPcowS9Nol5MYq7zGoTopnpeXiwYXF5dcB/VRUVEqjV6bSi/r9+Xj4OBgtT116lTV1k6Ym5ujdu3aGR5lypRRbyD5ODdBPVFW6nmUxKrXW+KbwfVRtngx3HoUi9eXn1At8i7cYbFFIsraN9sD04J6mVV81qBenz2dybgvsmUGzbG+Izzf8niiz7Rsy5pYSZ+V4+R4Q+uPLpKSNXjX71RaR4kvfOoxqNcR+T1kDurl3CIz9emLdmqr5Wf+PQoHG8u07KSfd6dmLBm6b/+t1/BCEw+jCerz83/JkLpUkYFWxb9z5w4mTpyYZVV5ueswadIkhIWF5elrynp9SfOXh3j33XfVxzNmzFDbISEhaUE+kS7JzPzz9ctjx8Tn8HYHL9hYmuPQ1Yfo9d1e1Y/6QVTGKqByYbRs2TIMGDAA7Tu0V8+yXRgXTESkf9/vDMLX//YOf79H9QJLFdZXT2cyXitWrFBpsbLmNauCVkL2u/q4quNkps3Q+qNLx5qxv5/EulN3YGluhm9faKB61ZNuFNQNxGGtKsLawlxlPB67bth9y49ce4jD1x7CysIMo59Lbdln6PLzf4mKFp0Vz9MG9fPnz8/ydSloJ6kFn3/+OQwZU/EpN249ilHFsPzPhKhtx2KWGNfJG0NaVMDf/hszrC8y1nWMRJQ/Mjsl5wfxXrdqeKOdl04u5qTNlLS006bCalNn5UJbgvqCbP9ExktuLG89txUV3885Y0Raq3Wp3UXNsOm6P7q0SpO2jHJj6r3JUzDn89lqhliCSbkxpe1LblXMDq//dhw7A+6pIPH7lxqic01XnYyP8v97etq5ZsqqMyrLolMNV/w6tDEM1SsLDmNv4H1V6E8K/pnS74gMh0GssReS7v7TTz+pdnNZOXDgAEaNGoXz58/DkDGwp7w4fPWBamF1/t+U/OJ3T+Hckukq5fGJiqBGtI6RiPJHWzBKSOuttztW1dlFnfSOlj716ZfDSfqlzJ7JTD0v4khI1tjJ6JPweCPn9orSN90zpRa2b9+hky4wkhoss4h7h9upPujameB1lxLQt4Z1Wtq3ZJ20WRSDIcOGIanVaOwPeoBiVuaY/0pjtPUuXeDjIt3dQLxyLwqdvtoNiT6kiJ5XGQcYmpPBj9DvhwOwMDfDront4OFsB0OX1/9LI0aMwIIFC3Q+Lv5tKgJr7LXr3z09n97Owt3dXRXNIypKmlV2wfqxrVX7Kidr4Pxfs1VxIlmvaAjrGImo8Czefy0tqJeAXldBvZALI7lIy1zjRrZlPy+cSEsKV0nWWG4kPUzG1cdmaPbpP+jw5S5VqG7jmTu4n2m5WX7Jxb4EiV8eSsqwVluqrqdfyy2zj3LcVce6KqiXrjSLhzdlUF+I5BwiQbsEhFKEU1sgT55lW/bnZha4SmkHdK6RmmHxy78tPw3Nd//WQunXoLxRBPX5+b8kx+salwYUPp0F9tKzPrvAXV6TY4iKGrnDKz2pX694V7URkorDhrCOkYgK3tPqZyzYHYAPN6R2ZnmjXRWM76S7oJ4oL6SbkCwFk6yx7Eif6ZigaFRt1gHS8OXqvWgsPxys1rY3nrUdXb7ejQ/WncPmcyF4FJ2Qr7HIjSeZ+dXWg9AGJNJKLXNHhwYjPsFNO2+11G3ZyGZoXtklnz8B0vcNxNHPVVbPa07eVq2EDcm524+x49JdVZBRWhobi7z8X5LjdN0dJf3SAMki0BZWlJaJ2kKMsl9eZ3BvBIF9s2bN1MXN0yxduhRNmzbV1bcn0rst/hvVmvrMM/WZ2ZSzUcdJOj4RGVfLMDd3N9WNRdYsS3qzPMv2az0aIyboMEa3rYxJXauxFSYZDB8fH1XfRZaCpWiyXo0p+8NWhKnjDs3/P5ya3gXzX2mE4a0qonrZ1ODtcliU6h0/5rcTaDhrG3p8sxcfb7yA7RfCEBGXmOvxyIyvrANeezFBtWlMT7Ylldi93YsILVkLTnZW+GNUczSq4PSMPwXSp0YVnNG4ghMSkjVYdMCwsne/25FaCb93PTdUKmVcHbRy839JXs+qHWFBk/R7WbYh6/1laYC2a8KsWbPSuivIfnldjpPj6dlZQkekeF7nzp3VugCpgO/qmpp2I5Xw58yZg8WLF2Pr1q26+vZEeie9OqVQXm6YlzRXxxOR8QT10odXltJUnVT1ifoZoX+F4f6aWaj5SiOYmdXQ61iJ0pMWU1K0VWbub867+WT9l5B4FdRL/Ze1a9eq42V1fZdaZdVDSOcXqRh+8MoDHLz6AEF3o3AhJEI9Fuy7pmY7a5cvgRaVXdC8iguaVHRW7c6yImm5n8/+DH2qWaKnd8ZjZLu3tyX8//kNlV298ef/3ka1f28skHF7rW1lHFt2HL8duqFmxp/2/ihMl0IjsOV8mMpQGWtEs/Xp/y9JoTxZU5/V/6Xnq1ur15s3b67z4F5S/X9btlQtDWha3iJtaYD/ZQs1Fn0sDTAFOiueJ37++We88847SExMVAv+ZcZCFv9bWVnh66+/xuuvvw5Dx+J5VBQqDxNRwabfy0x9coVkVScjq6U2MuMpQZPFDQvcuXWH/XrJIG9Ope/YIjeYNeGafHVsuRsZp1q+qkD/yn1cfxDzxBK1eu4l0KKKC1pULqVm3G2tLVQBrd69eqJ7ZTOs8LVNu9iX2cX0F/8D/WLx99UUbNzor/MUYiocGk0KOn29Wy3xmNazBl5tk5qer09jfz+BjWdC0KNOWfzwUiMYE/m/JOvWtbPhT/u/pE3Hl7oIuv6/pC2smH5MWpmXBhRGFoExMpjieWL06NG4cuUKvvjiC7z44osYPHgwvvzySwQFBRlFUE9UWOsY5TiZ/SMiw2dofcCJ8kM6schNJ1k2KTeWG9o3VM+yLfvz0oa1jGMx9KnnptqC7ZrUHgendsBXvvXg08gd7k62SNakqN7l3++8gpcXHEbdmVvg+9NBTPvyZyQmJWNSK+v/gvgVsao/us/K2LR1wu+1skZSUjL++OMP6Jqs9ZUK4xIopSfbsp9rgQuGubkZXvs3mJcsj8RkjV7HI1kn/mdTWxaPbW98NVGkwrx0JpCWdumDePm/lH7N/cQWluo4Od6UlgbkVBenqBSw1umMfVHAGXvS+azedzdhEcxZPSJjwWwcory5+TBGpewf+jd1P+Rx6kV05KnNCN86D7bWZtj8oi3mHEiA/5UkuHQvjQd/30MvL0tMamGNbr/HIjYhBT/9PF+1Sjb0lm6UO3GJyWgzZyfuRcarG0H9G7rrbSzv/nUKq0/eRqcarvh1aGMYG0PsY29oM/brM2UpyXJZ6RCSnywlk+tjn/6HmOU3NjNTQYyXlxcqVaoEQ8XA3jgZSt/MDRs2qJl7WYeb1TrGUL8wRJ6KxMiZP+DX6WN0Ph4iKvw+4DITunPHzkIZG5Ghk8tOSdWXtP3pbw1HyMNDsDBLQVRQLMwtAY+xFeBY31H9bbw57wY0SYCDly1SYI6udbvq7CaZIQZGpuD7nUH435YAVZTx73fa6KXQ6I0H0ejw5W6VWbJ+bCvUdS8JY2RIN6YMbWnA+nR1cZ64Hg+NV8VEpa6IFLKWbCZDYXCBvbm5ufpPmvnbaPfJc+vWrVWBFicnw6tyysDe+BjSiS2ndYz2JUrArtPbsPNqhk/61cZLzSrofDxE9Gw4Y09UsDfJ3Ia7IeT3EJRoWgKOdf77uxx5NhKPjzxGuRfL4fai2zq9SSZp9tJXW1pwSbVubdAh6cJSjEwbnOwLTkKbRTGqb7u0eKNn8zgmES1n/4PohGQsHt4E7aqVKfQxTF55Bn8du4nnvEtjyQjj7thlKBNbhvT/Kc6I6+IY1Bp7sW3bNjRp0kQ9y6DkIR9LO7yNGzdiz549ePDggaqiT1QU+2Zmt47xfmgoprz2kjpu+tpz2HI+VOfjIaJn07tPH9bPICoAzk7OKhXWwtYC7iPdMwT1QrZlv7wuN8TleF2RQEgmA6SKt3Y9slTxXu1rm2HGkVW8C1YJOysMbuqpPv5599VC//63HsVg1Ylb6uO3OxpfJfzMJGiXADnz7Ldsy/7CyjKRGwgyiSYZLhK8a2fmp02bhk1BGrXuX/bL63KcHK8rK0yoLo7OA3upiv/VV1+hY8eO6s0kD/n4f//7n2qD16pVK/XLlGCfqKj2zZQ7fy+//LKatZPZBnmWbdk/vrM3BjfxgLQTfvuPkzh6nW3viAx5TeiuBC+Y2zmolna56QM+cODAQh8nkTEwpCKzEvhIhp826NAG9/1qWD2RNizHsTp/wRnRuhIszc1U/YUzt8IL9Xv/tPsKkjQpaFnFBY0q6O7GkamReE8yY2XZiszIa//ffPzxx2n/z2R/YSxrWbt2rcqYTZ9+nxWbcjbqOEnHN1Y6D+ylKn5WqQOy7+rV1DtzVatWxf3793U9FDIBxnjHXZajzOpbWxVsiU/SYOTio7gcxqq7+lDUq6XSs3kcm4ghC45g15VwuPacgKjTsgb45hNBiQQhsl/W60kxHkNJ6SMyND4+Purml6xvNYSbZIZYxdsUlC9pi9713NTHP+8pvFn70Mdx8DuaOlv/Vgfjq4RvLMG9pNnLGnrt/xt5lm3ZXxjLYh8+eqgK5eWGLJeV442VzgP7Ro0aqZn5e/fupe2Tj9977z2Voi8CAwPh4ZFzESKionrH3dLCHN+90ED19o2IS8LQhUdwJzxW38MyKVILQdZgDRkyRK2flnWf8izbsl8KIZLpuhsRh0E/H8SR6w/haGOJ1bPfwto1a9V6vMApgWotvRTKk+fAqYFqv8wSGFqFXSJDIje95OaX3AQzhJtkUotHCuXJGmAp8JWebD9f3Vq9LsdRwXqtbWrru7/PhiD4QUyhfM+f91xBQrIGTSs6o3llztYX1aUBzv8u+ckNXS/5MfrAXn5p165dg7u7u6qALw/5+Pr16/j111/VMVFRUWrNBZEp33G3tbbAgqGN4VXGQbUCGrLwCMJjEvQ9LJOgrZYqhVWqzq6qiqJJxXN5lm3ZLymjT+vyQUXbtfvR6P/jAVwKjURpRxv8NboFmld2KdA+4ESmSv6fSOqrvm+SSXGxzK25ZDJgzcXEDBmA2to9mfvc07OpUa64Kl4niRu/7tP9rL202Pv9cLD6+K2OXnqpxk+mt+SnSPSx12g02Lp1Ky5fvqy2q1Wrhs6dO6uK+YaOVfGNj6H1zcyr2+GxGPDDAYRGxKFxBSf89mozFLPKXQoRmVa1VNK9c7cfqwyaB9EJqOBih2UjmsHTxU7fwyIqkudiKVolQb6kwsqsmVxgS/p9YZxzDamKt6k6EHQfL/56GMWszHFgSkc421vr7Ht9tumiSvuv71ESa95oycC+CIsz4us8g6uKr76JuTm6deuG1157DW+99ZZKvzCGoJ6MjyHecZfK+3LBkPl7ybbsz1yZX9aaSbuV4sUscezGI4z9/SSSkjU6H6epMqVqqZT3i8zB8w+poL6WW3GsHNOSQT2RHorMmloVb1PVoooL6pQvgbhEDZYevK6z7/MwOgHLDt1Iq4TPoL5oK2ZgS350ybwwZuulAmL58uXh4OCg0vKFtB/jnU4qaNKjU/rUT2humWFNfX+/2Axr7ie2sFTHyfGF0X5PZgH69O6Vti5PnmVb9mfVdq9aWUf8OrQJrC3Nsf1iGKavO4dCSK4xSaZULZVyb9PZEAxbdBRR8UloUdkFf77WXKXhE1HRZEhVvE2VBNjatfZLDlxHbELu1kXn1cJ91xCTkIza5YujfbUyOvkeZFh6G8iSH6MP7KXN2OLFizFnzhxYW/+XUlO7du20NfZERfGOuzaoP3f6mErt02YJyE0tbVaB7JfXswrum1ZyxreDG0Amkf84chNztwfqbKymKiFJg2t3wkymWirljszkvPn7CVVUqXvtslg0vAkci1npe1hEZCJVvE2ZnHM9nG3xKCYRK4/f1El3E7lpIMa2r8rZehPSxwTq4ug8sF+6dCnmz5+Pl156CRYW/10816tXD5cuXdL1tycTY0h33MeNG4cDhw7Df7CNWq+nXQIgN7u0SwVkv7wux8nxmXWrXRYfPV9bffzNP4H47d/UMco/6TYgBXNeW3oMDT7aioCHKUh8lLHIYlGtlkrZk6yYudsvY/payZABXmzmiXkvNmSNCyITYghVvE2ZdAl6tXXqrP0ve68h+SltEPNr8f7riIxPQjVXR3Sp6VqgX5sMW2RkJN58802ULl06w5If2Zb9mSfYjJHOA/vbt2+rSvhZpegnJibq+tuTCTKUO+6+vr6wtrLEl4eSMqzvX+1rm2H9/xcHk9RxcnxWXm5eAW93TO2vOmPdOWw+F6rTcRfFWXlZK/3ppovo8vVutJy9A++vOYutF8IQnZCMMnVaIyYw2iSqpdLTycXjjHXn0zJj5P/cJ31rw+IpdReIiEg3fBq7w8nOCsEPYwr0micyLhEL96cuCR7bwQvmPL+bjMh8Lo01NjoP7GvWrIm9e/c+sV8KUDVo0EDX355MlCHccZfvpc0SSL++v18Nqwzr/7VZBZnHmt74TlXxQlMP1Qbm7T9P4sg1poPn1Flg+eEbGPXvrLxU2Z2/5youh0WppQ2NKjhhQmdvbBjbGueXfggnFyeE+YWpqqhZkf2hfmGwsHNAVLnGBT6DQPoVn5Ss/l9JCr5kZX70fC2829mbKZpERHpgZ22JV1pUTOs1X1A1huQcL6n4lUvbo0edcgXyNcnwRT7j0lhjYqnrbzBjxgwMHTpUzdzLLP3q1asREBCgUvQ3btyo629PpFeSJfDe5Ckq/d7/soUK6rX8LyepNjqy/j+ntnsSYHz8fG3ci0xQxfReXXIUK8a0VEX2jL0FiVSll4Il2vZG0m/Ux8cnT1VJZVb+6PWH2BVwF7sC7iHwblSG10s52Kj+uO2qlUabqqVQ0i5jCx2pgirfV6qiSnX89IX0ZKY+bEUYIk9FonT/aZi97Qq2BjzAnIF14VXGuH/+BFUcb/SyY9gf9ABWFmb4yrc+etdz0/ewiIhM2tAWFfDz7is4c+sxDl19qCrmP4uYhCT8uvff2fr2XszGMiHj/l0aq21l2bS8hZpYk2vz9K0s/QcDbRalLo011gLvhdLHXmbsP/roI5w+fRpRUVFo2LChCvi7dOkCQ8c+9vQsJMUnc/s9rcwz9jkF90IqxL684DCO33iEssWLYdUbLVV7PGO0fv16DBsxTLWQk2rzUsAuOTxZpbvLDLoE29kVMpFZeW0gvz/ovqpwqyV/rxt4OqGdd2m0r14GNcsVzzHlLvN4pFCerKnXjmfRgsWIKlsPn226pIJBawtz1SZn9HNVYGXB9p3G6H5UPIYvOoqztx/DztoCP7/SCG2qltb3sIiICMC0tWfx26FgdVN+8fCmz/S1ft17FbP8L6KCix3+efc5tZafTMOWLVtUun3mVtgywdbTO2MXLbkml2W72WXRGnIcWiiBvTFjYE+GdiIJj0nAwJ8OIuhuFLzKOGDlmBZPzEAbOgmiZa26Q32HJ2fIQ+NVWrz0E5XWJFLFVO1PSsax64/yPSuf2wwCWSYk31ebQSDjHDhwYFoGgRTf+781Z7Ez4J7alpsGMntfu3yJZ/ypUGG6+TAGQxYewbX70XC2t8bi4U1Q172kvodFRET/un4/Gh2+3KWWIW4e1wbVy+bvOjwuMRlt5uzEvch4fD6gDgY18SzwsZJpTbQVFgb2BYyBPeXXyJEjVTEObeqP9sQh6ffpU3+k/Z5U6peifrlN/ZHgsv8PBxAaEafWi/82shlsrY2jcrcEz27ubkiukAyPsR4wy2ImXda0S1q82XULfLX6IA5cj8SBK0/OyjeUWflqEsznbla+oMhpc+2p25i54QLCYxJVSt/otpVVwTVWUDd8l0IjMGTBEdyNjFcZL8tGNkXl0g76HhYREWXyxvLj2HQ2FP0blldLpfJD2tt9sP68Ot/vnNgO1pacrTdF06dPV+n3UsQ6/dLYNRcT0d8vVi2NlS5ahsQgAnsnJ6dcFx16+NCwi4AxsKeCKNYhLe2k+r3cDZQ193M+n63uGk5obomef8bnq/3e5bBIDPzxACLiktCphit+ermhUaSWSb/QIUOGoOrsqhlm6jOTte2BUwPh0msCHGq1zzAr3756abTxKo0SdlZ6T+WWiwX/MyFqWwryzBlQF40rsiWeoZJaDCMXH1X/b6Td0ZIRTVG2RO7rORARUeE5fTMcz3+/H5bmZtjzXnu45XH5oWT7tfvfLoQ8jsPHfWvjleYVdDZWMlz+JjJjr5MoYO7cufj666/VQ+5+CEkx/vDDD9VDm24sd07yYs+ePWrNrZubm7pxIAW3siOF+jp37qz6