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1f7c63a080d4cffcf1a5b2a7cae53af0
mooc-rr
Commits
817f097b
Commit
817f097b
authored
Sep 14, 2020
by
1f7c63a080d4cffcf1a5b2a7cae53af0
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588023a2
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exercice.ipynb
module2/exo3/exercice.ipynb
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module2/exo3/exercice.ipynb
View file @
817f097b
...
@@ -22,14 +22,14 @@
...
@@ -22,14 +22,14 @@
},
},
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count":
282
,
"execution_count":
320
,
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [
{
{
"data": {
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA
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
=\n",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA
lYAAAHfCAYAAACS8paSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzsvXmUZlV57/89VV3z0PRINw1NN4NAAGlEEGQqBAS8qDgkXozB67CMcULN9apRL8kV1krulV8wGk1CJGriDA7RCMhU0EpHWpRmEOim57m6qrpr7hr374+ndt5Tp86w9zn7DPuc57NWrep3rNPvfs853/N9vvvZjhACDMMwDMMwTHLq8t4AhmEYhmGYssDCimEYhmEYxhAsrBiGYRiGYQzBwophGIZhGMYQLKwYhmEYhmEMwcKKYRiGYRjGEJHCynGcExzHecRxnOcdx3nOcZybZ+//S8dx9jqO89Tsz+vS31yGYRiGYZji4kT1sXIcZyWAlUKI3zqO0wHgSQA3APgjAMNCiC+kv5kMwzAMwzDFZ0HUE4QQ+wHsn/33kOM4zwNYlfaGMQzDMAzD2IZWxspxnDUAzgXw69m7PuQ4ztOO49zlOM4iw9vGMAzDMAxjFZGlwP96ouO0A3gUwG1CiB86jnMsgF4AAsDnQeXCd/u8jtfMYRiGYRjGGoQQTtzXKgkrx3EaAPwMwP1CiP/P5/E1AH4mhDjL5zHB6xHay/XXX4+f/exneW8GEwMeO7vh8bMXHju7cRwnkbBSmRXoAPgagOfdomo21C55E4Bn424EU1z6+vry3gQmJjx2dsPjZy88dtUmMrwO4GIAfwLgGcdxnpq97y8A3Og4zjpQKXAHgD9NZQsZhmEYhmEsQWVW4C8B+FliPze/OUzRWLJkSd6bwMSEx85uePzshceu2nDndSaUt7/97XlvAhMTHju74fGzFx67asPCignluOOOy3sTmJjw2NkNj5+98NhVGxZWDMMwDMMwhlDuYxX7D3C7BYZhGIZhLCH1dgsMwzAMwzCMGiysmFC6u7vz3gQmJjx2dsPjZy88dtWGhRXDMAzDMIwhOGPFMAzDMAwzC2esGIZhGIZhCgILKyYUzgrYC4+d3fD42QuPXbVhYcUwDMMwDGMIzlgxDMMwDMPMwhkrhmEYhmGYgsDCigmFswL2wmNnNzx+9sJjV21YWDEMwzAMwxiCM1YMwzAMwzCzcMaKYRiGYRimILCwYkLhrIC98NjZDY+fvfDYVRsWVgzDMAzDMIbgjBXDMAzDMMwsnLFiGIZhGIYpCCysmFA4K2AvPHZ2w+NnLzx21YaFFcMwDMMwjCE4Y8UwDMMwTCJ+8hOgqwtYuDDvLUkOZ6wYhmEYhsmVz3wGeOqpvLeiGLCwYkLhrIC98NjZDY+fvVRx7PbvB8bH896KYsDCimEYhmGY2Bw9CvT3s7CScMaKYRiGYZjYbN8OnHQS8IMfAG99a95bkxzOWDEMwzAMkxv79tFvdqwIFlZMKFXMCpQFHju74fGzl6qNHQurubCwYhiGYRgmNvv3028WVgQLKyaUrq6uvDeBiQmPnd3w+NlL1caOHau5sLBiGIZhGCY2+/YBy5ezsJKwsGJCqVpWoEzw2NkNj5+9VG3s9u0D1q6ltgsMCyuGYRiGYRIghRU7VgT3sWIYhmEYJjbHHAN84AMkrG6/Pe+tSQ73sWIYhmEYJhdGR0lQrVjBjpWEhRUTStWyAmWCx85uePzspUpjt38/sHIl0NzMwkrCwophGIZhmFjs2wccdxzQ1MTCSsIZK4ZhGIZhYvG97wH33AO8+c3Aj35Et22HM1YMwzAMw+QCO1bzYWHFhFKlrEDZ4LGzGx4/e7Ft7B56CIi7yTJjxcKqBgsrhmEYhqkw990H/OIX8V7LjtV8FuS9AUyxqdqaV2WCx85uePzsxbaxGx4GFsRUAyys5sPCimEYhmEqzPAwUF8f77VSWA0Ps7CScCmQCcW2rABTg8fObnj87MW2sRseBoaG4r2WHav5sGPFMAzDMBVmaAioi2GzDA8DU1NAZycJK16EmeA+VgzDMAxTYS68EHAcYMMGvddt2QJcdx3w0kvAjh3AZZcBu3alsomZkrSPFTtWDMMwDFNhhodJWOkiy4AAlwLdcMaKCcW2rABTg8fObnj87MW2sYubsXILK14rsAY7VgzDMAxTYYaHgTiJHXas/OGMFcMwDMNUmOZmYGYGmJjQe92f/zmwYgXwiU8A09NAQwP9jlNWLBK8ViDDMAzDMLGYnKSZfYC+47R/f82xqq+nmYXyvaoMCysmFNuyAkwNHju7qdr4TU7G76VUNGwau5ERoKODfnQ/f3cpEOByoISFFcMwDJM7//qvwMc+lvdWVI+hIaC9nX5YWJmBw+tMKLatecXU4LGzm6qN33PPAYODeW+FGWwau+FhElX19XrCSggWVkGwsGIYhmFyZ/Nm+0PPNiKF1YIFesJKPrejo3YfCyuCS4FMKDZlBZi58NjZTdXGb/Pm8pyUbRo7Kax0M1bu4LqEhRXBwophGIbJlclJYNs2XmsuD9zCanhY/XXeMiDAwkrCwooJxaasADMXHju7sWn8hoaA9743/uu3b6dp+mURVjaN3fBwvFmBQcKqLGOYBBZWDMMwTCL27wfuuSf+6zdvpkaT7HZkT9xSIDtWwbCwYkKxKSvAzIXHzm5sGr/h4fjLogAkrF7+8vK4HbaNXVxhtXLl3PtYWBEsrBiGYZhEjIxQKS/uSbVswsomZB8rE44VL8RMsLBiQrEpK8DMhcfObmwaPxl6jts5XQqrspyUbRs7nhVoFhZWDMMwTCJGRui3zqwyN5s3A2efzY5VHnDGyjwsrJhQbMoKMHPhsbMbm8YviWM1PAz09wOnnFIeYWXb2OkuaSO7rnPGyh8WVgzDMEwipGMVR1i99BKJqpYWOinHDcAz8YjjWA0MUKf29va599skrA4eBN7//nTem4UVE4pNWQFmLjx2dmPT+CUpBb74IvCyl9FadfX11CzUdmwauzjCyq8MCNglrI4cAR5+OJ33ZmHFMAzDJCJJKXDzZhJWAM0qK0s50BbiNAj1C64DdgmriQna3jRgYcWEYlNWgJkLj53d2DR+SUqBZRRWNo1dnCVtyuBYjY8DjY3pvDcLK4ZhGCYRw8OUuTEhrGw5MZeFOH2syiCs2LFicsOmrAAzFx47u7Fp/EZGgGOP1c9YCTFXWJVlrTmbxs6bsVKZPOA3IxCwS1ixY8UwDMMUluFhOtHqOla9vYDjAEuW0O2ylAJtQgqrhgZyHVU+/zDHypbxGx9nx4rJCZuyAsxceOzsxqbxGxmhRZR1hdXmzcBpp5G4AspTCrRl7KamqCTW3Ey3VcuBHF4Ph4UVwzAMkwgprHRLge4yIGCX41EGRkbIrZLCVlVYlSFjxaVAJjdsygowc6ni2H3oQ8D0dN5bYQabxm94OL5j5RZWZSkF2jJ2sgwoUem+HtR1HbDLceRSIMMwTAQjI8Df/z0wOpr3llSPuKVA2RxUYtOJuQx4hZWKY3X4MI1Ta+v8x2xyrCYm2LFicsKWrAAzn6qN3cGD9LsMjgdg1/hJx4pLgcCGDcCll3bnvRn46EeBRx4Jf45sDipREVZBZUDALmHFjhXDMEwEZRNWNhHHsZqeBrZupXUCJbaXAicngfe9D/j97/PeEuCZZ2gdxjBkDytJlYQVh9eZ3LAlK8DMp2pjJ4WVLQf2KGwZv5kZKr/qCqvdu4GlS4G2ttp9tgur228HFi8Gxse78t4U9PfTTxhxSoEHDtBY+2GTsMo1vO44zgmO4zziOM7zjuM85zjOzbP3L3Yc5wHHcbbM/l6UziYyDMNE09NDv20+MdvI2BgJooUL9YSVtwwI2J2x2rYN+MIXgH/5F/pM8p5Ecfgw/YThJ6yiyrm9vSSI/bBNWOXpWE0B+HMhxBkALgTwQcdx/gDApwA8JIQ4FcBDs7eZkmFTzoOZS9XGrmyOlS3jNzJCrlN7u17Gyk9Y2ZqxEgL4wAeA//W/gJNOAlpaumMt72OSuMIqarv7+sohrHINrwsh9gshfjv77yEAzwNYBeCNAL4x+7RvALghnU1kGIaJhjNW+SBPzk1NVBacmFB7XZBjZeP4fe97lD362MfodmtrvHUTTTE1BQwOplMK7O2tdcr3YpOwytux+i8cx1kD4FwAvwZwrBBiP0DiC8By0xvH5I8tOQ9mPlUbu7I5VraMn3SsHEdvId+ylAIPHwY+/nHgH/+RloUBgGXLujA4mN82HTlS27Ywqu5Y5S6sHMdpB3APgI8KIXL8yjAMw8zn4EGgpcVOx8Nm3CdnnXKgXM7GjY2lwE9/GrjhBuCii2r3dXYiV2ElBVUawirKsbJl/NIMry9QeZLjOA0gUfUtIcQPZ+8+6DjOSiHEfsdxVgLoCXr9RRddhCWzI9HX14crr7wSt956K4BajkBenfHtYt2+4447sG7dusJsD99Wv+3O6BRhe9K+ffAgsHRpN558Enjd6/LfnqS3bRm/J58E2trodl1dNx5+GHjXu8Jff+GFXdi3D9i5sxt79tQe37OnG/v3A0Bx/n9ht7/85W7cfTfw0ktzH6dSXFdu29fS0oUlS4C9e7vR3R38/Bdf7Mbq1YD8vHfu7Mb27bXbfu+/cyewdKn/4xs3ds8K62z/v3Fuj48D27d347OffRBPPfUUANInRhBChP4AcAB8E8Adnvv/H4BPzf77UwD+b8DrBWMvjzzySN6bwMTEtrG78UYhHnss/usXLhTi6quF+Pa3zW1Tntgyfj/6kRCvfz39+1WvEuLxx6Nf8+yzQpx22vz7v/pVIf70T81uX5pcf70QX/va/Psvu+wR8f3vZ789knvvFeKCC2ifCOOmm4T4+tdrtx94QIgrrgh/zYoVQuzZ4//Y0JAQLS1625oXf/zHQvzrv/o/NqtbIvVR0E+dgva6GMCfAHiN4zhPzf68DsBfA7jacZwtAK6evc2UDKn0Gfuwbex27QL27o332vHxWi8lWzIeUdgyfnIhX0C9FOiXrwLsKiUBlGVyNziVnHJKV67h9f5+YM0aKuuFtX3QLQUKQRmrsoTXGxvTee/IUqAQ4pcg18qPK81uDsMwVWVoKP5Mqp4eYPlyzljlgQyvA+rh9SBhZduswKCZZR0d+Wesli6l3mJHjgQLIV1hNTREYqS52f/xBbOKYmqq9u+iUphZgUz1cOc8GLuwbeyGhvTXmpMcPEjCyjbHIwxbxs99cjYhrGxxPIDgk3N/f3fuwmrRIvoJC7DrCquwGYEAzQy1xbXiRZgZhik9w8PxHauDB4Fjj7XvxFwG3I5Ve3syYWWbMA4SVm1t+TpW/f01YRXWy0q383rYjECJLcKKHSsmN2zJeTDzsW3skpQCpbCy7cQchi3j53WsVDNWp546/37bSoFBrse55+bbx+rwYVqzcPFiPcdKZuRo3tl8ohwrwB5hVYg+VgzDMGkxNUUnVHas7EM3YzU9Tc6H30K+tgmrINejszPfzutxHasFC+j/Mzrq//yyOVZcCmRywZacBzMfm8ZOuhxJwutSWNl0Yg7DlvEbHtYrBQ4MkPCor5//mG3COEhYbd9ejIyVrmMFhIvjMjlWXApkGKbUyAO5iVKgDQf1MuFut6BSCuzvpxO+H7aVcouasZKlwLDw+vQ0fdatrXPvDxNWZXKsOLzO5IYtOQ9mPjaNnQlhtXx5uRwrW8ZPtxQYJqxsG78gYXX55flmrFRKge41Ht2wY5UcFlYMw+TO0BBQV8eOlY3otluIEla2jN/MDDA56e96FGGtwKjwul8ZEKiWY8XCiskFW3IezHxsGrvhYRJGJsLrNjkeYdgyft52C1GlQJn/8cOmUuDkJNDQMN/xAYCnn+7OLbx+9CiV+Vpawh2rIGEVlpNTdaxsGEMOrzMMU2qGhoDjjosnrKamqLv00qX2HNTLhGnHypbxCysltbSQYxXUtiBNpHB1HHaswuBSIJMbtuQ8mPnYNHZDQ8DKlfE6rx86RCeQ+nq7SklR2DJ+pjNWtoxf2In5ta/tQl1dPv8XWQYEwsPrcYRVmTJWHF5nGKbUDA+TsBoZ0b/Kl60WgPI4VrfdBuzYke82bN0KfOEL0c/TbbcQJqwWLKDxn5rS29Y8iHI88spZyeA6EK8UGCSshCiPYxWWjzMBCysmFFtyHsx8bBq7oSFaMLa5mcSVDjJfBdjleAQhBHDHHcB3v9ud63b87nfA3XdHP0+33UJYxgqwpxwYJqy6u7tzE1buzzduKdBvDEdHaYKJtz2DFxv2QelW+eXjTMDCimGY3BkaogO66iK+bmSrBaAcjtWOHeQMjI3lux2HD4c3lwToBAXUrvxbWui+MMcpzLECyiGsgHjfZRO4S4FtbTQefkJnaEjPsertjS4DAnY4VmmWAQEWVkwEtuQ8mPnYNHby6jmusCqTY7VxI/1evbor1+3o748WVl7Xw3Giy4EqwsqGMQybrt/V1VWIUqDjBOeshodpf/MStA/29UWXAQE7hFWawXWAhRXDMAUgqWPlFlY2uB1hbNyYrKeXKaSwCsu8uYPrkqhyYJSwssV1jJqun2cp0P35BpUDdTNWZXOsWFgxuWFTToeZi01jZ0pY2XBQj+KJJ4DzzgOeeaY71+3o76eSXljmTXetOfm+ZS8F5pmxcjtWQHCAXVdYlc2x4lIgwzClRh7kVWaVeSmTYzU9TaHxK66gsHCeSJcjrBzo51iFjaEQauH1op+YgeLOCvR+vuxYzYdLgUyu2JTTMcGDDwKbNuW9FWawaeySOFbedgtFP6iH8cIL9H9ZvRpYtKgr122RLkeYsApyrIJKgaOjtX5jQdhUCgzLWCUJrz/9NHD//fFe6y0F6jpWQcK4TI4Vh9cZJkO+9jUSV0y2mJ4VmEfHaxM88QRw/vn5zShz099PJ1ldxyps26PKgIA9rmOajtUPfwj8/d/He61fKZAdq7mwY8Xkik05HRPs2GHHQV0Fm8ZOTv3WFRQzM9R5XQqr+npqMinbANjGxo3ABRfQZ7F9e3eu29LfD5x0UrRjlYawKvqJGQgPQCfNWG3dCvz+9/Feqxpe1223UDbHioUVw2REmYSVTcip3yoNJt3099Nr3La+LSdmPzZurDlWefex6u8HTj452rHynpzDMlZR+SrArlJgWrMCt24Ftm2L9x1IK7yu41gVffw4vM7kik05naSMjQEHDhT/oKCKTWMXtxToDq5LbDiw+zE+Djz3HHDuufQ5LFjQldu2yKaSq1fHKwUGieOqlAKTZqy2biV36MUX9V4nBC1IniS83t5OWbiZmbn3qyxnA9jhWHEpkGEyYtcu+m3DQb1MTE/TZ97aakZY2epYbdoEvOxltc8hzoLUppDOUtiSKIB+u4WqCCsgvmM1PEyfX1eXfjlwZIScGLcbo9sgVC5b422zobIAM2BeWA0NBa93GBcOrzO5YlNOJyly0VsbDuoq2DJ2IyN0IK+r0xdW7hmBElsdK1kGBEisHDrUndu2SAEUdFKW6LZbUBFWNjgeQHp9rLZtA9auBc46S19YecuAgH4pEPDfD/NyrL78ZeCWW8y9H8COFcNkxo4ddLWcd7alasgyIFBtx+qJJyi4DtDnkGcfK1VhpdtuwRus9qPqjtXWrZRt+4M/0BdWfhk23VIgMH8/lKVBr4j2w/T+t2sXsHOnufcDOLzO5IxNOZ2k7NgBnHaaHQd1FWwZu6TCSs4IlNhyYvbidazGx7tyaxshBVAcxyqqFBgVXrdl/KIyVnkIKz9H0M+xmpmhC8jWVv/38Y6hnBHoONHbYNqx2revFtMwBYfXGSYjduwATj/djoN6mXBfOet2Xg8Kr9vmWA0O0lX5mWfS7cZGKo3m9f+QAkjFsTJdCrTFcYzK6cQNr2/dSm0uTj2VvhM6n4WfYyXH0C3SR0eBlhb6jqlsu2q+CjC//+3dm46wYseKyQ1bcjom2LEDOOOM8ggrW8YujVKgbWP45JPAunVAQ0Ptvubm7tyahOpkrHRKgaoZKxvGLypj1d5On493dl0U27aRY9XYCKxZA2zZov5av1JrczP1dnOXloN6WEm8+6FqvgpIR1gdPmx2MgeXAi1j717gppvy3gomDuxY5YNpYWWjY+UuA0paWvLrvu4WVmEzsrjzevDjdXX02egKAlkKBKgc+Nxz6q8NKrV6xzEsXwXMdx3zcqympkjUrV0L7N5t5j0BLgVax/PPAxs25L0V5rAlp5OUsTG6Klq71o6DugpFGDuVA6z76rmqjpVcysbNsmVdubVc8DpWQVkvvxN00gahtpQCozJWgH6AfWqKBMSaNXRbN2cV9Pl6A+xRwqoojtWBA8CyZVQaNVkO5FKgZezfb8dBgZnLrl3ACSdQmJNnBZrj3HOjrzTd/XTa2ujzn56Ofm8hqN2CN7xuSynJjVzKxk2e6wXKE3RTE5UnvT2NJGk4VraMn8rJWVdY7dpFFwryfeMIK7/P18+x8uthJSlKxmrvXuC446hRrUnHivtYWUbZhJUtOR2AMgRbt8Z77Y4ddJVoo9sRRBHGbvduuuoMw10KlOWToBO5m8FBOul7ZzbZ4nhIDh6k/8spp8y9f3Iy/4wVEJ6z0mm3MDlJ+2hnZ/jftmUfjMpYAfriWOarJGeeqSesgkqBtjpW+/YBq1bRRS87VhVm/347Dgpl5N57gY9+NN5ryyis8mZigg7gfX3hz/MGaVVPRn5lQMAex0OycSPwylfOn8re2ppf93VVYeXnWEnX1+s6Shcsasq+LcJYxfXQdazc+SqAOvFv20aiVIWgUqB3DFWElfu7l6djtWoVOVYmhRWH1y2jbI5VEXI6qhw5Qj9xkMKqpcWuk3IYeY+dLD1ELUfhLUskFVa2nJglfmVAAFi7tssKx8orrIJC2yrNQQF7hHEaGSuvsGpuJrfmpZfUXh9UatUNryd1rEyNX1qlQA6vW4YUVnk19qsyAwPxV5Nnx8o8qsLKXQoEzAgrm8bQb0YgkH/GKkpYTU/Tsa6lZf5jfuVAleaggD3jl0bGyiusAL2cVVrhdR3HqqGBvhsqOckouBTIACBhBZDVWAaKkNNRxYSwkldbZRDGeY9dXsLKpnYLQvjPCASA/v58MlYzM+T8HnMM3Q4SVqOjtTUevfiNoUpwHSiHsHJnrHSF1Uknzb1PV1ipOFZp9rFyHHP7oCwFnnACsGePueMyh9ctY//+fDsmV5nBweTCasECGj/VTAMTjE4p0GTGypYTM0Dfu6YmOnl4aWnJJ2M1OEilvAUL6HaQsApzPfxaLugIKxuOn6qOlao4FmJ+eB1QF1YzMzR2CxfOfyxLxwowN4b79lEpsK2Nfg4dSv6eADtWVjE8TH1IFi+258AeRd45HR2kY6V7VSN7WK1cSbdtOjGHkffY9fXRyVnXsVJd1qanx37HatMmaknhxznn5JOx8gqgIGHlF1yX+JUCOWMVTm8v7S/eUp5qk9CBAdp36uvnPxYnvC6/e+Pj9BPWnsGLaccKMFsO5PC6RezfTydnW664ysbgIAlb3YOy7GElSxplEVZ5099PZQ2VWYFxS4HeHlaAXeM3PFwruXnJK2OlKqzCTs5BpcAyZaxMzwr0y1cBtBrEli10bAsjzBFMEl7XWYBZYkJYDQ9T5UDuHyYD7BxetwgprGy54lIh75yODgMD9Fu3HCjLgJKyzAzMe+z6+6k3U9alQJscqzDXY+fO7lxKgd4AdBzHquqlQLnv6Qorb74KoBzbypVUJgwjrKu9XykwzIFyj59OvkpiYh+UZUAp6Ew6VlwKtAh2rPJFHsCSCitbrpiLjqqwqvKswLADfF5rBabpWFWlFCjRCa/75askKo1Cw4RVUsdKJ18FmBFW7jIgYLaXFYfXLcLtWJVFWOWd09FhYIBORiysiLzHLi9hZcuJGQg/OV9ySTUzVrbsf6oZK9UxDCoFAmoB9jDheswxdFycmaHbUcKqrY3+f3IR5DwcKz9hZbIUyI6VJZSxFGgTg4PA8cebEVa8XmBy+vvpRHH4cO2A7mVmZv4JOmhJFDcjI9Qnx6+cYZNjfPRo8AFe5XNIAxPCquqlQImJjBWgJqzCHKsFC2is5LZECSvHqTV5zcuxkqVACZcCK0oZS4F553R0GBignY8dKyLvsevrI0eptTV4TEZHyWV0z2RScazkjEC/QK1NFzZhB/hnn82nj5XXWco6vN7QQE6JiQaTaSFEOhmrtBwrYG45MKqPFVAT9mV0rLgUaBHsWOXH1BTtyCtXsrAqCv39dEBesiS4HOgtAwJqwipoRiBg14VN2Mm5tTW/jJVfeN3bxkS3FKjqWJlsMJkW09O0nX6tDdyoCqvRUfp83A6Nm9NPB158MVxshjlWwNwAe5RjBdT2w6JkrFaupD5WJppvs2NlEWV0rPLO6agyOEgHsYUL9YSVt4cVUJ5ZgXmPnTyRLl4cLqy8B3hVYeWXrwLsEsbj47S9flx7bTEyVs3NJCBGR+c+T6dBqBDRJ343RR/DqBOz3PdUw+vbt9PFXZBQ6+ggcbNzZ/B7RH2+budRR1jFdaySjp+3FLhgAbBiBQmupHAfK4tgxyo/pLDSXZvL28MKKP5B3QYmJ0m0dnSECyu/ad9JhVXR3Q43YSfoxkYSJFkvj+XnLPmVA6McK/cYDg2RA9fQoLYNRR9DVcejqalWNgwjrAwoiSoHqpYC/XKNfhTNsQLMlQO5j5UljI/Tl3Dp0uIfFHTIO6ejysAAuVW6wspbBgTKI6zyHDt59ew40Y6VaWFl0/iFnaAffbQ7lyahqsIqKmPlLgWq5qskRR/DKGEl9z3HUZsZqCqswjqwq5YCx8ZqLmQYSR2rJOfAmZmaUeHGVMsFLgVawoEDlPmoqytXKdAWBgbiOVZlFlZ50tdXOznrCiuVJW2q4FgB+XRf9ztBJ3WsVPNVkqLvgzonZpVjkgnHKqqdhXSsopqDSvJ0rHp76XPzlslNzQzk8HrG/Md/BE8ND8OtrstUCsw7p6OKXHzUlLCyqd3C3XcDv/3t/HBxnmMng+sA/Q5a1sbP9VAREwcOzL+alRT9pOwmrN1CV1cX2tuzb7lgohToFcdxhFWRxbFqxgpQy1lt2+bfdd2NSikgsuFXAAAgAElEQVRQxbFSyVcByRyrpOPnVwYEzJQCp6fpHC8XGU8DFlYe3vGOeOE4t7Aq+kGhjFTZsXr3u4E3vxlYuxb4+MeBX/4y/6nq7hOprmPV2kpXlGFrox04QEFWP2y6sCmaYzU2RgK9pWXu/UlLgarNQSVFH0Mdx8OkY/X888EX/qrhdVVh1d5O++3oKF206pDUsdq713+GpIlSoAyu66x9qAsLKw8jI/SjS1kdK1syViYdK9tmBU5M0JXsT39Kn8EHP0hXe5/+dHdu25REWDlOdDlw//5gYWXThU1UL6SshZUcN+9Jx0QpMK+M1eQk8L//t5n3kqhmrIDojNX0NM32W7s2/G8uXEgd1P1mBk5O0ucVVuKTpUCVHlYAvdfOnfS6Ok2lkFRY7dvn71idcEJyxyrt4DrAwmoOk5P0E8d6Z8cqX6rqWMlZY01NwNlnA7fcAmzaBPzN3wDr1+e3XTrCyu8gH9Z1XIhox2p8fH5ptIiEtVsAsu++HuQs6TpWbW0kvKS7kmcpcOdO4POfN7tPm8xY7dlDGSavS+jH5ZcDv/jF/PsPHybRFebCxCkFbt+un68CzDhWQaXApI5V2sF1gIXVHGSflqTCyqbwbBRlzlj59bAC7BJW09N0Nemd4XPCCUBDQ1cu2wSoC6ugIG2YUzM8TCeQoKvzujqa1p91m4I4RK03pxLkN0mQs6TrWNXXk1CQ7r+usDLp+u/YQb9N9D+S6GSsoo5JW7dG56skN9wA/PjH8+9X6RHmDq+rCqsdO/TzVUB6pcBFiygioNsE2k3awXWAhdUc5EHAhLCy5cRcFuI4Vn49rAC7hFXQQUK3UappvLMCg8LrfqVAIFxYhblVElv2waJlrIIEkK5jBcx123QzVib3QSmsTC2HAui5HlHh9W3bovNVkmuvBX71q/nvpyJc4zhWu3bl41gFlQIdJ3k5kB2rjDHlWJWpFFjmjJVfGRCwa1ZgkLDq7AQOHOjOfHsk3lmBcUqBQYIiLF8lsWUfLGrGyouuYwXMzcnlWQqUwmrPHjPvB+hnrKIcK1Vh1dEBXHopcO+9c+9Xdax0hdXkZH6OlZ+wApKXA9Puug6wsJoDO1b2Ih2r5mayilXKQGHCypbxC3Os4kzCMIX7RBq01hwQrxSo4ljZMoZh7RYAZN5uQVVYCREtrNxjqBteN10KXLHCrGOlOyswTBzrCCuAyoE/+tHc+1SEa0cHmQeHD6v3sQLyy1gFrZuYtJcVh9czJq6wmp6mXh+yYaEtV8sq2Jaxkp2OVVyrIGFl06zAoINEZycwNtaV+fZI3Af6xkbaJ/xOLnFLgUE9rCS25ByjMlZZO1ZBzodXWB09Sjm2sF5A7lJgng1Cd+wglyfLUqBuxkpHWL3+9cB99839fqs4VnV1FHDfs0fdsQKyd6zGx+nzWrbM//Gkvay4FJgxcUuBPT30pZbrYNlyUC8TckkbILmwssXtAIKvnOVMs7y+h94TaVCAPagUGBbaLpNjZWvGSmWtuaSlQNPCKstSoJuw45EQeuF1gL77Z54JPPJI7T7VBa4XLSK3R0dYxXWs4o7fvn104RTU4oFLgZYR17HyrmlUplKgLRkrWQoEqiesgg4SLS3dGBjIdnsk7vA6ECys0ioF2nJxE9Zuobu7u3ClQFnOVcnpuMcwTnjdxPiNjwOHDgGvelW2jpX7uBkWXj94kGZQ6rpC3tmBqsJ18WL6HIrsWIWVAQEuBVqHKWFVplKgLchSIFA9YRV0kGhry2dm4OTk/G7NQcvaxCkFqobXbRjDtByro0eBD384vHu9H0En6JYWchDkpA4Vx0qWAo8epe9Ea6v6dpi6ON29m0LQa9YU07F69lnqP6fbBfyGG4Cf/KTWJywNx0o+J+uMVdCMQAmXAi1jdJSuHtixqmFDxkoIfccqqIcVUI5ZgQCwYkVXLo7VkSPzmxXqlgJNZKyKvg8KQYIjaPySZKx+/GPgy18GnnhC73VhzpK7HKjiWMlSoHxPHfFgShjLi6elS2lbTO3XuhmroDF85hkSVrqceip9pnJ8VScHLFqk3nldiuk8HKswYXX88SSS46zpC3Afq8wZGaHAHDtWdnH0KIVo5c6iIqzklaxfHd8WtwMIP0h0diIXYeXnevgJKyHSnRVY9H1wYoJymWGCI24p8J//GTjtNAo56xB2gnYLK1XHamhIP18FmBs/Kazq6mh/N+VamVor8NlngbPOircN7nKgaqlVPkdFWDkOcPrp0fuaH0nGL6oU2NJCbnhPT7z3Z8cqY0ZGaGafCceq6Ad1VWzIWLndKkBNWB06VJvF6aUMswIBYHKyO5dSoKqwGhujbfebWRa0lIucgRs0Y0hi2rEaHNQvq0UR1Wohbh+rbdtoWaMvfnF+v6MowkSQV1ipZqx081WAufFzl/ul02ECUxmruI4VMF9YqTpWgJqwAoDnntNfgBlItxQIJAuwc3g9Y0ZHzQkrW07MZcCdrwLUhFVvb3B2oCyOVWtrsR2roHwVEOxYHTo0dwZuEKYdq/e9D/jud829H6B25RxHWN11F/COdwBXXAFs3qx+ZT81Rce+oBOptxSomrGK61iZFlYmFvCV6HZeHx6eX7qamaHF0888M942nHceve8LL+iF1wF1YRWXNEuBQDJhxeH1jBkZAZYv12+sWOZSYN4Zqz17aCHQMOI4VlUQVqed1pWLY9XXNz+X4RdeD8t6BAkKlXwVYP7iZvt2mhZvEpWcjq6wmpoC/uVfgPe8h74Xr3mN/6K9fhw5QqIqaJq7bilQZqx0m4MC5kuBAAmrrBwr93HTu26iZPt2EjpxHCGAxumNbyTXStexUmkQmoQ0ZwUCyUQylwIzxmQp0JYTc9G5807gjjvCn1N1xyroIFH0jFVQvgoIF1YqmQ/TFzd79wI7d5p7PyC81YJEriQwOan2nvfdR1fzMrdz3XXq5cCok7NueD1JxiqtUmAejhXgH2CXMwKTcMMNwHe+Q/9uaYl+vm4pMC5xhZUQVAqMElZJS4HsWGVInFKgEPOvosvkWOWdservjy5lmHasGhroZDY9rbeteRB2kOjtLXbGKk4pUEdYmRLHU1N08ZSGsIrK6TiOXoD9n/8ZeO97a7evvRa4/36173KUAIoTXh8ejpexMjF+soeVPEln6Vh5j5t+x6RnnokfXJdcfjl9L1U/X/m8qLFLSlxhdeQIZS6jHLWkpUB2rDJElgJ1hFV/P10puK8W2LEyR19ftLAy7Vg5jj2uVVQfqyI7VnFKgSo9rACzE0gOHqQLqCRNCf1QPcCrlgP37wcefRR429tq961eTReLTz4Z/XodYaXTbiGvjJWc+SsnR5h0rHRdD78AuwnHqrERuP569VLrokX02YYtRWSCuPufSr4KSFYK5PB6xkhhNTqq3iPDWwYE6Es7M2OH4xFF3hkrFWFl2rEC7JkZGHaAP//8fDJWJkqBQUvaqGasTArjPXuAM86gA3nc3jl+qOZ0VB2rb3wDeOtb5wse1XJgGo5V3IyVCWHsbQCcZXjde9z0OyYlabXg5s1vDp7h7GX58ngNP3WJO34qMwIBDq9bxegoHQx0GkT6CSvpeNheDpTLV+SJSinQtGMF2ONYhR0k8spYeZezAWrCyv2dCisFNjfThcnExNz7VUuBJh2rPXuoIWNnJ7lXpohqtyBRcayEAL72tbllQImqsIoq2cVpt5DnrECvsFq6lLZbrgmbhKQZq4kJmgxx+unJt+VNbwLuuUftucceCzz9dPK/GUVjI+UCdS9EVILrAB0DDh+Ot49zKTBjRkZoirpOpsFPWAH2lwMfeoiuCu67rzvX7ejrIxEU5v65F2AGqiWswhyrbduSZaze9z7gm9/Uf11///xZgU1NtJ3u/SqsFOg4/oIij4zV3r1URjrxRLM5K9Wcjoqweuwx+j9fcMH8xy65hKb1+y0p5CbKWdJtt5B3KdArrBzHXC+rpBmrF1+kbYuavKCC4+g5grruYRwch/Z3XeGjWgqsq6PjwL59+tvG4fWMkfZ2W1tyYWWzY/Uf/wHceCMdEOMsp2GSvj4qrYadFLylwIULqyWsgg7wSTNW998PbNig/7qgE6m3HBhWCgT8BYVOxspkKXDVKhJWJnNWqlfOKhd6MrTu18W9qQno6opuu5BWeD2vzut+a4GaCrDHcazcx6QkjUFtIY5rrFoKBOj7eOSI/naxY5Uxo6N0sKiyY3XPPcC73w389Kd0dXf22V25bcvkJB3ATzopvByoWwqcnKQT9jHHBD/HlvUCw66+rrwyfsZq504SEZs26b9WVViFlQKBYMdKNWNl6sImTccqzLGQOZ0ox+rwYdpf3/GO4OeolANNh9flMlN79+bTbsFPWJkKsOtmrLzhdVP5qiITR1iplgIBtcqEHyysMsZkKdBGx+pb3wI+9CFyKl71qvhfXFMcPkziZ8WKcGHldaza2kgUBZUP5QkkqBEiYJdjFSSsFi6M71itX0/NJZ95Ri8nMT1NIsCv6aGfsAo7OXuXtRkZIVHsHusg0nCsVq/OthQoiRJW3/42CaewxXJl24WwsTTtWAE0vuPj+k0w0ygFAmYdK51yEjtWc9m4kS4GvGOsWgoE4h/fuBSYMfJgYcqxsklY3Xkn8MlPUrZq3Tq6r6MDWL++O7dtklmd5cv1HKugfI4kqgwIlGNW4JNPdmNoKN5MtvXrgTe8gU6027apvy6se3dSx+rgQRLZYYsWS0xe2OzZU+yM1a9+BbzudeF/a+1aEka/+13wc6IahMqWMmNjao4VQNt+zDHUfVyHpOPn7WElMeVYRU3Z98tYucewCo5V2Bh+4QvAzTfT/vy2twHf+x59PjqlQHasLEDOYGhsrF4p8Ac/AG69FXjkEeAP/qB2f0dHvuUwuTTKsceGz8byOlZA+E6nIqzK4FjV15MDq7tEE0Bh6MsuA845R68c6LecjWTJkmQZK9V8FWBu/ISoXUVnLawkUcejXbto26KIKgeqZKGka6XqWHV06JcBgVrwOe7MZG8PK4mplgtJMlZDQ3SheNJJybejyISZCwcPUi5w82bg6qupVciqVSSGVVtHJHGsWFhlxOgonYR0Ox2XoRT4n/8JfPjDNKXcTWcnsHp1Vy7bBNSm7es6VkB1hFVYSaKrqytWy4WeHvpev/zl+sIq7OS8ePHcSQi6jpVqvgow5xj39ZFT09ZmPrwe1W5BNWO1axeVKaO47jpa8iYIHWGl41jFEVZ1dfFmlUn8yoBAdrMCwzJWzz1HfdF0XTzbCNsH5eze5ctp0sXPf06C9/HHoxdYlyRxrLgUmBHuKzBVYSXLLH6ZD5scqyAFr7sArGlUS4FBjlWQoCiTsIrKC6jMkPTyy18Cr341HfhNCyvdjJVXWGXtWMngOkCiYmrKXG8wExmrqSn6XFTKJ5ddRj2MZE7KjRBqjTx1Hav29vjT+5OMYZCwKoJjVYUyIBDtWHmdqYULgfPPV3//uI4VlwIzRM4IBNSFlXSr/DIfNjlWQQq+owPYtKk78+2RqDhWMzN0kPc6H1VxrMJs7e7u7liO1fr1dBIGSFg99ZT6a3WElW4pUEdYmXKsZHAdoP3cZDlQNWMVdjzavx9YtkztKr+5Gbj0UuCBB+Y/NjJC2xJ1wlm0iMo1U1PqojCOYwUkG8MgYbVkCcUb4pTH3STpY1WF4DoQPH5Hj9Lnn7SfVpyLRqAg4XXHce5yHKfHcZxnXff9peM4ex3HeWr2JyI6WXzkjEBAX1j5YVN4PeiL1tmZ/ACUBOlYhWWshoZIEHvD0iaEle3tFoB4B5/HHqMTMACcfDKNg5/L4YeuYxUmrLzL2uSRsXI7VoB5YaXSIDLMsdq9W60MKHnjG4F/+7f596suO7NoEYnN9na1SQRJhFUajpWpJqFxZgXKMay6Y9XTQxfLYbOyVYi7skRRHKuvA7jW5/6/FUKsm/35udnNyh5vKVBFUEQJKxscDyC8FLh4cVfm2yORQegwx8ovXwUkF1ZlmBUYJ2M1OEhdoV/5SrpdV0cnAdVlMPyWs5GYKAVmnbGSMwIlJnNWqjmdMGG1axeVt1S56SaaGfjrX8+9X7WJ56JFJOZUyoAAjW+RhBWQvOXCzAw5dmHCKmytwKo7VjrOcxhJHKvchZUQ4jEA/VHPs50kpUA/ylIKzDNjpVIK9C5nI6lSKdCkY/X44ySq3AcenZyV33I2kiVLauF1IdItBZoaP3cpEDDby8rErEDV4LqkuRn43OeAz3527v06wko6Vipcfz1wzTXq2+cmyTE0TFglbbkg9zkVx04iw+s9PSTKVC8QbCZMWKnO/AsjiWOVeykwhA85jvP0bKkwg9WH0iWNUqANJ2YgvBS4dWt35tsjkSfp9nZqPOnnIvoF14HqCKuwg0ScjJVss+BGV1ipOFbj47WZX0EkzVjZUApM2sdKtxQIAO96F7B9O7VXkaTlWL32tbWysi5hYzgwAHz3u/6PBfWwkiQNsKsIYm/GqqWFWvr89rfkVumIMlsJGj/Zjy4pRQ6vL4h+ii9fBfB5AGL29+0A3h305IsuughLZi9j+/r6cOWVV+LWW28FUPsCSus0r9sjI11oa6Pb27cDw8PRr9+/H6ir60Z39/zHm5u7MD5enP9f2O39+4GmpvmPd3QABw8+5fv/y+J2Xx8tJLxgAbB8eRd6eoCdO+c+/5e/7MbUFADMfX1nZxd27/Z//927gaVLw/9+c3MX+vuLMT5ht3t6uvHcc8BVV/k/3t/fPesSqb3fT3/ajXe+c+7zp6eBTZvUXr9lS/dsmWX+44sWAb293XjkEeCss7rQ3h7+fh0dNN7d3cBll9H4v/BCN7Zujf581q0zs/+9+GL37EKvdLuvrxvPPKP+eYbdPnqUvt9R+xet2en/+G9/243ly/W356/+qguf+Qxw223dcBzg8GEan6jXHzjQjS1bgFNPTf7/j7rd3Axs2NCN0dH5j8/MdOGmm4AFC7qxdOncx6nvWBcWLPB//9FRoLc3/vYdPux/vHTflrgf7+wEvv3t7tksW/qfX963m5qAp5+e//3esAFYsSL5+3d2AgcPRu8/3tvDw0BjY+32gw8+iKdmZ+j0Ra1UrooQIvIHwBoAz+o+Nvu4yJOjR4X4yEein3fnnUK85z3074ceEuKKK6Jfc9VVQtx7r/9jn/qUELfdpr6deXL55UI8/PD8+x9/XIhXvSrzzfkvTjhBiB076N/nny/Ef/7n/Od85ztC/NEfzb//zjuFePe7/d+3vV2IgYHwv/3lLwvxgQ/obW8eXHCB/+ci+du/FeLmm9Xea2xMiLY2IYaG5t4/OChES4sQk5PJt6elRYjhYSG2bRPixBPD3+tXvxLiwgvp3z09QixZEv33JaOjQjQ2qj8/iIULhejrq93evVuIlSuTv68QQrzlLUJ8//vRzxseps/Nj3XrhPjNb/T/9tSUEGeeKcTPfka3//qvhfjEJ6Jf95OfCNHQIMQ11+j/TV2uukqIX/zC/7HvfEcIQIhPf3r+Yw88EH78/ulPhbjuuvjbtWuXEKtW6b/uxBOFuPJKIb7ylfh/2yb+7M+E+NKX5t//wQ8K8cUvJn//3l4hFi3Sf11npxCHD4c/Z1a3KOkjv59YpUDHcdwFsDcBeDbouXlz4ADwD/8Q/bw4pcCwklJZZgXmuVagu4t3UM5KN7x+9CiNS1i2ByjPrECdUuATT1DnfW9+pqODyiqbN0e/R1RJSZYDo2YEyr8rS2C6gdemJvps4nbuBuhvT0zMnS23ciV9L03s26olidZWeq7f2pe7d+uF1yX19bTawmc+Q2FsnVLg5KR6xioJYaXAnh5a//DOO+dHBMLyVUDyWYFxMzqdnTRpoArBdSCbjNXgoP4+XojwuuM43wGwAcBpjuPscRznPQD+r+M4zziO8zSAKwB8LN3NjM+RI/RBRuUt4jQIDVtby7bwetCswEOHujPfHoDGa3KyNiZBwko3Y9XXR2I4KuNQhlmB3d3dWuF1v3yVRDVnFbakDVBb1iZqRiCQTFjV1SXr3A3UlrJxf1fq60lkmmoyGdZuQZYxHIf2A+8xaXSUjlvLlsX7+298I31Gd9+tJ6wA9YxVEsJyjocOARddRPmtr3997mNRwippxkrlxOwtCQK1RcXPPDP+37aJIGFlKmPV0EDf39FR9dcIUZDwuhDiRiHESiFEgxDieCHE14QQfyKEOFsI8XIhxBuEEPvT3cz4HDlCv6NOLnFmBYYJqzKE1/NcK1AG1+VJbfly/15Wuo6VSnAdsCe8btKxWr8+OGisIqymp4PHQyKXtUnbsQKSu8be4LrEVIBdJ0TrF2CXblXcILTjkGv1uc+RUCmisAoaP9kL6eMfB+64Y66bFyWsFi+m91VdtsxL3PBzZyd9n5I2xrSFoPEz5VgB+lWVqSm66Ep7OaEkswKtQAqrqJOLbilwepqeE3QSscmxChdWXYnKKXHx9kM69lgzjlWVhFVXV5eyYzU1BWzYAFxyif/jKsJKjkXYQUuWAqNaLQA1MSFE+AzcIJKOobeHlSQrYSUDt4D/MUm3h5UfV19Nn+vPf67eIFRuT9qEXZweOkRO3cUX03fqZz+rPRYlrJI2CVURVu6xk3R2VqMxqCRtxwrQnxmYRdd1oELCKurk4i4F+tnufu/b0RF8ErHJsQo6UCxYQPfrWK2m8PZDMpWxyktYjY0Bv/mNufeTRNnaqo7VU0/RtP2gMp6KsFIpJ+lkrBob6epyfDw/x8pvDb7Vq800CU3qWOn2sPLDcYDbbqOyu4pj1dJC45J3KVA6Vo5DrtXtt9ceixJWQLJyYBLHqir5KsB//xsdJXET5mrroOtYZdFqAaiQsIo6ubhLgY2NdJU8MRH8/LAyIFCO8DoANDV159Ik1JvVMZWxyktYPfAA8L73mXs/SdRagaqOVVi+CiCXZnSUnIIgdIWViushl7WJI6yK7lgdPaq+3lxYKTApF19M5bSXvSz6uY5Dx70sHCsVYQUAb3kLjcfGjdE9rCRpO1Z+GasbbwTe/vZ4f9NG/M6BcvFlU328dB0rFlaG0HGsZCnQcaLLgVHCyrZSYNCXrbU1n5mB3lKgrmMlg6IzM3Pv1xFWJvNlO3aYayzpxlTGKixfBdA+8fKXh7tWYcvZSHRKgUBNUBTJscojYxVUCkzqWEluvlndhVq0KBvHKmz8ZCkQIGf9Ix8B/vZvSWyuWkX3hZHUsYpTTnrNa4B16+L9TRvxGz9Ty9lIdFeW4FKgIXQyVu6DRVJhZVspMOjLduyxXbk4Vt5SYNBCzEGOVX09lS28U7FVhZXpWYE7dtD/ybRIjcpYtbbScyYng99jZiZaWAF0UggTVmHL2UjksjYqpUCgJqyqnrEKcqxMCSsd8nasJibo2HzMMbX73vte4P776XscVQYEkjlWKrMC/TJWVSPMsTKF7soS7FgZ4sgRNdfFXQoEqudYBZ2c81ov0Ot+LF1KJ25vL5+wWWh+5cC8SoE7dtBvk66VECSYGhqCn+M40TmELVtonP1EhJtzzqEsVhBplAKTOlZpCCu5iK/XDdUlqt2Cm6CMlYlSoC4rVmQzsy1oH5T7cJ3r7LVwIfDOd9IMRxVhlUfGqmpk5VjphtdZWBngyBG6qtOZFQhUx7GSWbIgYTUx0Z1LKdDrfixYQDuRXGtOErQIM1A8YbV8eU1gmUCKqqC8gsx5RNnlO3YAp54a/feiAuw6wkqnFNjbSxc+uifzJBc3ExO0j8scj5uWFnJLDhyI994S1bUCgfnCSghzGStdvv51as6ZNkHj585XufnIR8jZVBVWWWesqkZWjpVueJ1LgQY4coSs+zxKgTY4VpOTJFrqAr4Jra35OVbespJfziqoFAj473SyQWgUaQirri6zwkr1IBF1Vbdvn1qZ7cwzyd0K+l6bnhUI0HNeeile4DXJxc2+fXRlHTTr10Q5MEnGqq+PBF4WJTkvUS01TBE0fkHCas0a4D3vAc49N/q9jz+eHau08Ru/vB0rLgUaQjpWaZQCw04itpQCo8J8p5yST8bKLwjtbRI6Pk7lmKBySlEcq4EB+pzPO8+ssIoaO5nziMoh7NsXPYsKoBP52rXA88/7P55WKXDLFv18FZBsHwwKrkuSCquZGeodFlbGDctY5VUGzJKgfdAdXPfyT/8EvP710e8tl+aJc2yL28eqahTRseLwuiF0HCtvKdAbfHZTllJgVM05r/UC/YLQ3iahg4O0fUFORhJhJQ8KJpqj7txJV9Nr15oXVipXX1GlQFVhBYSXA6OWswHmLmmj6lht3hzvKjeJOA7KV0mS9rKSbqOqC+cnrPIIrmeJbilQhyRNQrMqJ9lOETNW7FgZQtWxMl0KtMWxijpI9Pbm18fKz7HyCquwRnNeYSUbnboFdBAm1pqTyIaFa9Zk61jJnEeUY7V/vxlhpeJYtbTQ754edWG1ZUu8g3GScnzQcjaSpI6Vbk7HezzKK1+VJbqlQF3iBtjjrhVYNYrqWLGwSsjMDH3oJ5wQfmKZnKTnuk9SVQmvR52c88hYCaGWsQrLVwHzr2ZU3SqJqXJgXsJKkpVjpbqQ7+LFdEJTLQXu3ZuPY5VmKVD3yrmqjpVuKVCHJI4VZ6yiKapjxaXAhAwNkQu1eHH4iWV0lASE25avimMVpeBf8YquzEuBIyOUPfFmp7wZK13HKm9htXQpvZ+pz9Nkxko1w3TOOcDvfudfJtcRVpOTao6VFF9xMlZJHKuoUmAWwiosY5VXD6ssCdr/8nasOGOlhvccODxMF80mJ1zwkjY5cOQITYuOUrXeMiBQHccqSsHn0ccqqIO3N2MV5VgVTVg5Dv021cvKhGM1M0NXkarC5bjjgOuvB97//rn5s5kZGg9308Yg5NiqlgKB7B2rqPC6iYyVag8rYP7xqArh9SBhfOiQGWG1aFGtgbQO7Fip4R0/6VaZWs4G4EWYc0EKqyhV650RCJgRVha3Z6QAACAASURBVBMTZsLPaRL1Rdu+PfuMVVAH76QZq7yFFWC2HBglilUyVr299LjOieIf/gF4+mngK1+p3TcwQPtM1FIiAI2tXOA7iiTCKsnFTZRjtWgRick4J2ZAP2PFpcAaPT1mSoFtbeETlILgPlZq+Akrk/kqQH9JG3asDOAWVkNDwZ2SvTMCgXBhNT1N7xd2Uq+ro5NH2FIiRSCqFJjHWoFBjpVuxqrswsrErECdfJWktRX44Q+Bv/or4PHH6T7VMiBAz2tvV7tyTepYxSkFShcv7HNxnGTlwCQZq8lJ2g90x8020i4FJhFWPCswGq+wOnjQbL4KoDEcHZ2/IkcQLKwMIIVV0LpxEt1S4MAAHeiimuTZUA6MOkhcfnn2fayCpu1nnbFqaUm+ELPsYSX/P6aFVdKMlc6MQDcnnwzcdRfwtrfRmOgKK5UyIJCPY9XTQ9+rqANwEmF19Gj8jNW+fXTlr+IO2oyfMB4bo++96vcnjKiWOkHwWoFqBJUCTVJXR98F1Yt/LgUaQAorILwWq1sKjCoDSmwIsEd90fLIWAWVAjs6qKmiPBja4FjJHlbSnclSWElMO1aS668H3vUuElc9PekJq2OO0csjSeLuf1FlQMnq1dk5VvLKfGamGmVAwF8Yy3yViZxOmqVAho5N7jiM6VYLEp0AOztWBlAVVrqlQFVhZYtjFfZFe/rp7NcKDCoFOg7tmIcO0e2wdQKBYggrdxkQyFZYqWSsdGYE+nHLLfQ5feIT+qVAFdasAT75yXjbFnf8ooLrkhNPjB9g183p1NXRMWpkpBo9rAD/8TMVXAdIWIXlaIPgjJUadXU0u3tigm6n4VgBegF27mNlALewClO1uqVAHWFlu2PV0kKOVZYh/CDHCpibs7IhvJ6nsJKk5VgBVA7/1rfITUnDsWprAz71qXjbFnf/U3WsssxYATX3uCqOlZ/jaCq4DrBjlQXufbAojlUWpcBSV+mPHKld2emWAsOuZqpUCnzta7tQV6c/PTwJfX3A2Wf7P+YWVjaUAr3Cyt3LKmzbVYg6SMicR9h3f98+4LWvTbYdS5YADz5IZVoVrroqmUumShLHKgthFbU/eXM68mJv927gjDPi/V2bkI6/ELXSn6ngOpCusOKMFSHHsLOzGI4VlwINoONYcSkwGJ1woAnC1pxzB9ijHCu53dJtK4KwMtnLStWxkt99P9cxbnjdyymnAKefrvbcY44BLr44+d+MIoljpVIKTNLLKqljVYVSYH09/bhnVpsuBfKswHQpmmPF4XUD6GSsOLzuT3d393+1q8iKsFKgu0lolGPV2Eg1/rExEhW9vdGLBLsxMSvQK6wAc+XAqLyAzHk0NNQ+By9JS4FFJm3HKm6DSSBeTqdqpUBg/jG0CKVAXitQHfdi9mn0sQLYscocVcfKrxTY2konIr/+GGVyrFQUfNYzA4PC64BexgqojfvQEB2kdXaqNBwrwKywUr368guwT0+ndxVZBNJ2rFpa6P1Ve+i4UWm34KW9nb7HVQmvA/OPoaZLgaOj+vlRzlipI/fBwUG6uPOeZ02g61iVRljJWQFZk2RWoJyFMzo6//llCq9HHSS6uroyLwWqhtejHCugttPplgGB5MLK28NKkpWwcuc8/ALshw7R97isZY044yeEeni9ro7Eld8xIoo4OZ2ODirdHj2q57zajHcMTS3ADFCZsaFB/zvCGSt1pOOYVr4K0HesSlMKjDOl1QRJZgUCweXAKpUCAWRaCpyZCf98ZcZKCNqmIgsrbw8rSVEcqzKXAYF4jvHAADXe1Jm1mNXMso4O4PnnqQxocr21IuPdB006VkC8JqHsWKkjzYU0nXGdZW1KVQosgrDSnRUIBO90ZSsFRuV04pQChQCefRZYv17vdQMDNBYNDf6Py4zVyAhtd1T36TyFlV8ZEMhOWLlzHn4Hn7ILqzgXNqplQEmW6821twPPPVedMiAwfwxNhteBeOPHfazUkcIqTccqrE+fl6zC65m0W8i6czdAzod7SnuYqvUrBQLVcKzGx6mcEYZqKXBmBti4kdaR+9GP6L2Hh+kErnqVEFYGBGqlQJV8FVATVoOD5RNW4+NqnwHgf/AxNSOwqMS5sLn3XuD889WfH3dZlPFx9b5fko4O4Pe/B665Rv/v2Yp7DIUwG14H4jUJ5VmB6mTlWFUyvJ6HYzU0RDuNdDTCVG1apUBbHKuonI5KKfBLX6ISxbveRW7Td79L4uHMM4H771ffnrDgOkDiqK+PxkClD1QSxyrprMAgYeXuZZWEKLcxKmOVtOt60dG9sJmcBP7u74Cbb1Z/TZa9kDo6aMZiVWYEAnMvbkZGqARqMgCdlmPFGSsiK8eqkqXAPBwrdxkQiF8KTCqsiu5YqcySUCkFfulLwDe/SVfUt94KvOIVdBC88UbgO99R354ox6qhgXak7dv1HKsilQJN9bLijFU4uuP3gx9QP65XvEL9NWkui+JF5r6qWgo0XQYE9IWVENnNLCsDRXOsStXHKg/HyiusdBuEAv7CSpYY3e8dhInp+mkTZWvLjFXUFcGBA/4npLe+lcorqgevKMcKoIPrli32CivATDmQM1bh6FzYCAHcfjvw53+u9zfiOlYq7Rb8MlZAtRwrt+tvugwI6I/f1BTNBq2vD38eZ6wIdqxSpOiOlU4pcGCA7o/asQB7HKukswJHR+l9/ITOsmXARRcB//7vatsT1nVdcuyxJKzSLgXaLqzcVNGxamqiz2hmJvq569fTvv661+n9jaxnBQLVc6zcwipvx4pnBOrBjlWKFN2x0ikFqpYBATvC6yo5nahSoNxpgqaA//f/rl4OjCoFAnRwfemlYjtWQT2sJFkIK2/Gqmrhdcehz0elj97ttwMf+xi5ETpknbECqies3KXAvB0rVWHFGSuCHasUSeJY7dkTr7OxV1i1ttIB1r3ulESnFKgjrGwIr6vMcIkqBR48GL7TvOlNwKOPkmiKQqcUWGTHKqiHlcSEsNKZneQtBU5N0WdS1q7rEpUx3LwZ2LABuOkm/ffP0rFqb6fvsN+xqqx4S4HsWNlFUxNNAOrpSe9YIxczVzlWl0pYJXGsLr8cePvb/QVRGF5h5TjBylanFKgrrGxwrJKuFRi1BlRnJ3DVVdSCIQqVUuDy5SRcVB2rgYHsZwWGlQEBc46VylqBwPxSYE8PCdioPmC2o7IPfvGLwJ/+aTzBkkRYyRNCEN6czskn03ZWCbcwLkJ4XfVihjNWRFMTXXi3tER/35Og6lqVqhQY17Hq76edaWwMeMtb9NwDr7AC/Mshk5OUwfD7sE2UAovuWJmYFRjlWAHqswNVSoHHHkthY1XH6sgRGjfdvkFJxi8rYRXXsSp7vkoSNYZ9ffS9/OAH471/kj5WulfOS5bQjNsq4c1YmS4F6o4fzwjUo6mJLoLTKgNKVHNW7FgB+N3vgHPPBe6+m3awN7xBfV0uP2Hlp2pHR+lK1a9kUwXHKuoKTGWtQJVVy//bfwOefJKeG4ZqKRBQd6x27SJxqOvOpCmsTPSy0slYeR2rqgirqHL8P/4jcMMN8Q/8WWasqoj7GJpWKVDn/MQZKz2ksEo7cqDjWJVGWMV1rH77W5rC39gIfPvbdPC77jq191N1rILKgEB1wutJZwWqOFYtLcDrXw98//vhz1MNr8vtiqKzE9i9W78MCKQrrEz0smLHKpqwfXB8HPjylym0Hpc02y0wxSwF8rip09xMF7ZFcKxkD7Kg5dJMUmjHSgorgNyGr38dOOMMyuscPhz+2iBh5edYBQkrv6uZsoXXTawVqDrjQ6UcmIZjJUTxhBWQvByo08fK61iVfUagJGwf/N73gLPOAs4+O/77p9kglHM66ZcC0xJWPHZEUxMda9J2rFSElRRVujN/42CFYyWpqwO++lXgwguB//E/wl8bVAr0c6yCQqtVcKxUwpjNzTSLLGjaumqPkquuojYJ27f7Pz41RZ93VPNVHcdKiq8qCis37e10ESFn2JZ9ORtJ2D74T/+kt3yNH1nOCqwicvyEsKvdAkPIzyptx0qlFJhVcB0osGM1OEjrYp122tz7HQf46EeBp54Kf30RSoG2OFZROR05ozJIIKs6Vg0N1In9u9/1f/zwYRqzqCuKzk76bFUcq6Ym+rtZCquoHlaSpMJKJR8nqauj77McwyqVAoPG8IUXgAsuSPb+nLFKF3kMHRykf5ueWZbWrEAeO0J+x4vgWGUpigvrWG3aRBa9X+B41SqyF6emgl+vE15PU1jZ4FipfNnCyoE6XXXDyoEqZUCAxPX116s5LlIUxhFWCxbQ63VbfUT1sJKYcKx0DhTuUnhVhFXQPjgyQvt+nO+FmzTbLTA1YZxGcB3QHz+eFahH0RyrUgmrOI6VtwzoprGRdrK9e4Nfr+NYhZUCvTtd2UqBqjmdoJmBw8Nk08t1zKK45BL6DJ97bv5jKsF1yd13q63XCMQXVkA810qlDAhkm7EC5pbCqyKsgsZv505acy9K/EaRpmPFOZ3aMTSN4DrAGau0KZpjVapSYBzHKkxYAcCJJwbPqJILJXszOH6qlkuBal+2oFJg1HI2XurqgHe+E7jjjvmPqTpWulRVWHmRjtXkJH2P0zhRFY0gx2rnTjqGJIUzVukij6FpBNcBzlilTZEcq9KVAkdH1RZCdZNEWA0N0Q7jLSP6qVqVWYFC1O7TaTRp2rH6t3+L3wk8iKgvm8wKBJUC46wB9fGPUxf2LVvm3q/SdT0OnZ3x3zdNYZW0l5VOHyug9v0/eJD+tspC4rYT5liZEFZxGoROT9NPVF81zumkXwrUHT/uY6WH/KzSvohTnRVYKsequVm9sSdAz926FTjzzODnrF5N/TH88CsDAsGOVVApsLGRHBY5G046YaolKJOO1dGjwHvfS01TTaL6ZQsqBao0B