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EMSS2020
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chromium-chromedriver |
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name: EMSS-Castano | |
channels: | |
- conda-forge | |
dependencies: | |
- python=3.7 | |
- numpy | |
- pandas | |
- scipy | |
- seaborn | |
- matplotlib | |
- selenium | |
- tqdm | |
- pymc3 | |
- mkl-service | |
- pip: | |
- helium |
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from pprint import pprint\n", | |
"from time import strptime\n", | |
"import pickle\n", | |
"\n", | |
"import pandas as pd\n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt\n", | |
"from matplotlib.colors import ListedColormap\n", | |
"import seaborn as sns\n", | |
"\n", | |
"%matplotlib inline" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"plt.style.use('bmh')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Read Data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"df = pd.read_csv(\"pbs_data.csv\")\n", | |
"numerical_data = df[['views_count', \"likes\", \"dislikes\", \"comments_count\"]].copy()\n", | |
"numerical_data -= numerical_data.min()\n", | |
"numerical_data /= numerical_data.max()\n", | |
"\n", | |
"numerical_data_without_outliers_raw = df[['views_count', \"likes\", \"dislikes\", \"comments_count\"]].copy()\n", | |
"for _ in range(3):\n", | |
" index = numerical_data_without_outliers_raw['views_count'].idxmax()\n", | |
" numerical_data_without_outliers_raw = numerical_data_without_outliers_raw.drop(index)\n", | |
"\n", | |
"numerical_data_without_outliers = numerical_data_without_outliers_raw.copy()\n", | |
"numerical_data_without_outliers -= numerical_data_without_outliers.min()\n", | |
"numerical_data_without_outliers /= numerical_data_without_outliers.max()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Box Plot" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 1028.16x289.08 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, axs = plt.subplots(1, 2, figsize=(14.28, 8.03 / 2), sharey=True)\n", | |
"\n", | |
"ax = axs[0]\n", | |
"sns.boxplot(x=\"variable\", y=\"value\", data=pd.melt(numerical_data), ax=ax)\n", | |
"ax.set_yticks(np.arange(0, 1.2, 0.2))\n", | |
"ax.set_ylabel(\"Normalized Value\")\n", | |
"ax.set_xticklabels(['Views', \"Likes\", \"Dislikes\", \"Comments\"])\n", | |
"ax.set_xlabel(\"\")\n", | |
"\n", | |
"ax.set_axisbelow(True)\n", | |
"ax.set_title(\"With Outliers\")\n", | |
"\n", | |
"ax = axs[1]\n", | |
"\n", | |
"sns.boxplot(x=\"variable\", y=\"value\", data=pd.melt(numerical_data_without_outliers), ax=ax)\n", | |
"\n", | |
"ax.set_ylabel(\"\")\n", | |
"\n", | |
"ax.set_xticklabels(['Views', \"Likes\", \"Dislikes\", \"Comments\"])\n", | |
"ax.set_xlabel(\"\")\n", | |
"\n", | |
"ax.set_axisbelow(True)\n", | |
"ax.set_title(\"Without Outliers\")\n", | |
"\n", | |
"\n", | |
"plt.suptitle('Distribution of Normalized Values for each Variable', fontsize=16)\n", | |
"plt.tight_layout()\n", | |
"plt.subplots_adjust(top=0.85)\n", | |
"plt.savefig('outliers.pdf')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Correlogram" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 576x576 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"numerical_data_without_outliers = df[['views_count', \"likes\", \"dislikes\", \"comments_count\"]].copy()\n", | |
"for _ in range(3):\n", | |
" index = numerical_data_without_outliers['views_count'].idxmax()\n", | |
" numerical_data_without_outliers = numerical_data_without_outliers.drop(index)\n", | |
" \n", | |
"corr = numerical_data_without_outliers.corr()\n", | |
"\n", | |
"fig, ax = plt.subplots(figsize=(8, 8))\n", | |
"\n", | |
"possible_values = np.linspace(-1, 1, 27)\n", | |
"\n", | |
"cmap = ListedColormap(sns.color_palette(\"RdBu_r\", len(possible_values)))\n", | |
"\n", | |
"plt.imshow(np.tril(df.corr()), cmap=cmap, vmin=-1, vmax=1, interpolation ='none')\n", | |
"\n", | |
"plt.colorbar(shrink=0.73)\n", | |
"\n", | |
"columns = ['Views', \"Likes\", \"Dislikes\", \"Comments\"]\n", | |
"plt.xticks(np.arange(numerical_data_without_outliers.shape[1]), columns, rotation=90)\n", | |
"plt.yticks(np.arange(numerical_data_without_outliers.shape[1]), columns)\n", | |
"plt.ylim(3.5, -.5)\n", | |
"plt.xlim(-.5, 3.5)\n", | |
"\n", | |
"ax.tick_params(axis='both', which='both', length=0)\n", | |
"\n", | |
"for (j, i),label in np.ndenumerate(corr):\n", | |
" if j >= i:\n", | |
" if label < 1:\n", | |
" label = str(round(label, 2))[1:]\n", | |
" plt.text(i, j, label, ha='center', va='center', color=\"white\", fontdict={'weight': 'bold'})\n", | |
"\n", | |
"plt.title(\"Correlogram of the Variables with respect to the Views\")\n", | |
"plt.tight_layout()\n", | |
"plt.grid(False)\n", | |
"plt.savefig(\"correlogram.pdf\", bbox_inches='tight')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Time Evolution" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"df = pd.read_csv(\"pbs_data.csv\")\n", | |
"\n", | |
"for _ in range(3):\n", | |
" index = df['views_count'].idxmax()\n", | |
" df = df.drop(index)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"datetime_full = pd.to_datetime(df['date'])\n", | |
"df['year'] = datetime_full.apply(lambda x:x.year)\n", | |
"df['month'] = datetime_full.apply(lambda x:x.month)\n", | |
"df['day'] = datetime_full.apply(lambda x:x.day)\n", | |
"df = df.sort_values(['year', 'month', 'day'])\n", | |
"df = df.reset_index(drop=True)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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F5HVszhPZ8/SmvkQm9Y7Yxp6vd+R+sryR03ojapOsB0RPw7oXexrvfGNM7JXTBlvniVwBPGKMiZwG+obTifsPEfmhMebDAWwLY0+1asa2kxectvoN4DtJnrINe/yJck7NG8fu13K43s9KKdWLjuBRSuWa1dhh2cud29+NMR/1sf7bwAyJufytiBzM7vP/Af4PGIOd8PLDuNummO0c7Mx5ENlOJfZXyOjICGOvTHWvMebfsEPLj6f/UTRHxd0/mt1z99Q7/06I2e947PDygWwnJc4v6tcZY07BXvHjggE8PdXXsb/66Es0o7ON6ezO+H/YUxA2JNj/QL4cJHIXdhRQK/YLYS/GXo1sC7a+Yx2HnWdhIFcnCrF7lMWQGGOqY16DwVxJKjKh9QEJXtMPnY7Lg4AK4HvGmDXGmHexp88N6kowzpevp7Hv7/Ppe4ReIv3VVS22w2ZakkwdzsihGcDVzkiTd5zXIW2XMBaRT2NH0axM0LkDdkTeJImZc8np6N4H2/GUqv/DnroSP0JvGvbYOiAishzbufOVwXTuONsoxtbZZoiO5PontrM81snAi8k6zI0xdXF12ddl4g/Eznf1DnYkSWfcKq9gOxZOinlOHvZL+UBe71gXYDubHxnk8xOJfJYfMcDnzcZ5vR3PAyfGjTo9md2T5e/BGLMz7vXemWxnTkfwn7Dvq+PiR1EOts6TKGL3jyMRkecPxxWq8uj79X4eONoZ2RlxovO852PWGY73s1JK9aIjeJRSOcUY0yMit2EvkToaO59EX+7BTv56l4h8D3u6yfXYLzgRT2OHXT8iIv+NvXrUWOzEqh3GmNuc7VwO3C8i/4X9kPhz7OkY9wOIyBXYLwVvYz9cfhH7JbO/04GWOb8I/h/2dKajsRPvYoxpF5HngUuddfKxv07GfxkB+IyIXAg8gf1QfBb2SkH9cn5ZXo4dPbAZ26F0LNDnqRZxUn0d+6uPZAx24uhvYX/NvQI7IuQeZ/mV2FOA7nJGItVjRwScAVzfT0dg3zs2pkXsZXF7+jil4CrgWhH5ADu/0QnYkSQrBri7fwELnC+gkV+OM8IY0yoiVwJXir1y75PYNjgTmG2M+W/sJNWdwEUici32Nb+aoY3UuhXbUVOAnaNlIGVOpa6+B9wuIjuwp0N1YTuqTnE6Z5uw7We5iGzAXvHnGlJrp70478kL+zpNS+xlne/Gvm53y+7LcIeNMZFO3r9j3493ichF2GPQzdjLOD8bs63J2Ami93Xuf8JZ9KExptWp0xuBFc7oj39iX+PF2C+hke1chb1qWNLTtETkP7Bz0qwAno0pd8gYs91ZZw72lJwvG2Nedtr1l7ET3tZiT3lb6eT5bczmrwEeEpGXsSNTPo0dcTKg9pCk3DOwr+cb2InOy2T3lanrjTFhpx3dgm3727Dvy//CHrNujdlWFXbUSaQTfrIzWqTGGWkTWS/I7lOK40d9IXaS66uw84wlPE1LRM7Edl6sw04qPgX4EbZz+emY9d7DXnHyJuf+ddgRaRuxV3tcjq3r02M2/yvsfFG3OesfiD1W32iMGcyox9hyj8Z2Xu7t7LMnpq00G2Mi76t+69zpDJzs3A0CVU4bb40ZmfMH4DJnO/9w9vsLbH1vcLYzEXv1ysuSnaYlIodgT4N7Gns8qMQe0yex++8OIvJ7AGNMZLL8e4AfAPc4f+fGYd+r9xtj/uWsk9L7WSmlBsxkwURAetOb3vQ2kBv2w3QX9stBQdyy/dnzMumzscPRO7Ef7s5mzwmHC7Ffrv6FHUFRg/2AeULMOtOwH1Ijl0n/M70vk/4D4C1nWeSyykkn3Iwp67nYDoHI5ZrjLz0+1dlWG3Z+kaUknmT5EuwH213Y4d//Fbed+MzPsHuS5b2wvypvcV6nrdhTXUqTva7O4/HlSOV17Lc+ErxW52GH7y/CjtjpxH4xPTxuvZnYya6bsF/GP8ROZjnOWb6Sfi4XnOz1SrD8Dva8TPp/Odm7sJeiTnSZ9O/HPbaKmMsAAwdgv5S0sudl0vt8/YfhvZVsP8vYfUnxJuxpGf8es/yzTtvswP7af7xTX+f1s91kjxdgJ919Ih115Tx2htMOd2Hn13kNuDxm+fHYTsoO7FxbZ8a/3k7ZvxS33V6TZDttzvRT/mecbcXfNsattxf2stE7nTLfD4xPcVvzY9YJAD/Gvt93YTumT0/wmm3sp9wbk+wrtj3Pj90/doTCGuwX5hC2g/BuYo6lce/795311se/1kNo5yuTlNsA+8e1w2uwx7EO7KiL+GNOsm2tjFvvbGzH/x45Y7L22n+CdT6D7QDY4ZRnA7ZjZp+49XrtH3taVOTYXue00RMSbP8o7KTNHU7mq4DAMLzekTaQ6HbeQOq8j23FtrkA8F3n+e3Yv2d3EzO5PruPPef1Ue7J2B9Map3yfIz9G3tUgvfcM3GPTcOOON6FHbV1K3GXmyeF97Pe9KY3vQ30JsYM5Qc2pZRSgyX2crj/Ao41xuiQ7D6IvZTtKmOMjjz1AREZh/0y9SVjzMOZLo9SSimlVC7QD8pKKaWUygrORKSV2NFwW7G/liullFJKqRS4MsmyiEwTkddibi0icokb+1ZKKaVUzpiHnQPqROykvQOZWFUppZRSytdcP0VLRALYYddHmsFd0UMppZRSSimllFJKxcjEZdIXYi9hq507SimllFJKKaWUUsMgE3PwnI2dzb+Xxx9/3Gzbtg0RwRjD2LFjqaiooKuri0AgAEA4HKagoIDu7m4A8vPzB7W8q6sLEUFE6OnpIRAIYIyhp6cnujwvL4+8vDy6u7vJz8+np6dnwMtFhHA4TH5+PuFwGGNMdHm6MgUCAbq7u3tlysvLi/7rlUyJyhxbp17JlKjMke17KVOi5eFwmGAw6KlMyeopLy8vOvO9VzIlqieAQCDgqUyJytzT0xNtu17JlKjM3d3dBINBT2VKtDwUCpGfn++pTImWh0Ih8vLyPJUpUT2Fw/asPy9lSlRPAD09PZ7KlKjMA/mMmyuZEi2PrVOvZEr2GTfyPvVKpkT1NJTPCdmaKVE9pfo5IZcyJSuziJCXl+dqpnA43LBw4cIK4rjawSMiQeA04LL4ZaWlpRx55JFuFoetW7cyYcIEV/eZCZrTWzSn9/glq+b0Fs3pLZrTWzSnt2hOb9Gc3pOJrOvWrUt4RpTbp2idAqwzxtS6vN+ESktLM10EV2hOb9Gc3uOXrJrTWzSnt2hOb9Gc3qI5vUVzek82ZXW7g+cLJDg9K1MaGhoyXQRXaE5v0Zze45esmtNbNKe3aE5v0Zzeojm9RXN6TzZlda2DR0RGYS97+ohb++xPNvW0pZPm9BbN6T1+yao5vUVzeovm9BbN6S2a01s0p/dkU1bX5uAxxuwCytzaXypCoVCmi+AKzektmtN7/JJVc3qL5vQWzektmtNbsi2nMYbW1laMMcO63VAoREtLy7BuMxtpTu9JZ1YRobi4GBFJaf1MXEUra7S3t2e6CK7QnN6iOb3HL1k1p7doTm/RnN6iOb0l23K2trYyYsQIgsHgsG53xIgRjBgxYli3mY00p/ekM2soFKK1tZXRo0entL7bc/BklaqqqkwXwRWa01s0p/f4Javm9BbN6S2a01s0p7dkW05jzLB37gAUFBQM+zazkeb0nnRmDQaDAxot5+sOnpqamkwXwRWa01s0p/f4Javm9BbN6S2a01s0p7f4JWdXV1emi+AKzek92ZTV1x086eh5zkaa01s0p/f4Javm9BbN6S2a01s0p7f4JWeqc4zkOs3pPdmU1ddz8KR6Hluu05zeojm9xy9ZNae3aE5v0Zzeojm9xS85A4FASusZYzj11FP51re+xYknngjAo48+yt13381DDz00LGWZNWsWEydO5K9//Wv0seOOO47u7m5eeOGFIW071ZyDsWjVq8O6vdXnz+5z+eLFi7nkkktYuHBh9LFf/epXbNiwgQULFvDBBx9wySWX7PG8ffbZh82bNw9rWQdr06ZNnH322QnrdfHixfz4xz9m9uzZfP7zn+e2225LeMWsQCDArFmzePrppykrG9x1pWL3NRS+HsHT2NiY6SK4QnN6i+b0Hr9k1Zzeojm9RXN6i+b0Fr/k7O7uTmk9EeHaa6/l+9//Ph0dHbS1tXHFFVfws5/9bFD7DYfDCR9vbW1ly5YtAKxfv35Q204k1Zy54Mwzz+SRRx7p9dgjjzzCmWeeyac+9amEnTu56oEHHkh6OfRsqlNfd/CMHTs200Vwheb0Fs3pPX7Jqjm9RXN6i+b0Fs3pLX7JmZ+f+sklM2bM4OSTT+b666/nmmuu4XOf+xzXXnstCxcu5Pjjj4+OvNm0aROnnnoq8+fPZ/78+bz00ksAPPfcc5x22mksX76cefPmJdzHGWecwaOPPgrAww8/zJlnnhldFg6Hufzyy1m4cCHHHHMMd9xxB2A7hc444wzmz5/PvHnzepXjyCOP5OKLL2b+/PksXbo0666ONhinnXYaq1evprOzE7A5a2pqOOqoo3jwwQe59NJLAaiurmbRokUsXLiQK664otc2brjhhujreNVVV0Ufv/nmm5k7dy5z587lV7/6FQBtbW2cddZZHHvsscydO3ePziWwI2Euu+wyTjrpJObOncsrr7wCwNVXX82NN94YXW/u3Lls2rQJsPX5jW98g2OOOYavfOUr7Nq1a4/tzpo1i8bGxoRliLTdX//619G6f//996NlvvDCC/dom+3t7SxbtoxjjjmGr33ta8PWHlw7RUtExgCrgEMAA3zNGLPWrf0n0t7eTklJSSaL4ArN6S2a03v8klVzeovm9BbN6S2a01uyPefSpWclXfb1ry9n0aJPAbB69d+55Zbbkq57//13Dej0pUsvvZQFCxZQUFDASSedxHHHHcdNN91Ec3Mzn/rUpzj++OMpLy/nkUceYeTIkWzYsIHly5fz9NNPA7Bu3Tqef/559ttvv4TbP+2001ixYgUXXXQRTzzxBLfeeiv3338/AHfeeSclJSU89dRTdHZ2csopp7BgwQImTpzI73//e0pKSmhsbGTRokWccsopAHz00UesWrWKn//851xwwQU89thjfP7zn085bzYaN24chx12GE899RSnnnoqjzzyCEuWLEFEel356bLLLuNrX/saZ599NqtWrYo+/vTTT/PRRx/x97//HWMM55xzDi+88AKjRo3innvu4cknn8QYw4knnsi8efPYuHEjVVVV0XpoaWlJWK5du3bxxBNP8MILL3DRRRf1e1rdBx98wPXXX89RRx3FhRdeyO23385FF12UcN2nnnpqjzL09PQAUFZWxjPPPMPtt9/OTTfdxA033MB1112XsG3ecccdFBYW8txzz/H2228zf/78lF/3vrg5gud64HFjzHRgFvCui/tOqKOjI9NFcIXm9BbN6T1+yao5vUVzeovm9BbN6S1+yRn5kpyqoqIizjjjDM466yyeeeYZfvGLX3DcccexePFiOjo62LJlC93d3VxyySXMmzePr371q71OtTrssMOSdu6AHTk1ZswYHn74YaZOncqoUaOiy9asWcP999/Pcccdx4knnsj27dvZsGEDxhh+8pOfcMwxx7BkyRK2bdtGXV0dAPvttx8zZ86kp6eHT3ziE9HRI7ku9jStyOlZQK8Onpdeein6eGyn1po1a1izZg3HH3888+fP54MPPmDDhg28+OKLfPrTn6aoqIji4mI+85nPsHbtWmbMmMGzzz7LypUrWbt2bdKOz8i+5s6dy86dO2lubu4zw8SJEznqqKOi5YuM9EokURkibfczn/kMYEf7ROYYWrNmTcK2uXbt2uhrcfDBB3PwwQf3WcZUuTKCR0RKgOOA8wCMMSEg5Ma++1JVVZXpIrhCc3qL5vQev2TVnN6iOb1Fc3qL5vSWbM/5yCP3p7TeokWfio7mSWSgHTwAeXl50dEiv/vd75gyZUqv5VdffTUVFRX87//+Lz09Pey1117RZbEdNsksWbKESy+9lJtvvrnX48YYrr766l6TCwPcc889NDQ0sGbNGgoKCpg1a1b09KXI1dAKCgrIy8vLqnlbhuLUU0/l+9//Pq+//jodHR3MmjUL2HMy6URXmjLG8B//8R+cd955vR6PnJIVb/LkyWF7rPcAACAASURBVKxZs4Ynn3ySH//4xyxYsCB6Glhf+xIR8vPze3U6Reol2frJJCrDt7/9bQBGjBgB2OyR+k3WNvvbz2C5dYrWAUA98FsRmQW8AlxsjGmLrFBXV8eyZcvIz88nHA6zdOlSVqxYQU1NDUVFRQQCAVpaWqioqGD79u0YY6ioqKC2tpbi4mLAnvNYWVlJfX09IsK4ceOor6+npKSEcDhMW1sbVVVV1NTUUFBQQFtbG8FgkNLSUkKhEO3t7dHlwWCQ0aNH09jYyNixY2lvb6ejoyO6fOTIkRQWFtLU1ERZWRk7d+4kFApFlxcWFhIMBmlubqa8vJzm5ma6urqiy9OVqbS0lIaGhl6ZwuEwgUDAU5kS1VNnZyelpaWeypSontra2th77709lSlRPdXX1zNt2jRPZUpWT6FQiKKiIk9lSlRPu3btoqqqylOZEtVTU1MTU6ZM8VSmRPX08ccfM3XqVE9lSlRPH374Ifvss4+nMiWqp/Xr11NeXu6pTInqaevWrRQVFXkqU6J6am1tJRgMeipTonqKfMb1UqZE9RQKhSguLs6aTG1tbYwaNQpjDD09PRQUFNDV1YWIRL/Y5ufn09PT02t5Xl5etGMj8p3PGBNdHlk3HA4nXB7pzIldHlnnuOOO49Zbb+Wqq66ip6eHd999lxkzZrBjxw4mTpxIV1cXDzzwAOFwmM7OzmjZQqFQtMyBQCCaCWwHwKJFi9i2bRvz5s2joaEBYwydnZ0sWLCAVatWcfTRRzNixAjWr18f/Xw+btw4AoEATz/9NJs3b6a7uzu6zVAoRHd3N8YYwuFw9HWLzQR2PqKurq5oJ0k4HKagoCDaaZCozAUFBYP7pt6H2Nc4WT0Eg0GOPvpoLrroIk4//fRopkidhkIhjjjiCB566CGWLFnC/fff3+t1vPLKKzn99NMpKSlh8+bNjBgxgjlz5vDNb36Tb37zm3R1dfHnP/+ZX/7yl1RXV1NWVsaSJUsIBoM8+OCDdHZ29mp7xhgefvhh5syZwyuvvMLo0aMpLCxk77335oknniAcDvPqq69SXV1NT08P3d3d0RE1hx12GA899BCHH344nZ2dGGMIhUJ0dXVF28THH3/M6NGjOeOMMxg1ahR33313tLMo0rYi2cPhcLRtXnnllRhjePfddznooIOYM2cODzzwAHPmzOH999/n7bffJhQKRZ8fm6mrq4va2tpex4hkJLYXK11E5HDgRWCeMeYlEbkeaDHG/CCyztq1a8306dPTXpZYtbW1VFZWurrPTNCc3qI5vccvWTWnt2hOb9Gc3qI5vSXbcra0tKRlTqCurq4Bd1JcffXVFBUVcf755/Pd736Xl19+GWMM++67L/fddx8bNmzgK1/5CoWFhRx77LHcdtttbN68meeee46bbrqJ++67L+F2E13yOvZy2j09PVxxxRU8/vjjGGMoLy/nrrvuoquriy984Qt0d3dzyCGH8NJLL/Hggw8CRJ/b1dXFLbfcQltbG9/5zncG/4JlkT//+c98+ctf5sUXX2Tq1KmAnafozTff5JprrqG6uprly5cTDodZvHgx1157bfQUpltuuYU777wTsKfd3XrrrUyaNImbb76Zu+++G4Bzzz2Xf//3f+epp57ihz/8IXl5eRQUFPDzn/98j8uKL168mCOOOILnn3+enTt3cuONN/LJT36S9vZ2vvjFL9LQ0MDs2bN58cUXo3Xz+c9/nrlz5/Lyyy9zwAEHcMsttzBq1Khely6PtInXXnttjzIccsghHH744dE28+qrr3L55Zfz2GOP0d7enrBttre3c+GFF7J+/XpmzpzJRx99xNVXX53wMumJ3nPr1q17ZeHChYfHr+tWB08V8KIxZn/n/rHAd4wxn46sk4kOnnQdnLKN5vQWzek9fsmqOb1Fc3qL5vQWzekt2ZYzXeWJjMjyOs2ZXrGdMm5Jd9aBdPC4MsmyMaYG2Cwi05yHFgLvuLHvvjQ1NWW6CK7QnN6iOb3HL1k1p7doTm/RnN6iOb3FLzm9MidNfzSn92RTVtcukw5cBNwtIkHgI+CrLu47odghd16mOb1Fc3qPX7JqTm/RnN6iOb1Fc3qLX3Lm57v51TRzNGd6PfbYY67vM5vq1LXLpBtjXjPGHG6MOdQYc4YxJuNd0Tt37sx0EVyhOb1Fc3qPX7JqTm/RnN6iOb1Fc3qLX3JGJhj2Os3pPdmU1bUOnmwUCmX8Su2u0Jzeojm9xy9ZNae3aE5v0Zzeojm9JdtyikhayuTG3LDZQHN6TzqzhkKhAV1OPXvGEmVAVVVVpovgCs3pLZrTe/ySVXN6i+b0Fs3pLZrTW7ItZ3FxMa2trXR0dAzrdiOXMPc6zek96cwqIhQXF6e8vq87eGpqathvv/0yXYy005zeojm9xy9ZNae3aE5v0Zzeojm9JdtyigijR48e9u1WV1dnVc500Zzek01ZfX2KVmFhYaaL4ArN6S2a03v8klVzeovm9BbN6S2a01s0p7doTu/Jpqy+7uAJBoOZLoIrNKe3aE7v8UtWzektmtNbNKe3aE5v0Zzeojm9J5uy+rqDp7m5OdNFcIXm9BbN6T1+yao5vUVzeovm9BbN6S2a01s0p/dkU1bX5uARkY3ATiAMdBtjDndr38mUl5dnugiu0Jzeojm9xy9ZNae3aE5v0Zzeojm9RXN6i+b0nmzK6vYIngXGmE9kQ+cOZFdPWzppTm/RnN7jl6ya01s0p7doTm/RnN6iOb1Fc3pPNmX19SlaXV1dmS6CKzSnt2hO7/FLVs3pLZrTWzSnt2hOb9Gc3qI5vSebsrrZwWOA1SLyiohc4OJ+k6qqqsp0EVyhOb1Fc3qPX7JqTm/RnN6iOb1Fc3qL5vQWzek92ZTVtTl4gHnGmK0iMh54UkTeM8b8I7Kwrq6OZcuWkZ+fTzgcZunSpaxYsYKamhqKiooIBAK0tLRQUVHB9u3bMcZQUVFBbW0txcXFALS2tlJZWUl9fT0iwrhx46ivr6ekpIRwOExbWxtVVVXU1NRQUFBAW1sbwWCQ0tJSQqEQ7e3t0eXBYJDRo0fT2NjI2LFjaW9vp6OjI7p85MiRFBYW0tTURFlZGTt37iQUCkWXFxYWEgwGaW5upry8nObmZrq6uqLL05WptLSUhoaGXpnC4TCBQMBTmRLVU2dnJ6WlpZ7KlKie2tra2HvvvT2VKVE91dfXM23atJzJ9NkHNrh2MI24d8m+Ga+ngbS9Xbt2UVVVlfVtLxQKsfzJ7a7X52PnzsiKekr1/fTxxx8zderUnGh7majP3326KivqKdX30/r16ykvL8+JtjeUY8TWrVspKiryVKZE9dTa2kowGPRUpkT1FPmM66VMieopFApRXFzsqUyJ6qmtrY0JEybkTKbFd77j6t8VgNtPKs94PaXa9jZv3szkyZMzXk9uHPfa29upqKhwNVMyYoxxqz3u3qnISqDVGPPzyGNr164106dPd7UcDQ0NWTUhUrpoTm/RnNlp0apXXd/n6vNnu77PocilOtX67J/WZ9+0PrOT5vQWzektuZZT/7b0LdfqcygykXXdunWvLFy4cI+5jV05RUtEikRkdOT/wCLgLTf23ZdAIJDpIrhCc3qL5lS5SuvUW7Q+vcUv9ak5vUVzeotfcvqFn+ozm7K6NQdPJfCciLwOvAz8xRjzuEv7TqqlpSXTRXCF5vQWzalyldapt2h9eotf6lNzeovm9Ba/5PQLP9VnNmV1ZQ4eY8xHwCw39jUQFRUVmS6CKzSnt2hOlau0Tr1F69Nb/FKfmtNbNKe3+CWnX/ipPrMpq68vk759u/uTLmaC5vQWzalyldapt2h9eotf6lNzeovm9Ba/5PQLP9VnNmUdVAePiCwQkeOGuzBuy8QE05mgOb1Fc6pcpXXqLVqf3uKX+tSc3qI5vcUvOf3CT/WZTVlT6uARkWdFZJ7z//8G7gPuFZHvprNw6ZZNQ6nSSXN6i+ZUuUrr1Fu0Pr3FL/WpOb1Fc3qLX3L6hZ/qM5uypjqC5xDgRef/y4H5wFHA19NQJtfU1tZmugiu0JzeojlVrtI69RatT2/xS31qTm/RnN7il5x+4af6zKasqU6ynAcYETkQEGPMuwAiMjZtJXNBcXFxpovgCs3pLZpT5SqtU2/R+vQWv9Sn5vQWzektfsnpF36qz2zKmmoHz3PATcBewKMATmdPQ5rKpZRSSimllFJKKaVSlOopWucBO4A3gJXOY9OB64e/SO5pbW3NdBFcoTm9RXOqXKV16i1an97il/rUnN6iOb3FLzn9wk/1mU1ZUxrBY4xpBL4b99hfBrozEQkA/wd8bIz5zECfP9wqKyszXQRXaE5v0ZwqV2mdeovWp7f4pT41p7doTm/xS06/8FN9ZlPWVK+iVSAiPxKRj0Skw/n3RyISHOD+LgbeHXgx06O+vj7TRXCF5vQWzalyldapt2h9eotf6lNzeovm9Ba/5PQLP9VnNmVN9RSta4BPYa+aNcv59wTgp6nuSET2Bj4NrBpgGdNGRDJdBFdoTm/RnCpXaZ16i9ant/ilPjWnt2hOb/FLTr/wU31mU9ZUJ1n+HDDLOVULYL2IrANeB/4jxW38ArgUGJ1