E8oPo0WLFio9mqgw2+5J0C4z8toThtwN1FbLl/35CeqFt6sjfh3aRN15loJ601TvbcNPwJH/t7KGPbugXtiUs4Gdlz1sbh3DxC7e2PhWaxx5vyO+9K2HXnXd9B7Ua280fP9iQ7U2u7SjDa7ei4bPzwfx4frziI5P0vfwKJPtF8Lw8q+HVVDfuIIT/Ea3YFBPRGTA6nmURLNKzkjSpGDRv63q8mLV8dsqqHctbgOfRu46GSMZti1btjwR1EswLzP16dtRa6vlG3OsqJPAXqrgax/79+9XhfP++OMPvP322+ohH8u+3bt35+nrRkdHo169evj+++9zfSNAAvtNmzbh+PHjaN++vboxcPLkyXz+y4jyF9xLmr2sodfeBZRn2Zb9+QnqtZpWcsZ3LzRQael/Hr2Jr//twW3IZO26FMrLDUtnC3g7mWFsh6pqDbuh9pztWqssto9/Tl00yL2VxQeuo8vXe7A3MHUdPumf37GbGP3bccQnadCxehksG9nMIG4OERFR9sY8V0U9/344WLWry63EZA1+2BWkPh7dtgqXypkoPz8/JCQmqSzZ9PWtJP0+fTvqiS0s1XFyvLHS+Rp7BwcHnDp1Cl5eXhn2BwUFoX79+qpKfn7IjL0UuJIWVXlRq1YtDBo0SFXlzw2m4pMxkJ7t/7fmnPp4Vt/aeNlAU83kdNO+e28cvbYbld9P7VGbneufXkeX2l2watUqGAsJ5qesOquq9gsJ9qf1rMkgUo/vuZ/3XMXsvy+p7YGN3DG7fx2jWLZCRESp5/Fuc/ciICwSk7tVx+vtUgP9nKw4dhOTVp5BKQdr7H2vg9HUIiLjWhpb5FPx03NxccG6deue2C/75LXCpNFo1C/X2fnp61/j4+PVDzH9g8jQvdSsAt7pWFV9PH3dOWw+l7rm21BExiWq4jWdv96Dc5bVEHM5SlW/z46ssZdWc1KV3phIu7St49tiWMuKkFIjK47fQqevd2PL+VB9D83kaDQp+HTTxbSgfvRzlfG/gXUZ1BMRGRGZzBvVtrL6eOH+a2rdfE6SkjX4fmfqbP2oNpUZ1JswRx0vjTUkOr+6mTlzJiZPnqxS4KUSoTzk4ylTpqjXCtMXX3yhMgR8fX2fesxnn32m7oxoHx4eHoU6RqL8GtepKl5o6qlSwd/+8xQOX33wxDFyY0uq9WdePyTbsl9eL+jq49Iartmn/6gic9Kir1Td51DMsbhqaSfV77Mi+8NWhKn+8dJqztjY21jiwz61sGJ0C1VQT1rsjF52HG8uP6E+Jt2TFMyJK07jl72pazL/r0cNTO1eI9eFXYmIyHD0qeeGssWLqb+h607eyfH4jWdCcP1BDJzsrAw2i5GKztJYQ1Eo7e4OHz6Mb7/9FhcvXlTbNWrUUGvtmzVrlu+vmddU/N9//x2jRo1SmQKdOnXKdsZeHloyYy/BPVPxyRjIHerXl5/AtgthcCxmiRVjWqT1fdWmIh04dBjWVpZplT+1lUJlXVHL5s2e+cSWkKTB5vOh+O3gDRy5/l/Xiyql7TGkRUX0a1geu7dtVv93s+xjHxKvgnrpYy+F9uRGoDGT/rnf/hOo0sGTNSkoaWeFD3rXRN/65Y0myJQWhStWrFC/D6mR4OzkrH5/Pj4+KFbM8IrPxSQkqZsoOwPuqVaE0qlggA6KJsn/qXHjxqmbxdqisNobZbJGTwrJGvtFAhGRoZi/5wo+3XRJXU9sG//cU+vuSLZWl7l71GSCFN+VOj1Exsgg2t0VhrwE9n/++ae6EyMXpnltYcA19mSMgaRU/j5245G6u73qjZYobpGk8/VFIY9jVWGbP47cVG3ghARVXWq64pUWFdCiskuGQHb9+vUYNmIYHj14pKrkm5c0hyZco9LvZaZ+yaIlRh/Up3fu9mO8t/IMLoSkLu9pX600PulXJ8+tewpb5t+TFD5MDk822N9TeEwCRiw+ihPB4ShmZY4fXmqIDtVdC/z7FNaNMiIi+m9ZX8vPdiAyPgm/DGmMzjWzPrdLC9o3fz+B4sUssW9KBxQvxho3ZJwMIrCX6vX29vY6Oz4vgb1U4JegXoL7559/HnnFwJ6MkQQ3Pj8dRODdKHVnu9yZJVi+dDH2DrdDa0/LtIqg6y4loG8N67T2H/uCk9Q6I/k/s2DBghy/j5w+Dlx5gKUHr2P7xbtqRlpI6zdZFvBiU89s24nJTPDKlSvV/2XtTLCsqZf0e0OcCS6I9PD5e67im+2BSEjWwMHGElN7VMcLTTwNsuK/BPXy+8gysyI0Xi2nkMwK+f316dNH79kDj+JTMGTBEfW+L2FrhYXDGqNRhafXVDHFQjxERMbss78v4ufdV9GkohNWjGmZ5Wx9j2/34lJoJN7uWBXvdvbWyziJikxgX65cObzzzjuq3Z18nBX5ttu3b8dXX32Ftm3bYurUqTl+XVkfL9X0RYMGDdTnSgs7KYbn6empvsbt27exdOnStPR7GcM333yD/v37p30dW1tb9UPKDQb2ZKzuhMdiwI8HVP/W8lEBODZ/8hM9PP0vJ6Gnd8b2HxKgyHqj9KnFmUm7mdUnbmHZoRuqd7uW9JqVdPsutVxhxQJlTxV0N1LN3sussmhe2Rmz+9dFxVL2BpP+Lt/fzd0NyRWS4THWA2ZZ3HiQWgg3592ExQ0L3Ll1R+fjyi57oIRTSZTtNQFxbg1UpsrSkU3h7aqbYFrqUSxcuLDAb5QREVH2wiLi0PrzHUhMTsGq11uiUQWnDK9vPR+K15Ydh721BfZP6YCSdtZ6GytRkQjsAwIC8P7776uUROk737hxY7i5uamLvkePHuHChQs4ePAgLC0tVTA+evRoWFjkXK1y165dKpDPTIL3xYsXY9iwYbh+/bo6TrRr1w67d+9+6vG5wcCejNnlsEgM/PEAIuKS4B1/Gbu/fy9DcK+VPqjXphRn5cKdCCw7dB1rT95BbGJqVVr54ynrl6U4ja4CqaJIshukU8D/tgSon6WkjU/oXA0jWleC/8YNek9/X7ZsGYYMGYKqs6tmmKnPTGoiBE4NVMe//PLLesseCP0rDJGnIlFn2MfY9OV4uDvZ6Wwssoa+T+9eBXajjIiIcm/SitOq40zXWq74+ZXGafslpOkzbz/O3n6sWuJJazwiY2YQgb1WcHCwmnHau3cvbty4gdjYWJQqVUrNtstFTvfu3XMV0OsTA3sydkevP1Rr7uOTNHALWoeDq37Bal9b9Kvx35qzNRcT0d8vFtOmTVPtP9KTtjKbz4Vi6cEbOH7jUdp+b1cHvCLF8BqUVynllD83H8Zgyuoz2B+U2sXA9dE5HP31fTgWYvq71GWQSsP3ouJx/9/nORNfw5W7B1Dp/Yo5fv7VT66hvFNzvDztWxS3tVTrGaV4Y3FbK/Wxdp9sO9pY5nnZQW6zB4K/S80eCLmt++wB7Vr6Z7lRRkREeRcYFqna50rZnn/efQ6VSzuo/TsD7mL4oqOwtbLAvsnt4eLw9JvSRMbAoAL7ooCBPRUF0kN96Ic/4d7qj9HLyxwrfG2fCEQG+sVi89UUrFm7TgUit8OlGN4N/HVUiuElqOMszc3QtXZZDGleAU0rORtNVXdDJ6dhv2M38dG607j09Yuw8zKDZXELlGhWAo51/suCiDwbiceHHyM5MhmWtyyzTX+XDgkPohPSAnb1rH2kC+BlOzIu6YnPD/tzKmxcg+HxRs4tP4N/CEZCWAW4Dv4sx2PlLSM3gtICfbkBkCn4L57ppsDujavw/rgxBpM9oDV9+nTVwjUvN8qIiOjZjVx8FNvP3ULdhIuwvn0cDx49QOAjIL58I7w54mXM7N9A30MkKvQ4lNNsRKbg1mk8WDMrQ1CfOXV4pa+tCu77Pv88Oo3/GgGWlaFtM+9a3AYvNq2AF5p6oEzxolfUTt/kBsmgJp64d3I73oqJQsrjYgg/E4mIQ+HwGFsBjvUdVZr5zXk3oEkC7D2L4dGDSEz5Yj5qte2luhBkDuAfxiQgL7dtrS3NUdrBRhU+LOVgg71ly+D2o9Qe8DlJfqRBdc9yGNyuCiJiE9XSj9TnxAzbkjUiY5IbCfKQm0e5cW/NUthVtYdlCUvcWnALJZpmccPjyGOUe7GcWrog2Qy6Duxlxl4K5cmaevk/lJ5sP1/dWr3evHlzztgTERWwGomXsfjHMQiOiUpbspYYnYQY/9349uAiNLYyrI4tRIWBgT2RCZDuEEnJyZjUyi4tqB+4IhYbApLQp7olVgxMDfbfa2WNDZdjsHfzOpTqOR4tq7hgSIsK6FiDxfAKw9aNa2Flaw6z0HhVmG3OgQT4z7sBl+6l8eDve+jlZYlJLazR/fdYddz8Jb+jTFSVp349yVgvlS5Yl2f1yGKfzJKnz8BYZj4UQ4b8o9L/c5oljw6MwoQZr+DlHNYzyrIOCeifDP6T0m4CqNcz3RB4mBQNMycL3PzyOqKCYhFxMOsbHkkh8TArYamKDeqSrLHPnIaf+UaZ30AblY4vx3GNPRFRwdZcmTxmCOzrOaDsoKpZLlmTYrOF2bGFyBAwFT8HTMWnomD+/Pl4fcxo2FqbYfOLtqkB45WkJwLGbr/HIjYhBT3e+BBfz3gXXmVYDK8wlXMrh9CQ0AzV1rO6AaOttl6shAte+2lbWqCufWgDdic7a1jks42eIVXFlwuzzdv9YaNJwd/ZvH/lhke8uRm6deqpLvx0hVXxiYj0w5D+NhEZWhzKKTgiEyAzjLZV7GHmUUwFGhIUyYyn6wBX9bwxKDUAkdflOOuQMwzq9aBK5Spqlv1/BxNUsKiWSPjYqjXc2qBe9ktgK8c1ql0d3wxugGm9amL0c1XQv6E72lQtjRrliqvgPr9BvZALIam+L4X65AJJZkEyz9TLfnldjtPlhZP8QUuM1aigXgJp+Zn0rGKJextSg3r52ch+eV2Ok+N1ae7cuWjZvJnqUy/Bu7ZQnqyp3xSkwaBVqfvldTlOjiciomcnRbmlY4wUl80qqBey39XHVR23cuXKQh8jkb7oLLD/6KOPEBMTo6svT0R5IKnJls6W8JhQESXblITHO6lpzEKeZVvtn1ARFs4WOk9lpqxJ60+pa7AxMAk+K2PTgnspzJZ+CYV/UJI6bsyYMTodj6xPlFRGmfUInBKI659eV4Xy5FmK1Mn+tWvX6nwd48SJE1NveBzI4YbH/tQbHnK8Ljk6OmLz1m2oXa+xuiGmrX4vhfLkWYJ72S+vy3FyPBERPTv5myNr6rNbIiZsytmk1VwhMhU6C+xnzpyJqKgoXX15IsoDZydn1QfdwtYC7iPdMxQeE7It++V1TbhGHU+Fz8fHR/WptyxtjfWXktSa7fRkW9Ly5XU5buDAgTofk6TBSyqjVJrvUrsLGto3VM+yLfsLoziRfI//mzYdGy8nwWfFU254+MXCPzBJHVcYY9IG95JmL2votQXy5Fm2ZT+DeiKigiUTD1IoLzfMS5pzooJMis6K53HpPpHhkCIyq1evzlUhtKjLUeg3vV+hjo9SSTr72DfG4pNZH6NPNcssq6339raEf2ACxk6bXGjrBuX7SJX5wmghl10WWEBAAPz8/NQNjvTt5dQNj8tJ8PX1VccVFgnas1o7L4XyWCyPiEhHExW3k3N1rJqocOdEBZkOna6xZ49rIsOaCZZKsVJUJiuyP2xFWKHNBFPWtRA+n/0Zelezwgqf/1LMpS96Wgq6ry16eVup4+R4UyHt5dauWZ1tezl5XY4jIqKiO1EhExCZ6748daKiHycqyHToNLD39vaGs7Nztg8i0j1DKoRGTyez0QmJSZjYImOKeX+/2Awp6JNaWqnj5HhT8LT2culveEh7ue5VzNVxpnTDg4jIlBjiREVkZKTqlpL5b49sy355ncjo+9jLOnsp0U9E+qcthDZsxDBVCE2Kysj6M0lVk7va8gewMAqh0dNJ9fRLF86j55/H4D8Y+OJgErZcg6q2Pufz2ara+oTmliZXbV17w2NCc7u0oD6r9nITW1hi3aUYdTxT4YmIiu5Ehczcy4SEVMfP0Mc+JF4F9TJRIdc0up6okKC9W5fOOHDoMH5btlQVUJVaK5I9Jjea5W+X/F1nzRUy6j725ubmCA0NRZkyZWDM2MeeimIPWGn/IkG+FJWR9WqSqiZ3tTlTr3/pLxKsrSyzvEiQoN6ULhK0P5Nzp+WGh4264SGV6N+bPEXd8JCZfO0ND1aiJyIq+tavX68mKqSlXVYTFRL863qign+byNDiUJ0F9hYWFggJCWFgT0SUj4uFcePGqWJw6WeeJa1PZqNlpt7ULg54w4OIiAxpokLS7BcuXIi9w+3Q2tPyqdlk+4KTVAtU6ZaSVcFVIoMP7DljT0REBYk3PIiIyFDI354+vXs9Uf9FOrVIUdf0S8dkJl9aoXKZGBllYF9UMLAnMg0MGomIiCgvtFlj6YN7rfRBvTbLjEiXcahOq+ITERlTmrek1Mndd23LNHmWbdkvr7OyLREREWlJsC5r6tdeTFAz9enJtqTly+sM6qkwMLAnIpOWvviNrJPTtkybPn162l142S+vM7gnIiIiLZkAkEJ5sqZe0u/Tk+3nq1ur17UTBkS6xMCeiEyapN9LQTapaCvFb7T90GfNmpWWWif75XU5To4nIiIi0yZL9TKn4Uv6/ZqLiepZtrXXFHJc5j73RAWNgT0RmTRZUy9V1r88lJThD/FqX9sMf6iljY0cJ8cTERGRaZP6O9KRRVrapS+U198vFoNWxaddU0xsYamOk+OJdImBPRGZNCmUJ0VtNgVpMvwh7lfD6omKtnIcK9oSERGRFNWVNqvSp15a2mmvFaZNm5Z2TSH75XU5To4n0iUG9kRk8lj8hoiIiPJCOuVs3roNtes1Vn3qtRMAH3/8cdqEgeyX1+U4dtYhXWNgT0Qmj8Vvnk6KBY4cOfKJtYGyLftZTJCIiEw9uB8xYoTqU6+dAJBn2Zb9DOqpsLCPfQ7Yx56oaJMAVVraZS5+IzP1EtRnTseXP9Smko6v7RggRQOlvoC2D6+2b6+sGZT0Ql60EBERERUs9rEnIsoDFr/JGtsAEhERERkPBvZEZNIp3ix+kzW2ASQiIiIyHgzsiUhvs8ELFy5UafDatevyLNuyv7BmgVn8JmtsA0hERERkPIwqsN+zZw969+4NNzc3mJmZYe3atTl+zq5du9CwYUPY2NjAy8sLixcvLpSxEpHxpHiz+M2T2AaQiIiIyHgYVWAfHR2NevXq4fvvv8/V8deuXVMX5u3bt8epU6dUquirr776ROovERUeQ03xlqB9wYIFTwSosi37TSmo12IbQCIiIiLjYLRV8WXGfs2aNejbt+9Tj5k8ebJK7T137lzavsGDByM8PBybN2/O1fdhVXyigsUq9MZDW/0+/e9KK/OMPYN7IiIiooLDqvjpHDx4EJ06dcqwTwIE2U9E+sEUb+O5AZM5qJffzZqLiRnW3GuXUjATioiIiEh/inRgHxoaCldX1wz7ZFvufsTGxmb5OfHx8er19A8iKlhM8TZ8bANIREREZDyKdGCfH5999plKedA+PDw89D0koiKZ4j3n89noW8Napd+nJ9vPV7dWr2ur5VPhYxtAIiIiIuNRpAP7smXLIiwsLMM+2ZY1Cra2tll+ztSpU9U6Bu3j5s2bhTRaItPAFG/jwDaARERERMajSAf2LVq0wD///JNh37Zt29T+p5G2eBL4p38QUcFhirfxYBtAIiIiIuNgVFXxo6KiEBQUpD5u0KABvvrqK9XKztnZGZ6enmq2/fbt21i6dGlau7vatWvjzTffVBegO3bswNtvv63Se3NbkItV8Yl018deWtp9cTBJzQbLmnpJv5eZfAn6JcWbs8FEREREZIoi8hiHGlVgv2vXLhXIZzZ06FAsXrwYw4YNw/Xr19Vx6T9n/PjxuHDhAtzd3TF9+nR1XG4xsCfSXXAvfeqtrSzT2qVp26vJTL2s22ZQT0RERESmKKIoB/b6wMCeSHfB/bhx4+Dr65shg0bW1Ev6vRRjY1BPRERERKYogoF9wWJgT0RERERERIYch2bsM0VP0N73YD97IiIiIiIiKgza+DO38/AM7HORLizYz56IiIiIiIgKOx6VmfucMBU/BxqNBnfu3FFrfc3MzGDId3Tk5sPNmze5ZICMDt+/ZOz4HiZjxvcvGTO+f6movn9TUlJUUO/m5gZz85y71HPGPgfyQ5Rq+sZC3hA8qZGx4vuXjB3fw2TM+P4lY8b3LxXF929uZuq1cg79iYiIiIiIiMhgMbAnIiIiIiIiMmIM7IsIGxsbfPDBB+qZyNjw/UvGju9hMmZ8/5Ix4/uXjJlNAb5/WTyPiIiIiIiIyIhxxp6IiIiIiIjIiDGwJyIiIiIiIjJiDOyJiIiIiIiIjBgDeyIiIiIiIiIjxsC+iPj+++9RsWJFFCtWDM2aNcORI0f0PSSiHH344YcwMzPL8Khevbq+h0WUpT179qB3795wc3NT79W1a9dmeF1q0c6YMQPlypWDra0tOnXqhMDAQL2Nlygv799hw4Y9cT7u1q2b3sZLlN5nn32GJk2awNHREWXKlEHfvn0REBCQ4Zi4uDi8+eabcHFxgYODAwYMGICwsDC9jZkoL+/fdu3aPXEOHjNmDPKCgX0R8Ndff+Hdd99VrRJOnDiBevXqoWvXrrh7966+h0aUo1q1aiEkJCTtsW/fPn0PiShL0dHR6vwqN1KzMmfOHHz77bf46aefcPjwYdjb26tzsVxsEhn6+1dIIJ/+fPzHH38U6hiJnmb37t0qaD906BC2bduGxMREdOnSRb2vtcaPH48NGzZgxYoV6vg7d+6gf//+eh03UW7fv2LUqFEZzsFyXZEXbHdXBMgMvdwFmjdvntrWaDTw8PDAW2+9hSlTpuh7eETZztjLrNGpU6f0PRSiPJE76WvWrFF33YX8KZWZ0AkTJmDixIlq3+PHj+Hq6orFixdj8ODBeh4x0dPfv9oZ+/Dw8Cdm8okM0b1799TMpwRMbdu2Vefb0qVL4/fff8fAgQPVMZcuXUKNGjVw8OBBNG/eXN9DJnrq+1c7Y1+/fn3MnTsX+cUZeyOXkJCA48ePq5RPLXNzc7UtJzIiQyepyhIQVa5cGS+99BKCg4P1PSSiPLt27RpCQ0MznItLlCihbrzyXEzGYteuXepis1q1anj99dfx4MEDfQ+JKEsSyAtnZ2f1LNfCMgua/hwsS/s8PT15DiaDf/9qLV++HKVKlULt2rUxdepUxMTE5OnrWhboKKnQ3b9/H8nJyWpWKD3ZljuVRIZMgh6ZzZSLSEk5mjlzJtq0aYNz586pdUhExkKCepHVuVj7GpEhkzR8SVuuVKkSrly5gvfffx/du3dXQZGFhYW+h0eURjJTx40bh1atWqkASMh51traGiVLlsxwLM/BZAzvX/Hiiy+iQoUKarLrzJkzmDx5slqHv3r16lx/bQb2RKQ3ctGoVbduXRXoy0nNz88PI0eO1OvYiIhMSfrlInXq1FHn5CpVqqhZ/I4dO+p1bETpyVplmQBgTR4qSu/f1157LcM5WArxyrlXbrTKuTg3mIpv5CRdQ+6kZ676Kdtly5bV27iI8kPutHt7eyMoKEjfQyHKE+35ludiKipkeZRcY/B8TIZk7Nix2LhxI3bu3Al3d/e0/XKeleWpUiciPZ6DyRjev1mRyS6Rl3MwA3sjJ2lHjRo1wj///JMhxUO2W7RoodexEeVVVFSUujMpdymJjImkL8vFY/pzcUREhKqOz3MxGaNbt26pNfY8H5MhkAKlEhRJ0ccdO3aoc256ci1sZWWV4RwsacxSt4fnYDL0929WtIWl83IOZip+ESCt7oYOHYrGjRujadOmqpqitE8YPny4vodGlC2pHi59lSX9XtrSSMtGyUB54YUX9D00oixvPKW/cy4F8+QPrxS/kQJNsmZu1qxZqFq1qvqjPX36dLVWLn3lcSJDfP/KQ2qcSN9vuUElN1jfe+89eHl5qZaNRIaQviwV79etW6dq8GjXzUuRUltbW/UsS/jkmljez8WLF1fdoSSoZ0V8MvT3r5xz5fUePXrAxcVFrbGX9o1SMV+WReWatLsj4/fdd9+leHp6plhbW6c0bdo05dChQ/oeElGOBg0alFKuXDn1vi1fvrzaDgoK0vewiLK0c+dOaQ/7xGPo0KHqdY1GkzJ9+vQUV1fXFBsbm5SOHTumBAQE6HvYRDm+f2NiYlK6dOmSUrp06RQrK6uUChUqpIwaNSolNDRU38MmUrJ678pj0aJFacfExsamvPHGGylOTk4pdnZ2Kf369UsJCQnR67iJcvP+DQ4OTmnbtm2Ks7Ozun7w8vJKmTRpUsrjx49T8oJ97ImIiIiIiIiMGNfYExERERERERkxBvZERERERERERoyBPREREREREZERY2BPREREREREZMQY2BMREREREREZMQb2REREREREREaMgT0RERERERGREWNgT0RERGmGDRuGvn37Fvr3Xbx4MczMzNRj3LhxafsrVqyIuXPnZvu52s8rWbJkIYyUiIjI8FjqewBERERUOCT4zc4HH3yAb775BikpKdCH4sWLIyAgAPb29nn6vJCQEPz1119q/ERERKaIgT0REZGJkABYSwLhGTNmqEBay8HBQT30eeOhbNmyef48+ZwSJUroZExERETGgKn4REREJkICYO1DAmFtIK19SFCfORW/Xbt2eOutt1R6vJOTE1xdXfHLL78gOjoaw4cPh6OjI7y8vPD3339n+F7nzp1D9+7d1deUz3nllVdw//79fI07JiYGI0aMUN/L09MT8+fPf+afBRERUVHCwJ6IiIiytWTJEpQqVQpHjhxRQf7rr78OHx8ftGzZEidOnECXLl1U4C4BuAgPD0eHDh3QoEEDHDt2DJs3b0ZYWBh8fX3z9f2//PJLNG7cGCdPnsQbb7yhvn/6TAMiIiJTx8CeiIiIslWvXj1MmzYNVatWxdSpU1GsWDEV6I8aNUrtk5T+Bw8e4MyZM+r4efPmqaD+008/RfXq1dXHCxcuxM6dO3H58uU8f/8ePXqogF4yAyZPnqy+t3wtIiIiSsU19kRERJStunXrpn1sYWEBFxcX1KlTJ22fpNqLu3fvqufTp0+rwDur9fpXrlyBt7d3vr+/dvmA9nsRERERA3siIiLKgZWVVYZtCa7T79NW29doNOo5KioKvXv3xueff/7E1ypXrlyBfH/t9yIiIiIG9kRERFTAGjZsiFWrVqke9JaWvNQgIiLSNa6xJyIiogL15ptv4uHDh3jhhRdw9OhRlX6/ZcsWVUU/OTlZ38MjIiIqchjYExERUYFyc3PD/v37VRAvFfNlPb60yytZsiTMzXnpQUREVNDMUlJSUgr8qxIRERHlweLFi1XwL63y9PH5RERExoy3zYmIiMggPH78WFXSl5Z2eSGfM2bMGJ2Ni4iIyNBxxp6IiIj0LjIyEmFhYepjSdmXXvW5FRQUlNaKr1KlSjobIxERkaFiYE9ERERERERkxJiKT0RERERERGTEGNgTERERERERGTEG9kRERERERERGjIE9ERERERERkRFjYE9ERERERERkxBjYExERERERERkxBvZERERERERERoyBPREREREREZERY2BPREREREREBOP1/2yraR4T5PM9AAAAAElFTkSuQmCC", "text/plain": [ "
Model: \"sequential_11\"\n",
"
\n"
],
"text/plain": [
"\u001b[1mModel: \"sequential_11\"\u001b[0m\n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n", "┃ Layer (type) ┃ Output Shape ┃ Param # ┃\n", "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n", "│ lstm (LSTM) │ (None, 24, 32) │ 6,656 │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ dense_25 (Dense) │ (None, 24, 1) │ 33 │\n", "└─────────────────────────────────┴────────────────────────┴───────────────┘\n", "\n" ], "text/plain": [ "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n", "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n", "│ lstm (\u001b[38;5;33mLSTM\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m6,656\u001b[0m │\n", "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", "│ dense_25 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m33\u001b[0m │\n", "└─────────────────────────────────┴────────────────────────┴───────────────┘\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Total params: 20,069 (78.40 KB)\n", "\n" ], "text/plain": [ "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m20,069\u001b[0m (78.40 KB)\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Trainable params: 6,689 (26.13 KB)\n", "\n" ], "text/plain": [ "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m6,689\u001b[0m (26.13 KB)\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Non-trainable params: 0 (0.00 B)\n", "\n" ], "text/plain": [ "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
Optimizer params: 13,380 (52.27 KB)\n", "\n" ], "text/plain": [ "\u001b[1m Optimizer params: \u001b[0m\u001b[38;5;34m13,380\u001b[0m (52.27 KB)\n" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 1ms/step - loss: 0.0058 - mean_absolute_error: 0.0521\n" ] } ], "source": [ "history = compile_and_fit(lstm_model, wide_window)\n", "\n", "lstm_model.summary()\n", "\n", "#IPython.display.clear_output()\n", "val_performance['LSTM'] = lstm_model.evaluate(wide_window.val, return_dict=True)\n", "performance['LSTM'] = lstm_model.evaluate(wide_window.test, verbose=0, return_dict=True)" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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