Skip to content

Instantly share code, notes, and snippets.

Show Gist options
  • Save brookskindle/6f939a8ef443dc9f0471617cd15d105d to your computer and use it in GitHub Desktop.
Save brookskindle/6f939a8ef443dc9f0471617cd15d105d to your computer and use it in GitHub Desktop.
A simple demonstration on how to make xkcd-styled graphs in Jupyter using Python and Pandas
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Sample taken and adapted from the pandas visualization page\n",
"# https://pandas.pydata.org/pandas-docs/stable/visualization.html\n",
"df = pd.DataFrame(\n",
" np.random.randn(1000, 4),\n",
" index=pd.date_range(\"1/1/2000\", periods=1000),\n",
" columns=[\"A\", \"B\", \"C\", \"D\"]\n",
")\n",
"df = df.cumsum()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7eff20d59198>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEHCAYAAACtAv3IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJBJJO0EqfIlEImkn/D/xLC+n+1zUuQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7eff4c2af390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# With normal plotting styles\n",
"df.plot()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAESCAYAAAD0aQL3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXd4VFXTwH+7m2zJbtqmU1IgQOgdBEEQUEERFSyAYkcU\neD8bKnak+FpQUezKa0VFFKyxgdKRXiWUQCiB9N627/fHybbspgcS5P6eZ5+95dy7Z282M+fMzJmR\n2e12OxISEhISFxzy5u6AhISEhETzICkACQkJiQsUSQFISEhIXKBICkBCQkLiAkVSABISEhIXKJIC\nkJCQkLhAkRSAhISExAWKpAAkJCQkLlAkBSAhISFxgSIpAAkJCYkLFEkBSEhISFyg+DV3B/4N2O12\nioqKyMvLo6ioiLKyMoqKiigoKCAvL4+SkhKMRiMmkwmTyYTZbKa8vJyysjIqKiowmUxYLBasVqvH\nfWUyGQqFAj8/P5RKJf7+/vj5+eHv74+/vz8BAQHo9XqCgoIIDAwkODgYrVZLSEgIwcHBqNVq1Go1\nWq2W4OBg/P39m+kJnV0sFguFhYWUlpZSVlZGcXGx89lWVFRgMBgoLS2lpKSE8vJy58tkMmE0GjEY\nDJjNZiwWi/Nls9mw2Ww4UmXJZDIA53N3f7YqlQp/f390Oh3BwcEEBwcTFBREUFCQczsyMpLg4GDn\nfc43SkpKyM/Pp6yszPkqLy+npKSEkpIS5/N1bDueqcFgwGg0YjabMZlMHr9xmUzm/G0rlUo0Gg2B\ngYHOl/vzCwkJISQkxLkdGhr6r/g9G41Gzpw5Q0FBAfn5+WRlZTl/vwaDwflbNRqNzt+047dqtVqx\n2Wz06NGDl19+uUGf3yIUwP3338/+/fvRaDSEhISg1+udAk2j0aDT6QgNDXX+GPR6PXq9Hq1Wi59f\n03wFm81GRUUFJSUlFBcXU15eTnFxMcXFxZSWlpKVlUVWVhaZmZnk5eU5zxUUFJCRkYHBYKjx/jKZ\nzPlDd/zYtVotGo0GlUqFQqFAoVAgk8mQyWTY7XasVitGoxGLxeJUHBaLBbPZ7FQihYWF2Gy2On1H\ntVpNSEgIYWFh6HQ6tFoter2e8PBw5z9WZGQkYWFhaLVa5z+g4x9Po9E0uQAzmUzk5OSQn5/vFB55\neXnk5eU5BUlpaSkFBQUUFxdTVFRESUmJUwiVlpaSm5tb52cAoNFo0Gg0KJVKVCoVarXaqVwdL7lc\n7nyBUPKO30hWVpZTsZSXlzuFnclkqvFzlUolkZGRREREEBkZSUxMDFFRUURFRREQEEBISAjh4eGE\nhoYSHh5OSEgIOp3O2YfGYrfbMRqNzsGHQ4g7Bi8ZGRlkZmY63zMzM8nPz3f+LeqCSqVCp9Oh0Wjw\n8/NDrVY7FaRSqXT+xgGsVisGg8E5MDIYDM7/v4qKilo/KyAgAJ1OR2BgoPOZhoWFodfrCQgIICIi\ngvDwcOdvPTg4mNDQUKcyaYrnarfbMZlMlJeXU1paSnFxMTk5ORQUFDj3Hd/JMSjMyMggJyeH7Oxs\ncnJyary/QqEgICAAlUrllBfuv1WFQkF5eXmD+y9rCdlA77//frZv347BYCA/P5/CwkJKSkq8RsS+\n8Pf3R6VSoVQqCQgIcI7OVCqV8wHJ5XJsNhtWq9X5j2o2m50CxPFPXBsKhYLIyEgiIyOdCiokJITo\n6GhiYmIIDw93jsKDg4PR6/WEhoYSFBSEn5/fWRn92Ww250issLCQsrIyCgsLKSoqwmAwYDAYnDMS\nxyguPz/fOVrOy8sjPz+f4uJijEZjrd9fq9U6FZjjn9wxI5HL5U5F5vjnslqtWK1WpxJz9MlkMlFa\nWlonweIQjo7RdWBgIAEBAWi1WgIDA51/E61W6zzm+GdxvByCQq1WN5lArYrZbKa4uJjCwkLnP35R\nURFFRUVkZWWRnZ1NdnY2ubm5TiGbnZ2N2Wyu9p4ymcypfB1C1N/f3/kbdwhUuVyOTCZzzlxMJhMV\nFRVOweQYPdb27y6Xy4mMjKRVq1ZER0cTHh6OXq+nVatWhIWFOZ+7VqslICDAOfvU6XTodLomG5Vb\nrVYPhV9YWOh8roWFhRQUFDjlRElJifO55uTkUFhYWKtQdDxXrVbrfK4OOeIQsAqFwtkXx2/YaDRi\nNBqpqKhwzjrrIkL9/Pyc8iIqKsr5bFu3bk3r1q2dij8qKorg4GCnHPP39z+rs8YWoQB8YbfbKS8v\np6KiwjkCLCoqori4mNzcXAoKCpwjGId5xTFdckw7HdMku93uNKe4/xM5frSO0XhAQIBz+ukYAQcF\nBaHT6YiIiCAsLOy8ncLXhfLycrKzs53P1iG83AVaaWmpU7g4Rr6Ol0PJOp454FQKjqm+w3SiVCrR\n6XTo9XrnSM0hSEJDQ4mIiECr1Z5Vgd0SsNlszim/wwzgmAG5P3/H1N8xeHH8xh3P2vFyKAOVSuWh\n/By/b8dv3bHv+J2HhYU5Fem/4XnbbDZyc3Odsxd3s2xhYaFzoFlWVub8/ToGJo6ZtmNW6f4bVqlU\nqFQq56BEp9OhVqudssPxLPV6PTqdzqkgz8bs2UFwcDBTp05l4cKF9b62xSiAVq1aceONN7Jo0aLm\n7oqEhITEeUNkZCTjx4/n3Xffrfe1LUbVq9VqcnNzm7sbEhISEucVOp2uzj6aqrQYBRAQEFAnx4+E\nhISEhIvGyM4WowA0Go2kACQkJCTqSWNkZ4tRAEqlstYoFAkJCQkJTxojO1uMAnCEakpISEhI1J3G\nyM4WpQBaSECShISExHlDY2Rni1EAjhhmCQkJifMOcwWsexnSt5/zj26M7GwRqSBALNxoqrQOEhIS\nEucMmxVejAeLAU5shikrzu3HN0J2SjMACQkJicaw/lUh/AE0IQ2/j7lhkTyNkZ0tRgFYrVZn7g0J\nCQmJ84aKfNd2n1vrd23WAcg5BH8ugAXRcHxjvT++MbKzxSgAo9GISqVq7m5ISEhI1I8u17q2D/0C\nLybAr4/Xfp25ApZcDm8NgHUviWMHvqv3xzdGdrYYBWAwGFCr1c3dDQkJCYn6YSh0bW95V8wIjvzu\nOlY1Qif7IPz2pBjxm0o8z219Hza8JvwKNWGuAKNI/9AY2dlivK5ms/lfUeBBQkLiAsJigi9u9D5+\n3fuV542wqDuUZkHCJdDuUlj9XM33XDUHOlwOUV2rb/P+pUJJ/Gdbo2Rni1EAJpMJpVLZ3N2QkJCQ\nqB6bTZhrQmLBXA4/P+w6N2AabH1PbMf0FO/5x4TwB0hbJ151IbKL7+NF6fDbE5CTAqHxQONkZ4tR\nANIMQEJCosWz5nkR7++LMS/Ckd+g4DhkH4CIJEh+pO73jugsBHv/u8FXVI+5Al5zmxXIhfhujOxs\nMT6AiooKNBpNc3dDQkJConr+ribn/uULhNCOHSz2U34UawOOr6/9nuoQuPp1GPwfsb/3azi2xrud\nqUqVM38hLxsjO1uEAnBURQoJaUQMrYSEhMTZoiQLSjLB7iPnjioIet8stjuPFe/rXgJzmatNVPfq\n733NW9D3dte1xmI48od3O0WVUf6NnzVadtaoAOx2O6dPn/Y4lp6e7tUuJSWF2267jUmTJpGamlrv\nTjjqagYHB9f7WgkJCYmzRlE6zAmGVzrCm/09hTpAeEeYdRg0oWI/fqjv+9z0qee+3M36bq+M+FEH\nQ+JlYnvzm/Badzj0q9i3GGHZza5rRr8I+oRGy84aFcCxY8eIjY11KoGdO3cSGxtLSYkrdCk5OZme\nPXvy6aefsnnzZi655BLWr6/DtMeNwkIRRiUpAAkJiWbBaoHvZ4gInLI81/ED37u2jcWe1+ii4L7N\nTlMMAOog6Hena7/z1TD7JITEw6CZruMhsa5t91nFwHtd20Un4cub4OTfMD/S5UC+ciFcJNo1VnbW\n6ATW6XTYbDZnsYENGzZgt9sxGo0EBgYCMG/ePKZMmULv3r254447WLx4MRMnTmTjxo3Ex8fXqROO\nUpBhYWEN+hISEhISjSJjN+z6XGxv/QCueB763gYnNvlu320CTFji21k79jXxqsoVC6DbeGHeGXCP\nWAtw4Hvh/HXQYRQolGA1if02A2DzW573Ce/o3Gys7KxxBlDVszx16lQiIyNZtWoVANu3b2f79u08\n++yzzJw5E61Wy+zZs1GpVGzevNnj2jlz5iCTybxe8+fPp6CgoFFfQkJCQqJR5Ke5tk2lsH4h5B2F\ngz9XHqwi6KsT/rXRui8Mnw0BerjuHZh9AiKTPNtMc7Og9LzJc7YAEDvIudlY2VmjAli7dq1oJBfN\nNBoNwcHBzuIDK1asYOzYscTGujpYUVFBWVkZXbpUE8dahfDwcKcW0+v19f8GEhISEo2loFIBOKJ4\nCk/C2pcAO3S/EeYUQrvh4tyNnzVM+PuiqmMXhELQRojt+KFw0XTXuVt/AD9XzH9jZWeNJqDS0lIS\nEhJISEgAcJp/vv76a0aOHElpaanTFORg9uzZdO3ale7da/B6uxEUFOS0Y4WGhjbkO0hISEg0nIoC\n+GuB2D7pZvLZ+5V4H/KAeL/1ezCVgVJ79vsUEA5lOcIUlLFbHPMPgDb9PJo1VnbWqAASEhJIT09n\n3rx5FBYWsm7dOk6ePMnJkycZMmQIWq2Wv//+G6PRiEwm4+WXX2b58uWsW7fOOWtwMGfOHObMmePz\nc157TdjLtNpz8GAlJCQuLCoKYNsSKDoFl88HleeglUU9PPfdV/Sqgj1X5Z4L4Q+uqKITm+CXR8X2\nsMe8Pr+8XKwNaKjsrFEBDBw4kJiYGJ599llCQ0Pp0qULCoWCyZMnM2vWLE6cOMGHH35IQkICdrud\nnj17smfPHiIiIurViaysLPz9/QkKCmrQl5CQkJDwyT/fwfLbXPt9b4dWvV37Rac9o3s6XQWXzHIp\ngPDEpjP31IeormI24hD+IJzSVWis7KxRAfj7+7N161YsFgvh4eGoVCo6dOhAjx5CY8bFxXHkyBHe\neOMNunTpwvjx471G/nUhKyuLyMjIBl0rISEhAQhHbkkmxA0SGTi3fgC/VEnFEN2zyjVHPfdb9Yb0\nba79M7vOTl9r4+L/g31fg6FI7Lfp75oVuNFY2VlrLqCoqCiPfZ1Oh9lsdu6HhITwzDPPNOjDHWRk\nZBAdHd2oe0hISLRQbDYhVNv0EwurglqDoonTkBlL4Y1eYvvhw2LRlLsgB7h3I1QVlGmVETfdrofr\nlwhz0YvxrvN2G+z4xOfo+6wSEgsztsGuzyBxpOesxY3Gys56/xX+/PPPJk/ZkJ2dTevWrZv0nhIS\nEs1MRQF8PxMO/uR5vHVfuPP3mpXA1g+EvbvHTSCvQ7Wr3Utd25vf9Bb+IPoR3Q0qKvP3fz3Ftbiq\n5yTxrgmFtgPh1Ba3vrx/7hUAQGCUMEfVQGNlZ73nDaGhoU1euzcnJ4fw8PAmvaeEhEQzcmyNGElX\nFf4Ap3fAjo+qv7YkC5JnwXf3wXuXQOGp2j8vdZVre9Mbnufihoj3Nf8Vn/1inHi5p2YOjXNt3/mb\nyMgJkDhKLAproTRWdja70d1ut5OdnU1kZGRzd0VCQqIpKM6ApT6KpLjTfkT15/52W/matR/+qkUA\nH1vrWYHLncvmwTWLXfsfVPO55W7pH2QyuOoVeDoPbvkW2g2r+fObiaaQnc1eD6CoqAiTySQpAAmJ\nfwt7vwKrsfrzbfpDWHtRTevYX54Vte7bBBtf92y/5wsYNUeYRKpiKIZPx/n+nLYXCdONOhh00VCa\n6d3myoXCJNW6j/e5pvZTNDFNITubfQaQnZ0NeDubJSQkzlOO/lnzeVO5ML/Mj/Aup/jOYN/XvNJR\nKIyqrH3Rc//q1yGmlyjJeOevQvgDXFlNEZegVr6F/3lAU8jOZlcAxcUiBlfKBCoh8S/AYoJTlQ7Y\nruPFuy4aJi+HScvEfvY/8MnV9b/3V5O9j/2z0rX94AER5z9trcih4+6r7Dha1OOtSuKo+vejhdAU\nsrPZ5zhFRSLOVVIAEhL/Ak5tAUuFWD07/gNo1QviLnalMAhLhLx61AyZUwSHfoEvJ0LqH2LhVnBl\n1IuhCIpPg58anjhTc7SQnxJuWSFKNa75r8s57adq2PdsATSF7GwxM4CqOYUkJCTOQzL3ivfYQcKG\nfvH9nvlrLrqv9nvEXSzeO1fa9juOdp3b/y3kHoHfn4ZPrxXHwjrULVRULhdhoCOfgcAYGLuo9mta\nME0hO5t9BuD4ElIaCAmJ8xybDX57QmxvXwJxg6H79Z5tet0MeccguntljH/lGNRqhi3vioVZ170r\nsmQqKkfnVjfb/x9Pw6pnPYuo+CrTWBMRneDhg/W7pgXSFLKz2WcAjmmMVA9YQqIFYTHCwWTvQuQ1\nkZPiuV/VQQuietbo56HXJM9VuQp/URT95q9FrnxVoCvtsZ9KRPQ4qCrwwxPr3sd/EU0hO1uMApBm\nABISLQS7XZQg/GoS7Pmy7tflHhbvbQbAqOfg5m+ark93JFd/7tKnmu5zziOaQnY2uwIoLS1FqVR6\nVR+TkJBoJvZ/69qWVSMisg/Cksvh+AbXMYdzN3agyKHvvrq2scgV0OsW7+NjXoaIjt7HLwCaQnY2\nuwIwm82S8JeQONdk7IE3esMHI0WRExAj/4M/w85PXO0iknxf//tTIuLn46vEvtkAf84X2/r2Z6fP\n7nn