oYV1dHcuWLSM/P59wOMzSpUtZsWIFNTU1FBUVEQgEaGlpoaKigu3bt2OMoaKigtra2uis1a2trVRWVlJfX4+IMG7cOOrr6ykpKSEcDtPW1kZVVRU1NTUUFBRQWFhIdXU1paWlhEIh2tvbo8uDwSCjR4+msbGRsWPH0t7eTkdHR3T5yJEjKSwspKmpibKyMnbu3EkoFIouLywsJBgM0tzcTHl5Oc3NzXR1dUWXDybTsieGMqf14HoVbztxXFozJaqnc/6wOSM505kpvu2VlpbS0NAwqLaXl5dHS0uLq21vKJkW3/mO6/X5m5MrXK+nTGhsbHS17Q31uJefn09TU1NWvZ+SZcqEzs7OrKinVI8RHR0ddHR05ETby4Rt27ZlRT2l+n7q6Ohg69atOdH2hnKMAKiurs6ZTMuf3D6EVji4v6F3nTYx4/WUatsrLS2luro64/WU7uNeUVER27Zt81SmRPUUCATYsWNHzmTKhM2bN2e8nlJtex0dHezatSvj9eTGsbygoMD1z+XJiDGm34YkIh8Dh8Z08CAi5cAbxpgJKTz/M8CpxphviMh84Nvxc/CsXbvWTJ8+vd+yDKfq6mr2228/V/c5FItWver6PlefP9v1ffol52Bpu+2fttvslEttV+uzf1qffdP6zE65llPbbt9yrT4HS3NmJ31/9i3X6nMoMpF13bp1ryxcuPDw+MdTPUXrQeAxETlJRA4SkZOBPwAPpPj8ecBpIrIRuA84QUTuSvG5aVNSUpLpIig1YNpuVa7StustWp/e4pf69EtOv/BLfWpOlYv8VJ/ZlDXVDp5Lgb8DNwOvADcCa4D/TuXJxpjLjDF7G2P2B84GnjbGfGngxR1e4XA400VQasC03apcpW3XW7Q+vcUv9emXnH7hl/rUnCoX+ak+sylrSh08xpiQMeZyY8xkY8woY8wUY8wPjDGd6S5gOrW1tWW6CEoNmLZblau07XqL1qe3+KU+/ZLTL/xSn5pT5SI/1Wc2ZU11BA8icqKI3C4ijzn3DxeREwa6Q2PMM/Hz72RKpibHUmootN2qXKVt11u0Pr3FL/Xpl5x+4Zf61JwqF/mpPrMpa0pX0RKRi4CLsZc4/6zzcDtwAzA3PUVLv5qaGt9M/OR5xkBPt/03XqAAIpeuC3clXKejo4O8vDyCwSAAPT09fV5Jp6AgSCBg+0e7uroJh7sTricijBgxotd+kgkE8ikosG/JcDhMV1dXwvU2bdrMlCmTo5fj6+wMYUxPwnWzIVNUT4+to6Qr919PtgB5ENmuMXbdOJEyuVpP3Qle22HMtHub+XZ9NzIlMGLEiEG3vU2bNrPvvvvssW4m309JMyWqz0HWEz1he0scyrYTNzIlMJRjRHX1poT1mY1tL2F9wqDrKen2APIC9pbuTEkM9v2UrD4h+9reUI4RkeNQrmQi3DWotjeUv7mxr1s2fI7oq562bt3KAQcckPT5XuGX7yx+yekXfqrPbMqa6mXSLwEWGmM2ikhk3p33gGnpKZY7CgoK+l9JZb1AzXpGvPsUee0tCZe3nngJFIwEYOT/PUR+Y/Ue65yzGubOPZpvf/sSAGpr61ix4uKk+1y58vsceuhMAO699z7+8IfHEq5XVVXJL395Q/T++ed/nV272hOue+6557BkyekArF37Etddd33S/d95528pKhoFwJVX/pQ333wr4XrZkAn2BSC/Zj0jX/tj0v2nUk8AXXtNp3P2GQDIrh0UPXvrHuucszq9mRLVU3GaM0W0zzmbcPn+rmRKJJfa3lAyJarPwdZT8P1/EPzopYTr9Ywaw675X3clUyK5Xk+pZkpUnzD4eip6+makO/FZ6p3T5tN14FFpz5TMYOtp5cqfJP2irW0vc5lGDbLtDeVvbuRvaLoyDWc9iQjl5eVUVo7nP//zEkpL7USndXV1FBaOYvToZO/+3OKX7yx+yekXfqrPbMqaagfPaGCz8/9IF38B0MfPCNmvtLQ000VQAxHuJtC0hUDDv+gpqaJ7wkH28YKR5LW3YPICu3+JTSYvHxPY8w04Mj8v+gsR2B+1Yn9dihf5JQ/sr0vJ1o386rX7/gjC4cS//OXn795/Xl5e0m2auFEgBQUFSdfNpkxGJOFrn1CSerLLAr3uJqtPcLeeOroTr7975aFlispg24s30LZnjOlVJ7uXZ1+mhPU5yHpC8pKua/J6P54N9ZRMfD0Fg8GE9ZmNbS/p+3OQ9WQC+ZBkFAd5eTH/zXw9pfp+irxHE8m2tjeUY0TkOJQrmXYNsu0N5W9u5G8oZNfniET1FAqFqK+vp6GhgVGjRkUfv+GGm3nnnfcoKiqisnI8lZXjqaqqorJyPFOmTGbSpP2T5shGfvnO4pecfuGn+symrJLsj3mvlUQeAl41xlwhItuNMeNE5FLgE8aYc4ajIGvXrjXTp08fjk2lLBPXqx+KRatedX2fq8+f7fo+ozmNIa+llkDDRntr2oI4w427Kw6k44jP2fXC3eS1NtBTUtn7w/oAZCLnYGm77V9G262LcqndQm61Xa3P/ml99k3rMzvlWk5tu33bsGEDhYWjaGxsZObMQ6KP//jHV/Dee+8nHJV26qknc/75XwXsqYl33HGn0wFUSWVlZfT/sR1GmZZr7Xawci2nvj/7lmv1ORSZyLpu3bpXFi5ceHj846mO4LkIeExElgOjRWQ90AIsHsYyui6betqUFdvhOOL1P1Ow9e1ey8OjxxMu35/w+AN3PxjIp6c0eya2SjdttypXadv1Fq1Pb/FLffolp1+UlZUxZswYJkzYq9fjl1/+PYwxtLTspLa2lpqa2ui/M2YcFF1vy5aPef31NxJue/To0Vx33TWUlY0D4O2338EYQ2VlJePGjYvON+QGv7Rbv+T0Cz/VZzZlTamDxxizTUSOAOZgJ9TYDLxsks0ylyP6mihOuaOtbRdvvfU2r7/+Bq+//iYXXPC16LKeMRPo2b7JduiUTyJcth9mRFEGS5sdtN2qXKVt11u0Pr3FL/Xpl5x+0Vd9igilpSWUlpYwdeqUhOsccsjBfO9736Gmpoba2jpqa+ui/29ra4vO6QNw1133sn79+4A9dWz8+AoqKyupqqpk1qyZzJlzxPCGi+GXduuXnH7hp/rMpqypjuDB2KEVLzk3T2hvTzyhm0ofYwzvvvser7/+Jq+//gYffvghPT27R+289dY7RObu7tp3Nl37HTbo0668StutylXadr1F69Nb/FKffsnpF0Otz9LSEj75yT1PeTHG0Nzc0msOoMmTD0REqKmpZceOHWzduo2tW7cBEAgEoh08H3zwIVdeeY1zytf4Xqd9VVZWMnbsGPLyBjb6xy/t1i85/cJP9ZlNWZN28IjIZnZPqJyUMWbf/tYRkZHAP4ARzj4fMsb8cADlTItsul69VxljqKmpZa+97GstItx446+ora0F7B/Egw6awqxZM5k161AmTz6Q3/3WGSo7wD9+fqHtVuUqbbveovXpLX6pT7/k9It01aeIMGZM71Muli07L/r/jo4O6urqo6d+HXDApOiymppampubaW5ujo74iXXLLTcxfnwFAGvWPEtra2t0AujKyvEJJ6f2S7v1S06/8FN9ZlPWvkbwfCnm/0cAXwFuAKqB/YALgd+nuJ9O4ARjTKuIFADPicjfjDEvDqLMwyabrlfvJU1NO3jjDTtC54033mT79iZWrbqFcePGArBw4Xyam1uYNWsmBx88g8LCwgyXOLdou1W5Stuut2h9eotf6tMvOf0iU/U5cuRI9t13H/bdd589ls2bdzQHHTQ9Zu6fuuj/GxsbKSsri677+OOr+eCDD3s9f+zYsVRWjmfevKP59KdPAeCjjz5KeqUxgClTpjBihL062aZNm2lpaUm4XlFRUfQKYuFwmHfffS/pNvfee+9oJ1d9fUP0x9l49sfa3RfKef/9D5KerlJeXhb9Itza2srGjdW9ltfW1lJZWZkzmQKN1fSMLMEU2e84dHUQaEm8TYDwmAngXLEub2c9EtqVcD1TMNJePAagp4dA0+bosrfe6n0VukzUU6y+6im2PrO97aWaKVZspmz625K0g8cY82zk/yJyM3CSMebjmMf+BjwOXNvfTpzTu1qduwXOrf/Ld6VZ/GUa1eDt2NHMo4/+kddff4NNmzb3WjZmzBhqa2ujHTyf/ezSTBTRM7TdqlylbddbtD69xS/16ZecfpGN9ZmXl0d5eRnl5WUcfPCMPtc94YT5HHDApGgnUF1dPU1NTTQ1NfWaN6impo4bb/xl0u3cfPP10dHyDzzwMC+8sDbhejNnHsKPfvQDwI5CuvzyHyfd5re+dTHHHDMXgOeee54777wn4XqjRo3irrt+G73/i1/cSE1N4i/kZ5yxmC9/2Y4h+Oijf7Fy5U9yOlMhEDrgSELTFwAQaK6h8OX7ku6/7fh/i3YGFXz4PAXbEndydJftR8eRX7B3wiEKX7o3uuzyuMlStJ6yI1M2HYtSnYNnArs7aCJagYmp7khEAsArwGTgZmNMr+ZZV1fHsmXLyM/PJxwOs3TpUlasWEFNTQ1FRUUEAgFaWlqoqKhg+/btGGOoqKigtraW4uJiW6DWViorK6mvr0dEGDduHPX19ZSUlBAOh2lra6OqqoqamhoKCgooKCigurqa0tJSQqEQ7e3t0eXBYJDRo0fT2NjI2LFjaW9vp6OjI7p85MiRFBYW0tTURFlZGTt37iQUCkWXFxYWEgwGaW5upry8nObmZrq6uqLLB5MpE6qrq/fI1NTUREvLTj7+eCsHH3wQVVVV1NbW8Je//I2enh6CwQIOOmg6kyZNYtq0KRx66Ezq6upobGxMqZ4ylXO46imVtldaWkpDQ8Og2h5AS0uLq21vKJkyYcuWLa7XUyY0Nja62vZGjhzJuY9tHWKpawb8jD+cMy2tmRIdyzOhs7MzrZnScYzo6Ohwre0NJVMmbNu2zfV6+trjQ/2sMPDX6rYTx2X0s9FA2153d3evzzbZ9H5KlCkT6urqXK+n5U9uH0KJB/cej227bn02+tKfPo4rRTkEyu03rQmA6UE6dpLX1sS9TcXc41yGO695FyPG7TlaKOK8h9/HjLTzARXUB8iPWXfqWPudp7u7m7KycXR0dFBbW0t+fj5Tp04hHA4TDAbp6goBQn5+Pl1dXeTlCQ0NDc5k06UceOABiOxenp+fT09PDwUF+dG/X8FgkEmT9ufjUOIvu/d9EOKuaKaaQWeK9crOQhatepXbThyX1kxFRUXR5fb7TpC3atvoKRwTLYspGEm4j0wEdn/17ikuT7puz+jxu+9IXq/1po0rSGumUChEYWFh9LuGiDBlyoH09Jjo8ry8PPLy8uju7qa7u5utW7fS1dXFXntVceCBBxAIBBCBrq4ugsERrra9dGfq7g4nfT+5/bk8GYm9LHXSlUTuACYBPwG2APsAlwGbjDFf6XcDvbc1BngUuMgY81bk8bVr15rp06cnf2IaZOJ69UOxyDkgumn1+bOj8+hETrl68823aWtro6RkNL/5za+jE8U98cSTTJw4gWnTplJQUDDofWYqZ67Qdtu/TNSn5kwfzZmdculY5Jf69EvOocildgv+qVPNmT6aM338knOwcu14OxSZyLpu3bpXFi5ceHj846mO4Pk6sBK4Bdu/vA14APjRQAtijNkhIs8AJwNv9bN6WmXqV/dcsm7dq/z617dTV9f7V6SqqkoOPXQmHR0djBo1CoCTTjoxE0X0HW23SqlsoMcilYu03SqllDv8dLzNpqwpdfAYYzqA7zi3ARORCqDL6dwpBD4F/HQw2xpO7e3tlJSUZLoY2SHcTaBpC4GGjfQUjaN7n0MBKCkpoa6unuLiImbOPIRZsw5l1qxDqawc388GVbpou1VKZQM9FqlcpO1WKaXc4afjbTZl7esy6ccZY/7h/P+EZOsZY55OYT97Ab9z5uHJAx4wxvx5oIUdbh0dHZkuQuYYQ97OOgING+1t+2akpxuA8Lh9oh08kyZN4pprrmTSpEkEAnrZ8mzg63arlMoaeixSuUjbrVJKucNPx9tsytrXCJ5fishM5wpYtydZxwAH9LcTY8wbQNadMJhN16t3hTEgAsCIt56gYPNrvRaHR48nXL4/4YrdVRoI5DF58oGuFlP1zXftVimVlfRYpHKRtlullHKHn4632ZS1r8ukHyIi20TkTuA0Y8ybLpbLFQ8//Gh0/ph4U6dOYcaMgwCoqanlxRdfSrgewKJFn4pu56WX/sm2bdsSrjd+/Hjmzj0KsL18jz++Ouk258w5nAkTJgCwfv37vPvuexR8lODqNXn5dO3/yejd/OpXkXDvK8BIezP5DRvpnHY84appAITHTiBQv8F26JRPv6NiFQAAIABJREFUIly2H2ZEUdLyqOxRU1PjmwnLlFLZS49FKhdpu1VKKXf46XibTVn7m4Pn68CXgJdE5D3gDuAeY0xDugvmhqeeWkNT046Eyz772SXRDp6tW7fy+9/fnXQ7xxwzN9rBs2bNs7z88j8Trjd79idiOng6+9xmVVVVtIPnjTfe5N57H2BEgvV6gqN6dfAEN7xAXsfOhNsMNG6KdvB0TzyE7okzoyN6VO4YOXJkpouglFJ6LFI5SdutUkq5w0/H22zK2mcHjzHmj8AfnUubnwWcC1wjIquB3wF/MsZ0pb+Y6bFgwfGEwz0Jl8Vesn38+PGcfvripNspLCyM/n/OnMPZa6/EQ7QmTNgr+v8RI0b0uc3YbUydOoXTT1/Mg2/U7rlioPflyLv2/QTS1dnrMVMwknDZvvSU7t4/ovPp5KrY9qaUUpmixyKVi7TdKqWUO/x0vM2mrKleRWsHcCtwq4hMwnb0/D/nsfL0FS+9jj12XkpDqfbeeyJf+cqXUtrmCSfMT2m9wsKRKW8zcuWqu1e92u+6XZPnpbRNlbuampqyZpZ2pZR/6bFI5SJtt0op5Q4/HW+zKeuAhnGIyAjgCOBIoBLI6Xl5ysrKMl0EpQZM261SKhvosUjlIm23SinlDj8db7Mpa0odPCJyjIj8GqgFfgK8CEw1xixIZ+HSbefOxHPVKJXNtN0qpbKBHotULtJ2q5RS7vDT8TabsvbZwSMiK0VkA/CY89CnjTFTjTH/Y4ypTnUnIrKPiKwRkXdF5G0RuXgohR4uoVCo/5WUyjLabpVS2UCPRSoXabtVSil3+Ol4m01Z+5uD5yjge8AfjDEdQ9hPN/Cfxph1IjIaeEVEnjTGvDOEbQ5ZNl2vXqlUabtVSmUDPRapXKTtViml3OGn4202Ze1zBI8x5mRjzH1D7NzBGLPNGLPO+f9O4F1g4lC2ORxqamoyXQSlBkzbrVIqG+ixSOUibbdKKeUOPx1vsylrSlfRGk4isj8wG3gp9vG6ujqWLVtGfn4+4XCYpUuXsmLFCmpqaigqKiIQCNDS0kJFRQXbt2/HGENFRQW1tbUUFxcD0NraSmVlJfX19YgI48aNo76+npKSEsLhMG1tbVRVVVFTU0NBQQF5eXlUV1dTWlpKKBSivb09ujwYDDJ69GgaGxsZO3Ys7e3tdHR0RJePHDmSwsJCmpqaKCsrY+fOnYRCoejywsJCgsEgzc3NlJeX09zcTFdXV3T5YDJlQnV1dVozJaqnTOVMZ6b4tldaWsqSe98fQom3D+pZt504Lq2ZGhoa9ng/ZcKWLVvSminRMSITGhsb05op0XEvE3bt2pXWTImO5ZnQ2dmZ1kyJjuXLnxzcsWS3gT//gc9Ocv1vbiZs27bN9c8RmRD7OcGtz0ZfeHTTEEs9uNfqkbOnuPJ5L/ZYngl1dXWufN6LPZZnQmzbdeuzUaZyuvF5L/ZYnqmcbnzeiz2WZ8LmzZtd+bwXeyxfet8HQyjx4I6395yxjyuf92KP5V/608dDyDm4rI9+YeqgMyUjxpihpBgQESkGngWuMMY8Erts7dq1Zvr06a6VBWDHjh2MGTPG1X0OxaIULpM+3FafP9v1fWrO9NGc6aM500dzpo/mTB/NmT6ZyAn+yao500dzpo/mTB/NmT5Dyblu3bpXFi5ceHj84wO6TPpQiEgB8DBwd3znTqY0NzdnughKKaWUUkoppZRSQ+ZKB4+ICHA78K4x5jo39pmK8vLyTBdBKaWUUkoppZRSasjcGsEzDzgXOEFEXnNup7q076R0BI9SSimllFJKKaW8wJVJlo0xzwHixr4GoqurK9NFUEoppZRSSimllBoy1+bgyUbZdL16pZRSSimllFJKqcHydQdPNl2vXimllFJKKaWUUmqwfN3BU1RUlOkiKKWUUkoppZRSSg2Zrzt4AoFApouglFJKKaWUUkopNWS+7uBpaWnJdBGUUkoppZRSSimlhszXHTwVFRWZLoJSSimllFJKKaXUkPm6g2f79u2ZLoJSSimllFJKKaXUkLnSwSMivxGROhF5y439pcoYk+kiKKWUUkoppZRSSg2ZWyN47gBOdmlfKdNTtJRSSimllFJKKeUFrnTwGGP+AWTd+VC1tbWZLoJSSimllFJKKaXUkOVnugARdXV1LFu2jPz8fMLhMEuXLmXFihXU1NRQVFREIBCgpaWFiooKtm/fjjGGiooKamtrWf7kUPqOBvfcOxdPoLCwkKamJsrKyti5cyehUIiqqipqamooLCwkGAzS3NxMeXk5zc3NdHV1RZf3l6m4uBiA1tZWKisrqa+vH0LGwauurk5rJhFh3Lhx1NfXU1JSQjgczljOdGZqa2uLbrOgoIDS0tKM5UxnpoaGBkpLSwmFQrS3t1NVVZWRnFu2bElrppqaGoLBIKNHj6axsZGxY8dmJGdjY2NaM7W3t9PR0RFdPnLkyIzk3LVrV1ozJTqWZ0JnZ2daMyU6lmfCjh070pop0bE8E7Zt25bWTImO5ZkQ+zkhHZkSHcszpbW11ZXPe7HH8kyoq6tz5fNe7LE8E2LbrlufjTKV043Pe7HH8kzldOPzXuyxPBM2b97syue92GN5JjQ0NLjyeS/2WJ4JbW1tg86UjLg1D42I7A/82RhzSKLla9euNdOnTx/UthetenXwBRuk1efPdn2fmjN9NGf6aM700ZzpoznTR3Omj+ZML79k1ZzpoznTR3Omj+ZMn6HkXLdu3SsLFy48PP5xX19FSymllFJKKaWUUsoLtINHKaWUUkoppZRSKse5dZn0e4G1wDQR2SIiy9zYr1JKKaWUUkoppZQfuDLJsjHmC27sRymllFJKKaWUUsqP9BQtpZRSSimllFJKqRynHTxKKaWUUkoppZRSOU47eJRSSimllFJKKaVynHbwKKWUUkoppZRSSuU47eBRSimllFJKKaWUynHawaOUUkoppZRSSimV41zr4BGRk0VkvYh8KCLfcWu/SimllFJKKaWUUl7nSgePiASAm4FTgBnAF0Rkhhv7VkoppZRSSimllPI6t0bwzAE+NMZ8ZIwJAfcBp7u0b6WUUkoppZRSSilPc6uDZyKwOeb+FucxpZRSSimllFJKKTVEYoxJ/05EPgecZIw537l/LjDHGHNRZJ2//vWvO7dt2xbtcCopKakfN25cQzrLtX379vJ07yMbaE5v0Zze45esmtNbNKe3aE5v0Zzeojm9RXN6T4ay7rdw4cKK+AfzXdr5FmCfmPt7A1tjVzj11FNHu1QWpZRSSimllFJKKU9x6xStfwJTRGSSiASBs4E/ubRvpZRSSimllFJKKU9zZQSPMaZbRC4EngACwG+MMW+7sW+llFJKKaWUUkopr3NlDh6llFJKKaWUUkoplT5unaKVtUTkq5kuw3ASkekislBEiuMePzlTZXJTfG6Vm0RkXKbL4BYROS3TZXCDH+pURCaLyJkiMiPTZRlOIjIm02Vwi4jkx/y/WEQO92rbFZEKEZktIjO9+rfT+Uz03yJyg4hc7/z/oEyXyy36GddbvPo+9Ruv/k2J55fPt5B9der7Dh7gR5kuwHARkW/y/9k78/gqqrOPf5/sG5AVAoR935FFthhBUEERWbTVulRFayu11rda6/JaWltLVV61Ll3Eql3cAUVBQUREFFBEUMO+7yEJISH7dt4/ZhJuws1GbnJz5z7fz+d+7r0zZ848vzvPzD3zzDnPgXeBO4HvReRKl9WPeseqZmertw3wFHaje72IHBKRf4hIjMu6L71pmycRkXEisk1EUkVklIh8BGy0dY/xtn2eRERmVnvNAv5R8d3b9nkKEXnI5XN/EdkJfC0i+0VklBdN8ygi8omIxNufbwCWAVOAN0Tkzlo39i0yRGSliMx2crBHRG4C0kRkp4hMAb4F/gxsEZFrvWqcB7HPyZXAOmADsAD4TkReFpE23rXOc4jIfcDrgABfYuWDFOA1EfmNN21rRrSN6yy0jetj+Esb11/at+AbbVy/GKIlIt/WtArobYwJbU57mgoR+Q4YY4zJFZGuwNvAv40xT4vIN8aY87xqoIcQkf+paRXwoDGmRUVRzxURWQv8AVgP3ArcDEwzxuxx2PH8EpgNRAHvAdONMWtFZBjwjDFmnFcN9CAiUgp8CJzA8leAq7DOVWOMucVbtnkSEdlkjBlmf14KPGuM+UBEzgeeMsaM9a6FnkFEvjfGDLQ/fwVMNsZkikgEsN4YM9i7FnoG+7/lfuBaYDKwFngNeNcYU+BN2zyJrXMC0ArYApxnX2/bAR856HiuB35sjNlhn5NzjDE/FpHbgEuNMVd52USPYDe6BxhjSqotDwFSjTG9vGOZZ9E2rrZxfRFt4zqrjesv7VvwjTZuc02T7m3aAZcCWdWWC/BF85vTZAQaY3IBjDH7RWQ88LaIdOHMyeYEHgUeB0rdrHNSr7QoY8yH9ucnRORr4EO7p4CTIrPBxpjvAEQk3RizFsAYs0lEwr1rmscZA8zDepL8N2OMEZHxxhhHdaOvRgdjzAcAxpgvHXZMS0SkozHmCJAL5NnLi7AmFHAKJcaY94H37eN3BdZsmM+JyHJjzI+8a57HKDPGZGD1WMo1xuwBMMakiTjpL5RwY8wOqDwn/2Z/fkFE7vauaR6lHOgAHKi2vL29ziloG1fbuL6ItnGd1R7yx/YttNA2rr8EeN7HupBsrr5CRFY3vzlNxnERGVqh037KMRX4JzDIu6Z5lE3AO8aYr6uvEJFbvWBPUyEi0sYYkw1gjPnE7vK4EHDEExwb1wbL/dXWhTSnIU2NMeYrEbkYq4v5KnsIgZMaMhV0F5ElWI3uJBGJMMbk2+uCvWiXp7kbWCEiC4FUrGP6IXAB8JJXLfMslTdPdo+dN4E37eE8071mlec5KCJ/wurBs11E5gOLgEnAMa9a5ln2iMj/Ah8DM4HNACISjLPahb8EPhaRXcAhe1lnoCfwc69Z5Xm0jattXF9E27gOauP6UfsWfKCN6xdDtPwFEUkCSo0xx92sG2eM+dwLZnkcEekDZNpPWquva2eMSfOCWR5HRH4E7DXGrK+2vDPwv8aY27xjmWcRKwnbSpeLY8XyHsAsY8xj3rGsaRGRDsBTwAhjTHdv2+NJROTCaou+thvj7YCrjDHPecOupsAOcvwI6I11c3wYa+jSdq8a5kFE5B5jzBPetqOpEZHWwBysRumzWL0ibsbqAfIHY4wjgjxi5VF6AOiPNRRtnjHmtO3L/ar/5/gyIhIAnA90xGqMHwa+MsaUedUwpcFoG1fbuL6IP7Zxndy+Bd9o4/p9gEdEoiq6fDoZf9GpKIqiKIpSG/7SJlKdiqIo/oeTxnKeK47JSF8H/qJTURRFURSlNvylTaQ6FUVR/AwnjbWukToy0kc1py1Nib/oVBRFURRFqQ1/aROpTmfpVBRFaSz+0oPnUSAGK3Gi6ysKZ/0G/qJTURRFURSlNvylTaQ6naVTURSlUfhFDx78JyO9X+gUkf8DFjoloV5NqE7n4S9aVaezUJ3Owl904idtIlSno3SKSCzWLG9HgRexEqKPAbYBjxpjsrxonsdQnarTV/EFrX6RZNmPMtL7i850rFlNEoA3gNeMMd941yrPozqdh79oVZ3OQnU6Cz/S6S9tItXpLJ3LgO+A1kA/+/ObwMXAEGPMlV40z2OoTtXpq/iCVr8I8CjOQkS+McacJyK9gGvsVyDwGlZDdadXDfQQqtNZOsF/tKpO1emLqE5n6VQUX0RENhtjhoqIAIeNMR2rr/OieR5DdapOX8UXtOqYVcUXMQDGmF3GmEeMMQOAHwBhwDKvWuZZVKezdIL/aFWdqtMXUZ3O0qkovkiAiMQAnYAoEekKICJxQIgX7fI0qlN1+iotXqv24FF8joqnj962o6lRnc7DX7SqTmehOp2Fv+hUFF9ERK4FnrK/3gH8DCso2x/4nTHmH96yzZOoTtXpq/iCVg3wKD6HiEQZY3K9bUdTozqdh79oVZ3OQnU6C3/RqSi+iogEYt2jlYpIEDAUOGKMOeZl0zyK6lSdvkpL1+oXQ7REZIad8RoRSRCRf4nIdyLyhogkeds+T+EvOmtrmIpI3+a0pSlRnc7SCf6jVXWqTl9EdTpLp4j8n4iM87YdTY3qdB7GmDJjTKn9udQYs9EYc8xJ5yeoTtXpu7R0rX7Rg0dEthpj+tuf3wDWA28Bk4DrjDEXe9M+T+EvOmtDRA4aYzp7246mRnU6D3/Rqjqdhep0Fk7SKf4zW5jq9BOcdH7Whup0Fv6iE1qO1iBvG9BMBLp87mmM+aH9+WUR+aU3DGoi/EKniPylplVAdHPa0pSoTmfpBP/RqjpVpy+iOp2lE2t2kxFyZraw/9jd6p02W5jqdJBOfzk/Vafq9FV8Qau/9OD5O5AG/An4A/CZMeYdEZkAzDXGXOhVAz2EH+k8DfwKKHKzer4xJr6ZTWoSVCfgIJ3gP1pVJ6A6fQ7VCThL5yZjzLBqywYD1wJXG2N6escyz6I6HafTX85P1ak6fRJf0OovPXh+DjwI7LC/3y0iecB7wA1es8rz+IvOr4DvjTFfVF8hInOb35wmQ3U6Syf4j1bVqTp9EdXpLJ1SfYEx5lvgW+D+5jenyVCdztLpL+en6lSdvkqL1+oXPXhcEZE2QJAxJtPbtjQlTtZpJ5IuNMbke9uWpkR1Og9/0ao6nYXqdBZ+pNMvZgtTnc7Cj85P1ekg/EUn+IZWvwvwVEdE+hpjtnvbjqbGX3QqiqIoiqLUhr+0iVSnoiiK/+EX06TXwQpvG9BMOEaniLQRkXkisl1EMu3XNntZi0hu5QlUp7N0gv9oVZ2q0xdRnc7SWQeOaRPVger0Mfzl/FSdqtNX8QWtfpGDR3wg27Un8BedwJvAKmC8MeY4gIgkAj/GmhbeKdPBq05n6QT/0ao6VacvojodpNNf2kSq01k68ZPzE9WpOn2XFq/VL4ZoiQ9ku/YEfqRzhzGmT0PX+Rqq01k6wX+0qk7V6YuoTsfp9Jc2kep0lk5/OT9Vp+r0SXxBq1/04MEHsl17CH/ReUBEfg28YoxJAxCRdsBNwCFvGuZhVKezdIL/aFWdqtMXUZ3O0ukvbSLV6Syd/nJ+qk7V6au0eK3+koPnKmCzuxXGmG7NbEtT4i86fwjEAZ+KyEkROQmsBmKBH3jTMA+jOp2lE/xHq+pUnb6I6nSWTn9pE6lOZ+n0l/NTdapOX6XFa/WLIVqKoiiKoiiKoiiKoihOxi968IgPZLv2BP6iE6wpMUVkoohEVls+2Vs2NQWq01k6wX+0qk7V6YuoTufo9Jc2kep0lk7wj/MTVKfq9F1aula/CPBgZbvOwsp2HWeMiQMm2Mve8qplnsUvdIrIL4B3gTuBVBG50mX1o96xyvOoTsBBOsF/tKpOQHX6HKoTcJBO/KRNhOp0lE5/OT9VJ6A6fRKf0GqMcfwL2HEu63zt5Uc6vwOi7M9dgY3AXfb3b7xtn+pUnf6uVXWqTl98qU7H6fSXNpHqdJZOfzk/Vafq9MmXL2j1l1m0DkgLz3btIfxFZ6AxJhfAGLNfRMYDb4tIF0C8aplnUZ3O0gn+o1V1qk5fRHU6S6e/tIlUp7N0+sv5qTpVp6/S4rX6yxCtFp/t2kP4i87jIjK04ot9kk0F4oFBXrPK86hOZ+kE/9GqOlWnL6I6naXTX9pEqtNZOv3l/FSdqtNXafFadRYtxecQkSSg1Bhz3M26ccaYz71glsdRnc7SCf6jVXWqTl9EdTpLp6L4Iv5yfqpO1emr+IJWvwnwiEhfoCOw3hiT57J8sjHmQ+9Z5ln8RaeiKIqiKEpt+EubSHU6S6eiKEpj8IshWj6R7doD+ItORVEURVGU2vCXNpHqBBykU1EUpbH4S5Ll24DhxphcEemKlQipqzHmaVpIMiQP4S86FUVRFEVRasNf2kSq01k6FUVRGoW/BHhafLZrD+EvOhVFURRFUWrDX9pEqtNZOhVFURqFXwzRwgeyXXsIf9GpKIqiKIpSG/7SJlKdztKpKIrSKPwiybIvZLv2BP6iU1EURVEUpTb8pU2kOp2lU1EUpbH4RYBHURRFURRFURRFURTFyfjLEC1FURRFURRFURRFURTHogEeRVEURVEURVEURVEUH0cDPIqiKIqiKIqiKIqiKD6OBngURVEURVEURVEURVF8HA3wKIqiKIqiKIqiKIqi+Dga4FEURVEURVEURVEURfFxNMCjKIqiKIqiKIqiKIri42iAR1EURVEURVEURVEUxcfRAI+iKIqiKIqiKIqiKIqPowEeRVEU5ZwQka4iYkQk2du2uCIig0TkSxEpFJH93rbnXBCRm0SktInqDhKRf4pIpn38xjdg27kisrsp7KrHvsfb9ibVUc6IyPXNZZcTaEp/8wQislpEFtRR5mURWenyvVl8taVeBxVFURT/RAM8iqIoShVE5F0R+bKGdSEikiEifwAOAe2BDc1qYN08BuQAfYGRXralJTIL+BFwBdbx+6J6ARFJamjwpxn4Asveo942xJOIyDQRWSsiJ0UkT0R2i8h/RaS1B+peICKrPWDmue6/IvhR8coWkQ0icmUz7P4JYLQnK7SPzdxqi5vtOmgHrSp+yzIROSUiX4vIYyLS6RzqWykiLzeBqYqiKIqX0ACPoiiKUp2/AyNFZIibdTOBGGCBMabMGHPcGFPSvObVSS/gU2PMfmNM+rlUIBbBHrarpdALOGKM+cI+fsXeNqg+GGOKbXvLvW2LpxCRi4BFwEdAMjAYmIMVoAxtRL0BIhLoESM9w5VYQZDRwDZgkYh4NPhSHWNMrjEmoyn3Ye+nua+D+7F+yyRgFPA4cCGQKiJjm8kGRVEUpYWiAR5FURSlOh8CB4Db3Ky7DfjIGLPf3dAEEWlnD5VIF5HTIvK5iKS4rF9r9/6p+P47u45JLss+FZHH7M9JIrLQ7jVUICJ7ReRed0ZX2AP0AH5v1zvXXtdHRJaKSK79ek9Eerpse5OIlIrIBBH5BigCLq1hP0H2k/R99jCwVBG5vVqZu0Rks72v4yLyuoi0r1amh4i8ZffcyBeRb0VkarUy40Rkk73+KxEZ7s4ml/IiIvfYv1OxiOwRkV+6rF8NPAJ0t3+f/TVUdch+/8RdORG5UkS22z1OPhGRHtXWDxeRFbb+dBFZJCJdarH7jyKyw83yv4rIevvzWUO07OP1rX0cvhWRCW7qqNUn7TKjRWSN7WNZIvKqiLR1WV9vP2wg04DNxpjfGWO2GmP2GGOWG2N+5hqcrId9c8XqXfJDEdkOFANvALOBC+VMr4+bajNGRCbZ/lwo1jDHYfbyVvZv96Nq5buKSLnU3dPrpB0E2YZ1DSnCCvogIvtF5KFq9brreRQgIvPsY5BjlwmvRctZQ7RsfZ/Z51O2WNeaHva6YSLygYicsP32KxGZ7LLtaqxry29dfs+u4v46WN/rTYPOb5uKgNIxY8wOY8zrWMHBVOAVEQmw99HNPu+O2vV/JyI3uNjwMjAR+LGLnvH2ujrPGUVRFKVlogEeRVEUpQp2D4kFwPWuN1D2jdAE4B/utrPLfgK0AqYA5wHLgI9EpJ9dbBXWTUUFFwHpFcvsOkbb5QCeB9oAk4B+WDesh2swvWKoxGHgz/bnJ+w6VwBhWE+6LwSigA9FJMRl+wCs4V2/whreVdOQiwVYPZlut236PfBnEZldrdw9wCBgBtAZeL1ihYgkYg05isG6yR8E/C/g2jslAPgTcBcwDMgC3hSRoBrsArgDK4AzDxiA9XR/nottM4H5nOkFUNMQtmH2+yw35doDPwOuA8YC0cA/XbT1Bz4F1gEjsI5xGZYfhNWwv1eA3iIyxqWeEOAH9rqzEJEOwPvA17a9vwKerlamTp+0j8UKLL85H2vo2kBgoUtVDfHDhnAM6Cki59dUoJ72AXTAOv43Af