/WyeDFNQLjllrn365QCdbjtNuCKK+K9Nk1hlbSXle6BQpYCq1IGBIIdq1276BiSlDiOlTw5Jy1DVoEsSoFpNAhliKYmOt6nLWgq6Vj5ldTCeOYZ4PTTwwcjzLEKEla6swKBuds+OEjPVb3SNxle37iR3mvrVjPvJ1HN6YSVAuPYvDffDDz0EI21JK1S4KWXqrVm8KOlRU9YvfQSjdVJJ6k9P0k5MCoz4M15yFJglYRV2o6V/H7oOPKc01Eni1Lg6OjcqkQYvFagHu3t2RxrKjkrMKrBpJeoMiAQT1jpzgoE5gornXwVYHatwPXrqXRgUljJWZUqS72ElQLjBBM7OoBPfQr43Odq96XlWCWhuVmt/Do5CfzN31CPtY99jJZiUmHRIvq+6iL7Ueks01NVxypNYVVXR+JKx5Fn10MdeQxNy7Gqr6d2LKrHaZ4VqMfLXw7ce2/6f6eSfax0Hau0hJXurEAgmbAy6Vg99hitt7dtm5n3A9S+aO6Mld8XN65jBQB/9me0fuATT9DttByrJKiI4yefpH5IDz9MbtXHP65e5pFXzLrojJ2kqo5VmuF1IF45SaXVAud05mas0nCsAL1yLmes9HAc4Pjj0/877FgpoCKsZMbKz8INE1ZZOlYNDbWgahKmpoANG2g2nUnHSufqK6gUGNexAuig+dnPAp/5DN1OK7yehDBhNTYG/M//CbzudSSm7rsPWLtW7/1bW+PNKotz9SUdq6osZwP4O1aTk3SiXrXKzN/gmWXpIYVxWuF1IB1hxWSLani9VMJKx7GamACef54sxDA6Omin6+2d/1hUKdAtxnQyVrrCynHMuFabNgEnnECuiElhpZIXcPexMpmxkrz73bTETXd3cUuBQcLqrrvIbXvmGeBP/iReGDnudH0VYRWWsarCcjaAv2O1dy9dDOiUUcPgXkjpIYVxWqVAIB1hxWOXLR0ddJ4OyzqWro+VjmP13HMU/A0rz0mCyoFBwqqhgX7cpZc0S4GAGWH12GMUwF65klR53EWtvei4HiZnBbppaAD+8i/JtbKtFLhzJ7lVSQ74aQorL1XMWPmNn8kyIKA/hkePsuuhisw49vYm75IfBDtW9lNfT+fxsHNj6UqBOo6VShlQoiusgPkhtzRLgYCZAPv69cBll1FQdu1aczkrFWtUZgX8SoFC6C1nE8SNN9IJf/fu4jlWYbMC9+5NXk5KU1hxxsr/wsa0sOJeSOnR3EzH3Y4OughLA11hxWsFFpOoAHvpwus6jpWusPLrZRUmrLy12DRLgUByx0oIElaXXkq3Tz7ZnLDSsUb9xnBwkMopYZ+fCvX1wOc/TwdO1aVxsiJsVqAJgRI3vB7n6quzk0oqAwPpBYGLht+Fza5d+TpW7Hqok0WDSd2oCo9dMYnKWbFjlaFjlXYpMGn39RdeIFEjZ1acfLK5nJVOTsevFJg0X+XmhhuABx8sXtPEMMfRhGOVZnjdL2O1ZQs5jHWZ7Pn5E+RYmWgOKuGMVXosWEDf1TQvBDhjVQ5UHKtSCStVx2pqCnj6aWDdOrX3Xb1aX1h5VW3apcCk3ddlvkpiWlglmRWYNF/lxnGo3Fk0goSVEMUvBXrp7KQTQ1WC60AxM1aq7RYYOi40N6frWHHGqhyoOFalKgWqOlYvvkgnKtUu2aYcqzBh5e5Rk0cpUOarJCedZE5YqXzRwtYKNOlYFZUgYTU4SFfSHR3J3j/rjBVQnXwVkE3GKi3HinM6RFOTfY4Vj132RDlWpSsFqjpWOmVAwFzGKu1SYJEdqySzAk06VkUlaPxMuFVAto5VczO9pkrCyjt+QphbJ1DC682lCztWjApRjlXpwuuqjpWusFq2jEp53p0iSlhlOSswiWO1cyd9GU49tXbf2rU0e04uR5MElVKgzAq0tdH/w/13q+BYBc0KNCms0uq87pfz6OyslrDyluIPHaLPPOmECzdptVvgnA5RNGHFawUWE3asAtAVVo4zP2c1M0MfblA5UfbyAUgkTE+H7yjuqdRZh9elW+UOdDc1kUu0e3e893SjU3N2nPkCuSqOld+sQFMtC+I6VnHzAgsXVktYefc/02VAgGcFpk2RSoE8K7C48KxAH2ZmgN/9Tn3xWolXWA0N0Y4S1FXZ7VjJMmDYTDS57TMzNGhBTlgQScLrjz3mH+g2VQ7Uzel4y4FVcKzSLgUmmRWo2oPMTWdntcPrNgkrzukQRXOseOyKSeVKgSqO1dat1HVbt0GkN8AeVgYE5jpWUWVAoCashoboJKi7DEYSx8rdv8qNqQC77tWXdxyr4liVJWMFALfcArz61fqvsxVvKT4NYZVWg1CGuOUW4JWvTO/9OWNVDipXClRxrOK4VcD8AHuUsHKr2qgZgUBt2+OUAYH4jtXBgyRczj57/mOmHCudtQKB+S0XquxYmSoFtraSwPdbTDyMuBmrN76xNjuwCnjHz3RwHUiv3QLndIgbbkg++zYMnT6L3MequLBj5cOuXeTE6BLHsfKWAsMwIaziOFa//CVw8cXUldyLqe7rul80dynQ1HI2RSdtx6q+nr4jQd3dg8jyIGEzWThWnLGyG3asygE7Vj709MSro3szVjqOlU4psL8/nrCK224hKF8FmHWsdHI6boF85AjNmCt7o8O0ZwUC8WYGxuljVUU4Y8VEwWsFloPKhdebmij8PTER/JyennjuR1LHKotSYBzHKihfBdSElW75yIuu6+EuBR44UP4yIOA/K3B6mqbtm/r/xwmws2OlRmMjMDlJxx+gGMJKtd0Ckw08K7AcVG4RZr+p+l4OHoznWK1aRa+dnKTbuhmrqFJgSwsJo97e+I6VrrAaGAA2bw4ObC5aRCWk3l797XGjm9NxlwKrUAYE/B3HgwdpokVDg5m/ESfArnL1xTkPOvbIi5uhIfqtO0EmirQahPL4ZQOvFVgOKudYAdE5q7ilwIYGcg727qXbOo6VSinQceg5e/ZkF15//HHg/PPDRY+JcqDuF809hlVyrLzjZ7IMCMQTVuxYqSP3QRlcN73QN2es7EZ1/GZmyK02dUHFmKVyizAD0Y5VXGEFzC0HRgmr9nYSVNPTaqVA+Zrdu7MrBT70EBBVojcRYNfN6bhLgVV2rEzNCJSkJaw450FI1ziNMiDAGSvbUR0/ma9SEeY8dtnT2krHRVm98lK6RZiBcMdKiGTCyh1gjxJWcuHcoSG1UiCQTFjFCa/fey9w3XXhzzHhWCWZFciOlbm/kVZ4nSGkY5WWsGptpfeXOa4oVNstMNkghVVUZpWdxmLjOOGuVSlLgWGO1cAAHWjiHmzcvayOHIkWQLJJqEopEMjWsdq1i0TmeeeFP89Ek1DdnI5bHFfFsfKbFWhaWKUVXuecByEdq1270hFWdXX0PVEVx5zTKRYLFtBP1HFax/HgscuHsJxV6cLrAJ2Ug4RVErcK0CsFArVlbXRKgXEzVrrh9fvuA177Wv/+VW7ycKyqOivQT1jZUApkCDmGO3eabw4q4V5IdqPSEohnBBafMGFVWscqqBSYtbCSjpVOKfDo0WzC6yplQMCcsNLtY1W1WYENDVSzn56u3bdvX/7hdZWrZ855ENI1TqsUCOiNoWq7BR6/7FAZP50TM49dPoSVAksZXi+aY6VbCgTSLwVOTAAPPwxcc030c1etoqalutkcN7phvirOCnSc+a5jUWYF8tWzGm7HqgjCih2r4mFaWDH5EOVYla4UGOVYJXE/Vq+m/IQQ6o6VbikQSD+8/qtfAS97GbBsWfRz6+uBNWuA7dv1t0mim9ORpcCZGWqQmeaK80XCO4ZplALTCK9zzoNoaqLvbU+P2XFzw72Q7Ma0sOKxy4fKhdfDHKu4zUElbW30c/AgHUA7O8OfL1WtailQiq8oweaHjmN1331qZUBJ0gC7rushS4H9/fTvqmR83MJqZITGc/Fic+/PndfTpbmZ9pOVKymknAY6TULZ+Sge7FiVg8qF19PMWAFk8T/7LO0gUcFvqWp1SoHt7fEaw+mE11XzVZKkOSvdnI4sBR44UI18lcQ9M1D2sDLZZJL7WKVLUxOtZJBWGRDQd6xUZkDz+GWHqrBSPTHz2OVDkGOVdXPXQjhWpoTVpk1qrpLbsVIVVnHKgIB6eH3PHioxXXCB+nsnFVa6Cl42V92/vxr5KonbsTJdBgR4VmDaNDcDL75YLGHFzkexYMeqHAQ5VjrNXU1QKsdKVVi5M1aqswKTCCsVx+r++4Grr45229wk7b6uUgp0ZwXq68m92bq1Wo6VeyFm0zMCgfSEFec8iCwcq/Z2zljZjMo+qBOd4LHLhyDHKusL0UI4Viam7q9eDTz9tJ5jpVMKjJupUQ2v65YBgWxKgV46OoAtW6rtWBVBWPHVszrNzek1B5Wk0W6ByQ52rMpBmGOV5dhFCivHce5yHKfHcZxnXfctdhznAcdxtsz+jvRzsnCsfv97dWGlMytwyZL4wk/FsZqcpPUBr71W773XrqUp5O4eSzrEyel0dpKwqppjlXYpMI1ZgZzzIOQBNa3moIC6sJqaot8qIXoev+xQaRDKfayKzzHHAH198+8vomP1dQDeU/6nADwkhDgVwEOzt0MJcqwmJkhwxS21SU48kQSKailQZ1bg618P3HlnvO1Scaw2bKAZfrpipaWFRN+ePfG2LU4vpKo7VmmUAnlWYLrIoHgRHCt2PYoJO1blYN064De/mb/uY+EcKyHEYwD6PXe/EcA3Zv/9DQA3RL1PkGPV2wssXUrrbSVBHjR1HCvVUmB9PQmKOKg4Vvfdp+9WSZKUA1VKgd6sQEcH5bqq5Fi5ZwUWpRTIGSt1pLAqgmPFvZCKielZgTx2+XD88WScPP/83PsLJ6wCOFYIsR8AZn9HFvKCHCtTS6MsWUInQFXHqq+PSmhpX/VLYRW2cnqcfJUkSYA9juvR2Umvq6pjxbMC7aOpiZruqrjTcdERVnEXm2fSgx2r8nDppcBjj829L+vjZUrt8uZy0UUXYeHCJejpAS66qA9XXnklbr31VgDAAw90z+YNugDUlL6sUevcPvFEoLe3G93d4c8/fBjYv78Lra3Ao4/G/3sqt9ev74bjAJOTXWhsnP/4Pfd046WXgAsvjPf+jtONhx8G3vte/dePjwMbN3ajszP4+fI+eXt0lB4/9th0Pq8i3j58GBgb64IQwN69NF4nn2zu/aksrff6iQn/75P7dldXVyE+v7xv79kDrF6d7t9ra+vCyEj08x99tHv2Iiv6/Xn8srutMn4TE8DBg9HnF76d7+3ly4H167vw/vfXHm9p6UJTk//zH3zwQTz11FMAgD6/gFYchBCRPwDWAHjWdftFACtn/70SwIshrxVCCDE1JURdnRDT02IO3/ymEH/8x8II11wjxF13RT9vbEwIQIgVK8z83Sja2oQYHPR/7K67hPjDP4z/3t/6VvzXt7YKMTSk95r3v18IxxFiYiLe37SRD35QiC99SYieHiEWLzb//qOjQjQ3671m8WIhenvNb0sZ+cpXhHjzm9P9Gz/+sRDXXx/9vBdeEOJlL0t3Wxh97rlHiBtuCH/O//k/QnzmM9lsDxOfzZuFOP54IWZmavc99pgQl1yi/h6zukVJH/n9xC0F/juAd87++50AfhL1gvp6ssC9s59MzAiUfPKTwFVXRT+vuZlsQZV8lQnCAuy6y9h4WbmSyqlxiJPT6eyksmtWHWyLgBy/NMqA8v3Hx/Vmd3LGSp1rrwU+9rF0/4ZqKVCn1QKPX3bwWoHl4ZRTaCLbzp21+7JcgBlQa7fwHQAbAJzmOM4ex3HeA+CvAVztOM4WAFfP3o7EL2eVdJ1AN1dcAZxwgtpzOzvTzVy4CQqwz8wADzwAXHNN/PfWaUzo/dtTU/oCqaOjWvkqoCas0pgRCFA34NZWvZYLnLFSZ+1a4JJL0v0bqvsh53SKCWesyoPjAJddNjdnlfXYRWashBA3Bjx0pe4fkzMD3Sfmnh7gjDN03yk5Cxdm61j5CasDB+jkmMQFiRN8Bmon5qgW/7IWLenoqNaMQIAmRYyNpTMjUCLHUWX2lq0zrQAAF9lJREFUqRA0flGi2Dt2THqkMSuQxy87eK3AcnHppcD69cBNN9HtIvaxMoafY2WyFKhDZ2d2wipovcAdO4A1a5K9d1tbdGM7P+J+0VasIAegSqRdCgT0BPLUFDWYrMt072XC4D5WdqNyHOWxs4e8HatMD81+vazyElYLF+ZfCjQhrOKWAuOuV/aHfwh89av6f89m5FqBaZUCAb3u66qimHMe2ZFGuwUev+xQOY7yWoH2cNZZpC1k/rjUwqpIjlXWpcCyOFZ1dWrLcZQJt2OVlrDS6b7O+ariwY6V3XDGqlzU1wMXX0zlQKDkpUCvYyVEdUqBaTlWTU0URJ+c1Hud6tUXZwWKVwpUPcDz2GVHayu5mjMz4c/jjFUxkftfWCNnHju7kDkroGKO1eAgqciWliy3gsiyFBgUXjchrBwnXoA96+mnNpP2rEBAbwzZsSoedXW1knEYOu0WmOxYsIB+wpYfY8fKLtw5q0o5Vnm5VUB5wuuA2srsXjino05LCy3afeRIet/XNIQVj122mA5A8/hlS9Q+yGsF2sV55wEvvUTH7sK1WzCJ17HKU1i9613Rtr0p/EqBMzPArl21xaOTEHetOb76UqO5Gdi+ndpMpDUTjx0r+1EJQLPrUVzkPrhkif/jPHZ20dgInH8+8KtflVxYtbcDhw/XbptagDkOp5yS3d/yC68fOEALRpsog8YJsKtefXFWgMZv507gla9M72/oNAhVFVY8dtliOgDN45ctUeOnczHKY1cMLruMclYyMpMVuWas8nSsssTPsTJVBgTitVxg10Od5mZabiatfBXAjlUZUBVWqu0WmGxRKQWyY2UXl15KOatSh9eLlLHKEj/HyqSwiuNYqV59cVagdiJMa0YgoC+seOyKB683ZzdRx1EeO/u48EJg0ybKWZVWWLFjVSNvx4pnBaojhVVRHCseu2LCvZDsJuo4ymNnH21t1Cx0/foKzQo0uQBzkUlbWMUNr3NORw2ZgyuKsOKxKyYqY6jTboHHL1tMzgrksSsOl10GbN5cMceqCgv6pl0KjNtuga++1MiqFGg6vM5kCztWdsMZq3Jy6aX0uzKOFZcCzbx/mg1COSuQTSkwjSVteOyyhTNWdmNyViCPXXG45BKaFVgpx6oKwsrrWJnsYQXED6+z66GG3CGLFF7nsSsephuEMtnCjlU5WbQIOPvskvexko7V5CQtabN4cZZbkA9ex8pkDyuAPte9e/Vew2sFqlNXBzz+OHXrTwvOWNmPaoNQ1XYLPH7ZErYPCsF9rGzmm98ETj45u7+Xm2N16BCwdGl6nayLhFdYmSwDAuk2CGWIiy5K9/3TWISZyRbOWNlN2PhNTgL19dU4X5WRc86hC5+syPRr0thIZbCJieqUAYH5pUDTwirNBqGcFciGNMLrPHbZwhkruwm7QNW9EOWxqzaZCivHqblWVRJWWThWccLrfOVcHNIIrzPZYrrdApMtYePHx0tGh8yNTZmzqkoPKyAbxyqt8DpnBbKBM1b2w2sF2k2Y86/bnobHrtpkLqzYsSqGY8WuR7HgWYH2wxkru2HHijFFLsJqaKg6zUGB4obXeb254iCF0sRE9HM5Y1VMOGNlNyaFFY9dtcmlFFg1x8pdCjTdwwpIN7zOZIeqa8Vd84uJqrBSbbfAZAs7VowpcnWsqiKs3I6V6R5WAK8VWBZaW9VmBqrOUOKxyxbVPlacsSomUcJK50KUx67a5OZYVTW8broMCMQLr/MVWPHQcazYbSwe3HndbtixYkzBGasMcDtWaQir1lZgbIzKjKpwTqd4mBZWPHbZYrrdAo9ftoSNn275nceu2uTWbqGnB1i2LOu/ng/NzekKq7o6Ki2qNpgEOKdTRNixspuoCxwh2PkoMtJxFGL+YzxujA65OFb79gENDXQgqgJNTemWAgH9nBXndIqHaWHFY5ctdXV0ETU25v/41BQ9p75e7f14/LKloYHGxj2DW9Lfr7dWKI9dtcnFsdq6tTr5KiD9UiCg33KBXY/ioRpeZ7exuHBOx26CJiD8+tfA+ednvz2MneTiWFVNWDU20iKeMzPpCSvdlguqJ2fOCmSHqmOl6jby2GVPlLDSabXA45c9QeO3YYPeQuw8dtUmF8dq+/bqBNcBWiOxqYlKBKZ7WEnSKgUy2cEZK/thx8pu/MZvZAR4/nngvPPy2SbGPnJxrMbHq+VYAXSlumOH+R5WEt2WC5zTKR6csbIfk8KKxy97/MbvN78BzjpLz23ksas2uThWQPWEVVMT8OKL6ZQBAX3HinM6xYMdK/sJK8nrtFpg8sFvH9ywAXj1q/PZHsZOcnGsABZWptENr3NOp3johNd57IpJ2H7I680VnyBhpZOvAnjsqk5ujlWVMlYA2cgvvJCesIoTXmfXo1iwY2U/nLGyG+/4CRFPWDHVhh2rjCiaY6VaCuSsQHaYXoSZxy57OGNlN97j6LZtdBFzwgl678NjV204Y5URRXOseFZg8TDdboHJHpPtFpjs8Y7f44+zW8Xok7mwamuj31UTVk1NwMBAscLrnNMpFrxWoP2YdKx4/LLHe4EatwzIY1dtMhdWdXXA3/0dsGRJ1n85X+QBNY0eVoBeuwUhOKdTRDhjZT+csbIb7/jxjEAmDpkLKwD48IdJYFWJ5mYK7KfRwwrQc6wmJ4EFC9TGgLMC2WF6ViCPXfaE7Ye67RZ4/LLHPX7Dw8DmzcC55+q/D49dtamYvMmPpqb0yoCAXnidHY9iwo6V/YRlHdmxKj7ufXDjRuCcc3jMGH1YWGVEc3O6wkonvK5zgOesQHaoCKuZGWB6mhzHKHjssoczVnbjHr8kbRZ47KoNC6uMYMeKiUJFWMmxc5xstonRw2SDUCZ7TAkrptqwsMqIU08FXvnK9N5fx7HSEVacFcgOHWGlAo9d9phst8Djlz1y/JI2BuWxqzYKBQXGBH/xF+m+v054na+ci4kMrwsR7Eix21hseFag3UjHccsW2h9Xrcp7ixgbYceqJOi0W9A5OXNWIDvq62lcjh4Nfg6PXbHhjJXdyPFL2maBx67asLAqCTqOFbsexSVqHHnsio3JdgtM9riFFeermLiwsCoJ0sIWIvq5OlfOnBXIFhVhxWNXXHitQLuRWdWkworHrtpwxqokNDZSw0+VEy+7HsWFHSu74YyV3bS1Af39wOAgsG5d3lvD2Ao7ViVCteWCjuvBWYFsieq+rrMAM49d9rS2AmNj/s4xZ6yKT1sbjdO6dckuYHjsqg0LqxKh2nJB5+TMZAs7VnZTX0/iaWxs/mO67RaY7GlooB/OVzFJYGFVItJYEoWzAtliUljx2OVDkHPMGSs7aGtLvvAyj121YWFVIlRbLuiUAplsYcfKfoLGkDNWdnDVVcAll+S9FYzNsLAqEaqOFed0iotJYcVjlw9BY6jbboHHLx9+8ANg2bJk78FjV21YWJUInfA6ux7FpLXVXLsFJh/YsWKYasPCqkSohte5F1JxaWszNyuQxy4fTAkrHj974bGrNiysSoSqY8WzAosLZ6zshx0rhqk2LKxKhI5jxTmdYsIZK/sJ2g912y3w+NkLj121YWFVInTaLfCVczFhx8p+2LFimGrDS9qUCNV2C+PjQEuL2ntyViBbuI+V/bjHcGgIuPde4Ic/pGVSFi5Ufx8eP3vhsas27FiViDQahDLZErWkDbuNxaetDbj/fuAN/397dx+rZV3HcfzzPRxIOKxFNHxAmjZdZqnglEm2tGiLyoemNsg5mcr6p5a0WsNyazWb/7SkP6p/AGWrcA0wXRo+UGeibtoMXCpKDBiQynFoyZzIg9/+uK4TBzj383Xf9/W9fu/X5g7XdXNuLvfR48ff9b1+9zXSzJnSffdleyNt29ZasQIQE8WqQviswPiYsYrv0kuzFeGFC6Xdu6VHHpGWLJFmzGjtfcgvLrJLG7cCK4TPCoyvUbEiu/K77rrsLwBpYsWqQviswPiYscIo8ouL7NJGsaqQVobXmdMpJ54KBIDYKFYV0o0VK2YFequZ4XWySwP5xUV2aaNYVUizK1asepQXK1YAEBvFqkKaXbFq5VYgswK91UyxIrs0kF9cZJc2ilWFtLLdAqse5TR5clZ8jx4d/3WeCgSAcqNYVUgrnxXIPlblZFZ/zooZq3SQX1xklzaKVYU0Wu0YxapHuU2ZUrsgs9oIAOVGsaoQs+bmrNgLqdyGhopZsSK72MgvLrJLG8WqYpotVuxjVV71MmTFCgDKjWJVMc1sudDKrUBmBXqvUbFiPi4N5BcX2aWNYlUxRd8KRO+xYgUAcVGsKqaZLRfYC6nc6g2vt7LaSHaxkV9cZJc2ilXFNLPlAk8FlltRw+sAgN6jWFVM0bcCmRXovaJuBZJdbOQXF9mljWJVMc0Mr/NUYLkxYwUAcVGsKqbRitWRI9nXCROaez9mBXqvqKcCyS428ouL7NI22Mk3m9kuSQckHZV0xN0vKeKi0L5GK1aseJQfK1YAEFcRK1ZfcPfZlKpyaLRi1eptQGYFeq/eZwWyB1k6yC8usksbtwIrptF2CzwRWH61yrF7VownTuz9NQEAmtNpsXJJj5nZ82b2rSIuCJ1ptN1Cq7eSmBXovVrF6uhRaWCA+bhUkF9cZJe2jmasJF3u7q+Z2QxJj5vZK+7+ZBEXhvYUfSsQvVcrQ+arAKD8OipW7v5a/nXEzB6QNFfSScVq3rx5mj59uiRp//79mj9/vu666y5Jx+5FjzZ8jjs73rVrWDt3StL4r2/aNKzDh2u/fuLx8uXLNXv27NL8/aVwvH279O67J79+6JA0MDCs4eHm3m/snEeZ/v44Jr+qH4+eK8v1cFz7+IknntCWLVskZf2kCObu7X2j2ZCkAXc/kP/6cUk/c/cNJ/w+b/fPQOs2bJDuuUd69NHxX9+yRVq8WHrhhebeb3h4+P//EKI3Nm2Sli2Tnn76+PMjI9IFF0j79jX3PmQXG/nFRXaxmZnc3dr9/k5WrE6V9ICZjb7PH04sVei9RtstvP9+a7cC+eHQe7U+0ob5uLSQX1xkl7a2i5W775B0UYHXggI0M2PVyn+c0Xu1MuSJTgAov4F+XwCK1Wi7hVaL1diZAfTG0JD0zjsnnye7tJBfXGSXNopVxTTabqHVW4HovTPOkE45Rdq8+fjzrDYCQPlRrCqm6FuBzAr03sCAdOut0sqVx58nu7SQX1xklzaKVcWMFqtaD2Kyj1UMt9wirVkjvffesXNkBwDlR7GqmMHB7CNPDh4c//VWB6CZFeiPWbOkuXOldeuOnWPGKi3kFxfZpY1iVUH1tlxgTieOJUukFSuOHfNUIACUH8WqgurNWbV6O4lZgf65+mpp61Zp27bsmBmrtJBfXGSXNopVBdUrVqx6xDFpknTzzdKqVdkxq40AUH4Uqwoq8lYgswL9ddtt0urV0uHDZJca8ouL7NJGsaqgIm8For/OO0865xzp4YfJDgAioFhVUL0Vq1ZvBTIr0H+jQ+zMWKWF/OIiu7RRrCqo0YoVczqx3HCD9Mwz0o4dZAcAZUexqqBGM1at3E5iVqD/hoakhQule+9lxiol5BcX2aWNYlVBPBVYPUuWSCMjZAcAZUexqqAibwUyK1AOF18szZ5Ndikhv7jILm2D/b4AFG/qVOnAgfFf48mymMyku++WJk/u95UAAOphxaqCirwVyKxAeSxYIF1xRfO/n+xiI7+4yC5tFKsK4rMCAQDoD4pVBfFZgZDILjryi4vs0kaxqqAiNwgFAADNo1hVUJFPBTIrEBfZxUZ+cZFd2ihWFdRoeJ2nAgEA6A5z9+7+AWbe7T8Dx3v5Zen666WtW09+bc4caeXKbF8kAABwPDOTu1u738+KVQXxWYEAAPQHxaqCGg2v81mBaSC72MgvLrJLG8WqglixAgCgP5ixqiB3aXBQOnhQmjjx+NdOO03asiX7CgAAjseMFU5ilt0OHG/Vin2sAADoHopVRdW6Hcg+Vukgu9jILy6ySxvFqqJqDbC3+pE2AACgecxYVdR4+1V98IE0YUL21dq+ewwAQHUxY4VxjbdiNXobkFIFAEB3UKwqamhIeu65bFh9VDu3AZkViIvsYiO/uMgubRSrilq6VHrwwWxbhRtvlNauld56iycCAQDoJmasKu6NN7KCtX699NRT0rRp0t69/b4qAADKqdMZK4pVQt5+W9qzR7rwwn5fCQAA5cTwOpo2bVrrpYpZgbjILjbyi4vs0kaxAgAAKAi3AgEAAHLcCgQAACgJihXqYlYgLrKLjfziIru0UawAAAAKwowVAABAjhkrAACAkqBYoS5mBeIiu9jILy6ySxvFCgAAoCDMWAEAAOSYsQIAACgJihXqYlYgLrKLjfziIru0UawAAAAKwowVAABAjhkrAACAkqBYoS5mBeIiu9jILy6ySxvFCgAAoCDMWAEAAOSYsQIAACgJihXqYlYgLrKLjfziIru0UawAAAAKwowVAABAjhkrAACAkqBYoS5mBeIiu9jILy6ySxvFCgAAoCDMWAEAAOSYsQIAACgJihXqYlYgLrKLjfziIru0UawAAAAKwowVAABAjhkrAACAkqBYoS5mBeIiu9jILy6ySxvFCgAAoCDMWAEAAOSYsQIAACgJihXqYlYgLrKLjfziIru0UawAAAAKwowVAABAjhkrAACAkqBYoS5mBeIiu9jILy6ySxvFCgAAoCDMWAEAAOSYsQIAACgJihXquvPOO/t9CWgT2cVGfnGRXdo6KlZmtsDMXjWz7Wa2rKiLQnls3Lix35eANpFdbOQXF9mlre1iZWYTJP1a0lcknS/pm2Z2flEXhnKYPn16vy8BbSK72MgvLrJLWycrVnMlbXf3He5+SNL9kq4t5rIAAADi6aRYzZS0Z8zx3vwcKmT//v39vgS0iexiI7+4yC5tgx1873iPIo67r4JZ208togTILy6yi4384iK7dHVSrPZKmjXm+ExJr534mzrZCwIAACCSTm4F/l3SuWZ2tplNkrRI0kPFXBYAAEA8ba9YufsRM/uOpEclTZC0yt1fKuzKAAAAgun6R9oAAACkoms7r7N5aCxmNsvM/mZmW83sJTO7PT//UTN73Mz+lX+d1u9rxfjMbIKZbTazP+fHZBeEmX3EzNaa2Sv5v4PzyC8OM/te/nPzRTNbY2ankF95mdkqMxsxsxfHnKuZl5ndkXeZV83sy43evyvFis1DQzoi6fvu/ilJl0n6dp7ZMkkb3f1cSRvzY5TT7ZK2jjkmuzh+JWmDu58n6SJlOZJfAGY2U9J3JV3i7p9RNhqzSORXZvdJWnDCuXHzyv87uEjSp/Pv+U3ecWrq1ooVm4cG4+6vu/s/8l8fUPaDfaay3Fbnv221pK/35wpRj5mdKelrklaMOU12AZjZhyV9XtJKSXL3Q+7+H5FfJIOSJpvZoKQpyp6QJ7+ScvcnJb11wulaeV0r6X53f9/dd0rarqzj1NStYsXmoYGZ2VmS5kh6VtKp7v66lJUvSTP6d2WoY7mkH0r6YMw5sovhE5LelHRvfit3hZkNifxCcPd/S/qFpN2SXpf0X3d/TOQXTa28Wu4z3SpWTW8einIxs6mS1kla6u7v9Pt60JiZXSVpxN2f7/e1oC2Dki6W9Ft3nyPpXXHbKIx8FudaSWdLOkPSkJnd1N+rQoFa7jPdKlZNbR6KcjGzicpK1e/dfX1+ep+ZnZ6/frqkkX5dH2q6XNI1ZrZL2W33L5rZ70R2UeyVtNfdn82P1yorWuQXw5ck7XT3N939sKT1kj4r8oumVl4t95luFSs2Dw3Gss9fWClpq7v/csxLD0lanP96saQHe31tqM/d73D3M939LGX/rv3V3W8S2YXg7m9I2mNmn8xPzZf0ssgvit2SLjOzKfnP0fnKZlTJL5ZaeT0kaZGZfcjMzpZ0rqTn6r1R1/axMrOvKpv7GN089Odd+YNQCDP7nKRNkv6pY3M6P1I2Z/VHSR9X9gPkG+5+4tAfSsLMrpT0A3e/ysymi+xCMLPZyh48mCRph6RblP2PL/kFYGY/lbRQ2dPVmyUtkTRV5FdKZrZG0pWSPiZpn6SfSPqTauRlZj+WdKuyfJe6+1/qvj8bhAIAABSjaxuEAgAApIZiBQAAUBCKFQAAQEEoVgAAAAWhWAEAABSEYgUAAFAQihUAAEBB/gevQJ6EnCdXIgAAAABJRU5ErkJggg=
=\n",
"text/plain": [
"text/plain": [
"<Figure size
432x288
with 1 Axes>"
"<Figure size
720x576
with 1 Axes>"
]
]
},
},
"metadata": {
"metadata": {
...
@@ -39,12 +39,12 @@
...
@@ -39,12 +39,12 @@
}
}
],
],
"source": [
"source": [
"fig, ax = plt.subplots()\n",
"fig, ax = plt.subplots(
figsize=(10,8)
)\n",
"\n",
"\n",
"ax.set_xlim(0, 100)\n",
"ax.set_xlim(0, 100)\n",
"ax.set_ylim(0, 25)\n",
"ax.set_ylim(0, 25)\n",
"ax.plot(data,color='blue',linewidth=1)\n",
"ax.plot(data,color='blue',linewidth=1)\n",
"ax.grid(True, linestyle='dotted',color='black',alpha=
.5
)\n",
"ax.grid(True, linestyle='dotted',color='black',alpha=
1
)\n",
"ax.tick_params(direction='in',grid_color='black',length=5, width=.7)\n",
"ax.tick_params(direction='in',grid_color='black',length=5, width=.7)\n",
"ax.tick_params(bottom=True, top=True, left=True, right=True)\n",
"ax.tick_params(bottom=True, top=True, left=True, right=True)\n",
"plt.show()"
"plt.show()"
...
@@ -59,14 +59,14 @@
...
@@ -59,14 +59,14 @@
},
},
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count":
280
,
"execution_count":
321
,
"metadata": {},
"metadata": {},
"outputs": [
"outputs": [
{
{
"data": {
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA
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"image/png": "iVBORw0KGgoAAAANSUhEUgAAA
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
QAAAABJRU5ErkJggg==\n",
"text/plain": [
"text/plain": [
"<Figure size
432x288
with 1 Axes>"
"<Figure size
720x576
with 1 Axes>"
]
]
},
},
"metadata": {
"metadata": {
...
@@ -77,7 +77,7 @@
...
@@ -77,7 +77,7 @@
],
],
"source": [
"source": [
"%matplotlib inline\n",
"%matplotlib inline\n",
"fig, ax = plt.subplots()\n",
"fig, ax = plt.subplots(
figsize=(10,8)
)\n",
"ax.set_xlim(0, 25)\n",
"ax.set_xlim(0, 25)\n",
"ax.set_ylim(0, 25)\n",
"ax.set_ylim(0, 25)\n",
"\n",
"\n",
...
@@ -85,7 +85,7 @@
...
@@ -85,7 +85,7 @@
"ax.tick_params(bottom=True, top=True, left=True, right=True)\n",
"ax.tick_params(bottom=True, top=True, left=True, right=True)\n",
"\n",
"\n",
"ax.grid(True, linestyle='dotted',color='black',alpha=1)\n",
"ax.grid(True, linestyle='dotted',color='black',alpha=1)\n",
"ax.hist(data,color='blue',histtype='bar',edgeColor = 'black',alpha=
0.8
)\n",
"ax.hist(data,color='blue',histtype='bar',edgeColor = 'black',alpha=
1
)\n",
"plt.show()\n"
"plt.show()\n"
]
]
},
},
...
...
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