8xy2GR9Ng4D1n57POA5pCdja7AjAajajV6ubuhoTEhcXqeZB/DE5vh+dbiRW1K6aKWHv3HDkZ\ne7yvXfeyCMl0Z7NbuoWfHoDSnKbvc46b43bPMuEruIBpCtnZ7FFAZWVlBAQENHc3JCQuLKrG4r/Q\n1ne70HixuCtrvyhSsvQGSFvr2WZBDJirOIu/nAhTVzdZdwEY8qBIHQEi0+gFTlPIzmZXAAaDQZoB\nSEicK0zlojSiowi63B9s5urbf3lT7fd0F/6O+9U3NLMutBsGT2WL1b9ny8x0HtEUsrNFKACNRtPc\n3ZCQuDB492Jh+nEw+D8iNXPVEXX7EbXn9PHFxC8ga5+IBDob+Kmg58Szc+/zjKaQnc3uAygvL5cU\ngITEucBq9hT+ABtehZk7IMQtYieotUjj8FS27/v4aWDKShh4r/e5o6th6MOQMLTp+i3hk6aQnc2u\nAKQoIAmJc0Rplu/jhkK46XOxrQqGGVtAGy5G27f/7N3+sTQxQ7j4fu9zVRWMxFmjKWRns5uAAKkY\nvITEuaA4Q7zH9BIZM8vzhVIIq7Sn/99uCAjzDLeMHwK3/iBKLPacCMFtXOeCWsH1/4Nv7oTEy0Td\n2m4Tzt33kWi07Gx2BWC325u7CxIS/25O74AjqyD3kNh3CPEAvWcopT7B9/XthlVfFavbBJFS2T9A\npHOQOGc0hexsdgXQUig1WjCYrYTrzt/0sBISXpTleZdBrM4U1FDUUir385Vmt73IZDJstrMQMlYP\nPt6YRrdnf+PShWswWZq3LxISTUrBce9j6dvOeTckmp6mkJ11VgDFxcWMGTOGoKAg/vrrL49zy5cv\np1u3bnTq1InVq+u3+EMulzerAjhTWMGcHw8AUGKw4CeX1XKFxL+eonT4+53zf7GR1QxFJ32fS99+\nbvsi0eQ0heyskwJISUmhY8eO7N69G5vNxpIlS5znFi9ezI033sg///xDhw4duO666/jss8/q3oFm\nVgDuJp/pw9sjlxTAhc3xDfBaV/h1Nvz4ABz5A/54RuS6OZ8wlsK8cFh+u9jvdydM3+I6X1pNiKfE\neUNTyM46+QBuvvlmevbsyRdffMGsWbMwGo0A2Gw23nzzTV566SWGDBnCgAEDSE5OZvLkyXTr1o3e\nvXvX3gE/PywWS6O+RGM4U1jh3I4MlOz/Fzy/PObaPvCdeAGUZML495unT/XFbocll3keUwVCZBLM\nOgKnd0LHK5qnbxJNRlPIzjrNAN5//30+/vhjgoODWb9+PRddJIoz/PHHH2RkZHDXXXcxaNAgFAoF\nV199NZGRkRw6dMjjHnPmzEEmk3m8SkpKmk0BWG12Fv52iCdW7nMeO5Jdes77IdGCsNlEzhtf7F0G\nu5aKQinNwa6lsGwKlOXW3jb/mKh9605RunjXRUKn0Z4F0yXOS5pCdtZpBtCvn6jpOWPGDCIjI5kx\nYwYAycnJjBs3Dr3eFUp2+vRpcnNzGTx4cK33tVgszaYAZi3fw8pdpz2Ordx1GrW/gvtHdSBILYW0\nXXDMDfXc10ZCmZup5Pvp4vXYCdCcwwp2drv4XBA5fKat9xTgJZmwYREUnhTH21/qfQ99u3PTV4lz\nxjlTACAE+7fffstLL72EQiEKMNtsNuc2CIF+3333MWHCBGJjY2u9p2Mlm9lcQzKqs8DKXelewh+g\n3GRlyYY0BiTouaJr9Dntk0Qzk7rK+1hZNSmNX4yDZwvP7ijaVCaKn+uiRIpmB5n7xGg+pDJ754Hv\n4etbPa81loj3sA6Qd0RsZ1cp1yhx3tMUsrPOUUAPPfQQgwcPZsqUKc5jMTExbNy4kZMnT3L8+HEm\nTZpETk4Or776qtf1c+bMwW63e7wiIyNRq9UYDOfOwbbjRD4PLvPMcV71//iSDhHnrD8SLQS5r7FQ\n5UKbjmO8T/3wn7PaHX6dDe8Pg1eT4MxOz3MlGa7tv9/1vtax0MtPDVT+uM/sPivdlGg+mkJ21kkB\nrFy5kuXLl5Odnc2iRYt47bXXSEtL47777iMiIoK4uDgSExNJTExk06ZN9SpSrFKpnE7lhpJdYuCn\nvWfILKr5YZzKL2fCO5u9jr8xsTdvTe7j3NcoFV5tJP7ltBsOVy4U290mgMItIGDQDNd2YCvxvnfZ\n2fEHWM2QvkOM7KvDPYTz5Cbv82nrxXtFPsw6DEljYdScpuylRAugKWRnnUxA+/fvx263k5eXx7Jl\ny9iyZQtGo5HZs2ezceNGkpOT6dChA506dap3B5RKJSaTqd7XuTPvpxR+3HPGuZ/8f0Pp0sq7UPLq\nFO8VkF9PG8SABD12ux2VnxyjxUap0YJOJS2SvuAorjQLhneCIYmw9kVQBYkcN+M/FKUSJywRZRDz\njsAXNzV95ss/noG/3665zW+PC5PVuMVCwO/+Aja9IXL7gCv2v/i0cPpOXNp0/ZNoMTSF7KyTlHvy\nySeZOXMmISEhzugdnU4HiFjUsWPHNrgDAQEBVFRU1N6wGt5ek+oh/AGufGM9W58cSWSgZ7EEk9U7\nZnZAgnBgy2Qy2oRqOJpTxqn8cjrHeCsQiX85jlWzIbHQaxJ0GiPSHKh00OMG8QJo3UcogGN/iVfP\nyTD2NfBvgsJGu6sI6xFPC2F/3XsiQ2fGHkiehX3cW6Q/+hzW4mLCpk5F98AhZCfXi1KN2z8CiwFk\n0kz230xjZSfU0QQkl8sJDQ1FVmksDwwMdG43FseXaMiChsJyEy/9esjnuU2peV7H/jlT7Nye2L8t\nx1+4yuN8QrhQaikZxUhcgGT9I96juoj3Vr19R8+0qrK+Zc8XsP1/jf98ixEMRZ7HglrDnb9ilQVz\n9LqbyPjwF+xT12HKLad07Voqdu0iffp0jgwbTu5fxyhRXgFPZYnyjdc3QZ8kWiyNkZ0Omt3O4ahp\naTAY6l3f8mhOmXM7IVxLWq5rP72g3Kt9Tomwly2e1Jure7byOn9ROz2rUrLYfDSP8X3aeJ2XaAbS\n1kFEZ9BFQEkWfD8DMnbD9R81remlJAtyD4NCKUxANRGR5H3st8ch9iIxO2gouUdEVs2hD0FYohjF\nR/cEoCg5GdPRo5iOHqVw+TeE/5+nE9paUEDOKyL4ImzaNMLv+R25Vtfwvki0eBojOx00ezK4wECR\ne7ykpKTe1y7bJmydQzuE89es4eydczlJ0eJ+245753FJrVzo1autbyf12B6tCFAq2H9GmgG0CNa/\nAp9cDQsT4fDv8MGlwsRRluOd0dJmhfWvitz09UlzYK6AbR+KzwFR6KQ2U05hNfl1Vj1b98/1xcdX\nwUXTKTH15tTbqynO0JP53jekJHUma+48j6a5byyu9jZ5772H6UQ1fZT419AY2emg2RWAw5dQWlq/\nVbhmq40VO08jk8FTV4kpe5Dan0UTewGeKR5AmIuyS4xo/BW0DnEro5a2Dt4eBB+MJDpnA+9P6cex\nnFKsNqlOQZ3ZtBhWPde09zy1FVbPde3v/MTlpAVhF89yW+364//B6udg/7ewsINYPFUbmftgQTT8\n/LArV37rfjVfU54vPstBD7ei6WnrxEyiIRz6FS6ZBSOfJu+jjyldvZrTDzxAwRdf1niZIizM53HT\nyVMN64fEeUNDZac7za4AHFXt6+vMyCg0YLHZiQ5S0yk6UPzD5x2lfbiWhHCtV1qHlAyhJTtGB7oS\nvh39S4z8sg/A6e3w+QSGtPVHIZf5NCFJVMFigleS4PenRG3Zpkrqd2SVdy6bqmaXPV/Cx1fCnGB4\n7xLY9bnneUcOn5rY/pH3se61VLTSVFktvHcZ3PGLa780S2QR3f1FvRLI2VpfRPZWK6Xr1lGxY0e1\n7RQR4R77kQ895LPd6QcewHgsDbvJhCW3DukjJM47Gio73Wl2BeAoalyfL2EwW3lv3VEAOkVVlq/7\nawEs7oP/T//hr4eHERmoYmOq64d/JLuksr2bXbTYM3oIAGUgRovNaS6SoPrRdOoqz0VJ1WExwcGf\nRYbKuvCjj1qz6xd6H3Oka87Y432upnTHFQVitay2yoK/0ITaUybIZPBUlRXCbQdCu8r0C8c3wIvx\n8N19sCAKDibXfD8AQzHlO/aQ9+57nLpnWo1NY+bMQTdCFHiRBwcTfM04tEOFL0Q3fLhHW7+IcA4P\nGsyRS0dgKTjPU1tLeNEQ2VmVZncC1/dLmK02uj77m9NEM+uKTrDjE1j3smiweykE6Pl62uM8sXIf\nFyeGk5JRzFdbxZS4Y5RbvdOYHt4fIJdjtdk5llPGyM4N/17nPXuXw6ktleGOa8Qx9/QHdruIk3fn\n5wdhx8fCgTnxS4joKI7PrxS0ly+AwTO9P8tmg42LoE1/4dgtTq++X35q4RytjqSxcPAnV/KzqpTn\nw0uVpQ+HPeZ5btq66u/r0QeleBbH14uoHblCxNuDcAa789UkuOZt6H1z9fczFGMtrtnvpB0yBLlG\njTopidbxIz6fAAAgAElEQVSvLKTk999RJXVG5udH7AeuLKVZL79M/pL/ob/tVip278ZWJgIj7BUV\nEBpa3e0lzkP+FQpAq9UCUFZWVktLwa6ThVhtdjpE6hjdLZpuQQb4oMqIcdNi4mN60S68E9/vPs39\nX4ll8EFqP67p3drVrmq0R2CMc3NBcgrjerUiKsjTIXimsIL/bUjjZH45L07oQahWWcdvep6x4m7v\nY89VOs+vXCiKhWfsBqVOxM1nHxDCHyAvFdLWuhSAg20fwsB7QVHlZ3d8nbDfA0z5DmRysFeakx47\nIbJbbvtQzDaueVuEXK57ybt/9+8Rs7qDP0GRDxu41Qwr7nHtOxTYRdNh9H9rfBxeyGSQcIlrX1lD\nxM2mxV4KwHT8OObMTOwWK7ohF2PJ9ZGLCAi54Qb0t9+Gqn17j+PB11zjs33gqFHkL/kfJWvWCMVU\nSeqIkUQ8cD/h995b8/eSOG+or+z0RbMrgKAgseCqrp7szGIDAxL0LJ2ciP/JDXAwD7BD3BBRuPqv\nBaJh6mr6xF3kFP4AP8wcQoQxHfb9Cn3vgHxhRkIXLWy3ZTnYzRWo/eUYzDYGPr+av2YNJyFcPGir\nzc64NzeQWypW3wVrUtAoFTw4quO/SxFUFNZ8PnkWRHUX252uFMrA3TEKwiYfEudpUilIg58fgnFv\neLY95GZD3/CaSLdQnA53/MKuHDtdYnqiutZtdeywx4SNvepMQRsJfpUO/txUMUtxX6/y80Miisgd\nmRwG1mx2qRNHa6iEd9G9wlcRGAMP/kP2G4vJe/c95+mO27eR978lXpe1evGFagV9dWi6d0ceEID5\nxEnyP/L0ceQsel1SAP8i6is7fdHsPoD6arGcEiM39WuL/9rnRbWjnx8WJ7pdB8MehSEPiv1jfzG+\nTxtCA0Ra5xv6tiFekQuL+8BvT4gRak5l5EebfhDeAWwWZNkpdI52rQL+cP0x53ZemdEp/AGW70jn\n080nWJD8L8u0ePjX2ttkVdZRiL0Iek/xTqaWsRu+uAHe7Ot5fOcnnvsHk2HLuxDWXsTAp60Vgj2o\nDflhfbjxvc10evpXjrut8UDhB7f/BB1Hww0fw+3J8GgaKANcphhjEeQd9fysNB8mnj63QWh87d+3\nNiK7urZnbofJX7v2HT4NfTuMR495CH+AU3dPxZoj/FWtX3uVgH79CJ08qd7CH0Dm54emb99qz9sb\nmTpAouXQFDOAZlcAjlCmun6J9IJy2kdo4VSVwtateoOhWIwgQZgL1rzI5sdHAnDr4DjY+LqrvSrI\n5QQObgvRlf6AMzv57/jurH1kOKsfGkZqdin2SieoI9lcoNpT2H2zI52xi9ezKfVfEG2RdxRW1jAi\nvmiG536bfhzMLoUHD8Dsk96OVV/s+8a1bS6HOUWYb0jG9n8pcPl8EWkTN4jNxwowW8Wzdy/cA4A+\nASYvg67XQfzFEKCnuMLkuT7gzb6w+S2xnbbelerhjl+g9y3QdTyMamTsvoMJH8Dg/4NbfxCDifgh\nODNxglCQV75M+a5dHpcp4+Op2O2apQZefjlxn39G9DPPNLgruiEXu+43ejQd1q/Dv7UwfZpOnGjw\nfSVaFvWVnb5odgUQEhKCXC4nO7tui3c+2nicjtGBUFIlgic0QZS9C3ezO695HnXpKZ64MklEC8nc\nvm54B5cCCGoFcYPE9sktJEXpiPtpEu1/vZklN3djVUoWdrudRatEbvU2od6r7vafLua+pTu9jp93\nLPaxkvWZAhi7SJh9qppQwjrw/M8pXLR4P6vSDDDuzdo/49u7oCwPUldRbm7HidtuJ3X4paSOuZqC\nE+HYp22EdiPYfcplijqY6Zrm7j5VyE3vbWboS38yZckWMosMXL14A/+cKfFWXr89IeL9P3HLVxU3\nGK55C274yDuss6EotXD5PGGGdOyHVdrt9e3g/j2UHimkYsdOZBrXOhRzhmcUlUzR+Pw9IZMmEfHw\nQ8R++gltFr2GX0QEmp6VK4p/+rnR95doGdRXdvqi2RWAn58f4eHhdfoSqdklxIcFEGAqgPIquX40\nocLee8u3nse/m849l7RH6acAtVuCN22Ea0QY3AZaVQq+zL1iFJm2Fo6tQbfqMZKiAtmals+fB0Uf\nq8sV1CHyX7b0vtOVMGw2yOXQ7w64b4NIl+BOeR4ZRQYyiw08+s1eiB2Ix8jXwdBZcOdvrv2/5oMu\nkqz/vkD5FlGs3JqbS+Zzc8lbngydRrP5WC69Y4XjOb/MhN1ux2C2cu1bG9mSls+p/ArWH8nlzb+O\nsO90EXvSC2GAj9mLe2rlQO8UIGeNbtcDMrjpczJe/ZBTd99N0fffi4icSuxu6Xz92zRN+hG5Ukn4\n1KloBwxwHgu5USSyy3vvPexNtV5Dolmpj+ysjmZXACCmMnVxZBSWm/nl/qHwz0pxICTOddJhWw6J\n9RyFntjoWpDj57YCWCYTdmoQ5p+IJEAmIlg+Gu1qt3spbY1H2J3u2zE62q1y2JRBcT7bnJdM+gom\nfQmXVglrTKqS+fXMTkZ1iQKEkD5a4u+dD2fkMzDyaeEviK2cae36HHtIIsZD3sn8ytauw6oO4Z8z\nxSy6qZfz+LbjBQx/eY1X+yNZYn3BK78f4ouirvDAfpHT34EjRFgdDDd+Wvt3byqGz4anc7CHJ1G4\nbJnXaceo3EHcJx+fta4EuPkFDvXsheHw4RpaS5wv1FV2VkeLUABarbZWO1bp2rVEPPMgHDoIJzaI\ng+5heD895Fqw1GcK9HcLY3ylIzwXKkadDuYECz+B3F9M0ZUBwnxks7hmBg5ObXUWh6rKxR3C0VYW\nkHEkmztvsdtdhVBUgb7bTFwKt7uZEfy1PDY6iVGdhRL4cMMxkYXymrdFCuP794ic+Q4c5QojOmE8\nme7TKWk4eBC5xcKupy8jLkzLpAGivOgH64+RWey9BmBLmsiDHxOs4cMNaUz59oz4bK8bF0Hb/rU8\nhCZEJgOFPzKFAv0dd3icCv/PTKLnzkUREoJMoyHuiy+cdvqz0hV/V41ru9lM+oyZTt+WxPlLXWRn\nTbQYBVBeXn3qhdL1Gzg17V7Kt26ldN1a0FfaVsMSXY3sVrFwycFVr7i2DUWuuPKqdL9BmDgA+t7u\nu83aF5l2cVten9iLHU+P4sUJ3Z2nCspM3DtM9Cev7DyPsHhvKFgrlZg20meT2z/ayjpTJ3jiDEz5\nDmOcUMIF5eK7f7n1FOlE8khqNx46lMTGPDezmKEYsvaL7ejuztG/duhQ9Lfd5sxrYyst5WCPnpTN\neQqA/4wQf+etlYIe4IquUV59u7FfG67v24b1R3IpMSMcyu6EJtT9WTQxAQNciqfj35uJmDEDddkW\nElf9SofVqwjofPb7JnfLGGk+dQpTaupZ/0yJs0ttsrM2WoQCCAwMdE1jbDZIfkTkg6nE8M8/rsZW\nqwj3BOHIdYbbybxTFoyqJUHZoJngHl8ef7HvduW5MD+Ca3I/IEzjx039Y9k0ewTThrXjpv5tubpX\nK165oadzRGWx2li27SQfbUyr5Zu3IA78IJylDkJ9m7POFFZw6/+2MuS1Ldy6NoCUTDH6uHuIS4C1\nCQ2goNzEip2n+fNgNo8s38O+9ELPWUWb/lTsFZ8X0Kc3UY/PpuPGDYRNdc3cin/4kYrdu4kJVhMa\n4E9RhasA9kvX9/Qq2tOrbShtKx30F7/wJwz+D0xZKfwCt/0ktpuJss2iFGnIxJtQ5O4QM9AfZiJ/\ntR2KD/qApu5lVBtK4rq1HvuZc+eRktSZlKTOVOzxkU5DosXjITsbQLMvBAMIDg4mPb1yUc+7QwEb\ntotnkzn7cdTdu2HJdoX25b79Dvrbb0eh1IqZQGSSWJZvLPF08oJwXO74CPy1cMUCYd5pPwKQuUb9\n7kR2hZieIrdM/6mQneIyN4ErxHTUHFqFaHh8TGehdH6dTbxGz+5u0/hmRzqzlrv+mX7am8GLE7pz\n58fbGdsjhkdH+8gl3xI44xaeeOVC8FN5NVm8+giHK+3tn9010LlADmBM9xhWTB/sdP+2i9BBSjZL\nNgglqFX50b1NiBDCOz7B3vcOyp4VKZg1vfvAd9MpvuJ1AgYMJO+DD533Ld+1G02vXgxqH0byvkwA\nIgJVBGv8GZEUQUpGMX3jQnl8TBL94vXsOily3hQbLPR67ne2Pz2KzbbubEvNJzpIzuSBDXs85qws\nTj/8MPoptxJ0xeX1vr7g088AUHXo4LnOwmYRaxnOAQqdjs4HUyj6+WfOPDyL8m2uUOrjt0yh07at\nyNW1VzUr376d/KVLCRk/Ht3QJqzJIFFvPGRnA2gRCiAoKIiiospKSNYK7NM2cOKWOzDs3UvRd9Vk\ndfzPLgisNAPIZN7CH4TT7/92e64GrQmFn4hUyT8GkZVVoZ6rMjLb8Jpnge3dS8VCJqDX8Me49q2N\nHs13nChg1KtiAdLba462XAXgnhep9xSv06fyy3nlD5fj0OojkqRPrCuk0l05ALSLqNxvPwJLcA/S\nhg3Hkp0N/v4E9O0Df28kSOOPuUOix3Wm48cBeGx0klMB3D+yAwAPjOrIxP6xtAnVOCvUJUUHkRip\nIzW7lDHdY/CTyzmVX8Ebq1OJDFQxeWDtjvr9p4s4XVjBFW4O/sJlX1OxfQent++gaPhwouc+h3+k\nbzOZO3a73WNmqhsyBHa5FXK/8/fKyKlzR9W0EgCYzZyadm+tjmhHriEAuVojKYBmxkN2NoAWoQBC\nQ0MpLKyMstG3w1JQgmHv3mrbGw8fRubvjzyoHGVsbM2x0/UtXemvEeX0gANniuny4D/wWlfPNkuu\ngM5Xi5TD6dt83MQ3bfWa2hs1F/nHRfTOiGewK5RegZz/nPH8kZUYLDXezlGYx8HhrBJyS40sXn2E\nB4wHhPAHMJsxHjmCeqhIayxTec48HE7iuDAtB+ZeQU6JkbgwoUz8FXLa6j3XZGiUCn69fyh7Txc5\nV3QfyhRhu9klRuJn/8zg9mHceXECgxPDCFB6/gvYbHbGLhazvh9nDqF7m2AAKtx+j6Vr1nD0ssvp\ntHtXjaVR7XY7qcOGOxOyIZcLR2/QI9B5rFjJ3ESlVeuKtbiYtGuvc+4nrFxB2nXjASjfsoXshQsJ\nuvpq1J28q6KZTpxwCn8AdfduZ7/DEjXiITsbQIvwAeh0OsrLy0Vty/73YCur2alx4pYpHL9pIsfG\nXMmpqffU2LYxJIRreXFzCcypomFP/Q2/P1kv4Q9wKr+CbB9RLGeNwpOiQtayWyDvqFMQ+sJ+0UyM\nIz6k5ISdQ336kv/5Uiz5+Vgri02cKRT9jglWc8fF8aIGQw24V10L0vhxRddoDmeVcF3v1piOeqZo\nyHGrbqUI8ZxxuUevBCj9nMK/JvwUcvrEhqKpjM66sX9bj/ObjuZx96fb6fLMb3y97RRF5S7fQorb\nM9qalofNJtYemNI8/Tl2o5GKXbupiYIvvsCSne1UAAq9HjNy1mQHiILz51j4A16fmXbdeNq+74qY\nyvtwCWnX30DZ1q3OY6YTJ0hJ6szRK0Z7XBs4bNjZ7atErXjIzgbQIhSAo7CBwWCgwhjDsSuv9GoT\nv+wrWr/+uudBhYKyTZswHjvm1b4p0CgVPDCqI9/uOAWzjtT5ujHdoln3yKUex9qEaggJ8D+3dQZ+\nekhUyEr5Eda/yrHcMub/dABblWpnpuPHOdi9B8euGkv69BnYDQay5s8nddRlpF4yjOzXX+e2XhEM\n6xjBQ5d15Nmru3qNnKsik8lQ+cm5a0gCe5+9gk4/LSXh49fpEamh7O8tHm1tBoPHdfFffekMiWyK\n3DVdWwXz1mTftXof/XYvV76xnilLtpC8L4PDWSX0jQvlx5lDuHVgW/aeLsKvtBjzaVc1Mr8YkTW2\n5LfffN7TQdY8zygkdccOFJabuP2jbaRmN9xx1xgUgYHELPDslzIujvhv3NNzmCn4TPgsyrdv9xL8\nDvxancNFdRI+cZedDaHJFEBubi55eXm1N/SBe06LPLcpJkDrRYtISjmApugPNL1di4J0o0YSPG4c\nACWra8jE2EhUfgom9G0rkow9sL/6hpWL0lLmjeadW/oSGxbAxP5tkclg/3NXsGZqL3bcP9A5Kq2R\n4gx4ORF+mS2c23+/W7c6t3a7KJNoKgOrxZXHHyDlR0a0D2br8XyySw1gt2PJz+fUjJkcHT3G9+3K\ny7GVl5P3zruk3zedT+4cUKcRuIOvpw3iIX0haTfeRN5771G4/BsKli7FVKmw2/2STOiUKehvv83j\nOk2vXkTOFrn6LQX5XvdtCKcLPWeVl3aKcDsnVhRPX7qT3ScLWXZjJ4LnPsKxQYNIKssk+wWRNlrT\npw8dt2+n1X+fB6Bs21Z8YSsro3TjRq/jbd58k5lfCmf70ZwyvtmRzspdDXfgNZSQCROIWbAAVZfO\nxH3+Gcq4OGwlnrPDkj9WYTpxgrItW6q5CzWavyTODY3NB9RoH4DJZOLxxx/nnXfeQSaTsWjRIqZO\nnVqve4RVxn/n5OSgD9M7j8d+9D+0A/vDWwMh9xD+l8xynpOrNWiHXEzRypXkvPIqxiNH0F40iJDx\n13ndv8koqCGss/AEzAlB0/c2uFrMVF6Y0IN513bDsHYtR6ZPByBq/HiMd96BKjHR+x6mMvh4LJyp\nzCm05R1RkCV1Ffz6mFincPn86hdpndgoCosHtvLMlRSRBDkHUeXu44eZQ7BbLGS/8QZ577xb569e\nvm0bdpuNHpU28brQIyqAg5fd5XGs9K812M3C5KJs25boJ5/wea2qvXg+ZWvXUbFnj9eq2fpSdZFe\nmdFKaIA/BW7mH4Cpl7QjfeY9zrKM7vZy/ZRbUOi0aHr0ALkc46HD2IxG5FX8FhlPP01xsivFtTKx\nPe1+/JHZK/Y51zLM+eEfMiqTC17Xu2lSQNSHkAnjCZkw3rlv9LEyOHPuPIKvvbbae+QtWYLdbCFs\n2j2SMmgm3GVnREQdEjFWodEzgAcffJBFixZhsViYNWsWjz32GPPmzavXPRxfoqCgAHlgZTSPnx8B\n/fvD/ChRsFvu73mR3Y7MrbBI8Q8/kvnssy6H29mgVW+Id4t6mPgljFvs1sAuVg1n7ocV06DwFP4K\nOemVwh+gaMUKjk+chM2XaWPNCy7h7yDVrVDIjo89C6FXJW29eK+aKC/noHgPCKdw5Xcc7Na9RuHv\nbnd3p+DLL1H71z1Zma/RY/l2V6nGmmrVKuNinduF365w3XPzZkwNCHt7dHQSNw+MRamQM314e96+\npQ87nrqM1ye6ZpUROhWtQzTV1uQNvEzUKZYHBODftg1YrZhPuQrP2E0mTj/6qIfwB4j94AP+tyGN\nZdtcbR3Cv6VgTD3qdcxw+BCqRB8RQ5Vkv7yQnEWLXA59iXOOu+xsCI1SAMXFxXzxxRckJyeTm5vL\nc889x+rVq1mwYAGbKxe+OJgzZw4ymczr9eSTT3pUt3esVlTGxWGXy2H0CyI2f6Rnely72UzOG294\nHSvb4nta3iSoAuG2H+Had0Q64bhB0OdWUVHKweXz4N2LYe9XomiJD2ylpRgP+/Ap1OZUDk2AtgOq\nP++rNq47wW3IefVVn6fcna/K+HiPcxEPPABA4bdVEu3Vgrtt36/K6CTigQfwj46ueokTmUJB1JNP\nAmC3WQE4fsstnLzjTo6Ougzjkbr7ZEBEDC24rjv/zL2CR0cnEa5TIZfLuKZXawYk6JHJYNtTo8iq\nZvASPW8uZ0rNmK3C2aZsKxSUu/+pfMcOin/40eM6ZXw8Jn0Efx7yLSTvuaSWGsTnCHXXLl7HrLl5\n+LvZ+cOmTUN/2620/eADj3b+Ud6rsiXODe6ysyE0SgEsX76ciIgIRowY4axO07t3b/R6fZ39AcXF\nxQQGCpNGSUkJ8soiB2F3382Knac5ljBJ1Gq92LPilCU7G5nCu/uZzzZRfvfqkMmg12SRTtiRSviK\n56HtRWL7c7ckZPu/wZyV5X0PwJBSZSRvs4mZA8DoF70vAJi5zXfkyKbFwk/gSG53zxrP8yqH2cZO\n5KyHPU4pExIIGnc1kY+56uMqwsPosGkjrV5ZSNK+vejvuB2ZRoPxQArmeoz2bG51buO//cbjnDK2\nbdXmXjiUhq2oCENKChXbXSPzvP99VN1lgAjBLPv7b0rXb/A47u/jN7PsnotY9eAwynfupOCLL73O\nt3r5ZUJvuIGLX/iTDk/+wra0fAL6ieRqxb+4RvvGNG8TYasX/svT3+/HbLEzrqe30/TyLi1DeIbc\ndBOhkycReMUVdNq9C3lwMNjtHB4oftd+0dFEPHA/UY8/jm7oENqvEmnB5cHB2K3W5uz6BY277GwI\njVIAmzZtYsSIEfi7mQz+/vtvioqKGDVqVJ3uUVBQgF4v7P65ubmoEtsT+/FHnOo/nAXJKSj9fHfR\n8M8/tPFhxrDk5GA6ebIB36YRyGTQ0cfq0NhBlK0XZhnt0KF0PphC+H9EUXTzqXQMZit70wvFYqGs\n/WCq/CP2u9N3YRWj2x85NxXMFSLU8/enhI+gpDK3vEwuCrDrIkXfEkdA7ymYMnI489hsAPR33Unn\ngym0//wNWj8xA+1A18xCd8kw/PR6XrHEMeeXw5Rv3eZMYXx05Kg6JREr27KVjCdFLp+wu+/CPzKS\n4PEum3Pp2rXVXerEr3KhlenESS/FF35fzaUNs198iZO338GpqVMp/rXmaB2ZTEb7SB3lbqGPMrWa\nmP/+lzZvvcnh7oPp9JRL0D/13X6CrrpKfM+Nm5wC0JR2HADtMFeSQnWPHmw9ls+bk3vzyo09eefm\nPqx9ZLjzvMqv8fn/mwKZTEb0M8/Q5vVFyNVqop96CtzW18Q8N8fDzq9s0wa/mBhsRUWcuMV74aDE\nucFddjaEJg0Dzc3N5e6772bevHnO8CQHc+bMwW63e70+//xzp/MiJycHS68kbH268uv+TFZOv9ir\n+Er7P35H3bUrkY88grJNa9r9koz+jjtol5zsbGM66aMg+NkmYbj3MW04ljzh9FN36gimMvzCwgGw\n5OexLS2f697eJBZdfeyWZnn9Qug8zvt+plLKTRbY8r6odpX8CJz2Ya/+5GrsA+/DctdWePgQjH0N\nrnmTo5e5lFTgyJHw2Xg4vRNC4vBv1YpWL71I8DXXEDB+Amm5ZXy6+QQ6lR+Gf1zRT3azmYOdu2C3\n+F4IZjMaSbvxJk7e5orscYR0xsx9Tvh1AP1dd/m83h11t65i5nH4sIczNnDMaJSxsdVeZ87MJP9T\nV9rnjCeewHTK8zdhKSggc/4CDIeFIxcgzC14IWH514Rcdy2BI0dyy4dbMFpccdZxYQEo27bFLzoa\nW3Gxc8DhWN8QetNEWr/2Ku3WrmX6F7tIL6wgr8yEv0LOmO4xxIVpuaid+Mc9XVjBkg1p7Etv+GrO\ns0Hw1WNJ2r2L+K++pNPOHeh8xPyrEuIBqNi1i9IN3lFPEmcfd9nZEBqlALp06cLKlSv58ccf+eab\nbxg5ciSXX345D1TajOuKUqlEp9ORn59PRlkGZ0rPcHlfI39lfk1qQSqbzriWzivbtiXh22/Q3ypG\nHaqEBKIeexRVuwTnqMya1wylGSM6ClOLJlSM4JPGgjrYGV4nDwwCc7nT1m4tKCQ+XEuf2BBhujFW\nCgCFSuTNb9XL+zMqCkX8/S+PiP1dn0GJDxPTpK8oXL6cI4MGk7fsJ+yqYGfkjQNN795w2VxSIkZz\nzZsbKDNa+KN1bzbeMIPJn+91LhrLKTGi7uq94rNs0yavYwBnZs3yWsWtHTIEEPVq4z77lM4HU1B3\n7Ojrcg/kSiWhEyd6Ha8tIsh4JFWY1CqxlZeT++ZbHqaKI4MGU/D556SNu4ZDPXuR/+mn2CpnOTKV\nCqVblNb/VaaecPDeFGH+UbUT9nvHyN/hD1C1S+BTVQduWH6YX/aL9BUzqlSLCw1QAnDv5zuY99MB\nrn5zA0u3eJZr3H2qkC+3nsRqa560zTJ/fzS9enlkEXUnes4c5/apu+/G0sAwcImG4y47G0KjwkBn\nzJjBgQMHuPbaa4mJiWHx4sVcd13DwjB1Oh2lpaVo/DQ8v+V5p9B/dYdwWq65cQ1hmrAa76GoDCG1\n5DfMI94oVIHwcAp2hZrin39G2b09mq5dsa4SGUnlOi0EhKPQC7+BtaiQ+BAVy+8dLK7Xt4PYwXBt\nZQ1bY6nISdT5alg9V8T0f3uXZxEcgK3vwWVzhdln/wpQ6TBrEsmcI0bY2S8vJPvlhR6XtPvxB2Qy\nGWfU7Rnzwp+0i9DywfpjzpKXAEM6iJHFT3vP8NLc0UQ9+SRZCxY4zxd+uwLdJS5Thzkjg9RLR3g9\nlpAbrkfZtnZ7f3Xob7+N/I+EvV8eFIStuNjDtwBC8Ga/9DKRsx5GlZiI6aR33dui77+n6Pvvif96\nGX4+nJamU+mYT4voKf+YGA9zx4xLE+ndNoTJH4qopoTHkzkw9wrnzCZ9+nRUnTphycxEplbj37Yt\ni97/DYub4B7T3dPh3bNtiFM5OMhyiwz6ZV+Gs8To4yv28coNPZnQ99yHi9aEf5W/a+rwS+m4Yzty\npbKZenRh4pCdDaFRMwC1Ws2SJUtITU3l6NGjDRb+IDSZyWTCX+7vMeJ3EKisOfUA4HQg+woFPVl8\nkpmrZ7LyyNlJCWy3WCj86XcO9x/AmUcf4/iE60l/8EGslSYgP70eZDJnH615+SBX0P2T7gz5agjm\nmVshbjDzfjrAibwyUOlE0rnWfaFj5UKt3MPeNXnHvEh+aghZGw2Yr/oc+60/cObhWVRH4OWXi4yU\nuByimUUGLFaXsLp1UJwwNQEWqzDV6afcQtIBV1rukt9+c/oCjEeP+hT+qo4d0d96a90fog/8o6JI\nXLuGdsnJRMwU/hNrldwnx668itI1a8iqXLBVuvpPAKIen+11v+M33kTqsOFexy2ZmeS9J1IiVI2C\nAhicGM5z40ROKIVchkYho3D5cud5R20Du8GAJSuL+HAt4/u4CrzEBHvmgZrUP5bhbovRQgL8CQlQ\nEuRB0YYAACAASURBVD/7Z6Z+ut1DGQM8vHwPzyentKgiLlVj/+1mM6WrVlXTWuJs4ZCdDaFJksEl