2Bm4FXsY5De/v1Ri22VPj/HfZ+TgBLRSTCGHParqt60Hc2sBvreNeXUqAEaGgPuauAOOACLN+bhnWe1wuxgsjLsfxlDFbvl3+52NEa6xwdj+VPy4ElItLbXj8T67yZz5nfsyIQ6rqfhlxvGnp+u8XuPTQf6MmZczcK+BiYjHV9+QfwkpwJgt4FfAa86aLni3pexxVFUZSWijFGX/rSl770pa8qL6zGfglwo8uyP2HdkAbZ37sCBki2v9+EdRMaVK2uVcBT9ufxWDd4rYEIrCf5vwK+tNdfjNX7INL+vgWY20Db9wMPuXyfDeQD8S7L2gEFFfps2w1wQR11d8MKwvSttvxhrJ4YNW13nl1/R/v7I8DxCp1uylfYM8xl2Wh7WZ9a9nMIeKzasieBvS7f5wK769CZZO9rfLXlc+3jl+Cy7Br7Nwmzv78MvF5tu1D7GEyvZZ/rgb+6fJ9p+0esi+8YIMn+/gesnmZBLttMtctc3wCffMQuE+KyfohdT8q5+mE9fTUCWGLv6xjwDtaNd5xLmfrYN9c+Bp2r1b8AWF0POyr8baLLshggF7jV/j7MLtPL/h5o+9u9tdTblarXiDDbVgNMdne+urMbWG2XC3RZ9hPbPyquFS8DK2vyc6xgxvsNPD5bgAddvu+u7gduNDbketPQ87uKpmrr+trb/6CW7d8FXnD5vhJ42Y0v1HrO6Etf+tKXvlruq0X14BFrVo8TIvJ9PcreZHcd3Wy/bm0OGxVFUfwBY8wxrN4Rt4E1LAmr4f+SMaam2XZGAonAKZehCblYT9x72WXWYQVwUuzlB7Ceop8nIm2went8aYzJs8s/BTwgVmLWP5/jMIEBwFbjko/DGJMG7LDXufJVHXWNAATYWE3jAy4aK4YTLReRQyJyGlhrr6oYpjQc+MJFpzsM1g1mBUfs93buCouVlDcJWFNt1adAVxGJqENbfTlqquY2OoL1m1QMGRoJzKj2+2Ri3dz3omb+BfzQpZfDDcB7xpiTNZTvj+Urrv64tlqZ+vjkAGC9cclFZIwLRZn5AAAgAElEQVTZAmRzxj8a5If2UB/X/bnFGJNvjJmGFTi8HyuB9P3ADpfeEvWxDyDNGHOwNrvqwTqXfWRh5cvpb3/fBGwEKtpbU7B80W0Pq2qssH+HPODnwN3GmA8baNuXxpgyl++fAyFYw6bqw3CsnjVuEZEEEXlerKGHp2x7B3DmnK0v9b3eNOj8rgfiUi8iEiHWkLZUsYaB5gKXUbee+pwziqIoSgulwd1Am5iXgWexGnn14Q1jzM+bzhxFURS/5u/AB/aNZj+sG4/apioOwLohnOFmXT6AMaZIRL7AGpJVDKwyxqSLlTdkPFaAZ3nFRsaYl0TkQ6xhBhNsexYbYxo6DbZxs0yqLS8zxhTWUU/Fg5GxFZqq70NEOmMNafg31vCtDKzAy0qsG9LabHKlvNoNbUX5uh7OVK9X3JY6d6onZa5uVwCW9nluts2spd7XsXobXSEin2DdjF5dS/nqxw833+v0yRq2q7L8HPzwVqDG/DBn7cSY/VhtoJdF5EFgJ/BrrGFWddpnU1uw8Fyp7jt/Ax4VK2fOrcA7xpgT9ajnZqyhUdnm7MTn5W72U5/hW+fi17Wdcy9jDaX8NbAPq8fN61Q9Zxuzn+r+eq7nd00MtN/32O+PY+U5+hWwHcs/5mMNNayN+p4ziqIoSgukRfXgMcasAao8qRMrCeWHYk0D+ZmI9PWSeYqiKP7GCqxhEbfZr5XGmL21lN8IdAdyjDG7q71cp7ZehRXIuQgrR0TFshlYT9lXuVZqrGSiLxljbsQa/nCdNGwK6VRggIjEVywQkXZAb3tdQ/jafu/sRmPFjdVIrJv7XxpjPjfG7ODsp/JfA+NEJLKB+68RY0wO1tCKC6utSgH2GWMacnNWEcQ5l5mYNmLNBrXHzW+UVdNGdk+d94EbsYZ9ZQMf1LKfVGCUVJ0tKrlamfr4ZCowxjU/ilgzyLXBxT8a4ofGmCOu+6pFg7tts7CG71X0iKqXfTVQTMOOYeXMViISjTXsZ5vL+texemLdDlwOvFDPeit+D3ez2p3Ayh/kynluyo2sdqzHYOnb46asO76mhsTpNinA88aYJcaY77CGzHWvVqY+v6cnrzf1QqwZ//4HKzC42V6cAvzXGPOG3eNrr22DK+701Pc6riiKorRAWlSApwb+AdxpjBmOlbDyeZd1s8SaNeNtEenkHfMURVGcibGSLb8A3AJcQg3JlV34L9aT76UicolYs8uMEpH7RWS6S7lVWEk/h2Il86xYdh1W3p/KYSIi8qyIXGYH+wdg5WU5BJxugJRXsRI5vyHWTDnDsW5Uj1B70tmzsG/W/wm8ICI3iEhPERkiIreIyH12sV1YT+N/JdZMNtOxcvS48jzWf/C7Ys2k001EporIlIbY44Y/AXeKyG0i0kus2b1+BjzawHoysPKvXCIiiSIS04BtH8Xq8fUfETnf1jZBRJ4Wkeo3zNV5BWvozx3Aa6b2qaf/CiQA/xCRfiIyEfhjtTL18clnsXJCvSwiA8WaDenfwFpjzGfgMT88C7FmenrC/n26icggEXkCqzfG4vraVwv7gL4iMkBE4kWktqnXDfCYiKSIyCCs3tR5WOePVcAaUvgfrJ4gB7F6pTWWlVhD8y4Ra/apJ3E/jCgOeM4+1pdj5SZ6oY5hjq48AkwRkadEZLC9r5tEpI+9fgdW0G6QiAwFXuPs4Mc+rMBsZ/v3dNeO9tj1pgYC7XMy0dZwDdbQxP7Aj+3rdoWeK+1zsD/W9bt6IG0fMNz263g7UFTf67iiKIrSAmnRAR4RicLqBv+WiGzGGi5QMc3se0BXY8xgrMZBfcaAK4qiKA3jn0Ak1g3/u7UVtIc3XYj1BPglrKfJi7Bm5DngUvQrrBtj1zwVn2INYfjcGFPkUlaw8p98j5VbJhKYYoypa3iTq10FWAGqIruOT7FuXCe75jVpAD/BGkr0ILAVqxfSj7GekGOM+Ra4E6uXw1ashxO/dK3AznGUjPU7LMN6sv9HGj+c6q9YwaQH7H3fB/zGGPNiQyqxbxLnYM1idQj4pgHbbsP6747CGm63FStQGA6cqmPzD+wyA6hjuLYx5gjWjFLnY/VaeBqrF4NrmTp90s6PcgnWMLqvsHoRfY81g1gFjfbDGvgU6GTbtg0r4DkGK0n0ggbYVxMv2tt8gRV0uLaWsuVYfvN3rN+rPXC5mwDKP7CGLS3wgH6wZsJaihX8+Ayr59Zbbsq9jXW+rMUKmCzDGk5VL4wxK7CG/Y3CmiHvS6zztiKIeDNWu/hLrGTXH3J2Tq7fYvWc2oH1e3Z2sx9PX2+q0xWrd9FR29Zf2/sYYIxZ71Lubiwf/wTrGnUE6zd0ZT7WtX2LrWdcA67jiqIoSgtEPPPf7DlEpCvWLAcD7a7PO4wx7evYJhA4aYypa1yxoiiKoiiKco6IyGVYAZDOxpjj3rZHURRFUZQztOgePHY+gX0icjWAWAyxP7sGfaZRdYy4oiiKoiiK4iHEmpWpL1YPsVc1uKMoiqIoLY8WFeARkdewci/0EZHDIjIbKyfDbBHZgtWF/Uq7+C/EmvpxC/ALrOl7FUVRFEVRFM/za6yhYeU0YGiUoiiKoijNR4sboqUoiqIoiqIoiqIoiqI0jBbVg0dRFEVRFEVRFEVRFEVpOEHeNqCCTz75xISFhXnbDEXxGGVlZQQGVp9hVVF8F/VpxWmoTytOQ31acRrq04rT8JRP5+fnZ0ycODGh+vIWE+A5UpLH5UOHetsMx3PtujcAeG3MD71sifPJy8sjMjLS22YoisdQn1achvq04jTUp/0Pp7ft1acVp+Epn960adMBd8tbzBAtzQWkOI2MjAxvm6AoHkV9WnEa6tOK01CfVpyG+rTiNJrap1tMD56uEdHeNsEvcGp0vyXSpk0bb5ugKB5FfVpxGurTitNQn/Y/nN62V59WnEZT+7TjevAc2nuSUyfzPVKXojSG4uJib5ugKB5FfVpxGurTitNQn1achvq04jSa2qfr7MEjIsOAy4EhQDRwCtgCfGCM2egpQ8rLyxtdx+nsQtZ+tAtjDMPGdqHPoERExAPWKUrDKSgo8LYJiuJR1KcVp6E+rTgNT/i0MYbc3FxNn6C0CMrKysjJyfG2GYriMRrq0yJCVFRUveMaNQZ4ROQS4FGgFfAp8Dlw2v7eD/iviOQCDxhjltfbwho4WV7U2CoICw+mS8849mw/wVef7ePIgSzGTuxJeERIo+t2Co9t/wyAX/e9wMuWOJ/ExERvm6AoHkV9WnEa6tOK0/CET+fm5hIaGkpIiLaffYHjBacBSAxv5WVLmoaoqCgCAlrMoBNFaTQN9eni4mJyc3Np1ap+53htPXhuB35mjPmqpgIiMhK4D2h0gCevpPFdlYJDAhk7sSdJXWNY98kejh48xfuvb2H0hB506hbb6PqdwDdZR71tgt9w/PhxunTp4m0zFMVjqE8rTkN9WnEanvBpY4wGd3yI/LISb5vQpJSUlBAaGuptMxTFYzTUp0NCQigsLKx3+RoDPMaYWXVtbAd/rqr33mohISTCE9UA0LlHHHHtovji490cP5zN6mXb6T2gHcPHdSUouPFzzvsy9/RN9rYJfoM2jhSnoT6ttAS2puXRNSaMiJDG/5+rTytOQ33a/2gXFuVtE5oUTbehOI2m9ul69Q0SkUgROU9EUuz3xk/cXo2oYM9GZiOjQpl0RX+Gj+1KQICwMzWNpW9+S+aJXI/ux9cYHtOR4TEdvW2GX1DfbnSK4iuoTyveZvPR0/zyvZ3cs3QXxaWNz92nPq04DfVp/yMyKITIIOcG9gID/fvhvOI8mtqnaw3wiEi0iLwGnATWAK9i5ePJFJH/iojH5jYvLS31VFWVSIDQ/7wOTLl6MG1iwsk5VcCHC78jddMRTLkmjlOalszMTG+boCgeRX1a8TbrDmYDsDuzgL+uP9zo+tSnFaehPq04jaa4R1QUb9LUPl1XD55/AuVAP2NMK2NMkjGmNdDfXv5PTxlSQOOfxNVEbHwkl/1gCH0GJVJebti07gAfvZtKaUlZk+2zpbIybQ8r0/Z42wy/ICYmxtsmKIpHUZ9WvM03R05Xfl66PZOVu042qj71acVpqE/7HzklheSU1D8/h68RFFTnpM+K4lM0tU/XFeC5GLjNGLPXdaH9/af2eo+QUZzvqarcEhQUwPkp3bloaj/CwoOJiAr1y3w8L+7dyIt7PTa7vVILOv2u4jTUpxVvcjK/hP1ZhYQGBTBnTBIAT39+iP1Z5+6X6tOK03CCT19xxRV8/PHHVZb99a9/5bzzzuOpp57yklUtl4yifDKK8omNjeWnP/1p5fLS0lJ69erFNddcc071vvTSS7z++uueMpOMjAzatm3Lyy+/3KDtysubrhOA0/C0D1x66aWeMg2A999/n9jYWHbu3OnRelsC8+fPZ8yYMSQnJ5OSksLGjRtJSUkhJSWFvn37MmDAgMrvhYWFxMfHk5KSwpgxY7jgggt47rnnPObrdYWPMoHzsKZIr85QrKFbHiEqoHmisx27xDD1miEEBp6JbZ3OLiQ0PIiQEOdHiC9q193bJvgNDcl2rii+gPq04k2+OWr13hmUGMm0/vHsSM9j5e4sHlm5j2en9yH8HB7aqE8rTsMJPj1r1iwWLVrExIkTK5ctWrSI559/njFjxnjRspZJKzuPaWRkJNu2baOgoIDw8HA++eQT2rdvf8713nzzzZ4yEYB3332XESNGsHDhQm666aZ6b1fTTW9paan27qmGp31g+fJGT5RdhYULFzJ69GgWLVrEb37zm0bXZ4zBGNOgKcfPhcOHD9OmTZsac5x9+eWXLF++nNWrVxMaGkpmZibFxcWsWbMGgHnz5hEZGcmdd94JQFFREeHh4ZXr09PT+clPfkJOTg73339/o+2t69d4APhARP4jIveKyE9E5B4R+TewFGuKdI/QNrz5ksKFR4QQEmpdEMpKy1m9bDtLX99CdlbT9iJqCdzWfSS3dR/pbTP8gsTERG+boCgeRX1a8SYVw7OGdWiFiHDnuE50iQnjUHYRT352EGManltPfVpxGk7w6WnTprFixQqKiooAOHjwIMePH2fv3r38+te/BqzeIDfeeCMTJ05k4sSJrF+/HoBx48aRnZ2NMYYePXpU9kD56U9/yurVq9m2bRuTJk0iJSWF5ORk9uzx/bQFCaGRJIRa899MmjSJFStWAFZQbNasM5MiZ2Vlcf3115OcnMzFF19Mamoq5eXlDBkyhOzs7Mpyw4cP58SJE8ybN49nnnkGsHpVzZ07l0mTJjFy5EjWrVsHQH5+PjfffDPJycnccsstTJo0iW+++catnQsXLuSRRx7h6NGjHD16lJycHIYMGVIZwMnPz2fgwIGUlJSwb98+rrrqKiZMmMCMGTMqe3zMmTOHBx98kGnTpjF37ly+/vprLr30Ui688EIuvfRSdu3aVaddq1at4pJLLmH8+PHcdNNN5OY6awKe2nzgueeeY+zYsYwdO5a//vWvAMydO5cXX3yxssy8efN49tlnAejUqRNgnYOjRo3irrvuYsyYMcycObOyt+Djjz/OqFGjmDFjBrfeemulz1QnNzeXL7/8kr/85S8sXry4cnlt+3/zzTcrz9e7776bsrKySlvuuecexo8fz5EjR7j++uuZMGECY8aMqdJDrCbb3NVbG/v37ycrK6vG9WlpacTFxVVOfR4XF1drYC04OLjK94SEBJ588kkWLFhwTm2Z6tQa9jTGvCoiW4AfAeOAKCAXSAXGGmO2NtoCm5KSEk9V1SAKC0sQEQICAoiI8uxMXop/c/z4cbp06XLO25eVlpP6zRGKi0oZPLJTZVBSUbxFY31aUc4VYwyb7B4853W0HgiFBwfy8MRu/PzdHazee4qBiRlM65/QoHrVpxWn4WmfvmSB+5v1xrLi1vNqXBcbG8uwYcP4+OOPueyyy1i0aBEzZsyoMrXw/fffzx133MHo0aM5fPgws2bNYsOGDYwaNYoNGzaQlJRE165dWbduHddccw0bN27kiSee4JFHHuH222/n6quvpri4uM4bu3Nl5swf1rjupz+9jUsumQTAihUr+dvfXqix7KJFbzRwvzN57LHHuPTSS0lNTeW6666rDMbMmzePQYMG8Z///Ic1a9bws5/9jDVr1jBlyhTef/99rrvuOjZu3Ejnzp1p27btWXWXlpaycuVKPvroIx577DEWL17Miy++SHR0NGvXrmXr1q1ceOGFbu06fPgwJ06cYPjw4UyfPp3FixczZ84cBg4cyOeff84FF1zAhx9+yEUXXURwcDB333038+fPp0ePHqxbt457772Xd999F4A9e/awePFiAgMDycnJYenSpQQFBbF69WoeeeQR/vWvf9VoV2ZmJvPnz2fx4sVERkby9NNP8/zzz1cGDj3Fv5/7okHlYxMiufwHQ87a/oY5Yxu875p8YPPmzbz66qt89NFHGGO4+OKLGTduHDNnzuSBBx5g9uzZALzzzju8/fbbZ9W7d+9eFixYwNNPP83NN9/Me++9R69evXjvvfdYvXo1paWlTJgwgSFDhpy1LcCyZcu46KKL6NmzJ9HR0WzZsoUhQ4bUuP8dO3awePFiPvjgA4KDg7nnnnt46623GDt2LLt37+bZZ5/liSeeAOCZZ54hJiaGgoICJk6cyLRp0zhw4IBb22qq91yHsQFMmDCBxx9/nJEjR3LhhRcyY8YMxo0bV2N5d3GPrl27Ul5eTnp6utvzryHUecdojEkFHmzUXupBXql3ZrWKjAplylWDKMgvJtju3l1SXEZhQQmt2oR5xaamJKvYirbGhIR72RLnExZ27v5z6mQ+a1fsIiszD4ADuzMZO7En7Tt5bOI6RWkwjfFpRWkMh7KLyMgroU1YEN1iz/x/dYoO4+7kzjz6yX7+tv4IfRIi6JMQWe961acVp+EUn64YplUR4HnmmWdITU2tXP/pp5+yY8eOyu+5ubmcPn2aMWPG8MUXX9CpUyduvvlmXnnlFY4ePUp0dDRRUVGMHDmS+fPnc/ToUaZOnUqPHj28Ic+jlLoMYRowYACHDh1i4cKFXHxx1VSp69ev55VXXgEgJSWFkydPkpOTw4wZM3j88ce57rrrWLRoEdOnT3e7n6lTpwIwZMgQDh48CMCGDRu4/fbbAejfvz8DBgxwu61rvTNnzuQXv/gFc+bMYcaMGSxevJgLLriAxYsXc8stt1T29KgYImaMobi4uLKuK6+8snKa6ZycHObMmcOePXsQkcrZiWqya+PGjezYsYMpU6YAUFxczMiRzhrZUJMPrF+/nssvv5zISOs/curUqaxbt47bb7+d9PR0jh07RmZmJtHR0SQlJZ1Vb5cuXRg0aBAAQ4cO5eDBg2RmZjJlyhTCw63/5dpy9ixcuLAyP9DMmTNZuHAhQ4YMYfDgwW73/8ILL7Bly5bKoZoVeWvGjh1Lp06dqhy3v//97yxduhSAI0eOsGfPHjZu3OjWtjVr1rittzqHDx+uHEK1a9cuYmNjiYuLA2DKlClVEtpHRUXxySefsG7dOj777DNmz57Nww8/zI9+9CO3v0VNQ8o80XsH6hHgEZE4YBYwAGgFnMbqwbPQGOOxuRiPFGSx7/AxuiWd+zjBcyUwKICo1mf+EDeu3c/+Xen06NeWvoPb0zraOcGQO75eAsBrY2p+sqB4hooLSkMwxrDju+Ns+uIAZWXlRLUOIzQsiMwTuaxcspU+gxIZNqaLXyYIV7zPufi0oniCiuFZ53WIIsDlKT7A+B4xpKbl8u7WDP7w8X6em96H1mH16/GoPq04DU/7dG09bZqSyy67jIceeogtW7ZQWFjIkCFDqgR4ysvLWb58+Vl6x4wZw4IFCzh8+DAPPfQQS5cuZcmSJZW5e6666iqGDx/OihUruOqqq3j66adJSUnxuP317XlzySWTKnvznCsH809V+T558mQefvhh3nvvPU6ePJMutaabx/PPP599+/aRkZHBsmXLuOeee9yWqxh+EhgYWBlIqe8N6aJFi0hPT+ett94CrJ5me/bsYfLkyfz+978nKyuLzZs3k5KSQl5eHm3atKm8uS4rK6sM6ABERERUfv7Tn/5EcnIy//73vzl48CBXXHFFrXYZYxg/fjwLFiyol93nyrn0vPHk9u58oLZjNW3aNJYsWcKJEyeYOXOm2zIhISGVnwMCAigtLa338T958iSfffYZ27ZtQ0QoKytDRPjd736HiLjdvzGGa665hocffrhKXQcPHqziA2vXruXTTz9l+fLlREREcMUVV1BUVFSrD7irtzpJSUmVAZq1a9fSuXNnOnfuXGP5wMBAkpOTSU5Opn///rz++usNCvDs37+fwMBAEhIa1hPZbf21rRSRicBu4Hq77FFAgOuAXSIyodEWVOyrtJTn/v6Sp6o7Z8rLDaUlZZSWlrPju+O8+99v+GTZdtKOZHssquZNYkLCW0zvnbziMh7/9ABfHDhVd2EfpLaxmu4oyC9m1fvb+OqzfZSVldOjb1tGXt6X/hf1YuiozogIO747ztqVu5rIYkWpnYb6tKJ4ijPDs1q7XX/bqI70SYggLbeYxz89QHk9/6/VpxWn4RSfjoqKYty4cdx5551ubzgnTJjACy+cGdr03XffAdZN2cmTJ9m7dy9du3Zl9OjRPPvss5UBnv3799O1a1duv/12Jk+eXCVo5KsESgCBcuaW7rrrruPee++lf//+VcqNHTu2MsCydu1a4uLiaN26NSLC5ZdfzkMPPUTv3r2JjY2t975HjRrFO++8A8D27dvZuvXs7B27du0iPz+f1NRUtmzZwpYtW/jlL3/JokWLiIqKYtiwYdx///1ceumlBAYG0rp1azp37lxZb0lJCd9//73b/efk5FTmOnn11VfrtGvEiBFs2LCBvXutCaLz8/PZvXt3vfX6Cu58YOzYsSxbtoz8/Hzy8vJYunRp5Xkxc+ZMFi1axJIlS5g2bVq99zN69GiWL19OYWEhubm5fPTRR27LLVmyhB/+8Id8++23bNmyhe+//54uXbpU5s5yt/+UlBSWLFlCeno6YF3bDh06dFbdOTk5REdHExERwc6dO9m4cWOtttW33oawa9euKvm8vv/++8r8Re6oCJBWkJGRwf/8z/9w6623VhmKeq7U9YjrGWC2MWZR9RUiMgN4HujXaCuAsLxS9qZuYdOmzQwbNtQTVZ4TAQHCBZf2ZuDwjmzbcox9O9M5vO8kh/edJDY+kn5DO9ClZ1yVWbh8ieeH1/+kbWqWbc/go10nWbX7JI9O6cl5HZov0XZzUNGNrz4cOZDF5yt3U1RYQkhoEGMm9CCpeyw3vpHKqYJS/nl1fy7rEs26VXsYPLLmC4aiNCUN8WlF8RRl5YYtdoBneEf3/xMhgQE8dFE37nhnOxsO5fDGljSuHVp3sln1acVpOMmnZ82axY033ui2t8W8efO49957SU5OprS0lLFjx/J///d/gJUkuCK3zujRo/n973/P6NGjAVi8eDFvvvkmwcHBtG3b1uO5V7xBl8iqw/c7duxYZarsCu677z5+/vOfk5ycTHh4OM8//3zluhkzZjBx4kSee+65Bu179uzZ3HHHHSQnJzN48GAGDBhA69ZVA/ELFy7k8ssvr7Js2rRpzJ49m3vvvZcZM2ZU5nSp4B//+Ae/+tWvmD9/PiUlJcycOZOBAweetf8777yTOXPm8Pzzz3PBBRfUaVd8fDzPPfcct912W2US7wcffJCePXs2SHdLx50PDBkyhGuvvZZJk6weYzfccAODBw8GoF+/fuTm5tK+ffsGJWofNmwYkydPJiUlhaSkJIYOHXrW8QfLB+66664qy6644grefvttxowZ43b/ffv25YEHHmDWrFmUl5cTHBzMY489Rrt27arUM3HiRF566SWSk5Pp2bMnI0aMqNW2muqtHpA5ePAgq1evBmD37t3ExcVVDsuaOnVqlUBoXl4e9913H9nZ2QQFBdG9e3eefPLJGn+3oKAgCgoKSElJoaSkhKCgIH7wgx8wZ86cev7ytSO19UoRkTwg1hhT5GZdKJBljIk4e8uzyoYBa4BQrKDS28aY37qW+ddbS8xLzz9L+/aJPPXUE2dll/YWBfnF7PzuODtT0ygssBIihUeE0GdQIr0HtiM0rGXY6WsYY7j17W0cyrZcKyokkKeu6E3nGGeMHQc4duxYvacmPHrwFB+/t5XEpDaMndiTyKhQ9mTm87PF1vjya4a045aRHTDGVInsbvnyEF16xhEdW+dpqCiNpiE+rSieYtuJPO5aspOOrUN56Qf9ay375aFsHlq+lwCBP0/pyZA6HhyoTytOwxM+nZOT4/YmTVGqU1ZWRklJCWFhYezbt4/p06fz1VdfVRnO01iKi4sbXF9z2KVY5ObmEhUVRX5+PlOnTuXJJ5+sMdFyc9NSbTsXn3Z3Xd60adPXEydOHFG9bF09eDYAfxCRucaYvIqFIhIJ/NZeXx+KgIuMMbkiEgysFZEPjDHrKwoEhkdSHhnHsWPHee+9ZcyceWU9q25awiNCGDKqMwOHJ7FvZzpbNx8jOyufzRsO8t3Gw/Tom8CAYR2r5PBR6mbbiXwOZRcREx5E37aRrDuQzUMr9vD0tN7EhDsjaOaaEM4d+XnFRERaJ3eHztFcPH0A7dq3RgKsAM7mo2embVy2PYPrzkskNOhMz7GDezP59qtDbP/2GDNvHE5wiOblUZqWunxaUZqCTUeqzp5VG+d3asO1Q9vx2uY0Hv1kP8/P6EtcRM3/KS3Fp025obS03BoKbsfw5cwHBAgMDKj8fzDlpjLgX7FMUaDl+LTiH+Tn53PllVdSUlKCMYYnnnjC40GUc0mR0Rx2KRZ33303O3bsoKioiGuuuaZFBFAqaKm2NXXal7oCPDcDrwEZIrIXyAZaA92BzUC95hMzloqKu9Vg+1VFWVlQEUX9JxH+1Ru8/fZCUlKSiY9vOd1MA4MC6Nm/HUmMllAAACAASURBVD36teXYoWy2bTnK0YOn2JmaRq+B9e/K5m3u/3YFAH8afIlX7fhwh5Wf++JesVx3XiL3Lt3Nzox85n60l8cu61UlkOGO8rJyck4VcjIjj6yMPLIy8+nYJZp+QzoA1ixUm744QHRsBMPGWtOFlpWVs27VHgICBBGQALEaxyIEBFDZUG4THU7HrjGENTLQVFsXx++/PsyWLw8xaVp/2nVsY5W33yvYbA9JCAoQcorK+GRPFpP7nDkn2idF06t/O2LiIzW4ozQLDem2qyieoiLB8rB6DuO9cVh7tqblseVYLo+u2s9jl/UksFoQJPNELt9+dYjy8nJcZ5Re8+EOysrKSb64d+V1NfWbI5w+VYgECAH2q/pnDJSWllNWWk5ZWTkjk7sSYA/l3rh2HyfT8xiZ0o2YOGv2ks0bDrIrNY2y0vIzgZ06uGT6gMr/i6+/2M+2LccYPq4r/Yda/3t7d6TzuZ2jLTYhkgsn99GHT36IXqf9j8P52QAkRbSpo6TnadWqFatWrWrSfZzLqI7msEuxcM2F1dJoqbY19UilWgM8xpgDwFgR6Q30B6KwAjWpxpgGZXoVkUDga6An8Jwxpkrvn5LSIsoSulES2wVOHuCPf3yUefMe5fjx40RGRhIYGEhOTg4JCQmcPHkSYwwJCQmkpaURFRUFWN2w2rVrR3p6OiJCbGws6enptG7dmrKyMvLy8khMTOT48eMEBwfTpk0bMjIyaNOmDcXFxRQUFFSuDwkJoVWrVmRmZhITE0NBQQGFhYUkJiZSYrIZeH4cfYbEs3fHcULCDMeOHaO4uJhDOwsJDCmhW+8EwsJDyc7OJj4+nuzsbEpKSirr95am3TkZlBQXk5OTU0XT8ePHCQsLIzw8nKysLOLi4jh9+jTFxcWV68PDwwkJCWm0poxTp/l0r/VnNKR1CaakiJ/0D2HexiK2nchn7rKtPHxJT06kpREcHExEeBT79x6jrDiQk+l5ZGXmUVwARYXFSIAQGGBl8w+LCCAtLZDCwkICTCT7dqYR1y6SngNjyMrKonXraHamHsWUG4KDgykpKSEgIKAym3tQUBBlZWUYYwgOCSaydQBde8XTvW/8OR2n3bt306lTJ7fHKS+3gMKCIvbvSUOCi846ThGRUWw5mgPA9F5RvL3jNIu/T6Nv6GnCw8Mrj9PAke04ffo0Bw4cIDExkW827CIoKIQe/RLIyclpUb5X0/nUnL6nmhqnKS8vj6SkJEdpcuJxcpKm6Li2pKblIkD3VoYDBw7US9PN/cP4bWYe3x3P5S+rtnPD0AQCAwPJzMji+P5idn6fhsEQFhHIgQMHKjXt3XkckUAOHz5McEggsbGxbP/uEKezSjAYysvKK/8/RKRyNpnAwECMMZXj+eM7ChGRYbRq1YqD+9LIySrh6OEIcnIDSUxMJCM9k9M5+QQEBFBWWkZQcBBQjgFCgoMpLi62/5+smUqCgoLIyMigsPQUiYmJZGVlUVZaSn5eHgcOHCAhIYGMjAyKi4sJCgri+OEs3nvjG8ZO6gIBJep7fqRpx44dJCQkNFpTRETE2W2jWtpOYOWVKCkpqZzxqKysjODg4MqEojWdL3WdT9XXBwUFUV5eXmV9QEBA5cw+9bXZKZoKS626iouLHaPJ1ebS0lLCwsIcpcmJx0k11V9TBQ3RVFJSQlpaWpVreU3UmoOnKRCRaGAxcKcxpjIl+kerPzF/2CwU5GTxy4FBTB4/ziNZpJuTjLRcPnj7W4JDApn14xEtslfF3lxrqrzuUfXPkO9plu/MZP6ag/RvG8lT03pXLt93soC739tJfkk5V/eJpVduAVnpeeSePisFFABRrcOIjY8kJj6CmLhIouMiaNXGelpZVFhC+rHThIQG0baDNV6xvKycfbsyMOZM9/Zy+92UW93lysrKST9+muOHsykvN/To25axE63EayXFZZzKzCe+XVS9usSfOHGCtm3bAlbdBfkllUOyysvKSU/LpV0H92PcXXNO/H1WX65/LZVThaU8cXkvBrePcrtNQX4x7/7nG0pKyujYJYbRE3pU7k9RPIGrTytKc1CRU6dPQgTPXNmnQdt+eyyXXy/bRbmB313cjbb5xWxad4DCAqvR1G9Ie9rEB9Czz5lpT48ezKKszNCxSwwB9nX+8P4s8nOLrP+Lcut/o+JV8V0ChKCgAAIChcBAq8dvkN0TNSMtl9KSMmLiIwm1p28vLiqlrKycwMAAAoMC7J6ljW/zGGMoKS5j1fvbSD9+mrDwYCZd2b+y55DifDxxndYcPL5FUZl1IxkaWNfADN+kpKSkxeRmVRRPcC4+7ckcPIjIT4CbgAG49OABXjLGNLjfkzHmlIisBiYDlQGesMAgRiRFsmZfOcVtk3wuuAMQExfB2Ik9KSkuqwzuFBWW8vnKXSR1jSGpW6zXb7i9GdipYLk9PKtiuFFWZh5frdlHeEQI/zuxGw8u38PCbZlMPZ1Lm7AgAgMDiI6LICYugpj4SGLjI4mOjyAkpGb3DQ0LJqlbVa0BgQH06Fu/Rk9xcSnHDmYT2Sq0ctmRA1l8tmInSV1jmHB53ZPHVYz1LSosZcOne0g7ksMV1w4lLDyYgMCAGoM7cGZ41pAOUYQEBnB5v3j++81x3t2aXmOAJyw8mFHju/Plp/s4ciCL917bzOjx3enSM75emhWlLnT8utLcVAzPOpdZFge3j+KWER149YuDLHr9W/qFBxIcKLTr0JrzU7oTHRfBqVOnqmzToXPMWfUkdT17WUOIb3f2NTsktGluxESEkNAgJk7rz+pl2zl+OJsVi1OZeEV/t3YozkOv0/6HUwM7FfjiPaGi1EZT+3StiU5E5M/AXcAC4CKgDzDB/n6XiPypPjsRkQS75w4iEg5MAra7likrK2NUZ+uGd8Mha/jOwYOHWL++vnmcvU9gkBVA6Dv4zOwFRw5kceRAFhs+3cvClzey7K1v+W7jYU6dzG/yBEstkcPZhXyflkdYoJDSzZrWMTg4kLSjOaQdzWZ4UmvuGteJ8gDh89BQuo7vyTU/GcVlVw9mzEU96Tu4PW07tK41uOMJQkKC6NIzrkqDuKysnMhWobTrcGaMc+aJXFYv286ebScqZ1mrIDs7m2OHs3n/9c0c2J1JWWk5WRl51Ictx6yUVUPbWzc1U/vGEyjw+f5TnMh1n0BRROjWO4Gp1w6hfVI0xUWlrFm+k7UrdlJUWNog/YrijuzsbG+boPgZ3xytf4Ll6hQXl9ItJ58xp3IJKyjmSH4Joy7qwcXTBxAdZ8086FSfDg4O5KLL+5HUNYbiolJWvptK2hFnalWq4gmfrhjuoygtgYqhMIriFBrq08XFxQ0KCtV1l3wLMNgYc6za8k0i8iHwLXB/PfbTHnjFzsMTALxpjHnftUCuKWVkUmsE2HI0lz37D3LfPfcRGhpKnz59iImJrp+iFkaHztGMuagnh/ZmcuxQNpkncsk8kcvmDQdp1SaMTt1iSeoWS9vEVs0yE8bbh6xOU1d1Gtjk+3LH8h2ZxOYXMSIIQm29ka1CuWhqv8ou5FP6xnP0dDFvbElj/sZjJLVvRbfYcK/Y60qPvm3p3icBU34mMHdw70kO7bNeIkJCYiuSusXQsUsMR/cWsXtrKgDx7VqRfHGvyiFktVFcVk7qcSvAM8TurRMXGcwF3aJZvfcU723LYPbIDjVuHxkVysRp/dj5fRpff76ffbsySDuaw+gJPejQOVqfhCjnTHy89gZTmo+s/BL2niwkJFAY0Lb+Q4yMMezflcHXnx+gIL+YxFahfBslbAwNoc3JYnq7XAOd7NOBQQFcOLkPn6/czf7dGXz83jbGX9bHbS8lxTl4wqejoqLIzc2lsLDQAxYpTc2BPKsnYpdI37xXqovS0lKKityna1AUX6ShPi0ilfna6kNdAZ667gTrdadojPkWOK+2MlklhUSHB9OvbSRbT+RxnNYMGzaUjRs38e9//5df/GJOfXbV4ggLD6Znv7b07NeWkpIyjh06xeF9WRzed5LT2YVs3XyUrZuPWkOKusaQ1C2GDp1jKsfue5qFh62AgzcCPIWFpXz/+X56ZRfQOjqMvTvS6TWgHSJCxy5VG5w3j2jPsZwi1uw7xf+u2MPT0/rUOtVtcyEiSOAZt+89sB0RkSEc2neStCPZnDiWw4ljOWz64gAlxSWEhIYwaEQSg0YkVeZzqIvtJ/IpKjN0jQkjxkXz9AFtWb33FMu2Z3B9tSnT3dnZZ1Ai7Tu14fOVu8lIO82q97cRGx9J38Ht6dornsAm8jHFuWRnZxMZqbk8lOZh8zGr986gxChCGnC92rzhEN9/fRiwguujLuzGGAng7iU7eX9bBgPbRXJRT2sIr9N9OiAwgOSLexEUHMDubSf4ZOl2Lri0N527t5xZShXP4gmfFhFatWp4rznFOzya+gEAr435oZctaRqOHj1Khw41P9hUFF+jqX26rhbTi8AqEblVREaKSG8RGSEis4GPAI/NPdYm0BozXDlM62AOt9zyY4KDg1m9eg3btm2vbXOfIDg4kM7d4xg7sSdX3zKSS2YMpN+QDrRqHUZRYQl7tp/g0w92UJh/pltsWWl5LTU2DGMMF8b0ZmbSAI/VWV8y0k7z6r++Jiq7gODgAFIu6kHP/jXnwwkQ4d4Lu9CvbQQnckv47Yq9FJS0vC6akVGh9BmUyKRp/bn6lpFccElvuvWKJyQ0iIhWQVw6YyBDzu9U7+AOnMm/M7Razol+bSPoHR/B6aIyVu3JqlddraPDuXTmQIaN6UJoWDAnM/L4YtVuFr7yNft3ZdRfqKJgJYVTlOZi05FzG57Vo28C4ZEhjJnQg8kzBxKbEEXv+Ah+NiYJgKfWHuJAVgHgHz4tAcLo8T3oO7g95eWGL1buPmtIseIc/MGnlarMShrALC+07ZsL9WnFaTS1T9ca4DHG3Ac8BdyMFdDZCqzEGrr1F2PMbzxlSFyY9bRhVCcrv8mGQ9m0bdeO6dOnAbBgwUuUlXku2OFtJMBK9DgiuStXXn8eV1w7lKGjOtO9TwJRrc8M41n65hY+XPgdebmN75r4Tmo6i9ZCUXrzPbkz5YbvNh7mw4Xfk56ZT35wID3HW7l06hoqFBoUwNyLu5PYKoSdGfnMW32AsvKWm7coJDSIrr3iSb6kNz+YPZIZN4wgoX3Dn4BVPLUe2qFqVzwRYfqABADeTU2vdw6ngABhwLCOzPrxcMZe1JPY+EiKCkuIiDqTiLG4uNQvc0IpDSMxMdHbJih+gjGmMsAzrJYEy8YYDu7JZO1HuyqvYa2jw5lxwzB69m9XZejz5X3jmPj/7J13dFvXla+/iw6CvfdOiVShem+WJVuSey+x4zh2ipO8ZDzOTPrM2ImTOPOSF6c4iZM4xXZiy3G3bEtWt3qXKFEkxV4BkCgESABEve8PkCApsQtQofCthUUCt52Lu3Huufvs/duFcfR4fPxoewMOt/easWlBIjB/eS6l8zNZsW4KKvXlj4gNExquFZsO0889WTMum/TCpSBs02EmG6G26VFjnkVRfFEUxWWiKMaKoijr/btMFMUXg9mQPk9WXryKJI0cs8NDtcHOXXfdTmJiIvX1DWzdui2Yh7xiEASB2PgIZs7PZNnaosDntm4nXZYeLGYH6oj+h/EuS8+4H8ZdHh8bT+kBeKOsHcslEN21dTnZ+l45Jw814fH6qFXIOZsSw/o5aaNv3EucWs6zNxYQqZByoNHCnw63hrDFwUMQBHQ63bi3c7i9VLbbkQhQmnphruXK/FhiVTLqTA5O68Ym2NyHVCahoCSZm+4rZcM9pSSl9j807dl8jo/eKMNsHN8+w1xbTMSmw4SZCG1WJx02N9FKKfkJw2uwud1eDu6qo/5cBy31/ZGNUumFwxtBEPjGsixyYlU0dfbwq73NaLXnSwxOXgRBYNai7EEp0d3WsMbKZCPcT4eZbIRtOsxkI9Q2fcWIcHh6J9kEQWBRdm8UT5MVpVLJY489AsCbb76N233tVAPSRCq57/GFrLm1JJDi4+zx8MFrJ/lwYxnV5XrcY0xb+qTahMnhoUdio9PXxb/K9KFsOo01Bja9fgp9mxWVWo50eioNMRoWZscSP04tnew4Ff+zNg+ZRODtMx28f7YjRK0OLhPJgS/X2/D4RAoTIogcooxuX8l08EdkTQRBEEhMiQxEULmcHkwGGxazgwhNf1n4YKYHhpkcTGatkjBXFscGlEeXnBft6fH4Av2TQiFj4co8Fq7MH1M5c7Vcyn+tyUMlk7Cj1syhq+N2EhK0LRbe/+dJyo40hyM4JxHhfvrao67bRF236XI3I2SEbTrMZCPUNn1RDh5BEKzBaojO2R34f3GvDs/BJn+px0WLFvLgg/fxk5/8ELk8tOWxrzTkCimJKf2RFhazHZlcitlo4+CuWt7621GO7q3H2ukYdh9en8gbvQ4db1otzZEVvHfWgNke/Pw/t8vL/u01fLrlHC6Xh4ycOG6+v5RdRn+K2fqpE0sPm5UexZPLswD43YEWDjdf+eVepVLpuLc51au/01c9ayj6Sqbvbxy+ZPp4UChl3PXIPNbePg2lyv/78nl9vPePE3y6pYp2rTU8+A8DTMymw4SZCCeG0d9x2F1sev0k5Sf6ozlzixKZOjN1zJUos+NUgfvJW1XWKzr1N5Q4bC58PhFHCMYCYS4f4X762uP7p7fy/dNbL3czQkbYpsNMNkJt0xfrLbkpKK0A5EK/r2l2WhRKmYQaowODzUWiRsG9994drENd1SSnRXP35+bRWGuk6rQOg76LilNaKk5pSc+KZcrMVDJz4gYNdHfXmdF1uciMUZKckcahJgtOq4+NZXqeWJwZ1Pbt+eQcrY1mpFIJc5fmMHVmKhXtdpotTuLUMhZkRU943zdOSUDb5eIfJ3T8eEcD/++WIgoSIoLY+uBitVqJixtfOdqTWr+j83yB5YEkaOSszI9jZ62ZD8528PjCjItqJ/jTt5LT+q+NQd+N3eaiscZIY42R+KTe6luFY6u+5XZ7cfV4kCulKBT+bqbTZKdD14Xb5cXt9ODx+PBPzAv+v4L/rzDgb0ZOLPFJfmeXyWBD12IhLiGCtCx/KVCH3UV7WxdZ+fHjErIOMzEmYtNhwowXr08M9IXnO3gqTrbRZemhodrIzHmZY3bqnM/qgjhePq6lzeqiTNfNnBH63MlK/tQkomJUJCZHjqqJF+bqIdxPX3vkaib39Q7bdJjJRqht+qIcPKIo7g1WQzIjYgL/K2QS5qZHcaDJwuFmKzcVJwaW+Xw+Dh8+wsKFC5BIrpgMs0uKVCYhf2oS+VOTMLZ3U3VaR0O1gbbmTtqaO4mMUlI0I5XCkmQUKhmv92rv3Fuawoap06hJt/PVd6vYVGHg3pkpJGiCJ7ZYuiCLHrubpWsLiY33O182VxkBuKEoHtlFPoQ/MjeVNquTnbVm/mtLHb+6fQpJGsXoG14GkpKSxrW+zeWl2mBHKsCM1JFD9+6YnsTOWjMfVRl5eG7aiCXTJ0JyejR3PjKXc2f0VJ/RYeqwsX97Dcf2NZJdEI/oA7fbg9vp9TtznF5WbZhKTJxfK+Pw7jrqqjpYcn0hhSX+amm6FgtH9tSPqx3qCHnAwdOh7eLYvgamzEgNOHi6rU4+3VJF0bQUFq8uCOI3EGYoxmvTYcJMhGqDHZvLS1qUgrSo/rRRt9tLdXk7AEvXFE7YuQN+B/Kq/DheO6lnV635mnTwAIO02Jw9bipOaSldML7Kj2GuLML99LXHT0tvvNxNCClhmw4z2Qi1TY/q4BEEIQG4G5gORAFdQDnwliiKxmA1xOMZrK2zKDuaA00WDjUNdvD8/Oe/5ODBw3z1q19m7drrg3X4q5aE5EiWrilk3rJcaivaqTqjo9vaw4kDjZQdbkaaGEmj2R8FtbbQ7yksTIxgeW4MexssvH5Kz9eWTjyKx9btpKnGSMnsdAASUyLZcO/MwGygw+1ld6/w5Y1TLr56lyAIfHNlNh3dLs7obfz3J3X84uYiIhRXXvimyWQiImLsEUZl2m58IkxP0aCWj3w+xUkRTE2KoKrDzo5aMxsmmPo2EppIJXMWZ1M6P5OGagOVZVpMBhvV5UPrN7kGCHerI+SoNQoGTgrHJURQUJyMQilFLpci7T1HURShN0NCFEVEsf9vXKJm0PYls9JISu2PNOp7CKk+qyc9O5bsgktXIe5aZLw2HSbMRDjRm6o697zonfqqDlwuD4kpUSSmDJ/GOlauL/A7ePbUd/K1pZkohhBmvlYQRZHdH1ehb7NiMTlYfmPRkELVYa58wv10mMlG2KbDTDZCbdMjOngEQVgDvAmcBk4BbUA08BDwnCAId4uiuDMUDVvYm8pzvK0Lp8cXiFBYunQxBw8e5tVX/8nixQuJjLz4Qd5kQKmSMW1OOiWz0mhr7qSqTEdrk5nqZgtiVAR3z0xGLpXg9fqQSiV8dm4a+xosfFRp4N7SZJIjxx8F4/X4+PjN0zhsLjRRysDD9cBQ70/rO3G4fUxP0ZAdqxpuV+NCIfWXT/+3989Ra3Twk50NPHNDPtIrbMZxvLo1/eXRR59JFgSB26cl8b+7G3mvvJ31U+JDFmLfV30rvziJDm0XhvZuZDIJCqUMuUIaeEVF91/fuUtzmbs0d9B+UjJiSMmIYaIkp0eTnD44xS8hOZIFy/M4sreeAztrSUiORDNgxj9McAlrMYW5FBwfQn9HFEUqy/xVJ0pmjb0S40jkxKnJjJTS0u3lWEsXS3Im3j9d7QiCwJzFOWzfdJamOiO7PvKyakMxsiBHh4YJPeF+OsxkI2zTYSYbobbp0SJ4fgM8Lori2+cvEAThTuB3QEkwGqJ12ygd8D5Ro6AwQU2N0cEpbRcLs/wDr2XLlrJlyzbKy8/y2mtv8MUvPhaMw08aBIlARk4cGTlxHK428NbWeqKVUm4qTsBksPHQ1o1Ex6nYuP4zrMyP5eA5I6++coLS9CgkEgGJtPclkfS/lwx+H5+kITs/AalMwoy5GbQ1dpKUNrRTYktveta6IETvDCRaJePZdfl84/1zHG628vuDLXxtSeYVpSMw3vC7PoHl2SMILA9kZX4sfzzUSp2ph9O6bkqHuQbBQhCEIZ0sl5uppam0NXXS2mRm37Zqbrh9+kWlboQZnnCYdJhQ0+PxcVZvQ8Cvx9eHrsWCxWxHrVGQnR8ftONdXxjPyyc72FlruqYdPABJaVHceMd0tr1fQVtTJzs+OMvqm0uQX4ERsmGGJ9xPX3t89dj7APxu3m2XuSWhIWzTYSYbobbp0aZmcoAPh1n2Ue/yoOD2Xljue/GAcul9CILAF77weSQSCVu2fEJ9fUOwmjDpeLe2E7tCxh3Tk1DLpbTUm+jGRafbX9Hqs3PSkIsine1dNDWaaW0y01xvorHGSP25Dmor26ku11N1WkfFqTbKT7Ry+mgLLb0pVwBTZ6ay+pZi1BEXRgA1d/ZwRm9DJZOwKj826OeXEaPi6RvykUsE3j9rmHDZ8FCh14+9FH2nw02dqQeFVKAkeWyl8xRSCbdcZMn0yYAgCCxZU4BKLUffZuXM8dbRNwozIcZj02HCTIQzum7cPpHCRDXRqv45qMoyLQBTZ6QiCWLqUEmkvxLhgUYLDveF45BrjfikSG68czpqjQJ9m5Wt75XjsF98tcYwl45wP33tYXY5MLuGr6Z7tRO26TCTjVDb9GijpEPAs4IgDHri7H3/o97lQSFLfWFUwKIB5dIHhjLl5GSzYcM6fD6RP//5r+HQvSGoNtg52tKFWi7html+L+HM+Zm8tu4B/rLiLsBfKnbRlATOJkZjzk1g9U3FrFo/lRU3TmHZ2iKWXF/IolX5LFiRx7ylucxZnM2shVlk5fXPnvorHg0dLfHJOX/0zqr82FE1ZSbKzNRIvrkyG4A/Hmqlot0WkuNMhPGkD5b1VoyZnqJBMY6Q+JtL+kqmW9B3XbuDcHWEgmVriwA4dbiZjt50tzDBJZwSGybU9KVnzR2QqmrtdNDS4K/OWDQ9JajHy02KYVqyBqdX5ECjJaj7vlqJjY9g3Z0ziIxSYmzv5qM3yjDouy93s8KMkXA/fe3xu3m3TdroHQjbdJjJR6hterQnyc8DywCDIAjlgiDsFwThDNABLAc+F6yGSIULm1KUGEG8WkaHzU29qWfQsgceuJeYmBgqKio5ePBwsJoxaeirnHVzcWJgFlQQBDLjY8mI7Q9Df3h+Ot0qOVs7HEgSNGQXJJBblEj+1CQKS5KZMiOV4tI0ps1JZ8a8TEoXZJE1hvB4r09ka7UJgPUhEAAeyPWF8dw5IwmvCD/Z0UC30zP6RlcYJ9tGL48+FAkR/pLpPhE2VVy7UTwA6dmxTJudjiiK7N16DtdVaAdhwlzr9AksD9TfqTrt197JLUpEpQ5e1cc+Vhf4CxDsrDWPsua1Q1SMivX3zCQ5LRq7zcUn75yhtqL9cjcrTJgwQxCnUBOnUF/uZoQJE+YKYUQHjyiKjaIoLgVmAd/Hr7nzA2CWKIpLRVFsClZDvEOkaEkEIaC9c6h58MyaRqPhscc+x6OPfpYFC+YFqxmTgubOHvbWdyKXCNw9I3nEdTNiVKwtjMcnwj9O6ILWhsPNVkwOD5kxSqaNMeXoYnh8QTpFiWr03S5+ubf5iojq6u4e+4xnn8DyrAno6Nwx3R+h9VGVkR6Pb9zbTyZmL84mPklDd5eTQ7vrrgg7mEyMx6bDhBkvnQ43tUYHcqnA9N4qWS6XJ+BYKA6SuPJAuru7WZkXi0SAoy1WrD1hx3Af6ggFa2+fxpQZqXi9PvbvqOHInnp83mv7PnOlE+6nw0w2wjYdZrIRapseUy6IKIrnRFF8VxTFV3v/Vge7IRbRPeTnfWlaA3V4+lixYhm33XYLMtmo1d6vKd4o0yMCa4viSdAMnu38U90R/lR3ZNBnD81JRSrA9hoTzZ2DI6Umypbe9Kz1UxMuifCxQirhe6vzIVHnVAAAIABJREFUiJBL2FPfyYeVRrxeH21tWurrG6ioqOT48ZPs33+QnTt38/HHW2hr0wa2P3LkGL/85a957rn/y9tvv4vbffGD/JSUsaUSGGwuWixO1HIJU5LGXzKvr2R6l9PLzhrTuLefTEilElbcOAWZTEpDtYG6qms7qmkoRJ+Iz+vD4/HhdnlxOT14BmiPeD0+uq092Ltdg7YxGWzERAdP3DZMmPPpi2SckaIJVM6sq+jA7faSkh5NfGLwJwtSUlKIi5AzJz0Krwh7GjqDfoyrFa9PxCPColX5LL6uAIlEoLJMy75tNZe7aWFGYKxjjzCTh6HG9pOJsE2HmWyE2qZH9YwIgvAl4FFgOhAJdAPlwF9FUfxTsBpidQ3tWJibEYVcIlDRbqPT4SZ2mPDszk4LLpeT5OSRI1YmOx02F9trzEgEuK/0QuPZoa8D4Iv5CwKfpUUruXFKAh9XGXn1hI7vrs69qDaY7W4ONVmQCLC2MDQPhKIootfrqaiooqKikqqqc1gsVvIzsjmTdwt/ONhCfhT84BtPDruPf//3b5Ce7p8Rbm1tY8+efQAcPnyUTz/dy9e+9gRFRYUTbmNHRwdZWVmjrtf3UDMzNRLZBKo/DSyZ/m55xyVzql2pRMeqWbAyjwM7ajjyaT0p6dFEDijhPtnpsvRQc1ZPl7WHbouTLmsPXo8Pn08cNqJp6sw0Fq7MA8DY3s2Wd86QlBrF+rtnAv4HvQ83nsLlchETG0l8kqb/lahBE6UMqc2JPhGrpQeVWo6yN+X0xMEmGs51UDIrPSSRHWEuPX3pWXMz+jX5TAa/rlpxaWiucV8/vbogjmOtXeyqNXNzcWJIjnU1IYoi399SS7XBzi9vnULR9BRi4yPYs/VcyK5FmOAw1rFHmMnDUGP7yUTYpsNMNkJt0yM6eARB+BlwC/AL4BRgAaKB2cBTgiDki6L43WA0JF4+9AOYWi5lVnokR1u6ONJi5YaiC/VcTp8+w89+9gsKCvJ5+ukfXNMPt2+ebsfjE7kuP5aMGOUFyx/Pnz/kdp+ZncrWahO7as18ZnYKOXETz+XdVmPCK8KS7BjiI4Kvl/D22++xadNHdHZeONOaktLDuinxbDln4hf7daSkpKBWq1AqlajVKlQq//8qlYqUlH5n4Lx5c4iLi8Xn8/Hmm2/T1NTMd7/7A2677Rbuv/8+lMoLq4SNxljt8JR2+PLoPT09eL1eNJqRZ65X5sfyp8Ot1Jt7KNN2M2ucWj6TjYLiJHQtFmLi1GgiL/wdXI143F66u5wolDIiNH57bKo1cuJAE5l5ccxblguAs8czaiUxQRCQSAQEwf+/VNpvq1KZBE2kEtWA365E8AuvmgweHHYXrY0uWhv79UoUShnxSRoSkjTEJ/kdQFHRqgmVq3c5PZgNNsxGO2aDHbPRRqfRjtfrY9naIvKnJuETRT5ptCC2WCmY1u/ItnY6MOi7yciJCziCwlwdiKIYEFgeqL+zdE0hJbPSiIkff3TjWOjrp5flxvKrfc2Uabsx2Fwkasbf508mjrV2Ba7Hczsb+NVtU0hKi+L2h+YgHVDFzGy0EZcQ+jTsMGPnWh4DX6sMN7afLIRtOsxkI9Q2PdoI+DGgVBRF7XmfHxcEYTNQBgTFwROrHH7wtigrhqMtXRxqGtrBk5ubg0Qi4fTpMxw4cJClS5cEo0lXHZYeDx9V+lOj7p81dOjX2pSCIT9PiVKwfmoCmyoMvHJcxw/W5E2oDaIosrmqPz1rojgcPVRXV1NRUUlFRRX3338PJSXFgeWdnZ1ER0dTXDyVkpKpFBdPDThzfBIZFe12mjp7WPfgN/nmypxRj5eVlUlWViYAS5cu5vXX/8UHH2zi3Xc/ICEhgZtv3jDuc4iPHz16SRTFwKz1QIFlr9fHxo1vsGnTR7hcblasWMadd95OdvbQ3l6FVMLNxYm8ekLHe2c7rnkHjyAILFtbeNUOCpw9Hmoq9HQa7XRbnXRZegKliucuyWH63IzAulaLA4u530EeHaeidEEWUTEqoqJVRMYoUShkAWfOaE6XhORI7vrcYF0ziVTCrQ/Oxmaz4XVLMHXYBry6cTo96Fos6Fr6tdLypiSx/AZ/ZTO324vN6iQ6To2k9/iiT6TL2uN35vQ6cswGO7Zu55DtiohU4vP5I5A+qjSyw+pGExvJNJmU0t516s8ZKDvSjCAIpKRHk5kbR2ZePFEx104E19WKtsuFvttFlFJKQfzgCYa4EKRm9dHXT2sUUhZlRbO3wcKuuk7umXntRgOLosirx/2afFIBaowO/nZUyxcXZQxy7jTVGtm9uYrpc9KZuzT3MrU2zPmMZewRZnIx3Nh+shC26TCTjVDb9GgOntGejoL29OR2D63BA7AwO5oXDvgFEN1eH3LpYOmgqKgoHnroAV588c+88MKL/OtfbyORSFAoFPz0pz8KrPfCC3+go8OAVCpFIpH0vgSkUilz5sxmzZrVALRptXyw6WPyc3PIyckmOzsLlerKf0B4r7wDp8fHwqxoChLGP9v54OwUtpwz8ml9J3VGB/kJ44/iqWi302xxEqeWsSArevQNevH5fBw6dKTXoVNJfX0DPl+/kOP06SUBB8/q1atYtGgB6elpwz7Af//6XL7+XhVbzpmYkx7F9eNIFVMqlXzucw+zdOliPvjgQ9atuyGwTBTFMTsNOjo6yMkZ2bmk63LR3u0mSikd9H1LpRLOnauhp8eJRCKwe/cedu/ew4IF87nrrtuZOnXKBfu6uSSR10/pAyXTU6Ku7RnogdfJ3u3CbnOSmHJlO768Hh9Vp3WcPtZyQRUwQRCIjFYOesBKzYzhlgdmDUpBUyhkzFoYmrBPg8FATk4O0bFqcov8aSyiKGLvdgWcPSaDDWOHjZgBD+kGXRfb3j9LSno0N945A4C25k52bKq44BhSqYTYhAjiEiKIS9AQlxhBbIImEJHTYXPx58OtiIJAt0LGvypNbJiZglwqISZOTWpmDPpWK7pWC7pWC0f3NRATF0FWnt/Zk5gcOaHIojChpS9aZHZ6FFKJQLe1hx6Hh8SU0JYSHdhPX1cQ53fw1JqvaQfP8dYuzrbbiFZK+e7qXL6/pZZ/nW5nfmb0oOgqZ48HQRBQhqCyWZiJM5axR5gwVxNhmw4z2Qi1TY/m4HkJ2CEIwvkpWrOAp4CgafC4GL7aTVqUkpw4FY3mHs7obcwZIjph7do17Ny5m3Pnqmls9Bf3UigGDzqqqs7R0jJ06kJcnL9MqiiK/GZbJVUfbwksEwSB1NRUcnKyyc3NZt26G4mJGbvz4lJgd3l5t9wvKPvAMNE7AMfM/vOfF5dxwbIkjYKbixN5t7yDV45r+Z8b8sfdjr7onRuK4kfUk3G5XNTW1gWcNhKJhL/+9e8YDMbA+8LCAkpKiikpmUpJSUlg27i4WOLiYkdsR168micWZ/Lrfc38al8zU5M0Q6asjURRUSFPPfVvgfcWi5Vnn/0pDz30ILNnl46wpZ/o6NFt5GRv9M7MRAXvv7eJWbNmkpeXC8Cjj34Wp9NJbGws77+/ie3bd3DkyFGOHDnKM8/8FzNnzhi0r4QIOSvyYtlZa+aDig6+sPDCa3wtYjHb2fLWGSRSCbc8MCskZZYvFtEnUl9t4OShJmxdTtxeESFGRUpuHPlp0WSkaIiMujDlSaGUoVBeulSkoWxaEAQ0UUo0UUqy8vsdqaKvv093u7xERquIHeB4jk2IIEKjIC5R43fmJPqdOVEx/VE+5yOKIr/e24zd7WNxdjRaq4vGzh62Vpu4qTiR3CL/y+X00NpopqXeTGujGYvZjsVs58zxVlRqOZm58WTmxZGWGYNMLg3iNxRmogTSs3rv7+XHWzlXrmfOkhxmzA1dXzbQphdlxRAhl3DOYKfV0kPGNRj5JYoir/ZW1Lx7ZjLzMqN5eE4qLx/X8b+7G3nxrmKie52tRdNTSEqLImZASrfX40MqG1P9jjAhYixjjzCTi5HG9pOBsE2HmWyE2qZHfDIQRfHbgiDUAZ/nQpHlX4ui+OJYDiIIQhbwMpAK+IA/iqL4q4HrtLtsI+5jcVY0jeYeDjVZhnTwSKUSfvjD/0ar1eHz+fD5fBcIin7ta0/gcDjw+Xx4vb7Aej6fj9RUv1Nkf6OF4xYZsqnXIenqQO0w4LMa0Gq1aLVaDh48xLp1Nwb2+dprb2C1WsnNzSE3N4fs7CzU6onr10yUDysNdLu8zEjRMCN1+BnPn1fuBeC1JfcPufz+WSl8VGlgX6OFaoOdosSxRwI53F521/t1OW6ccmF6ltPp5Pjxkxw8eIgjR47hcrl46aUXA86y9etvxOPxUFJSTGFhIWr1xQ2uby5O4ERbF3vqO/nxjnqev20KCunEB56bNn1EbW0dP/zhj1mzZjWPPvrZEbVxvF7vsMv6ON7SibzhGNWfHqKs28r8+XP53ve+DfhTD/v44hcf49577+LDDzdTVnaaadOmBZZVV9eQn5+HVCrljulJ7Kw183GVkYfnpqEKD7SJilETEx+BVCq5Isuma5s7Oby3Aa2uC5vLS6cgoSpCSadLgGoLVFuI7o3wyo/vf2XHqS7KnifCWGy6j4HOqOyCBLILEgY5fTSRSu5+dHy6AbvqOjnUbCVCLuEby7I4o7Pxk50NvHZSzw1F8YHoToVSRt6UJPKmJOH1+mhvs9LSYKa53oSty0lNhZ6aCj0qtZx7Hp0fjui5zHh9YkCLbG5vhIhSLUehkJGZGxfaYw+waaVMwtLcWLZVm9hZa+bhudeemPCJti7K9TailFJun5YEwIOzUznW6v/8l3ua+O+1eYEIydgB2kjd1h4+eaecectyyCkMC1VfLsbTT4eZHIw2tr/aCdt0mMlGqG161KnfXifOmBw5I+ABvimK4nFBEKKAY4IgbBVF8WzfCkph5FnURdkxbCxr52CTlS8vGjpNRqFQkJOTPew+hkprGYjD7eX3B1sQVZHcePPNHG620mFzo5SI3JMrIVuwoNfrB0Xv7Nu3f1C5bfCXPsvJyWbFimUsWxZ6PSCX18dbZ9oBeGD2yGXX5sSlj7g8IULObdOSePN0Oy8f0/KjdWPP6/20vhOH28f0FA3ZsX7njNPp4siRoxw4cJDjx0/idPbra+Tn52EymQLf51133THmY40FQRD49+VZnOuwU2N08NKRNr6yOHPC+3vggXtRq1Vs3Pgm27fv5Pjxk3z5y4+zcOHQVQtsNhuJiUMPcj0eDzt37ubY315H6bDiAAoK8lm/ft2wx4+NjeWhhx7gM5+5P2D/RqOJ73//v0lMTOT2229l9epVTE2KoKrDzo4af1TDtY5EIrD65mLkcukV8yDvE0VqjQ6OtlipPNSEqLPilEhoiY6gI0JBhELK4rRI7C4fdSYHVqeXk23dgYpr4NfGyIpVkRevpiBeTX6Cmrx4NfFqWci0h0ay6bFwMd+/pcfD7w60APClRRkkahSsyJOTc0I1KIrnfKRSCWlZsaRlxTJ/eS6dJjst9X5nT2S0MtAmr9fH8f2N5E1JIiFZc9XqN12N1BoddDm9pEQqSOtNLZ29KJuZ8zJDHg1yvk1fXxDHtmoTO2rNPDQn9Zqyg4HaO/fMTCZC4R+XSSUC374uhyfermRfo4WPq4xD/tZqKzuwdTv5dMs5ZnTYmL0o+4rpc68lLrafDnP1MdrY/monbNNhJhuhtumLiu0XBCFbFMWm0dbrFWnW9v7fJQhCBZABBBw86REjhyqVJGuIUkppszppsTjJig1+6PQ/T+pp73ZTmKDm/yzNwuH28sKBFrbXmPlHnciirEz+/balg7b50pcep76+gcbGJhobm2hubkGv16PX68nPzw2sV1FRyT//uZG8vFzy8nLJz88jMzMDqfTi0wO2Vpsw2T3kx6tZkDny9/it4hWj7u/e0mQ+qDBwqNlKZbuN4uSxCVxu6UvPKuhPn3I4HDz//K8D4qhFRYUsWbKIxYsXBaKmQkmkUsb3rs/lqQ/O8c6ZDmanRbEkJ2ZC+5JKpdx11x0sXLiAF174A1VV53juuZ+zfPlSHn/88xek7aWmpg65n6qqc/zqV79Fp9MDIEQn8Z9PPMKiRQvG9DAxcB2DwUBCQiI6nZ4XX/wzGze+ScnS1VS5c3mvvIMN13jJ9D4GpjH5fCI9DnegEtWlwmhzc6zVyrFaExWtXeh6JczkSEmOiSA6N551WTHMy4iiOFmDtE+MWBTpsLmpMzmoMzr8f00OWi1OGsw9NJh72FnbX9EqRiUjP15NQYKavHgV+fF+x48kCHYwnE1fCv5wsAVLj4dZaZFs6BVwl0oEHpqTOmQUz1AIguDX9UnQMHN+ZqBfAmipN1FZpkXXYuGWB2aF/HzC9HO8zQr4o3cG9leXItXnfJuekx5FjEpGi8VJrdFB4TiiWK92Tmq7OdMbvXNbb/ROH6lRSr6xLIvndjXy+4OtzEyNvGAcVrogE4VSyrF9jZw53orJYGP5DVPCFe0uMZeznw5zeRjL2P5qJmzTYSYbobbpCd91BUFQAvXAuDwUgiDkAnOAQwM/H0lkGfwD+YVZ0WyvMXOoyRJ0B0+TuYc3y/QIwNeXZSGVCEQqZXz7ulwWZ8fw633NHGq28uW3K3lyeRbLcv1OjNLSmZSWzgzsx+Px0NraRmNj06BoourqGsrLz1JeHvBpIZfLyc7OIj8/jy984THk8vFfDq9P5F9lfkfBA7NSgvIwH6eWc8e0RDaWtfPycS0/WV846jaVLQYqjx4gov0cHxzrYv0LzyORSIiNjWHDhvUkJyexePEikpIuvQe+JFnD5xek8+fDbfz800b+cFcxSRfxcJ+ZmcGzzz7D5s1bePXV19i37wAbNqy7wMGj0+mGFNBKSIjHYDASnZhMe+Zili9fwuLF49c7An9U2m9/+0sOHDjI22+/R0NDIwc+eodIuZLWnHmcWpzB7Ixw7nIfDruLTzefw+X0sOHeUmQhfIB0enyc1nVzvLWLoy1WGsw9RDndlBi6SJFJ8OUnMi8zhnmZUcxOiwroWpyPIAgkRypIjlSwOLvfOdnj8dHQ6+ypNzmoNTmoN/Vg6fFwoq0rUJ0NYGlODP8zIK1iogxn06HmcLOF7TVmFFKBJ5dnDzqPFXmxo0bxDMdArZ+4RA0ls9KITeiP3rF2Oig70kLR9BSS06LCztIQcWKA/o62xUJXp4P8qUmXRB/pfJuWSgRW5sXyQYWBnbXma8rB0xe9c9eMZDSKC7/76wvjOdxsZUetmed2NfD8rVMGOVQFQaBkVjqxCRr2bK6iramTj98s47qbigelcoUJLZernw4TJlSEbTrMZCPUNi19+umnh10oCMLKZ555JmeoF1AAPPz000//cKwHEwQhEvgY+L4oiicHLjtx4sTTDz30EC+//DIvvfQSnZ2dzJ07l9bWVjweD06nk05rF8fa3dgcPcyIdKJUKmltbcXr9eJwOOjo6EClUqHVaunq6kImk9HW1oYoithsNjo6OlCr1bS2tmK325FIJGi1WkRR5LndTbTbvawrimVWpAOHw4EgCGi1WvISIliQLKOx00lLl4fddZ00dliZGifD2KFHJpNhNBoxmUxoNBq6u7tJS0tFo4lAr9cjl8tRKBTk5eVSUFCATCbF6/XS3d2N2WzGaDSxcOE8LBYLSqWSp59+lsOHj9LU1IROpyMmJhqj0TjkOX18ppXdzT0kqyXcVyhHKpWi1fpTxqxWKwaDIXDOA89JIpHQ2dmJ0WgMLHc6nfh8PnQ6HVNTo9lc3UmTxcnMJBXOznZcLhdutztwTvX1DWzbtp0333yb115+GZn+HILNhN1uZ+7c2TgcDiwWC4sXLyIyUoNSqbyo63Qx5xTn66LVIaGx08XpFjOr82Joa2u94JwMBgMmkymwfZ/ttbe3o1Ao0Ov1WCwWVCoVGk0Ey5YtJTXVn5LXd07t7R2o1Sr0er9tHDhwkFdffY2FC+fT1tYGwLx5c6lPmkebNJE12WqiPNYJXSeZTIbZbCYyUsPtt99KQkICVmsXpo4ORLkKU1whxRHOMZ1TsH5PF2t7A39Pfcsnep3OPyeDwUBzbRfGDitmUydpWTFBPSd9h4HtjXb+dKCB3x/SsrXazFl9N509XpRSgcJEBdk+H4VpKh5bkcqirEhULiuRauW4z0kQfWgkHmJFGyuKkimNcrEhT80tM1LJVrnJS4hAIxcw2j3Um51InV0kSp0XdZ16enpQKBQhv04Dba/dbOG5fe3Y3T4enBFHSQyDrpPDYScxKoIDzd3UGuwsSQLTgDaP1fbMnUay8xMRJT2BNh/YXUF9pZGas3oqT7fgdntwurqwWDvDv6cgnZNEruR3h9rwifD4nHgOfFJBbUUHbm8PXmwhPydRFLFYLIPOKTEmkm21FrRWBxsKogLjhMl8nWosPl4r6yBCJvDk4mQM7bohz6kkXs4RnZNmiwubw0mOynXBOUVEyomI8dFl9mAydFN1ug2lWk5Lcxumji5Mhm5amrRExagD56RrtnGuogmVRsDlctHe3o62qZuKskbqa3R0aG1UnGmktdFMa5OR+to2ui0uGupa0etMOB1empvakMkF7HZb4Jwn23Uai+1ptVq8Xu+kOqfJeJ3C5zT2c7JYLMTExEyqc5qM1yl8TmM/J0EQ6OzsvOhzcjgc2vz8/D9e4HMZSXRUEAQf/tQq3zCrpIuiOKYpNkEQ5MAmYIsoiv/v/OWvfrJJvHnBshH30e30cM+rpwF48+GZRAapesyOGhPP7WokWinlL/dOG3Ym3SeKvFfewUtH2nB5RVKjFHx7VQ7TRxA1HgmbzUZDQyNdXd0sXrwQAIejh4cffvQCMdjExATS09O5447bAhWcHA4HT26qod7i4cnlWWOauX7wwEZgbEJsfzvaxj9P6pmVJOdrs6Jwu90UFfmjeerrG/jP//xOf4qDIOCJz+GudSu4Y+1yYmNHrnJ1OTA73HzlnUpMdg8Pz0nlkXnBF9A8daqMn//8eR599LNERmp4++33qK6uAeCpp/6N5cv9KX4+UeTeV0/T5fTy9/umkRY9vgpfo3HoZDk/3NWGNyqRv903DWNTLdu27eDuu+8gM3PiOkSTAWN7N5vfOo3PJ3LdTcVk5cWPvtEYebe8I6ATgygySwZZdidLNxRTmhODQirB7fYiv4SVm7bXmPjZrkY0Cil/vruEBM3Eq4jZbLYRhcVDwW/3N/P+WQNFiWp+fdvUQOraQLw+kSferqSxs2fMfeFY6LL0UHNWT21lOw67P8pUIhHIyounaHoKqRkxYY2Ri+R4q5XvfFxLYYKaZ1dk8eHGU8jlUu56dB4KRehTe4ayaZ8o8sjGctq73fziliJmTvAePxa6u7tpbGyiqamZpqZm7HY7KpUKhULBhg03kp7u19aorq6hrU2LUqlAoVCiUilRKpUolQrU6ggSEi6uH/uPTdWU6bp5ZF4aD88ZOXS8XN/NNzdVI4rw3E2FQxa+APC4vRzYUUtDjeGCZTFxEdz2mdmB9//8w0G8Xh8PfnlxILJy81un6dB1XbDtSDz4pUWByK9P3jlDh66LG26fTnK6P5K18pSW5noTUplfdF/0+dNgRVHE5/O//