\nJDS+mIVarcZgMKBSeKchntlrJkpF7aMKa66YgrqnuQV4d8+7vLVbjKzXpq/lu9TvGBE7glu73Nqg\nBSx2m41T996LNb+AuE8/AYWCQz29TTYlv/yKqtLUoQgVs5MTkyYDYEpLw5R+mi2Tt7D+9Hre2/Me\nM3vPJLL4KNe+tZFdz7g5lasL/ZT7YY8fTtY1vcFmI/+TTwno1csj1t4dRXg4rV9xzQYiAlV0jNJx\nOKvUmbYZYERSJBmVuX86ROmcz0gml5N04B8OdhGC0FZWhkKn8xnvr0pKImHFt8h8pd2uJ44wQ+PR\n1Mr36lN/FHz1ldM8ZS2ue2REyR8uxaob6a3MAGf+o1Yhaq9i7h73WrOGwe17MKZbDNOHJ7L+SA7X\n9PKMAAoO8OfjOwbw18Fs7vh4G4XlZub+JCLD/jjgO3Ls/XXHeH/dMY6/cFWdv9fZpsPGDWTOnedM\ni3H6oYexW20EXz22lislmgqH7GwILSIXELi+RJAqiEiNZ5rd2kw/Dir2C2dl+ZYtzvC/06WneWv3\nWyTpk3hjxBu8OPRFThSfYOH2hVRYKmq6XbVkzZ9P2br1GPbvx242+1xF6cARC68IEaGY7rltMp95\nGuM339P9g3XM6H4vhd9+y6SKI/x3fA++2+XKPUOQj1KBHcfA5OVYi4qFvVuhAIulWuHf+tVX6Lhh\nvdciL8cq1Aqzyz5uB8oqZwBalecYwehWRepwv/4Yjx7FsHefR5s2b79FwjfLm0T4u6Pt3x/kcsp3\n7sRaKmZ57s5oS04OmXNcRYCKk5PpsGG9z3upe/Qg+jnvgkHaYZcQMmGCjytgYIKeWH0ApQYLcq3W\nOZuriiUrm6ggNT/sOUNipI47Lk4gUO17cV1IgO/jNXHgTPVJ/c41fmFhRD3huZo79623mqk3FyaN\nUQAtIh00eJqAVt8ocvu8vvN1Ptz3IfP/ns9L215i7sVzGR3vOzEVQNTs2c7okzOPP06H9ev46ehP\ndNF3Ycmwtyl+4VWUCfHMHTOX3dm7CfD37dyqCXNWtkesuCI4GHW36tPimisjRBTBQgFohw51hoaW\nbdpM2SaxYK5oxUqw25FrtVy0fhPP/XiAa3u3Zv/pIloFB6OvTOeATAHxQ0RtXrkCS6XyUcbFOXPs\nOAi7717UXbogk8tF1I8PhiSGU3XVQXGFGU3lit/AKgpAVcU8cuwqz5Fe4upVZ622rSIkBE2PHlTs\n3k3WvHmYz5zxUKhVC8wr27XDLzyczgdTsOTmkjpyFPbKiJ/4ZV8hk8kI6N+f0r/+RJnQDk2P7ihC\nQ6tVXDKZjCeuTOLez3eyeHsOM75byck77/JYDQxgycoiSO3PoUzfI3l3QgKqn9kOSNAzuH2Ylzno\nx71n6NLKR/2LZkJWJZTVdPIktooK5JoWnP78X0RjTEAtZgbg5+eHpUpoYXSAcJxZ7VYqLBUs2bek\nxntoBw4gae8e5Fot1txcrHl57Mvdx1dXfkH27VMpWrGCnFde5ZI2lzCj453OUWRdKE5O5uRdd5Pq\nFg4XcuONGA4c4GBn71WUVSnfto01p9YQM7+aNBmVtl1bWRl5ZSb2nxZRQWMXb2B+8kGMd6+DR9Ow\nPZ0Dt/3AzlNFvL0mFUulKaKq8I/95BMi77+fM90HViv8Abq1DuLl63swtEO489jmo3mk5ginUrDG\nc4QqUyqJd7N9u6MdPOisFjYH0FXG2Bd9/z3l27bVWMowoE9v57ZfeLjHamSHWUvVLoGwu+4icMSl\n+IWH11xbAriiazQxwWpeX32E+/7MpP1vv6Lu2cOjjaUgn07ROmaO8JHvqQoxwWrCdd5mT4DESB0P\njOrI0eev5N1b+vLAKOG7eWeNd9qG5sQvLIzQW25xHbDZqp2JSjQ9vmRnXWkxCkChUGCtsqJwTDvP\nLJVZZVnsy9nHsGXDmL5quk+HmEypdC5ft+TmMq79OAqWLsV4IAUQeVxSkjpzuF9/Dvfrh60OBZUr\n9uzh9EMPU1Ylw2PJ6tWkjXeZC9TduxP35RcowsNRVvGL+EVE8Nepv3jlxEd02lH9P0fwNdfgL5eh\n9ldQUFlkfsXO03R9bjW3fnkEuVwIqN6xoUwfnkjGHG8zBoDM34+03DKSomseKcpkMm7o15bP7hrI\nqoeEcvtq2yle+lWMpge19za/abp3I9wtv5GDsHum1fhZTUHwuHHIg2of/cZ9/hn6KZ4LlGLmzQUg\naNzVDf58mUzG4km9mXZJOx4f05lpn+8kYdky4r/5hqArr0Q7eDD6W6YwICGMEUm1r/JV+ytY/+il\nHFkwhh1PjfJY7zYwQfiNFHIZo7tFMyTRpaQzW1guoeinniR++deE3HADAAWfL23mHl04+JKddaVF\nKYCqRQ2ClEHsu20ferX4R7iq3VWsSV9DviGf9afXk5Kf4vNeDgFhLS6md2Rv7FbPmHB3ZH7VW8FK\nTCVYDQZO3nGnz/PWKnHPrV9ZSEDv3nRYt5aEla4EZoGXX4520CC2nNnC0pSl1dqOAcJnzsDul8u7\nU3pz4EwRc8Z1ZVD7MPrFh7LYLae9TCbDkpfnnAEEX3cdoZVrIwL69yegTx9i9fUzcSVG6hgQ78rG\nev/IDtzQz3cIZ8T//YcO69ehHTwY5HIiHrgf7UVnv7Shf+vWdNq6BVmVhYaJa9cS88J/AYh68kkC\n+vVDViUcUTtokGg33zMffn3pF6/n8Ss7kxipw2qz0+WZX8mKjqf1q6/QdsmH6IYOqdf9NEoF/gr5\n/7N33uFRVF8f/872zWbTSSUQSgqQQu9gAGkCUqQ3kYAioD9AfFEEjKggUkS6DaQISJHeCRB66AQC\noSQhhfRedrN13j+Gnc1mawpkE+bzPHmccmf2Libn3HsqnG35WDYsGJO7NMLPHwRjQJCHzriyTXaO\nPzDuhK4phEFB4HpScy6OjHzjEUtR8Tk4HZNuVZFSbwJDstNSrEYBmOIDX2qVbcO1QYFMmzF5I81w\n4TeWiBJ82WvWwknJh7intjlL2a2q85QwWkg8ynmEP6L/gFyltaWJeWIoEhP1lIaoa1e4vApJ1MB2\ncqLjogvkhbrNtUkS55PPI8A5AP9r/T+d57z/+B3116+jz+N690G9uFx4OYjQMi8B/S/+iy2Dm2Dn\nlI565hiN85nn4wPPpUvgPn8+Gu7YDs9lP1FzYlU8wmnWu74Q8zmY28cPs3ubTtbi1KuHBpv/gv+d\n23CZZro0Q3Uj6tSJPm564Ty4bq5wGDIE/vfuwmnCeKPPcd1cqzVO/feJbfEwvC98XvVArmpZ5JHt\nvLFoUHOMbOcNTrm6ReditXWYfj4VW6XPeV2UFb4lFy9W67tVxSWGq+i++twDd1/ienwOJv99U6/8\nN4NhrMYJrFarwTGyGm9oRyU/JRXq1vhZeXsl8mR5GNdsHOLy49DWrS3YLDZYfEr4Sm7dQs4ff8Bp\nsnYFLwwKBJ0mxuEgNicWPDYPo46OAgAEOAWg5VMlUmbMAEgS3Pr6yTfu3y4CwWIhex0luDnu7jq1\nUs4nn8dQX21OhOTmTfTwXoOTCScxJWgKAKDRf/tReOo0bNq0ASEUwn7w+yg4dBgAkL1uLfgBzZC7\nmWqOI2jeDIL39UtDFBw8BIDq6KUuLQVLIIBN27ZG/oUto3NTF0SH96mQIGOVW42/CTyW/Ah5XByE\nbdrozPVNz6UySraylDXHlSrUSM2XwtPBuhytslitIz75k2kIePyI/v9TdPYsiiMvQnLjBjxXLIcw\nKMji9xYcPYbUudr8loAH0Tj6KAvvNnODkMfGw5cFWOBeBFV2NmJDu2L12af4cajl76/NmJKd5rCa\nHYBKpQLbiAOugR1V9yW5KBklCl3H7eaHm9Frby98fOZjDDo4COeSzoFlo/2jyPnjTzzr1Jk+1xRD\nAwAQBPztm8JbKsSDDx9AxBVBqpRSMc2vVjKKV7XnPZf9hCanTqLx8ePgeXuD6+UFzxUr4LF0KRqf\nOgmyU2t69VPPph7uZ92HbQ9q56HKz8eT3CdY3GUx/dGC5s3hOnsWWDY2IAgCnsvKxuIQtPAHqJT8\n8lVFZfEJKDhEKQBhSEi1hlzWhuYeHEdHysxTC+ZaXYgFXMR815c+P/vYfJTRm8Z1zmyd8+SwMKgl\nEpTcuIGUmZ8hf+9eyBMTIb17F5I7d6AsU8LgblIepm2/jdhyvauVublIX7xY51psUDAGhXjiUWoB\nTj5MQ+OUWCSHTUHqvK/QzkP0Vu0ATMlOc9QOBSCmFEBsbizySo2XeXhZ/BL5snyLSxYX7NuPZ127\n4XmPnshcuRJ7B+2Ft9gbsjj9KIviy1eg9KyHiY++ogW9/cAB4A/si3cO9ELnXZ1x8PlBAEAzp2b4\n6uJX8Fq5Anbv9Yf7t4sQkxNjMMlNQ3x+PHivmm+Ur7PzcvYcPH8nFAVHj1FzuXRZp2+y5/Kf9ezd\nDHUTEZ+DOa9Mc9bWVAagzJGOZZzvJVev4UnrNnq9OzKWLEXi2HFI+3o+statR8pnnyHARYjIp1no\nt/oSknOphZ4iMxMJw4dDXVgIvq9uVFXB4cNo1cARffyckTTpI/p63s5dWNvJ/q2pTVQnFIBarQbL\nyCrWWeiMFs4toCJVeJhjoi8vKDOR/UD9KA/v339D46NH0ODvv+Gzm4rjV2Zl0WUFcv74E95ibwQ4\n+tMKoGx1yNJHj5Beko5HOY+w7ZG20uSau2tov4Qdj3I+H3x+ECnFKQi7OAPxc4biXBseHmabnvfz\n/OcQBgWbHJM6dy6kDx7qlCAAQJdAYKj7PE4rxOqzlO8nJa9yiYyvG5dp+tFgZXs5lKU4MhLZ69ah\n6MxZsNJeoq2PI9r5OMKZrUbGz8uROHoMlKlpYIlEqDdrFprFPoZNR6pHQer/zQOLReiF7mb+/DPi\nB72PhGEfQK1WY8j6Kxi56RrOxWaAJEnInj9H1vr1UFayi5a1YUp2msNqFIBCodDpK1Cema10na6N\n7Q13Ujr4/CAcPhgG++Ha8EynsMmw7d4d/KZNwW/XBlL/BvBcvlznOdvQUKrUcfMWdO37ss5fVUEB\n7F81VllxawVUahUkCgl2PN5Bj2nn0Q5BW4Ow+s5qAMCtjFuYHjEdN9JvYFEn3Y5m5ckpzYHL9E/B\n9/WF49gx8L9zmy6dXJYXI0ag6PRpnWu8Rj4m381QdzgWnQZNjbkj91ORkmc+jPlNw3F2RsCjGCpC\nrCLPubhgyzA/7BzWFKXHjiB382YoUqkCfd6/bYK6c3dsioyD3Xva8HB1SYnR3A1lRgZYLBZ6BrhC\nLOSgrZsQWb+sRsLQYcheuw7xAwdB9vw5VZq+knH01oA52WkKgrSSmKkWLVogICAA+420HZSpZGi7\ng3JwclgcXBx1Ec/ynoHH5mHMsTE6Y0f4jcD/ctogde5cCNu2QYM//9RzDpIkCdmzZyg8dpwuAiZ6\npztKIo1ELhAEmj68j9Y7qFDM0f6jsfvJbp0ho/xH4d8n/9LnE5pPQFu3tgj1DgWLMK1rFWoFEgoS\n4GPngxvpN3A++TwWtJuP0kePIGjWDHF9+tJ/DOWpv24txBY24GGo3WQWlqL9kgida918XbA97PWH\n4FYU6YMHeDFipMXjfa9ewbPOXYzebxb7GKN+u4a/O9vS73X6cCJyt24zOJ4fEADnjyZBkZYO56lT\nkPbNAhQcPKg3Tti6NeSJibDt3h3id3vBtmfPWuVbMic7TWE1OwClUmlSi/HZfHRw7wBbri1+7/07\nxDwxWru1RqBLILb33w4hR+v4PZ5wHGSvzvDZvw8Om341GBlCEAQ4TRvTiSsAjAt/ACBJsBUqCNjU\nu8oL/4Z2DeHv5E+fL+++HP/X7v/Qs0FPs8IfALgsLvwc/cBj8xB+NRx7nuzBpge/Yy/rLqIyb8Fr\n9S96OwKfPf/CceIE8Nq3QaHMeurDMLw+XO0E2DS+tc61S8+y0W/1RRRIFUaeqhkEzZqBHxBAn5dd\nuZenacRZ5O8xnGGuQZ6YiE6NnXVKrxgT/gAgi41F6ryvkLV6NdIWLTLaw0J65w5UOTkoOHAAKTNm\nInHceJS+KisiuXULuf/8A7KScfZvAnOy0xRWowCkUqleF7HybOq9CWdHnEU7d11B2NK1Ja6OuYoO\nHtQqqERRgn9id4LbzB82QuNlpDksDrhe+n1aAcBhxAj4Xr0C7z//BLdhA/CaNEExZJCpDEcXJBYm\nIqWIihgKdA5Ev0bGaxaZQ6PMNtzfgOW3lmPqmalgtwhAw+3b0GCLNjpIGByMc0N9EHb5M/Te1xsS\nhfWZAxiqn36BHni0uC/aN9Im7cWmF9G+AWuB4HDQaO8euM3/Gg22bYXXqlWwGzSIqk/F59MtPwFA\nLZODKkNonILDR/BhZx8QBIGGO/UzjR3HjjHw1Ktn9/8HkrRMiEvv3EHC4CFICpuCxPETkPH9D8jf\nswekQoGsNWv0qg3XNJbITmNYlQIQmikexWFxIOIazqLlsDj4vffvWNx5MVq5tkInz07gsDhmy0gT\nBAGfvXt0asCL+/eDx/eL8UvcX5C1CYDr4b1w3b8T8YUJIA38kmqcv5sfUsK5u3d3vTEVoZG9fnlt\nzfew6dgRztM+gduihYjPj8fSG0txP+s+JEoJOu3qpPechnuZ9/DVpa90EukYai82PA46llEAABBj\nRVVCNRBcLpwmToSoPVXS3Gv5z2j0337437sL34uRELaluqspM9KNN5fncuH88cewHzQQjiLq70DY\nqpXOEO8//0S9OV/Q2eCGUGXpdgosm61viLKlX9LDv0PyJ58ge8NGJE/71ORzbxpLZKcxrCYRTC6X\ng1fFUEYWwcJQ36E6SViWIAwKQuPjx+g698XnzgMAvmz3pc64loKW8HX0xbM8bXXG/97/D4mFiTgW\nfwxinhjuIneMb2Y8E9USRvqPxPnk8/T5560+p48JgoDrrFnIlmRj/EHd5DA1qUZ0VjSC6+lGEyUX\nJmPCCSo0r4G4Aaa31K/jw1D7COvaGCdj0vE0gyrcdyOhcm0B3xRX47Lxf/ui0cLTDqdiMvDr6JZo\n6+EJKW5DkZ4BvFIALjNmwPnjqcjbsQN5O3fBNjRUL7+AIAg4fzoNORs3AQCEgS3AthXBYcgQ2Hbv\nDmV2Ntj29gab/wRE34cyPx9cV1c0+m+/Tj0vU2gq97Jsbavwr1D9VEV2WoUCIEkSJSUlsK3Bf9iy\niVSkTAZ5UpLBxuPdvLrRCuDBh1QdfF9HX7zbsPqcsB09OsJV6IpMaSaC6wVjavBUvTF/PfwLRQr9\nhif/PftPTwGUdUxnS2ugX3I1oybVIEDUKkfd68DehotTs7pj2MaruJtEhTNnFclQT2w836QmOfUw\nHSl5Ujp8NaNQBq4bZQZSpKVCXUqZVwk+Hyw+H85hYXAOCzP6vrK9ijW9tgGq+x7HidodNfj7byRN\nmkTfa3LmNOYceITr8TlIKyjFl339MSP2MWRxcXqlzY1hP2SIZV/4DVBV2WkVJiCpVAqVSgWx2Hzb\nx9eJ65faVHNjYWEzWs7Ae43ew6zWFWt8XxE4LA6+70qVjS6fPKZQK0CSJB1+2sWrC66MuYJ57eYB\noPIJyhOZEkkfF8sr1zvUGsgrzcPIIyMRsi0E6+6tM//AWwBBEPjv084I8qJClCOsMDtYw4scXR9V\nfFYxeI2ocG758+dQplMF7jRKwRxO48bBcexYNPrPePSLTetWcBw/Hix7eziOGwfC0wv2Qi62h1Em\nqeWnnsDnq2P4+bEMvteuwuOnpeA11O277fb