J+L+Hz+aoArN0whLsFvI8f2NVBb0c7cZbkUliQD/nVEBkcEXk4uRz8d5vIynrH91UjYpsNMNoJl08ePHz+2Zs2aCyqWjDZ6agQeEkVx//kLBEFQASOXvupfV8Bfcr1iKOcOMKbqNpFKGTNTIzml7eZoSxfXFVx8dQ2by8uLh/zlBb+wMGNY5w6ARBC4c0YyczOieG5XI7VGB9/8sJr7S1N4eG7qiNoPQ6HRaJg+fdqgzxQKOc899ywNDY3U1dVTX99AQ0MjBoMRg8HIhg39Irx/2vgB7e+/TaQmhsOt2bSkpZKWlkpaWhrp6f7XeCkvP8vp0+Xo9XpatTo0jW3UOm08hV8U+ec/fw6A7Oxs4uPjyc7OInlKKW8a4shMiuVzd5dcsWkMcWo5374ul+98VMM/TugoTYtk9jAD04ly8OBhbDYbL7zwh8Bn0dHR3H33HSxY0P/7qxsgKpoaFXwtmEWzp7PCrGFHrZkPzhrQb32P48dP8umne1myZBH33HPXoCpd1xIJyZHMWZzDsf0NHNheQ8IDs4mIDM412FptBFHk/pxoYtut2C09ACjNNhT5/v7qUjp3wC8au6vWzKFmK7/Z33xRqVoGg+GSDrJO67p5/6wBqQBPrcge0rkD49fiGStRMSrmLMlh1qJsWhvMVJ/V09bUSWOtkcZaI5FRSgqnpZBfnIQmMrhO2muFgeXRK0/5Z7AKSpIviXMH4PTpM6hUahIT40lISECt9utVXZcfxxtl7eysNQfFweN2u2lp8c/wFRb6ixc0NDTy1FPfGnabxYsXBhw8e/bsY9Omj4ZcLz09jd/+9vnA+89//kvExERz3XWruO66lcTGjqw7V6btokzXTaRCyp3Tk0ZcF2B6SiQPzUnlleM6/u8uf9rzUGMnmVzK8huLSEqLoqnWr9EnSAQkEgFN1ODfS35xEqJPZOAvPH9qEikZMUiE/u0APG4fHo8Xt8uHx+3t/d+L57wS7R6PD59PHPRZp9mOrtUy6jkOxOPun+P0eHw4nR487v4KKOUnWmlpMLP8hiIio4OvDzleLnU/HSZMqAnbdJjJRqhterQR1FFgPnCBgwd/VM+oAsu9LAM+C5wWBKEvNet7oigGRiu5EWOL+FiUFc0pbTeHmi1BcfD87agWs8PDtGQNN04Z2wxYTpyaX982hVeO69h4Ss9rp/QcabHynetyyY67uJu7VCqlqKgwECkD/uouer2OtjYtRUVFgc+P1/srZ2HrpOxUJ2WnygLLEhMT+eMfXwi8/8c/Xic2NoZ/S8jDbDbzt7+9gk7nF4N+4okvBiqMHTt2nHff/SCwnQCIEimKqHjS0vodRlKphBde+DVyuYz/2VoHVgvrrwJB3znpUTxqnP4CAAAgAElEQVQ4O4V/ntTz3K4Gfn9nMXHqiUc0nM+XvvQ4xcVTeemlvyGKPu6883Y2bFh/Qcn3k736KLPTI0P2nd0xPYkdtWY2nzPy/GOPkZT0Adu372T//oPs33+QhQvnc++9d1NQMDH9n6uZkllptDV3om3uZN/2atbeOm3CkRiiKGK3uaisN2OrM1HqdiN39mAXQBOlZPaibPKKLl/1B0EQ+PqyLE6/VcH+Rgt76jtZmT+xvjMmZmIC5RPB5fHxyz3+W8z9s1IoSBhZw+NitHhGQyIRyMqPJys/Hlu3k9qKdmoq2unucnLyUBOnDjeTkRPLjLmZJKX5ncYOuwtdiwWVWk5alv/+5vP6qK82gAiBKQ3RP/uPOHiiQ5AICIKAOkJORo7/eok+keZ6ExKJQOaAyDODvguvxxfYxv8ClVp+wYP0lUafg2dGopr6E80ATJ0ZOvFBj8cDgEzmH/6cOHGKrVu3B5ZHRKj9jp6oGBQ9kXyqXMtXl2Qikwg0N7cQFxeLRjNylTWj0URdXX1v8YVGmpqaaWvzp83MnDmDZ575L8DvmFGr1aSnp5Gbm0N2dhZRUVE4nU5cLhdpaf3fQ0FBPitXLsfpdOJ0unr/+l/JycmB9URRpKvLisVi4eWXX+Uf/3iNBQvms3bt9cyaVYp0CMfnK73aO3fOSBpSe2coPjM7lWMtXZxtt/H83ib+a83QjmNBECguTaO4dOQJp8XXXVixc8qMi7ODDffMxOcVB0XWTJudTk5BAh6PD4mk/7cikQiB30/f/33LB/6G5izJZtbCrICj3uvxUV2up7vLyabXT7FwVT75U0d3koWSS9lPh7kymKyRO32EbTrMZCPUNj2ag+czwy0QRdEF5I3lIKIo7gVGfHoaSwQP+Mul//FwG4ebrXh94rAzumOhxmDng4oOJAJ8Y1nWuKrMyKUSHluQzsKsaH62q5Eao4OvvlvJFxdmcNu0xKA+tEulEtLT0wMzeeCf2W7LWkZk3lL+73WJmDo60Gq1aLU6tFotcXH9D3BOp5O33npn2P23trYFHDyzZ89CKpWRkpJMamoK0fFJPLlNi9nl4/oNg8WW5XIZJrubQ00WJAKsLQxeqkso+ezcNMp03ZzR2fj57iZ+tC4/KBWGwD+YXbVqBYsXL8Jg6CAjI2PI9U5q/eWuZ6UFN4JoIMXJGoqTIqjssHPaKuXLX/4Cd999J++99wFbt27j8OGjHD58lK9+9cusXXt9yNpxJSJIBJatLWTT66fQtVg4e7KN6XOHvlbnI4oidVUdmA02zAY7JoMNl9ODweYmy+4mRiVDqZIxc34mU2ekXpJKQKORHKngCwsz+PW+Zn67v4XZ6cOLOo+Ey+UKQeuG5h8ndP6KiTFKPjNKygiELornfDSRSkoXZDFzXibalk6qz7bTXGeipcFMZLQq4OCxmh3s3VpNclp0wMHj9Yns314zruMlp0UHHDxer4/dm6uQSiV85onFgXX2bavB2ukYcvtZC7MoXZA1kVMNOZYeD7VGB3KJgNJow+v1kZETR3SsOujH8np9fPrpHt544y3uuONW1q27AYD4+DhmzJiG0WjCaDRitzuw21uAFtQJmVicXo63WpmbpuHJJ/8DURRRKpUkJPgjfhIS4omPj+Omm9YTH++/B77xxpuDnEbgvzekpaWRktLvjFEoFLzyyl+QSEa301WrVrBq1dgq5bzyyl85ffoM27bt4PjxExw8eIiDBw+RmJjAD37wXbKz++2hTNvNKW03mjFG7/QhlQh8e3UOX3m7kr0NFjafMwWq210pCIKAVDb43h4dq74o+zo/skwqk3DTfaUc3FlHU52RfduqaWs0s3BV/qDqjZeSS9lPhwlzKQjbdJjJRqhtesS7jyiKI5a2EgRBPto6Y8XnG07mZzCZMUrSo5W0WZ1UttsmrH/jE0V+va8Zn+iftcpPmNgNf0ZqJH+4q5jfH2jhk2oTLxxo4WCThf9YmXNRWhej8fpJf+WsO2amUZCbRkFu9rDr+nw+HnnkYXQ6HQaDkbi4WFJTU0hJSSE1NWWQE+L8qmAA95b6+OtRLX8/pr0g4mRbjQmfCEtyYoiPCN35BhOpROA71+XylXcqOdJi5a3T7dxbGtyS7UqlIjBTfD4en8hpnd/BMzs9dNoOALdPT6JyVyPv9pZMT0xM4PHHH+Xuu+/g/fc3sWPHbubPnxdY32KxEh19bVQLUkcoWLqmkB2bKjhxsImUjBgSUwZfD4/Hx7kzOmxdThas8PuzBUGg7HAz3V3OwHoKpQy9w4sxUsV1S7NYMS/jsg3uh+Om4gR21Zop03Xzh4MtfOu63HHvw+EY2okQbGqNdjb2VjV8akU2ijE6agZG8WyrNrEhiFE85yNIBNKz40jPjsNhd1FX2YFqQDSgKkJObmEi0XH99xaJIJA3JYm+n9fA35n/XyGwrE8LZNDDqOCP3Dlf6yMhORKVWh7QEUH0b99psnPqcDMKhYziWcHXHLtYTrV1IQLTkiOoP+u/p40W6TFefD4f+/cfZOPGf9Ha6he5P3DgUMDBs3jxQu6//17A77zt7u7GYDBiNJrY3Whlixl21ZopjhHIyEjHYDDS09NDW5uWtjZt4Dj5+fksXep3uhUXT0WvbycnJ5vs7CxycrLJyspEqbwwmmoszp3xIAgCarWahQsXsHDhAoxGEzt37mb79p3YbLZBUUHV1TW8Uukfwt05PWncuoZpUUq+viyLn+1q5HcHWpiZqiEz5vKnKF1qlCo5K9dPobaygyOf1lNfbaBd18XytUUB7Z9LyaXqp8OEuVSEbTrMZCPUNj2iyHJgJUHYCjwiiqJ2wGelwCuiKM4KRkPe3rFFXD1n4ZjW/f3BFt4508H9s1J4fEH66BsMwUeVBp7f20x8hIyX7pk25rDkkdhb38nze5uwOr1EKaX82/IsVuZdfBrZ+dQa7XzlnSpUMgmvPjB9XDPx/1u5B4BvFY9tJhDA7vLyyMZyrE4vP15XwIIs/4BFFEW+8GYFzRYnz9yQz5KcqyuE8kCjhf/ZWodUgF/eOoXi5ODmQjqdziEH9Gf1Np784ByZMUr+cu+0IbYMHm6vj8++Xo7J4eF/byq8QHPI7XYjl/sfSj0eD1//+r8THx/PPffcyezZs0Lm6Hn/bAcfVRr5j5XZl70M8ZE99VSWaYmKVpFTlIjP62PeslzA/5D8+h8P4fX6uP8LCwNOm/Ljrfh8InEJEcQlaqi2OvnWx7UkR8p5+f7pQYsICzatlh6+/HYlLq/Is+vyWZg1vt/scDYdTLw+ka+/V0WN0cHt05L42tLBouBer5eGhkY6Oy1oNBFMmVI06CF5Z62Zn+5sICVSwV/uLQlJFM/VQk1FOwd2+COGlq0tuuypI+fz/N4mPqo08mCmBlmtgZg4Nbc+ODso/Y4oihw5cpTXXnuDxkZ/ql9KSjL33XcPK1cuRyr13/NHsulWi5PP/+ssarmEjQ/NRNUbjWe32wMRP31/Z80qDUTCXon4fD7a29tJTfU7eOx2O59/7Mu4RClkzeAnT9xNSeGYgrIv4Kc7G9hZa6YoUX1B6fRrDWunP3LP2N6NIAjMmJtB6YJMJJfwO7kU/XSYK4uJjO2vJsI2HWayESybHk5keax3nOPAKUEQ7hP8fAfYCfz+olvWi8099lClxdn+h5JDTeMTyuvD0uPhpSP+mbwnFmUGxbkDsDwvlhfvLmFBZjRdTi/Pbm/gf3c1oLU6R994HPRF79xUnDDuNIsT5jZOmNvGtU2EQsp9vREuLx/XBtLpKtrtNFucxKtlLMy69LNUF8uSnBjunJ6EV4Sf7GzA5vKOvtE40Ol0Q35+SturvxPC9Kw+5FIJN5f4oxjeLe+4cLm8P+KgpaUVm81GRUUlP/rRT/nOd37AkSPHxpw+OVZOtnXxwv4W6kwOnt3RgD3I3/t4mbskh7gEDV3WHs4ca+HcGT1ib3U4iURg5oJMFq3KH5RkOn1uBjPnZ5KZF48mSsn2WjMAawrir1jnDkBGjIrP9VaP+9Xe5nHb/HA2HQza2zs4ffoMv/jHhzQe2UVs7W56Dr3D008/y+9/318B0ul08p//+V1+/OPn+N73/psnnvg6r776Gs3N/uplK/NiyY5Voe92sa3aFLL2Xg0UliQHnJX7t9fQXH9lfR8nevV3Igz+eg1TZ6YFzal86NBhnnvu5zQ2NpGQkMBXvvIlfvObX7J69aqAcwdGtumMGCVTkyJwuH0cHjDeiIiIICsrk9mzZ7FmzWruu++eK9q5A/5IoT7nDoDBYESIjEdwOxDqjvD9b32H73znB2zdun3cM4vfWJZFSqSCaoODl49pR99gEhMdq2b9XTOYMS8TURQ5fayFLe+coatXcP9SEMp+OsyVyUTG9lcTYZsOM9kItU1Ln3766VFXevrpp7c988wzB4HfAU8C6cDNoih+EqyGaJtbns5MHVtodmKEnHfLO+iwubmhKH7cYcW/29/C2XYbc9Kj+MLC9KBGKUTIpVxfEEesWsapti6qjQ7eK++gqsOORiElLUp5UQ+ArZYefrO/BalE4HvX547bOZUXGcfSxGzS1eNzyOQnqNlcZaTV6mRKUgSZMSpeOa6jxujg1mmJzM+8+hw8ALPSIzncbKWp04nW6mRFXmzQ7MHhcBAVdaET59XjWnRdLu4rTSYnLvhaE+eTFaPi3fIOmi09zMuMJkkzdMWo2NhY1q+/kYiICBoaGtFqtezdu48jR44SHR1NRsbF/1bMDjff3VyDw+1DJZNgdngw2t0syY7G4XBgsVgxGk3odDpaWlqoq2vg3LlqUlNTAs6ozZs/4f33N7F9+y62bNnKnj17SUtLIzFxYvoPEolAWlYsLqeHjNx4psxIITpWHRBdTkmPJiE5ckhxUgCnx8cvPm3C7RN5ckU2MRPQtrmUFCdpONJspdnixO7ysih77FE8w9n0WBBFkdraOj78cDMffvgR77//IdOmFRMd7e87/v73V/nLX/5OS2UZMkMDPmMLzU1N6PXtuN3uQAVBmUzGiRMnyc7OxOPxYjAYqKioZPPmTzhy5BjFU6eQlZLA3oZO6k093FqSeFFabVc7SalR+Hwi7W1WmutMJKdFXRGVfrRWJ6+c0JEk+si19aBQSlm2tmjY39lY0OvbiYz0R2KmpaVRXn6W2267ha9//asXRHr1MZpNO9w+jrV24fWJQSnscKXQ4pDyri0LWcYUri9MoF2vQ6fTc/ToMT76aDNr1lyPSjU2O1FIJUxNjGBrtYlyvY2ZqZGkXuHi3qFEkAikZcaQmhGNtsWKxeygtqIddYSCuMSIkKdAX0w/HebqZKJj+6uFsE2HmWwEy6a1Wq02Pz//j+d/Pp4nkTwgGqgDNEBQR4iR8rEPBuRSCfMzo/m0vpNDTVZuH4cwYLm+m83njMgkAv9naWZIbrSCIHDbtCTmZkTxz5N6dteZOdxs5XCzlZRIBbeUJLJuSjyxE6je9EZZOz4RbiyKH/ZBfSTmxY1NSPZ81HIp989K4cVDrbx8TEtpaiS76/1RC+umXFnCiuNBIZXw/etz+eq7VXxa38mcKiM3B0m3Y6gfrsvjo1zvn60uTQut/k4f8RFybpuWyNtnOvjhtnpeuGPqsHpJarWau+66nZtuWsfWrdt5990PqK9v4O9/f4UFC+YNekASRZGeHicOhyPwcjqdTJ/en3a2ZctWOjoMOBwO7A4Hx+o7sHfbiRc83LBqGe+KBWytNpHao+WdF3857DlMmVJERIQ/levcuWr27h1c2K+qqppvf/s/mD27dELfUVSMimVri0ZfcQgONFqwu31MSYwgO/byPziPhlQi8M2V2Xz1nUo+qDCwKj9uzLY43puRKIrU1dWzb98BDhw4iF7fPmi5wWAkM9OfgpWVnYUqNZcuQU1WSjxrZ2QTGxtLbGwsCQn9Au6CIPCzn/0Y8KedVFRUsnv3/2fvvMPbKs/3/znaw5Itee+d2EkcJ4HsBAgJBEiAlEIZ7a9tWlpmKVBaKJRSOii0FEpZbb9tadm0rJAECNl7Emd7723Llq29z+8P2bKd2IlnFrmvS5eOrHN0juT3vON+7ud+trJjxy5qaoJqjWStlrcKVNRVV/HZ0Qiumzy8fu98wZSZyXjcPhprOs6aqloFXZUEJ4l+BAGyJ8SGKhMNFUVFxbz99nuUlJTy6qsvYjBEIJVK+e1vf3XKY0/Vpi/LMPD33fXsqbVgc/uGHFA6W/FGQRMIAtfPnczyi6/ih7d/hx07drF+/QYCAbFPafWtW7czbdpUtNqB02knxoVx25Q43ixo4g8nKZ3+VUJsYjhLb85n9+Zyqsva2LGhDEO0FmPU2JZ7vrAQ/uphuHP7cwUX2vQFnG8Y6zY9qNFXEIT/AXnAYlEU9wmCcA+wRRCE34ui+MfRuJCBDGkHwsyULoKntnPQBI8/IPLi9mAZ1psmx5A8xouxpHAVP7s0lTtmJrKmpI1VhSaarB7+ubeB179s5JKMCK7NjSY3ZnARHZPdw9rSdgTgG/kxp9x/tLE0N4r/HW6mrM3JHzZX4/QGmBirHfPfcayRGK7ivi6jyFd31jEhRku6ceTKmra2NsLC+i6cC1vsePwiGUbVsAi+4eL2GYmUmBwcabLzm/WV/OGarJP6JKhUKq69dgmLF1/B+vUb0el0obLC69dv5LXXXsflcgYNXXtBIhH43//eCbXnL75YR2VlVZ99ZIAH8FjauHPBpbywrZYPii1oVCo0GjVqtRqNRtP1HHytVPaQmVdcsZApU/JD723YsImNGzfz1FPP8PjjPycvb9Ko/GaDxfqyYNrLwqxzJ7qfblRza9di7PmtNfz1hhyUg6j21V+bPhnsdjuPPPIL/P5gKpjBYGD27JlMmjQBg8FAcnKPv46QOQPTtHjCVTKevjF3UItDiUTCxIkTmDhxArffvpzy8gp0uuD13To5mhff/yP/3v0W5XNmseCy+eTl5Y1IIXKuQhAEZsxPx+PxoVSdHWb4++utyP0BdHY3gko2rNLo5eUVvPPOe+zffwAIpk5VV1djMEQM+jNO1aYjtXImx4dxsNHG9urOczqg0Y1jzXb211vRyCV8fVJwLqFUKlmw4FIWLLgUt7snZb68vILnn/8LSqWSefPmcNVVV5KZmdHv535zahz767tLp9fy+MK0r4Rh/8mgVMmYf+U4ElNbsXa6xpzcgaH30xdwAWc7LrTpCzjfMNZterDhlVZgqiiKTgBRFF/uMl5+AxgVgsfJ4KpodWN6kh4BONhgw+n1ox5E5O+TY61UtLuIDVNw65ShTyaHi3CVjG9MjuXGvBj21VlYeczEnloL68vMrC8zkxWp5trcKC7LNJz0e3xwuAVfQOTS9IhhV6pY11wOwKLYzCEfq5RJuDU/jpd31rGjOuhHcNVZVhZ1MPC4fXS0OZDKJETGBG+umTEarvS4aW538te3D/LEDy5GM8JIbe9S9d0IlUdPOL3RCJlE4PHL07lnRTFHm+28urOe++adunSyQqEIpcZ0QyKR4HA4Qu93Ey3dhIzP5wulU1155SIsFgudPikfFXcSkCn57sxUpqZGYTQaiYw08mWdhW1VkHLzozx37Thkp0inyc3NITe372uNRkNJSSlZWUNv1yOB2ellb50FicA5l75xy5RYtlZ2UN3h4s39jXx/xqkjgP21aQgqdaqqqtm+fSdHjx7jt799EqlUQlhYGJdcMg+VSsWcObPIycnpl2BptXv4x556AO6dkzSsyL9CoSA3Nyf0Os8goNAb8Jnq2LplK1u3bMVgMDBv3hwuvXQ+6elfrcWnIBFC5I4oihQfbiIpzXBG0rUCokhBgxWfRGD6JenIPb4hXUd1dQ3vvvtfdu/eCwQJ6aVLr+G665YMecI0UJvujQWZBg422thYbj4vCJ43C4I+OddPiO73XutNqIuiSF7eJA4fPsL69RtZv34jmZkZLF58BfPmzemTxiWVCDx8WSp3fVTEtqoO1pS0n5NzhNGGIAhk5vQNyjXXd9JQ20n+GBgwD6ZNX8D5hZHM7c8FXGjTF3C+Yazb9KBm0aIo3t3P30oEQZgzWhdi8jiGtH+EWk5ujJZjLcFI1Ny0k0fs2uxe/tNl/nf37KRQNYzTCYkgMCM5nBnJ4TRZ3awuauPz4jbK2pw8v62Wv+9p4MpsI0tzo05QxVhcPlYXtQFwc/7wS3r/s2IfMPxB4Orxkbx3qBmT3YtKJuGS9MFHSscSoijidvlw2D047R4cNk+f7dTsyNAEq7G2ky1riklKN7LgmuCCUCKVEB3w4xRFPCYbf329gPu/d9GIJl5OpzPkL9KNAw2nz2D5eBg0cn61KIMHVpWwqshEVpSaa4aRjjZnziymT78ItVrdx6y0PyxefAUWl4+7PirCm+TlprwYbp7Zl0i4f14KRa1FFLU6eOPLRpYPsTKeRCLhe9/7Dh6PJ+RIHwgERr38cH/YVG4mIMLMZD2G06jIGg0opBIevCSF+z8p4X+HW5ifYWDcKSqa9W7T3aTOjh272LFjF42NPeaqhYWFTJo0EYAf/eiE4aMPRFHkL9tqcXgDzE4JH7U+JSY6krse/gVPryogwlREZFsxTU1NrFy5mpUrV/PMM78jOztrVM51rqH0aDN7t1ZSfLiJpbfkn3ZVU3mbE6vbT4xOwYyLEodEtPn9AV544SWqqqpRKBRcc81ili277oS+drDor58+HvPSInhpRx0HGqy0O7wDprieCyhssbOvzopaLuHreadWAmdlZfLkk49TX9/AF1+sY+PGTZSXV/DKK3/jv//9gFdffbFP+4nXK7l3TjJ/2NxTOj3xK1g6/WTw+wPsWF+GzepGo1UMS712MgymTV/A+YWRzu3Pdlxo0xdwvmGs2/SABI8gCNeJovjJyQ4WRdE/mP0GgzDJ0CO2M1P0HGuxs7vGckqC52+760ILiLOhnHecTsn3pyfw/6bFsbWyg5XHTBxrsfPR0VY+OtrK1IQwrs2NZnZqOFKJwMdHW3H5AlycpBtRWenLY/uXVg8WCpmE/zctnue31nBFtnFQyqmxgt3mprGmg/qaDhprO/CepCKQLkJFZldwP0yvJCo2jPBeJJpaLefKZZOobXewYkUh5vpO3vnfYW69KW/YJI/L1bdqhtPrp6jFjkQ4ff47x2NctIYfz03m2S01vLSjjjSDmgmxQ5OMK5XKQZf2E0WRZ7dU02r3khuj6Ze80atkPHJZGj/7tJR3DzYzNVF3Qjn3U0EQhNA1BReAL5KYmMA3vnHjmKo01pd1Vc/KMp5iz7MTuTFavjYpmg+PtPLclmpeWpZzUgVVd5tub2/nl7/8NQ0NPaROeHg4s2bNYM6cWeT2llidApsqOthda0Ejl/CjuaPri3ZJegRvJcZTozXwndtuIkvawebNWykrK++j9nr99TeJjY1l9uyZX4lJZFp2FGWFLUyYknBGUtYK6q0gikxN0A35/y2VSnj44Yf49NPPWbbsuiGlY/WH4/vp/qBXybg4SceuGgtbKjtYNgTfv7MNb+wP3rPXDaDeGQiJiQksX/5tbrvtFnbs2MmaNWvJzMwItR+3282ePfuYNWsGC7MM7K2zsLHczO83VvP8tdlf6dLpx0MqlTBnUTbFhxrJnhAk2borNwqjYAg/mDZ9AecXRjq3P9txoU1fwPmGsW7TJxvdbxEE4SngLWAzUAxYAR0wDrgU+BZwABgxwROjHrqiYWZyOK/ta2RPbScBURywOlVBvZVNFR0opQJ3zT67jMgUUgkLs4wszDJSZnKwstDEhnIzBQ02ChpsRGnkXDU+khXHgiWub8kfWaTnBxnTR3zNV4+PJCtSTeoZ8t6xdDjZ/FkxHe19VV8KhQy1VoFGq0ATpuizHd6rWlVkTBhX39jXjLe76kV8UjgVVg+H1pdRWmJizeoiFi/JGRbJ07skLcCRJjt+EcZHa4Zc/Ww0ceW4SEpNTlYca+XX6yt4+focIrVjE5H+8Egru2oshCmkPLogfUDyYHJ8j0HnM10GncOtRlVSUsKOHTsJBERsNjvLl397TNQ8NR0uSkwONHLJWUEaDxWiKOJ2u7k1L5Kd1Z1UtLv497YSpoU5cblcoYfT6cTlcqPVakLpehEREXg8HvR6PbNnz2TOnFlMmJB7SkXX8eh0+XhlZ7C8+Q9nJhI1DOP4k0EqEfjm1Dh+v7GKdw628K+bchk3LhtRFEPEQltbOytWrEIURf7v//5Ffv5k5s2bw4wZ009qKnsuQ6GUcfXX80ZlMTkc7K+3kGuykhCtxO3yoTzFvd7ebmbDhk18/evLEASB2NgYli//9qhcy/H99EBYkGlkV42FTeXmc5bgKepS76hkEm4chHqnPyiVipBXT2/vxO3bd/LSS6+i1+tZuHABN196GceaFZSYHLy+v4nvD1GZCVBVVU1LSwstLa2hh81mw2g0dJHJswHwer14PB602rH3txktxCboiU3oIZOrqs3s+LyYMJ0KrV5JmF5JmF5FmK7rWa9EqZINihAdbJs+Ffz+AD6vH0EQUHSlrIsBEYfDA2JwDAEQ+2yLdG2GthUKaSgFM+APYOlwIUgg3NDTv1o6nF2fIXD8V+z+ziqNfNhG7Oc7RmNufzZjtNr0BVzA2YKxbtMDzqpEUbxNEIQ84A6CXjvpQLejajnwKXCzKIpHR+NCvF7vkI9JN6qI1spptXspMzkZF33iZNzjD/DijqCx8m1T487q0p1ZURoemJ/CD2YksLa0nZWFJuo63bxZ0ATAhBgteXFnxwQmewQqoqHA7fJRVWrC6/UzaVqQnNNoFVg7XchkUuKS9CSmGkhIiRg1L4lvzEnhSJMdz9FGDhxuRiWTcOnicUMmeZqamkhNTQ29DqVnnWb/nf5wx6xEKtudHGqyBU2Xl2ShGOUIa1GLnX/ubQDgJ5ekEKs7+eL9m1PjKGiwcrTZznNbavjVFenDUnPk5ubw0EMP8J1+oKEAACAASURBVNxzf2H16s9wOBzcffcdQyYfToX1pUFz5fnpEYMyKB4LiKKIw+HAYrFisVhCzxKJhAULLg3t96tf/RabzdZF2PSQN6Io8v3vf5f758/j4U/LWLFpD58eWNXvuSQSgaysDCZNmoREIuHJJ39JTEz0iH7Xv+6qo9PlIz8+jKvHyKvjkvQI3ipQUdPhYl1pO1fnRPVpVxqNhnvvvYtt23Zw8OAhCgoOUFBwALlczrRpU/jOd751Xk4ue5M7pmYrRYeamH155pgrejy+AOW1neS4vQRabEhPce+UlZXz9NPP0t7e3odkHC0c308PhFkpepQyCcda7DRa3cSfxXOJgdA9l7h+QtSwCfTe6DbeBwgL05KWlkpVVTUffbSCjz/+hMzcibSrx/HfggAXJ+r6eM/Z7Q5aWlpobe0hbxwOB/fee1don6eeegaTqa3fcyckxIcInqNHj/HrXz+FRqMmKiqK6OhooqIiiY4Obs+YcfGgVadnAmtK2nj981ImWJwYnT7COpzQz9Anl0vR6nrIn9SsSGLie1Jmu/u17jYtiiJ+XwC324fb5cPjCj67XV487u5tH253z3vj8+JCKWMNNR1s+rSIpDQDC5YEVZkOh4cP//PlkL5f7+OdTi8r3z2AWqPgxuUXh/b54qMjOB0nXwcIgoAxWhsixxLTDF8pH7WvMgbbT1/ABZwrGOs2fdIRXhTFw8C9AIIgaIAIoEMUxaEZ5gwC4jD6aEEQmJUSzspCE7tqOvsleD443EJdp5ukcOWwI1anG2FKGV+bFMOyidEcaLSx8piJohY7t89IGPFgZvY4ATAoRl4laizg8/qx2zwhxY3X42PPlgrkcikT8uORSCXI5FKuujGPcIN6TBYjEkHgJ1dn8+MOF0n1Zg4dbUYQ4JIrh0by9DafBDjYbbB8htKzekMmEXhsYRr3flzMsRY7r+ys4/55KaP2+Ta3j6c2VuELiCybGH3KFEoIqi0euSyNOz8qYmdNJysLTVw3YXiR8lmzZvLoow/zzDPPsnHjZhwOBw8++OOQ+fNIERBF1pcHCZ5FY5Ce5fcHKCkpobXVFCJurFYrS5ZcFSor/vbb7/HRRytCFap6IzY2pg/BU1FRgc1mP2E/hUKO3+9naoKOq8dHsqZNjy4hk/zkSNRqFSpV8NG9LZX2DBnx8SMjPfbUdrK+zIxCKnD/vJQxm6j3VvG8faCZRdnGPukiarUqpEjo7LSwa9dutm/fwdGjhezbt5+7774jtG9NTS3x8XGj1o7OBgT8AbauKcFmdSMGROZdkT2myp6jLXY6pVI6xsUyf2YCspMQPFu3bufll1/F4/EyYUIOs2fPGvXrOb6fHghquZQ5qeFsLDezqdw8JoUaPL4AgsCYpDMVt9rZU2tBKRuc985QMWPGdKZPv5iSklLWrFnL9u07KTt2BCVHkEZn8pT2VhZmGfFXH2LbJ//F6ThxGikIAnfccXvo/po0aSIWi5WYmOjQIywsjLa2dlJTe8Yru92BUqnE4XBSU1NLTU1tn899443X6OZ3XnzxFZqbm4mK6jH6j4w0YjQaiYmJ6VMe/nTgSJONF7bV4tMo2apSoPT7SVPLuCRRR7JKisPqxmZxY7O48Hr9dLQ7QurlCKMmRPCUF7Wyf3sV4ybFEZ8ebNP1VWY2flo0pOuxW11UtjvZVtVBhMuLQilD1ks1I5EIqLUKBIL/r+5uO7gthIip3u9pdao+x4cbNKjUfZcfunA1cnmXSqg7lix2RZXF4F8cNg9tLTbaWmzUVrSTlN4z9tZXm4mMCUN1jnnhjRbOtrn9l3UW/rq7Hq1cSrRWTnSYgiitnCitnGitgmitHINajnSQY81g++kLuIBzBWPdpgcdwukidUad2OlGvdvGlGEcNzNFz8pCE7trO/n2RfF93muyunm7K2L1oznJ51wOuCAITE3QMXUUFR93fxnMpntn9s1DPtZmcVFf3UF9lZnmBguCAJowJdfd1vOf+3J7FX5/gMnTk0MDranZisftR6GUIlfIUCilKBQypDIJoihi6XDSUB300mlpsBCmV4U+M0yvImdyPIYobUj2C4x5qVGDRs6PrsziqZXFCCYLpcUmYGgkj1rdM9Ba3T7K2hzIJAITh+h5M1YwqOU80WW6/GlRG9lRGpYMw3T5eIiiyHNba2myesiOUnP7jMFL82N1Ch6Yl8xvN1Txt9315MWFDbtk/ZQpk3niicf43e+eYffuvfzud8/w8MMPoVaPvFM90mSjxeYlJkxO3igSdna7nU8+Wc3GjZv6jVxPmZIfIni6yRmNRo1Op0ev16HXB58jI/uqYR599GFkMhlqtTpE2qhUyj7qmx/MSGBPrQVTZArjZiXytUknLgItFsuofE+Hx88L24KLsO9cFE9i+NhG1/tT8fSH8HA9ixdfweLFV9De3k5JSRk6XbD/9fsD/OpXv8Xj8TBr1gzmzZtDXt6kUVeGnW5IpBIuuWo8az8+SlWZCYVSyoxLM8aMcCuoDyoZ8zKNpGT2r9oKBAK8/fZ7fPjhxwAsWnQ5P/jB90MLwNFE7376VFiQaWBjuZmNY0DwHGyw8tTGKgJi8J64enzkoBc/g8Gb+4Nzoetyo4gYo0WwIAiMHz+O8ePHsXz5t9m4cTNr1qzFkz6JaqeP9w+3IG3qRO1wIErlKHQGIoyRxMXGkJEcR2Zy3zncfffdM6jzzp07mzlzZmGz2WhtNWEymWhtDT46Ozv7pFqWlJRSX9/Q7+csXLiAe+65E4DGxib+8583u8gfQy8yKBKj0Tgq40iLzcOT6yrxBUSumxBFcriK9w41U2j3UlhtJSlcya1TYrk604hEAI/bj83iwm51Y7W4iO5VrMFudeN2B1Pmutu0QiVD0lU9T6mSoVTJUKhkKJXd2/LQtiCXcqjFwRs1Fo4e6yGFsiL13DGp5/+i1ii48bs9ypuhQq1R9JkzdmPxDZNOeazX46e1yUpzgwVFrzR3p8PDhlWFyOVSvnH7DCRd981g0j/PF4xkbj/aKG9z8Ov1lTi9J6+OLBHAqJEHCSBtNwGk6PM6UhMkgYbSTw+E7jTC7rFNFEUCXd5XvYPFPq+/J80wxDLSZw3SG4JAKIURwOMJ3odyuTR0Lp8vEPTZ6iZAuw6USoULKrSvKEajTZ8MZ03PJ+lPjzoITInXoZRJKDU5abN7+3iJvLqzHrdfZEGmgamJZz4t5mzAUNj9QECktclKfZWZuiozneYT+T2vx9fndUVxKy6nl0kXJYX+dnhfHXVV5hOOlUolSKWSUGfYDZlcgtfrD+VaT5+fPuhrHk1MT9azeFo8a/aD3GxDUdbGFkoGTfKYzeaQYevhJhsBESbEas6oMfXxGBet4f55yfxxcw0v76gjzaBiYuzICIuVhSa2VXWgkUt47PL0Iad+XZJh4Ko6K5+XtPHUxipeun78sFOgcnLG8+tf/5Jf//opvF5vaOI3UqwrDbbnyzONA3p/DRa9K37JZDJWrfoUp9NJbGwMWVmZ6PV6dDod4eF6UlN7Sttfe+1Srr/+2kGpSXJyxp9ynzCljPvmJvPE2gr+ta+RWanhJ6Sh9G7TI8G/9jXQaveSHaXmhn6IpNHGqVQ8/cFoNDJr1ozQa7PZjMEQQWVlFRs2bGLDhk0hD6J58+aQm5tzWiq3jQUiY8K4bEkOG1YWUnK0GYVKztRZo6fo640D1R0AAwYunE4nzz//Ivv2fYlEImH58m9zzTVXjdkkeCht+qJEHTqllCpzUOUwXPK5N0RR5IMjrfxjTz1daw3+sr2WVYUm7pqV2CetabgoaXWwu0u9c+Pk06Nk1ul0XHfdUpYuvQa3z8/BJgelJgfFjSpKE9Mw+xTYBQEzUAnstIGmTEJ2RxXZURqyozSMi1ITr1cOqo8VBAGdTodOpyMjY+A5w2OPPUJrayutrSba29tpaws+2tvbSUrq8WhsbGxiz569A37OX/7ypxDZXlhYhCAIZGVl9klbOxmcXj9PrK2g0+VjWqKOu2YlIZUIXJ0TydrSdt490Exdp5s/bq7hzf1N3JIfy6JsI5ExYUTGnDhGT56exLhJsQiCQHNLA3q9nug4HbfdOeuk905th4vVRSbWlrZjdQfVoBq5hLlpEeyvt1LW5uSnn5YxK0XP7TMSSTlD3osAcoWUhJQIElL6KoLdLh9xieHIFdLQGO/3B/jg3/vQaBXEJOiJTQymdWl1yvNyQX22KHdabB5+saYCpzfAZRkRLM2NotXuxWT30mr3dG17MNm9mJ0+TF3vFR6vHxDFoEpMIhCllbNA48PYGSApzRBaE1g7XXz+weHg7gGxXy+o3s8AaVlRzF88LnT8ircK0IWrWPataaFTv//aPrzegYu2HI/jj//w31/i9fq5+QczUCiC/cGGlcdobjgxQKbRKkjOMJKcbiQ2QT+iyr0XcG5htObTA+GsIXhSNMOTxSpkEqYl6NhZ08nu2s5Q2eed1Z3srOlEI5fww5lnl7HymcQrF1130vfdLm9IpdNQ24HH3UO+yOVS4pMjSEozEJ8SgUwmwXccQ3/xvLRg1KQXm22I0uLzBfB6/HjdfjweHx63D78/gN8fQKmShwbt+ORw1JrRNVodCb43PYGDjTYOAlq7gyRvYEAW/3j0VlEcaAimZ52J8uinwhXZkZSZnHx0tJXfrKvk5WXDN10ub3Pwt131ADwwP4UE/fCUGXfNTuRIs41qs4u/7a7nvrnJpz5oAKSnp/HUU79Gr9ePig+D2xdgS2WQ4BluepYoilRUVLJu3Qb27z/AX/7yp1B1su997zvExsYwYULuSQkDpXL075PZqeFclhHBpooO/ry1lqevzuwzGT5eGTQcHG6y8ckxE1IBHpyfMqoqhZNhsCqegRAVFcmf/vQMdXV1bNu2k23bttPQ0MiaNWtZs2YtTz316xCR9t57/8NkaiMQCBAIBLoihQECAZEpUyazaNHlANTV1fPvf79OICD22U8URaRSKXfccTsJCcHo+WefreHw4aNIpRIkEglSqTT0HBsbww03LAOCbeuNN95GKpWiUimZO3f2oDyE4hLDmb94HJs/K+bIl3UolFImTh3dsdNs86A91sQkuZRxhv7vRYlEQltbG2FhWn7yk/vJz5/c736jhaG0ablUwry0CD4rbmNTuXnEBI/T6+e5rTVsrgiSXrfkx5JhVPOPvfVUtAcX1vPSwvnBjETih9mXArxZEKycdW1uFIbTnMIikUhQKyTMSglnVko4EGzPbQ4vpSZH6FFictDu8AXH2650ZgiSDd2ET3aUmpxo7Yh+i7i4WOLiYk+5X0ZGGg899ABtbW20t5u7yKA22tqC2wZDT9//7rv/4/DhI6jVaiZOnEB+fh6TJ+eRlJTYL5kQEEWe3VJDeZuTBL2Sxy5PC/WDCqmEJTlRLB4XyYaydt450Ey9xc3z22p560AT35gcy1XjIlEcF/QQBCE0d+pu0wMRGV5/gO1VnawuMvX5rbOj1CzNieKyTANquRSXL8AHh1t472Azu2os7Km1sCQnim9Nizvt7ehkiDBquGLZxNAiHoKLd4lEwGpxYbW4KC9qAYKq88hobbAQhyZYiKN3QY7eSoxzCaea258O2D1+Hl9TTpvDy6Q4LQ9dmnrSAJ/HH6DN4e0ieTy0dLppbrBga7Tgb7PTpFNTplTQYvOyrsXNTJebyJgeBbwoiricQ/dv7Y1QamEvdGcXnGD4LYBATxpit7JHflzRFFk/RVSkMgkymRToa0LusHsoPtxE8eEm5AopSakGkjOMJKQYTvjcCzi/MBrz6ZNBEAe7Wh1jbNmyRczLyxvWsZ8Wmfjztlpmp4Tz5JUZuHwBfvB+Ic02D3cNkGpwAUF0s9vdUY9dG8spPdYcel8friYxzUBimoGYeN2oed6IoojfL+L1+FCp5GesmstgUNPh4p6Pi5E4PdyzIJ0rB7kwbGxsJD4+OJn94QeFVJldPLsk+4yVSD8ZfAGRn39WxsFGG7kxGv64JHvIyhuHx889HxdTb3GzNCeK++YNn5SBIFl034oSvAGRJxalD8rHZzDw+/38+99vcO21S4iJGbrHz+YKM7/bUEV2lJqXl+UM6Vir1cqWLdtYt24D1dU1ob8/8shPmTFj+LL30YTZ6eUH7xdicft5cH4KV/UyP+7dpoeKJqubdaXtrCo00e70cduUWL578dAr64wEwbLNVcSGKfjXTbkjStsVRZGqqmq2bdtBUVExv/nNEyFC7sEHf0ZVVXW/xy1efAV33HE7EEwXeeSRXwx4juee+wNpaUETvpdeepUNGzb1u192dhbPPPM7INi+b7rpttB7EonAjBkzuP76pYwfP+6U36uiuJXt60oBmL0gk6wJp14MDxYrNlawb3MFinAVv7h/bp+JdW+TWJPJhNfrG7HP02Aw1DZ9sMHKTz8tI06n4D/fmDBsNUB9p5sn11VQZXahlkv46SWpzEsP9nFuX4D3D7fw7sFm3L4AconADXkx3Jofi2aIk/5Sk4N7Pi5GKRV4/eaJGDRnz8L8eAxE+hyP/Pgwrp8QzezU8NNGEPfG8aker732Ovv3F5yQ+mUwGLjxxq+dYAz+5v5GXt/fhEYu4S/XjSfFMLAqxh8Q2Vxh5p0DzVR3BMvqRmrkfGNyDFfnRKHqR906UJtutLj5tMjE5yXtdLqCv6tSJuHyTANLcqL69bEEaHd4eX1/I58XtxEQg6Tbzfmx3DAp5owVGBgMAgERs8lOc4OF5gYLLQ2WPkHL4zE+L44ZlwTLjXe0Ozi0p5aoWB0TpgbHKTEg0tnhRKNVIFdIz0sl0HDhC4g8vqacL+uDqYV/vnYc+kGkx3ncPuqqzNRWttNQ3YHP16OcScmMZM4V2awtbefFLTXIAgEWZEfy4wVBQjQQEHG7ggRPN1EjCIS8oARBCKmAgilRA5OeZwJiQKSt1U5tZTu1Fe19siS0YUq+9u1pZ9X1XsDoYiTz6d7Yv3//lwsXLjxhATEsqloQhAWAXxTFLSO+si4EAifP1TwZZiQHJU77G6y4fQHeOdBEs81DhlE9bJPWrwKKDjVydH89U2enkjE++DslpRuxWlwkpRlITDWgjxgb2acgCMhkAjLZ2aPWGQgpESrunpXI89tqeWV3PXkJOmI0cooONZLbZfzcHzweDwBmh5cqswulVCAn5uwsuyyTCDx2eRr3riimsMXByzvquH9e8qAHF1EUeWF7LfUWNxlGFXfMGnnkPzNSw/dnJPDXXfU8t7WGcdEaokehjPYHH3zE6tWfsWvXHp544rE+svzBYF3p0M2V3W4PL774Cnv27A2VFtbpdFx66XwWLlzQxzD0TMOglnPX7CSe2VTN33bXMz1JH1J0dbfpwcLu8bO1soN1pe0cauqJFI+P1nDb1NNfmWqkKp7eEASB9PQ00tPTTnjvppu+js1mQyKRhB6CICCRSPqQFomJCTz66MNd+wih/QRBIBAIEBvbQ65cddWVTJs2hUAgqHwMPvsJBALo9T3KQJcvwGXX3kBDp4u25iY6yg6ya9dudu3azfjx4/jxj+85qaInY3w0HrePvVsr2bWpArlCRmrWyCNNoihSfiToA5MwPqaPD8Lnn39BUVEx99//IwRBICpq5F5gg8VQ2/SkuDAiNXKarB6KWh3kxgzdU21XTSfPbKrG7vGTFK7kV4sy+izylTIJ35wax+JxRv61t4F1ZWbeO9jM2pI2vjc9gUXZg08N7a6ctTQ36qwmdyBIXESGlD5BHE/6dCt8DjbaiAmTc21uNFePjxzUYnK0cPy4uHz5t1m+/NuYTCYOHTrCoUOHOXToMGazuU/K1pEjR/lwzRZ2uowIxhQeXTzhpOQOBNNLL88yclmmgW1VHbxd0ExFu5NXd9XzzoFmbpwcw7W5UX1Sv3u3aV9AZFd1UK3zZZf/FUC6QcWS3CgWZhnRnoI0NGrk3D8vhWUTo/nHngb21Fp4bV8jqwpNLL84gcuzDCNOVR4LSCRCKKVtwpQExIBIh9mBxezEaffisHtw2D04HR6cdg+6XpVYrR0uqsvb8PkCIYLH7fax8p0DAMhkEsKNGsbnxZGWHTXm1QfPZoiiyIvba/my3kq4SsbvFmee9H6029zUVZqprWinqb6zj/LKGK0lJSOS5HQj4UY1giBwTU4UPpuZvx+283llB53+Sn5+eRoqmeSsUvwPFYJEICo2jKjYMKbOSsHS4aS2sp26SnPou0MwBXHj6kKSM4yjrqq9gDOHoc49hopBKXgEQdgMPCqK4nZBEB4GHgR8wMuiKD41Ghfyv/Wfi4umzRz28Xd/VERZm5M7ZyXyjz0N+AIif752HBPOEkPbMwGfL4DN4gpVYLBZXLwhOYomTMHvJ19J4cEG9m2rIntCLLMWZJ7pyz2rIYoiv91QxdbKDsZHa7hJLVBdaiIrN5bZl/f/27ndbpRKJZvKzTy1sYppiTqevjrrNF/50FBqcvDAyhI8fpH75iazNHdwC63Pitt4fmsNKpmEl5aNH7U8fVEUefyLCvbUWpgcF8Yz12SNOGJrtzt46qlnKCwsQq/X8fjjj5KZmTGoYzucXm59+wgi8M5tk04qU29vb8do7CGBHnroESorq5gyJZ+FCxcwffpFZ201JlEU+eUXFeyutTAnNZwnFgVL1ne36ZPBHxApaLCyrrSd7VUduP3BMUYpFZiTGk6+RETv8/eonHvJlbVhSqbN6SkbuWVNMYGAyCWLx4dUhvu2VWExOxER0eqUZE+I7deTYiCMpornbIDbF+BYi52DDVYONtoobnXgC/SM64LLSo6tkLaju5BKpPz97y+H/oe9/Z+Ox6G9tRzcU4tEInD50lzik3sUdGJAxOPx4fMF0IYFP0sURUqONHeVX/bicft7PQfTcgvrLNiB/3f7dCbG6/B6ffzzn6/xxRfrAPjVr37B5MnDU/IOF4Np08fjr7vq+PBIK8smRnP37KRTH9CFgCjy5v6mEOkyJzWcn16aesoFdmGLnVd31lHUGozwjovScNesRCbGnbzdl5kc3P1xMYou9Y7xLCd4BgO7x88XJW18csxEvcUNgEIqsCDTwLKJ0WRGnh1BFFEUqampxWg0otMF/0/Pvfx/bFsfbOuCIJCdncXkyXnk5+cxblz2oMYDURTZVWPhrYImSkzB9qBXSrlhUgzXT4xGq5Didrvp9Ap8VtzGZ8WmkApKIRW4JMPA0pwocmM0w1YH7K+38PfdDVS0Bys3ZUWquWPm6PhFnS2w29y0NFhCFgIQTPvasLIQh92Nz9cTlFZrFeRMjmfcxNgzluL180NfAPD7yVee9nO/c6CJ1/Y1opQK/GFJ9oCkd+GBBipLTbS19AR7BEEgNkEf8qHR6vrvi91uN2UdXn75RQVWt58JMVp+fWXGaSV2TyfEgBjKbOhW1cYlhnPFsomh903NNqJiw87qDIgLOBEmu4dVhSYSw2RMTzWMuOjBQAqewRI8bUCMKIp+QRDKgGsBG7BdFMVRCT2/sWaluHTGvGEf//qXjbxZ0IRAMC3yqnGRPHjJ2EfFuyWCcoUsVO61qb6T5noL8UnhxCQE1UU2i4u6KjMqdbCagaKrcoFSJUcmlwxroBUDwfxNm8WFNUTi9JA5TseJuanvZpSij1DxzuybcTo8OGwejFHaCx3EIGB1+7jzwyJa7V5uSg8nurGDS64aP2BFr+rqalJTU/nztho+LWrje9PjuSV/cKqF7s67pqINr9dPTLyeuMRwNGFjH61YV9rOHzZXI5MI/PGarFMuIirbndy3ohi3X+Rnl6ayKHt0y4abnV7u/LAIs9PHdy+KHxXlh9vt5g9/eI6CggNoNGoeffRhJkzIPeVxHx9t5ZWddcxI1vPbxUFiLxAIYLPZQuXMm5qa2bx5K0eOHOWFF/4UUgiVlZUTERF+WtUJI0GLzcMPPyjE4Q3wi8vTuCTDEGrT/aHa7GRdaTvry8yYevU9eXFhLMo2MjdZz8GtlVSVmQY8Z4RRw7W39lRYefOVnYiiyG13zgpFSD97/xCmZluf46JiwxifF09qZiTSU6QM+AMid3xYRE2HiwfmJY9IxXMm4PEHKGqxc6AhqGIoarHj7UXoSATIjFSTH69DIsCHR1rxBUQMigBfTxH4xmVBM0in08lPfvIwc+fO4eqrF2M0GvqcRxRF9m2rouhQIzKZhNz8BKZ0GS93tDtY+c4B9OFqrv/W1NAx7/5994DmlF6/SKXZSaMxjL/dMxOb1cof//gcx44VIpfLufvuO7j00vmj/XOdEidr0wOhpNXBvSuKMahlvH3rpEGRzja3j2c2VbO71oIAfPfieG7Ojx208iEgimwoM/OvvQ2h++uyjAhun5FIzADjwq/WVrCjupMbJkVz56zBE1HnAgKiyJd1Vj4+2sreuh7z0klxWpZNiGZuWsQZSd8aCGanl3v+vYnOqiKi7HU4mmvx+3vulYsumsZjjz0MBIMQ//nPG+j1esLD9cc9hxMREY5EImFfnZW3Cpo41mIHIEwh5ZqcSIoazBxp84ZMu5PDlSzJjWJRlnFQC2K324PNZsPv9/VRDHY/0tPT8AdE1pe188+1+7HY7CCK5ESrWJxtJFItIxAIEB0dFTK8tlqt7N8fVL/0NsLtfp4+/eIQEXbsWCH19Q1dFgI9++j1ejIy0gfloTSWEEURr8dPbUU7xw40hMrWy+VSMnNjyM2PJ0x/es2ob935HnD6q2htKGvn6U3VCMDji9KZ15VKL4rBOWxktDakct+4upC6KjNSqYSE1AiS040kpRlQqk69wO3up2vMLn7+eRmtdi8pESqeuipzwP7vfIHX66expgO5QhoKtLQ2Wfn8g8Oo1HKS042kZkUSlxh+YS13lqPd4eUnq0pDwQkIztemJeiYmqgjLy5syGmvIyV4zEAkkA58IYpiZtffraIojgplv27TRvGi/OEUSg+iuNXOj1aUAKBTSvnXTRMIHyazi+TqqAAAIABJREFUG/AHMLc5cDm9uF0+XE5vcNvpw+Xy4u613Z3Pu+i6CaEbr2BXDUe+rCN/RjKTpwd9SKrL2tiyprjf8wXLWMpQKHtKWSpVMlKzokKRA3ObnYbqDsKNGpLSghPx+mozG1YVDvg9BEEgTK8kTKciLFxJmF6FyxjAGKUlI2x0F+FfFRxusvHT1aWIIjx9VSZTk3oc0Ht7SAC0tLQQExPD8v8eo97i5i/XjSPnFHJ+l9PLob211FS047SfKN/Th6uJTQqSPbGJ+jGTp766q46PjrRiUMt4edl4ogZIjXJ6/dy3ooTqDheLxxn5ySVDWygNFvvqLDz6eTkSAZ5bOjrKPK/XxwsvvMSOHTtRKBT87GcPMm1acLHa2WnBZDKFSBuLxYLVauXTQ7V0+OX85M7vsCDTgM/n45ZbvhUqtdkbCoWce+65i/nz5474Ws8UVhWa+Mv2WiJUMv5xYy4uSzsxMT2eZp0uH5vKzawtbQ9FkwHidQquyDayMMtIvF6Jy+ll06dFtDZZkcul5M9IDkY6j8uJV6pkJKb2EA015cFS8cnpxtDEpbnBgrer322q76S8sDVUiU+pkpOVG8O4SbEnnWCfSyoerz9ASauDA402DjZaOdZsx+PvpdABMiLV5MeHkR+vIy9OS1ivKHJlu5M/b6uhsCX4/5mXFs49s5M5sm8XL7zwEhCs3nbJJfO49tolfdIFxYDIjg1lVBS3kphi4PJrgySo0+Hhk7cOoItQcc1NPSbIBTuDvkPdpZgVShkSuZQ9jTY+LmmjxelnZnoEy7OlPP30H2lpacVgMPDIIw+RnX1m1I3d/fRQIIoiy/9XSIPFzdNXZzIt8eSVMCrbnTy5roIGiwedUsrPF6RxcdLwqmc4vX7+e6iF/x1qxuMXUUoFbpocy02TY/qk6ZS3Objro/NLvTMQ6jpdfHLMxBclbTi6Cj9EaeVcmxvF1eMjx6ws/GDh9Qd4+LMyjjTZyYnW8OySbPxeN8eOFYXSudLT00Jl4evq6rnvvgcH/Lxf/vJRpkzJB2DNmrVs2L6XJo+UNp8CsauakiTgJSshiuU3LSUvLgy/38+zzz6P2+3B4/Hgdru7HsHXy5d/O0Swfvrp5/zjH6/1e26JROD9998NvX7ggZ9RXX1qv7HS0jIefvixAb/Ts88+HSKDXn75r6xfv7Hf/RITE3jxxedDr7dt20FKSjKJiQlIpafflFYURRprOzha0EBTXScQHNNSMyPJnZJA1Airkg4WFbZg6vjpnNsfarTx88/K8AZE7pyVGKqIKYoimz4toq7K3Gdt1FzficftJz45HNkQq8n27qdb7R4e+7ycKrOLKI2c312VOSoVDc8l1FW2s3drJTZrD1GgC1cxbmIcmbkxKM9TZdO5jE6Xj4dWl1JtdpFqUKGTihSbPXh7zefkUoGJsVqmJeqYlqAnM1J9ykDFSD14tgEvESx/8BGAIAiZwMCh2CFCKR1ZY8yO0mDUyGh3+Lh9esKwyR2AbetKqS5rG9S+ghAkZ/y95JpxiXoEkohN6JnAaXVKsifGBqXqLh9uV1DG7nYFq0k5Hd4TFDcRRk2I4DE12di/s5qM8dEhgkcXrkKtkROmVwUfOiVh4SrC9Ep0ehUareICmzvKyIsL49YpcbxV0MQft9Tw1xty0KtklBW20FBtZt4V2aFohUKhoMXmod7iDlUCOR4BfwBLh4uILlm5VCah7FgLfn8w9SElMxK1Rk5TfSetjVYsnU4snU5KjwaNsMMNGvIuTiR93Oh6Tf1wRiKV7U4ONNh4cl0lf1qSfULVDoBXdtZR3eEK+hQNIVVhqLg4Sc+NeTG8f7iF32+s4q835JwyreFUkMtlPPDAfWg0atat28Dq1Z8zdeoUBEHgv/99n88+W9P/cVojc1KDHhEymQyVSo1EIqDT6dHrg+XMp0zJZ/78uWi153aK6DU5kWwqN3OoycZfd9XxwykReP0B9tRaWFvazp5aSygdSCOXcGmGgSuyjUyM1YaIG0uHkw2rCrF2utCEKbl8aQ6GyMH9LimZJ3q/9O5Xk9KN5M9MoarURPGhJsxtdo4W1HO0oJ6kNAPj8+KIT4o4oR8cTS+e0YYvIFJqcnCgwcqhRhtHmu24fX096tIMKvLjdeQnhDE5LuykUfl0o5rnlo5jVaGJf+1rYFtVJwUNNr4/PYff/u5JVn6yij179oVKv0+dOoXrrlvC5Ml5CBKBOQuzyJkc30cZpdYouPkHM04419TZPQSvLyCytqSNt/fW02wLktVpkWoWRTp59NFncLncZGVl8sgjD/VJZTzdUCiGTpILQjAl6K2CJjaWm09K8GwsN/Pc1hrcvgCZkWp+uSid+AHSEAYDtVzKdy6K56pxkfxjbz2bKzp4s6CJz4vb+P6MBC7PNCAIAm91pYEtyYk6r8kdgKTw4Pjz3YviWVfWzsdHW6nrdPPavqCye0GGgesnRvc7Bo81RFHkpR11HGmyE6mR88QVGcGxVKbmooumctFFwaCC19tj/qvX67jjjtvp7LTQ2dnZJ9DQ2WkhPLzHo6i8vILSIwcBOL4lS7xpTI6/FQCpVMrevV8yUFDX4ehl8KrVYjAYkEqloWp93R5hEomkTzArKysDrVZDAIFmuxeTw4+IgFQqpVUagdsXQCmToNOFhYIdx1cuEgSBsLAeIqRbTXv8fiZTWx/1jtncwXPPvRD87goFqakpZGSkhx4pKcljngYtCAIJKQYSUgy0m+wcK2igqtREVZmJmoo2vv7di1GdBoLxdAdtazpcPLmuAm9A5PoJ0XxtYs8cVBAEouJ0tDZa8Xp6VGqxicOrlgx9++lorYI/Lc3mibUVHGmy85NVpTx5ZQZ5p1Cbn09ISjeSmGago81BTUU7ZYUtWDtdfLmjigO7a0jNimR8XhyRMWEXjJrPAtjcPn7+WVmQ3AlX8si0WHwOO3KFmoo2B5V+KGhxUN7mpLLCTFNxK++o5MjClExJ0JGrkmJ0utHKpQT8XVVZ/SJxSQPfU4NV8EQCPwG8wB9EUbQLgrAEyBZF8c+DOP5fwFKgRRTFSf3ts2nTJjE/P/+U13IyHGq0UtHu4roJUSMyfDOb7Gz8tAh9uBqVWoZSLQ+lVqnU8q7XwfQqpVI2YhLF5wsEvQpCxE+Q/ImO14UWQu0mOxVFLcTE6/td9FzA6YM/IPKTVaUca7EzJzWcR+Yls+KtAjxuHykZkcy/MkjyVFdXU+IJ44+ba5iZrOc3i/t69bhdXj5+swAxIHLT96aHFlAVxa3oI9RExmj7dMwBf4C2VnswBbDOQkujBb8/wNxF2SGT7IYaM/XVHaRlRRE9wpLsnS4f935cTLPNw+JxRh6cn9LnerpTuRRSgRevHz/mERSvP8D9K0soNTm5LCOCny9IG5WBSxRFPvtsDQsWXIpaHfwOK1euZuPGzej1OvR6PTqdjgqbwMH2AFMy4nlq+TWh4/3+wHltsFjf6eKOD4vw+EWmxyoo7vBjcQcnbRIBLkrUsyg7SHodLy31+QJ8/OZ+nPZgKuiCJbljlmYoiiKmJhvFR5qoLjOFVFXTZqcycdqJxoRni4rH4vJR2GLnWLOdo812ilvtId+ibqREqIIKnS5CZ7iKhBabhxe317K7NpjSMilOywPzUpA5O1i5cjUbNmzC4/GQnZ3F00//dlj3V3fqxptf1tNktiH43CRoBG6ZmckVk5Lweb08/viTxMfHcdddd6BUnll5/XBStABqzC5u/6AQrULKe9+cdELVQX9A5B976vngSCsAi7IM3Dcvpd+qRyPB4SYbr+6so6wt6IeSG6NhSU4Uz26pQS4VeP0bE0Mm6V8VBESR/fVWVhxtZU+tpbuaMRNjtVw/IZp56RHITlPwa8XRVl7eWYdCKvCnpdmMjx5d0r+2to76+oYuEihIBNlsNqKjo4mKiuSKKxaG9t2zZy9yuRyFQoFSqex6KFAoFGi12lEhQ6rMzpARM0C0Vj5mRsxNTU385z9vUllZRUtL6wnvP/nk4+TlBZccpaVl+Hw+0tLSUKvHNn3KbnNTfKgRv19k+vygKkkMiFSUtJKaFRWyczhXYXZ6+fEnJTRZPcxOCeexy1IpPdKEUh1U0AL4fQF8vsCoKUn666fdvgBPb6xie3UncqnAowvSRq3a6rmGQECkvtpMyeEmGmo7Qn83RmsZPyloBD5U1dQFjA4cHj8//7yMigYr2X4/FysE/B4fHrcHRdf8Z8nN+RijtHS6fKxeVUhDWRuVhjBKu1SJsTYXaR125FIBjVyKRiFFI5eQMykORXjn8FO0RgpBEC4h6Nnz+kAEz6qN68S5Uy4a82vpDx3tDqpLTeTP7CVNPy7d5nzB+7VHALgxud9/wwUMEk1WN3d+WITDG+C+ucnMMqpY98lRvB5/iORxupy8ss/E2tJ2fnBxPDN1ckzNVqbNSQt9zqp3DxIIiFx2zfghVyzz+wO0NdsIN2pCg2h3mfups1OZ1LWotXa66DQ7iU3QIx+i6qWsy3TZ7Re5d05SqCpdbVfpeJcvcFp9TOo7Xdz1UfC8D12SwpXjTg/ZGRBFvvPeMZptHv5wTRZTziMzycHgf4ea+b89PSWA0wwqrsg2cnmWkchTqAMqS1qpKjUx74pxQ25/w4XT4aHsWAtlx5q58oZJISPgxtoOlCoZxuiwM+LFI4oi9RZ3iMw52mynpqv0cW8khSuZ3JVylR8fNqoKDFEU2VzRwSs76+hw+ZBLBL45NY6bJsfgcthZs2YtaWmpXHxxcDyuq6tn585d6PV6HA4HTqcLp9OJy+UiIiKCb37zFgA8Xj8/vOtHWO1OAl43QqCvF89dd/0wtNh0Op2oVKqzYoy12+3DVtrd9VER5W1OnliU3mdhYXZ6eWpDFQcbbUgFuHNWEtdNiBqz7xsQRb4oaee1fQ2YnT1KkKGaQJ+PqO9080lhK2uKe9K3IjVyluZGcd2EKHRjaIpbUG/l55+XERDhkctSuXwIlRdHgpG06dHC8UbM2VFBI+bJIww8DQSr1UZVVRXl5ZVUVlZSUVHJ73//m5Ay6Omnn2XPnr0IgkBcXCzJyUkkJSWRnJxEZmY6SUlje5/UlLex+fNiomJ1XH3j6BvJn665vcsX4GerSylqdTAuUs39EyM5srsWq8WFUinja9++aEzG+YHatD8g8tKOWlYXtSER4N45gy8OMhx4vV5KSkpxuz34fF68Xh9erxev14vP52PKlPxQpczDh4+wb9/+Pu97vT58Pi8ymZyHHro/9Lnl5RUYDAYMhogRjxOWjqDKv6ywJWQjEqZTsuxb0y5kdZxmOFw+fvf+UWy1HUT6fCSHq5BJBcINapQqKQqlHIlEwrQ5qejCg8RzVakJU7OVlMxIfFol++utFJS2UVdjxuETEQUIIIAAMdEavj3eN2KT5S3A5q7HAXGIzJAgCGnAqoEInje+WCUunX76vSq8Xj8f/edL3G4fl141/rxXx5wpI7bzEd0KAIVU4OVl49F6/H1IntQcNU+vbUFqdnCRVoa8q1+9/ptTQ2SOx+0b1aoLrU1W6qvNpGVHEWEMytG7q+HIZFImTE1gwpSEIQ3A3SZ6UgH+sCSbcVEafvxJMRXtLhZkGnjkstTTulD7oqSNZ7cEK3a98rXxJIWPvZnhoUYbD60uJVor541bJp6VJWHHEv6AyD/3NmC12rh+SjKZkeoB/+eiKGLtdPUhLM8UYd77vGJAZMXbBVg7XSy6fiLxSeGhezhCJWNWSjhGjQyjRo5RLcfQa3uopnfd8PgClJocQTKnS6XT6fL12UcuFRgfpWFCrJaJsWHkxmhOi2eIxeXj//bUs6Yk6N2QZlDxwPyUEyqgvPLK31i3bkO/n5GcnMTzf342mCa0v5H2936HEAh+P0EiQaNWo1arUKvV3HDDsjNionwqNDQ0kJCQMKxj/3uwmX/sbeDS9AgeWxiM1Be22PnN+kpMdi9GtYxfLExn0mlKHbB7/Lx7oIkPj7Qilwr888YJ57R6p7svaWm00tJgobXRis3qIjc/IVRtz+8LmgCfahx1ev2sK21nxTFTiFTVKqTcmBfD1yZGoxnlRWmDxc2PVhRjdfu5JT+W700fXhsb1rlH0KZHE91qvtf2NdLWZUEwJzWc22cknJZxuzfefPMdCgoOUFtbi8/Xl3yeP38uDzxwHwAdHZ2sXLmapKTELhIoEZVq5NfaWNvB/p3VZObEkDM5Hgh6LnrcviEH9/rD6Zjb+wMiv11fyfbqTpLlAl/TSjE3WwEIN6i5eF4aCSmGU3zK8HCyNi2KIm8VNPH6/mBa6remxvH/psWdMOcQRRG3243NZsNqtZGUlBhSre3cuZvS0rKu96zYbPbQfllZGTzyyE+BoFn4d75z+4DX+eCD9zFvXnAt+9FHK3jjjbf73U+lUvH22/8Jvb7zzntpaWklPDyctLRU0tNTSU1NJT09bdj+Uj5fgOoyEyVHmomOC+PiecExqtu0OSnNELKUGA100wJrS9up73SzLMuAIIrI5VJkcikyueS8Vrv3hqXDSdGRJtbvqMHh8CKTCKRFacgeH032xFiiYsNobGwcUj/tD4iUtTnYX29lf33Qj9EbEHl6mjgiD56ZwHzgUuDHQIQgCNuAzaIoPjvoqzsJpE4Pc+fORSaT4ff7ueGGG7jnnntoampCq9UilUqxWCxER/9/9t47Po7rvNd/zvZegEXvJAiCvalQJCWrWaK65bhFtuObOHYU5zq241zbsfOzndhxbuLEsX6xk+sWN9lOblxUbFmNtArFJhaxiBUgKoFF28X2NrNz/5jFABBYAGJJgNA8H+5nBrOzZ89w35095z3v+33LCIVCKIpCWVkZAwMDmoc+Ho9TUVHB0NAQQghKSkoYGhrC4/EgyzKJRILKykqCwSBmsxmv18vw8DBLVgcYGYyRU6JkMi6CwSAWiwW3283IyAh+v19bsRx7vc2mDlrD4TClpaXEYjGy2az2vN1ux2KxEIlECAQCRCIRcrmc9vzlviav10s2myWVSmnPWywW7ilbTDymVvxZKNc0V5/TIlOUt9Q7ebE7wRefOc0j9zWz8roS9r/cT2fbEK8fyVCWVDAaBHlzHn+ND3eJYCQ0hNFcql3TaKR415TMhKhusoMhS1fXEIFAgHQ2js0pSMUk9u1o5/WDPbSuqcBfYaSiovyin9MSa4I7Gu0825nii8+2sarcwZlQmnK7gYevLae7u/uKfk6bqkvZWG1jd1+av9vWwSfX2fG5XZfV9p5qUzVErikzkstm59z25uL7dGelRMItU26R6O7uPuc1Wa02jh8YovP0CLc/sAyjRZo31zQ4MESg0kFOypLJhclkbDQaI7Qi0RGXefrU+XXXHGYDHjOUuqy4jHncZqgNeBGZBJVeByUOM8ZcEn9JKfs6hzgdztEdh7aRFNIblkI8FsESv5lV1V4qTRlW1vgxkC9ck41gsI/kFfo+vaMBNtXU8s09/XSG03z8iVPcWmflodUBXDYz0WiUDRvWEY/HMRgM+P0+JEnG4/FgtVnpTRr48M+P0x1RhR4DWx/m9gYnW1dWYzYZSSaTkz6nRCIx7+7l2WyWrq6uS7K9ZS51sLqza5T+oRAvdUb44eFRJAUWe0189Bo/9S41veBKXFM4FOKOKoW7lzQTHByCdJSR9NXzm9t3th8pYyA8kibYO0oylicRV50xJpMJKSdhMBrISWm6urqoqKjg2OEuDr7ST9OSMhavcuHxeMjlJMKhKA2NNQwMDGjXtNqZZMttlRzsi/HYyQgnQhI/3N/PLw4HefuKUq4rkakMlMz6moLDYf525wixTJ41ATP3NpoJh8NX7L43PDyMEGJe/D4ttcb59/sX8ZNXe/htZ5KdXRH2dEe4Y5Gbty11Y8ilr4jt3XjjJu644zaEELS1tZNMpmhvP0NfXz9Ll7bQ1dWF0+nk+PGT/OpXj0+6Z5eVBQgEAtTV1bJ161vV0t4z/Jyy+Qib3lpPJqPebyorK3nld8foOhWlpsGPyydoWlKJwSSTyWRm/Dm9xVaBy+2mr6/vsv3m/roX9pwJ0xJPscaoMDAiY3NYWLKylLIaK6UVDrq6uop2jwiHw6RSaU6cOElz8yJKS0sJBoPs3LmbUChMMpnEaDSSSCTI5SSWpCQ6rXU8yjX0h+PcYB3kxz96lEwmU4ickSZVrvv0pz/J2rVrCAaDvPjiS+zdu++cv//BoJP+/n7cbjfDw8O0tDRjMpkwGAw4nU4kScJqtWKz2VAURXMSBQKlvPe97yGZTOFw2LHZbGSzWUpK/ORyOc0Ozp49i8/nIxaLEYlEOHToMIcOHdbe/557tvK2t90PQHd3DwBOpwOHw3FR26us82Kye3C7PQwODpJKpUiMGtm1rY2KWhc33906o88pmUjjcvo42x2ktqlUu0cc3zfKQF+EgUYfzw+o/8edr3bRkMuhyHlMZhOSJCGEwO6wIudz2GwWjCYDCjJut4tcLs2SVaXU1Kl2mI4biEfTONyCRUvqCAaDCIw4nS6i0VH8Jb55M46Y+H2KRTI8/9gpRtIKyaxMzmri1s211FcbKSn1IcsZurtDyLJMV1fXjO57VX4/t1YJNvkt+G6uZceJXiB2TrudcYqWEKIF+APgo4BdUZRpJdBfLILnlVdeUZYvXz6jvlwKiqJw+vUBDAZB8/K5LbWoc/WTysl85FcnORvNaOHwwwNxtj1xjMFIivacQnm9n4/d34pzFsKaxWCgL8qBnZ1aiWmP1866G+qpW1Ry0egKOa/w2afbONinvtZsEDxyfwvNcyBaCepK9Z/+6gTBWJZ3rCrnw9dP1VgpFlkpz7t/epREVuY7v9dKg//NVa1hIplMBqv1/HasKAq7trfTeXqYG+9soa5p/lXrmxjVk0pm+e/v7yeRkTC6rCh+OymnlbDJSCglEU7lCCelSWXIZ4JAjYwZi85ZXuGkym2ZF6lJE0lLeX5yoJ//PjJIXoFyl5k/31zHdXVTBfwURWFnV4QfH+jnTEidfJe7zDy0tpI7WkqvmLZJsbiYTV+Mv3jyFEcHErQEHFolufuXB/iT62vmdXW2+UI2I/H6wT6G+qMMD8SR5cmC4ja7mfIqD+VVbsqqPHh8ajTFWMRO27EB9r7UQcvKCm2FOjSc4Df/dQirzYw/4KAk4KSkzIk/4MTrs2tpCq/1xfjBvn6tzHiJ3cR71lZyd2vpFE2l6SLnFb743Bn29ERp8Nv4+n0tsy4IMFNma9OXi5Fkjh/u6+eZUyMoqGXdH1pbwf0ryi75/7vY9PX18fLLr9DT00tPTy/9/f2TIn5+9KPvaU6R73//R0QiEVpbl9LaupS6uroZRSjsf6WTE4f7J1XhdLmtVNb6qKrzUlnrvSICzdPhV0cGeez5NmpjKerdFpxWE0tXVbL62rqi6ewkEglOnTrNyZOnOHHiFKdOnSadVn9jfvrTH2qRVH/5l5/hzJmOc7axauMW9pfdSFZWWOuI0/bzb0x63mw243a7cLvdfOxj/5PGRjUScO/effT29uJ2u3G5XLhcTlwuF263C5fLVZQorouhKApDQ0N0dHTR2dlJZ2cXnZ1dfOhDf6RVeJ0YFVReXkZjYyONjQ20tCxhxYrl09K062ob5rU9Pay6plbT74yOpkjEMpRXeUjEM8SjaeLRwjaWKexnyKTHiwE99CcbNe3Qp35+hKOnh9nrdpJ0WHCYDXgHYzSRZ2mJnbycJ5eVzyvyPsb9D63DWxhj73j2FB2nhyfpjB4/1Me+HZ0AGI0GLFYjZotasdNiNWKxmDAXtharEYvVRFWdT0t/uhzR5NHRFP09EZauUlPzJDnP1/59D2dSEjGfg795sJXmwNT0wmLdp2dbJv1h1OidzUAfarrWC8AORVGi0+nAxRw8xRBZvhiJeIbdv2unr3sUk8nAA+9bj+M85Z91dKbLqaEkH3/yFFJe4Ut3LOL6ei+ZdI4vPXWcvSGZj26q5b7lxa1ydakoikJ3e4iDu7uIRdQfzrJKNxs2NV5UlHmi6PJEPZ654vhggk88eYq8Ap+/vYktl0lc76UzYb68vZMlATvffFvrZXmPq4XpCNLKcp7oaGralbLmkng0zcHd3fR2hCcN4q02M9X1Pmob/VTVeckgCKdyhJISoVSOUDJHOCURSuYIFZxAoVQOKa+wtMzBigoXKyqctJY5JpUsn++0DSf5lx3dnB5WdTNuWezn4Y01+O1mZDnPnp4ojx4M0jaSwiTnqbAYeGBtJXevrsBiVFfbhoIxTWBTlvNqCk1hX1GgqaXsipUOng6XKrI8xpPHhvjXnb0AWIyCP99cd8W0wa4ExRwQ57IyPR0hshlJS1ORpTz/9d29mmPH67dTVumhvNpNeZUHl8d60ffPy3kkOY/Fon7XznaF2fHcaU1/YiJGo0Fz+gQq3QQqXJyM5fjhgX7N7sucZt677tIclt97tY//OjSA22rkXx9YSrXnyjtaZmvTl5v2kSTf3tPHwT515bnKbeGD11ZzY9Ps9UeKjSRJBIMD9PT0MjAwyNvedh+gfi8+9KGPEAqFtHMdDjstLS20ti7l2ms30NTUeNH2U8ksPWdC9PdGCPZGptisv9RJVZ2Xqjov5VWeKy6UqygKz+zuZfv2Nqw5mUq3hdaWABs2N2oyAJfabjab1Sa4u3fv4atf/ZcpDoCKigpaWpp54IF7WbRoEQAvvPAS8XhcEwxXt2bMZjNlZQFGTT4+/+wZ4qkMSz0Kn7p1MSUuu3bO1cxzz23j2Wefp7u7h1xucuXl0tJSvv3tb07rO6QoCihozu7dL7Rr1XkvhNFowOm24vJY2Xz7Emx2M9G0xN/+5hTHRlJYLEa+eMdiSuxmPvXUaUIpiVWVLr585yJsJgN5WUGSZHJZGUlSnT5STiaXk5FyeeqaSjQJibbjgwz1x7SUJoATh/s5sq+XbEaa5Bi9EDfd2UJDs6rLdPxQH68fOMsAde4eAAAgAElEQVSyNdVa8Y1UMktoKIHLY8Xpts1IBF3Kyfz8+/vI5WTuf2gdbp+Nf3m5m2dOjuCwGPnfdzXTWn7usXCx7tOzdfDkgXbgH1GdNP0z7cDFHDzPv/iCsmH15XHwKIpC5+lh9r7YQTarap5c/5ZFNC6ZP6VxrxRn4uqP0ZUuqbjQ+b+HB/ju3j68NhP/5+2tlNhNvPPRw0Qzeb73jmXU+a5svvnFkOU8p18f4Mi+XtIp9UeiflEp626ov2A+eCQt0RVOs6rSOS8GYv91aIDvvdqH2SD48p2LWVdTfAHHzz/bzu7uKH+6sYYHV5YXvf2rieHhYQKByffNkcE4B3d1c9PWlqLqSV1JZCnPQF+U3s4wZ7vCxKPjwsdCCMqr3NQ0+Klp9OP1n19/6GpHURSi0QxPvnqWF44OYMnKePIy1WYDsbTEAZ+LmNVMicPEVovAEIyyYXMDK9apA6WOU0PseO70Bd9DCMHyddWsubZuUun1ueJcNj0TImmJP/nlccwGA5+/vWlOSnEXg1xWHWSPLXoNBWO88NQJbHYz9/3+Wu28//zOHlAAoX6WBoNAiPGS1pP2DeDx27n5LtUxnohn+OUP92M2G3n3H1+nTS5OHO7H6bZSVukuWsSCoigk4+rAPTSsPsJDCRLxzJRzbXYz12xppM9i5kf7++kIq9//KreF96+v4pbFfozTcPRsawvxDy90YRDw93c1s+4iYvwjg3FCQwnCIwkiYdW5ZDIZMJmMGE0GTbPCZDKof5uMLFlRoX1vhgfiyJKMP+DU7r25rMzAwBAlJSWggDJWQ0xh0uR5bFdRFBwuqzapSSWzZNISdocZq82sHYuOpsnnFZS8Qj6vlulV8qjlevMKiqI62sbOqajxUFKmTspCQ3G62kOUBBzaRCsRz/D09nb2dEeJpCRAodxp4ZpaN6V2Myhqm0phm1cUyipcrNygiiEreYWcJGtOvYsRTUu8PpDg2GACA7ClyUfzBbTkLoaiKHR2dnHixElOnDjJ8eMnGR4e1p5/6KF38453vB2A/v4gHR0dtLYuVT+X87WZVwgNJ+jvjdDfM8pQf2xSRJvTbeXB96+fpCs39h26XGP7J588zr4DZ9XIzjInb7+3lZqGmevsZDJZ2tvbOXHiFCdPnuLkyZNs3ryJD33ojwDo6+vn4x//SxYvXkRr61KWLm1h6dIW/H514W6m9+nOcIrPPt3OcCJHg8/G321dTPllquA5F8iyzNmzfXR2dnKqrYMTx45RU1OtaUmlUmk+97nPs2bNatavX0traytm8/m/K8de6+P4a32kkjmcLgsujw2n24rbW9h6bDg9Vux28ySh5mAsw+eebqcnkiHgMPN3WxdrFXV7RtN86qk2RpI5VlQ4+fKdi4sWzagoCrKUJ5uRyWYlcoVtNiNNOCaRzcq0rKykpBBBs29HB8cP9U+qrjomgD6GzW7WnFgut+r0UZ0/VlDgzKmhSeOXV1/uQMrJrFhfw4+PDfP4sWGsRsFX7mpm1QX092Y79hjjfA6e6Y7Ga1EjeG4CPiaEMFMQXVYU5dGLvVgI8TPgZiAghOgFvqAoyvcmnhPMxKfZlZmRTuXY8+IZuttVfYWaej8bb138po3c+dyR5wBdZLnYvGNVOft7Yxzsi/HVF7v4k+triGbylDhM1HrnX6i00WigdXUVi1rLOHagj2Ov9dF9ZoSejhD3vHv1eaMvvDYTq6vmz+r7u1aXM5TI8sSxYb7w3Bn+4e7mKSKxs2E0lePVnigGATcvvjzigVcTbxT66+kIsePZU0hSnqMHzrL+hvm7anwhjCYD1fU+qut9KEoj0dGU6uzpDDPYH2OgL6qmOO7q4oZbm7VSsFcz2YxEaDjB6EhSfYTUbS6nRjJtMigMSBLJrMxQGhDgMRt578Ya7mkNcOZokLacpE0CAVweG43NAYyFCanRODYxVfdj0TSnjgZ5/cBZejvCbLqtec6jeS5FvHIiXpuJ779zOVaTYVbi64qiEB1Nk01LWO0mrDYTFoup6FVPZClPZDSlfeaRUJLwSJJELENTSxlb3roEAIfTQjqVw+6YPFaScvmLhtlPxGAYd+I5XVYWt5bj8duR5Twmg/p/PxbNU0yEEDjd6qC8btH4pDeTVu0+NBhnKBhjKBgjncphs5vZXOfjhgYvjz3Xzv7D/bSnzPzji1l+9lqQP9hQxY1NvvN+xieHEnzt5W4APnJD7RTnTm9HiPBIkhXrqjVh0307Ohnsn1YQvMbiZeWMWeyBnZ0M9EV569tWUFmjplMefrWHI/t6MJqmb9d3PLiSimoPAEf3n+XE4X6u2dzIsrWqAGhf9yg7t7XNqJ/XbGnUHDzhkSRH9/fS1FKmOXhyWZlkzygrgajIM5zMIScy7BuM4bYaCTgtmI2T/6+tExYQopEUT/z0NUrLXdz9ztXa8e72ERxuCwlh4GQ4zesDCY4G4/REJjv2fnZogFqvlZsX+bl5sZ/6GS7CCSFoamqkqamRu+66E4Dh4RHN4bN27fiC9a5du3n00Z8BUFFRrqV0qWldtdp3RBgEpeUuSstdrFxfgyTlGeqPatE9ExcXMmmJxx49QFWtlxvvbLksY/tgLMMTfXHKhKBkaRkfeceKGdkVwK9//RQvv/wKZ850TNK/ATh7drwyZ1VVJT/5yQ/OG2Ez0/t0o9/O1+9r4bNPt9M1mubjT57i77cuPmeKfU7OE83IRNOS+sjIRLT9ycdiGYloWsZiFHhtJrx2E16bCZ/NhMc2vj/xOY/VNC0H8Rh5RSGWkQmncoymJMIpidFUrrBVU8dH04Vtyk02v4qyDet58Ppxwd4jR45oKV6PP/4kdrudNWtWsX79OtavXzvF0bh8bTXL1lRNiuq5GG3DSf76mXZCKYlGv+pEK5swt67z2fine5bwqadO8/pAgs8+3cZXtjYXxckjhCgINxtxMP35/IZNjSxbUz1pcclkNlJZ6yURzZCIZ0incqRTOUYGz++X8Jc6aGpRsxiuvbEJRVELkTx+bBizQfDFty66oHMHZj/2uBjTcvAoitIH/Az4mRBiHfAO4H8CfwRc1MGjKMrvX+wcsyj+Sl5PR4jdv2snncphNhvZsLmR5uXlC3b1dTo0OvVJ6uXAIASfurmBh395ggNnY/zji10ArK1yz2t7s1hMrN1Yz5KVFRze20sskpoUdpvPKxjmsaaGEIL3LyslkZHY1j7KXz/Tzj/ds0RbQZgtL54ZRVbgujoP/nmSCz+XRKNR/H71HnLicD/7dnSiKApNLWWsua5ujntXHIQQeP0OvH4HK9bVkM1I9HWPcrYrTF/3KJU1Hu3cQ3u6CQ0nWLmhlrLKmUWPKXkFRVHIK2A0CG1QlUlLSJKM1WbWVtXzhfQmg0FokRMzIRJOMhSMU1ru1Jy3bccG2b+zc8q5NrsZX6kDX4mDG0scHE9keaEvwcYmH59dXoa9kCKwbG21NgEco6zSfdH/h0UtZezc1kYknGT7k8d48AMbMF/htIOJTLTpS8U+y/4nYhmef+IY0dHUpONCCCwWI1a7GavNVHiYsdlN+Eqdmi6BkleIRlKF58zasVg0Pcl5NxpKEh1Nn9NBYzAI8vnxaAGHy8KD71+P0zV5geLdH7pOjarIj0VXvGFfmbz/xt+PTbc1z+r/arZYbSaqar1U1aoOEUVRiEcz2AsTE4MQlMgSS21G1i0r44nhND2RDN986hTPKHluWFnBppXllJQ6te/sSCLHF5/rQM7lubvORasic3B3N+s21mvv++qOTuLRNHVNJfhK1d/YmgYfTrcVf6kDb4kDg0GtfDOW1ihN2qopDRPTB/wBJ4oCtglOViEERrN6TL1NiLF/IAQTDo29YJJujM1hxuOzY5mgq2J3WCirdKvRWgY1akt9GKYcG9v3T9CcKAk4WXt9vXbdY21es6VRi/bKynle6YqwszuClFfviZvqvdzSXILdbEQIcE2ovJVK5AoaHCZycp62kRRHeqN0PHOCdC6PlFfIGQ2kTQYsRiP1FiNlASeLqt2kzUZe6orSG8nw6MEgjx4MsrjUzi0FZ8+lRnoEAqVs2bKJLVs2TTpeXl7GmjWrOXnyFAMDgwwMDPLiiy8DaiXCRx75Z+3cgwdfo6KigvLyMkwmVT+kqk6NYlEmpKQMD8TIZiTSqRxCCBqdfqRcnl/8YJ/2uU76rCf9PW4AVXVerrtJTX1KJbNse+IY1Q1+lqyv4a+fOUO3wUjp2jo+fu+SczopYrE43d3ddHZ20dXVTVdXN3/6px/WtG0GBgY5fboNIQQNDfWaY2vp0hYqKsYXSoQQF0yfupT7dLnLwtfuXcIXnjvD6wMJ/uLXp7m21lNw2sia8yaZy1+8sXMQSkkQvvh5AnBZjVOdP1YTubyiOW/CKYnRdI5ISkKegeyfySAYSuT4m+1dbDkzykduqGX9+nX87d9+ngMHDrJ//0F6enrZvXsvu3fvBeA//uNb+HyTZQ2EmHhjuDD7eqN8aVsHqazMylITn7ghoDl3FEVh587dVFZWUF1dxT/du4RP/aaN44NJPv1UG39/12LccxTtLQxiih7q2OIeqN+xZDJLoqA7NHGbiGXIZiVqG0umLIL/5GCQ/3t4EKOAv76tiQ21Hi5GMcYeF2K6KVqfQI3AuRGIo5ZKH4vgOVWMjhRTZDmbldj3ciftJwYBqKj2sOm2Zlye+ZUmo7Pw2N0d4fPPntH+/osb69m69OrRY5jo0BkNJdn2xDHWXF9/xSMWFEUhm5FJxDMkYxkS8ay2n05L3H7/+L3i8Z8cxGgysM9mZedQihK7iX++t4WaIkROffTxk5wcSvJXtzRyix7BQzKZxG6zs39nJ8cPqZm6q6+tY/W1tfPakVksJobEAzzx04NEwinueNsKKgor6HtfOsPZznAhbUEhPzb5LaQ2qMcm/+6+7X3rNRHAF58+SXf7CDfe0aKlEb9+4CwHdnVp54+nxqhpMAahTqyEQWj7125ppLYgcr1vRyfHD/Wx9vp6Vl2jpjgEz0Y4uKsLX4kTX6kdX6kTX4l9SsTG5UDKyby2pxt/wMni1rmLhpKlPKl0CpfryulFKXmFwf4oo6GUJsqo5BV+/oN95PMKbq+NbEYik5LIZqdqyIxRXe/jtvvU+2A6leO//+NVLFYT7/7j6wD12n727T3ndOZ4vHa8pXb8JQ58BeeCx2srasncq5lsRmJ4II4/4MBkNfHMqRDbnjuNK6SKMdvMBso9NhrrvXhLHDz5WpB0JI1fQK3Xytit8F0fvE4ToD20t4dcVqZ1deVlH4smk0kcjqszVXAwnuU/Xu1je7s6c/baTLx/fSV3twY0PaRYRuJYITLnWH+Mk6E0WVnBLOdpGk1gk2SceQWHSWA3GbCbjVhNBu1zEULgK3WQdVg4k4dXIjkS2fHokuXlTm5Z7OemJh9+R/EWdmQ5T3d394S0rhO0tCzhL//yE+p1TSjBbTQaKS8vo6qqksrKSqqqKrnuumspKxtP6YhH02SzspZ+Eo+m+dWPD8yoT3VNJdx8d+vk1ws4WuXn4EhaEwp3mA3ab3wsFueRR75BV1c3IyNTq09+9KMf4ZZb3gKoVZ9CoTAtLc2zssnZ2HRGyvOV7Z3s6o6c83mDAI9VjcDx2Ix4rIXIG5sJT8Ex49aOGXFbTWTlPJGUxGgh0ieSVvcjaYlISiKSKWzTErGMzAz8NYAqQO6zm/DZTfjtZvx2Ez67GZ/NhH/SMRMWo4Enjg3xg/39pHJ5HGYDf3RtNfcuC2gRh4ODQxw4cJADBw4Si8X5+7//kvZen/7056isrGD9+nXU1taQTCa1MvEbNqynpEQd+z7//HZ27NhJ/0iEgXAUkU0hpCygTHFUvuc97yObVeUffD4vpeUVdOUcJMxeqpcs55/fuwVPkcS555r/PjzAd/b2YRDw2VsauWnR9OYKu3fvobu7t5DmOvnh83m1ymkA3/rWd7UqcBPPW716FYFAyaxStNYAjwGfUBTlzMVOvhQk6fwDmZkQ7I2wc1sbiXgGo9HA2o31LFtdVfQwZx2dc7Gx3ssDywM8fkzNxV5bPX/SmabDxNXWMycGSSayDA/EiurgkaU8BqPQBgs9HSHCwwmScdVrnohnSMazWqrIuchmJS333umyMtgf5S8eaiW5o5vX+uJ85rdtfO2+JZPCRWdKz2iak0NJHGYDmxqmVhN6MzI0OEzHsSQ9HSEMBsENtzZrUQRvBt74O3Lb/cvp6xqdFLWSSUnEY1N1Ps7ZXsFRM3ESbrWZsDssU/Rp1PPGoyPkiyzxTdRuqKjxkEpmJ0XnVdZ4uesdq8/10suOyWzUKh6NceJQP5mMxKoNNZfd0TAUjHHySJCutmFyuRwV1X5Ky52UlrkoKXfi9TuKGrk4Uag4k5F47vFjADS1BLBY1TSsOx5cidtrm/S++bxCJp0jk5bURypHJqNuJ65CSjkZj9eO2ToeSWQ0Gaio8WAwCHwFR46vxIHXb7/iQq1XGxarSVvRBbh3WYCNATu/fbWXgyeGySQzpEeSDEXTGIWArIzbKKjx2fGXOvAHnPhLJ09Gr2SEYygUumodPOUuC5+5pZEHV5bxrT1nORpM8I2dvTz++hArK10cG0jQNZqe8rp6n40VFU5WVDSyosJFlctMKpkjFkkTHU0Ri6QL++rf4eEEkGDL8gr+/N6lvNoT5YUTw7SfGqKzV+Kbgwn+fXcva6vd3LzIz5ZG76wF841Gw5S0rmw2qz2fSqVYvXolfX1BRkZG6O8P0t8f1J6vq6vVHDxPPfU0Bw68RlVVJdXVVVRVVVJSUsqWu+owm834vKr95vN5QqFRhFB1l4QQkyJ4PJ7xMarRDDff08wP9/dy+PhxvNkRlkTSfP6vfoDD4eBLX/oCAA6Hg6NHj5LN5rBYLDQ01GuPxsaGSeLS9fV11NfP3vZnY9NWk6qPtrMrQlqSx505VhNemxGHxXhJ6bUXG18qeQVJymMwGYhmVGdPb/co4WiGWCJLIiVhNArcTgtepxmfy4rfbaHUY8Vpt2C2GKf9O/TgynI2N/r45s5ednVH+MbOXra3hfnYljqaSuyUl5exdesdbN16x6TxRjAY5PTpNk6fbuPll1+Z0u7nP/9ZzcETDA5w+PARACb+QjscjilVxjZtuoH29jMEgwOMjkYYHVWda1bgrMXO//pNBf9wdzPHDu7nqad+S1WVasPj28p5WQnwjTxxbIjv7FVTDT95U/0U504ymeTEiVMcO3acY8eO82d/9jA1NWrk8+7de3nppR3nbLeurnaSg2fbtt+d00/icDgIBM6tuzWjMulCCANQcSkiyxfjxRdfVFavnt1gMzyS4Nf/eQiA0jIXm25vnpXKu47OpZCV8vzttg6ElOFL9xQnKm0uUPIKXe0jVNR4tFX9gb4ouayMwSBU5fuCMGcuJyON7WdVNfxcTsZoMnDL3eOVp37xg30kE1l+739co+lgbXviGH09o1Pe32w24nBZcbotqpaCy4rDZdHEOMfCyiUpz8hgnIpqD8mszGeeOg0nBhABJ1/4/VWUOC/tR+L7+/r42WsD3NlSwidvujq1ZYpJKpnl1/93P+mEgsVi4i13L9V0H3TGSSWzyFJ+ktCswWCYFGljEJeWagWTU7uUCRFB2rYgeGqzm7VqFPOddCrHL3+4H1nOc/sDK7T0mWIiS3k624Y5eSQ4Kbc+m81isUweqLesrOT6t6hpC9mMRCKembHTJ5eT6e8epbt9hNBwgvves1ZzEO7c1obNbmLZ2uorEjGlUzxSOZknjw3ziwN9iHgWe05CsZj4xJ3NrGzyzwvh8J6eHurqrv6UWUVReKUzwndf7aMvOu40NxsFSwMO1aFT6WJ5uXNG0QC5nMzIYJyh/hiBCpeWAtV5epgXnzkJPgdtZR72n1VFjj2ZHBmbmXUNPm5Z5Of6es+00jLzikIiK09KB5qYHhQrbKW8QpnTTLnLoj1KLJCOjBAMDhQcPf28+93v1CbbX/vaI+zYsfOc77tixXLNGZNMJnnf+/7wvH287T1/iHPRavpjWU7u3EZ0/7PnPM9ms/Hoo9/X9IIOHTpMWVkZFRUVMyoNf6nMtU3Lcp5ELKM5CsfEfHNZmVxWIpeVcftsWrpbLivzn9/Zg9ls5D0fvl5r5/FHDxKNpM73NlOwWEy864+v1cYKe186QyYlsX5Tg+bkHzgbIZuV8ZU4cLos7OyO8o1dPYSSEkYB71pdwUPrKrGe597U19evRfeEw6O4XC6cTicul5N77rmLpqZG5LzC/35yPzuOdYHZxnuvb+KBtXU4HI4Lasnk83lGRkIEg0H6+vrp6O5jl1JPv8FHg9/GxvhBfvP44+d8bVVVFd/4xr9o1/6jH/0EUHA4HNjtdhwOR+Fhp6qqikBAzZYY82tc7qjyZ0+N8E8vqbprf765jnuXBZAkif37D2oOnY6OjkkR2w8//CHuuON2AJ5++hlCoXAh1XXyw+PxcOutN2uve/757SiKgtFonHReZWUF0Wjk0iN4hBA+4N9QtXdygFMIcT9wnaIof31p/zWT6c8lmO1aor9UDfd2uq1XZBXwauQj+58A4N823H+RM3UuFYvJwJfvXEw6PXWV6WpCGMSkSnP5vMLu37VP0Ym4EG/U1jAa1TBfaUJ0TkNzKf4yJ06XteDIUZ04ZotxWjdok8mgCUQ6LEYeXuLnl0f7yPSO8q/f3M3b71jC8pWVMxp45xWF7W1qiPhtzQu34tzEyIJwodJMaZlL00o42xXm8Ks9pFMSqYQaVeXx2rnl3mW68/w8XO4JuzCoK7AL6dfNZjdz633L6O+JTHLuFKNEt6IoHNrTw6nXB8ik1ZBxi9XEkuXltKysJK9IJKISI0Oq8O7IYJySsvGUrb7uUV5+9tSkVAZJyhOLpKY4fTJpid7OED1nQvR1j06KogqPJDTR2bnWodG5dOxmI+9aU8E9ywL86vUhdnSM8ofXVLGmfv44u8vKFkZUpRCCLU0+rq/3sK0tTDwjsazCyZKAA8ssxvdms5HKGu+UBQqny0pzazlllW4+sLKSaFri+f19nHyxneSITGIgws9e6+MHdjNLF5ewot5LUsoTTcvEChEamvMmox6bZiXnc/fTKChzOil3tVKxYjW/6UxTPjxCucvCrfe+jes2bmRoQI3y+bF1kEwmw/VHovj9PuS8wkA8S8dgHIdH/VtW1OpncmFBAODXp0aRo2p5bHMqj8VkRRiM1NZWs7JlkRaVU19fN0kwfc2aKxv9eSVsWpbzmrNKlvK8uqNDc+gk49mLisuXpsejoUym8ZS2iandVfVefEkHZrMRi9VIPq8uIow5id5YFUq8YSGotzNMIpZh7QR9r5NHgnQVCgkZjQa8fjt/UmLjNYPC7qEUv9zfx4tnwnxsS/05K81WV1dRXV3Fvffefc7rSuVkvrK9kz1DRiyVi/nMLY1safSd89w3YjAYKCsLUFYWYNUqtYj2u5M5PvVUG13hNJKlmU98+tMkwsOaI7O/P8jAwAAWi3nStT/99DOk0+eOjn7/+x/iwQcfAGDnzt088si/Yrerzp8xR5DP58Xn8/HQQ+/BblcjjgYGBjGbTXi93hmJHr/QHuZrL3cj0jHuqxPcu2x8rvT1r/8rmYzaT6PRSEvLIpYvX8by5ctYtmx8wfvmm98yJfLpfNx++63nfe7AgXOnZU7X5f1/UKWkGoBjhWO7gH8GiuLgycnnT8eYCTfcuvhNoQVxqYSz05+c68yOgYEBGhoWTuRHPq9Qv7iUgbMRjCYD5oKCvdlixDxha7IYMZsNmMzGKSVM73toraYdMkbz8oqi9rN1WTn3ynl+8dtTSMkcT/7mBCcO9rFqfQ3Ny8unlZ5wNJhgIJ6lzGmes6phkpRHysnkZXVQ5nBZtclkJJwknZLwldi1KkajI0nCIwnysoI8oVytLOcLYoySVh0gk8qRTkncem+rph1z5uQQx17rY90NDZqDR8rlGR4Yj3ZweU1sfccqPepAp+i8ccI1FIyxb0cHN9w680jciSt4QghCQwky6Rz+Uieta6poXBLQxGq7urpoaGjQVvEnvh7U+57LbZ0kGjsyEOPZx17HaDTgDzgpKXMSG00TPBuZ9NqySjd1i0qoX1SqaSzpLAycFiPvW1fJ+9ZVznVXprDQxh5mo+GKaBmWVbkpqxqfAHtsJjY1eHEsDTAQjBFNScQyWVKJNMnhGHv3ChSBpq+iILALGPA6iDjU6IqaTJbaWIpciRNDvR+P1YRLluH0EGajAbNRTdNNywppWSEl5UlIeZI5mXReQRkSRAX0WM2MFNq0yHnKEmlyRgNS2SLKa1rJGXZizsmUea6hIyXxgW/sRlGE2rf1f4hAnfApgBlwmA34PDYC1R6q3Baq3BZsa8oIuB5geWvZvJtHFcOmFUUhncoRj2QQBqFVcIyOpnjml0ex2szc/9BaAAxGQeepYU0qYKwqn9tjw+21qRGyVmPBUWPCbDFqAvegLsS89+GNU9K6xyJ8ptXfQorXRDbevFitbjghPaysyk02IxMJJ0kmsmqVwOEEAeA2Oc9gJEFqIMKP24d4vtzFzSvLWbehZlpj4XAqx//3zBlODSdxW4387R2LWDHLypd+h5mv3tPMp59qoyMM/9Fl5R/vuXlSypssy8Rik6tY/cEfvI9kMkUymSSVUrfJZIpUKkll5fh9OJVKIUkysViMWCw25f23vv2dlFnyWIwGHnnkG5w4cRIhBG63C5/Ph8/nw+/3sWbNam6++SYAMpkMweAAJpOJ3+x8jV+/fABbqAdDcpQdFgt/cvcNmM0mTCYTd975VqxWKytWLKOlZcl5nTiX+z49XZHlIaBaUZScECKkKEpJ4XhEUZSiLFu88NKLyppVc6MH8GZizMHjtxSnypDO+RkZGaG09OoRWF5o9EfTfPE/j+IailEmoNpjxe4ws3xtNS0rKy+YvvIvL3fz25MjvERuzD0AABhQSURBVHtNBR+8tvq85xULRVGIRdIMD8QZ6o8yFIwRHklOOuf3PnANjkJ1j9/95ji9nWFuvruVuoKQ7qG9PRx+tWdG73vTnUtpaFZttPP0ML0dIRqaA1pZ4XQqR3Q0hc1uxmozE4uPEggELtSkjk5RGEvdNBgEa66vZ/na6mmlSHWcGuLo/rNcd1OT5rwcGYwjy3nKKqdWNZzufXriKmxvR4hXX+6YorUkhKCixkP9olLqmkq076uOzpVEH3sUH1nKExpKMNgfpbN7lDNdYTIpCaMQGAxq1S+jEBgNgpWbG1i2ohK3zUTb0SCvvtzB0lWV2uR+qD/G0788ctH3zCsKkqyQyys46nzIDaUMJrKMDMRwnRpk1GTkaJl6j5PJsL5/FJs8vqhmMgosBtWJpD7UfUuh0lmgws1d71ilXd9Pv7Ubg0Hw3j+9QWvj8Ks9GI0GSitclJa55iztd8ymczmZWCSNEGiVjGQpz4nD/WSzE1KmxiQEJjyyGUmLqpwoUp/NSvzXd/ZisZp41wfH06E6Tg1hsZpwe2043dYrkoo2W7IZiUgoxWgoSSScZHQkRTiUoG84yUgyp1Y2NAo2v2sNb20pRQjBru1tyLLCuo31WtpXX/coPYNxfnwgyGgqh89m4qG1FZQ6LOoihgIKhW1BG3Dp6ipt4WRkMI4wCPwljvNq4EbSEp/5bRvtIymq3Ba+es+SS65g90bOhhM8f7yfl08F6R2JIXJpRCaByKXINarZTG6rEdOe/yYf7kNOJeANUthbbr2dD/7xH+K2Gmk73cZnPjM1nsVut9PaupQ/+7OHtfTJ6VKs+/SBAwdmJbIcAQKApr0jhKif+PdsMV6GMuk6U9EdOzpvFqo8Nj73zpV88ten6B1NIfIyVckcB3Z1cfTAWZatqaJ1dRWWNwgnZqU8L3WomkC3N1+eylljukHDwRiDwRjDwRjpVG7SOWMlkg1GAwajUH9MC3hLHGQzMpYJgy1/qYPGJQEMBrXsrcE4XrrWbDVhs5uxFcooW+2mKRotjUsCk1LyQE2dmbgqFU/Mr1U9nYXLjVtbOPBKF6ePDXBwVxc9Z0bYdFszXv/UaJ6JqVyRsDq4bT8xpDl4SstnH4U3cZBa21RCbVMJmbREaChOaDiBzW6mttGvRdTp6OgsHIwmgxbhs2J9jSp0L+UnCN+PC+CPRTcDLFpaRk2DH5N5fI7jCzi4591rNL00tcKiGnWbzyuFqN0Jx2QFr99OeSEVPRHL0NboxeqwUNJUwmA8SzCapvvAWZwWIx6LCafFgLEgzD/G2MQc1Mm52zs+HxBCrag18T6n5BWOv9avVfMTQuD12wlUuAlUugiUu/BdYAI/E/J5hWQ8owlhxyJpYtE0sdE0jUtKqVmk3vfDQwme+dVRyirdbP29VdrrJ1aZvBBmixG314bHN37tFouJt39gAw6HZdICQFPL1ZfqaLGapkSigZo+fLpnlP/c1UPXSIpdL/ewrT3MRzfV0dU+Qi4rs2HzeDTJK7u6eP3kMP68QpXJQI3BSvu+Xtov8N6Ll5VrDp7X9nTT1z06qRpoJp3DZDZqjjKvzcQ/3NXMXz3dxunhFJ/89Wm+ek8zle5L082MZyRe7hhlW1uYI8F4wdSduMs9rK9xk87lCaVyhJMS4VSOWEaGtW9XX5zPI3JJ1QlUeDyb8vP0o0cwCvAmgpi8ZeQyGWRvBcuWL+NDd22kqalxRqldV5LpRvB8Brgf+BzwK+Au4CvA44qifL0YHXnhhReUNWvWFKMpHZ15wVjov87ccno4yf/6zWmSWZmtFQ6WZXMMD6hhm2azkTXX1bFs7XiUzktnwnx5eyfNpXb+7cHW8zU7IxLxjBbKC7D3pQ5OHpnsH7fZzQQq3ZRXuimrdFNS7tJ+LOcLuk3rXGn6usPs2t5OMpFVK2NeX8+yNVXqcz2jnDjcT3WdT/sOJ+NZBvuj1C0qmdaKq27TOgsN3aZ1ikFeztNxepjhgTgjA6oj+41zRpPJSGm5k0CFi0CFm9IKF07X+SfouZzMYF9U07aJFZw58Vh6khjtRBqbA9S3WmloaCASTvLyM6fxBxxsvn2Jds6BnZ3jkgEWExaLuj9+TJUMME0o9/5mRFEUnm8L8a3dZ4lmZCwGeNciH9cH7LSsqEAIwc6uUb732HHMWYkaj5WbF/sxF8aiatozb9hXt6uvrdMWDfe8eIazXWHufPtKzR52bW+n49QQZZVuyqs9lFe5CVS6yeQVPvt0OyeGkpQ5zXz1niVUe6bn5MnKefZ2R9neHmJPd5RcwYYsRsEN9V5ubS7hmlo35jeMBfKKQjQtEU5JhJI5dZvKEU7mCE04pjmCJnDX0lI+vqVu1nZUrPv0+SJ4puvgEcDHgA+j6vB0A98CHlFmUobrAjz+u+eUm9ZO6Z9OkfnOmVcB+NCia+e4JwufdDo9bQEtncvLkWCcv/ptG1lZ4fdWlvFArYsj+84SPBvhms2N2uRwoC/Kt17o4NVojj/cUs/bV5aTKKwqGQ0GhEFgNAkMBgNGo1oRaSxaxmgwjJe8LpS/Bti1vY2244NsurWZxYVy852nhzm6v5eySjdlVR4CFS7cXtu8H3joNq0zF2QzEvt2dNJ+YhBQI3KyaYlYVBWy9/od3Pf7ay7p+6PbtM5CQ7fpNx9XYmwvSXnCQwmGB2IMD8QZHohNSVOtqvVx+wNq6tPoSJKTR/pxemysXF8DQDya5lc/PrcorMNpwe21TXm4vDbyeUm36SISSUt8a89Znj8dAqDRb+PjW+ppH0nyzV295BXY2lLKx7bUYSxChBaMSwtMRAhBabkTX7mbX3VHOZKU8LmsfPWeZmrPo1uXVxSOBuNsawvzcsco8WxBJwlYW+3ituYSNjf6cBYpnTAr5TUHkFEIlgTsRRmrF+s+PasUrYIT5+uFx2Uhmr26Kw5dLWwfOAPoDp4rwdDQ0IIoVboQWFXp4vO3N/GFZ8/wi6NDuK0mHnrbCob6Y/gD4ykfRw/1I50ewut3ccsiNT2r54yqtzETbr9/uSba6vHbMZuNWpgznDsd6mpAt2mducBiNbHptmYamkvZ9bt2rcy5021l6cpKmpeXX/KAS7dpnYWGbtNvPq7E2N40IU1tjFQyy8hAXHX4DMYnVUHMpHOcen2AQIVbc/A4XFaqan24vFbNgePx2nF5rBcU/e3p6ddtuoh4bSY+9ZYGbm/28/+/0kNnOM3HnzylPf8H6yt577rKoi463nLPMtKpHIN9UQb7owz2xQgNJwrOwjgr8gq+aJaRIfin70d56KZGrl1XNa6JFEqxvS3E9vYwQ4lxSYPmUju3LvZz82I/AWfxde8sJgMVbgsV7uK2fbnv0+d18AghblIU5aXC/nnrcymKsr0YHSkx657ZK8EHF+lRUleK+R6N8Wbjujovn7mlka9s7+QH+/txWow8sGJyjnVQCIbsVhZVe/A7VC0Nu8NCRbUHuVDNKi+rOfGytq/myY9VrgIYDSU1B0/rqiqWr6kuSp76XKPbtM5cUtPg5773rOXU0SDeEjt1jSWz/l7pNq2z0NBt+s3HXI3t7Q6Lpkn2RnylTq7d0oS3ZFzvxmAQWoTPTNBt+vKwvsbDt96+jJ8cDPLfhwdQgE/cWM+dLZdHpN1mN1O/uJT6xWr72azEcDDGQF+Mwb4oBmMMEU6THE3y2DOnMFe4OT2SZPvpEQJH+5ENgqFKHxVuK7cu9lM9EsOmgGkwypnRBD1vqO6r7hswm02YrWqa3pUofqAU5gJj45PhgRgjgwmtkm02LRGNRul4PXneNlZfV6dVEG0/McjZzjCLlpZp37WBviiR0Plff6EInn8DVhb2v3e+awCmX/PtAvisMyuDqnNp3F6xeK678KahpGTqD57O3PKWRX6SWZl/2dHDN3f14rAYeOuS8R+y3RmF9hIX75pQ+rahuVSrNHUxxkQMJ046jfNMR2c26DatM9dYbSZWXVNbtPZ0m9ZZaOg2/eZjPo7trTYTrQW9tNmi2/Tlw2oy8EfXVnPX0lJyeYV635ULuLBYTFTX+6muVyPmZSlPX3+U7z5/hq5Ihk//tg0AYz5PpQC/3cQ/39fCigonBiF47McHGIxOPwPIaDTw0MMbtb+3PXmMTEripq0tuDzqdXeeHiY6mlJ1m6wmLJaCc8hqwmg0kE1LmqNm7LFhUwOGgs7P9l8fp697lDseXEF5lUdr8/ihybqb+Xye0GD2vH1dump8HhIeTtDVPkKgcjx6LhHLEBpOYPGc+/XndfAoirJSCGFQFCWvKErTeXtQJHK53MVP0tG5ihgaGtKFDuchd7UGSGRlvr23j39+qRuH2cjmRh89o2lODiVxmA3c0OC7pLaFEGoi8AJFt2mdhYZu0zoLDd2mdRYauk1ffqqmKWx8OTGaDNTV+fjc+9fyd7/rZKQ3ysZ6L7cu9rG+yo1BUSZVqtx4y2Iy6Ry5XB4pK5PLqQ8pJ5PLyki5PLmsTC4nkc3IGI2TB+ijI0mSieykCLHOtmF6zoRm1O8V62twFNLDhFAXezPpcVmG8ioPkpRXK9k6zFhtJoaGBikvrzhvmx7/eOTbotZyAhVu/AHnhDbdeP12unoj53z9xTR4zgohfgz8SFGUoxe/xEsnS1G0mnUuwv7wWQA2+GvmuCcLH4/nPG5VnTnnHasriGdlfvraAF/Z3smX71zMoX61staWRh+2BRR1U0x0m9ZZaOg2rbPQ0G36zcdCH9vrNv3mwmIy8MXbm8grXFDkuXKC5tOl8Na3rSCbkbE7xp1Gjc0BfH4H2azqFMpN2Eq5PBabCbvDjNVmxmZXHTYTK3Zuvn0JRqNhUvT+xLS0MXxlJvx+/7T6WRJwUjLBuQPg8thweaCr99yvuZiD52HgfcCrQojjwA+BnyqKMjStHs2AwWyi2E3qnIN/OrEDgJ/d8O457snCR5bli5+kM2d8YEMViazM48eG+cJzZ7Cb1ZvxbUv0UODzodu0zkJDt2mdhYZu028+FvrYXrfpNx9CCIyXOSLe47NPOda4JABLLr1Ni3Va9asuu01fcJlaUZTHFUV5J1CFWhb9nUCPEOIJIcTvCSHMF3r9TLCK4pQz07kw6/zVrPNXz3U33hQkErrTcj4jhOBPb6jl9mY/6UIZxIDTzJoq11x3bd6i27TOQkO3aZ2Fhm7Tbz4W+thet2mdhcbltmmhVkCfwQuEaALeD/wx4FAUpSi1fl955RVl+fKZK6vr6MxXMpkMVuvc57TqXBg5r/ClbR3s7Irw3nWVfGBDcUQBFyK6TessNHSb1llo6Dats9DQbVpnoVEsmz5w4MD+2267bUoZvRkJTQghrMC1wPVABXBk1j0roIss6yw0gsHgXHdBZxoYDYK/vq2Jf7y7mYfWnl/wTEe3aZ2Fh27TOgsN3aZ1Fhq6TessNC63TU/LwSOE2CKE+DYwAHwZ2A20KIpyS7E6Mjo6WqymdHTmBY899thcd0FnmpgMgrXVbsxGXVz5Qug2rbPQ0G1aZ6Gh27TOQkO3aZ2FxuW26QvOZoQQXxRCtANPFg7doyhKi6IoX1IUpauYHRkgU5R2nn76ab2dC/D7u/6L2574RlHamm/XNt/a+eUvf1mUdubbdS3UdorZ1kJtR7fpN2c7xWxrvrWj27TeznxpS7dpvZ1LZT6O7YvZlm7TejsLqR0onk1Ho9FzlhK72HL1RuBzQJWiKB9WFOWVovTmXBSpSvp8+xDnWzsAQ4ODRWlnvl3bfGtHkqSitDPfrmuhtlPMthZqO7pNvznbKWZb860d3ab1duZLW7pN6+3Mhvk2ti9mW7pN6+0spHageDadSCR85zo+Y5Hly8VTTz0Vs1qtJ2fbTjQa9Xo8nojeztXTp4XaTigUCpSUlAzPl/7o7Vx9fZpv7eg2/eZsZz72SbdpvZ350M587JNu03o786GdYral27TezkJqB4pn07lcbsnWrVunRPHMGwePjo6Ojo6Ojo6Ojo6Ojo6Ojs6loSuK6ujo6Ojo6Ojo6Ojo6Ojo6Fzl6A4eHR0dHR0dHR0dHR0dHR0dnasc3cGjo6Ojo6Ojo6Ojo6Ojo6Ojc5Uz5w4eIcR/CCEGhRBH57ovOjqXyrnsWAjxTiHE60KIvBDimrnsn47OTBBC1AkhfieEOF6w4Y8Vjus2rXNVIoSwCSH2CiEOFWz4bwrHdZvWuaoRQhiFEAeFEL8u/K3btM5VixCiUwhxRAjxmhBiX+GYbtM6Vy1CCJ8Q4udCiBOFcfUNl9um59zBA/wA2DrXndDRmSU/YKodHwXeDrx0xXujozM7JOCTiqIsAzYCfyaEWI5u0zpXLxngVkVR1gBrga1CiI3oNq1z9fMx4PiEv3Wb1rnauUVRlLWKooxNfHWb1rmaeQR4WlGUVmAN6v36stq06XI0OhMURXlJCNE41/3Q0ZkN57JjRVGOAwgh5qJLOjqXjKIo/UB/YT8mhDgO1CiK8hzoNq1z9aGoJUPjhT/NhYei36d1rmaEELXAPcDfAX8B+thDZ+Gh27TO1YoQwgPcBPwPAEVRskAWGC08f1nedz5E8Ojo6OjozFMKjst1wJ657YmOzuwopLK8BgwCzymKotu0ztXO14FPAfm57oiOTpFQgGeFEPuFEB+e687o6MySRcAQ8P1CKu13hRDOy/2muoNHR0dHR+ecCCFcwC+AjyuKEp3r/ujozAZFUWRFUdYCtcB1QoiVc90nHZ1LRQhxLzCoKMr+ue6Ljk4R2awoynrgLtT08JvmukM6OrPABKwH/l1RlHVAAvjM5X5T3cGjo6OjozMFIYQZ1bnzE0VRfjnX/dHRKRaKoowCL6Dr/+lc3WwG7hdCdAL/CdwqhHh0brukozM7FEXpK2wHgV8B181tj3R0ZkUv0DshYvjnqA6fy4ru4NHR0dHRmYRQk4K/BxxXFOVrc90fHZ3ZIoQoE0L4Cvt24HbgxNz2Skfn0lEU5a8URalVFKUReA+wXVGU981xt3R0LhkhhFMI4R7bB+5AFaPV0bkqURQlCPQIIZYWDt0GHLvc7zvnDh4hxM+AXcBSIUSvEOKDc90nHZ2Zci47FkI8KIToBW4AfiOEeGZue6mjM202w/9r735CtKriMI5/HxREosJIIq1cRLRIyI3RJhAShFCEIAtitBZBG6OdhFIoFa1C2lZgphRBEFpQbgoaXEwRjWK0ahRj+jNhlgshjF+Le4VLzZjjWw5Hvh+48J5/l/PCWVye95z7Mkb3i/DX/fWQa1oNuxX4NMkx4Au6d/B86JrWtcY1rYbdAownmQQmgI+q6mPXtBq3HTjYP3+sAV7+v9d0uj+WkCRJkiRJUqsWfAePJEmSJEmSRmPAI0mSJEmS1DgDHkmSJEmSpMYZ8EiSJEmSJDXOgEeSJEmSJKlxBjySJOmaleREknVztK3r/6pUkiSpeQY8kiSpSUk+SbJnlvrNSX5Msriq7qmqz67yvJ5IMj4on0xyPsm5JGeTHE3ydBKfwyRJ0n/GBwtJktSqfcBYkvytfgw4WFUXrv6U5rSpqq4HVgGvADuANxd2SpIk6VpiwCNJklr1AXAT8MDFiiTLgI3A/r58Msn6/vPSJPuS/JrkG2Dt8GZJViR5P8lMkqkkzwzaliTZm2S6v/YmWTLfCVfVb1V1CHgU2JZk9RV8b0mSpH8w4JEkSU2qqvPAe8DWQfUW4NuqmpxlyAvAnf21Adh2saE/LnUYmARWAg8CzybZ0HfZCdwPrAHuBe4Ddo0w9wngewbhlCRJ0igMeCRJUsveAh5JsrQvb+3rZrMFeKmqzlTVaeC1QdtaYHlV7amqP6rqO+B14LG+/XFgT1X9XFUzwG66o2CjmKbbgSRJkjSyxQs9AUmSpCtVVeNJZoDNSSbogpqH5+i+Ajg9KJ8afF4FrEhydlC3CPh8MHbY/1RfN4qVwJkR7yFJkgQY8EiSpPbtp9u5czdwpKp+mqPfD8DtwIm+fMeg7TQwVVV3zTF2mi4EGo6dvtIJJ1lLF/CM/1tfSZKky+ERLUmS1Lr9wHrgKeY+ngXd+3qeS7IsyW3A9kHbBPB7kh39y5gXJVndBzEA7wC7kixPcjPwPHBgvhNNckOSjcC7wIGqOj7fe0iSJM3GgEeSJDWtqk4CR4HrgEOX6Lqb7mjVFHAEeHtwjz+BTXQvUZ4CfgHeAG7su7wIfAkcA44DX/V1l+twknN0O4V2Aq8CT85jvCRJ0iWlqhZ6DpIkSZIkSRqBO3gkSZIkSZIaZ8AjSZIkSZLUOAMeSZIkSZKkxhnwSJIkSZIkNc6AR5IkSZIkqXEGPJIkSZIkSY0z4JEkSZIkSWqcAY8kSZIkSVLj/gIVeP1MbDyNLAAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<Figure size 1152x360 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, axs = plt.subplots(2, 1, figsize=(16, 5))\n", | |
"\n", | |
"ax = axs[0]\n", | |
"df.groupby(['year', 'month']).count().max(axis=1).plot.bar(ax=ax, label=\"Videos published\")\n", | |
"means_per_year = df.groupby(['year', 'month']).count()['views_count'].groupby('year').mean()\n", | |
"\n", | |
"group = df.groupby(['year', 'month']).count().max(axis=1)\n", | |
"indexes_per_year = np.array(group.groupby('year').count())\n", | |
"mean_per_month_per_year = np.repeat(means_per_year, indexes_per_year)\n", | |
"ax.plot(np.arange(len(mean_per_month_per_year)), mean_per_month_per_year, ls='--', color=\"#404045\", label=\"Year Mean\")\n", | |
"\n", | |
"ax.set_xticklabels([f\"{year} {month}\" for year, month in np.array(group.index)], rotation=90)\n", | |
"ax.set_xticks(np.arange(len(group)))\n", | |
"\n", | |
"ax.set_xlabel(\"\")\n", | |
"ax.set_ylim(0, 7)\n", | |
"ax.set_yticks(np.arange(0, 8, 1))\n", | |
"\n", | |
"ax.legend(ncol=2, loc=\"upper right\")\n", | |
"ax.set_title(\"Videos published per Month - Yearly Mean: 2016: {:2.2f} - 2017: {:2.2f} - 2018: {:2.2f}\".format(*means_per_year))\n", | |
"ax.set_ylabel('Videos')\n", | |
"ax.set_axisbelow(True)\n", | |
"\n", | |
"ax = axs[1]\n", | |
"xs = np.arange(1, len(df) + 1)\n", | |
"ax.plot(xs, np.array(df['views_count']), label=\"Views\")\n", | |
"\n", | |
"window_size = 5\n", | |
"\n", | |
"moving_average = np.array(df['views_count'].rolling(window_size, min_periods=1).mean())\n", | |
"ax.plot(xs, moving_average, color=\"#404045\", ls=\"--\", label=\"Moving Average\")\n", | |
"\n", | |
"moving_std = np.array(df['views_count'].rolling(window_size, min_periods=1).std(ddof=1))\n", | |
"ax.plot(xs, moving_average + moving_std, color=\"#7A68A6\", ls=\"-.\", label=\"Moving Average $\\pm$ STD\", alpha=0.8)\n", | |
"ax.plot(xs, moving_average - moving_std, color=\"#7A68A6\", ls=\"-.\", label=None, alpha=0.8)\n", | |
"\n", | |
"for year in df['year'].unique():\n", | |
" year_change_index = (df['year'] == year).idxmax() + 1\n", | |
" ax.axvline(year_change_index, alpha=0.7, ls=\":\", color=\"#009E73\")\n", | |
"\n", | |
"\n", | |
"ax.ticklabel_format(axis='y', style='sci', scilimits=(0,0))\n", | |
"ax.set_ylabel('Views (x100.000)')\n", | |
"ax.set_xlabel('Video ID')\n", | |
"ax.set_xticks(xs[::10])\n", | |
"ax.set_xticks(xs, minor=True)\n", | |
"ax.set_xlim(1, len(df))\n", | |
"\n", | |
"ax.set_title('Views for each of the videos - Sort by Publication Date')\n", | |
"ax.legend(ncol=3)\n", | |
"\n", | |
"plt.tight_layout()\n", | |
"plt.savefig(\"seasons.pdf\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Posteriors" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"with open('all_data.p', 'rb') as handle: # This is the output of Inference.ipynb\n", | |
" all_data = pickle.load(handle)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"mu_1_samples = all_data['nbwoo_mu1']\n", | |
"mu_2_samples = all_data['nbwoo_mu2']\n", | |
"\n", | |
"alpha_1_samples = all_data['nbwoo_alpha1']\n", | |
"alpha_2_samples = all_data['nbwoo_alpha2']\n", | |
"\n", | |
"tau_samples = all_data['nbwoo_tau']\n", | |
"\n", | |
"interest_variable = df['views_count']\n", | |
"n_count_data = len(df)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"p_1 = alpha_1_samples / (mu_1_samples + alpha_1_samples)\n", | |
"views_1_sample = np.random.negative_binomial(alpha_1_samples, p_1)\n", | |
"views_1_upper = np.quantile(views_1_sample, 0.025)\n", | |
"views_1_lower = np.quantile(views_1_sample, 0.975)\n", | |
"\n", | |
"p_2 = alpha_2_samples / (mu_2_samples + alpha_2_samples)\n", | |
"views_2_sample = np.random.negative_binomial(alpha_2_samples, p_2)\n", | |
"views_2_upper = np.quantile(views_2_sample, 0.025)\n", | |
"views_2_lower = np.quantile(views_2_sample, 0.975)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"N = tau_samples.shape[0]\n", | |
"expected_views_per_day = np.zeros(n_count_data)\n", | |
"expected_views_upper = np.zeros(n_count_data)\n", | |
"expected_views_lower = np.zeros(n_count_data)\n", | |
"\n", | |
"for day in range(0, n_count_data):\n", | |
" ix = day < tau_samples\n", | |
" \n", | |
" expected_views_per_day[day] = (mu_1_samples[ix].sum() + mu_2_samples[~ix].sum()) / N\n", | |
" expected_views_upper[day] = (np.repeat(views_1_upper, len(ix))[ix].sum() + np.repeat(views_2_upper, len(ix))[~ix].sum()) / N\n", | |
" expected_views_lower[day] = (np.repeat(views_1_lower, len(ix))[ix].sum() + np.repeat(views_2_lower, len(ix))[~ix].sum()) / N" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1233.79x518.4 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"scale = 1.2\n", | |
"plt.figure(figsize=(14.28 * scale, 6 * scale))\n", | |
"\n", | |
"ax = plt.subplot(212)\n", | |
"\n", | |
"ax.plot(range(1, n_count_data + 1), expected_views_per_day, lw=3, color=\"#404045\",\n", | |
" label=\"Expected Views\", ls=\"-.\")\n", | |
"\n", | |
"ax.plot(range(1, n_count_data + 1), expected_views_upper, lw=2, color=\"#7A68A6\", ls=\"--\")\n", | |
"\n", | |
"ax.plot(range(1, n_count_data + 1), expected_views_lower, lw=2, color=\"#7A68A6\", ls=\"--\",\n", | |
" label=\"95% Probabiliy Density\")\n", | |
"\n", | |
"ax.set_xticks(np.arange(0, len(df), 1) + 1)\n", | |
"ax.set_xlim(0.8, len(df) + 0.1)\n", | |
"ax.set_xlabel(\"Video ID\")\n", | |
"\n", | |
"ax.set_ylim(0, 3.8e5)\n", | |
"ax.set_ylabel(\"Views (x $100.000$)\")\n", | |
"ax.ticklabel_format(axis=\"y\", style=\"sci\", scilimits=(0, 0))\n", | |
"\n", | |
"ax.axvline(37, alpha=0.7, ls=\":\", color=\"#009E73\", lw=4)\n", | |
"ax.axvline(42, alpha=0.7, ls=\":\", color=\"#009E73\", lw=4, label=\"Modes of τ\")\n", | |
"\n", | |
"ax.fill_betweenx(y=[0, 3.8e5], x1=35, x2=45, alpha=0.08, color='#009E73', label=\"95% HPD for τ\")\n", | |
"\n", | |
"ax.scatter(np.arange(len(interest_variable))+1, interest_variable, color=\"#348ABD\", label=\"Views\")\n", | |
"\n", | |
"handles, labels = ax.get_legend_handles_labels()\n", | |
"labels_sorted = [labels[0], labels[2], labels[4], labels[1], labels[3]]\n", | |
"handles_sorted = [handles[0], handles[2], handles[4], handles[1], handles[3]]\n", | |
"\n", | |
"ax.set_title(\"Posterior Predictive Distribution of Views\")\n", | |
"ax.legend(handles_sorted, labels_sorted, loc=\"upper right\", ncol=2, prop={'size': 11})\n", | |
"\n", | |
"\n", | |
"\n", | |
"ax = plt.subplot(221)\n", | |
"\n", | |
"ax.hist(mu_1_samples, bins=1400, label=f\"$\\mu_1$ Posterior Density\", density=True)\n", | |
"ax.hist(mu_2_samples, bins=800, label=f\"$\\mu_2$ Posterior Density\", density=True)\n", | |
"\n", | |
"ax.set_xlim(6e4, 22e4)\n", | |
"ax.set_xticks(np.arange(6e4, 22.5e4, 1e4))\n", | |
"ax.set_xlabel(\"Number of Views (x $100.000$)\")\n", | |
"ax.ticklabel_format(axis=\"x\", style=\"sci\", scilimits=(0, 0))\n", | |
"\n", | |
"ax.set_ylim(0, 5.4e-5)\n", | |
"ax.set_yticks(np.arange(0, 5.5e-5, 5e-6))\n", | |
"ax.set_ylabel(\"Probability (x $10^{-5}$)\")\n", | |
"ax.ticklabel_format(axis=\"y\", style=\"sci\", scilimits=(0, 0))\n", | |
"\n", | |
"ax.set_axisbelow(True)\n", | |
"ax.set_title(f\"Likelihood Parameters Posteriors\")\n", | |
"ax.legend(loc=\"upper right\", prop={'size': 11})\n", | |
"\n", | |
"\n", | |
"\n", | |
"ax = plt.subplot(222)\n", | |
"\n", | |
"values = np.array(tau_samples, dtype=float)\n", | |
"bins = np.arange(values.min(), values.max() + 1.5) - 0.5\n", | |
"ax.hist(values, bins=bins, rwidth=0.9, density=True, label='τ Posterior Density')\n", | |
"sns.kdeplot(values, lw=3, bw=0.75, gridsize=200, linestyle=\"--\", color=\"#333333\", label=\"KDE for τ\")\n", | |
"\n", | |
"ax.set_xlim(29, 48)\n", | |
"ax.set_xticks(np.arange(29, 49, 1))\n", | |
"ax.set_xlabel(\"Video ID\")\n", | |
"\n", | |
"ax.set_ylim(0, 0.195)\n", | |
"ax.set_yticks(np.arange(0, 0.2, 0.02))\n", | |
"ax.set_ylabel(\"Probability (x $10^{-1}$)\")\n", | |
"ax.ticklabel_format(axis='y', style='sci', scilimits=(0,0))\n", | |
"\n", | |
"ax.set_axisbelow(True)\n", | |
"ax.set_title(\"Change Point Posterior\")\n", | |
"handles, labels = ax.get_legend_handles_labels()\n", | |
"ax.legend(handles[::-1], labels[::-1], loc=\"upper right\", prop={'size': 11})\n", | |
"\n", | |
"plt.suptitle('Posterior and Posterior Predictive Distributions', fontsize=16)\n", | |
"plt.tight_layout()\n", | |
"plt.subplots_adjust(top=0.91)\n", | |
"plt.savefig(\"posterior.pdf\")\n", | |
"plt.show()" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.7.7" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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views_count | date | likes | dislikes | comments_count | |
---|---|---|---|---|---|
118579 | 17 May 2018 | 4243 | 675 | 1290 | |
102081 | 17 May 2018 | 1731 | 143 | 375 | |
54220 | 26 Apr 2018 | 1415 | 65 | 188 | |
60052 | 13 Apr 2018 | 1490 | 37 | 141 | |
37976 | 29 Mar 2018 | 1569 | 42 | 167 | |
98477 | 23 Mar 2018 | 2471 | 69 | 784 | |
43906 | 15 Mar 2018 | 1080 | 51 | 208 | |
82826 | 8 Mar 2018 | 2412 | 105 | 398 | |
77348 | 1 Mar 2018 | 2257 | 26 | 377 | |
82363 | 27 Feb 2018 | 3229 | 49 | 608 | |
77653 | 15 Feb 2018 | 2008 | 46 | 278 | |
133253 | 1 Feb 2018 | 3354 | 186 | 376 | |
140062 | 25 Jan 2018 | 4496 | 90 | 639 | |
69011 | 18 Jan 2018 | 1869 | 344 | 315 | |
60526 | 11 Jan 2018 | 2126 | 34 | 187 | |
67910 | 21 Dec 2017 | 1974 | 267 | 359 | |
63290 | 14 Dec 2017 | 2872 | 34 | 249 | |
84684 | 12 Dec 2017 | 2798 | 49 | 330 | |
70405 | 30 Nov 2017 | 2721 | 120 | 404 | |
104901 | 23 Nov 2017 | 4251 | 201 | 613 | |
139189 | 17 Nov 2017 | 6433 | 95 | 954 | |
114225 | 10 Nov 2017 | 3171 | 86 | 262 | |
703089 | 19 Oct 2017 | 17149 | 991 | 2374 | |
144368 | 12 Oct 2017 | 4645 | 75 | 547 | |
69256 | 6 Oct 2017 | 1845 | 23 | 207 | |
101029 | 28 Sep 2017 | 2907 | 58 | 319 | |
127403 | 21 Sep 2017 | 3748 | 80 | 540 | |
139737 | 14 Sep 2017 | 3635 | 81 | 684 | |
226200 | 24 Aug 2017 | 6287 | 130 | 569 | |
102046 | 23 Aug 2017 | 2929 | 44 | 275 | |
137518 | 22 Aug 2017 | 3799 | 43 | 259 | |
88791 | 10 Aug 2017 | 2985 | 190 | 659 | |
265561 | 3 Aug 2017 | 8735 | 197 | 768 | |
346312 | 21 Jul 2017 | 9094 | 644 | 1036 | |
114411 | 13 Jul 2017 | 2824 | 63 | 392 | |
83106 | 29 Jun 2017 | 2149 | 45 | 351 | |
122523 | 22 Jun 2017 | 2359 | 109 | 607 | |
106887 | 15 Jun 2017 | 3910 | 45 | 601 | |
92765 | 8 Jun 2017 | 3078 | 90 | 420 | |
98660 | 1 Jun 2017 | 4007 | 46 | 402 | |
222122 | 19 May 2017 | 5939 | 188 | 889 | |
126756 | 11 May 2017 | 3710 | 60 | 487 | |
103940 | 4 May 2017 | 2810 | 68 | 413 | |
198880 | 27 Apr 2017 | 4721 | 83 | 418 | |
210136 | 20 Apr 2017 | 5472 | 104 | 480 | |
193191 | 13 Apr 2017 | 4576 | 158 | 919 | |
23375 | 10 Apr 2017 | 1415 | 62 | 275 | |
89182 | 6 Apr 2017 | 2375 | 53 | 386 | |
174447 | 23 Mar 2017 | 4461 | 98 | 488 | |
91416 | 16 Mar 2017 | 2561 | 53 | 377 | |
168412 | 9 Mar 2017 | 5278 | 110 | 662 | |
312267 | 2 Mar 2017 | 6188 | 419 | 1156 | |
72497 | 23 Feb 2017 | 2103 | 57 | 284 | |
566168 | 16 Feb 2017 | 14809 | 336 | 1377 | |
158059 | 2 Feb 2017 | 3683 | 53 | 546 | |
241847 | 26 Jan 2017 | 6259 | 185 | 997 | |
313571 | 19 Jan 2017 | 7921 | 140 | 980 | |
153137 | 12 Jan 2017 | 4617 | 59 | 606 | |
274378 | 5 Jan 2017 | 8077 | 404 | 1304 | |
143995 | 22 Dec 2016 | 3565 | 75 | 403 | |
169567 | 15 Dec 2016 | 4033 | 70 | 968 | |
212652 | 8 Dec 2016 | 5400 | 145 | 1134 | |
111195 | 1 Dec 2016 | 3529 | 46 | 548 | |
318748 | 24 Nov 2016 | 8585 | 352 | 1826 | |
872483 | 17 Nov 2016 | 23675 | 745 | 2391 |
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