1VzpNb0gF5WyXK9U1XniuqrLTKhRA4asm33YWlPl9\nnTiHhaHR4UPwu3UL/MaG8wx4bB6WdV+GsCDjK5PqQNMVLUuSBQCQKqUYcWQEuuzqgh+jtM3ZA50D\nYcezw6Amg8Am2IjJjtER8kmFSXhR+II+TyhMwP0s3Rr6WZIsqEm1UQe3tbDp/ia6Auy+p/tqeDbW\nA0EQtEP4SYblbTDfNGkFuolrTzOKwfejehxIox+g8PgJAADHzd2i97FsbOC+aCEEzY334yB4PLgv\n+Ab+UdfhvnABuGwWwt9vodej+a/LCejxx12c9W6DxkcOw/WrefS97N//gNPECXAP/xYAoC4qRGq+\nFP4LT2DEpmuIfJpVY4qgqrLTKhRA/qtsXIcy27iaQuDnB7at8XLNbwoPW6qsblpJGuQqOdr/0x6x\nubGQKqU6Jh1NcTl7vj0CXQKhJJW4naHNutSs/l1tKIUSmxuL8cfH41neM2SUZODTs5+i596eCNkW\ngk47O+lkLJMkiVMvTuHrS1+jz74+6LW3V42akLzF2tLUfDYfQVuDELQ1CDfTrSsqoya4nUhltW65\n8qJmJ2KC3BLdMNXY9ELwmjYFOBy65hYA8P1NV6GtDmx4bL1GPMm5UszdG42OKy7CedIkOH9CZTRr\nGippmh1J70fD00GIa1/1xC+jQrApMg5/X33x2udsiKrKTqtQAAUFVGSK/au2iQyAiCuCq9AVMpUM\nbXa0MTimtWtrCDhU+NfN9Jv0yn7f031Qvwp5O/niJABgpJ9uQo6jwBEjj47E5ZeX6WsKtQLFCmr3\nUCgvxJwLczA3ci6Oxh9FWkkaMiWZ6LGnB57k6rZefFN08tRGOaWVaOvh30pnuk/9MEQbG3/pWRZK\nFZVrEPK6IEkSha/yFDaNb4OQ+vZYOiwIbKEQAn9/nbEcR8fXPh+CIHD8865o38gJ/m5izO3jh0eL\n++KTdxojo1CGFotOImf0R2iwdSscvvgCF59m0Xk4sufPIb13D4X93wX59Rx8O6g5zjyqGdNbVWWn\nVTiBNdsYRgHo0sy5GTJTjBe2K+t4vpd5jz6+kHIBIdtCdMYOaTqEtpsHOgfCge+AQrl+2GCAI5W4\ns+HeBpxNOmvwc4cfGY4fuvyAwU0HW/5lqsis87MQkRRh8F4bN8MK8m0i0MseHRs74Xp8Lib8dQPD\nWnth1ciWNT0tGqlCBblKDR6HhX6B7ugXqDXzCFu3RmlMDACqmc+bwtVOgD2f6IZOf92/GaaHNsXC\ngw+x/3YKYtNJPIu4gYxCGWIX9wXB54OUyfBiNJVzUBJ5EUIOG+oyJiBZfAJU+Xmwaa2bsFedPE4r\nhIstr8qys0I7gEePHmHPnj2QyXRtxSRJ4vr167h06VKlbGElJVTlP5GJTllvIws6LqCPezfsrXNv\nbtu5GBswlj43l3gm5onxVx+qpzIJErczbkOp1nd0z7s0DxKFBNdSr5me25UFkCgkkCqlWHlrpdHm\nPNVBVFqUUeEf7BKM9h7tjf7enUg4gYVXFtJJenWZsnkA/915WYMz0SdfQq3+HW30M1ZdPp4KYds2\nEHXuBMfRo9701PSwF3KxZkwrLBjYAgqVGhmFlLzLlyrBLido7YcNg4+LCH+/44SsDRuQPHMm4t97\nD4ljxyFj2c8ouX692uf3PLMY/X+9hKPRaVWWnRYrgF27dqFTp04YNWoUfvnlF/p6bm4u+vXrh06d\nOqF79+6YPHkyiooq5ojKeVW21fENbP1qE+4idzz48AEefPgAq0JX4ciQI9g1YBcefPgAH7b4EGyW\ntgiWt9gbP3X7yeB7xDwxbLg2dF+FmJwYTDk9xeDYq6lXEZsbi/gCqsn8H33+AIdleKOYIcnA99e+\nx98xf2NO5BxcTLmIvU/3okheNUfk3cy7uJRyiT7X+C80nB1+FgFO1E7FSeiErTFb8c6/7+B5nm4E\nVKYkEwuvLMTB5wfR/7/+OPDsQJXmZe00K9f/WSq3HjNQUSm12LAT6CsATr168NmxAw02bwZRyZIG\nr4tuvto+zARB7VbK4jRhPJKnfYqEwUOQvWYtis9qFyq5W7YgadJHyFz1C6qTXyOoMHRHG16VZadF\nCmDlypUYP348xo8fj+bNmyM6Opq+N2vWLERHR6N58+bYt28f7t69i48++qhCPSozX9Xvd3Mz30T7\nbcbH3geBLoFG7w9oPADreuqHR7Zzo2yX5QVpWb7rrG0uX9Yv0LJeSxwbeoyugVSW88nncST+CACg\nQFaAGREzsPjaYpx6ccr8lzHC6RenMfHEREyPmI4Fl6kd0IXkCwCoEhlRY6PgJnLDxnc3gsvi4kLy\nBay4tQJ5sjwMPTxUZydwK/2WTmTToquL6HfVRX6b0AYDg7V9hKftuI3cEsMtFN80mUVU7wIHAzsA\nayasa2NM6uyDQSGe4HNYqL/6FzQ6fIi+nzB0GIovXDD5jpzff0fqvHkmx1SEtHwqmspJxKuy7LRI\nAZw+fRorVqzA+vXrERgYSGedZWRkYO/evdi7dy9iYmLwwQcfICIiAufOncOhQ4d03hEeTrVMLP9z\n48YN5Ofng8/nVzqdmUHLO97vYH2v9RgbMBZ3J9zFnfF3sPwdqvQ1i2Chtau+XbKbVzcM8x2GAY0H\nAAD+ePAHAMDHzgcCjgCetp64POYy5radi25e3TDcbzgA4Jfbhlc27d3bY0nUEnxx4QvaGW0JBbIC\nfHlRm319KO4Qcktz6fnMaj0LNlwq+cdF6IJmzs303pFaoq2Yei+L8ovYcrVJMp+d+6zO1kxyFPGw\nbmxrvBdE2dcjn2bh8D3jpqASmRJf7LmPvbeSX+u8Dt59iQl/USbCpq41m+tTUYQ8NsLfb4G1Y1rB\nwYaH7dcT8UToqldO3hwFhw5XW0G59EJKmdoJuVWWnRYpgFOnTmH27Nm4d+8eLly4gOnTqVICBw4c\nQEBAALp00ZZwdXZ2hqOjo8XV6cRiMQoLC2s8B6Au0b1+d3zd4Wuq2B2bq1MP6ceuP+qM9bHzwVft\nqTaZgxrrNtIZ4aetlMpn8/Fhiw+x4d0NaO/e3uhnBzoHYsCBAdgVuwunE09ja8xWAEB0VjQOxx3W\na+lZlgfZD/QUxv3M+yiSF8HL1gtjm43Vudeynr6T879nVH2XNXfWYFcs1fhHE9mk4fvr3xudVLrY\n1QAAIABJREFUQ12gZ4B2NRjopbVZq9Qkrj7PhlSuwsG7L9Hi21PYfycFX+6LhlL1+qpdfvWf1mLQ\nsbGTiZHWT4C7GGP+uA77QQPhMr1cTSAzfXnTvllg8j4ApOZL0W/1RXyx5z4Sc3T/VgqkCpyPzaQz\nqW35nCrLzgo5gb/66isMGzYM7V8VdoqJiUFwcLBOSv6xY8eQm5uL3r17G3uNDq6ursjOzoaTU+3+\nxagt1BfXx8TmEwFQDtR/BvxD+wZaueoW2BLzDK/WNC06AaqMNZvQ+iLKd2xz4DvgZvpNjDs+Dt9c\n/oYumGeIo/FHAQBTg7SlL068oJKDglz0G3x/3vpz9GnYBzYcbUmA36N/x6OcR/SuQcOO93bg/SZU\n7SSV2nps46+D4W3qo6U3FRcuV6qhVpPIl8jRbOFJjP0zCstPPcGsf+/pPPM6E8jshdrFoEptFe1H\nKg0BQCJXIeS703CeNo3uTgYALD6VV2AbGkpfc/pwIn1ccOCATg9kQ+y+kYTY9CLsv5OCd5ZfwMYL\ncTh8PxXHotMQ8t1pfPS3NufFWcSrsuy0WAHs2bMHUVFR+Pjjj3Wuy+VaG+OTJ08wdepUbNiwAXy+\nbpJFeHg41Xmn3I+zszNyc3Ph7Oxc6S/BUDFmtJyBzX03Y1v/bXQlUwCw4drg7HBt6KchEwtA+SI0\nNBA3wKrQVVjcmWrazWPx0NdH27jclmeLpMIk+vz36N8x9NBQvYQyNammHb9DmmprrZxIoBSAoQqp\nfDYfK0NXImpclM68v79GrfDLKo1dsbvoeRXIC1AsL8bJFydRqrS+vrrVgZcjZRIY+2cUGs8/jpaL\nz0D+apW/+UqC3vhnGa+nRAhJkpDIKIXLYREIrl/zyZ5VQbP6LpAqsO9+Bhr+vYXugawuKYGwVSt4\n/PA9BCHBEPd+F67z5iEg5iG4nlTZecmNm3iZb9gE+SClAGvO6QYyLDsZi8933cWMnXf0xtsJuVWW\nnRblAZSWlmLp0qWYNGkSWpUpw9qzZ0+MHDkSvr6+UKvV2LVrFxYvXowxY4zX5TZESUkJYwJ6g9hw\nbfR6KmhwtXFFC+cWkCqlaOrQ1OCY8iW5ezboCYAqUJdYmKjjBJ5zYY7e+Of5z9FjTw+0dWuLma1m\ngsfiIbEoEYXyQrjauMJb7I0FHRbgh6gf6GcMKYCyuInc0KtBL0QkRdC7kGkh0+At9saq26swuMlg\nOiv6aupVzIiYgTuZdzA5cDJmt5lt6tW1El9Xy4qD1RPzkVUkQ0K2cdNcVUgvLEWRTAk7AQf3v+1T\n6wv4iQVakfl/+6Mxsp03XD6dBkVSEgSBgRBNnoI9DzPRf/N2OIp4+HBzFJYOC4YgJBiK1FS8nDUL\nfrcMZ67HpFpeqp3PYYHNIqosOy1SAEuWLMG9e/cQHx+P06/60S5atAgjR47Exo0bER4eDj8/P+zd\nuxetK5H8UFxcDE9Pw41ZGN4sBEFgx3s7QII0Gv5ZFgeBdkXXzasbEgsT9cYYs/vfyriFSScn6Vzz\nEHmAIAi0dW+rc72hnW6BLkOUzwUIcgmCo8ARa3uuBUA5gDXcyaRWVGXLZtQlJnRsiNVnn5kd17Gx\nM47cT8WpmHTM7l39JRjeXUkp3cJSZa0X/gDQq5kbFg5sju+PPqJNWxwnJ3j/RpWl/u9uCuYfeIBT\nMen488O2iHyajcinWXjX1xdFJ6is/Kdt2yHg8SM8zShGar4UHRs7Q8hjY8VpbYb99NAmuJOUh+vx\nuiajtWNaYVCIVlZWVXZaZALq2rUrhg0bhoULF2L27NkIDg6Gi4sLCILAlClTkJCQgIiIiEoJf4DK\nA2B8ANYDh8UBl2WZE79seOjAxgMh4orQzasb/tf6f5X6bE05i7Kf7yRwgp+jeeFUvs9BljRL53xZ\n92V6z3jaVvyPR6VW6STR/R79O765/A0e5TyqUNTT68TZlo8x7b3NjtOMiU0vwpD1V3Avmaotc+JB\nGhYfeYTHaVVrMlNiRbkI1UVY10Y4O+cd7J2m34CpTQMqHj/yaRZ8v6HMl+vPP4fLFN28G9nTp7ge\nn4OP/r6JZotO4n5yPrKLteb094I8sPvjToj9vh8WDNCaYq/G6ZpOqyo7LVIAffr0wf79+zF37lxM\nmTIFu3btQq9XBZIAgMvlVkm75+fnMwqglrHinRVw5DtiUuAk+loLlxa4PvY6Nry7AVOCptBhpeX5\nufvPJt9NkqSOA7q1a2uLdiP+Tv7Y3FfrZF5/d73O/V4NeuH8yPM61zRVVxUq0/10XxS8wLaYbciW\nZmPyqckI3ROK4/HHoVApsPbuWhyOO4xRR0chZFsI8kvzzc71TbB0WDDuf9sHn3RvDBdbHpp56JoK\nOjV2RsdGWvvxveR8LD1OVVtdeOghNl9JQP9fL8Hnq2OYf+ABHSmUVSTDL2eeIj5L329QWKrApWdZ\nes7eo591re6vV6M0dbWFn5t+kERDZxG8HHRDMlPypHhRqIDT5Mn0tYTBQzCxrSfc7Chf6eD12u5j\nY9o3oKO3BFw2PuqiNX+yWbpytqqys8aLwSkUCpSWltZ4LwCGitHXpy8iR0Wio0dHo2MCnbVJa04C\nJ9wZfwe3x9/WqepZlp+7/4zvu3wPgiDgwNealtxElie5tHNvhy5eVFiyIb+Bi9AFod6h9HmeLA/r\n7q5Dx50djSawyVQyrLy1EstvLUePPT1wJ/MOCmQFmHdpHnrs7aE3fkbEDEgUEnwZ+SV2Pt6J3NJc\n7Hu6z6B57HVjL+Ti6/ea4daC3jjxv26I+OId+t7fk9uh/LotKiEXPl8d01mNAsDOqCT87997KCxV\noN2PZ/FrxDP8dVnrTFarSfx+MQ7B4acx4a8b2H8nhd5NAFTS0tuCo0h39/x5z6a4EZ+DerN0d8WF\np05hchfd39EQbwd81MVH5xqbRSA6vA/m9QvAlK7aMvXVITtrvBicpdXsSJKkI47YbDbYbHattymS\nJAm1Wk3/sFgscDicWvO9zM1zdMBouIncEJMdgy5eXcBlU38YuaWGQ+FKlaV0O0+CIDDSbyTOJJ7B\npBaTKjSv9T3XIzIlUqd6aFl8HXzpjODDcYfp649yHqGvT18kFCQgqTAJl15ewtH4oyZzFwz1WI7O\njkaHnR0AUNVYl96g+tT28+lHJ+XVFE3q2eLFT7o7s/6B7jjxMN3ss8ei03AsWluFtVShNXedfpSB\nJcdj6fP/2xet86yHfeWaltdGbLi6YnVgiCdiUgsgJVkgBAKQpVTkWeqX/4dPYh/jl7NPUapQw99N\njEMzuhh6JewEXHwa2kTnWnVUUa5xBWBJMSOJRIL09HSo1WoQBAGVSqUjMNlsNv1fFotFK4fy55of\nFoul819jaJyKhsJXNcK7vBA3dl2lUkGpVOqNZbFY9I9KpQKPx4Onp2eV+yNbAxwWB70b9tYrZNfN\nqxumhUzDpvub6GsCtgCdPTvrjFvYaSHmd5ivU/PIEtgsNh2ZZIhPQj7RyxMAqJV+0Fb9fANLCXQO\n1MuDKIuxyKuaZsO41kjILgGfy0aXn85Z/JzGGnE1LhvTdhh3pvdu7lZrFjXVgYtY+7c7oWND+LmJ\nYcNjY8rWW9gReQFPO2h3zblbt2LpsHcx+997Fc7FqI4imgRZwz3Nnjx5goCAAOzYsQPjxo3Tu69U\nKhEXFwcPDw+IxWL6F4kkSVqolv2vRthq7pc9NyS4TX19jcIoe1xekWiUSFklU/6aZlxZJaUZU/YP\ngyRJ5OXlITs7G02aNAGbXTHBV9t4nPMYJEg0dzbe0el1kS3NRo89+uabihBaPxQXUi7Q5w8+fID5\nl+bT9ZHKEzU2ii5lYa3EZRVj/bnn+O/uSwi5bEjN9BXgsgkoVMb/hrhsAncW9obYQBG4usq1uBz8\nfTUBM3v4Iqi+dnWuVKmxKTIOM95pjNgWlHmU7egIv2tX0XT+cSjVJOKWvAc2iwCpUkGRlgZe/fpG\nP8ec7LSEGt8BlL7aDgkEhreIJSUlEIlEerGuBEGAw+GAYyb9ujZBEAScnJxQXFwMqVRa6UbPtQVj\niWZvAhehC9xF7kgvMW/6MEa3+t2wttdapJek09nQP3b9Ec/zn9OtK8ti7cIfoExEq0a1xNIPgkCS\nwM8nnxhMHNNgSvgDwKehTd8q4Q8AnZo4o1MT/eQsDpuFmT2pFpj+0ffxJDgEqrw8lFy7hmXDg/HF\nnvvILCqFS0ke4ge9D3VJCepvWA9xT8O7WXOy0xJqXHqas2MplUqL6wrVFdhsNlSquhc+Z20EuQRZ\npAA2vbsJD7MfYt29dQbt+O4ibXMTgiCw/J3lGHhgYLXP903C51AKbW5fP0TEZsBeyEW+RIGkXAl+\n/iAYjiIepm7T78TWpakzZvRoiiP3U5EvUeDj7oZ7a7/tFB4/Th8nfTQZg69eQWofP3jYCxE3ahjU\nJeYT8+qED8BcT0uVSlXnTSHl4XA4UCr1m7UwVC8j/UfiWd4z5JbmGuyOdmnUJdjz7UEQBLp4dcHH\nwR9bZMtuaNcQHTw6ICot6nVM+41iw+Pg3BehYBGUcpPKVRDy2IgzEALaP9Ad3wxohvqONujcxMXA\n2xg0SG7pKs9nnbvg46NHIL1/H/IXL+jrwlatYIzq6KVe4wrAnCNDpVK9dTsAFotVoX4KDJWjo0dH\nHBlK2etX3V6FLQ+3AACG+w3H7DazdeokAeajnsriItQXgHIVFcWWWpyqU0+p7P0XhS/g6+BbKadp\nTE4MNj/YDF9HX0wLmVbh541RNvZcyKMWY41dRPike2M8TC2Ar6sYX78XQO8aGCzAQPXV+IGD9K6Z\n6o9cHU7gGlcAmm0MswPQwmKxmB3AG2Zq0FQ0smuETp6ddEw6lSWkXgiOxx/HgMYDcC7pHCRKCdrs\n0PYuXh26Gr0a9kJ+aT7Cr4VjmO8wzIiYQd+/PPoy7PmWbe1JksTPN3/Gjsc7AFBhqNWpAAxBEAS+\nfq/mfDi1HZcZ01FwoGod6szJTkuo8UQwTftIY8kMmnDP2k56uuXORmYH8OYR88QY6ju0WoQ/AIwJ\nGIOb429iabelmBKk337T38kfAFWlNCIpQkf4A0DX3V2x7MYyPMl9YjJSLaEgAcHbgmnhDwD+jv7V\n8h0YXh+8+vXhs38f2PUqbyozJzstocYla2FhIVgsFmxsDEdIGNsBKFSmQzitiVmzZsHDwwMzZ860\naM6MD6BuwGdTaf6TAieBx9LGhl8efRn1xfWRXJSMYwnHjD6/4/EODD8yHMHbgnEx5aLefZIk8f7B\n9/WuR6ZEYs+TPdXwDRheJ8IWLdCkjDPYELJ44xFY5mSnJdS4CSg3NxcODg5GV/mGdgAkScJ/AVVo\nScBlw07AhYMNFyI+B2IBBwIOGzZ86rqdkAsxnwMHGy4cbHiw4bEh4LLAY7PB5RAQctkQctngc9jg\nvSqxymYRYBGAmqQaWCjVaihUVA6Bg03FErTOnTuHtWvX4ocffsAPP/yAVq1aISwszOQzTBRQ3YLL\n4uLW+Ft4/+D7eFH4AjMiZsBF6IKIpAi9saP9R2P3k91612dEzMDGdzeiq5e2pk7Z3s3lkSql1TN5\nhtcKWyyG361bUBcV4nkP/XBP6f374Dc2XArdnOy0hBpXABKJxKQGI0lSzyGmfFVoSk1S3XkkchXd\nJ/N1Uz6N3hybN2/G5MmT8c033yAzMxObNm3C5MmTTTr5GAVQ9yAIAp+1+gxfRH5BVzw1xMQWE3Eu\n6RwypZl692ZEzMDanmvRvX53nEk8gzkX5hh8x6chnyIiKQInE05iW/9tdAkOBuuEbSsC21YE/9u3\nkBb+HUQdO0L29Alyt26DKjfH6HPmZKcl1LgCUCgUJqN8DCkALpuF+KUDoFCpIVOqkS+Ro1CqRLFM\niWKZAqUKNUpkShRIFSgqVaKoVIl8iRwFUgUkchWkChXkSjUUKjWkChVKFSrIFGrIVGqo1KROJUM2\niwCHRYDHZoHFIqBWk2CxLIvQyMvLw7Fjx+geClOnTsWaNWtQVFRksokDQRC1xrzFYDm9G/aGm40b\nMiQZRsdwCA629NuCIYeGQKHWrVCqJtWYETEDo/1H48BzXQfi4s6LEZ0djX1P9+FiykXE5MQAoLqf\nGYpIYrA+WCIRvJZTlXJzNlMRaYr0DKjlcqiLi8EpV/XTnOy0hFqpADRw2Sxw2SzY8jmA8WipGuPY\nsWOoV68e2rWjasBYmrXMKIC6CUEQ+KbDN/j8/Oc6188OP4vjCcfRyrUVPGw9AAAHBx/E6jurEZkc\nCXeRO5KKtG01y5uIxgaMxVDfoeCz+dj3dB8t/AHD4agM1g/XgwpGyN+9G3m7dwMKBRwnToD9oEEQ\nBlH1quqEAlAqlSYFoykFYO2cOnUKqamp+PTTT0EQBGJiqD9Mcw5eRgHUXeqLdWu7iLgiuInc8FHg\nRzrXG9hRvZZJkkSBrADd/u1m9J2ftaI6nb3b8F20f9YeN9Jv0PcKZAUWh5MyWA8cd0oBkArtLjBv\n23YoUlPhvW4dAPOy0xJqPAqoKjsAa+fQoUMICwtDz5494e7ujsmTJ0MoFOLs2bMmn2MUQN2lvAI4\nOvSoyfEEQcBB4IBLoy7pNMnREDU2CrY8qmYUj83Dn33+xMkPTsJJQJkL6kI28tsI10ibR46j1gxU\nJ3YAcrncZOnj2qoAbt++DZIksXr1ap35L1myhNkBvMUIOUKcH3keqcWp8Hfyp0NFzeEgcEDkyEiM\nODICcQVxAICJzSfqFZgjCAJetl6YHDgZK26tQGRKJPr49Kn278HweuHUqwe2vT1UBQXlrrtALZWC\nJRSalZ2WUOM7gOrYxlgjV69ehZubfh30H3/8EQMHmi4UxiiAuo2L0AXB9YItFv4auGwuDgw+ADGX\n2gl8GvKp0bGtXan+3NFZ0UbHMFgvBIuFJqdPgddYt5he9oaNyNu5E0AdMQHV1VIPI0eOxL59+/Su\nDx8+3GQEEAODKQiCwH+D/8OpD07Rph9DBDgHwIZjgxeFL5Ap0Q8pZbB+2Pb28NnzLxr8vUXneuby\nFQCqR3bWuALQdMWqa7i5uaFly5Y1PQ2GOoi7yB2etoZtxBq4LC5auVKVJO9k3nkT02J4DbBtbWHT\noQNs2ul3k6sO2WkVkrc22vgZGKydlq7UAuRe5r0anglDVSAIAg23b4O4j74vp6qys1qM76Wlpdi8\neTPkcjmmTJlS4U5WjL2bgaH60fgBbmcY79fLUHvwWPIjBEGBKDyijRyrquw0uQPIyclBw4YNkZND\npSOnpKSgQYMGkEgk9JjY2Fj4+vpixowZmD17Nnr37o34+PgKTcJcX963TUHU1sgnBusiuF4w2AQb\nsbmxKJAVmH+Awaph29rCZepUND58iL72WhVAXl4ekpKSkJeXBwDYu3cvkpOTdcIYv/jiC3h7e2P8\n+PGIi4uDt7c3xowZg8JC/Q5LhjBX9+ZtVAAMDNWBgCMAj02FCXbd3RUylayGZ8RQXZAkWS01w0wq\nABcX3TRyTQTLxYtUadrnz5/j5MmT+P3337F9+3Y0btwY//zzD5KTk3G8XJnT8PBwEASh8yOTycDh\ncBgFwMDwmvBz9KOP9z7ZW4MzYahuzMlOSzCpAO7c0Y0e8Pb2hpubG726379/P7p3747AwECdSXG5\nXLi7m2+soUlkkMmMr0zexuYojAmIobqY1XoWfbzs5jJMPjUZ/8b+yyyqajkEQZiVnZZgUgG8fPkS\n7u7uaNCgAX2NJEncuXMHCoUCL1++hLe3t84zGzduBJfLRdeuXcu/Tg+pVAqhUAip1HjtckYBMDBU\nnrbubbG131b6/Gb6TfwQ9QMOxx2uwVkxVAfmZKclmIwCcnBwgEQiwfnz51FQUIDIyEjExcVh5cqV\nsLe3B0EQtIMYAE6fPo2vv/4aR44c0ctQCw8PR3h4uN5niEQiurmxIWqzCYgkSSiVSkRGRqK4uBhi\nsRihoaFmkzcYBcDwullwZQH6+vSFgCOo6akwVBJzstMSTCqA3r17AwD69esHAOByuSBJEt26dcMX\nX3yBhw8fonPnzhgwgGqSovEJdOrUyeIJ2NjYVG4HoFIALA5gpYKyoKAAEyZMwOnTp2lfilqthlKp\nxOXLl+Hn52f02bqaHMdQMwTXC6aPCRAgQS2o2v1DJRfdGHcDQo6wRubGUHnMyU5LMKkABAIBDh8+\njOzsbPj7+6NFixZo3Lgxxo4dCxsbG7Rv3x5Xr15FeHg4mjdvji1btsDV1bVCE+ByuZDL5UbvEwSh\nrwBIEvjh1edwhIDAHhA6AnxbgG8HcAUAz5a6LrAH+GJA6ESN4dlQz3B4AJsHcIUA1wbg8AE2n1Iq\nLDZAsABSDahVgFpBKRxSDdg46U/SADt37sTRo0cRHR2t4yPx9fXF5s2b8dNPPxl9Vq1WMzsAhmqD\nw+Lg2NBjOBJ/BAMbD8TAA7q1qNr/0x7b+2+nE8cYagfmZKclmE0Ee+edd3TOeTweXdceANq3b68X\n8VMReDyeyS/BYrH0TUDqV2GopBpQlFA/RamVnkOFCLcsnnrIkCGYOXOmjoaOi4tDYWEhJk6caPJZ\nxgTEUN00sGuAGS1nAADODD+D3vt669yfcGIC7k+8DxbB7DxrC+ZkpyVUOBN427ZtOivaqqL5EsaE\nnkETEJsLfJtHrcqVpYA0DygtAGRF1I9CCshLqOuyIkBWCEhygdJ86rpCCqhk1PMKCXWulFE/aiVA\nlgmtItjU57F51K5ArQYsMM94eHigadOm2LBhA7KyskCSJO7fv4+VK1eiefPmJp9Vq9WMCYjhteEu\ncseSrksw//J8neupxal6/QoYrBdzstMSKqwAOnToUKkPMgafz6edpYaaG5iMAmJzqR++fqMMa6Bl\ny5Z48OABOnTogEOHDqGoqAhBr9q5mYJRAAyvm0FNBsHP0Q/Djwynr93LuscogFqEOdlpCTUuZcRi\nSngbyxw2aAKqRfTo0QPr169HfHw8pk+fjrZt2yIxMdHkM3W1RDaDdeHv5I9Voavo868vfY1LKZeQ\nXpJeg7NisBRzstMSalwBODs7AwBdbqI8LBbLbAet2gCPx8OSJUvQunVr/PLLLybHMjsAhjdF74a9\nsaTrEvp8esR0fHTyI0gUEhNPMVgD5mSnJdS4lHF0dAQA5ObmGrxfHenONUl+fj4AICYmBvv27UNi\nYqLZJDlmB8DwJhnUZJDOeUpxCvY+ZcpGWDvmZKcl1LgCsLe3B0DFzRuCw+HU2h3AwIEDsW/fPri7\nu6Nly5bYvXs3jhw5guHDh5t8jtkBMLxp2rnrNhzZdH8TYnNja2g2DJZgTnZaQo1LGZFIBABGM9rY\nbHatVQATJkxATk4OXr58CZlMhv3796Odgc4+5WEUAMObZm7buTrnxYpijDgyooZmw2AJ5mSnJdS4\nlDGnxbhcbq1VAADlw2Cz2RUS6IwJiOFN09y5ORZ2XIiv2n9V01OptchUMpxNPPvG/Cd1YgegcWRk\nZ2cbvK+peV2bI4EqCqMAGGqCkf4jMa7ZODSxb0JfU6pr7+LrTdNlVxfMvjD7jRXaMyc7LaHGFYC9\nvT0EAgHS0tIM3icIoloaH9QmGAXAUJPsfX8vHPmUg/FJ7pMank3t4OrLq3TDnR+jfnwjn2lOdlpC\njSsAgiDg4eGB9HTjscdvmwJgfAAMNQmXxYW/kz8AILe08hEmbxNctm4i1uRTk5FYaDrfp6pYIjvN\nYRVSxtHRkQ6XNERtdgRXBqVSqVdOm4HhTeJm4wYAyJBk1PBMagfeYt2+KDfTb+JSyqXX/rnmZKc5\nrEIB2NnZmXRk1PZcgIpAkiRTDI6hxmlo1xAAEF8QX8MzsX4kColecT0AaGTf6LV/tjnZaQ6rUQBF\nRUVG779NXcE0vQAYBcBQkzRxoBzBjALQolKroFAr9K7/8eAP+viT4E/o4xeFL5BUmIQcaY7eM9WF\nOdlpDqtQAM7OzsjMzDR6/21SACqVirH/M9Q4nraeAKgKoQzUKr/l9paYenqq3r2ySXRdvLrgy7Zf\nAgDOJ5/HsMPDMODAAEQkRbyWeZmTneawCknj7u6OzMxMo6GetVkBFBYWIjw8HB4eHnBxccGCBQtM\njmcigBisAY0PIKEgAfMuzkPQ1iDsf7q/hmdVcxyKOwQAuJ1xW+9ea9fW9LGLwAV+TlS3v6i0KMhU\nMpQoSjDr/CxcS71W7fMyJzvNYRUKwM3NDSqVSqe/cFkMKQCFWmH1uQFKpRJ9+/bFd999h06dOmHW\nrFlYsWIFZDKZ0WeYCCAGa8BR4AhXG6rr3vEEquFT+LVwXE+7DgDIK83DRyc/wqrbq4y+oy5xM/0m\nfXzg2QEAlLn2v2f/0a01AcBZ6KyTR1GWKy+vVPu8zMlOc1hFqImbG7XayMrKovvnlqV8Y3iSJNF2\nR1sAAJ/Nh5gnhj3fHiKOCLY8WwjYAthwbSDmiSHmiWHLtYU93x72PHsIuUII2AJw2VxwWVwI2UII\nOALw2Dzw2DxwCA5YBAssggU1qYaaVEOhVkBJKkGSJOz59hZ/rxUrVuD69euYOXMm1qxZA4IgMG3a\nNPD5fKPPMDsABmuhtWtrnHxxUudaXH4cJAoJ/nf+fwCAWxm3MKfNHPq+TCUDn23897u2olF8AHA0\n/iiG+g7FtbRr+PbqtzrjhBwhhBwhnAROdAhtqHcoLiRfwLW0a9Ue4GFOdprDKhSAra0tAKC4uNjg\nfTabrbNqVpJUSKiaVEOqlEKqlCJTUnk7WEV48OEDi8bl5OTghx9+QLdu3WjhD8Ds/yRmB8BgLUxq\nMQlcFhdH4o/Q1366odvL+qPAj+jjiMQIzImcg74+ffF1+6/hKHB8Y3N9nVxMuYgiudbReiP9BkqV\npZh+drrOuGCXYPrv3MfOh1YA/Xz64WLKRTzNe4oMSQbcRe7VNjdzstMcVqEA7OzsAFjeFIbL4uL+\nxPtQqBWQq+QokBWgSF6EYkUxShQlKFWWQqKUoEBWgBJFCYrkRSiQFaBQXgipUopSZSmBKiDsAAAg\nAElEQVTkajkUKgVKVaWQKqWQq+SQq+RQkSqoyrSEZBNscFgccFlceldgSd/Uu3fvoqSkBD///HOF\nND4TAspgLbRwaYEl3ZbAQeCA7Y+2Gxyz58keTGg2AccTjuNu5l2oSTVOJJzAiYQTuDfhHtis2r+b\n/ffJvwAAV6ErMqXUQjM2N1ZHTgDA9ve0/0aetp64k3kHABDoEgg1SZmwT704hQ9bfFhtczMnO81R\naxSAIScwl0WZcURc0WudX2W4ePEiBgwYgI4dO1boObVazSgABqsiLDBMRwGIeWJ6RVyiKMHMczPx\nKOeR3nMtt7e0eMdcU8hVchAEAS7LeEvFp3lPAQCb+23GwAMDAQB+jn44OPggPjj8AVSkCn/0+UNn\nYZhWoi3PUDaSasWtFTgafxQECCx/Zzmdb1FZqqoArMLWYGNjA8B4WdPaGAVUWFho0tlrDE0eAAOD\nteAsdMa4ZuMAADwWD74Ovtp7AmeDwl9D8NZgHIk7YvR+TZJeko7Qf0Px6ZlPjQaUlCpLkV6SDg7B\ngZetF4QcIQDgcNxh/PngT3oXoHGYa5jdZjZ93NatLXYP3E2fx+bG4nHuYww8MBCbH25GfH7lcy3M\nyU5zVEjSqNXqKlWeM4ZGixlLaGCxWLUuE7hdu3a4cOGCwf6/p06dQlJSksHnGCcwgzWiSXCSq+W0\naQMAckr1o0/2DdpHH5MgMf/yfCy4vMDqovZ+jPoRRYoiRKVHYW7kXINjkoqov1MvsRc4LA4dHvtj\n1I84Gn+UHtdQrLuSD6kXgvMjzyNqbBS4bC5aOLdAK9dWeu//5fYvGHxoMF4UvKjUdzAnO81hsQK4\nefMmAgMD0alTJ717iYmJ+PzzzzF79uxKJSVomhsb+xLlo4BqA4MHD4a9vT3CwsJ0lOaBAwfQv39/\nbNq0yeBzjBOYwRpxFDgi2CUYAOXs3NJ3C/6v3f8ZHHs/677etUNxh3QEZk0jVUpxOeUyfX468TTy\nSvV768ZkxwDQlnXwc/TTGzPaf7RBX4eL0AU2XBv6/G7mXfr4s1af6YwddHAQVOqKL3LNyU5zWOQD\nyM/PR58+feDo6Ii//vpL597JkycxZMgQyGQyODk54dSpU/j3338RFBRk8SSEQmpbJZEYbqRQGxWA\nra0tli1bhqlTp6J169YICwsDi8XCokWL8N1332HRokUGn2MUAIO18mvPX5EhyUBzp+YgCMKo7+1Y\n/DGD1+dfnq/Xf7imuJp6FUpSiYZ2DemqnVdSr2Bg44E6444lUN+le/3uAIDPW3+OyJRI2PPtERYY\nhj4+feAiNB9+mV6iW7Hz5IuT6OLZBVdStbkBZ5LOoJ9Pvwp9D3Oy0xwWSZq9e/ciPz8fy5cvR48e\nPejrJEli/vz5GD58OMLDw5GUlITQ0FCMHj26QokJLBYLAoHAqB2rNioAAAgLC0NsbCw++OADvHz5\nEsnJydi2bRsWLlxo9BmmFASDteIidEEL5xZ0kEIz52ZY0nUJdg/YrTNucZfF6NOwD33exbMLfWwt\nfYY1SVn9G/XH9JZUOKdmtV+WZ3nPAABdPbsCoIrk3Rp/CxEjIjC22ViLhD+gn0G8sddGvWJxj7KN\n+1KMYU52msPsDiAvLw8//fQT6tWrh759++rcu3btGmJiYnDs2DF4eHgAANatW4d69erh2rVrGDhQ\nq03Dw8Px3Xff6b0/MDAQDx48gI2NDaRSqcE51EYnsAY/Pz/88ssvFo9nnMAMtQnNiv70B6dxJvEM\nRgeMBo/Nw6JOi3A68TQd7bIkagmOxh/FjbQbCHAKqOFZA9lSyizr5+hHO3Z3PN6BUO9QtHdvDyWp\nhEQhQW5pLoQcIdxEblX6PLlKrnMu5onxfpP3sePxDvpaclFypd5tSnaaw6wCePbsGeLj47Fs2TI6\n6UDDvn37MGzYMFr4A4BCoYBSqUTTpk0tmoBGc9na2lY6maEuwTiBGWojHrYemNhiIn1uz7fH9bHX\nkVuaCzFPTNfLL5BXvnRxdVKioOSOmCfWceBOOT2FPnYSOAEAmtg3sSj3xxSDmw6GklRi8bXFEHFF\nUJEqNHNuhtD6obiQcgEAcDbpLNJL0ulEseSiZOyO3Y1Al0D0b9Tf6LurIjvNKoAHD6g43oiICCQn\nJ8Pd3R3Tpk2Ds7Mz8vLy4OTkpDN+3rx5aNOmDQICLNPymomLRCKjX6K2moAqA6MAGOoKIq6I9hNo\nSqgUyKxDAWhq+zjyHY06pzWZvI9yK26aKQ+LYGGE3wgMbjIYpapSiHmU83Ztr7V4kvsEw48MBwD0\n3tcbO97bgd/u/4ZLL6mGMoHOphWAKdlpdl6mbpIkiR07qC2Kk5MTDh06hAULFsDHxwdXr14Fj8dD\nfHw81Go1VCoVVq1ahV27duG3337Te1d4eDjd7KTsjyZqiMvlQqHQr7UNvF0KgIGhLqJRBMcTjmN3\n7G56BV4TbLy/ESQoedLYobGeg7Y8alJtsApoZeCxebDj2elcK58MNv74eFr4A9S/3cmEk+i5pyc2\nP9ys905TstMcJhVAbm4uLl26BIIgsGvXLiQmJmLr1q0oLi7G6dOnMX36dERGRiIkJAQBAQE4duwY\nbt++DV9fX1OvNQiPx4NcLjc/sI7DlIJgqIvYcKhwyCJ5EX6M+hEdd3ZEliTrtXyWRCGBVGnYJq4m\n1dhwbwN9zmVxMbed4RyAshh7X3Ug4AjgZetl9P7kwMn48uKXyJJm4WrqVb37VZGdJhWAs7MzRowY\nQa/UExMTceXKFXA4HAwbNgwhISGIiYlB9+7dMX/+fJw4cQL169ev1ESqosXqEowCYKiLeIn1Bdzp\nxNPV8m6SJLHsxjL0398fq26tQp/9fdBnXx+dAm4avrn8DX2sMasIOUJET4zG3LZzMcp/lMHP6OrV\ntVrmaoz5HeYbvSdXa4V7N69ueverIjvN+gBmzpyJQ4cOwdPTE2q1GmKxGHv37kVwMJUU0qhRI6xf\nv75SH14WNptd67J9XweMAmCoizR3ao5fe/xKl5EGYHLVa4r80nx8fflreNl6YUzAGCjVSjqaZkvM\nFnrcshvLEBYURodb5pbm6tj7R/iNoI8JgqCLtC3oSDVtupZ6Db/e+RU+9j6VmmdFaOPWxui9jJIM\n+ri8+Qiomuw0qwC6dOmC27dvY9u2bWjatCkmTpwILtd44aTKUr7i59sKowAY6iIEQaBng544M/wM\n3UCdx+ZZ/HyBrADfXv0W7iJ32HBscPkllcWrqdRpiENxhyBVSrEydCUAgFXO4NHWra3Jz+zk2Qmd\nPPUrH7wORFwRNvfdjP3P9mO0/2i0dG2JZTeWYcfjHSiUawu9nUg4gaG+Q3WerYrstCgTuFmzZli6\ndGmlPsBS1Go1OBzD06mtQrG0tBRqtRoxMTFISEhA586dzZrIGCXIUJdxF7nTGbDzL83Hsu7L0MGj\ng8lnSJLEsMPDKtXzo6VrS/rYQeCA5d2X48uLX6J3w95WJ1PaubfT6S+s2bmsubuGvvYw+6Hec6Zk\npzmsJuPIVPijIQVAKqy7JeSBAwcgEokgEonQq1cvzJ49G97e3pg3bx5KS0tNPmttv5gMDNWJ5vc7\npzRHJxHKGPEF8RYJ/819qQiZSS0mIbgeZaJuaNcQcpUcu2N3Y9TRUdjzdA8A0Mlf1kxfn75615q7\nNNe7VpXQcavoBwBQ/XMt3QGQJInYEEqzEwIB2GIx2Pb2YIlEYIltweILwLKxAcvODmyxGCxbW7Ad\nHMB2sAdLKATBF4Dg8UBwuWAJBSAEArD4fOoamw2w2QCLBajVgEoFUqkEqVQCajXYDg4WfZ/IyEgE\nBARg48aNCAkJgZ2dHVavXo158+ZBIpFg7dq1Vf9HY2CohfjY+dAmnLDAMABUqYQ1d9YgsTARK95Z\ngbbuWvOMJkO2nXs7PM97jjyZftE2zX1N/4ElUUsQnRWN6Kxo/HD9B536/ADQ1MGyRNWaxJ5vjyND\njuCzc5/BWeiM2xm3dXoLaDAlO81hNQpAJpMZ7ZWrVyBNqdTcACmRQCmRQJmRYfDZ6qZZ7GOLxwYG\nBqJ79+70+ezZsyESiTBjxgyEh4fD2dnZ4HPMDoChLjOnzRx65e/v5I+neU8x6eQk+v4XkV9gTc81\nCKkXAgD06t9b7I3NfTfjYfZDjDk2Bv18+iEyJZIO0SxRlND5BppyE79F6+ckATBrdrIWfOx9cGTo\nEchUMrTb0Q5pxWkolhejVFUKZ4EzCIIwKTvNYTUKoLS0FAKBwOC98gqA4HLR7FEMSIUCapkc6oJ8\nqIqKoC4uhqq4GGSpDGqJBKqCAqiLi6EuLoIqPx+qgkKopVKoS6Ug5QqQCjlIaSnUpaUgZTKQcjlI\nlQoo61Fns0FwOCC4XIDNBqlWg7CwVs+ZM2f0rvn7+0OpVOL58+dGFQADQ12Gy+bCke+IPFke2v/T\nXu9+bmku9jzZQysATc8BZwH19xLoEkiv9IvlxZgeMR1sgk3nGgCgnzWEk8AJ/o7+1fZ93gR8Nh+t\nXFvhTuYdLL2xFIfjDiMsMAyz2swyKTvNYTUKQCKR0N1tymOsRDLB5YLN5YJtK0L1xyVVjW7dumHL\nli0G7wkEArRvr/+Lr6G2Or0ZGCzlk5BP9BrMl0VTOwgAHc+vKSdRFlueLbb136Z3vbF9Y3Sv3x0X\nUy7q3VvefXmt7FXcrX433Mm8g8NxhwFQeRSz2swyKTvNYTVO4MooAGvGwcEBRUVFiIuL07l+/Phx\ndOjQgRHwDG8145qNM2mGKVtOWlOvX9ONyxIIgsD6Xuvpgm4aTgw7gfYexhdf1kxzZ10HsIBNrfqr\nogCsZgcgl8vB4xmOC66tBdJIksTLly/RpEkTyGQybNu2DZs3b0ZUVFRNT42Bocb5rNVniEqLQn3b\n+iiQFaBIoc3c9bajdgBSpZSuw6OJ7KkIS7ouwaOcR/Bz9ENnr84mm79bO4EugTrnmu9iSnaaw2oU\nQIWcwLWIDRs2YOfOnTh8+DDc3d1x69YtNGzY0Oh4TeE7ZofAUNfRxLmnFKfo3Wu9vTXW9FiDZ/nP\nUKIoQbBLMDxtPSv8GV28uqCLVxfzA2sBdjw7dPToiOtp1wFoFUJVnMBWIVWVSiUUCkWdMgHxeDyw\nWCzcvn0bTk5OWLZsGaKiokwKf4DJiGZ4e7Dj2elk44Z6hyK0fih9vvH+Rqy9S4VLe9h6lH/8rUTT\nvez9Ju9jatBUs7LTHFaxA9A0hRGJDPcYrY0moG7dulWqPgdBEFCr1bXu+zIwVIbFXRbjYspFhHqH\nwsvWC9nSbFzYcwEA8DhXG3JdGxK33gStXFvh1Aen4CRwAofgoKTYtOw0h1Usq3NzqcYLjo6OBu/X\nxh1AZanN7S8ZGCqKt9gb45qNowvDuQhdsCp0lc6Y5s7N8WnIpzUxPavE09YTAo4AEqXErOw0h1VI\nVc2XcHEx3GD5bVIATPMbhredrl5d6YQuAFjceXGl7P91HRuujVnZaQ6rMAEVFlLV7uzs9EudApQJ\n6G1SAMwOgOFtRsgRYl3PddgUvQnNnZrD36l2JW29KTgsjlnZafYd1TmhylJQQPUJtbfXT/QAAA6H\n81Z0C5NKpVAoFJWu68HAUFdo694Wf7r/WdPTsHrMyU5zWIWkycujijsZs2M5OTkhKSkJHA4HYrG4\n1jlI1Wo13TdZqVRCqVRCpVKBJEmoVCqo1WoolUpIJBK4ublVOqaXgYHh7cKc7DSHVSgATUd7W1tb\ng/f5fD68vb2RkZGBtLQ0EAQBFosFNptN/1dzrfx1zTGLxQJBEPSP5lxjWtIrN/2qaT2gFeAkSeoc\na4R32WONMNf8aO5r5sLhcMDhcHTmzOPxIBQKUa9evUrH8zIwMLx9mJOd5rAKBSCVUtX8hELjoV4C\ngQANGzakBbNmRa0RumV/NNcVCoXOGM2zmufLnpd3vP5/e2ce3lSV//932mZpkzRNulAofK0URcDS\nAiIgizoigpQpouAgIMii2BEYCyOCVAqozDNYquI2jjpVkEdBRRZBFlHZBEQQWQRsWVqge5O0aba2\nef/+6O+eaaaFBuwG3Nfz5Glyz7m3Z/18zjn3nM9HUhQAvBRIze+ScpG+BwQEwM/PTwh56XfNZ8nI\nyMg0FL7IzsvRIhSA1WqFv7+/T4cZao7g5bVyGRmZG5krkZ110SK21pSVlUGv18ujZBkZGZkr4I/K\nzhahAKxWK0J89LQlIyMjI1NNWloaCgqu3FeyhIIt5NTRtWjuQYIkrFYriouLYbVaUV5eDqvVCrPZ\njOLiYpSVlcHlcsHtdsPtdqOiogJ2ux3l5eVwOBxwu91iZ1BNar5bUKlUUCqVCAgIgFKphFKpRFBQ\nEEwmE4KDg6HX62EwGKDVahESEgKDwQCNRgONRgOtVguDwQCl8tq1hHg5KisrYbFYYLPZUF5ejtLS\nUlG2DocDTqcTNpsNZWVlsNvt4uN2u+FyueB0OlFRUVHr5b30ngj47yYBqdxrlq1arYZSqYROp4PB\nYIDBYEBwcDCCg4PF94iICBgMhmt2lltWVoaSkhKUl5eLj91uR1lZGcrKykT5St+lMnU6nXC5XKio\nqIDb7fZq4wqFQrRtaSOEXq8Xn5rlFxISgpCQEPHdaDReF+3Z5XLh4sWLMJvNKCkpQX5+vmi/TqdT\ntFWXyyXatNRWpfebXbt2xZIlS67q/7eIRfQZM2bg6NGjCAwMREhICEwmkxBogYGB0Ol0MBqNojGY\nTCaYTCZotdoGew/g8XjgcDhQVlaG0tJS2O12lJaWorS0FDabDfn5+cjPz0deXh6Ki4tFmNlsRm5u\nrk+O3qWGLjV2rVaLwMBAqNVqsUtIesch7SxyuVyorKwUikMy/iQpEYvF4vPBMY1Gg5CQEISGhkKn\n00Gr1cJkMiEsLEx0rIiICISGhkKr1YoOKHW8wMDABhdgbrcbhYWFKCkpEcKjuLgYxcXFQpDYbDaY\nzWaUlpbCarWirKxMCCGbzYaioqIrOjwXGBiIwMBAqFQqqNVqaDQaoVxrvryXPgDExgGHw4H8/Hyh\nWOx2uxB29Z1VUalUiIiIQHh4OCIiItC6dWu0atUKrVq1QlBQEEJCQhAWFgaj0YiwsDCEhIRAp9M1\n2CFIknC5XGLwIQlxafCSm5uLvLw88TcvLw8lJSWiLnxBrVZDp9MhMDAQAQEB0Gg0QkGqVCrRxoHq\nQZ/T6RQDI6fTKfqf9HLzcgQFBUGn00Gv14syDQ0NhclkQlBQEMLDwxEWFibausFggNFoFMqkIcqV\nJNxuN+x2O2w2G0pLS1FYWAiz2Sx+S3mSBoW5ubkoLCxEQUEBCgsLL/t8aX1frVYLeVGzrfr7+8Nu\nt191+lvEDGDGjBk4cOAAnE4nSkpKYLFYUFZW5pMxNaVSCbVaDZVKhaCgIDE6U6vVooAk+zpVVVWi\no1ZUVAgBInXi+vD390dERAQiIiKEggoJCUFkZCRat26NsLAwMQo3GAwwmUwwGo0IDg5GQEBAo4z+\nPB6PGIlZLBaUl5fDYrHAarXC6XTC6XSKGYk0iispKRGj5eLiYpSUlKC0tBQul6ve/Gu1WqHApE4u\nzUj+d+stUN3JpfMPUieXOr3NZvNJsEjCURpd6/V6BAUFQavVQq/XizrRarXimtRZpI8kKDQaTaOd\nKq+oqEBpaSksFovo+FarFVarFfn5+SgoKEBBQQGKioqEkC0oKEBFRcUln6lQKITylYSoUqkUbbzm\ndmLpFLnH44Hb7YbD4RCCSRo91tfd/fz8EBERgTZt2iAyMhJhYWEwmUxo06YNQkNDRblrtVoEBQWJ\n2adOp4NOp2uwUXlVVZWXwrdYLKJcLRYLzGazkBNlZWWiXAsLC2GxWOoVilK5arVaUa6SHJEErLQi\nUbMNu1wuuFwuOBwOMev0RYQGBAQIedGqVStRtlFRUYiKihKKv1WrVjAYDEKOKZXKRp01tggFUJf9\ne5Kw2+1wOBxiBGi1WlFaWoqioiKYzWYxgpGWV6TpkjTtrHngSlpOqdmJpEYrjcaDgoLE9FMaAQcH\nB0On0yE8PByhoaE+VcbGjRvx4IMP1htv5syZSEtL86mMZsyYgddff73eeKtXr8bIkSPrjVdZWVlr\n9mS321FQUCDKVhJeNQWazWYTwkUa+UofSclKZQ5AKAVpqi8tnahUKuh0OphMJjFSkwSJ0WhEeHg4\ntFqtTwI7MzMTHTp0qDfPy5Ytw7Rp0+qNl5SUhLfffrveeHPnzsUrr7xSbzwA+PXXX9G1a22HJh6P\nR0z5pWUAaQZUs/ylqb80eJHauFTW0kdSBmq12kv5Se1bauvSb6mdh4aGCkVaX3lv3boV999//2Xj\nxMTEoLKyEk6nE/n5+fWWz7PPPov09PQ//H8lPB4PioqKxOyl5rKsxWIRA83y8nLRfqWBiTTTlmaV\nNduwWq2GWq0WgxKdTgeNRiNkh1SWJpMJOp1OKMj/nT2Xl5f7bMFz0aJFSElJqTNMWjq32WxXdRag\nRSwBSQ3WaDQiNzcXQLWGlhpqWFgYoqOjRfzz58+jbdu2l33mlbxTMJvNPp2k2717N/r2rd+5hK9m\noO+55x6f4gHAwIEDfYrnq3PoTZs2YdiwYV7XgoKCEB0d7VXW586dq9eHAeB7eefn54uOdsstt1w2\n7r59+9Cr16XdBkr89ttvPimAmvm6HEOGDPEpXp8+fXyKB1SXY10KwM/PTyxJREVF4eTJkxgwYEC9\nz6tLgdeFw+HweY/4zz//jMjIyHrj+TJbPn36tE//U+JPf/pTg/xfANixYwcGDBggFNqlKC0t9dmG\njq8GKc+ePetTO9u+fXut/ncp4uPjLxkmzVQ0Go3Py3Q1aREzgJqasQUkR6YRkev6xkCu56bhj5Zz\ni9gGKiMjIyPT9MgKoAVy8OBBpKamorKysrmTItOIFBUVISUlBWfPnm3upMg0IiTx/vvvY82aNc2d\nlFrIS0CNQH5+PsxmM7Zv3w6n0wmj0YgJEybU+QL5tddeQ1RUlNeL265du+LYsWMoKSm5ajOvLZXr\nqa7Ly8tx4cIFHDlyBOfOnYNCocCYMWPqXHc+dOgQPvzwQyxbtkxcW7BgAVJTU5GRkYHx48c3ZdIb\nneupnkkiKysLBQUF2Lu32iF7nz59LvkOaOTIkXjjjTfQunW1H+OjR48iNjYWw4YNw7p16xo0bX+4\nnNkCACA+1yoVFRVcsGAB4+LiqFKpvPIEgJ9++ilJ8vDhw6yoqBD3zZo1i+3ataPD4SBJ5ubm0s/P\njwMHDmyWfDQ210Ndf/755xw0aBBDQ0Nr1fPIkSNJkjk5OczPzxf3/PjjjwTAHTt2iGsDBgwgAFqt\n1ibPQ2NzPdTzyZMnOX78eEZHR9eqZ41GQ5fLRbvdzuPHj3vdFxUVxRkzZojfr7/+OgHwww8/bPA0\n/tFybhG7gObPn9/cSfjDFBYWYv78+YiLixNLN5988gmGDh2KnTt34u6778bFixcRFxeHFStWYMyY\nMQCA6dOn46OPPkJGRgamTp0Kp9MJj8eDjh2vTy9I10Ndp6Wl4cyZM8Jvw9ixY5Geno4zZ86IrXij\nRo1CZGQkvvzySwBAr169kJCQgIULF2Lr1q0Aqk35RkZGQq/XN09GGpHroZ7Xr1+P5cuXIzY2FkD1\n1tZ169YhODgYx48fh0qlQlpaGp5//nmUl5eL9vDSSy8hKSkJs2fPRuvWrcXunMbo03+4nBtYId3Q\nHDhwgG63mx9++CEBcM2aNV7hK1euJAB+//33XteTkpKo0+l46NAhbtu2rdFGCzINw9mzZ3nx4kVm\nZWXRZDJx7NixXuEWi4UajYbTpk3zuv7tt98SAP/5z3/S4XCwVatWHDp0aFMmXeYKKC8v5+HDh+l2\nuzlkyBAGBwfT5XJ5xUlISGDbtm1ZWVkprrlcLkZERPCuu+5iZWUlJ06cSAB0Op1NnYV6kV8CNyA9\nevSAUqlEYmIiVCoVduzY4RW+c+dOdO7cudY+7xEjRsBms2H//v04fvw4ANwwPpCvRW666Sa0bt0a\n7du3R8+ePbFr1y4vUxTSqfakpCSv+/r27Yvw8HBs27ZN2H2R67nlEhQUhK5du0KpVOKhhx5CaWkp\nfv31VxHucrmwf/9+PPXUU15nYFQqFRISErBnzx44HA7Rp1uiHagW0fpWrVqFjIwMn15iuN1unD9/\nvglSdfWYTCZ06tQJmZmZXtezsrLqNN0qxbvzzjtx8OBBAMB9993XNIltQqxWK9544w3s2bPHp/jF\nxcWwWCyNnKo/Rt++fXH27Fmvw39ZWVkAUGtpx2KxoKioCL169bqu65kkPv30U3z88cc+9WmXy4UL\nFy40QcquHukAaM0+bbPZUFBQUOdhsszMTHTp0gUKhQK//fYb+vfv3yJdvTbZO4AzZ87g/PnzUCgU\n6NWrl7AZsnDhQrGOVVZWJo7ql5aW4vfff0ePHj28nvP6668jJSUF2dnZlz3l19z4qu3Ly8vxxhtv\nYObMmYiPjxcdISMjA4899phX3JtuuqnFW0wliZ9++gkulwtGoxG33347gGrhP3jwYOzduxdqtRqn\nTp3C//3f/wGoFphKpVL8lnjggQcQERGBjRs3Nnk+fOVKRnVLlixBx44dMXfuXHz00UcAgDVr1mDI\nkCFep3rDw8OvifcCp0+fxoULF6BQKNC7d28EBASAJObPn49FixYBqG7fTz/9NIDqNpCVlYXu3bt7\nPWfp0qVYtGgRsrOzERYW1uT58IUrqec9e/Zg586d2L9/PxwOB6xWK44cOYIffvgB7dq1E/GCgoJ8\nOnndqDTW2tLRo0f5wgsvcMCAATQYDPTz8xNvq5955hmS5DfffEMA3Lx5M5OTk6lSqXj+/HmS5Jo1\nawiAmzZt8nruk08+SaPRyKqqqsZK+lWzfft2FhUV0e12Mzo6muPHj/cKnzZtGiMiImi328W1WbNm\nMSoqigUFBSTJF198sdaOA+mzatWqpsyOT3g8Hm7YsIGTJk1iTEwMdTqdSK9CoaxsQ+IAAA/kSURB\nVBDvO5544gnGx8fz559/ZmxsLO+77z7xjL/85S9s27Ztrd0wBoOBTz75ZJPmxxdOnTrFw4cPkyRn\nzJjB4OBgrzXg77//ngC4ZcsWcW337t308/PjunXrSJL79u2jWq2us54fffTRps2Qj/z666+cO3cu\n+/XrV6tP/+1vfyNJbtiwgQC4bds2zpgxg2q1mrm5uSTJ1atXi7CaTJw4keHh4S2uT7vdbq5bt45V\nVVXcsWMHAfCbb74R4S6Xi61bt+ZTTz0lrlksFnbq1IkTJkwgSTqdTnbu3LnOejYYDCwrK2vyfNWk\n0RRAz549GRAQwICAAALggAED+PXXX/PNN9/k+vXrSZLJycns1asXyeoXLgaDgbNnzyb5XwWg1+tF\nAyKrFUCrVq0aK9l/iI0bN9JgMAghKOVT4tChQwwMDOS0adP4+eefMzk5mf7+/ly7dq2I4/F4uGjR\nIo4YMYLJycnMyMhgTk4Ojx49KraKtiROnz5NAAwKChINe86cOdyyZQtTUlKYk5PDqqoqtmvXjkuX\nLiVJfvHFFwTAgwcPkqxWAACYkJDg9WyDwcDp06c3eZ7qIzc3l507d6bRaCQA0dklXC4Xu3fvzp49\ne3L16tX897//Tb1ez4kTJ3rF27JlC0eMGMExY8bwgw8+4IEDB5idnc3s7OymzI7PdOvWjUqlUvTp\ne+65hxs3buSyZcv49ddfkySnT5/Ovn37kiTLysqo0+n4wgsvkPyvAggODvbaIjtx4kRGRUU1fYbq\noaqqilOmTKFer6dSqaTJZKLb7faKk5qaSqVSyeXLl3PVqlW88847GRMTw8LCQhEnPz+fY8eO5YgR\nI/jqq69y/fr1LCws5JEjR+jxeJo6W140mgLYvHkzd+/eza1bt1KlUtXZkePi4vj444+L36mpqezQ\noQPJ6r3WkkCp2XEmTZrEUaNGNVay/zBbt25ljx49OG3aNK9RocTSpUtpMBgIgB06dPAS/tciFRUV\nfOutt1hYWMhnnnmGALh7926vOCdOnCAAISTsdju7desmBMPIkSNFXW/evJlktSLU6XT84osvmjZD\nPpKbm8vhw4dz4MCBzMrKqhV+8OBBtm/fngCo1Wo5d+7cOtvDtcSmTZv4448/8ptvvqFSqWRycnKt\nOF26dPHqr/PmzeNtt91Gkvz0009FPdec2Y0fP56PPfZY42fgKqiqquKCBQsYGxtbZ1u02+0cMmSI\nUIpDhw5lTk5OM6T06miSbaC9e/dmfHy8l7bLz88Xo0Wz2czFixezX79+NBqN9Hg8fPrpp3n//ffz\nq6++op+fnxhNR0dHc/LkyU2R7EbDZrOJ7WXXE+fOnSMALl682Ov6m2++KUb8x44d41//+le2bduW\nU6dOJUmaTCYuW7aMU6ZM4c0338y8vDzu27ePALh169bmyEqD4PF4eOzYMa/R4PXCHXfcwTvuuMPr\n2sWLFwmAKSkpLCkp4csvv8y77rqL4eHh9Hg8nDJlCgcPHswvvviCfn5+Ynm3Zlu4VsnJyWFmZmZz\nJ+OKaRIFkJKSQgBeI6Dz5897rYcFBQUxJCSEAHjgwAFOnDhRNIrZs2dTpVIxNTWVgYGBXqfsZFoW\nt956Kx9++GGva2lpaV51HR4eTqVSyZiYGJKkVqvld999R4vFwri4OHbq1IlTp04lAO7Zs6c5siFT\nD3PmzKl1+vTs2bOX7NO//PILH3/8cfH+b+bMmVSr1VywYAHVajVnzpzZHNm44WmSbaCXs1s+ZswY\nLF++HNnZ2di3bx8A4NixY15xFi9ejMcffxypqalwOBwYMWJEo6ZX5uq5VF0HBgYiJSUF27dvx4UL\nF5CSkiLca0oYDAZ8++23sNvtePfddxEZGYnevXs3VdJlroDL9elx48ZhxYoVyMnJwe7duwHU7tNL\nlizB6NGjMX/+fLhcLrlPNxONtg3UYrFAqVRCq9XC7XbX2r7I/78/OD09HeHh4QCA0NBQREZG4vff\nf/eKq1AosGTJEhw7dgzh4eHo379/YyVb5iq4ePEiWrduDYVCAbfbXcstIEn06dMHCxcuFNfuvvtu\nvPjii8IBkERoaCiWL1+O4cOH4x//+EeLPDxzo2I2m4U3rEvVM1C9VVtysCR5d6urTy9duhTHjx9H\nVFTUFTnXkWk4Gk0BnDt3Do888gjat2+PPXv2ICEhwUsJ7Nu3D3FxcUL4S1zKnWFISIjPB4hkmpYV\nK1Zg+fLlMBgMyMzMFHvAJfbt21fLo1nfvn2FtcT/pX///l4zA5mWwZkzZzBq1CjExMRg9+7dSExM\n9Arft28fevTo4eVdT6FQ4JFHHqnzeUajUcz6ZZqHRlsCiouLwyeffIKTJ09Cq9Vi9uzZXuFRUVF1\nuvubO3fuJU0ny7RMnnvuOYwdOxYHDx5Ev3798NBDD3mFx8XFoX379l7X/P39sWbNGnTs2FGu62uE\n7t27Y/ny5Thx4gT0ej3+/ve/e4W3bdsWPXv2rHXfvHnzMG7cOLmeWyCN7g/A7XbD4/H47KtW4tSp\nU8jKyvLZP6tM81NeXo6goKAr7ujr1q1D3759ERoa2kgpk2lIrrZPZ2Zm4uzZsz77t5ZpfFqEQxgZ\nGRkZmaan0ZaATp8+jVOnTtUZduLEiUsa+SKJQ4cOwe121xnucDhw+PDha97L0PWGzWYTNoD+l5KS\nkku2BQDIycmpZQzsq6++wjvvvAOHw9HgaZW5Okjil19+QV5eXq2wqqoqHDx48JJuTG02G44ePVpn\nWGVlJQ4cOACz2dyg6ZXxgYbeV+rxePjBBx9QpVLRz8/Py1tOdnY2H3jgAWEHo6ZdDbLaXkpcXBwB\nMCYmhidPnvQK/+STTxgVFUUAvPfee2mxWBo6+TJXwW+//cY77rjDyyYMWd0WXnnlFer1egLgpEmT\nvA6/lZeXc+LEiQwICKBSqWR6ero4LCi1g1mzZjV5fmRqY7VaxUnvmJgYL7v427ZtY6dOnQiAnTt3\n5rlz57zufe+99xgRESHMfdhsNhGWl5cnToL379+/2U0j3Gg0qALweDycMWMG/fz8OG7cOCoUCv7r\nX/8S4bGxsdTr9WzTpg2XLFlClUrFzz//nCRZWFhInU5Hk8nE7t27c9asWVSpVDx16hRJcseOHVQo\nFAwPD+fDDz/M4cOHs0OHDiwtLW3ILMhcIT/++CODg4MZGxvLnj17Mj4+XoS9/fbb9PPzo9Fo5LPP\nPsvu3btz0KBB4kDgE088QY1GQ71ez1dffZURERGcM2cOyf+60QsICLimjtZfj1gsFvbu3Zt6vV4I\na8n8xdmzZ6lWqxkWFsa+ffsyKSmJer1e1JlkHC4sLIzjxo3joEGD2LVrV9rtdp4/f54dOnRgREQE\nExISCKDFGYS73mlQBVBcXEylUiks6EVHR/O9994jSe7atYsBAQG0WCzCqNlnn31GjUZDi8XC1157\njV26dGFVVZUInzVrFrt27UqSHDNmjLAb5HA46Ha7ed9993HSpEkNmQWZK2Ts2LFMSEhgZWUlFy9e\nzG7dupEkKysrGR8fz1dffZUVFRV0u90sKSlhTEwMX3vtNRYVFVGr1fKHH34Q9X3s2DGq1Wru2rWL\n58+fF/ZVJMubMs3DmjVrGBoayuzsbJ46dYoAePr0aZLkggUL2KdPH3o8HjocDmHyoX///iSrPWZN\nnz5dhDscDvbq1YvJyclMT0/nrbfeSrPZzC1btsgKoBlo8CUgs9lMj8fDjRs3Mjg4mHl5eSSrLf7V\nNPxGVtvPAMCCggLGxsZy2bJlXuFffvklo6OjabFYqFaruXfvXq/wOXPmCCfcMs2D0+mk3W5nSUkJ\n4+PjmZ6eTpL86aefqNVqvaw+ktUCYeHChXz77bcZGxtby0Baq1athI2Yu+++mwC4YsWKpsmMTJ14\nPB6azWaS1RZ8+/XrR4/Hw4qKCt588838+OOPveL/5z//YVxcHPPy8ujv78+jR496hSclJXHy5Mms\nqqqi1WplRUUFR40aVcu1pkzj0yi2gKqqqhgeHi5G/yR5++231/Jzu3TpUvbu3ZsOh4MAeOTIEa/w\n0aNHc9q0adyxYwc1Go1XmN1uZ2xsbK3GJ9M8zJs3j926dRNruG+99RZ79uzpFefcuXMMCwvjoUOH\nOGHCBCYlJXmFf/fdd9TpdKyoqCBZbSUSAF966aWmyYTMZTl06BD9/PzEsmxeXh4BeJmv9ng8fPDB\nB5mSksL169fXMt1usVjYoUMH4ReBrJ5hBAcHs6SkpGkyIiNolJPAaWlp8Pf3r3VSsKbf1L1792LB\nggXYsmVLneEZGRnYvHkzsrKycOTIEXg8HpCEQqEASTz33HPQ6XS1vGbJND2///473n//fSxcuNDr\nDEDN+nQ6nZgyZQqGDx+O+Pj4WuEXLlzA5MmTkZaWdlk7MzLNg9vtxrx583D//ffjlltu8QqrWY/L\nli3D4cOHsWrVKnz33XdeYVVVVZg+fTrat2+PhIQEANVewl5++WWMHj3a6wSxTBPR0BrFbDZTq9Xy\ns88+87o+duxYdunShWvXruWSJUsYExPDlStXkqyeMdx2220cNmwYN2zYwOTkZHbs2JH79+8nWT3S\n0Gg0nDlzJtetW8eHHnqI/fv358WLFxs6+TJXweTJk3nvvfd6Xdu1axf9/f2Znp7O1atXs0+fPhwz\nZozwhpaenk6TycSVK1fygw8+YKdOnZiamuq1C0SeAbQcNm3aRABeo3SXy8V27dpx9OjR3LBhA59+\n+ml26dJFzOTPnDlDf39/vvjii1y7di0HDx7MQYMGsbi4WDzjnXfeodFoFLM+maalwRXA0KFDCYDd\nu3dnYmIiH374Yebk5LCwsJCJiYlUKBTs168fT5w44XXf4cOH2atXL/r5+fHRRx+ttcVz7dq1vPnm\nm6nRaDhnzpxr3rnG9YK0y8NoNPLPf/4zExMTmZGRQZJctmwZTSYTw8LC+O6773rd53a7OX36dKpU\nKt56661e7hMlZAXQMrDZbML72QMPPMDExEROnTqVVVVV3Lt3L+Pj4+nv788JEyZ4bfEkq53AtG3b\nllqtlosWLfJS8GfOnKFaraa/vz+HDRvGxMREpqSkNHX2bmga/CRwcnIyfvjhBwwcOBA2mw179+7F\nypUr0bFjRwDVU/2oqKhL3n+5cLfbDavVWsuAnEzzsWfPHiQlJeH222/HTTfdhJ07d+LBBx/E888/\nDwAoLS2FQqG4pJPzvLw8hIeH1+nsft26ddi/fz8mTJiADh06NGo+ZC6Ny+XC4MGD4efnh969eyMz\nMxMWiwUbN26Ev78/SCI3Nxdt2rSp836n04ny8vJapj7y8vKQmJiIiIgIxMXF4fDhwzAajfj444+b\nIlsykE1ByMjIyNywNIlDGBkZGRmZloesAGRkZGRuUGQFICMjI3ODIisAGRkZmRsUWQHIyMjI3KDI\nCkBGRkbmBkVWADIyMjI3KP8PqWdh2/Fe3HwAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7eff4c2af160>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# With xkcd-based styles\n",
"with plt.xkcd():\n",
" df.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The official matplotlib xkcd gallary can be found at http://matplotlib.org/xkcd/gallery.html"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment