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@mvcisback
Last active August 8, 2018 19:06
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RV2018-Experiment
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Plotting\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.patches as patches\n",
"\n",
"# Data Science\n",
"import numpy as np\n",
"import pandas as pd\n",
"from traces import TimeSeries, Domain\n",
"import seaborn as sns\n",
"\n",
"from multidim_threshold import search as mdts\n",
"from multidim_threshold.rectangles import RecTree, to_rec\n",
"from multidim_threshold import utils as mdtu\n",
"\n",
"import operator\n",
"from functools import reduce\n",
"\n",
"sns.set_style(\"whitegrid\")\n",
"\n",
"# Utilities Library\n",
"\n",
"# Path utilities\n",
"from pathlib import Path\n",
"\n",
"# Parallelize The projections\n",
"import multiprocessing\n",
"\n",
"import funcy as fn\n",
"\n",
"from IPython.display import display\n",
"\n",
"from scipy.spatial.distance import euclidean\n",
"from fastdtw import fastdtw\n",
"\n",
"\n",
"def from_pandas(df, compact=True):\n",
" domain = Domain(df.index[0], df.index[-1])\n",
" data = {col: TimeSeries(df[col].T, domain=domain) for col in df.columns}\n",
" if compact:\n",
" for val in data.values():\n",
" val.compact()\n",
" return data\n",
"\n",
"\n",
"def dtw_dist(x, y):\n",
" x = from_pandas(x)\n",
" y = from_pandas(y)\n",
" return fastdtw(x['Y'].sample(0.1), y['Y'].sample(0.1), dist=euclidean)[0]\n",
"\n",
"sns.set_context('notebook')\n",
"sns.set(font_scale=1)\n",
"sns.set_style('whitegrid')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Running Example"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"data_path2 = Path('toy_car_speeds/')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"dfs = [pd.DataFrame.from_csv(p) for p in sorted(data_path2.glob(\"*.csv\"))]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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BlS9JKbvMW8lfU5vrQ/qNagBmTHHhpfVhTJ9i3sPsZwS6MNXbiszCOjLya4kMdTfr/QRh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\nP3VNJpbODuGRW8fjoLJ9n74r3sP6tA+xkyv53fR7mBs8rUe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GR3U1VTt2cWrDPyn9+BPa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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f798061b7b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for i, df in enumerate(dfs):\n",
" df.Y.plot()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f79402425c0>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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IISwwqPzz8/ORlJSExMRErF+/vt/9W7ZsQWxsLBYsWIAFCxZg06ZNrAcl3OHzeVg0Kwy9\nGgY78q9xHYcQwgK95a/RaLBmzRpkZ2dDJpMhJycHJSX9P/4nJydj+/bt2L59O5YtW2aUsIQ7s2P8\n4eZsi93HytHR1cN1HELIA9Jb/gqFAoGBgZBIJBCJREhJSUFubq4pshEzIrIRIG1GCDq6erG7sILr\nOISQB6S3/FUqFXx9fXW3xWIxVCpVv3F79+5FWloaVq1ahdpaOiN0KEqeFgQ7kQA7CkrR06vlOg4h\n5AEI2XiS2bNnIzU1FSKRCD/88ANeffVVfPPNN3ofJ5fL2Vi80VHO/4gOtsexK234ZuthRIc43tdz\nWML6tISMAOVkm6XkZIPe8heLxVAqlbrbKpUKYrG4zxh3d3fdz8uWLcMHH3xg0MJjYmIMzckZuVxO\nOe8gCenAib/vx5nyXjyzdAJ4PN49Pd4S1qclZAQoJ9ssKScb9O72iYqKQnl5OaqqqqBWqyGTyRAf\nH99nTF1dne7nAwcOIDQ0lJVwxPz4uDsgLno4KpStkF+u0/8AQohZ0rvlLxQKkZmZifT0dGg0GixZ\nsgTh4eFYt24dxowZg4SEBGzYsAEHDhyAQCCAq6sr1q5da4rshCOLZ4ch73Q1thwswcQIsf4HEELM\njkH7/KVSKaRSaZ/fZWRk6H5evXo1Vq9ezW4yYraC/VwxfoQ3zly9geKqRoRL3PU/iBBiVugMX3Jf\nbk/5QBO+EWKZqPzJfRkX7o0QP1ccVVyHsr6d6ziEkHtE5U/uC4/Hw+LZYdAywLZDpVzHIYTcIyp/\nct9mjPODj7s99p2oRHNbN9dxCCH3gMqf3DeBgI8F0lCoezT4+UgZ13EIIfeAyp88kMTJgXCyt0HO\nkTJ0qXu5jkMIMRCVP3kg9rZCJE8PRku7Grknq7iOQwgxEJU/eWCpM4JhI+Rj26ESaLQM13EIIQag\n8icPzN3ZDvETJVDWd6Cw6DrXcQghBqDyJ6xYNCsMPN6tk74Yhrb+CTF3VP6EFcO9nRA7ZhiKq5pw\nvrSe6ziEED2o/AlrFs/6ZcqHPJrygRBzR+VPWDMqyAOjgz1w6pIKFbUtXMchhNwFlT9hFW39E2IZ\nqPwJqyaN9oW/jxPyz1TjZlMn13EIIYOg8ies4vN5WDQrDL0aBjsKrnEdhxAyCCp/wrrZMf5wd7bF\n7sJytHf2cB2HEDIAKn/COhuhAGkzQ9DZ3YvdheVcxyGEDIDKnxjFvKlBsLcVYEfBNfT0armOQwj5\nFYPKPz8/H0lJSUhMTMT69esHHbdnzx6MHDkSRUVFrAUklsnJQYS5U4LQ0NKFQ6eruY5DCPkVveWv\n0WiwZs0aZGdnQyaTIScnByUl/Q/ja2trwzfffINx48YZJSixPPPjQsDn87D1EE35QIi50Vv+CoUC\ngYGBkEgkEIlESElJQW5ubr9x69atw3PPPQdbW1ujBCWWx8fdAXHjh6NS2Qr55Tqu4xBC7iDUN0Cl\nUsHX11d3WywWQ6FQ9Blz4cIFKJVKzJo1C19++aXBC5fL5fcQlTuU8/6N8lEjD8C/dpwGr8MHgHnm\n/DVLyAhQTrZZSk426C1/fbRaLd59912sXbv2nh8bExPzoIs3OrlcTjkf0IlrhTh9pQ7O3iFovXHN\nbHPeZs7r8k6Uk12WlJMNenf7iMViKJVK3W2VSgWxWKy73d7ejqtXr+LJJ59EfHw8zp49ixdeeIG+\n9CU6NOUDIeZHb/lHRUWhvLwcVVVVUKvVkMlkiI+P193v7OyM48eP48CBAzhw4ACio6ORlZWFqKgo\nowYnlmNsuBdC/V1RqLiOhla6zi8h5kBv+QuFQmRmZiI9PR3JycmYN28ewsPDsW7dugG/+CXk13g8\nHhbPCoOWAQovt3IdhxACA/f5S6VSSKXSPr/LyMgYcOyGDRsePBUZcqaP9cPXHpdw5loHmtu64epE\nR4URwiU6w5eYhEDAx8K4UPRqGMiOlHEdhxCrR+VPTCZxcgDsRXzkHC5Dl5r2/RPCJSp/YjJ2tkJM\nCndEa4cauSeruI5DiFWj8icmNXmkE2yEfGw7VAKNlqZ8IIQrVP7EpJzsBEiYFABlfQeOKq5zHYcQ\nq0XlT0xukTQUPN6tk75owjdCuEHlT0zOz9sJsWOGoaSqCedL67mOQ4hVovInnFg8+9aUD5sPFnOc\nhBDrROVPODEq0AORIZ6QX65DRW0L13EIsTpU/oQzNOEbIdyh8iecmRghhkTshEOnq3GzqZPrOIRY\nFSp/whk+n4dF0jBotAy255dyHYcQq0LlTzg1K8YfHi622HOsAu2dPVzHIcRqUPkTTtkIBUibGYrO\n7l7sLiznOg4hVoPKn3DuoalBsLcVYEfBNfT0ariOQ4hVoPInnHOyt0FSbBAaWrpw6HQ113EIsQpU\n/sQszJ8ZCgGfhy15pdDShG+EGB2VPzEL3u72iBs/HFWqVpy6rOI6DiFDnkHln5+fj6SkJCQmJmL9\n+vX97v/++++RlpaGBQsW4NFHH0VJCZ20Q+7dotsnfR2k1w8hxqa3/DUaDdasWYPs7GzIZDLk5OT0\nK/e0tDTs3LkT27dvR3p6OtauXWu0wGToCvZzxYSRPrhwrR5XKhq4jkPIkKa3/BUKBQIDAyGRSCAS\niZCSkoLc3Nw+Y5ycnHQ/d3Z2gsfjsZ+UWIXbE77RlA+EGJdQ3wCVSgVfX1/dbbFYDIVC0W/ct99+\ni6+++go9PT34+uuvDVq4XC6/h6jcoZzsultOhmEwzN0GRxW12Jt3HJ7Oel+iRjEU1qU5oZzmh7X/\nWY8//jgef/xx7Ny5E1lZWXjvvff0PiYmJoatxRuNXC6nnCwyJGeHoBofbJSjpN4Oc2eNM1Gy/xhK\n69IcUE52sfUGpXe3j1gshlKp1N1WqVQQi8WDjk9JScH+/ftZCUes0/SxfvDxcEDuiUo0t3VzHYeQ\nIUlv+UdFRaG8vBxVVVVQq9WQyWSIj4/vM6a8vFz3c15eHgIDA1kPSqyHQMDHwrhQqHu1yDlcxnUc\nQoYkvbt9hEIhMjMzkZ6eDo1GgyVLliA8PBzr1q3DmDFjkJCQgI0bN6KwsBBCoRAuLi4G7fIh5G4S\nJwfg+72XITtShiXxYbATcbPvn5ChyqD/UVKpFFKptM/vMjIydD//+c9/ZjcVsXp2tkIkTw/Gv/dd\nxf4TlUidEcJ1JEKGFDrDl5it1OkhEAn52HaoFBqNlus4hAwpVP7EbLk52yJhUgBUDR04WlTLdRxC\nhhQqf2LWFkpDweMBWw4Wg2FowjdC2ELlT8yan7cTpkYNQ0l1M4pKb3Idh5Ahg8qfmL3FNOEbIayj\n8idmb2SgByJDPCG/XIfy2hau4xAyJFD5E4twe8K3rTThGyGsoPInFmHiKDEkYmccOl2NG42dXMch\nxOJR+ROLwOfzsHhWKDRaBjsKSrmOQ4jFo/InFkM6wR8eLrbYc6wCbZ09XMchxKJR+ROLYSMUIG1m\nKDq7e7G7sJzrOIRYNCp/YlEemhoEe1shdhaUoqdXw3UcQiwWlT+xKE72NkiKDURDSzcOna7mOg4h\nFovKn1icBXGhEPB52JJXAq2Wpnwg5H5Q+ROL4+VmD+kEf1Sp2nDqkorrOIRYJCp/YpF0Uz7QSV+E\n3Bcqf2KRAoe5IGaUDy5cq8eVigau4xBicaj8icW6PeUDbf0Tcu+o/InFigr1Qpi/KwqLanH9RhvX\ncQixKAaVf35+PpKSkpCYmIj169f3u/+rr75CcnIy0tLSsHz5ctTU1LAelJBf4/F4WDwrHAwDbDtE\nUz4Qci/0lr9Go8GaNWuQnZ0NmUyGnJwclJT0/ZgdERGBzZs3Y+fOnUhKSsIHH3xgtMCE3Gna2GEQ\nezhg/8lKNLV2cx2HEIuht/wVCgUCAwMhkUggEomQkpKC3NzcPmNiY2Nhb28PAIiOjoZSqTROWkJ+\nRSDgY6E0FD29WuQcucZ1HEIshlDfAJVKBV9fX91tsVgMhUIx6PiffvoJcXFxBi1cLpcbNI5rlJNd\nbOf0tNHCXsTHjkMlCHVvg0j44F9lWeu6NBbKaX70lv+92L59O86fP4+NGzcaND4mJobNxRuFXC6n\nnCwyVs5rjZfxw74ruKn2RNqUkAd6Lmtfl2yjnOxi6w1K7yaSWCzusxtHpVJBLBb3G3f06FF89tln\nyMrKgkgkYiUcIYZKnREMkZCPbfml0Gi0XMchxOzpLf+oqCiUl5ejqqoKarUaMpkM8fHxfcZcvHgR\nmZmZyMrKgqenp9HCEjIYVydbJEwKQF1DB44qarmOQ4jZ01v+QqEQmZmZSE9PR3JyMubNm4fw8HCs\nW7dO98Xv+++/j46ODmRkZGDBggV4/vnnjR6ckF9bOCsUPB6wOa8YDEMTvhFyNwbt85dKpZBKpX1+\nl5GRofv5X//6F6uhCLkffl5OmBo1DEcVtVCU3MS4cG+uIxFitugMXzKk0IRvhBiGyp8MKSMDPRAZ\n4onTl+tQdr2Z6ziEmC0qfzLkLPllwrettPVPyKCo/MmQEzNKDInYGflnanCjsZPrOISYJSp/MuTw\n+TwsnhUKjZbBjgKa8I2QgVD5kyFJOsEfHi522HOsHG2dPVzHIcTsUPmTIclGKMD8mSHo7NZg19Ey\nruMQYnao/MmQ9dDUINjbCrGz4Bp6ejVcxyHErFD5kyHL0d4GD00NQmNrNw7Kq7mOQ4hZofInQ9r8\nmSEQ8HnYmlcCrZamfCDkNip/MqR5udlDOsEf1XVtOHVJxXUcQswGlT8Z8m5P+bD5YDHHSQgxH1T+\nZMgLHOaCiRFiXCxrwOWKBq7jEGIWqPyJVdBN+HaQpnwgBKDyJ1ZiTKgnwiVuOHa+FjU32riOQwjn\nqPyJVeDxeFg8OwwMA2w7RFM+EELlT6zG1Cg/+Ho6IPdkJRpbu7iOQwinqPyJ1RDweVgoDUNPrxay\nwzTlA7FuBpV/fn4+kpKSkJiYiPXr1/e7/+TJk1i0aBFGjx6N3bt3sx6SELYkTJLAxVEE2ZEydHb3\nch2HEM7oLX+NRoM1a9YgOzsbMpkMOTk5KCnpe8TEsGHDsHbtWqSmphotKCFssBMJkTI9GG2dPdh3\nooLrOIRwRm/5KxQKBAYGQiKRQCQSISUlBbm5uX3G+Pv7Y9SoUeDzaS8SMX8p04MhEvKxPf8aNBot\n13EI4YRQ3wCVSgVfX1/dbbFYDIVCwcrC5XI5K89jbJSTXeaQc1ywPU4Wt2PDtiOICnLod785ZDQE\n5WSXpeRkg97yN6aYmBguF28QuVxOOVlkLjn9Atshf3c/zlRosHzxBPB4PN195pJRH8rJLkvKyQa9\n+2nEYjGUSqXutkqlglgsZmXhhHBlmJcjpkb54VpNM84V3+A6DiEmp7f8o6KiUF5ejqqqKqjVashk\nMsTHx5siGyFGtXj20J/yoadXA2V9+5A5sqmhpQst7eohNT23ukeDKlWryf+N9O72EQqFyMzMRHp6\nOjQaDZYsWYLw8HCsW7cOY8aMQUJCAhQKBVauXImWlhYcPHgQn376KWQymSnyE3LfRgS4Y0yoJ85c\nvYGy680I9nPV3Zcnr4Ki5CYWzQqDROzMYcp7o9FocVBehV2F5VA1dKC5TQ0AsBHyMX6ED6ZGDcPk\nSF+4OIq4DXoPVA0dyD9TjYKzNSi73gIA4PN5cHUUYUSAOx6eMwIjAtw5Tmk4hmFwVFGL/ScrUaVq\nRV1jBxgGEAp4GB3siQkjb/07+Xk7GTWHQfv8pVIppFJpn99lZGTofh47dizy8/PZTUaICSyeFYbz\npfXYkleC1Y/d2t+raurBF3vOoFfDIPdUFRInB+DRuSPh6WrPcdrBabUMjhZdx8Zdl1Fzow1CAQ9i\nDwcE+rrAw8UO5bUtOHFRiRMXlRDZCPBMWiSSpwX1+a7D3LR19uCzzQocOnPrKmxCAQ8TRvnA1kaA\nptZuNLR04fgFJY5fUGJihBiPJY1EuMS83wSuVjYie/t5XCq/Nbusm7MtIkM8IfZwQHltCxQlN6Eo\nuYkNuy5hWcIIPDxnBGyExjmKktMvfAnhWswoMQJ8nVFwpga/nRcBd2c7bC1sQK+GwSOJI3Dk3HXs\nOVaBg/JqvLhkLBImBXAduZ+2DjXe++YUzhbfAJ/PQ1JsIH6TOBJebn3frK7faMMRxXVszSvBZ1sU\nOHlRiYzDgr35AAATS0lEQVRHxsPdxY6j5IO7VNaAD789hbrGToT5u2LetGBMixoGJ4e+n1iKSm7i\n2z2XceqSCqcuqfDEQ6Pw8JwRZvem1tOrwWdbirD3+K1zS6ZGDcPylNEY/qut+6bWbpy6pMK3ey7j\nh31XcOx8Lf7wm/EI9XdjPZPgrbfeeov1ZzVAbW0t/Pz8uFj0PaGc7DK3nDweD7Y2AhSerwUPPFyp\nbMDxCzeQODkAzy2MwrypQfByc0BRyU3kn60BcGuGUHMol9raWvBtXfHGZ0dxtaoJMaN88JdnY5Ew\nKQAOdjb9xjs7ihAZ4olZMf6oqG3B6Ss3kHuqCmH+bvD1dDRqTkP/zRmGwabcYnz0w2l0dPXg4cQR\nWP1YDMIl7hDZCPqNF3s4IGGSBJEhnjhfehOF55W4fqMdEyPEEAjubYvZWK/Nts4e/PXL4ygsqkWw\nnwteeWIilsaHD7jrzc5WiJDhrpg7JQCtHWrIL9dh34lKeLnZI2S4K6s5qfz1oJzsMsecErEz9p2o\nxKXyBhSV1sPFXoC/PDcNNkIB+HwewvzdEDvGF6cuqXDsvBLK+nZMjPCFgM/tG8BxRTk+/ukqbjR1\nYqE0FBm/mQBXJ1u9j3Ows4F0gj9cHEU4cVGFQ2eqEervZrR9zIb+mzMMg+zt57Eptxiervb48zNT\nMGdyIPh61jOPx4OvpyPixg/HpbIGyC/X4VzxDUwaLYa9reE7N4zx2qxr7MCfPzuK4qomTI0ahr88\nN9Wg9WwjFGBypC9GBXng5EUl8s/WwOWX7zjYykmn5BKrZyPkY0FcCLrVGmi1DBbEuvfbcvb3ccaH\nq+IwMsAdB+XV+OuXx6Du0XCUGDh39Qa+zr2Bts4evLh0HJ6dP+ae3oz4fB7SZobgzWengMfj4Z2v\njuPY+VojJr47hmHw+dYi7Ci4BonYGf/zhziMCfW6p+dwd7bDOy9Mx6wJ/rhS0YjX/3kETa3dRkqs\nX3VdK/70SQEqla2YPzMErz45CbYDfHq5mwkjfbD2xRlwc7bF51uLsCn3Kmv5qPwJAZAUG4RAX2c8\nPGcEQnwH3gfu5myLv70wDZNGi3Hm6g28v+EUejmYHuJiWT3++tVxAMCbz0zBvKlB9/1cE0b64K30\nWAgFfLz79UkcPlfDUkrDabUM/rlZAdmRMgQNc8HaF6fD3fn+vocQ2Qjwx8cmYKE0FNV1bchcfxSt\nHWqWE+unaujAm58dRUNLF55Ji8RzC6Pu+5Ni4DAXvPfSDHi72+Obny+xlpHKnxAAjvY2+Mef4vHb\neRF3HWcnEuK/n5yE6HBvHL+gxEffn4bGhMecl1Q14e3sY+jp1WLZDE9MjHjwEy6jwrywZsU02IoE\n+GCjHCcvKvU/iCUMw+CLbUXYXViOED9X/O35aQbturobHo+HZ9IiMW9qEMqut+Av6wvR0dXDTmAD\nNLR04c3PjuJmcxeeTo3Eol8uIfog/Lyd8O5LMxAuYe+LXyp/Qu6RyEaAN56ejIggD+SfqcH/bjoL\nhjH+G0CFsgWZ6wvR2d2L1Y9NwCh/9g49jQj2wFvpU3WfAC5cq2ftue/m+71XkPPLFv/fXnjw4r+N\nx+Ph+cVjET9RguJf3jC71MY/iaqlXY03Pz+K2vp2PJI4QnciIRt83B3wP3+Q6h9oICp/Qu6Dna0Q\nf0mPRai/K/adqMSXOy4Y9Q1AWd+OzM9v7cJYuSwaceP9WV9GRLAHXn9qEjRaBmu+PIZrNc2sL+NO\nOwuu4fu9VyD2cMDbK6bC2YHdE8/4fB5WPTIeM6OH42JZA979+iR6eo23m66jqwd/+aJQt4//8aRR\nRlsWG6j8CblPjvY2ePu5qZCInbA9vxT/3s/el3F3amjpwpufH0VDSzfSF4zB3CmBRlkOcOu8h5cf\nnYDO7l78ZX0hqutajbKcg/IqrN9WBHdnW/z1d9PgYaRzDQR8Hl5+dAJiRvlAfrnOaLvpuns0WPPl\ncZRUNWHOpAA8O3+MWRwOfDdU/oQ8AFcnW6xZMQ0+7vb4dvdl7Cy4xurzt3aokfn5USjrO/CbxJFY\nEBfK6vMPRDrBH79bNBZNbd14I+sort9sY/X5C87U4OPvT8PRToi3V0zFMC/jnWMA3Dqa67+XT0JE\nkAcKztbg8y0KVj+l9fRqdbvKpo/1w8qHo/UenmoOqPwJeUBebvb46/PT4OZsi/XbirDnGDtXCGtu\n60bm+kJUKFuROiMYjyWNZOV5DZEyPRjPzh+DhpYuvJF1FMr6dlae9/C5Gnz4nRx2treK/875lIzJ\nTiREZnosgv1csKuwHJ9vLWJlcrhejRYffX8apy6pMGGUD1Y/HsP5+R+GovInhAV+Xk746++mwdnB\nBv/YdBY/HSh+oK3Lm02deO2fh1FS1XTrbOMFUSbfjbBQGoqnUkbjZlMn3sg6grqGjgd6viOK6/hg\noxy2NgK8vWIqRgZ6sJTUME72Nnh7xVQE+jpDdqQMH/1w+oGu5NbV3Yu//d9xFJytwehgD7y2fJLR\n5uExBstJSoiZCxrmgvdWzoSXmz2+ll3Elzsu3NfWZXVdK175RwGqVG1YKA3FymXc7UZYEh+OJ+aN\nQl1jJ1Z/kn9fRwExDINth0rx/oZTsLXh4+3npmKUiYv/NndnO6x9aQZGBrgjT16NtV+fvK+T9Zrb\nuvF61hHIL9chZpQP3n5uKuxEljVVGpU/ISySiJ3x/sqZui+BP9h4Cs1thp9leux8Lf77fw/jRmMn\nnkyOwDNpkZzvP35kzkisWBiFlnY13sg6gh0FpQZ/quno6sGmww34csd5uDqKsGbFNEQEc1P8tzk7\niPDX56dhXLgXjl9Q4rV/HkalssXgx5ddb8YrnxaguKoJCZMk+PMzU2B3D9NImAvLS0yImfN2t8e7\nL83E3/7vOA6fu45zxTewPGU0Eu8yT82Nxk6s36bAsfNKCAU8vLR0HB56gDN32ZY2MwTBfi5475tT\n+GLbeVwqa8BjSaMGvdYBwzBQFN9E1hYFam50YnSwB159cpLRjuq5V/a2QmQ+G4tPN51FnrwaGf9z\nCDNGO2HsOO2gu25aO9T4bvdl/Hy0DFoGWJYQjt/OizD7o3oGQ+VPiBG4OIqw9sXpyDlShm93X8I/\nNp3DnmMVmBo1DCMk7giTuKG1Q41L5Q24VNaAvNNV6OzWIDLEEy8tHWeWF5AZE+qFj16W/jINxHUc\nPncdE0b5IHV6MHw9HW990ckD5Jfq8PPRMlTX3TpKaOooJ7zyzHQI73GWTWMT2Qiw+rEYzBjrh6wt\nCuQVtaD4wwOYEjkMUWFeiAjyQGuHGmXXm1Fa3Yyfj5ajtUON4d6OSF8QxcrZ1Vyi8ifESAQCPhbE\nhWLGOD98ueMCCs7WoLiqacCxzg4iZDwShYRJAWa9JenlZo/3Vs7AsQtK7MgvxenLdTh9ua7fOKGA\nj1kT/JEyPRjt9WVmV/x3mjJmGMaEeuHDfx3C2bIObMkrwZa8/pf2tLcV4OnU0UibGWpRX+wOhsqf\nECPzdLXHK7+diKdTI3G1qhHFlY0orWmGo70NRgd5YFSQB4L9XC2mUAQCPqaP9cP0sX4oqWrCoTPV\n6OzuhVbLQMswkPg4Y87kAN1UDfL6Mo4T6+dob4PUye549ZlZuFzRAEXJTVypaISbky2C/FwQ7OeK\nkYHurJ+FzCWDyj8/Px/vvPMOtFotli1bhhUrVvS5X61W45VXXsGFCxfg5uaGjz76CP7+7J9+Togl\n83a3h7e7PaaPNa/rGTyIMIkbwlicbIxrdrZCRI/wQfQIH66jGJ3eTQ2NRoM1a9YgOzsbMpkMOTk5\nKCnp+5Fo06ZNcHFxwb59+/DUU0/hww8/NFpgQgghD05v+SsUCgQGBkIikUAkEiElJQW5ubl9xhw4\ncACLFi0CACQlJaGwsNAksxwSQgi5P3p3+6hUKvj6+upui8ViKBSKfmOGDRt26wmFQjg7O6OxsREe\nHnc/nlcul99PZpOjnOyyhJyWkBGgnGyzlJxs4PQL35iYGC4XbxC5XE45WWQJOS0hI0A52WZJOdmg\nd7ePWCyGUvmfK/uoVCqIxeJ+Y2prb13/s7e3F62trXB3d2clICGEEPbpLf+oqCiUl5ejqqoKarUa\nMpkM8fHxfcbEx8dj69atAIA9e/YgNjbWrI9VJoQQa6d3t49QKERmZibS09Oh0WiwZMkShIeHY926\ndRgzZgwSEhKwdOlS/OlPf0JiYiJcXV3x0UcfmSI7IYSQ+2TQPn+pVAqptO+1IzMyMnQ/29ra4pNP\nPmE3GSGEEKPhMRwdk2lN36oTQgib2PhimrPyJ4QQwh3LmEyEEEIIq6j8CSHEClH5E0KIFaLyJ4QQ\nK0TlTwghVojKnxBCrJDRJ3azhAvB1NbW4pVXXkF9fT14PB4efvhhLF++vM+Y48eP48UXX9RlS0xM\nxMqVK02aE7g1lYajoyP4fD4EAgG2bNnS536GYfDOO+/g0KFDsLOzw7vvvovIyEiT5bt27Rpefvll\n3e2qqiqsWrUKTz31lO53XK7L1157DXl5efD09EROTg4AoKmpCS+//DJqamowfPhwfPzxx3B1de33\n2K1btyIrKwsA8MILL+imMTdFxvfeew8HDx6EjY0NAgICsHbtWri4uPR7rL7Xh7Fzfvrpp/jxxx91\nM/r+8Y9/7HeCKKC/F4yd8w9/+APKym5dYay1tRXOzs7Yvn17v8eacn0O1kNGe30yRtTb28skJCQw\nlZWVTHd3N5OWlsYUFxf3GbNx40bmzTffZBiGYXJycpiMjAxjRhqQSqVizp8/zzAMw7S2tjJz587t\nl/PYsWPMihUrTJ7t12bPns3U19cPen9eXh7z7LPPMlqtljlz5gyzdOlSE6brq7e3l5k2bRpTXV3d\n5/dcrssTJ04w58+fZ1JSUnS/e++995jPP/+cYRiG+fzzz5n333+/3+MaGxuZ+Ph4prGxkWlqamLi\n4+OZpqYmk2UsKChgenp6GIZhmPfff3/AjAyj//Vh7JyffPIJk52dfdfHGdILxs55p7Vr1zKffvrp\ngPeZcn0O1kPGen0adbePpVwIxsfHR7d17OTkhJCQEKhUKpNmYEtubi4WLlwIHo+H6OhotLS0oK6u\n/wW2TaGwsBASiQTDhw/nZPkDmTRpUr+tptvrDAAWLlyI/fv393vc4cOHMX36dLi5ucHV1RXTp09H\nQUGByTLOmDEDQuGtD+rR0dF9ZtrlykA5DWFIL7DpbjkZhsGuXbuQmppqtOUbarAeMtbr06jlP9CF\nYH5dqoNdCIYr1dXVuHTpEsaNG9fvvrNnz2L+/PlIT09HcXExB+luefbZZ7F48WL8+9//7nffr9e5\nr68vZ29kMpls0P9U5rIuAaC+vh4+Preu2ert7Y36+vp+Ywx5LZvK5s2bERcXN+j9d3t9mMK3336L\ntLQ0vPbaa2hubu53vzmty1OnTsHT0xNBQUGDjuFifd7ZQ8Z6fXJ6MRdz097ejlWrVuH111+Hk5NT\nn/siIyNx4MABODo64tChQ3jppZewd+9ek2f8/vvvIRaLUV9fj6effhohISGYNGmSyXPoo1arceDA\nAaxevbrffeayLgfC4/HMejryrKwsCAQCzJ8/f8D7uX59PProo3jxxRfB4/Gwbt06vPvuu1i7dq3J\nln+vcnJy7rrVz8X6vFsPsfn6NOqWvyVdCKanpwerVq1CWloa5s6d2+9+JycnODo6Arg1y2lvby8a\nGhpMHVO3/jw9PZGYmNjvkpq/XudKpbLfOjeF/Px8REZGwsvLq9995rIub/P09NTtGqurqxvw8qOG\nvJaNbcuWLcjLy8OHH344aAHoe30Ym5eXFwQCAfh8PpYtW4aioqIBM3K9LoFbfbNv3z4kJycPOsbU\n63OgHjLW69Oo5W8pF4JhGAZvvPEGQkJC8PTTTw845saNG7rvIhQKBbRarcnfpDo6OtDW1qb7+ciR\nIwgPD+8zJj4+Htu2bQPDMDh79iycnZ11HxlNSSaTISUlZcD7zGFd3un2OgOAbdu2ISEhod+YGTNm\n4PDhw2hubkZzczMOHz6MGTNmmCxjfn4+srOzkZWVBXt7+wHHGPL6MLY7v1/av3//gMs3pBdM4ejR\nowgJCemzu+ROpl6fg/WQ0V6fLH5ZPaC8vDxm7ty5TEJCAvPPf/6TYRiG+fjjj5n9+/czDMMwXV1d\nzO9//3tmzpw5zJIlS5jKykpjR+rn5MmTzIgRI5jU1FRm/vz5zPz585m8vDzmu+++Y7777juGYRhm\nw4YNTHJyMpOWlsYsW7aMkcvlJs9ZWVnJpKWlMWlpaUxycrJufd6ZU6vVMm+99RaTkJDApKamMgqF\nwuQ529vbmcmTJzMtLS2635nLunz55ZeZ6dOnM6NHj2ZmzpzJ/Pjjj0xDQwPz5JNPMomJiczy5cuZ\nxsZGhmEYRqFQMK+//rrusZs2bWLmzJnDzJkzh/npp59MmnHOnDlMXFyc7vV5+wg5pVLJpKenMwwz\n+OvDlDn/67/+i0lNTWVSU1OZ3/3ud4xKpeqXk2EG7gVT5mQYhnn11Vd1r8nbuFyfg/WQsV6fNKUz\nIYRYITrDlxBCrBCVPyGEWCEqf0IIsUJU/oQQYoWo/AkhxApR+RNCiBWi8ieEECv0/wGJvd+DYXTy\ncQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f79402581d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dfs[0].plot()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"for i, df in enumerate(dfs):\n",
" df['name'] = i\n",
" df['car speed'] = df.Y\n",
" df['time'] = df.index"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"data = pd.concat(dfs).reindex()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Y</th>\n",
" <th>name</th>\n",
" <th>car speed</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0.000000</th>\n",
" <td>0.700983</td>\n",
" <td>0</td>\n",
" <td>0.700983</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0.202020</th>\n",
" <td>0.705860</td>\n",
" <td>0</td>\n",
" <td>0.705860</td>\n",
" <td>0.202020</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0.404040</th>\n",
" <td>0.712573</td>\n",
" <td>0</td>\n",
" <td>0.712573</td>\n",
" <td>0.404040</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0.606061</th>\n",
" <td>0.720060</td>\n",
" <td>0</td>\n",
" <td>0.720060</td>\n",
" <td>0.606061</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0.808081</th>\n",
" <td>0.727117</td>\n",
" <td>0</td>\n",
" <td>0.727117</td>\n",
" <td>0.808081</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Y name car speed time\n",
"0.000000 0.700983 0 0.700983 0.000000\n",
"0.202020 0.705860 0 0.705860 0.202020\n",
"0.404040 0.712573 0 0.712573 0.404040\n",
"0.606061 0.720060 0 0.720060 0.606061\n",
"0.808081 0.727117 0 0.727117 0.808081"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Traces seperated and named"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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3yCOPEB0dzZgxY9i1axeLFi3iwQcf7Its4joub8K8N61I4SRCmN+skOnYa+3Y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\nERERD6eGT0RERMTDqeETERER8XD/HzBB36wehXW0AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f79401573c8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Initialize a grid of plots with an Axes for each walk\n",
"grid = sns.FacetGrid(data, col=\"name\", hue=\"name\", col_wrap=3, size=3)\n",
"\n",
"# Draw a line plot to show the trajectory of each random walk\n",
"grid.map(plt.plot, \"time\", \"car speed\", marker=\"o\", ms=0.1)\n",
"\n",
"# Adjust the tick positions and labels\n",
"\n",
"\n",
"# Adjust the arrangement of the plots\n",
"grid.fig.tight_layout(w_pad=1)\n",
"plt.savefig('example_carspeeds.png')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Naive Features"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def get_stats(df):\n",
" return pd.DataFrame([{'name v': df.name.mean(),\n",
" 'avg v': df[\"car speed\"].mean(),\n",
" 'max v': df[\"car speed\"].max(),\n",
" 'min v': df[\"car speed\"].min(),\n",
" 'std v': df[\"car speed\"].std(),\n",
" 'avg a': df[\"car speed\"].diff().mean(),\n",
" 'max a': df[\"car speed\"].diff().max(),\n",
" 'min a': df[\"car speed\"].diff().min(),\n",
" 'std a': df[\"car speed\"].diff().std()}\n",
" ])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"data2 = pd.concat([get_stats(df) for df in dfs])\n",
"data2.index = range(6)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"data3 = (data2 - data2.min()) / (data2.max() - data2.min())"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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BQVi5ciWGDh0qrQoJAKGhoRg7dixat26NJUuWYMWKFbh7926J8319fREfH8/WBxE9nUx8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\nREQGYQIhIiKD/D8zqyNczU4TRQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f793fe75978>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(data3[['max v', 'avg v', 'min v', 'std v', 'avg a', 'max a', 'min a', 'std a']].T.round(3), annot=False, linewidths=2)\n",
"plt.xlabel(\"normalized statistics\")\n",
"plt.ylabel(\"time series\")\n",
"plt.title('Naive car speed features')\n",
"plt.tight_layout()\n",
"plt.savefig('normalized_stats.pdf', dpi=170)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Define STL distance measure function\n",
"Want: \n",
"$$\\phi = G_{[\\tau, 20]}(x < h)$$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Boundary transformation Code"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"@fn.autocurry\n",
"def phi(df, params):\n",
" h, tau = params\n",
" tau *= 19.999\n",
"\n",
" return (df[tau:] <= h).all()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"traces = [from_pandas(df) for df in dfs]\n",
"oracles = [phi(df.Y) for df in dfs]\n",
"forest = [RecTree(2, oracle) for oracle in oracles]"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"bounds = [t.boundary(eps=0.01) for t in forest]"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"def plot_boundaries(bounds, colors):\n",
" # Plotting boundaries\n",
" fig1 = plt.figure()\n",
" ax1 = fig1.add_subplot(1,1,1)\n",
"\n",
" def return_patches(bound,c, label ):\n",
" patches_list = []\n",
" for i, rec in enumerate(bound):\n",
" bot, top = map(np.array, zip(*rec.intervals))\n",
" width, height = top - bot\n",
" patches_list.append(patches.Rectangle(\n",
" bot[::-1], height, width, linewidth=4, color=c, alpha=0.3, \n",
" label=None if i != 0 else label\n",
" ))\n",
" return patches_list\n",
"\n",
"\n",
" for label, (c, bound) in enumerate(zip(colors, bounds)):\n",
" for patch in return_patches(bound,c, label):\n",
" ax1.add_patch(patch)\n",
"\n",
" ax1.legend()\n",
"\n",
" sns.set_style('whitegrid')\n",
"\n",
" ax1.set_xlabel('tau')\n",
" ax1.set_ylabel('h')\n",
" ax1.set_yticks((0, 0.5, 1))\n",
" l1 = plt.legend(bbox_to_anchor=(1.01,1), borderaxespad=0)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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61a8kSVdffbVWr16t7du3a+3atSovL1d5eXn/DA5SIOS6urpGfA1gfOh5AVEY\n3PNqbW3V5MmT5XK59Pnnn+vGG2/sn7l9eA+NHhsQWwk5PRRggkOHDmnDhg3yeDxKT0/XsWPHdPTo\nUX3ta19zumpA0iO8gDFav369Nm7cqEsuuUQ+n0/nnnuuenp6JElpaWn9i6OG3gMQO9zzAqKQlZU1\nZEXemTNnSpL+/ve/DxmFePbZZ/cvxbJ9+/b4VxRIcvS8gCj88Ic/1PXXX6/MzExt2rRJt99+u3Jz\nc3XxxRdr8uTJ/ftt2rRJmzdvVnZ2ti699FIHawwkJwZsAACMw2VDAIBxCC8AgHEILwCAcQgvAIBx\nCC8AgHEILwCAcQgvAIBx/j/WbWmP9slz2QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f793fce9390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_boundaries(\n",
" bounds=bounds,\n",
" colors=[\"b\", \"orange\", \"g\", \"r\", \"m\", \"brown\"]\n",
")\n",
"plt.savefig(\"toy_boundaries.png\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compute hausdorff distances"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"M_stl = mdtu.adjacency_matrix(forest, eps=0.2, normalize=False)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/mvc/venv/lib/python3.6/site-packages/seaborn/matrix.py:603: ClusterWarning: scipy.cluster: The symmetric non-negative hollow observation matrix looks suspiciously like an uncondensed distance matrix\n",
" metric=self.metric)\n"
]
},
{
"data": {
"image/png": 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hP1YS2JavmOT178FMEwAAgAGEJgAAAAMITQAAAAYQmgAAAAwgNAEAABhAaAIAADCA0AQA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\nJiIiIiIBGJqIiIiIBGBoIiIiIhLg/wFbTCcYQMir7QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f793fa14a20>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.clustermap(M_stl, annot=True, center=True, linewidths=2)\n",
"plt.savefig('cluster_map.png')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"def add_noise(df):\n",
" noise = pd.Series(np.random.normal(1, 0.3, len(df)), index=df.index)\n",
" df2 = pd.DataFrame()\n",
" \n",
" df2['Y'] = df.Y * noise\n",
" df2.index = df.index\n",
" return df2\n",
"\n",
"def gen_noise(df_label):\n",
" return [add_noise(df_label) for _ in range(100)]"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"noisy_dfs = fn.lmapcat(gen_noise, dfs)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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LKXzzpWN8fc9r2+0pDcxL5SFMr7gucpJJvVBcoZMfrwxpTO5m8tUnadb3zTs2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uHhKzQWISQTVXDlPSE41nspc+3WTJLT1PvnccO7ONvnajKP8eyJa7Dykpbo16vTg3xUrSiSX4BI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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f793f754b70>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for df in noisy_dfs:\n",
" df.Y.plot()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"noisy_oracles = [phi(df.Y) for df in noisy_dfs]"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"from multidim_threshold.search import binsearch\n",
"\n",
"@fn.autocurry\n",
"def projection(top, oracle):\n",
" res, gamma = binsearch(to_rec(zip([0]*len(top), top)), oracle, find_lambda=True)\n",
" return gamma"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f793ee22978>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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M3kMLxRfg0dIH9/W8fS0UAIdLDqQQIpQkwE1GeTxgsaBZOv7T+FoqUddCSbCTEGcEeKtT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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f793f738710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pi = projection((1, 1)) # diag\n",
"\n",
"foo = fn.lmap(pi, noisy_oracles)\n",
"foo = [x for x in foo if x != 2]\n",
"\n",
"sns.distplot(foo[:200], kde=True, bins=100, hist=False, rug=True)\n",
"sns.distplot(foo[200:500], kde=True, bins=100, hist=False, rug=True)\n",
"sns.distplot(foo[500:], kde=True, bins=100, hist=False, rug=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Highway 101"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"paths = sorted(Path(\"vehicle-trajectory-data/\").glob(\"*/*.csv\"))\n",
"traces_highway = [pd.read_csv(p) for p in paths]"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"5979"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(traces_highway)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"traces_li = [trace['Lane_ID'] for trace in traces_highway]\n",
"traces_li_ts = [from_pandas(pd.DataFrame(trace), compact=False) for trace in traces_li]"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"traces_vvel = [trace['v_Vel'] for trace in traces_highway]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 1: Normalize velocity and time\n",
"\n",
"Goal: We want to use the same predicate defined for the toy examples. Idea: rescale velocity and time axis."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"stats = pd.DataFrame({\n",
" 'horizon': t.index.max(),\n",
" 'max_vel': t.max(),\n",
" 'min_vel': t.min()\n",
" } for t in traces_vvel)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>horizon</th>\n",
" <th>max_vel</th>\n",
" <th>min_vel</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>5979.000000</td>\n",
" <td>5979.000000</td>\n",
" <td>5979.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>525.128951</td>\n",
" <td>62.071149</td>\n",
" <td>20.563838</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>135.145693</td>\n",
" <td>8.836899</td>\n",
" <td>12.298002</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>176.000000</td>\n",
" <td>38.190000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>448.000000</td>\n",
" <td>56.200000</td>\n",
" <td>9.970000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>502.000000</td>\n",
" <td>63.150000</td>\n",
" <td>24.320000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>578.000000</td>\n",
" <td>67.670000</td>\n",
" <td>29.960000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>1009.000000</td>\n",
" <td>95.300000</td>\n",
" <td>54.560000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" horizon max_vel min_vel\n",
"count 5979.000000 5979.000000 5979.000000\n",
"mean 525.128951 62.071149 20.563838\n",
"std 135.145693 8.836899 12.298002\n",
"min 176.000000 38.190000 0.000000\n",
"25% 448.000000 56.200000 9.970000\n",
"50% 502.000000 63.150000 24.320000\n",
"75% 578.000000 67.670000 29.960000\n",
"max 1009.000000 95.300000 54.560000"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stats.describe()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"def rescale(s):\n",
" s = s / 70\n",
" s.index = 2*s.index / 21\n",
" return s[:20]"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"traces_vvel2 = fn.lmap(rescale, traces_vvel)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"real_oracles = fn.lmap(phi, traces_vvel2)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f79265531d0>"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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kP2nUKrZumscL/32c1z++xOsf2yekRUWEsGZRNl9bNZUDJytoau3iq8sn92ly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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7926b07a58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"traces_vvel2[0].plot()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"5979"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(traces_vvel2)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Xc8bsTnhIZ8VapOY5pDY8JOHx4HO5UKhPLRS+PTxWG4ee/zvGnJ0o9XpSrp5H\n9MQJaOLjUKj8P8HC62XH6q+Jqqyi8stVHHz0L+jT+6COiMC0Zy/C66XPwluIGJ7dIzb+nP/mfs2B\nmkOMShrK78bdgkrZ8a1OukK7vcyfP58FCxYQHx/fItv38uXLe9QwGRmZE+lKUANApM8fYWdPTiV1\nwTWB457UJiS7hLTHS8QFQwgtz8Jcn4+loTDgJbWWD649tEmJZzzSTpxEkI4P/VZ3QJA6u7uso6KC\n3MefwlFeQfiwofS947etDl1KSiWK+Dj6XHIxsdPOo2zpJ9Rv2YpNHEEdGUnfJYtPmxiVm6v4NPdr\nIrRh3D7m+tMmRtABQbr33ntZtGgRAwYMkOeQZGTOMF0dsuOH7yF1MIyfGJiHcDU1YreXIRklLD8c\npOnaGhLSL8Bcn0/V0XUBQfppk7uOe0iKoCC0iQnYS89cpJ2wN88hnRjUoDouwerxee5+jruxkZIP\nl1K9Zi2auFiixo0lZf5VJ41eM+bsJP9vL+C12UmcfRm9r1vQoWhGQ58+9HvgXtyNjUhKJSrDqa0Z\nO1Xe2fkxHp+Hm4bPQxd0ekPF2xWk4OBgbr755tNhi4yMTDt0JajBUV6B2LgOFgzGEv3TPISx2r/a\nPyyyPw5RSO36DaTMuxJdaArmhgI8LhsqtR63yeTffqCTE+q6lBQcZeW4GhoIjorqtN1dJhD2faKQ\nKjuwBYW7sZE999yHs7YOdVQUzvoGypavoPHAQfo/eN8J7QohKP/kU4rf/wBJpSLjziXETjuv02a3\nZm9Ps786j33VeQyN78/opGGnvf92fc9JkyaxcePG02GLjIxMO3TFQ6r7cTM6m4UgRCD0G5oFSSJx\nxEUgSZj27gMgIn4ICB/Gmv2AP6ihM8N1zZzpeSRht6NQq1sVUlU7W1AIr5e8Z/+Gs7aOpDmzGfHG\nq4x+9x2iJ07AkpvH3vsexF5aFjjfWVdP7uNPUfzef1BHRjL4qcdPSYzOBEIIPty3EoCrB19+RrzZ\ndj2kpUuX8sYbb6DX61Gr1QG3e/PmzafDPhkZmePoSlBDw5atKJRKYvX+0G8hBG6nGZupCENEH7SR\n8ehSU7AeKsDn8RARN5TyQ19irN5DdMJI3GbzKWWIPl6QIrJP/1O3sNtbnT8CUGr8OQF9ztZ30i39\neBnm/QeIHDuGXtct8P9Iq1T+aLfEBMqWLmfP7+8nctQIhMeLcddufE1NhA0ZTOY9d6E+BQE/U2wt\n20VB/VEz8tO3AAAgAElEQVTGJGfTJ7LXGbGhXUH65JNPTqnhBx98kPXr1xMVFcUXX3xxQrkQgiee\neIINGzag0Wh4+umnGThw4Cn1JSPzS8Hh8SIBwaqOT6wDOGvrsB4uJGzoEOJDdJTbTJicbtzHvJ+I\nOH/y09D+/bAXl2A7WkRIRl90oSlYGgpx1FeBEARFnHseEnYHQanRrRYpNH6vyduKINmKSyj75FPU\nUVFk3PnbFh6DpFDQ69dXo0tOpujf71L3/SbAvy1Hyi03Ejv9/LM2o3ZrWJxW3t75MUEKFVcPvuyM\n2dGuICUlJbV3SqvMmTOHBQsWcP/997davnHjRoqKivjmm2/Ys2cPjz76KMuWLTulvmRkfik0bz3R\nmc35AOq3bgMgauwYEg0acoBSswNt7UEAwmP9D4Mh/ftRtfobzAdzCcnoS2T8UOzmUhrKdwOc0hO/\nJiEBSanEcQaSrHqdTnC7W83SAKBQ+wXp5x6S8HopfOU1hMdD+m23BvLe/ZyYKZOInjwRR3k5kkLh\nv9YeFiJnfQPVX39DzboNCI8HTUI86YsXoktOPqX2vD4vb+V8RGOTmWuGzCYxNL6bLe44PRbPN2rU\nKMrKytos//bbb5k9ezaSJDFs2DDMZjM1NTXyTrQyMifB4fadUsi3cfsOACLHjKKPz/+1L2xopFdD\nIdqQRNQav9CE9u9PQ2Qsuxt9xOSWMSwyC/gCsykP6FzIdzOKoCA0iQn+nHadDJvuKh6z+ZgRCio+\n/xJnXR1BYWHo03oTPmQwymYPqamlIJV+vAxL/iGiJ04gctTIk/YhSVK7YiC8XhwVldhLSvE5m/B5\nvAiPB+H1IClVhPTL+mm78NbqC4H54EEqv1xFw5ZtCK8XpU5HUGgI5gMH2ffgwwz80x/9W8d3ghpb\nPa9vf5991XlkRPZmVtb0TtXvbk5fgPnPqK6uJj7+JyWOj4+nurq6Q4LUHSuFe3K1cXci29m9nOt2\nWp0Qouz8dTQVHEYKD2d/URFNPgCJvSWlpOLF4YkItOfxCTbMmEtjWCQcrWFDkWCeOhHhqgCNgorG\nRmqO67ujdrjCw/CVlrFj7VoUpzHSzrNjJwCmnbsw7dzVokwKD0PKzACg7OhRqo5di7fwKO6Pl0FY\nGJZxo1tco/B6weMBlapDIdxCCHy5eXjWfoc4lumiLaToKLZdWITyZ9nUfSWluL9eg6is8p8XF4tq\n1AiUgwaCWo1q5248X65iz6N/JnjxQqR2oiC9wku+9Sg7G3Mpb/LvAJyuS+HisEns3rW73WuCnvse\nnTFB6grNezOdKjk5OV1u43Qg29m9nOt2+oTAvWoXkSEGRozI7HB7brOFbTYb4SNHMOBYu6s3HKDW\n7kUooP+Q89GH+ed5vj5STWOtgr55exgwbSIrKyxsDxrPFM9ylH30ZAwbSuSxNjpzPyvKKzm67wC9\nNVpiTsN7ILxeit59n4qvVgOgTU4i5aorCY6LxW0yYdy5i9r1G/Ft83uOYU1O0jMyaNi6jcKPlyEp\nlQx+6AFCsjLxud2ULV9B/eYt/nkwIUCS0MTFEj5sKPEXzUTfyqalPpeLgpdeoW7jD0gqFTFTJqNP\nT0Ol1yOpVEhKFQqVCq/DjnHXHuq+/wH3+x+iHTSQmEkTQYL6H7dg2r0HgKjx40icdQkh/fu1HBYc\nMYISg4HSj5YSlZtP2s03tnlfzE0Wntz4MkeMJUhIDIrNYnLvMUzuPQaF1DHPtavfo5OJ2UkFqaKi\ngtWrV1NZWQlAQkICM2fOPOV5peOJi4ujqqoq8HdVVRVxpyFHk4zMuUqTx4cAtEGdG/JyHBs616X8\nNKyUFqajyubEEpSALtT/fba4PHxeUIlWeBm1ZS1Dxg4gPyqCvHorvRRJpPa1n9KQHYA+vQ8A1sOF\nxEyedEptdBTh9XLo7y9Rt/F7gsLDcZtMJM66lJgpP/UbNXYMqfPnUfDSq5h27qR+8xbqN28BQKnX\n0+++ewjJyqSpqorcp57FXlSMQq0mpF8WKr0er8OBvaSUqtXfULX6G2KnTaX3DdcG1g45a+vI/+vf\nsOQfIiQri4y7fos2se0IxdhpUzFnZaDbnoNp9x7M+w8EykIH9KfXdQsI7d+vzfrJc6+gdv1GKr74\nitjzp7YqkKYmM4999wLlliompo7iqsGziDfEdPb29ihtCtKyZct4+eWXmT59OgkJCQCUl5fz61//\nmttvv50rr+xaevNp06bx/vvvc8kll7Bnzx5CQkLk+SMZmZPQvAZJp+rcwEbzjq3a4wQpXmUBwGIY\njHTsyTinvJaBvr2k6cIIdjVhLylmwaVDeWTjQXZ4htArsQx04PX6yMmv4cutRr7avRVJAkkCnSaI\nuEgdI/vHkZES3uIp3tAnDSQJa+GRLt2D9hBeL4ee/z/qfthESL8sIkaNoOS9D1rN0qCOjCDt5hvY\ntXMn2pRktIkJBMfGknDxhWgTE/HYHRz8y1M4ysqIm3kBaTdej1KrbdFXw46dlH74MTXfraN+8xbi\nZkxHERRE1epv8FitxEyZTN/f3tahPHmKhHgGPvYI9pISLAWHwecjJCsTXWpq+3XVavosvIWDjz1O\n4WtvMPipx0+Yq3s75yPKLVVcmnk+1w6b22rwhRCCvTllFBXUoQpSMmRkMim9T1+W9jY/2W+99Raf\nfvopkZEtjbn99tuZP39+u4J09913s23bNoxGI5MnT2bJkiWB/ZSuvvpqpkyZwoYNG7jgggvQarU8\n+eST3XA5MjL/uzRnaehsUEPzws3mzNsAYY5cIIM6pV+khBBYir5ktDIf3OCbl4yt9CipBg2jEiPY\nVgHFUjLhDXn887Nq9hXWHWvpxAWlH36TT9+UcO64ahhpiX6PQanVok1KwlZ4pMuBDWanmw0ldeyo\nNOL2+YjSBjMrI56MCAOFr71B3Q+bCB3QnwGPPETZ8hVA21kPmhfL6tPSyLrnrsBxIQSHX3wZR1kZ\nCbMupc8tJw6DSUolUWNGETo8m2+/3kjtjhwcq75B7XKiUKtJX7yQuBkXdDrqTpea2iERaqapqoqG\n7TmoIyOIHDuGhi1bqflufYv9rbaV7WZr2S4yDElcETEa6+HDOKtrMJdXk1Ni4UijIMLZSHplLh6n\nG82xegc/hpJwHVF9exE2aADRkyZ26lo6S5uC5PP5ThAjgIiIiJNGgzTz/PPPn7RckiR5WwuZLuMy\nmXBW16BP7xPInPy/ij2QpaGTQ3bHBEl7LBLM7bSiNu5CTRp5jR68PsGRIxtJdOdjkiLpFZNEI/uw\n1/uH1C9Jj2dbeQPbnANZ82kdFY1exgyMZ1CSlwsmj0Lg/wG32t2UVJlZu72ELfuruPvvG7n1isFc\nNK43AIa+fagtK8NRUYku+dSG/ffVNPLO3mKsLg9qhYQ2SEV+vYX8egvjrdVkrFmLPr0P/f/4IEqt\nFnejP8quLUFqXof087Dv6m/WUL95C6GDBtL7hmvbtCe3zsJ7+0uoVYTD6PMJGj2NeVEqxvdPa3Mx\nbnchhKDon/+m4rPPA8d0qSlIajVH3/kXwbExhA8ZjNVp480t76L0CcZ+tJe95t8BYFFqWZZ4PjXB\nzb/zEcSEh3F53WZilU0IAS6nB2+thfqaCup/3EzB2//Gdd110EPTgG1+gydOnMgtt9zCVVddReKx\nsc+KigqWLl3KhAkTesYambMCl9dNpaUaXZCWCE3Yac3221GEEOQ/81fqN28FIGzoEPo/9MBp2bjs\nTOE4xSwN9tJS1NHRqHT+4ab6ih0o8DIsQrDN6GZLeS0cWYMkgvjCM5FeTdFMcu5DpClostSTGBJF\n35ICdrpisTfqmDhQx+9vGM3uXTvRa39KLhqiU5MQrWfMoAR25Fbz94928uryPTQ0NnHNzCwMfdOp\nXb8RW+GRTguSx+djRX4Fa47WoFJIXNkvicmp0WhUSgqNVl7fdIBNhjjUY6dw5eLrAymB3I3+yLa2\ntsxo/rz4nE6ctbU0bNvh/6F/932Uej2Zv7uz1QcdIQRri2pYlluOQoLzUqMJ16j5+kgVHxt99PIp\n6d2pK+wcHoeDvCefoXHvPjSJiSTNnoX5QC61GzaiCg3BY7Nz4E9/JrRfFitj6mlMgnH7bETZJRSh\nodQ6BB8lzcCs0pOdqEVndZPf6KE2OIIvBv+KZ++YRESIBnOjg3+/vIl6r5nwoGria8qI1fVcwtU2\nf2kefvhhVq5cySeffEJFRQUAiYmJXHLJJVx++eU9ZpDMmaPIWMZH+z5jX3Uebp9/eFUpKUgMiSNa\nH0WULoLMqDSGJw4mNPj0ZiD+ObXrNlC/eSu63r1Q6fU07tlL3lPPMuDhP3QoHPdc5FS2nvDYbLjq\nGwg/lrLH7TRTefRblCoNM7My2LaliM9yjzAPJ3tEFnERsRxosJHhTifeUEjFga9IG7OA3lu38EP0\nVFQaBRPT9iMxtUU/Qgjy6i18X1qPw+NFH6Tkt9eN4O2P9/DRmnwabU6u6edfI2POzW0RYHA8To+X\nzeUNFDfaidKqGR4fjkoh8cauIorNduL1wfwmO43UUF2gX9VXnzNt1Vo+/9Ut/DBsEpOlIJpny9yN\njaBQoDwmUD9HOpat23rkKDt+c1tgozwAQ1YmUivi7/T6eG9fMVsrjIQFq1g0vA99I/zfh9RQLS/t\nKOSVnUf486QBNDbVU2quZHBsFpogzQltdQSP18N/876moL4Ir8/LgKYQ4v65Bo6tnXKbzRgyMoif\nOQNtUiIlH3yEJj4On8fLwbrD7BkWQZTJQ0ZdAuvSJmEVggKfG6dCxaT6XRis0dQZejE6IQzDoDiW\nrj3EY29t4fFFEwgN0zJ5QTYv7y+iwpNKgzedWEXri4S7gzYFSaFQMHv2bGbPnt1jncucHRgdjXy8\nbyXrjm5GIOgVnkxGZG+avC6qrbWUNlZQavZHWq4t/B69Wsd1Q+dyXtq4M5IexWOzUfTv91Co1fR/\n6AHUERHkPfUMxpxdlC77hNT5V7U83yf4vqSOH02wJaeQIbFhTEiO6nS2gzNNsyApXCZqy474Uwjp\nojGE90ZStC5SjrJywB9hJ4SgNH8lPk8Tqf3nEBMZSaKhigorVCujsBoGcfuIdP78Qy5fMJwbHQWY\nyMVts7BJmwUCDFmRrHIMIOnoFsD/pFxitvPBgVIKjS3nk7ZipM+4RFTbq1j1YxFmawKTQsKo37KV\nPrfe0mIeyesTbCipZWVBJTb3T1tkf364EgUSHiEYnxTJ1QNT0BwTCY/VRuHrb1K38Xti4uO5YUAi\nbxyu5529xfxhfD9UCskvSHpdm59TV4MRJAmP2Yyudy/weTGVViKCtTTu3cemGxexK3YI7tFTmDEx\nA0V4MB8dLKLaWkukxkp2tJIfiws4UBVCYmgcGVFpTO8dxpcFO7l79WfU2/33Xxuk4VcDLmFWv84t\nPG2wm/jbptcpaCgCQG/3krrdQlyTC0+4gaQx46j+eg15Tz9LxmOPo5t2EaFl1Zg3rsMdEcPacVFI\nPi8TcrzsDJlAU1gweeYmPKiYECkxvigfT2M+Gw29sJqbWDgzi0ark6+3FPPw6z/y4I2j+PBIJZIk\nMSPEgCXSxUl23OgybQrSunXrmDhxIkE92btMt+MTPursRqqttYDfw1FISpQKRYvXPuGjxlbPjvK9\n/FiyA6fXRUpoAtdl/4qh8QNatCmEoMnjpNJSw56qg3yau5rXtr9Hja2eeYNnnfZrrFj5BW6TidRf\nX43mWGRm5t13seuOuyn9eBkR2cMIyfKv06mwOHht5xGqbE5AgupGdlc3srWigYXD0ggJbvvz7ROC\nJo8PhQTBSgUelxWnvQ6f1+UPKwsgAdKxQ1LgmMCHQlKiUAWjUKgRwofX04SryYS7qRG3y4zweZEk\nJZJCiSQpUShV4KikrtyLRh+PRheNpFDgsFRSVVkEhFF3+HNKFJWB3pUqLaHRWYRGZhCsi0RSBAEC\nhMBUth8pQYMiWcuRPf/GVHMAfVgq0cljEEKg9NoAJSu90xisjcLY5OLKfkm8ubuICkskKVoTe/fu\n5KgukfTgJgYMimV7lZaX8y300br5cUch+2oaEUCoyYWmwESQ1Y07VE1j7xCORIHIDCPU42XT3kpK\n0y7mgpK1FO7LRZ+eTqPTzRGjjR/K6qi1uwhWSAwL1aNWKMi12rF4vPgQ9DNoOT9Ez+FdP2Kqycdu\nqcHrFkjBTjQThzDk6ptQa3RMCTOzwWTn6yNVXNI3AZepEamN4TqXycSBh/8EQuDUq9ka5+ZwWBD1\nw/ojfILBxfWMPVTLmKocrGv28E1pOJVREha9D4dGQYldoqSh7c+pAxgQ24++kSlsOLqF9/Z8QkpY\nApkRmeQXGzHbXCSFB+GuqcHndFJdWMi+Giu43ajxolN6+OLA14RZTcwhlOQCI9ibkIDy2CBWTtYQ\nbagjYlQ2EeVVfPPU3ykPzUCIUEZG9yKrrpj5qyUOxURSEjKGWp8RV1UtkfpQrr16DOeN7IU5L4sd\nz73ut9fupvCTL5nbJxVjbSjbCk0sfHINkdEKDG4Xa0rrcStU6FIy2r7oLiKJNiIU+vfvT1hYGLNm\nzWLu3Ln069d2DPzppDsWN57rCyRbw+vzsv7oZpYf/Ip6u7FT/cToo7i83wzO7zMB5bEnbSEEdfYG\namz1mJ0WzE1WBILMqDQMaj1/Wf9/VNvqWDjy14SbtCfYaXc5+OLQt1RaqokzRHNe2vhuWfPg83jY\ncctC7D4XE19/A9VxYbimvfs48MhjSMkpaO9/ELOQWJFXjt3jY0pqNMn2WgYOGsTHB8vYU9NIUoiG\ne0ZnnCBKxiYXa4/WsLm8AYvLP3QZq7SSLg7RVypBLzkQAoyE0SBC0dJEnNSASvLSk2zxDmW3GMAN\n8eVkxcUjIWEzl2CqzcXdZOpQG4aIPqQNmo9aG0Gh0cq3W5cTjpm1vvGIY7vRRGiCaHJ7MTirmatZ\ny8qD2ews1bOwl5WLl1zDPzZvY5fpp3umQSLoSCOhRhfpA2LxhQdT7XFT4XZjU/gFWnh9mPbX46xr\nQh2lIWJodEuvRQgULh8+lQTKY56TT6Cpb8JtCMKrVRF6xEzoUQt2QwOWiBqE5COyXsOgohoSLEcI\nOrYbrjkyhtwBw5l11TRqfvcAil69GffCcy3ug8toZP9Dj+Aor+BAejhrRwf97CHDj9rlY+RBO9l5\ndlS+lmVCo0aZEEdwem/cKTFURCopkIxIkoTbp+OwOYXzevXhusG9KDKW8eDap1FLGjwHJxJaVcOU\n+p0kNtWhpP0gsWbMegXbB+jZmxANCgmFzgqA1xKOzxyFaNIhqZtQxRWRfaSRMXsdaDwnfi7V0dGk\nXjOP2POmkLuzhOUf+ZPsDqlYS4y9DAFsCR/E1vAB9LMVM6lhD0EKH9XxKSiTenPlg4s7bPPPOdnv\nWpseUlZWFk8//TTLly/nhhtuIDExkblz53LZZZcR0kaiQpkzQ5PHyd82vc6eqlyClEGMSxlBUmgc\nCkmJT3jx+nx4hQ+fz4tX+PAK/wc0RhdFn8hUBsZm4rPZaczZhUelYL3rCKsqNmNztb5pWVZUH5aM\nu4lnNr7CmzkfMif+AkYcF3azo3wvr21/D4vTGjj2Zf53XJ99Jef3mdClYb6GLVvZmOxm22AD/1r1\nEJN6jeam4fOQJAnNgAHk//o37AgKxb3vpzyKF/eJ44p+SeTk1BKjC+b2EX348GAZ64preWbLIW4d\nlkZqmA6H28t3xbWsKqzC6fWhD1KSFeLFYq2j0htDDcPZTDYGpcDlA6/w/0JJQIJUS5qinIFBFSgV\nEpKkQJKaxd2HED5AIEkqlKpgVEFalCotkkKJEMJfLnwI4cViNqHVBuNxWXE7zYAgKDgUtaYf1ENa\nxnSiQ/xCHJU0kpR+AoelAru5HGdTgz+s+pi3Ztq1B2vBYeJmXEBociYR8UMD647WHq0mSyoiGCdR\nwUqmpSVSbm0ip8pIk9eHQxVDhdHA7jIt0W4TQxJCKDU7OGTTAF4MWHF4tTQplTT1CcUClOMDp3+H\n1iCFhyTqUVtc1FojUKeGUOv10VTfhLWwkZC+xy2ylSR8agV6t4Mwu5mwJgtRdiNBPi+OJjW74wdi\n7hOKI8lCvXsXSncTI3LtjDhoI8gLzqBgqnRpqISbSGM5Y374miP7txJ2YRzKEBVNtlo0ev8DkaOy\nkv0P/QlXfT27M/VsGBGEShGFcGQh7JHgU6NQKhmUHsOgXlEkX6AjFTc/Ll/H4e376R+lIsUAbqMR\nR0kFjqP+dV6xQGJICLqUZLSpqXypbmCLMDArI4Fe4Un0UYym3LKJ8yq/ZECF37Wq0MRQrY7AqQhC\nq1cTHxOGo66eUkMVtggnLlcIVKbhiq6jMc6OnUh81b1wHvRH8OnjK1EllOEyNKAMOe6hREgcDk3C\nmAVhahfapjpUwgtNBgz1ajIaKjn84itUbtjE4QEXBartih5GYmgyQV4nUQJuLfsGpzqIg6MmkN8/\nG486mImijp6iTUGSJIl+/frxxz/+kfvvv581a9awYsUKnnvuOaZNm8bf/va3HjPqbMbt8VFQamRn\nfg2ZqRH0TQ4nMvTUJiu7A7vbwRMbXqKg/ijZCYNYOPLXROo6t5q+fstWCl99PRCRFKeAab0MSBm9\nCImOQedWYCKESnQ4zfU4iov4oPRVFl1wLX/f8jafVX1L77LeDIzNZFXBOpbt/5IgpYr5gy9jfOpI\n8moP8+9dy3hjx38obazg+mG/QnGK61C+2PIp2wbrCVcbUCqD+PrwBmL1sYTphvD54UpM+hh0Tgf9\nd26itFdfTFFxfFNUQ0bUTw9RkiRx9YBk1EoFXx+p5skf80kwaKh3uAIT8pekJ5KqrKHo0Hd4g0II\nTu5DgVXJUZMdi8uDwC9EUZjwKPWUehMo9SawS6liwYAUsuPCT1l4c3JyAil+3E4zJbn/xVSzD5Oz\nGkg4YbdYSZLQhSYFMi4cj+WT/Xi2GUm8/cIWkWb1DheV1QWMVNrI86WRGRrG1JRoVEFK5vVP5uWc\nQg41WFlaNQafcDJaf5Rd2qms2ZyP0ycYJVQ0bqnD7ghCmeglMsOCSxWEAkGEZKZ3qJqU8HDUah2g\nxW53sGWTlUNGLwcBW7GFMIubmGglkVI1qY7D9EnQEzu4H0gSdZv24WyoIigykuix45kWaeC5PdW4\n1IlkFw1h1PYNaGw2nHot3w4JoyBNYlpoNsYtoRwwOYhSHCaivIjGbz2Q5GR/+ZvYDIMorXYTVF5E\nsisM2wAHW4eGkGlMoSQvCaMqlBsuzUKtUvLRmnw2FxwlaZqKyy7x39cLF/6K6yoN7FGreOfhGSgV\nEl6nE9uRo1gOHcKSX4CtsBBzXj7mg7mMBAYFa9l2YCQ2n56k3MOcb28g2OOjWhvKtt5TefhPV1NY\nVMeKt7/AUHUIlfkAO0fqKE1Qk6pKxbx7CJV6Bdj7wNGf3tfkGAOLfzUEZaialzcX4FQ6Ea4aYiv2\nISkM1KSORpcqGNnXw4QpY7A6K/jnrqUcNZaiEIINh0cw40AxaXt2Ix2qQpEwDYfOhb2vl8OxCiIk\niWnfV7Jl/HRK0rIA8PkcuJzbCI/pub2S2hyymz17Nv/9739POF5VVcV///tfFi1a1GNGnYwzOWRX\n3+jgnv/bSH1jU+CYQoK50zKYd0EWwaeQhflktGeny+vmqY0vc6DmEBN7jWbx6OtQtTG53RZ1m34k\n/9m/IQWp2N8vBLvXybAaFUF1/vUbVkMoG86/gtr4ltmM9RYTydWHyRyRyH/KvkLg37hRCEGkNpz7\nJi4KbPLl8vpY9vUO1jSswB7UyMDIfvxu0k2Ealp62k6Pi9zaAsI1YfSOODF78v4DW/nL3n+i9Sl5\n+rI/4fIpeGjNUzi9Tgy62QQHRXFRnzgaS8tJePMltA4brgU3sDQkGY1KyRWhbsYP64cQXlTqECRJ\nYleVkf8cKMXi9OA7ocfWUUqCYYo8BpLHgCFXEJUwnMMNVl7YfhiX199KWpiOBYNSSQ3rfETSz993\nIXyUHfqSfx6RKBWJvHTBYDQdnNvde98fsB4+zLjlH7UIIlieV0ZT0ef0VxxhpXcq7h1KorwScxYM\nJ61vNG6vjwc+20zB1nokSSJ5fBQulQbJ4yMy14SuxoFCCYOHhdEvsxDhs6NSaQmNziQ8dlAge/jP\nqa40s3NnCW98V4DC5+WGks+JkpykL7yFuAt+mvD3ud0cfvlVatdvBJWKr8eFUq+XmLnFRZTJglep\nZP+QMewbNh6POhghnLg9VUTaNNTkCcw2d7v3RhHawE2zR5D72U62K+KZNDCeu67wRyMeqqzk8ZUf\nYvVYGZmVyDUjZtI7IoWXlu7mm63FPL5wPEMzWx+C9rndWA8XUrtlK8VfryXYcdxIQ2gI6zIEe5Li\nWBx/CYl5O2nYtgOnu4md/XXsGKDHo5JQmGJIPzyUyr57sOhNuA4PRalIJKJXGMnRevomhXHUZKP0\n2M6/WquHRy8ZirquhtVvfs4hEYlVGwkS+JQSKRF6ekcbqLBXkldzGI9HoPQqSKrxobf7cKqhNFGH\nJ0iAz0XvShfVyQPwKIPAa8PrNREiVCTo4hgwRM/k88a0e3/b4mS/a20K0v33388zzzxzyp32FGdK\nkBqtTu56YQN1Jv9wRGpcCBV1Vjxe/+0b2CeKR38zFo36/9l77yi7zuru/3PK7W3m3jt3ep/RSKMy\nI8nqliw3uWFwwcY2zZBgCCQk8AshISwCvMkPEhJIo+UlMZhiG3DFVbJkS1bvGk2Tptc7c3tvp/3+\nuLJsvS7YlF/ed613r3XWnXXnrHPPec7z7P3svb/7u393NTtvdZ8lTeFbB/8nJ+bPsr6hl89u+tg7\n9jry8/Oc+exfYBg6O9/VzIA5wQd6buPmrmvITU0xOjTBT1IWCkVoMhn0+m1YKh0MxpOczutocpkO\npSo/g6sqRKIQZlPjWq5q23IRFn5qIcFDj/bhGEuiSQozHafIeCJYJQeXNV6Oz97CVCLBVLyPRGEE\nwwHfRdkAACAASURBVLiQs3HU8sn176c7UIYKK5rCZx/+CxalAn8a2EGg51q+c2KMeH6cXH4nNa5W\nvnzlnzEQSfHA2WmWqhm2PvZjlFiM85dt5eDabdSmQ1x/5ucIRRVBEcl6Wtm1+kqiVicCUOeyouoG\n6ZJ6sTMrgNMs4zbLWGQRUS+xJvMrfGKCo8Yamtq3c0N7DaIgMJnI8veHzqEDulHerLy7s5Yb22ve\nkbf0Ru/dMHS+/MJ+goqdryzLUNu6/W1d6/jH/ghD01j3X/9x8buCqvHXe07yXuMxSsj8snAzV+dl\n+k/MYRgGV924jM1XtvP9/3iOp8+X8LVaqWozY8pKbHL6qatw4PJYiaen2bBh3dt+rtfKC4fG+Jdf\n9tNo1fj7T2/DVV1uoFcqJDBZ3BfDiqGX9vHDM79AiCTZeDaLaIB/2+XU3n03KaeHiWSWkViGoUiC\n6b4oudkMCGDxWZFsctl7zKaoykZxGzmKlUXOVyyQD3ajJ33YXWaca6oQLxQbN7hs+K1hDk09Qkkr\nXXLP17ZtYWPl9XzhuwdY4newymPHH3DSs66RugYPonTp+jMMg3/deZbQ7ASW+Sj3XrcG55Il/OFP\nvolcNUdVTGH1cJ5knZuzzTI5QcUhO6iJrMI8UkGyNsV8w1F8UiMe+7VE32DLVIwX6HE6+PRNK4ks\npHj4R8dJxfK/0Tt5O2J3mFm7zcOV12z8ja/xG+WQ/nc0Rv9doukGX/6fh4gk8ogC/I+Pb2ZVZxXz\n4Qyf+7eXSWVLDIxH+dqPjvHFj2zA9A4r6d+pFJQC3zjwfc4uDrOqehmf3vjRtzRGmqajqXqZCl83\nMAzQFIWBf/x3UqqZyct7CMbzbLSvo3ikkv987mVi0RyFnIKLDC7KiKFXmtbbnWZ6KkzMZEaQbG5C\nnfWEM41sqveyvbUet8WEqhs8Mxpk9/5xfGNJTE4zG27rZbCvnvHpw4QaRtg/+fwl9ymJbiS5Bd1I\nEspO8eUXv8nKmsv5wKoreKz/SRalAj0zBuqGLXzz6Ai6YXDPis0cnZ6hb3GIk8FBHjlvYDdJfGj7\nBiq2r2b+iScRn3mOGW81M61dnDavoGfgAGmXh6e2X03Ramdp/zHaDIWT67axWFDLxklYpNue5voN\n78HzSs8cJc/o6R+SySUoVa5lLLmMk+eDDEbS/EFPCy0VDj7a08J/nJ7EY5HRDXj8fJDzsQytnjL0\n+PJGHz7bOy/eFQQRw+zFrGQIjj1PZaAbq+OtuR8Nw6AUi+Fobbnk+/3TEVq185glhVPaMq5dVs+7\nl9SxdkMzv3zgBLufHmJkOMTeaRVBgLpGndvlZ3A3dtG5cdvF65w48eb9zn6dXLOpncHpFLuOTvPj\n/XPcu6PE3PlnSEXP4fA00bLybqx2Py9547inY6wcLWDy+1jyJ5+iorcHADfQ4LaxtdHP9x7tY3g2\ng8WpYVoSpr22ieUJgzPzJaKrGomJTYTUebL5ZwEZf6ABbdpMdDJJ6VSIVaZFKrevZyCRYzbtxGq9\nlSptCI8+imYUWVR1do0fQHWdxyauZjSSxRXJMTUW5cShKUxmCZvTjK6XIwW6bpArqmRKColNtRjV\nDTxxMMXsc/sw9F78aoJwbZadm8uerqxLVCfaccWXkKn1ENluBbEBt7EEUTIR1XWsslhGfQKGbmCI\nAld11nDv+jYmRyM89F/HKBVVdL/OVkeY6nyKnf5Wzvsa8Jll4ukSV9R72dpchWySKBk6/3pinGSx\nxMoTR2idGETUNA5vuYFIoLYMtRBFTJJGly3OMleMeqdGWv1vqEP6v/Kq/OipAUZny/mVL3xkPas6\ny656XZWTr3xsE3/1nf0UFY2TwyH+6acn+NwH1iJJvx+jFMpG+cbL32UqOcdldav4s81/iFkyoWs6\niqKjqhoWq0w0lOXoyxNMjEZIxHO8IZBH2ATNwAzUARlgiCCSLKJaJQpeC821bpY3eTEMyGVKxCJZ\nouEMkfkcVr0CEtAwP0ehVuaQYXA8GGdlwEMoW2Q+kqHufBLZJPHxP7kcr9/BjlUN/PInMv2nGmF1\nGmu9QaXNysaGlayqWYaqw3Qyx87xM+wbf5SzC/v4/MI+ADwZGanzVn4yOIvdJPHx1a10+910VNxC\n364hfnTqMazWd/PJNW1U2S2AheYPvh/PdatR9/2IR7QGzqzfzsYP3slzkwsUiyLrlQESjY3s9lRi\nzsfZZoMO4QhmJcKy1X+K3WrBMAxyqRkm+x+mkA1RUb2KtlV3skrVeeDsNCcXEnx1/xD3rmpmXZ2X\nYLbIr0ZehWUPRtIMRspkpk+PLnBdWzW3dtW94zqovGbgMJsxdJXJ/ofpWv+pi57EG4mayWCoKmZv\n5cXvsiWFJwanucM0jGLIDBid3NFQ7k/U2OrlY5/dxqM/OcGh0QgZDKrMAmFTgJRig/QIhWzo1xrC\ntysfv20VIzMJnj04iZR8mcsaprDY/WST0wwd+memq9YR++HPWTlWwNrSxMqv/M0bdqzdc3yGpw9M\n0FLr5ot/uIZ/PfY9zodP01Sq58YX+ji47l5mqw0yzp0IgsFKWwdTsh+h1UAKZ1FTCkFLiOngf5LT\nRJyWNQhyBxnTBtLGWhR1HEUbwkSYF9NhWurmGZpt4LaPb8Si6Lywe4T56QS52KUgIAGwiQLSTJZw\np4e+VhFDrsIvCJSMu+mY3ItvYZTxrssoVq6g4JEpXKCws0kl0sUYslxNSS/jHwuqztqaCm5pDHDk\nyBTPl/IcCMcJ7BvlzDPnUFWNNT1D1NaUQQf5pMLlsTFaio0UnDWoXpFYGibDXjr8lRwN5rBLCp5o\niWygjvSGbgaCeRaa6mkU5tkuHGaKBsb0JmawMJOpRcgYXOm51HP8Xcr/NUi/Rl46OcNje8cAuPfG\nZWxYXnvJ/zsaK/jiRzbw5R8cRtcNDvTNY/uFzJ/c2Yso/naFl+FggYfvP8bsVBylpJKzpRhtPYRq\nKlEVaUE/28w3n92Fqujo+htDR+0OM40tXixWGVEo18po2SypgQFEWWKkzkBxKty57joaawNY3Ra+\nPzjNbCrP1S1VvG9Zw+vCTfFCiYfOTtM3GcUWKVAxEceyoNMaGWNqYwsnFxIImkH7aJqionPtbSvx\n+suV8oIg8J47e1iYSRA/YeL9G7fQ1PoqZ6JZgg6vkw7vFu5a3sP3ju+if3EQWW7EcHYzJohUWk18\nrLeFTm85B1XjqsNnayOaH2ej9ByW6SrOT+kYGOhaiVx6Hrtb533iXhKqxJPnelighi5xkiXWEWzW\nfiThQjhEffU5zx37DpLJjkA5lARQ3byN+s4bEQQRh0nkE6tb2TcT4eHBWb59YpxrWwPc1lVPb7WH\n/TNRMiWFkViWRFFhVZWbYKbAc+OLRPMlPrKqGdM72LjkFY1qh41Kdw/xhTPMj+6kvvP6Nz2/FCvD\n/82VZYOk6wb//twAbaZxHEKB0/pS2ny+C8a7LE6XhWtvaOWJb4dwCAZ3zTzP0antHGy5jOuNl5kZ\nfpKONX/wOymItpgk/uredfz5P7/AUwONWD0dfODqHcTmj/DoqYfI7vklG8YKWFoa6fm7v0V2vp5t\nYTaU5ruPnMFmkfnCveuprnDw+a2f5K9e+HteYA5To8zq5QIDiT1ogkLXrJ1ga7Ks+QRA1MGcJ1hc\nij2ax1KxSLrwMjXmYRr0buaFGrLWJZhNS1C1EHrhCEF7GGjgxOAoYwsGZ6Zi2Cwy21bX4/PYSOka\nSUHH4bIgWSXG4gkoAiY75myOjvEB5uubCbduR/Es5+ZnH2b4ujq0hirqqgPUOlV+ePoYJlMHdllC\n0XUU3SBgt3BHU4AHvnOIdLKAz2thsbuSkzsH0BWRNT1DVNhiqENpbG31aBVFdE+RZqKgR8sDJgER\nmImU96LNErzCcXRG72KhaQ0VJLlGPIhFUOhmjG5x7JIxz/wvLB2/S5G+/OUvf/n3dvXfgwSDwYvc\ner/vaxzom+Mff1xuJrV5ZS0fu3Xl6xZiIRtCLgywvFFlMhgnW7IyOpckV1BY0xX4jRdu34lZdj81\nQTSUwWY3YQRyDDS8jCYpLEmsYUmuB5vVjN1uxlNpx1vlpNJrI59T0NRXY83VdS7u+cMNrN7QxIo1\n9bR6NdQffYuq+AinNxcZrQvyqRvuZH33ckpmke+fnWIqlWdTvZf3r2i6ZBevaDovTCzyvZNjzGaL\nVNuzmO37OVfZT2fQRk734plNogsSzXNJCosFOrur2XFz9yXjIMkitfUeTh+bYWIkwtIVNVhtr0/S\n20xm/I56TM8O0DESRLFYyLgrKag6B2ZjjMUzBNMFDg4eYIsxzGCpyHQhRbuWQiwmKBXiF2HTICAZ\nCsO0M2y0UU2YK4QjGIKIgYDVZEEsySijCYx4CVGTMbkqEETQNQV31TIau26mqmnzJV6JIAi0eBz0\nBCo4F03TF0rRF0rSE6hga6OftbWVbKz3cnoxyXgyx4a6SiQB+iNpRuMZeqs9yBeKWA1dJxHPMze7\nQG1tDZJ8KZPBEyNBahxWrlu1gfhiH8nwIHZXA4bgIZ8rUSyoFPIqxYJKsaAQH51i8ehJzN29LGpu\nHniij0hFmh3yQXRB5kV9Ex9b04X7NXVYmViKL/39U8QEG9csHKIxO49/YZaj3VdQJ8cw56ewOWuw\nOat/J2uRwgze4nMMhQKcnjR48cQsZ2MxCsen6RnJY66wsfbrX38dUalhGCSzJb70/UPE00U+e/ca\nlreXPT2LbGFFYAl7z+/nfJOZmeIUKUseV6yahcoCguNaBMGCIAjU1LvZIYwyELOjxAPotjSbbSVu\ncuh0WBdYZRqhVghT0GXSYh1mcxe6TcIRVUhFwrR6zrFpicbHb+thxYoO9qdSnM3liBkaC4USwUyB\nvKqiqTNUB2Pc8ugPqArPc657DUWLTNHuYq6pnY6DexjUqhkcj3GwP4xR8BAImLDIZjKKRoXVRDRf\nYvD4LMpsmu3Xd3HP+1Yx+8xx8kmZ5pY5kkULgcePY9JcuLZ2g2CQjZlRHx8lO1nkudpuNO9Kzs1V\nM1msY8ZcSySls5jXOaOspV/uxqIVWZk/T1yuZAE/i0b5iOLH5mqgsX4FilJBXX3jG73NtyVvNW/e\nFNTwv6v8tqCGfFFlz8vH6O7uftNzZhbT/GL3CJPBMtJs3bJqvvjRDRf6vlwo9NM1JvofIr5wacvf\ndMHMUMjHWKQCr7+Re25aR3ON5+JvA1jN8pt6TyVF42zfPI/97BQ2WeCDn9iCs1rk8zv/X9KlLJ9Y\n+T7We7swCkX0QgFEEYvfR1a38JPvHyIezbFmYxObt7fzwtNDDJ9doK6xgrs/3Evq0AGmfvogWibD\nvi1+TjWLfGDlbWxoupyjc1F2TYYoaDpLnQ5WWU1kkhFUJYYoJJCEOAZFdASKmHCRpUaIkDVX8O3Q\nLJ2aleUveBirWI1xQWFXVOd53/taCDSufUNqm/27R9jzzDDuCivvuqOHtk4/oiSiGwYzqTwvji+Q\neO451h7Zg+6r4rJ/+xay2cTJxQT7piOMxrN0ChNcLR1GF2QWKrv58dhBKkxe1gvLWWodxibl8TVe\nScuyG/nBvhMcyQhUWk3ctqSOaqeVaqvB/ODPSUaGANCUFs4drWQ+IWFRs9T4LWy452qq6iqx202v\nS1y/VgqqxkODsxyYjSIAl9VWsq3JT6vHTlbR+NbRERayRboqHbiGB/Af2osvHsJUKqELAorJjCqb\nMXQBw5Bxr1rJig/dSt5bRV8oyc+H5zCJApIg4DGi3CzsRMTgeHI5s5MBTIsKZknDbFaQJI2sKhFV\nZKK6SEoQuAAAxGvPI3lsdHe38Ydbl+BxlsEp56ZifOc7zzOhOeh15rmv18b0Dx8A4PyGbQz1ruJ2\n+XlkQaBzzUcYmUy/4VosaTrBTIFkMUs0l6SkKbhMTiqQCKDjNMuIZgui2cz40E9Jx0fwdH6UH++d\n5VR/BsN47Rgb+Nxm2lr8OKrtFJ0ysWKJeLpIoj9KKV7E3+bhnhuWsq3Bi1mSLnIZPvGFT/PgyhK6\nKCBpBqooYDG2YfN0kZtJUutdQDXNkShMkE74KI31IugiPXWLrPFHqa2xUVFdB4LEoekkk3o181IA\nRBnD0BEUDSsaPlMMvxBnSO+gKJhpd1sQwpOcS54h54hizee5eW+SqpiKIQicvuMj5JpbiMYnCCmL\nWC2ryrqjP0x28VUEr63egburkuvba7i60ccXdw9QEmE1EnetN7P7yeMMDVVS4Usz2VOPmoUNB5+n\nvTdDpEpmV75EUNNYfzbLprNZpqvN7FnvJeP2Icm1SFIVAiKSXIMoWDG0PGJRxrCbEEsazpks5nQJ\nxWUi01RG/xnqJLf4G7l5y+8H1PC2DNI3vvENPve5z138/O+U39YgffxrLzAfeX0PlzcSURC4aUsL\nt9XkWHj6WVJDw1gCVTg62tBXQd4IoqqVDJ2vQVUNvJUJamoiWEyvxn0MA4qqhG6UDZAgGMTzTjT7\nKprb19NU40HXYWA8wqMvjTIxn0I0NG709LOiNY7kE3kwXySoaVxps7LGYuGVhNArJi2TsXHsxAqK\nRQsdbVN0tE9fKIy89LzfNXWbqgsMhuros6WY04N8IdND+NnDqFuu4VlfK6JX507Ts3iclThqr2Iq\nHsDttLCkqRKbVWb/1AIHdg+hDJbfhyjqCIJxYex1PPYk1cYMgfFhKm9ZSdWazVQ1bmZqMceT+8ZY\nnJyhwUiQTLooqRKCqLPYcI5ITQSL2Ikr78eas5MoWWlZUc10vkCl1cRn1ndQ67yUsTibmGZmcoFH\nHgyXASDoCAbwGm/IADQgJwkkLBKaWaIh4OSadU1c3lN3MW84GEnxyPAc06lX0U6iUH4PuvGadN5r\nl95rXo6hGyjJIsVYATWjoOZUDM0oH7rBKx6fiIEkaAgY5c0SXBw/VRdRtFc3AW5rEY+9hKYLhDJ2\nVPXV5zKbJHRdv4gYXSkl+Mrf3oPJbOLsX3+JVP8AkstJ6qv/wKFzx7lO2IcgCCS0VhpTHvThEWzV\nAWyre9lpcnIslKNkvHn5QfPkMOuO7saZS71y0+XPok7BkJm01bIQqCVXHyBYsBPN2tCVsjUVTSKS\nXUbNKhiqgcVnpeIC64OhF1C1IEVlAE0LXvKbIiCJVdjs78YwsqQzvwShvE4FXaRqoRX7XBvjhsRr\nG1EIAhivvJrXasq30JomsUilLc2SuhCr6pJ4JR1J10AAVZRYEAIMGh3MGdWUMIEgUljMkuiPITsl\n7J0FciNW1IzGhs4Q17aOo2kC43oj42IjSVxkdRu6LpYJql67SRIEPOcT2KIFQj1uNJsJkMo64M3y\njYZxyeNcnIkGCLqBqOqY8goFaxgxHqHWIfPlu+998wH4NfIboexeKwcPHrzk8/9kkaRfr5UtJolt\nq+v56M3LSe3exbmv/xdQ7jVSisdJJPsxGT4KUYPT4zYMNUdNZT3WinWcH0+QSExh9SZwugo4rQXM\nUhm5ZQAmWaDWlUQQXqb/yCBf6etCe82OUETjjzsP4G0XMQyJp3IQ1DTaZBtteEiVuKi8DCAecTM2\n1IyqyjR1zOFrjBNX3Rcn2MXPC4tev+CZCRdoYgQMBEBF4gJ+BxkdAYOcYSNnWCmpEuRFPGIlHctX\nI5GnmB5HjZ9kVc0c3rSVxwyBAx0S6+wi2uFnue7zX+LxhSyHzdexNf00hexDZNN2BuMeDprtBKu6\niBoObvHvR9oAs7MBEnHnhdVvoOomIik/EfzMtHXSmZuicO4pzg/t46mjrQhpF3ZDJIIXs6WEx5lD\nNwQKptWU7F4QJUp2KPnKymg6X8Ar6nx+Uxde2+u7d4rmGp54ZBBV1ZjAoGSTqauwsHziBEYB0jYf\nUVctgmbg1gxcOZWwAKfPhzl9PswLu/u4plkmVJSw1Nay3ecm73YxVygSzBbRDAO1WCS7sEBJlFAc\nLhRRQrtgBIySjpIuUYwVKSaKZct1QQRZQDRJiLKIIAm4zDJkFfJFFYvdgiwWMXQVDAMNEcMQsIg6\nLlsRq1tCCVRRsLlRLqiaAFAtSLizOoV0iUgijyyJmCeGWbbYz23/+JeYzOUwXs1115LqH0DLZNlQ\naeOkp50fJqoRNZXLX3oS5+g5AEIWK7usdUSqTTgo0CHMgaEiqCpSKI80m6NksbFQ38xUy1Lm61u5\n9sUH8SZCCK9YaauM1SWzsqnAurUGzxU8hIxm/LpKKZmgsFigFNZRkiUEGVwdIuY6BU1bAAxE0YXJ\n1IrJ1EpJGaNQPICkF3FjQjPsGPZrAQEtfgJHyYlVseHMeLDmmpCKIq5iDL9oEJFtLFqcZMwSOmUF\nLZV0RKW8LmSjhGKXUMx2MFTEfAFRsqFZyiRAYg5CWQuhET/DczluXzpIta9ADA+HSmuYk2vKukhR\ncSh5dEMhNJxGEKFiRRWyw4Stt0TkSIhj4wFCgQ4Uix1VLL8Tk64gZnVEDBS7BIKAuZBDMVkwRBHH\nQh5J0ak+lSK0xochGQiagWYtt/YVVQUM0GWZV9r9CrqO8UoeVZAv6I5y7YJuESiYrfj77Nii1Xh7\nf39s+u8I1PB/WHTvDeWfP7Odl/YfY8WKFW96jq/ChsUkETlwkIkf/BemygqWf+VvcDQ3USqm6d/3\ndYqqzoPum8n3gCCYMSsKt1UWuPf2bUTDGXY9Ocj5M4s4XBY+cN8GkqrON392krlwhmvXuNlYe4bu\nmjm87jEePtlOPCuyaZmHLTyDs0lETwrcLy0johzDKLkZ79uEb1kDmpKl73wIvWQmgIAfAR0DKuK0\nJc8Q7foI444KRmNJFB0EQccjadTps9SqIayJWq68/gYcVoHjv9rLTsXCrNcDukHFfA7XbAayr3p4\nZotMoMZFaCHNfFElF57nro+uw2Jdhq7tYODEgzRwlncV7fxi4TTimg2senEn8UcfpfLKdzGUd9E/\ney07XKfp8IXRnQ6e11ZRMKzcpj6D35ZGC+a4YfXlBK7YjiCK6IqCriik8ho7HzvI+SEnJ04tRxQ1\nRMHAoZWnbV1NiK7OSez2ArK9hpflawjHNJxmmetbfcwkhtk7dRzdkHGGTKgzrbiuWY2uG0wvpskV\nFGp9DirdVv7ju4co5hSissh971/DhuU1SJKIYVzN8Nf+gdiRZ6m/7RaaP/QBzg8s8viDp/AbBne/\nr5cje44xOBnlHxfKOQxOj/yaWagAhTf9b8Ajs3FVEy1VTg4/eprVsy+SrHLx0o7bscsSOVVDLGqs\nSGl89gPr3xDRmVNU/unRl5h2eZEFWFLppNphQdEN5tJ5ZlN5gnao8jt4T0sb3YuTjO5+Hv+2rThe\nE9+3VJXrgwzD4Fu7DzFnr8KWSaJYHLx05W2sX3KQjsAiu8QriJj8tJ87w+q+3Xi2bkT71V7Qy0qu\nZHewb+uNxLzVZRZuk4VndtxLm7TIp6+8BofZhJrLE3zqaSYf+jmP+24gXN2ApoUo5V+i1ZZFbzGY\nadDIv4I/EUAtgEsQqJNFVMMgjA/DvAmzqR2ZRtJjaayJGKXuZhTJjDWcx5ZbxrIzeapj08Ash7c1\nEPbXsqha0Q0Dwe7FbJXwCgLWSAHvYBwDneQSjVx9udi7KhUHe4GMXIeiTFJ9boIquYqx5hZUmwl5\nNkNpJEIoZ+cHp9ZQ3evCcFVgmERMqRKesTjWdAlBEQlhoAP1GHSNj5FtcDDnqsHe6iF9PsHitI6n\nQ6RlYhB3IkMsUY8hQHi1H6SykSqZrSAIGIkBJKUSzSQgFzTcExni3a+iLDEMdNl08W//+AD1kSki\nNV2UzGZ0NUpUCuOt3kFMBAQwGQqu/hS2qELeZ8Hd8Ovbsf+m8rZCdrfeeiuPPfbYm7I3/P8pv23I\nLjp3nMmRQ1S+QTfcV0SSLIhFM3Pf+DkYsPJrf3uxlmNy4BdE547yq2Ir5wszqHoZfWXRG3GIm7m+\nLcAt67oxDINDL43zwlOD2B1m7rh3Lemswg93DnNuPoXfI3PbigHqnGHSRROGpQlHYQLJqqOHNF4o\nLOWU6yySbtA5cgVCqrxYDMq7CPHCbtfusTIrG8zoOr4VFRjm8mTR9AQm0cBrspNURBQuTELNwJRV\nEDWdoscCooApVaJ6YAG/ZMJS4cbhNOOvdtGxLEBzqxdRElEVjUd/epLhsws0tXn54Cc2XVDYBkd2\nfxOTvsBz2QJng1189GgftkSMH614L1pvK7LdhCOvYeRL5CrLNEstkWmurz2IHixw4PwqXBs2YbfI\nhOJ5FmM5Yqk8IJDJl3BqSdZUZMimnRgIVHhStDTN4XHnsDoCSDXb+HnQyUyqQEelg0+uabtImLqQ\nCfMP+77LbDpIZaiRdukKwqrG8NQFBJos0tvqRRuJUpJEPvHZbTTVXJpAV7NZzvz55ynMB1n6l39B\nZEk395+cIKqoqLECyZNBFEHGV0riU1J05abJY6LQvASxqZVSKkNydAxD13F3dlCyupmeiCHLIjjN\nxNJFHFYTrXVuPnRjN6nw+MU5fmTfOLseO0OddZxDW69kQ2iG4bSbVIsbQxII2C10+10s9blY6nfh\nMMmkigrfOjrKbDpPw/Qon3z/u6hyXVo7spApsGsixMG5KKpu4Czk6D30AmO9RUz11ayr72VL02Xo\n47Mc/MoXmViyjlMbr6VmboIdTz/IWO9S9l92IwgyxVI/VksvglZgw4E9dA2d4rVxiPnWLvZv2cHy\njmZu7aqjym7hewcOciJZnguVFpnlVjvVsoy32slj56YJqwaGkSGXfoTbBpK0bqlCEAWUgSTjczme\n2+iloCtcbTOzvbabYj6CUkgQUdx45TSHiis4K3bDa+rzXPMJKgbTrwtdGUCx0kK21k6+yoohi4hF\njcrhBLZonmKlhUydHbclR9Btx5rLguy44M0rlGwe8rn9NJ6bI1grI1VuQ7RUISoa+niKhbkMgizi\nuyyAL5Jlu/MoVmuJ40eW09Yj88iATr4ksMFeQsu9GkpWZIFBVUPBoK3GgVXRsUVLGALo9nJXYZqP\nXgAAIABJREFUb8MukWj2knXOY4lreOYUnDEP23YsYe8LIyh2mcUNZZi+zUiSNURE0UVhJkavdYyY\nr4WQeIFxwjBAEJCVIhvMMZYFCry0qBIar8AzUSLvgCEpwfs2+bl7xw38pvJWOvxtoewefvhh7rrr\nLh566CHuuuuu3/hGfhfy2yJ7Zs89SSk7SSGz8KZHNjVL4pGj6OE8rR/7KN51lwGQS83RP/gsz5Za\nmdScGGh4slYMRaBoDlNSRkgdlRkZy9IQcNG1ogYBGBkOc/rYLMOn5ymJczhqp/BwkvBZkaK5liZ/\nEgsxBEGneDLH7CC82JXBIE/D6Go8OR8+vwOJAiaphNdrpWNZPVfftIybbl2Jt62SIUHBECWs8TnS\n2hOI+jCfqIblxUNsdEa5fMXleGx2ooksOZOAajfhypdYbzHxfkeBmj0/pXr6KFtu38iGWzfT3lVF\npdeOcCHEJ0oiy1bVEVpIMXYujFLSaL+AIjwxr2EpjdFqEjhVShJc6KQ7PYk9m2HY3ozZb0UxiSgX\nkHTmVIkdyh6sbp3ZoQoezbYzPBnn7FiU8fkk4UQOURBRNB271URtXRXdvR1sWZuk1n+KxkaFmo5N\nOJbcwxm9k59PFIkVFLY2+rivtxWb6VXH32l2sKlpLSdm+lkopRkfqSSSKLKuu5oNy2uZXUwzvpAm\nB9x9Rw8rl1a/bs6IZjOeFcsJ7XmR6YFhflbZSkYzqCqoTJ+NoKoCOy7zc8e7N/DcXIk53FylTtAx\ncYzG80domTrFcnWRd3/8Vnq3rGXghVEqEJjRdJIFFa/bSr6oMhvOsvv4DEVV57IVjciSSH1TBYWi\nzsmMhVy1g6bj+3EvKtz5rvXoZonpVI6xRJbjCwlenAojCPCrkQWmUjm6xwe58tiLLLnzttc9k9Ms\n01PtYY3HRXBonJDVylR7NwmTndnEGU4F+3jm3G6OzJ9GVyQG192KuZjnxpeewP/eDxKz9pCYjVOo\nciNL1QiqhrcvxmzbUsZWLEdQdJS2dvavvYKB1Vt4b28Ht3fV4TDL6LqKafyHhDQ3SVzkVY2ZYomh\nfJ6T4SQ5o5wLy+aeZVupHsG8mbmMlxpHkIjfzOMBmaKh8S67hStb1qGrBQqZBU4vtPPjw+3Ios7l\nVaM05OYJTfkQ8xrec3Ecc0XsagqPO0FVbRJfZRK9VmR+aQ3JRg+Ky4RFK9ESmsYXjZLwV+IVQhhh\nE82xGabaGhANCWE8RrHKh3R4BNNEEK01gGSqJ2oZoygn0ZVZKgUZ1ezD8NsRzRLFUB5tPovDLmOk\nTcxO+9ANmXPzMosatNdmSPW6SdZU4QjmEAwDSdORBYE4YMooVOX1C41OQFRA1EDOgTOYJycMkag8\nT810N6IG19+6gtnJOPlYjlSzCwPIFIeRpACGJrDKPM5kxTKSggefMk+o8DwB5SjL56KEnE1MSpVE\ng0NMhafwjwZQRIP+koFetNDic7F2RctvrIPfSoe/o5Ddf0cztt+1dK79GCdPHGLlypVvek7kwEEm\nJn6AUGdFb7sQ4zcMdp3YwzPqjeiSCYsE0I0gqLRPxlDMQUbko8y0H8E0JPCDb4UvXk8AVKvEYssM\ncferqDy5PkLHgVEKuxQwi2R1J7pi8Mzt7ejGHL6FFnr9K7j106spZgaY7H8Gl7eDzrW3X4Qe94dT\n/NfZKcyyhDG4QNB1CMlU4AaLBTE1gbOyjfaeDyGbHSzxqbT8y9fJz8/T8uk/oeHG7RfvJbC0lb7P\n/SWj//5dHC3N2JuaXjcuoijwnrt6CS+8zOG949TUe6jvDrAzbWep0MNm8QTrKkqcW17PQiJAV3aa\n/PwcluW16H4rSUUlU1IR01O46xTUsEqh6ip+/KfrCMZy5AsqAa+dQKUN0xt06lzItHNUWMtgNENw\npAAj5dCY2yzzwRVNbKh/Y6/XbXHymfWf4k++uQcMAXdgmju3baLC66D/wAQGkASOjkXYsr7pDee5\no6WZlk/+Ef82mSCrGVw9NcCpU1E0VyuORieDFTa2VJhwr65CyFTw7cN21smjrHIpOGr9qFu3skuw\ncvaxU6g+C4u6htdt412bW+hsqKDRZePI2SA/eXaIA4Npxv/xJT713h56llSx493dzNgFIkoBc6nE\nstgBlvjvYEVHAFU3mExmGYqk2TMZ4tFz5e7Oa2sqWHX/01ga3xyeOzUV48GfnaDj3E9YqYg8fsv7\nwNGK31pHk/4iidgUW18Mc37FlagmM2uPvoSYSPPY/gyaWMC85IInKQgYJpnomhrQDYqqmUNX3QSA\nOaeydCJLKDjB3roYqy5rQC8OoikZKkMzjHsCSLKIX5IwMIgUVQSTSD5/BK2Q5Zkza0A3+KOp51ms\nN/jFFhcF4F12K9cuv5l8ep5MYoKhkJ8nztRgIHC0tJJ0oQ37mRyObA4HIEsqnStnaKyZwyTqFHV4\nWl1NSFyKgE6HNs4aI0FVZRzNFgJA4Qyj1c1M1LmZqlqLomoEZAgtb0FUNebNPjTVQ2dwnnR9Cyb3\neqT5Pkr5TegdZnRBwhTL0TqdZRaI6gaFmRwpnGiSgiqozFwAf7SoJSrEWQanrIiaQVv0BIK7ROiy\nG5EH4oRVA79DRjILFLw28gEbqk3CvpilcjhM3eQKVNMJDEHHQOCXB07gC7hZnEtiyqqUnBJWa++F\n16Uz5FiJjE7jQpb8YhS5I8u0rjLtn6BpdoFSzXuYcm/GE4yhkeWsXvYkAz4L3U2/P6aGt+UhveIZ\nvVMPad++fdx333088MADFAqF17lp8/PzfPKTn+SBBx7gpz/9KfX19bS0tLzlNX9bD0kQRIILYRqb\nWpFk6+sOPadw/mv/hGHo2G/rJJ0dwV93GS+dG+TxqB8dKOaOIZ81KMSLFFSDuM0MIQ3BHqBoniJV\ntYgsNINkQXGaSHa6KNYPE7b0YS1CbXA97oifpDfCuRYLRdzk80uxW8z0376cSX0Ee6aStpk13PtH\nW7A7JMZO/xDD0Ohcex+yqTwhZlN5/uX4KAbw2fWdiO4Rzmf70aI1bK/bzurL3kVN29VIFzjnwvte\nZnzvcaq2b6fz7tsvGReTx421rpbI3pdJ9p2l6sorEd+AwFOWJVo7/PSfmmPgzDzHrBoxVWfHshWY\nEiepEgwG4nnkTCd16RHaKlRu+PidXNboZ0ujnysavDgP3o/oFTiV6uS0UkWNJtDbU0et34HbYUb6\nX2iQ4oUSPz47zU8GZphI5lA0nU6vk+VVbq5qruLDK5vfksS0UFL5H/95nFhCxVk/i9o0yPH+c5z4\nVYYKTaTWbcUWcHJiOESg0k5b/Rs3dDsq2Diah/bpESwvH2WfbzV11ix1goVMtZ2zoSSqAYZZ4qpl\ntZwqORhq62C4uZmhnMpErkDOa6EQsCFV2zEqzJxL5zg4F+OFyRDYZe64ooNCPMq5mbK3tBjLsbzN\nT1Q2OBfNsLXJj3DkILnJSaqu2IokinhtZrp8LmocVo4Fy6FIl2hQd+BFZKsZvVAg2T9Asu8sib6z\npEdGOHJymB8FM2jaUdYOTBL0m9A6WhFSMjmHjbjYwaqzMbzxJC9f9R6kgkrLqfP4s3N4632Yb9/C\nkOnVaL8sQI9ZJxtPULzQLlwwDJaMpMkHM4QXM0yNRzm6f4KF2SkqK2I8eqaVlQ01xCSDnGGQUzUE\nWaSYXqCo78cUWsG2ruXclu9Di43zyBYPWbOAOLuE9278AHJxlNjCKabjbh4+tRTNEGmtdfEPH9nI\n4YdHUfNlRKrZpLBxfR8BX4SornGkoPGScCUZsRWvkORO5yRdnMCaFPiJ9Xr6lSaWBKqwKgn8RpBq\ne5SELlPCRFoXkEUJlyxirTRhbnCjmW2YTAZIlZQsQWwOMKw1dGnzmI4XkYs6TiAKJDHINp+j1LXI\nnJ6lkPJRJarYsm5mi9W4gjnsSgKHeIQDSy2sTJwgWN1AMWYqhxSXRDD0LN6Ewqr+AzRGX+LkkgQV\n0TrcsWpkVaLoMVEYzzFhE7DGSxQ9ZlRXWQcIukaFmKbdmuNj65fyXP8jhConypRHhoBccKKXPDRM\nzJGuaiFf7SBY1CilFfy+DJ+pmEfwean7NXr6reS39pBeaTXxTlpOaJrGV7/6Ve6//36qq6t573vf\ny1VXXUVHR8fFc7773e9yww03cM899zA6Osp9993Hnj173vZv/CaysPMFSnv2MLzrjX+nsLCIkkzS\n/OEPYl1bx9TgLzgwcJhfLPrR0UjNH6Y43Ew5c1SEhTJINImMEPMima9CaztMuvUwqxqvw2uvYnLs\nBV7ODuNIWrlCvoZE3kQiq9A26GRy2UlOL8/j7Qrh8lUxlTyNpJppHOll1YZKnG4ri5N7UYpJqluu\nxGIrJygjuSL/cnyUgqpz3+pWZCHBUxO7sKsyiYkufjCj0Lm0gpaK8m5/MZjisSfGCTXdgnVRxjUW\noaXdf8mz+zdvIn3Lu5l//ElG/+3bdP3F//OG3kJVjYu7PrqObz/VR6xQwp0uEnp5HqNQR1vzBM11\nYXZc8WGkXRnCe/cx8Z/30/6J+wCYfuhhhIAGqonZpi1k8iqPH5ugdUkVgZrX99k6Nh/jR2enKWo6\nzR47N7RV01Ndgfw2WTB03eCfHzzF2GyS1W12Pv+xj/KZX/49CV+QgiOBKd7Nn3/4dgws/PE3XuQH\nT5xldVcVPs+lsPB0UeHJ80FsssQHbrmaz0+bkEo6t2+YIBUucWTETGLJq7Q2J4p5LN0XPLasgnMh\nhyWnYg04WLexBYfdhKLrqLpBpqTSF0pwJpTkTCgJNSbaGyTyQQcHZ6Ocvv8g7cvKcf7GrZsp9J0g\nfvwEc48+TsN7y+G4kqbzi+E5BKC+lOV8CtTtN7F1z5NM/finrxsXB3CHIKCJ5YR6evt6eh3j+Bwn\nGI0FOGJZx5EtO+hbsRldkqkcD5PzejHydoJChsORBGIZHM/q6gpOLSYITs9Smc+R9pSf2xAEbFc1\nc2NzFRbNID6d5MWnzzAz42M+dBkVDg97904gO014lnsxWWRqVJ1xYRdG0YK71MaH17g49Ph+Hr2q\ngrRD5Kr6azg7kmd+8KekJIWZcA07z7UimrNY/PM46xz86PsFxKIEho6AzoDTxJhqIpvIoOOgLXA3\nWl6mXljgnlaJdKoLI3YCoyKCWYly44qVbG7y8/zjbRxMzBAMVGMgIqNioYigl1AEGbPLSjGvIZjs\nIBqg6dgsG8mUHmXr7AKRuU5E1SBTY8O5kKfBVGBCMZOc6qKQtVKK5hFNRfJLD6MOX4EzWKYe6ooe\n4dA1bqL2IntFHw5rC5mZMLnZNFXmOgKjKVQ5R4cyxl6vTt6ZRGjMIE6V51/eZ6ZUacGULusmOZ2H\nWju2TIwPeZ5HpZ7RYC//+fWXqFV6qH3d7CiXN3hPhllcG8C1zItZTHLP4WdIFQqY/Vbgire1/t6p\nvC2D1N7efsnn25G+vj6am5tpvBAyuOmmm9i9e/clBkkQBDKZchO3dDpNIPC74ch6K4nsP4A+dI7o\nW5zjWbWS+vfcjG5o7Dt9kJ2LPnQgMTJCcaYVAKtZYEWLk8ZGH7FsiZOjETJxBTVrhv5thNwhnow8\njwhoyQBG+Aqiqo1HUamqMPHhHS3sf7pIe99mJntHiMtzxJJTWEu1NJzrYPWKDmqbDDS1QHBiD5Js\no+YCw3M0X+SbR0dJFBTuWFpPi1vnS7u/g6ZrfKTuWoafPcRT1Zfzl9/ez19/eB2JqQR7nx9GF/14\nTQUSJRs/+d5h3v/xjRRlkfMzccLxPLFkgUi2jcWOO8kFQf78YwRqvPR0VnHlZY201L6a7E86ZRId\nHmTNwHk6xmBJx+VqoLlpkh6bgFGdof2P7iM7OcnCs8+jpNIIkkhs7DjmW+rwVq/mjzuW8JV9Q0Q7\nPTz86Bk+9YktFwuGS5rOI8Nz7JkKY5FEPrSyiS0NvnfM//azncMc6JtneZuPm9ZZcZjt/OudX+Dh\nvl/x3OiLTFhP8ZkX0zgsXVRsrCAXNfjTH++kunGcUl4iUGlnfdsSxlJ15FSNjQEXf/Mfe0kVZVY3\nZdl+3Z8hilamvrYT+UyU6IpKDElEAyzxIp7RFJZUCUEUiLe6SFdLSPGDrHA346tbiyCIqJrK0akf\nksmWsFlWIkpNpPU6qIaKCymtmWJZudy/7zhbeptwnxti6qcP4lrWhWf5cp4cmSeUK7JmcZLuXz3M\nrls/zHjnSipcDu7saUOSJBBFhkNpnhudxTtzhhXD57CoYIgCPWePI7Q5KYQM2o6O4Hf0s/P2D5Lx\nuEHXueboj4hV1/PS5utYqG9B0FR0qaw+Ti0mAIOFmiZMlHilTgrg5GKSk4tJDMOgOBHlI71HmJpo\nZHauhlZriKVLzaxa7qW1zorDZuJAcIBz5woss3WgaWO8/MBDPH6Dl5RF5KqqFi5njI4lBUbPNxMK\nl1GNbQCFCpitgFlIoyEYGiAwJmfIN5ymSA5ZbKXSeRXhvEiLMMtlYj//NH4tjmSCO46EMd9Yw932\nk6xs2MrUdJwnhhaIOW1okTi1VgtuUSOXy6KqBUQ9g9+Rx6maSBnt/NOfbeWLP9tFzF+N3XEtB0t7\naC3Vo7tsmMJZQCTZcYrAQguxeA3FSAHZKtO7NMSQRSMaGKV6bglmJQvdMiGHBoYLm/UqDNLYW81k\nhgskZlP4JYH6jgiyuZJwMYOkGWw6eZCDgcsRNTe2aJLwmkYqB8respQKIapWCrYKjo72Ep5wIhhp\nkAXSnjCaXEIwRAS9fIiGSE4XmM5WIJ4K41/tx7KkhenFpcw6x6hxVPKbcbz/evm9MTU899xzvPzy\ny/zd3/0dAI8//jh9fX186UtfunhOKBTiD/7gD0gmk+Tzee6///63hGNDGaHx24iilkhnYm/6f0M3\n/j/i3jvKsus68/udm19OlWNX7O7q6pzQ6EYjkyBIgsMkiZwZS+RYkumxZjy2NfZY8tKSPZaXJdka\neeTxkkQNNRqRHIgUMwgCREajG+gcqzpXDi/Uy/Gm4z9eI5EAE8TRt9atqvveq6pz7z3n7HP2/va3\nCUdS1CstzhbK3Aj1I6VPI1unPl/DrToEB8JEJuJvBPxfh+941BYq1JYq4IPQBdJp315D8ZgYCCME\nXF5ooEqP9+fOke3cj29prO+NYRVKJGc8zIDCoQ90sY6CtJcZsY+jBrfhBbZxuwkvV8CWgj0hSY+6\nxpOZlyk6Ze5LHeBAZIrWH/4bLicmOB7ZSz8CC4EiHTrzlxB372G9YsJqiwKSm++Q4ReOaAQSKpga\ntqLj1FzcmkNfUGH/WBA7bnGq1r72/SEIOC5CEWi6QqN+maTMMCfDHOo8CMUizn/6G2S2LfioPzqE\nOqJB9H7Qu7nZhGdKArXhcrjVpLvPZENRONtQKHqCuCp5fxwSP0W0s+nDYgsa63W+fiJPQBF8ZHuU\nzVPhN3Z8joSL1QYX6io2bS03KR2kr1KeydPMvJ7UKtFTLSLDQygmbLyaRso3n/tQSmdfwuCKrRBa\nayBcn+qmEKXROP3ZGkPVFqZhM9h1nlUzygv+QTxUtonr7DFzhCJ7OV68wsv5M0yFx3h/1xGEs8Gx\n/CznWwJTqBxQg5zxppFWm5XmVG0Cp67x6evfQuoqS7/4j3ghNEDQqfPRv/oTSl0Bbh/Zxry2i3ok\nyYgpOVRdx5u5yVypiFVdpm+9gOVInKkk+lIZKm8R8QsEUB7ZxbNdkyzQrkuVlAV23XiVuckp5hgE\nKQi3qhyVF4nLNCKk8E35EFXCbBVzxDSLV512vo0GNGY32B+9wl3Dq6TdBCmlhKa8vZyClJK/rDTI\nej7/JBrgtuPxUsPGBY5YBvvVIJdnJlhLt3eLFSSNiIaRUDCaGsL1EJ7EKtsgBa3oGa5PZhEKBMyj\n6Po4QghGxSL7ucgTPExDGkgJ3avzdIVq1Mo15rIpVorvpsj+et2vN1+JWC1CfRFEf4xxc40bcgTX\nyyKbx7irECFzbSuF1DIbI/Oo3odJzdcQhRYhoNEdpNBboipfpm9hGieQI90/j6+o8JZyE1JC6/Jh\nZCOMNXWSnkaR7kKNS+MBUkWXf/i9AieHj1LRRwGo9ZoUJxL0nEgjZZP14UW6lyaRtg+GT25oBdsr\nkCh14igetuLh6S1K3fO4uX6cxa2AQAnn2dR1nebAh/F1C7u+xHRD54GpHyb//DR4T0oNPwt+EoP0\nhS98ASkln/3sZzl37hy/9Vu/xXe+850fWUrhvdK+P/Ol51Aib670Xy/1zJ1v70bcKF8rUF+uEk6q\n7B6XdIQs9FKRjXyFWTdFU7MQpkYwrtFULCq3Sm9MaoqhYEZUVE2g+h6q06JQ1jCEy8e3qty4/GYA\nPxDUmfrkFN9ayeH5ErvQorlWxXdfT9G701TptnMnhQICFCnRfIkqvbaigFTx7yTc+ryla4u20TU8\nier4qLqDMFU8VcFDxZPKnSTad9+JqKaKFtGxOgMoP6Iooakq7OtN8LHJXpi7jV3Is9z8Hoqqs/3o\nb71BzPjalSWeuJWmtV5HT5powXbsSi3YeMUWflhDmCrc0XZr5/gKYqZGX2f4bQKlUkpuFCqUNpoU\nzmRQJGwRApEKIPoDDG7rpdB0WK02ad1hMe3oihLUVTYqTU4+O0+t1EKPGhgJAyffxH7rZA2E3AYf\nSr/MycQ0c8E+eqQkeHcfvuPTeS6L9GFje5IdE5Ld5nWeX75A2vUIBlPcN/kYzy0ZrNcdBD4Jucp8\n9Sl0NcCBoV/GrpdpNPJIFNLOLbKNWQZi9+KIzTQ9SdDxqesKeD7mwhrDjXVubtmJ4ns89J2/pDOX\n4y8/lKQa1hAYdIiHscN9CN+nI7tKqFoGKXF0jWosTm+iStQp4pyXRMvt/KJs3yQbySj5mEagVSFu\nVFkTvQjpoMgqnpIA6RFtfRddZtsKFJ5A0EE59ACOCGHRJEqRLF1IFJRWg/2LLxMdyLCsuaQdqMsu\nPK0f1ASg4OPTlK+nZ7cPBehUFHTHpFIJI30FFB/f9DC9FrrjoHourtCxCeKjY5g2esTBU2pUpI6t\npBDCQkqJkGV6RZ60GMJHRZEungSh3EkG9WVbGcP1UHQVoXkg6kjhIYSKUMw7g8gDt4Xe1KnaPr46\nj2ZkkUoDTd+Fpg+3S9M7RXCreLq8Qzd/PWFDtHOCvCKus4jD0tv6mEIYRU0gPPCbRTzXwKtFsRc2\nIwI1zG2vIN5i0E1bEsn3ECwNEmiY6HYMXxPgSxQfCkhWkDQALQza8E1EaA6BD0h8XwFfQTom0jZB\nKqiWihoUSByk9AlYdyOEynhrg9/6xD9613H/4/CelRp+FnR3d7O+vv7GeTqdprv77Vb1q1/9Kp//\n/OcB2L17N61Wi0KhQCqV+nk1Cy0UhJ9AYVl6Hl7Lw2v5uHWX+nIVNagR2tHDNVFn2b3EeKPJ8wsj\n+BLigSItV2XD0VF1yfCgpN4RoVSQNHNNGhtvrWDZvu0tNL4y6/Ho8Aq4g2hmCnGwl28s5/A9n+LF\nDez8uydQ/mi4P9m7jgp1+AGz9ROhfLWAmbKIDbSNiES0yzqrAqkZtFyPV5Y3eGU+i7HaIGLXiYtu\npsYHSWZrCCGYXytz9WoWX/EIDISRvqS+UqWZrhEajmKORHibstnrMidCUESysVLAsz2M6JsrWrfh\nUryYQ0rYFciR272ZVqBNesimS2iKoCNgMJmMsFyut11KvqRwPotdahGN+7RMlWBfCHMkgMwUWb3m\nID1JR8cqd9c90t5B7smfo6SFWDdidDRdwp1BMjs76LywQepSnvPC5GnzNG/oZZQzzJ7+PB+cfD8P\njtzN8zfnmCuvI/FR9f1cyjlAAGiXzPaVGHCd1fJpIqExEGrbGAGoCq3Rfq7Tj9Gocf8zX6cn096F\n/hdPFCkHdYItF9P9D9yc3MGl7bvJdvWR7X57Jd6S7AYN5G5JM9fA3miiKRrBqAq2R3H5MunkNfTA\nFgx9EkVJ4LkrNFonKPmFH+gR61B9nKiyAy+4jYxo75DCzQpdxdtcTG6wWpPQ7CIQm8aK/DCT853q\n4OahrVJtvf311jt8FqDO6wSX9k7KkjXq9iVsZ54DoR4usR/DbXJYfY1EK8Nfn9tOxbEIDYYJ9AXR\nQgpCvN4S/Yf/8R1IJUSN89jKecDDvaMt1fKeRnP6MY09qHoHwkjwrjOO3odhTeG5WSjNkZzXcBMD\n1Ea7aNQvQrOXUDKFUJV2vy5s4JZBLn6YZm0dvWsJNZGmqXvUdIGHD4aDamXo9jQ6anHWgDb3UqIE\nK7jVKO7MCOb0GkqgLdslFB8UH6G5EHhTWs17Y0pQqDeeAKDgvVPU6e8GPzeDtH37dubn51laWqK7\nu5snnnjih0gRvb29nDhxgo997GPcunWLVqtF8kckrP5dQK1LnOCdaqCv747EW05fP1cUtKCKavpU\nZ9suvkNyHj3Vy41SgGJ+J9+fzaHqMD3VZKKrgikESnWUJ19c5vbtKFCjq5XH6k/ixMIM6xu0LItS\nuAff9qkvV2ms1vjeSg//5OAZrqUe5kqmiO/45M+kcWsuQgejL8vY2BhVL0zDB+n6eFUb3fUwpaC4\n3qDWdIj0RjD7g6AINp94jeG5S4Qnx+H6FSJ93Uz/7u+gKILLmQpfPnOdpn7HVQVIV6I4HgOOQvPC\nOr2dETaKDTKOS0EVNDyJocBkfYlAo0RuaJqFKrRyTTK5HzaaRtIiti2JaqhIRdAaCJK+VKeVG+CV\neQnPtEklrwtIqmjUFiu46Rq+qdGxpxsfGIxY3DOQYjQWppiv89dPztJsecTjFrWIRiWigYTxMozG\n5vnGcgfVGwV8DxI7O1hJDaD4Plsun2LTrVkyxib8j2zHtgZ4aak9ge/oiJK7skG60GK8s8Cndl3h\n7Eo/T5wYeeN6gl6TwOZL1JIbdEXifGDbJzhZOMx9f/KnfE2/m+KNImrCRCRMMjsSdJ3Pk5qxKU0n\nsWI7MY1N1O0c9cbzPHH9Kf7rgyP87oMH+Rff+RbrNnzWPEdQOYemB/A8hVA4RiDSy1NeDrlDAAAg\nAElEQVTFaZ5dvoCpLGIZEzw2LtCUJHVXY63aZG7jIpfLT2JUc/gCbg6YJMsu0ZpN3VKY6zc405ul\nII4jq0WECGOZh3m/eYtRkeWlpsllv4eQtR3RHSTQfWcy9xxqrSdxu9KojkFkqUKkuITZKKG5GpKD\n7Z4jJGagiW9VafhZqtEyq13noHqOgD2Kae2kGuqg3DVJaU6guoOER2MouoLXcFFMFSHAd7MILYEQ\nOq3lPNRqqJZKMu8SrKkIXxAbvMqOS7OIgo2M6ixuirHQugvhhFEDVfZsu0ok7OGnmzgXylzecRfD\nXRts0tbJKAqPewNcYj9Wo8b7vvMlUprPf0zcTdkz6BzycFNnCK1eRQa346QOUXfP4flFgoF7EcIg\npRa4pytAKpLg0kuneDl4lZYoEBKC7WaIPjVMv9aiKS2e9A9jnmlhlte4uf0CzXIKmRsghE9VKHgu\nqBGfwGCNsDUOVickO3BadRTHxrbnMc0plKCGZzehVUGzkqT2dJI7uU4r00ILpnAWQvi1KH6pC9l6\nk2nqA8t3DgBFb6JvPo0SrOLmenFu78SZ24GSXEZPrpLc6CdZahISS1wd0WkZP2hC25YppPWjs/On\nmXJ/KvxMLrvXlRt+HF588UV+7/d+D8/z+PjHP87nPvc5/viP/5jp6WkefPBBbt68yW//9m9Tr9cR\nQvCbv/mbHDly5Ef+zffqsvuz125yMVNA1/Q3RUfvfHldj7TccpFG2y3SvF2iuFgl0BciMhajNZvj\n0YlZHj85gi8VUnu70KNv9zcnM6tMVlpcmMmwGOjGE293a5kpi9h0CkVTqM6Xqd4qIRQIj8YQukLl\nehHpvSmi+TYICA6E24P6jgtL+pLGcpnazTJKxCCxu53Vnj+bwSm1i2lt7wvwSx/ZjRo1+PpXn2Rp\ncAx8Sf5cjmbFYWfpOo9Od/H8ant3+rrGGoCPJANkkG9blZoKpKw65ZZJ9Y6Qpyl8hlM+033XsOI6\nL+r33tHxE/hSMC2X6QtMsZStkrUga0BAVcicTZNUdYKdFqVuC+FL/vGOYY4MphBCcHo2ze//x1M0\nWh6aKnA9STJqsW1fLzeEi1t3yJ/J4Ns+Kj47gzlW79oDQvDPtvWiXp0h/fkvYNgNrozexamHH2RT\nWOED48O88MINnj+zRl+0wi/vv4yp+Uzs/S+5shTiu3/1faL5OUZVm6H/8dP8wbl/x6Cm8N9MHmZk\n+6eZvXqbP/n8SyzKBH2bNB54cAe5ystcPRem84ageyDCr/3zexGKoNRy+MrMeZ6+/gUUEeC/O/xf\n8YfH/m/GdJ1PhNt9SNUCeJ6HwENKj5zn8xflOhF9EM26m0LlcSJGiF/Z/QvMF5f49rVniNQ8PvvN\nDeZ7DZ56qJtEIEapkqcuXNRKgB3WL7DaaVGzb9NoPM8HgxpbDa1dwsGXzGHyfKlAPLsbXe1nIzFL\nS1lA9UGvm2hOEFVECRiHGHGuM2bkaLoKi8UQshnEqYRx3Tf3NvVghdxYGTseQggdhTiq1t6tCCHA\n9RFVBxk38V2f4sUcarmGNnEDK3Uvimmwc+4UlEfI55sIqVDsPsf7z1wm3PRID/bS9UCIUxd2U6mG\nGBleYuvmubYQqpSs3rKIPXMdISXPve9jjG0q0BIWr/m7CNSq7Dv2NZKJDhLnzpHXI9zu7aG/Nk9X\n3kG90+0dTWf5np28NPEwwvfYdupp4mt5VhJbUQdqzPXcZEP6bNZVHglaWIpgVXax4PdySL3AaiHJ\nuZPTVKM55iZP4Vy8h5AOg5NxstFOimcz2BWHoOKx1dfwOxukt/bi6+E3x51fpWVfwnautEeQiBAK\nPARuguLlHE7xrYXyfDpRiAuf6sANiuEmdi6JdAyE3kIfuInQbZBglhN41/dRkSoasNtvgBLCVW2W\nkuu8f+44lQCcngpSiur4QtKhCH4hHCCiKtxYneSXfuVX32l6/YnwntW+fxCZTOY/CyPunfBeDdL/\n9W9fZmY+zw9N9K/DVFEP9aCqgvixNa42m6i+z/iUwsbACF61Tu7sGtIx0MfOo3eUUJQYujCJGGN4\ncgjvjrHbfeolNp8/QVkLs7ZnghN9h9EUuCu8Rt11mNFGkKZFY71O+Voe6b75KIzeKomhV7lbxrme\n28y804OqCaY7V8hrN1hwy4CHEAa6NkzAOIzvSjpW8oQ7OlgMAy0P+eoKtu1QUNsTXtJoEtg/iGcY\n5M/lsIstRhWFDzdOcVbZQlNvU6+37ujl6MNDfOOvnyWdDtPXkya3ESfnGLiAIXy29Kfp6cwTCjWY\nWeni7HIPWUenzW+S3DO6xMS+bTyxESdOiSYmTSx6wxaO55Nr2HQGDT493s9v/+lxBvf30NQEnt2g\ncW2Rj/aM89FP7abccPinf/A8juvz3/7Sbu6a7uVbL93ir747g6IIkkmJsmMQmjbNqkd3vUJpoBNF\naXvI/+e7NzMSD/HKd5+m/u+/hOnUWDqyB79b8OLtEdIVq22MDt7AVOoYVgLdirEyU8T45nnQTQ78\n2f+LGY/xr1/4Yy6mr/KZSIB7Dv0Ga7KTP3riJEsXKkS9Or82tsKfxW8QT7yPyOUYwUyDD35iB3sP\nDb/xbP/oxN9yYvEZOo0UWXuDD4QCPLr9o3T0H0DVTM6cOcOe3buoV9fILLzMv559GRuIWw8wmMxx\naX2WlndnMpKwa7bJvefLPLOjE2PkMf7VZx/lxP/xRzyhXuT6sMXmrg+yVu9hInyd6dppejQVKSWO\nBENpR2wu3hziaibC/OaTSCFBQEA18RoNbEPBMg+yywxyr3qKmiv4cqXBBi4K8MmgiajGyXqSiuzk\ndmAfTvAd9M7uSNO8Dr3qELicY61uU7kT74wlFQK7elFbHl0ns6iOjxs9wwMXr2C4khe7dxLfFadQ\nDOBt9BDuWWdiaoY+XaMmLRquhtR0LlTHWfW6MFoNKvEEnmoQpM7DF7/BC4l+tpxeZnNm/g1Xmi8g\nk9DIdHdhyU5sw+D0XQ+jOy0OPfUUa9okTSOKbTRYmjpBw2iy19TZZya5UepnSF+nO1JmpRXmRjaA\ntdbDRj7B3ObXKNsmR69k8LpiXN/7GJrnED+Z56btUUPQAXwo/QxddponN38cP5xkxW/R7HkFESiy\nZa5JsuRyaSJANRwkFvoQPgka6zXs2gquv0JodYhJP8ASPs09YaxEgs7FU1TXFgi701TiGdKDtwgG\nHmZiY4VrV7soeBq69NkuVDwLjKZgffQ88XqQLbdmOL1dsN6hEyVByr+XULNGq3GNxEAH/8NjPx+D\n9DO57P6+jNHfBRY0H+PAuzNEfEPFVwXh2QKZloMrNA5WLnAjdD/1+TK1hQrSNehIrdNV6kFtdlOL\nZcmEFsm6C2wyOin478eTOmf3HyWf7ODAie+z4/wZYlMBntcPc4pxMAHfo3xzA9UyCI1EcasOekAw\n2LXM1ugck5hkiiE2RqbocBoc8p5lS7hdCjuU3Mbg5sewQp1UKg1+/09PkJ1OsdErSZxNE+sKUBqP\nEdzZzeD5DRquR8ktUtsziWdZlK8XGAxbHNkxwMxLcxw33yRy9pVm2esXyF56lsmxOuFgF+EgbI+8\nSCWnQcIiPOShm3dULByfA5ML7J9YoNQwOXF1hHPZFC/dHmKxsEzPVpv1QBdT8hqr/iZyNYGH5MFN\nnTw20csXT87RcaCbpiqwnRs0Wsdhk82TxRnS/98GGTNCreHwuY/v4J5d7fjKx+4dpXnyFb6SjpDL\nCKZfPUvm4G4sy6BEAOH43N2X5MW5LH/6txfJrVdJ5xsw/NH2Ra63D4Fk39AGD03cwlTak7zdLGA3\nCwTPreP7PsbRJMevXGGxGCeibAaucqblMLpwjM9v7MJJxQn0+JTXYO6VJX69mWPh6AbHJoeIFFo8\n991Ztm7vIXhnF/TPDv4DrqUvorttl+GDu36J7oEDtJouV84vMXOuxNyV8wgBVmCKpH2aBb3OEf80\n4/+pzkPbJ/nj4BUaBiBgdK1Nnsmyh4UrDmevprl9Y42Hi2XqW8ZZqYZptr7LJlmgx2gP+SfrLXpV\nlRsiwHDDZ3U1yeLWV0GRHDANpk0VA8GSGeBUwWYkkeAeeYy6L/lSrUYeiU5bJnbOtbjilnGCowSs\nQyAEVq6BalxhfjYFvoXZ49ObuEqmsAsUHdnyCK1W6fEULMNmKbFGLb2JUt7HuVkmOhFnZSpB+NxZ\ntt6o01AMvn/E5ObQGt1zcTo2emhGPJxmD3MLFoVkiZOBIC19ZztAGhAovks9FAEhiJY3eCzwAsGd\ngo88fgql0KKoBYi5DYoRlafuipHpihIO/AJC0RBCYLQa7Hn6ZeYCewGJat5kectNGobPIUtnjx/h\n5ncCbF/+HvlgD9lHeujvLVOpd3Arn6Bh1qhFNxg5PU5HPYm/qCIa51npTBId9BlbCHDT9ckBj3fe\nQwAbr24xWW8SCZRoBYvsvFbn0MUG37o3Qj1oEDSPEhEKFRwCvSECjFGpnSXiC1idxO9bg6BGrTxD\nMXwDMeWw+ZxOfKOf2tZdWFW46kcpeiWiTpWyHmZdgS6vvVAIZwe5ufU1bg61FxSb55rorQJ+pQlS\nx2Sa4b4frtz7d4Ufa5A+/vGPvyPz7Ktf/erPpUE/d1gqnvWjLzu0UsNerZJBIKTPK/GdcLYdRxKa\nQnRzgoQdJThXQSCwVvqJ6lu5vfU482QZ1b9Op3WAgh9lfmyK5aFx4vksRVKA0q5pI0AoKuFNCbLH\n11Ckz8c+0sGDQ0E2rr+K49ZpLdi8GDsI0kddusRafj/mcIzermuQn+Haq/+GruGj3JobxEo3iY07\nlKwuSqEsn9w9xGuW5BLg3N+Pci6DumkzZsJkJGDy8X+wi009Bq5dQxYLzF4sIoEFfE7FNnPmdoFP\nhovEYi7RyPzrN4/EKLRHfLtPXFntJXV6hYFRE2ekRjwED++6xuVj2wn5JvOFGJtvrhGcDjHDJOby\nIjuM22xKVdAWNf7PhQOsyg7ApdZ4kU65SG+llxtei1o8xwvr57BvTDE1nOADhzYB4DsOV/7gj9j0\n2mt8ODTIE733cKnWQXS1RrwnROBmifXVCt820ti2R9aXWLpChHbtH61WJOyUCAiFw49E6A3MIhQd\n6UOq/wD9kx/hy//qPzA2fxunpwNtzEQtfJunT+ym3DQI7AwyQ4P0+kVa/igBLYQ5GmNhrcZzA9uY\naLgEr83ib96HbuZpVON87W8u8NBHttGTCqEqKr82so3fv/o8EaHgWBM8991Zzr16ne6uFSLBOrpw\nkVLglFW2iQ4a1jJp0UAZHKRyssaDspOZyTrprhbCHGTm4WkGJ4YoLgj+8swFBh/YQV2O0B+eYD3/\nGgf0HONG2yAGundy6eorXMYlpTjUFqeYmziLp7l8MGiy2bBYlH1kvLZbeG9njV7/Ei4qf31uHFu4\nfHC6SCg0yZNrz3HSLmOF7yJgTiM8H+H7NDsCwD6Suz3cRhEtolNTHiQUh0hpg/5rc2zKXOXC+Chm\nYZger4v6/iDapdukF9uCpmZHgMz4NLeVIRCSkHSJNxcRXbtZmQog77is1++QQN7AnenKVzRCzTKJ\n9XWOPvsN5GQU5f4Y+kOdfOWVMRb3rfLo+UUmF1uEvASR0MfeIDNodpP933uBxfAObKOIjLzGzREX\nqQiOWgb7TYsTL2+lbMWQnSpr0QnEJckDkVdxnbb7Otd/AyoJInKCWx13GuVBdL2t9W4Cg11BlgMq\n9WVBwzcJJExk3iGhJzGcRxgsnMI2l9hzTVDI93Np7zCNxW9S74oQCDwIaFjmPgynvbixk7dp2ZX2\n/KKDaBq0rCrhSgfhsk0j3oHiNYlvjTO+VuR8EdalxDnQQ8/lArrsobO4F1dN05cJceTscQy3zIXJ\nF7k59AheLIznVfjkTzrf/pT4sdJBIyMjHD58mMOHD7Nv3z42NjbYsmULhw4d+jk16UfjvUoHnXr+\nItrcCoG1jfax2j6Cd47wUolW2mHuTvwm4LVQEwqmuUFfTMPYM4geVWglTJZai6w1BJ2DIUS1TDyz\niWo8Q06pQT3LY8E5wnNZskYn1WgC3bFx5zbIXClTvV2ika4RHoygezb1vMsmLhKzT+B5TbwLZU4m\n389yrAtRvE3PbBLH9smmG8zPh+ge2kXIWqWUvcqxly18X4W8Ta0/hJ9qsjN1id2hGmtNhSXXoN4b\nwgtoBNJ1QicXKa2/xuULZ3j66RzZZR8PyaLikuwssKVzgw9tv0046HEjm2A5H2Xx5ggbGx109wqQ\nbRZOPm3gzHp03bqGaCgYzRhO2EYLCCZTZaq+pGKrrJVidNYz+F0x7HiSYFRhWe3nuL+bCiE2iSUe\nUZ6nQYXf2PuLeBsVzl6YZCKmkr492laR7DjDZMcQnYkEi19+nOzT32fJ6qJ+dIgHdza5vN5Bdb1O\nY7WKV3WpqwqtlodQBaktSaY2WvQZKr/zPz2EUnLYfu6bTJWvEdtSQY1EURQF6bv0jNzH9YtV9O/9\nNYr0+ELyQRwryUQqw92bYXLbIc4vzSGDZcIKdKk5Fv0xpLtMrZin0epktyhw8F/+Bs9lagTdEuH1\nKpm8xxeP3aYlJZMDFhevPM75Zgvpqiw+CaJ6lb27LtHdmScWrREON4iE68SiNbqjDXabOoaAVMAm\nuxAl1KoS8eLUhu5jdsdBVhLd5KWFHjVxA0E2Ap2sBAfIuQEMbRMRP0az4jJf0XgqJyiVJGMyzENa\nkJf9Ko1IiW1GnF5zgO/593JVjpMW3azTxRL9zMoJLthbwDJQFZuZ5QH8s4tsvu1SHH4UNTQMvsR1\nfDzp0co1cWsOelhHC4QQGPh+AeGWsYMpcgP9LA91s9QxQ2wjSKAc5+CZZziwcpYD+Rkm5y9za3I7\namcEs9tCNTQCqThK5wRu2EBtOUSddUZFhmC1jlNUsTZaCMfB9LJYaYeh9DofTL3AyDePozoel4b2\nUe9L0RWuUB3uJx/ZQysaYfLabUJukrnJdrA+0Jhn8thznNtssT40S2bgNvmkJKoofDRsMW3qnKhu\nZ0UE0YqSitmJFNAyVkksprle3oFuNZkfvsxDRpDubpvr3WO4PTpdPRvEQiVUWSbiLtDlrzLQV2Vs\ni09oyMLr68HaaGFUXEpjXSQLGbrXluks1OhbWyWfznF7pIavZFGUMKragaIkiSzXMFomlclhNH0U\n0RqhfmUEe2WclKNiolEeTOGbKmpAQ4uY0AgQLNoUATvfRB2PUh2P48V6ITiGSyervUP0pK+yab1A\nZ2mRXO8Ant/koZ1bfy5z+I/dIR04cOBt50eOHOFTn/rUz9yYv2+sZ5s07PC7vu/CHVkgwabaKmN9\nNs1gkrunZvlavQlKH9IHRQsQ6d9Cbm2d25kiIUuS0socKI5QC99CN21u5TqJBgQPNU8h5ivEj8/g\nmgYn399H3TRxc/1Us+ANdKMs1nl1YYD9tXXsK6uEH/2HXNG6CFUKfPRrX6VqdbPrN/8pdijF1754\nlpefKzA8dj/BQJ1ms81yi9h1hJ9lXe+imjuO611FX+ij3tyCp+r4todYq2OjsTj3puhmQ0iGthv8\n+n09+C2L9PwLSClZrI7y7at9lOvtom7DKNxKx5GWz303LhGsN94g2LYyGVqZDJwDeXeKzp3w2JZF\nGmMrfOHkDq6nI+wPzZAZnOKW1o6nWG6V7PU6TXWdyJTNo5YgHExy5N5P81cnnmf+xiD4Gr2TaxTj\nK/zuq3/Ih24dZuQb36amBnht+i4+PT7Dtrt+g2y3zbdevEVzvU4OiIYM9m3t5pLdQO8NIa7MsFvN\nk/1Kms0Nj9lAN8FKBefFHOIj+htJznMXv8jK3wpSbo3Z0DD9ssKrc8OcXEiix1awh/4dSqpN4T/f\ncviEXuA0krrYINC1RK2S4lg1Qvf/82/R7v9FVjoG+FDuS5zvf4QJfB5/+hp+4Rj1YNvN1rm8mV6r\nwvZtN9D0AL2jD7KckXDtKs3vPEuux6R4dDfRQIYhDZxskYnsAtdHdnP6/vuRqsrYtYtsuj1LTavy\n/V1dSMNH0SRCCRLwumksdHM8bYCceEtPH+AKcE2zUbe+huX1smQ8yrKvoOCx1buOv6TQqJtURRA7\nYVJPBvCTnZDsJOz6rE70sWwoIARO2SZ/NtMm4wgfJZrDHCzi2xLVddHNURR9hG3qNXrkMS75O8lG\nxonKxxgIvsBGI8Js92FW3CjpEYPi0BEURSA8Dz1koo+0d3dGoUVzoURsdIFfSNymJTX+xn+EZjhI\n1+l14pU2G0wqTaqBEBdL40w7twCYvHyKb3V9ir6RNAcDVyn4nSz2HCDdM8vA0i02FW/RE5jh5EaW\nVw56QAkDwYCqMq4Z7A0oaEJwzennerEDz7tGWI7xer3V9aE0J5d3YzYFu6ZuknFCjHYbJMQyLS9E\nzblFWATY3lFGmRB4czXkQABNz+NJhW95D7RLoxtVhDQJbFQ5e/ABTu26l1Qlw/Dlr3NrKotiKUjH\nou6fQDVHUS0dP9qD22ygmr0Ir4kScejYF6R0rYBtRGC5hthoUMs3CA1HSeTWCa+08FHI9gapr9VJ\nXy8SG5WEFYVWh4Ub1NBnAxwbe4ix8gtsXsjy6Hf+ktV73vczzLw/GX7qGFK1WiWXy/082vKfBSvS\naBe0+zEYbKzzSOUMK1sO0R04y5+ndSqZSbTGBnqlTsdQALMjgNEvmQqusXdgHUu/QydHbR/BMlBu\nv9QLLknE8TyHn19G2xtHHW3iW4t8xXuEak+Y/KrgwmmPIzv383jFQaZUdp4+Rl2NEa+uMP+//i/0\nf+TDfObXP8T3vnOdm1czb7S3syfMxz61iSu1Bl++1eSL2T3kL/u4Dlimw9FdKcYHktSbHvlCg+Jq\nCVNV6O2P8eEPbMHUBKu3niY9/zwAuhnhIw//Kg9/UPL9s0ucmL/MWrVGvByntxrk+pa92LqJ4ksi\n5Q1Il3guuothv8iD105jnl/A3Rzm0o4wm7ZkyZ0Ncup2B52LafpVnXiqyqP32txI7ufPv1XlVi7B\nlq48kblnoBgn4ggqhNjem+FX9hm8tvFhnkw/TeGppxh1bGY69zMVajG/tI+Km+aapxDfluKuZIRf\n/NQewkED33X595//Gq8xTo+RI3TlLGtX2verjzvZQatNircUEhOSzuH7ufDti6TWT1FTDbbWFtha\nW6AQDvPUvgHWe/MgBV6xE8WqkQ/UqfoenSJPRpZpJtPoqw6XxQR9a1kaFRs9bDH1yx8n87dnWY1t\n5i7NZih0m2fsdh+MmQl2brmEh2Au9iGuVnpYu/QCe77zLE1D8HTyIKWqwshCHX2LTnw4xfGtD+O2\nDKxsjXtOfpNoroSjGQw2slhqAHu6g2tGEOnMkZ0ZolJzCAcd/I4wimYicBhXl1mpNMisD8D8EeJ7\nu2gJhQRFHlJeIaWV4Y7Kly8FAontqswWxrjhb6JsRfF0BdHyKC1VqS9VUIVExnLow7MoVluXzXXb\ni7xWawnROs5ZY5p+bTv71fNs+Lc4LXdycud+NslbBHJrXKtrlPQmXvF7KG4QzU+hh0dIpjX0mkut\n6rAofWhFcA4qPCMO0zRCCNdHKhpgI4HlnU2symnue3ax/aADCsFGk08890WubzvKjgPzvE8c45Q7\njTodoVpSsIvf5ylVhRjE8l0MNpJMjS7TEzAIiHZ8cc0JcuK6h1FfIJ4fw9U9nDEV86qk/8ZeNCFw\nEmm6Ogt8NOfwpHc371OPsUu9xmuOw3P1ArVrDQ5tT6KOhPB8eKYuuc0Wav51bGcWYj0M5XbTqJyj\nXM6jaiEWzTwLe3WEL7nvVIXl7hYLgwF8MYcqJyhNxPAsFb1aQV/+EoZwmFwc5fzR+5AVBZZraCsl\nHll6lpXWXuaHpwg76zgxjfhEFEV6VNdbbFzawAX0u3ogbpKbjmGWw7w6aHNp9DxDcxbB3p9fnuiP\nZdm9NYbk+z7Ly8t85jOf4XOf+9zPrVE/Cu+VZffp//7L1OW7yYK0MVZd5sOZl6mqQVxFRZU+ipTo\n0iXgtVDeYtAksB7oYCY5SmirRc0z8SUkLI+55HWaikPTh4CURD3BzgsOgzcKKHdKVNfjAa7snObC\n0P3kTqzToVU4FFzj1P4HiWXTRM/XaQiNan2FoWYaABOPjv44uhpjI93EDKlYPQFUrYTUqhTH+8Hx\nqK7W6e/v5IF9O+nonkC5U13Sl5IL6Qw38nlKtTJKK49Sz+B6HkVitKSODPZS9QMUmvZPYL5BuB5D\nN29w+OVvEPnEAM7pLP7tOhcmAly9e5RS8wMUz6XxfYFGW9yzJiSufBe2o5QcKlwioQoqeoz4gEUs\nFKfv/Nfx4kGudt9NLp9suyqBtUPd+Lrgd3al6OhOItCY+d3/jcX1Mt/65K/SvbpO/uwyttBQ8Bmw\nSxwoXCHiljB/ZQhXU3nlpQr7bmwAEs2HUlSl2mnQf6tBK6Ry+bFOHKv9/0q+z1XHY5uhsSUwieHf\ny/Hm97i5KHGXtqDgEZ3uxOoOsTvzJAOXlihu9NFKxAmEHJZdcBQNM9EBUZV8KslGIAVCoDcb9K4u\nELp9Hs/MsmXFZSPicvxIJ8NXHsBrtNuganWOXv0KlakBakPduJcvUQwq2DtTaEHBiTN7qNkRDnRe\nZVNwniYKs+EB1qIxbHcB8DBaRzHiAyiqwpic5z7tFNKHpUoPsmoTVcuEuyRBtU34r0uTnJ+gKKNU\nRZBatoWdbyE0iRJNo0Tz1H2oeCmyazp1TyeYWkcIB1vz2iKkPwl+IOPB8jWinklICJAKnhTttAdF\nQRGCuBLEVHX0po/e8PBMgVB8gk4VIQUtrQfP9Vj3KzhSoggwNQ9Fa5KVDqtKAykg4plM1LvR7Qie\nhJDhAJJ8NchiPkrR1sDVESiEhYsecYnYHoG6ha7oNKwK81tf4zNxg4QOf1HrxGnmGDQbbDJUxhWF\nYsEmH1UZ0U3cusort11m+2o4miRS8xhY1VALH6AZXmFh4hyOrhBsSLoLKgNZk991clEAACAASURB\nVN4Nj1ooynpfD6hBGorJ2qZJfF0BKQlWy0ghaITbOoSjV2ZwMgm6K7eYTr/Mau8g57Y8hLUkKY5H\n8ZIe9UgcJV2gPFOm6rdjc2aHhZEwCTfKeFWbjZrAczS2dt/m9//lv/jJnuM74D3Rvk+ePPnGz6qq\nMjg4+PfKsnuvBun5j/4ihv+jVQygnQZmKzo+ClIRCBXQfdyAwA4FkZpJRREEKzpd68so0mfR6ub8\nth3MlHrZOrRALjlH1fjhpNFQ3WPqdpP+jMNg2kaRcOzeRzntDdFcrxPf0UEwrqGeydJV87lhKpRb\nbxIJXsdobZn3ZU+SCDXRH+5C6X7njHIAw4rTP/EoS6Kfv7hwnYb3k9Q0kQRVQcyQLG6c4cilHIFS\nDd/QObHtLrTGCtK20LUO6j0JPEsjki/zwfw3CQwZ3P5uiIpIsNIZwNfDuJ4g3TIpum06tg4YRgN7\n4BrO0iSb8xl2d6+hbw0zn46Ru+ah+BJNj5FKqRwcOocxqDOfj3FxrZObuQSepxL2FZT7hjBKNnvX\nLrNj+jruiQ28cyXkpjB/9b7fIO4XKb9cJhBoEozWKNZNok2fo85LdD2U4matj5ONaSZmTjI6d5lg\nw8H65SFEQMU9XcB9rYDoszAe62XOGeCsvY2saeLTZA+rKNddnOYqTr7MMXkI03e5350h6INakyzF\nt2FrQaLNDLpRZ2XLJnJ9vcgfoRqiOg69q/P0rswhfI8bHTsIr0Bz0GTIXyGz0sHWzDE6PmbzuNsi\n778ld2x9mCNmgH1DqwS0NxU4NjyfMy2TW0yDPokQCrrf4l7tNCNimbP+FOflFAKftmiMAUh6yTKp\nzDEqljCF8w6tbcOTkmNNm9NN5x21QoIodGmCpKrwulqbKyWGEEQVQa+mklIUDAElX7Lgetx0XBYc\n78doj8CYrvJo0CL4AxqTTV/yZL3Jdcd7l9+ELlVhgiBudoAzS71UWu++aE0CfQgCbxmPEkk5nmZl\n7AK+6jFtaHwwZHGqafNc4818oZAQHLB0tkuF3AmfeQq8tiOIL+DwhRq7rtYREl4e+SUEHuO157lh\nDDKjjYCUbC/f4kBxBkO+eTdywX7OjDxCbkcSJ6K/jVqveB6bbs/SWosTqpepTRmsDI2TmCkQXquz\nfqATJ/ImRd9K11Ev51kxFZqtt98voQis3iAT6hr/+z//x+/+IH4M/s7zkP4+8V4N0p//zu/Sl1l5\n4/yH1+eCQirFlYEtHH3xWRJHgswPW3yv1qT21o+5FpHMIObgJIYX4t7vfomuYp60keDbW/fRmLqA\nL9qDJKEIcp7PiuvjAMGmz8hKmLy1mWixxsT6TRK1PLOjd/FyfROa2Zbg2drwuYWkgkCYNbTeeYTR\ngJaJvjpAzUnQHy7zmYOX0DRJLq1Tyis0AhFuD+5g7PpFJhauoA6HUTeHQIFXvR2cl9sYF/MMijU8\n3eJ4azMuQTy/jOelkdJBESE0tQ+htHdViuvQlV4hXsiR6+0ln+phG7PM+Qo5x8Zwg5gM44RMhNNC\nXZ9B1IqovoreChAup1A9DSlA+AoOYAgBEurhAn1xg+kT38VzXR6f+jDpRvCtjwQhJYlgk6atUnfb\nAyigOwigpQfoPNRLNFskdrHG1u4r9L1yChHTsR8d5W/ND9JSTcZeneeeQ2eZ8eu8UPVwVI+HQ13s\nNmt827mPNdnBPaXjjPzNMZSRIKvvG+Sm7VH0qux/pk7nWoWXHnyM+bE7AsCOjdRUhFAJVsscfe4b\n9Kwt8VTnQc7FNvNo5iTN6AQVK4XwPQYqVyiOJ5md3o9UFKKFHNZ6HqouYQeqRieqbKEoWZoDJqXE\nGO4dZpzi+PS+so4QPoenX8VQXF48czeaqHP1cBYPnS5VJ1GwCRaqTG1q0BWq0XQE6wXQSmWsoMGN\n7gNcYjM+KlEq7FJmmRRzrJeCXL0YZlMxTahH8tLuRyiIBCCJU8ZBRc02iJRLhK06ZsinpmqUiqto\nqTWE4hO1dRadJuuGJCgEu3SDfkNgivYREgJLCBpNk/VsnLRnUpeSvOPhCQghiaoSP6DiCQ2t5iB8\niQxCLWlQd2xaXgufdl0f35bg+/iKR1mv0NSaqJ5GZ72L3lYAqULdaDFvrWOrLqaAiBAojkW9mKTZ\nDODZFl4jhFuP4PntCIaieCTiRWSgia2A60kcW4IvGGrE6GjE8JEUhU9FCryOZVqD1/D+f/beM0ay\n7Lrz/N3nwvuMjDSRPiszy3WW6ao2rPYkm75FkdSMlpAdjVYL7ZfFDAb7QcIC1AoYYSUsFhgMhgJG\nXEkjUaJGommyySa7ya7ualfeZlZVehsRGd6/eO7uh6w2HJItiS2OsMD8gQcEEDde3GfuOffec87/\nr9sYEmbLDl50hMf7exjS4bsvz2MqkvLIGvV4Hsm+oVdciacKdFcw3J1CZZxWNE0vECR1vUKg3OP2\nQIBmvn2PZ1MiPUGaBk+3r6B7DhY6O7E52t4AzpDDgdWLbA3PYfn8OIZGI5OkG46gWg6JhRo+/yKt\n2BDBlSDClTSP6jQTfSiuS7heRnE8Ijc92gGVlYiGLxVAeh7SlWi6QhhBrL7Iv/83v/lT2+B/8jqk\n3/3d3+X3fu/3fuoO/XOiqU7xrfDIT+QOlQh22xGeefkciZM+dsf9vN61cIXCQSKM3i6Rx+bmtKQ5\ntIRZ8AiPPMJzn/kV7v/ulzmyleejq2/yt7MBDA1qjiRQniaRGeO4XGLDv81lbDYGm3z6hRfZiDzO\neuQjFKIVbsz3OJhbZ3F9HFSH6yh4CNRkjuDUHVLmg4TWoTiwQH3+TUJ3T/HZ+VU0TfLVGwe4trtf\nXyVUQf9QP5W++5n8/nm8lTb5jRFiT0d5UL3OrLfGWHSI7Py/5H8/dwmHIGF1mwfkWQbjfaQPfoYv\nvfZ3bLRfYKo0QLqZIj88QX54nPzw+Nv36gZHQAG/D/Dt16QASN2HM3Ic29mma55Fyg7Ck/gtiepK\nbE1ByBDR0jDx8iDBVgL/7gpqr8ufj/8cpW6QOW2Hx0/kueU/zJI2BbZLb6+DvrjLXDdHXQlSIMWZ\nuQ0aapo8g9S6FuP9e9zNT5ERlzEfzXL77mHEiERmFI49tMgiHb5r9kAF1RVMFjv0Kk0ePf8XKCMB\njI6JBC4OD/JGsYtjWKiOgT/wBDzlsT01TbhWRZavUeir4IkWMXmYbuQ43/nkLzGTX2S6us2VHJxL\n38+s0BhoLOFL1LnyocdpR2IorS6Jxat89MbL6LbDzaEYqZJKMTpNMX6IUE8jVltlOLLH9dOPE85v\nM3p7j6ab4UDpAoHbd2jEErgjCq4VwfDNghA0AaW/yWODLxISXW5ZkzhXGsxePE8rEuX7H/s5KvQT\nsDsc693ggLKJXzFpVxX+dOEIqoSZAyZLB6aokgAp+fB3vgyu5I0PPE0jnaaRTiOlh+0s02leQMQ7\nSEvFb5zGUVdwRZeAzDLYmCIvw2xHdcT6NpqAEcum1/TRdPsQ0iVmrnND66OmRwi7FhnVQHkX61tH\nEzTHIzQz4X3HpL9D+qs1LOxei8JSGyQMaC7B/jUqw8vkI7vsEEeRAhHa59tzcpMYoSFqVo7mdhas\nd+ldKQ7CMFECLdT4HmqyQEd9Z3UgAENCdnWeeDeGGWiyOX2ZHh7W4mm8UhYjUSDW03goryCEipcT\n5KSfAwNFkqeLLNgPIEMHmdpdJrX+LXbSGr2YwXhM4/67XfTbF6DyGq4iqCSiFAJH2fNPo+TbJO0a\nT5Qug5Rci86wHB7hvBzn04WzCGA1cwo6EKqU2Jg9Tj4UockPMAN1PvvtCrXBeS489CFK8ymoJLHY\nYqp3gKoqcUwXhMDaWCGY73HbSDOFJNB1sLs2eHKfVebeSt4B9OY7ul//1PgHKcb+OExMTPz9jX4G\neL9p39Xqn/HIXInjkz/+ODFZ5Ji9yHDaQrkvRlxVmffpnPbpRHx93LVmGC7pnL6ywcZAgG6iiud4\n6IEJNsb7iJTuMlFsIwWsx6L0VJu9YBl718VaPEQy42c8WOWukGwOB3hsZ4V6dJi2k0A1honEChyK\nVFkuJcHXQRvYwJfdw2c8jRcZojucRNEn6SxH+dTYLqOJJmdXRlguxfnV7C6zt94g1a1RHhjCScW5\nIgP0xWucPf0vWFVGOKisEJAmd797h6/iUZZjaKLKb2TKxLsF0rksoaZB9dUWqdYGj5/bYHB3DZ+3\nwyMvvIC/lcMcyfDgxqscePVNpu5cpSnusOe7S8++jWUv4rf7wQiiKlEMbQ4kaMYEanAeETqBZozj\n6gqN8BKV9BbRdpuJ+mXeTM+woo9zqLnG0ztv8PzMp8mFh9EsBwWJkgwxkDb46LXnOFlZ4OcfHOaj\nv/zr1ESPlbZGbaNLKrTHqZktdpUsL4aOYjZ6hBOCViiKwhY/6JTQbMmpW20+8Wob30IJNjtorota\nMd+WYUjmO3gigSKaTG2EaU5PUBgfJ1XI8Ylv/L8cXV7nxGKFWljSTZX4YG+DiHCQCR9uLECtrFK1\nNbKhAuWjIyweOY2j63grRSIr5zkys8LwoQjOYpNMowdGj5ce6RDo+HDlIMOVAvHdVTTN48xL32M9\nfByVHlqiyfrUIV5/5KMoHfA1HVrhBR46f5khJ8ejqesEVItXa3Nc1ubZHpgk7tV46enP0gjEmWGV\nj6lnGfBV0QyJ1FS0sEqt52e7FeXAdJVL/pOA4PTaOSavXCPYanBw4RKDO2t0yFFTXqMjV0E4uIUx\nPicdNtwdTK1OSB3Grz1KOzlINxImvNSjVNRZbwfxzAiqDOGGPQZ6C1yTSUpGggNykxPDdfIDcVar\nkgqShueS0HcpHRnfd0KKQqRR5fClN6En6AXCuOkw/U4NtdKk7qqoVT8T5TCNkIOM1hA+E68Vw1o+\nRiB+GLOg083HwdUw+m0GJzc5OLXAzMQm3Ugcuw1OO8yR9TZP3MpxaKnHSvM07eIkk43DxKoxrLCH\nMlAjZfXhD95HJ7WAU0zj1jJ0akMUjx0lPzPL7sgUO8EsR8QSfbrFNWWG8YW7PPXiV8nuWURGZ5lZ\nNZmfNvAlfbg36ggJHWEQ6rXBFpQiE1jSw2/VeD1xH4uRSSpGBFW1KOkp8tFZ9JBBPjGJZnrovfP0\nSmlaY0lM7QLHlgMcXKvSV8xR8HfoxCeRkQw6Axgdj8pAAHe0D3+vyXBnjSulNI4JQdUmLDWc7G3M\n/mtYnQ1UESVcEsSXq7j+PT74wE+/S/VeNvynckj/XM4I3r9Durr8Epa0aXvyxx62J4ka6n4GDHDT\ncihX/DhEGPZVmEmW0MYCdGSCh15ap6UGyKeKqFoaXR9lPWMxvZJjYtdipfEgnfYYqYFdKqEqYjjK\nVvQEp7UyGm3WVI/O7CBadhwzrxMsmWzXkzw5d4cPTGxw1TVxrADW8hzdbZvOZp2wB/W6Rdap8sGZ\nDXKmy4WLEXJOBtZ2ONZYJtsr4lM8dkanGdvZZX3qJK1EH0feeBUjv0l4JEhnxM957zSg0Gh9k5fL\ny8grDeIvLlK/cJ50cZXh3R6uKvj64zFOXa5hOA7G/Dgnts4RPbtCoF0j0G1wcKXM9HqZG9MSw3QZ\nvZRF7XmYKR9C0dD0YTQ1g6Lsy34oWhJNHyFg+xC9LfYGGixMBSiNdgn2rZBWclyf/zit/iH6trb4\n1Nf+M8euvkozEmd3aJStqcMM5rZxrl1m5Zvf583QOK1IhN5ug41ciKMjecyxEle1ZarpbdSQg6NN\nsmWVcJw8T7/eYH7JxNM1jEMh6ofjhI9GEWEVmevRMiL4bZOxQoWDayb56VNsHjhIqlng6Tf+K0a9\ns+9kZ0IcOBzjdDxAIuCSNYqMKbtk9T1i/g438/1E0xZyIk3f+hbupQ0+sHCOhwt3GTqVQvgU7Kt1\nkCAV2JmJkBs6gM8LUw0McrBwlfGN2yxmztD2JdCP2Awd7XIh8yCephJsrKHXA/Q5i5zYXiJ7v4sW\nEDx/e5zM924ys32H5bl5NrIz2MJgvrfAEfMujqVj2TqWpWM7GlIKIv4e13IZqv3jyGCQNCWeTF3B\ndiSKIlHHg1yfF1xLNHAUF688hLV0gpQZxJzaYFexmNZVskqXVfsagWqYAzdziJqOqimUvH1lWpGW\n5MZS3GrGaUg/2ViDB7VVfE6HA5E8jx5bQWZXqIdc2jMPIlWVE2fPcvLyy4icSoVx1LpCKNchsVrh\nQHGNpyJXOJNa4XhsC1dRubl7Eis3ibM7hbs3irQCWJUeXs8FJB8+ssUvTN/mcLCDUR2gcuMQoe04\nmU6ERC9CTmaJhT12lCwbTHDE8QiZfhTVYudQHxUjTccK0Ba3sEOb+M0IVjsKSEStgT4QRpU9znz3\nWXy6QzRpY14vcuq1lxBIbvU/QmrjDulciUpQIZwNoh6OIo4keLl5gGy0zfm+SRQ3hVQVVrQwIlTH\nHy2gdEM40odAUlVUeqMTBNoemmPz2MorTNVvc+jOZe5f6DBOj72RDNuJQfqXKnitFFbEhx0N0BkM\nIhJ+3J5N/nyFnWIUVUAyUsacuEmyNIpQXBqZLYTexl+pMXQnRSu8BprDhx984Gdiw/9BDuncuXM8\n//zzvP7665w/f57z58//SH3Sfy+8X4dUXnqJhO4RVpQfewQUBRFQ2bFd/kuzS75somzUWDLr3Aoe\nwdCiZEWB5KCDMh1herXB4ILK1V4fvkwCxT/GaCpHZKnCaDdPdSjLqOanEqhRJ4ehDXFEzXFIs1jp\nSTbcHj19lNiQwJQ9VsuCoO4yk66j1yeYio8S9Cqkwm08T1AsSbymyS+euE1Qt9GezTO7vcliZJTV\n0AiDZpGE3cRUu6zNnSLsdnn07LewUkGOXvoBoQ2T1kSIdETDJUChXkOv58nsdXnkUgNPEQjAFQo2\nKusjOrcnAhy/20X1JNEHVezvFUHCl55JsT0ZYC6vEGxatAMqSusoiYZOprDGav8F0PyoapJEKc/H\n/vY/kcidp6wtgrVFVb+No0kyFYW5tRaJhksrpJDL6LR860hzmYO3L+BzApSNKWL5CrrospsdY2Nk\nGtGAgfIqy3NHaIcjJFtlqnWFO/kYt1Or+BQYVBUKroPPOIInO0yu3OHBmx320gFan52hb0onlDYo\nhlR6LzTxOTaaa6EgcYXg8gNPsDD/IAlqfCp4ltCcD282hjYRQD8WRzUUNnsuVywbpRhibXWK3WIf\nRhw2a352KmE+nrxIcnmdxHaBqViFO2diDPYH2FsOc0E5wdZQl5gTYnXm0zjxMbr9YdrZMN1wCL3q\nsBm/j0DMZGZ2kxfkGTwUzvAyS+08kfIQk1mL9BlQ/Cov3B1jbcnHE4Hb+E5FWfTP4ika/lIXLkpW\nS1lyGxkKeym2tgbY2Mqiqg7T2QI326Mo4xmQkp/znsevu+ijQZS5CN9Nq1wVHkHbILTwEMniCFVX\nIzR6jV1fhxFN4ec8jfydFnrHYeauQtMdo42k4ElM9tkJqh0wC12k4xEb0IlOxCn0TeC4BsZ6g8qG\nRs9/jGr6JJ6hMV7YYjKzx832SbpKjDaSEtBmn9y3paXZVcZJzNq0+0J8eWUeVUg+eWiVbLBHpxZF\naAq2uq8NdH82x+MTG0gJa2sjLN2Z3I/L9FWxAjp0VRIImt4AHTVNFoGOj67ucttxqeUtuoUuHbuE\nN3QTegGmtnRqWgRPKti2iudIZNPCv5Zjcm0Z9UiUkWgT72adi6n7maveJGY2WBxJ8Kyc51S0jBJU\nEE2bmSMm3miEZ9cOkZAKPgluqog7cx6f0WOwOEoPhf3oqaCFZKjj0Qv2WJ3cBMWHrfp5Y/Z+vioe\n5LIzxR2ZZSEyid8TpPImRt3CNW1arTL15SqyC9l4nSOHr9DJbOD5egSraQLNJAd3TB5YqhHam8LU\nY8zvvIqVcjjz8Ad/Jjb873VIf/iHf8i3v/1tvv/975PJZPjGN75BJBLhwx/+2RVHvRfer0O6+cIt\naqU6rbKg+WOOTtPlFU/le3YbqxOmdvsxtpmgrMeoK9ts+U+xyiyGsEn7G2jTYRJDgsPFLRYrfYiB\nFI3YIEPdTWKFKsJ0OP5Qj6wGC7aDsNbRbs7iN1z6EwOcCeic0VeY0Tc5lN5hLlNm1ctycy1GR1W4\n6R8mPTGCsacTdloULJ0HxnLMDxXpLvVYNbOsTx8iY5fY8pLsJjKYp+pUjgTw6/3sRYe57/KrjC4u\notrevrLGWhdnvp9RJYe9nOfm3hFO3W2QNct8J/0QG4FBDnS2OZ88hGlkeOaNVVRPIgIK7lIL0fOQ\nAkyfQmYyQiF4mOjuNtPbJm1mqSAIuguke3scuLuARx+l7BiW4cOytiknoBw18VsqvtDH8eIfoGto\nhJs1ss0ZKsOnUJwutiyyMWRwc0qhkujh2VmiMZ309ho7Y1PkJscwD2TIRYcIttt87tk/oaX62TIG\nAMkxb5RH+hUySotNcQhFKnzqO6/hCcFXn4jwaEqh7UnMro+/brY5dLeG717ykgCun3yE6yfOEG1X\n+YT3Ipe2M3iWpC9lo0R12hWB/Xc71FeanI+MYt4+Safhx3YuU8oWUFplqq0R1qtxHnu4gGdVCC+3\niDyeRlcE55bncHtpuv5Zrj/+IGYwxOytS0zeuUkvGKQUG6HT7EMISeA+k9f1E7gI/CtrrNgWHb1A\nqjCO37AYGixzbnWYl1ZH+PmH7xA5GuJr/g9hquH9wL+q4G42iTjgaTZPfuAS450FpF1n7kQJC51b\niZN4KOjLWxz/2otYk1FkQPDXdZMV18XXDZC49QEGrBBtoJW9i5PJEbX8PPZ9h8jrOYZ2TOKlATaj\n91MQghWgC6iegxQKugH+gRDh6TjhwQAqEjsYoJgeZmtilu3xg5SjaaSq8KB7iWm5yY3rc7iuygaS\nbq/CCX0BMym40Y3gCUnQ09jJD3CtmKLmqHzYvUbfepGOHgV/mlTHIy8lQhPs1iK8vDrK8uoobjVB\nD8nd7AK2hG4xSXE6gu1K1J6Ln30nuotkzROEvC6TrR0O9NZoza/gahL19mG2rXFCXoMeQRRdwa5Z\nmDUHJxTnYOEOqgHaWBC6DoNrqxhej/XYITy3nw9tnkep9dDmIsiqhf16hb8unaRshgkBYRSevu8u\nTjfM7uJJilLdj9UKEJpANT0GEDQje2xkuqzbB7ignma3l3xboPOtHHoBJBF0ug7r1R5mWXIsvcfn\nTy7w4FieqaDkhF/ntN/g4FiByfFtMskuAb/KhneQQLvGocJV3JDB/Ac/9lPb4PfF1HD27Fm++tWv\n8vM///N84Qtf4Ld/+7f5nd/5nZ+6M//c+EvfNna49fe28zoRottz9EW7lBp+zL1R3L1RFL2EmR2g\nEDlG2zPpF0WGBgxSDxv8a/cNNq1lbhpHuTZ7iKObXeaq65z93ikOnXF42L/Hq6bF7txdZsIR5pQt\nXKmw7oQoFCKEVZuD/WU+FrrOn24dYTMXA0pcCWoomoLdChPUbR6f3sRyNb4y8WnMST/Z9bs8desV\nZh+u0z/poSpvBWxfoiWD3Hj6Kea++T0Ccj/9dHnsCLvyPj6qvMKxIcmLuTATnV0q/iiD94PqKTRf\nCDDd2eFPkp9EeyLAqesX4V0ig7au8IFrbSqrGs/G/aw9FOaZs3VO7ryAIt397MX9silmNr7KzeIJ\nLs4PYQ5F8BSPVNXD9UWYun2LrekY3cxpNjP7q+5Ip8XTz21yZ2aW64f66DlL7KXLFFO3yW5miLRn\nGTm/ROFIljvxOQAs1eXKdJwDjRtc1cdwd6dI771J52KH7HCX5P11qDn4LIkZ9/GhxSCaMFlLq6zm\nwnxwsUy0+07C6YtPfJqtmUOEWzWe/tqfo5ptOseCjGXrcC/wXopnuPiRRxi5vcrBXD9WoENoaJmb\nfQcx29f5zMIaaSXM6+I+/vOb83zk0BLfGs/xgAIbLRW7FYUwlE8kcTWN+6+9xPiNRfJ6P0q7Rtrw\nEBKK8ym2Ilk826N6vYRogwxr6IkoiuLR6gS5udPPC0vjnBnNMRY1+Qv7ETpKkph7F7WSpJLuw58O\nYhW7PHDfAoZuYe00mXk6jIfgnHcSTzNordYx1lrk4xovayY0BTnpoZtBYrceIuX5MBWoTOTQU6vo\nZoChhYdZCOssB1s4qo7Ezw6SHJKA2+MjjTdZyZpcb3+YieoGP3f7FeyIn+B9AbTDUVAEZeJsORly\nlTixzRzjq7fRpOBK4ilcKVgWEr9Z4vPDF7BthRVfiOikJLc+SNvzOICgv6sj3S7z6zdQMj6GiyXK\n1ds82/8RkBDLhnFUhcBKnSwKPSSLSOytQ9wBQMJy47+xBJI5tvnUxmX67DpiLsx3ToYxpUdmZ5TB\nZpwVt8aeL4mC9/a7IYDJbhsViXuphnYoivJAkmLD5lIqyuH1FrPlBWzFR7Ogk6hZKEMBzHWbnXoE\nFEkLQQpYL/RxYX0YiSBidPFCNdr1DNJR3pYO7JUytCvvCOdF9Q6+tknRSKJLm0Rmj44xze1tkzb7\n26cfnljm4ZkCpq1yZbufVLXEEFWET8ULGnSjccLJLv4+jcfdC5Svdrg0ksBT/hkF+gzDQNP22W9t\n2/4RJdj/vyHTSVLyfpwu5TswWnFSm6M8nfsGsc8M4EYE11dCXNrJkFezKJ5E0RVeDz66r8FS6THg\nbfNI/AoTgRIT/IDCQIw3zgzw+PMdTq9f45uBJwmPTXC47yKPhUwiikXeSxGXNb58q59efp8gciJV\n45dO3uLzpxbJ1YL8YHWajilJ+E1ETGd+oo5fc3nFPYlRrPPAtW8x6W1i/MIQg36XatfPtZ00rs/P\n4eEK/aLCgyO3efnxM3A5z3zzLtePfwDTDtJb6xKaDvCRkbv8ufMxWloQ7t67CeMzjHZyJLwGL25N\nM57YIF2+pzspoHwwSDinktyr8yvN7/K2ArN0sRSFV04GUTx44lKLRkSykbhDx1lH8wRzuUHm1toM\nb62gyBUa129z4eEPUenLoFs9BrfXMWyTB8+/xoE7A1wZeIpGtExubIHt75mE7AAAIABJREFUiQ4B\nc5v+7Sn6zldpZy0aExGkFubKE7+GVruE0bmFffs43+o7xVOlC8TuuMznv8d4bhWAQK1HoLbNna7B\n6lSAfLxLe8blzZk4rqZRj6ZwjCVE6w5+pcazH/Qj8KFHctxBJ+sKIqpgTMkz1peHM/CWFFrXk0R6\nJeKvVuiruYSzOdRMlEphnL+8OI+mHmExUCeCwwOza9wZPI2DxoG7qxSrUxSGZoB9jVJLSrrRLl7X\no7XUg4JGsKfSVhWcaoaPDDXphDo0myF+cHOaub4qT8yu8h33DB1lGNfeYdN8mTHzENBHMxsiMegw\nlK7jFnroH8yACl93nqQg9msL/d0GZS3Mq9PTFHtVHN3jkK7RWTyG4+2n2+/dJ7G1a0hH49ClACuy\nS8nQkGqIAAIdSQOI6l3+hXiZVG2P2bJkc7zOajiL9rFxAj6JEAJPQrEbp7ITZ7ivwH3OVdxygy1v\niLvx00ipkHM61DU/n528jbFQRy9ZzB7O0HzocbS4Q/NSjtvozAjBgBbkRvZRRn3LRJ+O0ef1KL/o\noEqN0d0O5lCIGAqO8KgYa5zI3yvmUASK57Lt62crOIDiU+kbVqktt7ktssQyLR49usu5kMtt6THk\nwqNJhaZaI2V7vLgTwBQ60vYQosfR+ianixdQpEMxYJB5uYTxoX5CTw3w2Nf3CJYLdNUAF0c+gaUF\nGSts0QxHeWNgGKvZJDQRRQ8qcKvBjfV9ld/Dus36kVfxNIeUeAqzEMe/2QQPOmLfEao4HBkscWc3\nQcNIMmjn+XjxAq/e9wzlZQdPSP7V6Wtcyad4eKZAzVT5+pUMa41JYIYB6pyWqxzYWKCtWbyefYyB\n4Sazs0v0n/RDQ+Xs+nsTC7wf/L11SL/8y7/MF7/4Rf7gD/6AZrNJOp3m0qVL/M3f/M3PrFPvhfdb\nh/R//F//J7XoW4WCAvmWKt/bn98SnBZ4ioKrKqApKIqHKzQcoSGFh4eDKxyEoiLUNKo2hMBPrHOJ\nh/wmE6KCsFzKFZvI5SrtnkbhwCgHxpoIARdMi+W2JJFL0HEydPwR7ABokTLzXov5ZA3p7Ke6qkkD\noQq60kdA9CjLGLdf9dO/u0w23iXw4X48D/YqAaq+KGfXxim3Q2iqxYFZi49Gr6JLi7++lqbCHPrR\nLNPXL6Kv7HDikzZBw+FPXz2IUWljDBuoaw3ywThFLY2QEs2z+V83/hYDm914huF2EdnzKBlxeqqG\nrnZoBxQ8L06m2WZp0uSVExGm1ro0ohrFpIaUCqnNCMcWTXyWQEiJjCqsDSdp+hX8jkk7naCeHkZR\ngqjdEg+/dJFkp8hecIzlkZPUZ7J4wXfVJ7kW/nqdQKWLHdBp9YfxVBXDliSLO2iFNpniNmOVbaKt\nKtVEP6V4P1f84yQmbnA71iEiBBFFYHvQIIwt3kk7FnK/9gMgpSg8GfARUQWmBwXXxfb23xUPiScE\nPqHRr0rCCkgPahuwkksjbIOWp9NMaNQ9H9WOj/0tFEkkLBkxbXwNHal4dDWJo3kkok2GZ0oM+drc\ntGzKBYNZK8yO53AtvcpRNcB8CG4sTtKoxYmMFRlId1hihIIyiJAevkaNYKmO0QlTGotiajpD1hJT\n6h5CCFwXNjoam7EUinSRwiMldtnu2ij+LkjIdoeItDIsrGc4ioIVgaW5V/GoY905iddIAxK/JvAc\neKsEVNcsgkdewzJM+psa991tUyxN8kbiKA+F3iA73CKKH8Ihel4Ut+5S3fXTVmJYdgDP8YNwaAV2\nuaP7yLoVTrS3cTSDZnSAZt8oUlUZWb6NWm3xteBpfEJhFjBQsFSLRsLEUF1WawkywiLaM1ClxNME\n1YMxRgrLJOpl7EyYshZjsxGiaRv4XJMhf5viyCR0urQ28ji6iS+9jQy0CVg6x40B9J5HtROiEkzT\nrrr0dltUjQhRp80z+ZexFJ3XkkfoJlwO7hUZOeDiHzPwOh6dtR54UAz30dPibCVHaAej1K7tIR1J\nfD6N7heMvF6igyQ3GyWZdJC2iaeF6IVi+JoNAlerRCyNBbwfrpMULvpQDn/GRzR4kGbZpbFYJZra\n4FePb5BQFFxP8B9fO4EdqNMsDyC0HtLxkbRqPFN4mVv3OSyMx/F3oujxMr8YCRJVBReuO/zWv/2/\nf2ob/L4KY0ulEtFoFNd1+dKXvkSz2eSXfumX3lcc5/3g/Tqk3/rib2EZ3nu2afv32Rn+sQh1PcZ3\nbCZ2ugyWbIK9n3xrTV+ASw88wdrUobeLH9+GlGTyWzxw7nmSlT2kANkXQH5ylIDf4ZqV5Tu5PM8U\nbWZOKnhC4Vn3SYr8eI6pEXb4uPYyFU/l76wPY3X9iHN3KBhJjiZyfOb0Cl7D5i9em2FF7K/UonaL\nTxbO8ddDH8QTCv9y53sw4OOv1EcwYkWcZgLnx1AwTUTWqU4u0PO9Y9ilBOvuCbx6PyBRwjXU/i3U\nZB6hvPezADD0w/h9DyCEiuhU0ZpdOtEWiq8fVfmH1UQI28FftYmtNGj13WR8fIt5wyCivvOce1Ln\nm+4TP/E+/iwQzLVJLdSwwhrF4314hvojbRwnj2ldxHVz/3065So4tX6U7mH8HY16TTCrOBiezvLI\nKgzewSmMYm8c+vG/V2zwdIz+DU4MryPe8NEYrdEgyFbhUQ5Zm0Sm4pQDo4R2OxitH+ZgkEja0RK7\n47ew7nHivX1qJYHf9yC6ln2nu6ZD8dUcik9F3ov9dP8Rlyt0BXEv6cFzvHtq3W+N3X+8HXi/UHwq\n4ckonZ0WMw2HIILtJ4bwXElnp4VZ6OB2HIQmmPMEQUeycTpNt2Ji1y2MmIF/IITq23+XPNuj+Nou\nwnH5Rb5N79EAU1qAazv9nF0dpWvrCDziAZO5/iqvbwyjKi5HDt7CDZe5szuEU8wSFwoPjO1y13X4\nf37r3/3U1/c/mBreha/8xv/EcLH3nm3KMY2l8VFUT6C6DrrnIrz9uIhl+PFUH5ojGcjn8fVa7CU0\n1oZ9rA0bP2SIMyWbg2smM0UHRfej2A5WxyI3PMT5Rz+L5Q8SaNVI7W3ibzfQXRtH0yn3j1LpH0V1\nbE7dOsvM4hWUugVhlTsfO84L2iaZej8fHYWE6PKceYh1S8dFIAHV8wj1erS7A9hqBCPm45HIDeaV\nO5yrzPLCxT6QgoBj8hubXyN6Ioj+QJJuRfLHt07fm8HDr20+S1v18zdDTxF12gi/oOEG8VBAtQlG\nq/j9XRqKiXB1XDOM78AVEBLVkXian5DVj9ntw+4FUUN1lEAL9HuxKEvHbfThmiFCdIkqEjyJpdZo\np3oowREMJYvQYih2h177NTrqGtFGhPnb4+At0UpalNOjOP4onhZAAs2ggqeA4YYRvrH97RjLxTMU\npr1rPKQtEFIEjiPIW32UfEl8wmFWrOB4Ghdrszjx/XPJmg1+FcWvUK0FaDV9hMwmg0oBVfEo9Q/S\nCUap20F8PRNUMA1BD8mA0iGldJFAV+o4KASFjbZv8bA9MN/0IzsC85hAGmI/WA2oikdQtyh7K2z1\n1gFQlX5UtY+46DDk5bnbGwZPJ1A2EXFJIxIGJKFGB9Hy8DyoIXHEfmTDB0jNwomWQXNAgugFkbYP\n11VBs1BD+wKQwc0pyoV9dtXpTh49MMCSv4V29DVwdMwbZxCORtBQUAwVR+9BZh0t0EBIkHuj6DWD\n+dwSp0s3uTvq5+oBP+3ch4gO9BPNd1Gte8kxKT+9iEJbuYWtljDDNtIXxmt7WMUQatjBl9ZBmtju\nNiCJ+R4kqg5hqUEquw6NxSqpPotySQcEiiIIsB+TEBJcIXGFi+kpeKqFMEyE6iBtH7IXAPnuiYDc\n/97XBc0CVwXXIOwIJooFdM/GESpmMISnaQhvXyPZEjp1W6fii+PHYqazjodKTQ3TVX3YqooUCqoB\nQb+LRCBCfnSfIEWVm1sJLFfl3U4wqwkGHUEuJdmtSfb/SuL3eUhXcNBWqABFv8vYhEO0T6PYCSKl\nglBA9FoUVlzanf3t1mNDOeKBHufWRnC8/3byI5mL7TE9XOf5O1PYrkIm3KbQCiOEy/TwLv0+h3bH\n4vf+7f9wSMD7d0hf/IN/R9b/k5MadNcjvNhg1xN871O/hdhbp78Ow7trHFhfxOdaFNNDfP/pz9EN\nBhneXKHcN4AdNHDQcN0CjpvHcXdxnRwImNrqcXyxzeWDITazGQKRTyIwMHsXsOwbvDMbe1c/tCkC\n/scAEI7NfXe/QY4Cq8M+vHuzeg1IKyo516G/4sBullJzhn+9/Sy64/C1gUdRkjrrdh/+oTD/86FX\naHs2f3ZzHkvbxiqO8GHrDcJmCX0+SnokRMQVfGdpgsXWACdXbnKmep0X+u7nYvwQvj4/obF9Zdsn\n9DcYDVjkTcE3A9tE61EakSYSwVCpSyGTJhT8JIryD+HMe28YZodP/u2foPeaPP/RJOthhcfvdDnp\n12EsAmGdtm3Q6OjEq1VysRHKeoGWr0u05KOdOkXAsJjv3SAY9rCk5KIzyYI4iYMOUhIodDltXuXg\n9AYAngThScqrkr4DCu7d5n66uy7Qn86gjv3wdZmOyo1cH2eVPfyhFkcMjVXHxS/g0YCPQVVBFYKO\nt6+0qgnBRi7NrRsHMQI1Xu1GGeju8ZHieVpagLbq484hl9xUl5BU+FTYR1yP8gP3QXL0Y5fbVG5U\nGfJ1GOqEqA8HaMwliV8vEilaKIrFVTR6HgSBQ90C7nCO21N7IDz8jUmCoZO4sRjpyyUixS0uqXHs\nSJPA7GU8zWHmcojxIuRSR7joxdEOvokaqWEtz+NWB5lOdXDGQlT8q9jWCogfZZvTOzGSxXGG82Fc\nGcBV3uJN8/CiTXL3zWLYTbqtv6UR8lBElFDgGRTVT/lSDrvmkLzfjxHb3xocci+y3LmGjWRQHaQr\n83RXHqNW9CMUQEqkFGTVMpOBPV5uHSRjlij4+whECiT6L1NN7Y+fdyuqR8oq43s2yqzBDcXFQxIr\nDRFvnSDfH6O+WEG4Lr+y+S0cofJXwx9C+hX+l9NXuCQbrC4dpNtK0LB1pKOChMBcDqLXfvi/7DB+\nJY5r+PhYUPAD+Sjd+irdjTJ2aZiHxrfRgw1eXpwBqQGS/nsZchXVYXLCpjo4hWd7yIUitYbLuxnn\nIj6TY0N7hHwmxVaYm8U4vV4QoZn4Ak2GdI3VSoKQbuKm1tEcOLpT5Lz+EK6i3TtHj/uzu7y5mcV0\nVD52cBnT1jm3NoLpaBweqvLv/82v/tTj+Z/NIb388sv8/u//Pp7n8bnPfY7f/M0f5T967rnn+A//\n4T8ghGBubo4/+qM/es9zvl+H9MK3v0BCbb5nG88B+8ubLKQTvPHUv6LT+Q66MUf2lQKVjsFQukfo\naJLFwBwSDyF7oATxY6LiICwX0w1i+Sw63R/gern92ajwEQl9BqGEsKy7uO4eatdBMz0U2wUBmt5j\neHeFZsjH7shB/KHHcJwd2t3nAEjWHZKWQSyrsmw71D2578+kBEUwkAszfzPBlp5E1VqcKl+no1q8\ncijN3gTY94zGuwfju5FRFR4LGGQVla09HbFsUdlV+P6xjxIYDKMF919avdXg4PIWW2qDgeEdpsMe\ngwEXR0r+Y8PDCH4KRYnSsxbweg5hz2Ak2EWVkhqCgnRwgGQPRnohlotJuqqPkN8irth0A1G0jouv\n26UyHmcgt83DZ59Fyh7f+lSaT6SCJFQFy9MwOwaG7uD3WT96Qe9+rhJuWQ4X2ll6wccIFbtIRUGz\nLRJ36px84BqZeOvttq+uDvPgeI6eo/DajRzpkmTmoSShmMam5VJSZwENnDtMaR4xVbDX9vFf7QpN\nTzKAwVEnxXawyLLtcMIw6N8b50ouzlYjzJjwEUVwE+/tLaaQbHJSW6EdabMw0yTQ0Tl5KYsfncqI\nSkMdpTo6iBPW8SwHL9dhYrlJeyCA41PQN1p0XIu8otEVAh1IehZWqEIzVUeL1gj2PYCh7+th+dcb\nFFfqOK7FoFlkPThEINhAOXgBqbgYd4/TbKQRw8vowys45QFCpWNohwcRvhadznfwZBO9FyBY7afl\napgSUF2UYBMlWkYICFcyDOSP4wWCBN0qdkojPzpOsFnFt/MV1ocVAqbH6G6PgOOjEDvF6kYaI+Ej\ncTzNuNjihHKT77fzbDr3TLAUOOU+7PWj4O2vjGKHkwTrJX519k3+6spB1ipxfn36dZ5vCMqjdYQi\nEc0w5s5BvGaMQ+olvIE8G0PvbD+HEUz5R6hsPkBsvY0Vd9kejlO+VSegOvxi5wcoB8IkpwRB44ed\ncM8VfOPmDLfyaRS/SujYCo67+CODLa0a2MYzlHcuYOf7ka0EAL926jpjySb/5dJhlkuJH/qNP+iS\nDdbJd2O02vurGx2IRx0m4gUubg2+neod9Zu4nkLbMgjoFu7AEj7PT3NnimSwS1+ozScjF/F+UMRn\nS749eZxrytEf+j9DsbG8t/LeBD7NYSpVJa+n+dP/7Zn3HGvvhX9yLrt/CFzX5Qtf+AJf+tKXyGQy\nfPazn+XJJ59kenr67Tbr6+v88R//MV/+8peJxWKUy+WfVXfexuL2CL3QO+y2vEv+QEqIGl2O+Fex\nnpxg9mvL7Iy9wcbkGSz7DqWHR/G0AdZcQZ9Sw7JXMIxppONxQKyyLCYAP2Orm1ilDsUH+nD1eTq9\n/ZVSLPAIUgkxsLuLVU5ROzCJl/zhR+AAAwvP8/jFizx3epvdo5vo2ii6dgDV9BgubjB3WGUyqONU\nFa5ZHhg2iqujd/3kB1s0QgbZlSk2JwvciIRACaHhEFEEtXuB+LfHhwTPDKI4fiKaS96N8hdLaagm\ncdx7fYsD603a600Uv0p0JgHpKLl4mtlOj2P9+1twlVqIr8sKwncSRYli9i4TKO6QuzPPZw9eYNjX\nQQT2B1LP0bi4OEW9mKbjqQzhImlTRbIDNKjx1MQmDx3ewpYKxbEk7q8ehIbJZ8JdgqrCG22Xq9pH\niLgqqfNF2r4W3fElRKCNX0JQglAM9E6CWjdNvtePjApGFwE9j2rLt24B7UCXYKCH64GqwEYlRjrS\nRVc9FhsqV6YCHD9ocDykcduyueqMUVNO0bOuI3stXpcKD4c0jofgF5wof9ask8ditx1AUT1U28fa\npTOcdTUkgoSvR9QSmG6PrqoTpoMahLoZ4tW+PoyxPJrlI3v3YWq+e2n8e/vZdwP5PZqjYeoTUdRs\nBJabUO2x3XPoAKjvZJHaQEExoDsA2wM4gKsK4jNNgkGVZtLHAb1JoNdkxR5GLWt0uzFGlo9TmrlI\nb+4yumUgDAtsA909jf9kP67Xod36GlLYpHcn0bYPsCZBvsU1p7oYsT1629OIkSVayQLL0deJxD6F\nouzH6OKbG8T2vsX1WZ1M2eYzL1TZlxRr8lx/DaJpnl56keF2jcwHonzfMth03hVzFBLF34N72X9a\nQMXfH0QOjPGXTpLtToN0f57v9DWoJiWGpWFtz2FWswR9Dh8vvcRkdZfVWJzde/fqYNPlzOUW8WeC\nnJveY0sM8MhrX2emHuW50cdIt7boeyxMUHfpmYLFQhJhu3iWRzq0RyLu43Pzd+iYKmu1JM7GIYxx\nC5UEqm8MzYNHlEtcqo6wu30JZ2sG3sXf9931aX49fpVn7rvNFxcHMI0u/XtzNLsKLVNjuZNEUzzU\noEa/JxkyPTLjBU4NrJFPlNlaPIC0AjRtFU3xuC+7w8dnNzm3F+KVG1PEAyaZWJHF3CivBO7jQ5+5\nQ75hMBeGa5dBFy72ve1Ly9PhXiq7L9jgV06sMBRq89z2TxY4fb/4qRzSysoKU1NT79nm+vXrjI2N\nMTKyPxP7+Mc/zosvvvhDDukrX/kKn//854nFYgCkUj/7YLJ71aPjj/7E77tEKHBPXmP6YSJLFdJB\nk8rwaTzAc+uorkF6ZYNTK7cIt75NM5qiFIwzO14mn5jG3VGRQYWo2KJingMEujaL1CYQzRasK9QP\nhfH8+7ffMLuggG34kCicP3I/m6lllqc6qM03MKKDBHynaDh/Q3nWYzLop9awMF6d54jeRyW9xe7E\nTRxpEmoYtKMV7s6f3deekYLTPo0H/AZBRVB2PZqux7Ib45JZQEElGvsEUonQWKpi5vaDyIpfxR9r\nEjMCtIMxEtTY2/TomZLEyjb/H3vv/STZdd15fp5/L70t77uqutr7bjQIoAE0ABKESFGUKFISVyY0\nkqgN7R+w+nUlhmJDsxFa8RdOzM7ELodLiSJFD4AG3jXQvrq6uqrL+8yq9P7lM3d/yG4QEAlollyu\nZiP2RNwyGTfve/nuzXPuPed7vqeZGKfcHeWQ9RJtT+KFpTT1aobdMY+wOoHvNzG3M5QWDxJWWsS0\nFnJIRQhBNWdwZfY4zZZJMNgglSiSbWvcyMWoej/dkf1odZDreymCuoMsCSytzcemVghoMtuuxyvt\nJiHnm/TpKrkzPsuOR/fGfmL5fhTHYAPBDv/CIbolUIE+T1DrswjuNJEEdAVswobDiwuDHOrJM5wo\nI0tQzWuINzfpP6BzfiyAIwQJWaOmngchcFpzeJLghCFRdAVXRZtTps6nAyb/WG9iGtu0ZR9l/gxr\nnoalOZzqLZDNhZhpezSVzuetEYB78Xu/GsHN9SLcA2yfGETVBPI9903/5lXmogu4q0fwtlNIqkQv\nAsn2aCCQZAfhaT//+HtPHE+wd6eE2W0Qm4iSiXTACTIwWd3mzjtQdjXkO2dw+ldQIjn0+gBu+wTh\nfd34TZtK6cfIIYfk5gTm9jh3O8d0AmqTj4xlODu0jaYIHE/mP18+xF5zC7V7nWrpO8i7D+E0FCrW\nbcR+DbWhkZxJc7U3SXu4m5x0l4XMGIZvM2xnCM02aBfqHP5oP5HrcGkwQCNhg+zhFu+XwhHo1Rrj\nLz/HwoXz2Gqc+LkateYt8AVjeooj4QSvJM+hN5t88hv/kWCjRv7oEEsTD/HHoTf5Wq3JnbBC5GiY\nB66UOX/6Blqjn676OupmDwfPFPlYtFPhcWEvgPr2Ks9zlIoa5Pe2fohpF7jTM8jgR3V+5/Qc/8uL\np2nugF04gBrWsLQ2SbHLDypDtBKbeJv7/+XqpBxqcFkc5QHtJp8+sMY/1VpE1H76l+KoyRrrtsdW\nJQwNlzQSHvDsdD9X1xO4EyMkT0nkL2cRroY6mmcpPseV3R4uzU6hyh5PHZ7luT0dSWnzznofdVvj\neP8ud/c64CBHKAQ1m9FkmZlMF91am7yuYdcjfGtNZTQ0SE58cPmRX1Z+IS67T3/60/zhH/7hh/a5\nefMmhUKBixcvArC5ucny8jIXLlx4t89Xv/pVAP7+7/+er3/963R3dzM8PPyh4/6yTA0/enkd2fOR\nhIck/J9psu8R9gokeuqomkfFjWPtttCo0R98B2PuBZ545TUmFu8S0ZuYZ6MkD0FPKUP/G7N0ZdaR\ntTpyskTWm8VWm+jWI5jGccCl3noee+QwIthJaWuXWth736eqvI2zJoGu0TRfYy9uky65nLmaIKca\n+Mlu0ntBngpUCRou0nMZ4tlttsPjWM0E8UqNva4yjnnvCCQDAo4ZKk8GTTwB645HryoTVxUsJcqi\n2E/b38Cp+FRvyjhlh4Rf5UhwB/vcGIG+XqSuKPsCOX7deJX9A2Wmt7uoOCrpkEwrFmRIyfByvUBp\nu4/1fVtoygi6PonbWKT7Vh9FTfDH4+8Q7QZRdGh+O8fbxYdoeQE0rU0oWmReb3Btqx8HGArXCbR1\nTNXBlQUtRyXfCFBsWuxPF5nqLrJSjPL8nYOoskddr7HlexR9wcjWFOGdMaqSxKrsUxAypuxzyGox\noXoYkk8NhbKAUkgl1nAxHIEse3htg3RPlqV8HF116Q43EULAd9ZIZlocCuoERoJsteEnlSewrQjx\nZpbHA3fZcD3WPJ+LpsGOLaMrPoO6ypisc9Oz8XdGqRd7AUF3TGGuGCHX0nABKVBBiRSQwwXkYKUD\nva3F8Ys9uGWF1l4Tsy+MotZ56KVvcOLGDeZjPbhWnWPladr1MLoaoCig44hWCcpllN5V5MFFtJ4l\nxttLVNJtjOEaRm8Fo2bTdoK4dY9GtoYcbGBVCoSWd4msrWJGbAKaQ1j1CbUNjLZBM7iLH1rAs1ex\nCytI0V30cprU6iEWhEDGp3vgLf7i3BbD8Sp7vsfdhkPSFYS7TBbnh3FlBzmyhyUv44R3kFJ7RCse\ngbUe5uUjrCrD7Fq9FFUFrxpH013OP13HqQrsLZfyeoUXzmq0wm4HqQC0Vw6Dp3G2eJvP7bzAcCFD\nb+YOc4pMXX8TJB/LfIy2/iDrDBHxqxy59CrJfJZrZx9j/vQDjDbuki0G8KwyroBlU6KkwXDRoe/l\nWWzD4tLJp3i8dxpN9fgvNw7zxsoww0dV/JpL1o0yGx3iUvIgt7V9ZKpBTg1miVo2d3ZTCE/gNVzs\nmk+uZuI4GqKSuqeROhsHSfggScitCKX+fgbkPQaVFi0hWBJZktlRqi2F5ZbBSKLEub4sTjGOGaxj\nxSqsF8K4e2WsdBmty8LOCZychV8cZ3ErhSwJfuvYPLt1k3Mxm5tbfYDEXj3IrZ0uMpV7XHyqw/9w\n/jpTPTlWihEyjRCy5+ELmUYtTn7oKumyxpMPPPgL6+BfiKnhvrH4edJs/t8BVX6weJ7H2toaX/nK\nV8hkMnz+85/ne9/7HpHIB59goOOD/EWlN3kLZ++Dd4++UCnIB0j4q5x8YI6N6QjZu2EGr9UY+clN\nFHx8YLNXo+eTw4TUe7VNHkyyp8SIX10nmc/CKpwDXFnihSdkqskyPWvXcOx1CqnnKPf/OtruFnpx\njRAyshPGjs9gZi4Rq7r0qgoH9kfQP1YltXaDl5t91PtGCWvTtB0Z41P9qKt1Ltz5Pm+6TyGqx9Gb\nVdpWrbPGhSAgy1ywDGwh+M81FWF8gmAryzPGPL1yjt9QXb46c5p6qfPlkISgyy1yJDeHWwyxnToO\nSEwai3jLDtm+PKPpPHezXQTteeqc4bX2CMvNdRKDiwwpCjXjIB4FjsngAAAgAElEQVSC43sV+qXr\nPFPcQXq2hS11XKLTfU9iy0FGR9aZ2YuxmO1mF9D1FtLEVSqBGt3LR4nk+9kevUl2ZxS8IPuSJR6f\nWKPcNPin61M0HA3yR0A6CJqN6hgsCaVTwNq7Z40BTXexQw26YyU+MVjglXqd67OHaVZS3BGCgOQS\nM13MRoBXr04xvn8JNVYGOsngcp8FZ+OoQwFE22dzOoE20XGxXAjfokdSydoKr7t1nmu6hNoPs1i+\nyecHmqR0sOwwua1xNNlDTQTYytmAh9q7jJLeBDuJmUoi+2DuOUQqOuuHrtGcOwqeit/2Kd7cJXm6\nhytHBxhb3eB33p6nIQf5p96L5IwYdeFTkWRQXLSR23iJDKonmFxrcXCpwfMPxVACq52cKcmCwwJl\ntY6XHcW3Jdo3bbqFikwQmCD5c0JxvWuCWrREPr1ELZ5BdjQGlo5wV3Sy/gcSV9k31kKRDFYcF9X1\n6blR4Y3YIyxOHcc4OEfzxkHkQJVGqIxMGbHXzaden0ORbvGVX+uiPjeInbOBQcDH8zX+/avnOzcw\nCrJeI7y1RrS7gGo4GNs6S20LJJ9h9TYrPSaGMDHqVdzYdUBGwkIjgObbhOUGBTnOpUee4dJDH8Pz\ni3jtPDuGg62s4bkCi05cZlOD+ks5or7g+oWjjI8VCMgtbu/tozQwjsjv8u2ZThIzksDFQMJnOJqj\nIBdZLwc40pdjoVrFztisWv14bRdPVBAtA3wVw/CxWxCSbGyh4kgyrZaHsbGLPtZBAl+0dPa8JvVQ\ngWAtwaMDmzx6aJmZ2XEKwMGxTfrTGVquimV13Jk7Gw4zeEwrD9BsB7Eswe8cmWEwVmWgrfLla5OA\nz6HjsOl10SqsowXm6ap30aPDtHChGGQyVaRl6xTu1SaTDBuv1IVaqf9SOvjD5AMN0he/+EU+8YlP\nvFu+/L3Sbn948Bj4GUaHbDZLd3f3z/Q5duwYmqYxODjIyMgIq6urHD169EPH/mVADVv/6/9MsvTh\ntScz4Syz4hF6X18lvXCLdOOnOJZiLEUu3YNxMEhI3eOWN8GcGONTyk9InpX51r4ppGyeZKlOpKER\nqxnsW73D2I9nkN/Fj9xhK7XMpaMWm0MaZWB8w+ahVxp0FX96b/47FZzJIKMfSeJX30AN6lhSGyEL\nvIqHMhIk0G8xPv0mM/nHSWYH2Rm9826Q6IKlY8kSL9ctzOIjeAmdpjXOt7xhLngv8+ylERotExAM\nhCu0hcpcbYjVQB9/FJwmoKwxL/bxtrOfZ6Y2ubXWZjO8CdkuzHdyRMI5SpFRfle6wVCXQ1b0M+c3\nOCV9h9B4E8YloA9h+/hbTYrVKDHLZ0ifIdlXZM7W2a2HsFSfx/dtsBxuseoLsr1LePk+dtcO4voK\nI4kinz1xB09IfO/2WMcY3RehQDuAS2cxy0KgyD4iaCIpErUyzLWSzJdNXje2eDQmceDwde5muxBb\nI9h2iO2GBQgCrRCHTJsxXcWvdPjq5IeTnZOMLNF+LktES2I3gwzKW0hhwTcbQZzbgwxNzrDut4jl\ntjA2DvJK8BpPJeATQZOvyOAqGk7ORjJr6PtuojsG8TvnaH9kDGSZ7nd2CZfKTBaeJTwpMz3h0Z47\nDYBb86gvF1DGHqEenKHsGvxz76PU1ADyPWMUAfypd3BkD7G+n4/dXmW8tEfZMvHnD9GS05jdEcLj\nvfh+Hm3oMpXWLka5i6ZQuKva6GM3iFdt9vaO0HYiCE0lNhAkpCkEMk1C5Rh7vS5I0LN2kCVXw5Ek\nJvwdNicK/LYRwBeCS+s+5y7vsTrxEItTx3GdDLb+BnLiEO3VQ5iH3sT0FIqrx7iRbPHo5gKfevky\nr5zsZ20Z8DvEoUG9RUIq0m6VqE/s0IrWadNJvhUC7OoJQEIO5/nBmSi6JGELgeQmESo89VaFpl7l\njePfQ9L72L9X5cmRIIsMcY1BFDWFQgrH1RmR8pwyHIZVBfm+zvuDCMWiTUPf5IBskPejrCwmCE/K\nKOd6KV/N4rQ9JLOBaJsIX2WtnAJSvCoV+fyp2+wL7zBXi2PqTbz907Q2A7ibk/SqFX5/7jsU5SD/\nceCTnApmWLSGKBZ9Gjt1QiN1UECSJD4dCPLtkbsw8wAiF6BekNnY6sEym/R2ZZFUGVP1KGQUvJBB\n7yB0BwQPf/NboMsYnxtAaAq3ChGOJiv87qE1/svMCOdCS/S2Bol3FZlMNfC8DRZyceYW97NRilBp\n/RToIelNjP1XkHSb9fLEL6WDP8yYfaDL7oc//CF/+Zd/yWc+8xmeeOKJ97Wvfe1r/NEf/dGHXjSd\nTvOlL32Jxx9/HMuy+Ou//mu+8IUvvC9OpCgKL7/8Mk8++SSFQoEvf/nL/Nmf/RmWZX3guL+sy+65\nt19meUBjvcf6uW2jxyJezzO5O4+1k0cICelwjFnpFIZTI1YvsNc/yMjhOhKC+esbrIcCVPRxJqR1\n9hsOkaUqvRuC7ohFd9ohnajjuDI1z2V+3KSpyQzttjm40uLUqs0Dc032L7UItHyEKiH54MgyICHt\n2XhzNdKnZeJajQ2/h5vrA0hvZPEbHoFBlahw6CvNUB4vkZFVkHyS2igftVrkPMEPnSiEehFmGKVZ\nIb64yY0bQYpeEAmfT0/Ncv7ACsN9ZSTTYmM3yO1smuNdO+wzdtivbPHjdhdrep6QoeFudVNRQ0w4\n0+T6p3AyYO4tMB05xhPaVVTfwV+qI6oOUlgDRUJO6AR6fBLxMlt2gG/cmmK1EKMvUuXfPXCDnkiZ\nmAyDIkxpbT/LTQsZweNHb/PM5DqKBCstOD+0x4FUgZlMGh8Ij0C0N8n+XItIUMM8GsI40EO4W+fh\n+ddIFzJk4yauHcFzdNasLAdsF61dpDq6TY8xz2NsUhV9FFyNxWw3I6EC+rNrrKYHCYXamLLEWzWf\nmc1RdsUhwtkm0ibcDE1RMBMEagmsbJR8YpOa2qIvO07GldB1mEhUSYfqzO7EUfqW0ffdxCykmVw5\nTmM4jpswCG6UCGQbBNTXCbfLrPYbVFKdWJCod5BW7YqDGreYEb1cMvfTVjqBfCFBLFRioh2AloW3\nNUK9lmLRGkaWZEarW+yrlGn3J3APT2G3Zmm2XsCTyqjRKhOZIRpAzVfwPEF1ZBsvncXx4rhti3rN\noeYLWpNRCv2zNI0N1GIXe1vjOMgoqU3ax/boU3XOmD5b9STl6kHuHHuMrcFhXGeOhv0CIAhYGbzN\nSXzNw4+UUByDTWmIE4V54tUWtYLPmtkhxkXyGUitUEhtUd23g2s6DKkKx+QgpZVJSqtT0Ox4Uvr6\nVolHqlR80TkXyyA7KvGqYGKjydSqx0a6wULMpeHbPGYUOSwvIe/Ms6fEGDd9njE2SSgyzSZImSai\n4tCQBHpEZ1JXkICfuMfY6t9HcDWPlwphDUeI2Tl0x2Ug2qDhqLi+zFQ6x9HhLFHdJh2q82pD0Oq6\njVcDZ/kosq4wckhHcgWm73KSFbr62xyf2qUpmayVYmwXA+xq3ZQbBv2BMociHhsli1Y1xXqmB99X\nmZpcJR6v0SwK3norwaWVPl7dHiFoOPT1tMgPdhM4EUa1ZNw3c0SuZdkLp0kk2ozF6tSbBoZrk69b\nvLw0zLNz+5jNptmrBfFkGSsiEYg6BNILqMN3EFobclN0hT2ePvWrcdl9IOz7u9/9LgcPHnwfCOG+\n/OAHP+CZZ575Vy/8yiuv8MUvfhHP8/jN3/xN/vzP/5y/+7u/4/Dhw1y8eBEhBH/zN3/Da6+9hqIo\nfOELX/hXx/1lYd//9O9+h769f/2EB7A4YPDOkQCtmEZ0e4LU+hDHdr9FckhDezzNpbrLm7UG/btt\nmrF9PGBXmBr/+Sh6Rwj+sdpky/NJyhJP1yB9o4qftTsutkEL+WQUKa7j2T7Sno2fa+Pu2FiTQdTx\nEHZZ8L8Hfhtfun+wFTwlv86YvMnlxkE21rc4Pj2D1bBQHh6ma1+dGzcnKWwESDfX0Otb/Dh5lpz+\nU3aD7sMhwt0qVWEgSR0l561ss7fsMeqsMvLYBg8FFBpo/IdinmTOwbh1jPnQEAcGl3Dj+6kmexhe\nvcPxiS16pRzV7+6RHw7yon2KWiuAIQsaTRMh+TSFhHMvIe9sc45H43OYx6MQVqm1DQoNEyEkgnqb\ndKiJJIErBAr30HBC4AlYyKT5wcwBhhJFTodrbKwNM3j4NhuxLIt+P6pxCkXu+MXbpRal6SLC8Xj0\n6CYfEfPIERXbkGnL0BA+y7kol1cHKJVTgOgwSUTyCNsiVEtTLCZ5N2FR8u8lVsqY6Rh6JEhzp46d\ne68rW0KVfX7v5G1Gk2VKLrxc7GZHP4fQjI4l+TASAIn7jFb/4sX3/itA9juVUYWML/sg+Z1+9zXz\n+1CkHq6/jm3fwrXryGrr3cu8b9X6SidZtpzCr8QRnoaa3kJNb+E3Qth3zoKnY/SCPPg6UOPXAgYB\nbZQfeg+9C6iw23do2a8DcGixycPXa9yKHOQnXYcwj72CsC209UMkrRaeL2E3ZURVoLgSqicIuE26\n2wX2NbZIuzVcX8FHoqIF+WrfR5EQPLX7Nv0H2wSPqchqJ19HRsK//4kcH2m2irRYh7IL99ZP1ZJw\nZAm9z6T7QheOEPxDrcmOL1CRkBG8V0tIgNJ5oshS5xr3zN+7z07c+9FJTleRq0nsnRHq1ei7Y2iq\nx9nBHfZ3FUgGm2iyTydzQ0IICSHAF9K9saR356YtNJalYdakAWpSCBv93mq4T3R2715Em5Yzi+Ou\n4/kVOuXSpZ9p0rtr6R7CT7r/Ou/pB75o0sEfShj6MQz9NPvKb/E//u5f8IvK/58Y+x75wZ/9MVr1\nQ/KQJChEVC4fCFCMdHZG+ALNDdI3/ziWMs+FiRWU4QBfLtYo3XvbiTsNHrleozUeYPvBOEFToyDv\nZ1P0YLZf5aLVgXSvtV3SioyQLDxJwhcOvvB5l08PQVgWhGT5fbflZWza397mxx/9HNuDo9xfMBZN\nflt5Ft1v435tnYKdYG74IR55bBrb1rj84jgNJcKurLJyL3CqBFS8hktoLEJXWkKoMq7SpkGJQ94i\njwbyfPn5Q2SVOBdbzxN8eoqT+iZvNMF7KcG6NMWiLNOPRN89DsBUV4EHjs+Q2U1y+fpB1u7VrXmv\nKJJPItCkEsqRMJb51Eae9NEYco/JvxThCxotC8NsoUiCou+TUBRcIXAEtHzBd28eYiWXZFx1SSHz\n+IVLXJeOMC0m8d7jjXYqbWqrFey9Jqbq8NnjcwwH8yxKgitth433QIm9chJn5TDivSWu8ZFDJSSr\n1nHNOAEC3WmCQwlk9afzVFsrU1su3ptKAbKLFS5y4cACiztnqAyNI6syfrNTb+ndL55436/3PwfR\nISB9t4MskGQXFAdJ8cCXkF0N3TFwdAdJboHwOvV/7lsbV8d3PVzlJo67dH8gVMdAs3XawrlXL0gF\n6R5Lgfazmza/FcC+c5awC11JCKU1hN+koM3xRLfKT/gYjgCncQVNn0DSUkS3r/Dg6y+htpNU+3sZ\nfKjBf7g8RaNnDTW9hb1wAr/4fle+HCqi9i0hh4sIV8MvdREq6IwW6gQcuGJO0ZINLube4UxprnNv\nfSb2E12IgIxOJ/HYK7WRnt9FLjoICdyExsyQwfURk6r103kzAMX2aeg/LZEekiRSiowm0flMQuDQ\n+du/N3fv3R7cV+WeJ1GzTXzVRlJdcDUCGwdQ7RC94TpPTa4R0F08X6LUMmi7coeg+d7GQZJEx6je\n+40k2JL7uKqeoC3pSMInSANDvIdtRuqYo6a7y27rbXzanfmVwoh7id+8z3x2GBjvj//T197fBKBK\nJrocplsfJaloxCjT2lvjL/7gf/o5q/W/Tn6hPKSfF/P5l7K3t0c6nf6Fb+zfQr566Bxe6MNssECJ\nOJhKhAkJoobMQnuAwxs3qHp5WtoI8mAGf9fmky/IXBs4Q3/5LlNru7gBFfdsjOGgxtvuOe6KcUZr\nq5SzT3EtuMXpgVkUoP4Pm8RRKA6kSJ/T0C2Fy1sxdmeOIYkWtb4MmcFZTvoyH0lYNITGC5znovga\nF1/6BpufOc9L1kfw7E0Ckko179E1CM2PjTB7+yQnjt5FUXwsy+b8xVm+nT/G2mwIBYkRWWKjaSML\nQWAwjN/YYurNb6A1FF76iMmMKzjyisTjsTm+VjvPkn6Cc69uUL9o8YDR4kVzkkTLBkxaVhM9VqRU\nSDAysAXA6lqSjYAg1wBL9uk3GvjBEoXeVQjUOj56X2HKi6MPB5EDbe7uxfg/rx0indzjEwcX+Y5d\n5sLrFXblT2IlbM49cAsdiepmg1CfhSpLqL7g9ORdNgpnWXFVEuksX/dOUVPGMfwmzmaRWlNFTxgY\nSYv40RRaq0Zu2eYbSweIj21SDySQtRAxRYK9LaRsgJ2GiSYbnBnaxpMEAd1hOFnk7tUjiJqJFdzi\n7rHDOAEDue1BboFKYI6A+Tih4Sj7Wjn0TZPbwqfhq1hWlR9eP0nqxBiyLBFf3KJ7r8FO02BekugS\nPn1deW4WwsgIRk9cYgubo7LJmaBESlV4e7WX55dHEI6CNjyH1rOLcOrEVydx9vZhShJdQqI8EsZ2\nWjz9+jd5qecwiyMa+uAqyK336BkZTduHZT6M4kpEd8oUQq9QDuXwMsOkqj1ENI91mrjxDN0hh2q7\nRtMP4jdC4Oic330HWQ4wfMTnH+sZ2lKQZ/1fQ5Y1lJ1pyvoSyR2f9qhGqfcUz37mODFR45PyC6y5\ndY5MLvDG/CRqaov00HU+equN5Xk040HcYwrfTzs4QFSSqUltvO51Wt1wh/u6NYuF4A1f4U16UehU\nglXrDUTRQFRjDO44XFxeI+D4OIrKs088SFGfpRyWUTzBlJCwTIWqLyjWHDxHEC+5DHoSE5Nh5m2J\na06TuCITzQ9yNuwwmqrwj9Umq67EqDpKcjXB1e0EDUA1JRIpmb1NF4FEIAIitQXJW9QHZ+ktDvDM\neB5Fgiv+Ya41xtFml/j8qRm+OzPBrUwXYb3J8WSdi0fnqNUsvj+9n63ufoLDESTPJ7heILRhozs/\n3UD5koekNJBi06yOlBFIONsTuJkhgok93L5FNLOBpOxDU4YJXc/x29Mv4ika//zZP8OTfAKZDCvr\nOq7SBtfE1Jo8fvZtenWFVtHkB+Io7cYVKoECRc+kOzP0q1DNwIfEkP70T/+U6elpwuEwqVQKRem4\nWba3t3n22Wf5q7/6K3p6en6uS+9XKb9sDOnllV2U5CRGqP8Dm64NIavdFJVuMnThKho70QGaqsmo\nvkNPTwH3bg3j7h5j+QVSxRwEFMzf6MOKmlxdPM5sfBLDtymaMeqJENuhbnrZZVhrUfbSBJb2CO5W\nEQs1lIkQvbE2t0UdpdSHVROo6RYXkgJVknnef4xNI4hkL9K/XSeezTA8VqHfaPPg5hs4Py5Q7+ki\n1tNmbGQby7Lxyw61uQaBQZ25pTDZeohkl4VRc8khMeZs0xwDPzBEvdHFlj9BtW8VV5O4KY8RK4/g\n1wqs6b1MjGXIqiMMWHu0KirHA9dY8FMU7ADWwctsdC/zWNzHK/m8GTrO5m7nhJPsV2gfH8JQ8gzv\nzFOIa6wuHGZz4TC3tnu4sG+DtqvylZuTaAN3eTrW5vrCMNGtCWxtgkijSNHvwetaY8CSaWog/yQH\ndY92WGVOaSNXoxSaAdpDPbjRfqx2ibXXi9RzLk7FwSgXaWUb+KqGFA1gdgUweuP45jCqco+cVYlC\nZBAnEKeVdfnE4CoPTq4xGq+QiBXptlyqwSC3+vexNz4JMoTWa6RncoR3NMqxFWx5HV2fwpWDSJk6\n24CuNahVU1jpJFZvkOBGjepSE8vVKWgyiZRFI71McbABqRs8FFL4eHeDhbrKitRioSY4KMmMddVp\ntHS2SwEiOYM/feNtHrzV4PDWBseKt9lXWWYrdgBflymPp3innWIv5WHFy2DVgQ4LCL5A9QTDGxmG\n19vsDYzQShrU9Fn8msGvhQwendym1d2HnnQpqSsMGS6/e61KQWlT7nOxEmNs9hxkJ21xUy2C0kXI\negxJjtCyr1BXp0G1aQTz+E4Zw5xAcj0utF6l5NmEdZ/jUY96QcMqFtlNC1A8bruneaVnlKX+bTzZ\n55NBg6dDJucslRFVxfJVmm0N25cRsofi6fiOCbKH52tYTRnLdWhbPk6sSbGvxY0pi2uTCS6fiFK0\nMti6xPiWzG9dLXF0PMp42OCApnIqbHLK0pl6rUj/7RphWWZwxKLmC1Ycj4JVJq/VOW5oBNBo7o7R\n2ogzvRu/V7kVLOFSKoMueXx6+yWeylxi8/TTHLTybPkV/FCZfZrMsw2bXKGbVnSQVjDG65cVNstJ\nBmMV/uSBaSZ69xACrq/1MhudJDgUQW049N3KoGVtXA8838GzFNpdJqrkYGs55vdtIAuFp95wOLRU\nZS64j3Yzgpcdxi2m8RptnE2ds5UdVtUuxmpbhAp7bBw+RjOWRonUcEsNfMfC9TQmAj4JDfqiTU7J\n6/QGAhzVYFiY1CoyJx/8yK9Eh38o7Pu5557jS1/6EtevX0fXdWzbJpVK8cQTT/C3f/u3DAwMfNDb\n/5uVxPwtmokPKdAnoDu/w9jOIg3T5MaRUaq9h3HlIJXhOF2NDkLke/t/g4fXvktwt0B7JIF5NoQc\nk7h6cz9z/ftAkrAVE8NvEVu7RDZh8rZ3lF9Pv0j6uMR3Dn6eveYMtDcZa7p8PKjyseQ2366EiISH\nebpLJijJvOqdJu+GSKz/M68dURhdN4lnWiS+OU0wHeV2eR/bA5MwK9PnZNnXv0FANJCjGm+Uhqjd\nCHN7tws9pKIcjLNZzoLtYZh9KLvL0D9EYNDkZHOa71eSEM0zkSyhNroZVpJ02RJbS6dhSfCidYbR\nvg3KLZfBYJm9tSjtuxZDB3w0GW7YPWS9ML7dYdwYVVfI2IJ6+iRTssfJ2T1+UutDNmuM9W9iaR5X\ncwb+wTcJ1eK8XQgTdHVUYSIrHjWtE9BvvWpR/3iDoKnS/Giat7IKM80ariYYdmS6IjpSXwyv4bB6\nuYrwOkpiWPEYlQVlt8ZSaZ5S1cTsDSBrCm4lRGstBKLJ8MgeDekQajJA+kw39XwZ2KTmSnytcIDu\nxCDZRMcTMLw0i5V1qTeT3Pe/d29Msrb/MqKZxU50U4vpULJpOwFQXCJjIfB8Vtcq9NxnMtgXJXm3\nQtQcZTHxPAlP48G+HJ6rUlkawwkXqfWu8pPNCr82HOPJyVUyGYN1KclM1wj9OKilGtFWFcOtUw/n\nKRpblMsl5GM1dLgXPTAQQkJ2FZ5+KcpYfp6KGuRmWiMxW6RwKEHQepqB4jRB4fAP7UdxFB3widZu\ncTfo8cSFNIPvGGQDF5HD9+lsohj8dDN6kmlK3izXaaM4Jn1XUwzl66yfW6cyOsQ7hf18qvcSpqyw\nMKdw8sp1Qn6V/yPdxeykjtyzihmuIxCc3tKQh8J8v13CUiQcIVjyPKrIeLtD+NlRbKEjPEEyXCVv\nKzjRHNHYAifvlJDiOpWuIBkDmgEHmTYHdZXjukZsv0ngSAfGvLmmMO2VSfbpyEDxsSTHv1UgdKXE\n3cETFPQx3MUcIrTDhiRYHawxFm7x/E6K3VqQVKBBrmGhCEHdUzFUl98/fYvCC/0oO1s8/fLXWP/E\nOZ6Si/yoYfOPlTa+5NEyr5DaTNIOd1G3oyh4DJAjtyHTN+rz2nI/i2KUwGAYqk3csIU3WOfGTAA5\nnMcavMP++QfoGyxwxUzRaNxG9mF47gxbRpSD6mucLd3mUvwISb9CoRnGbXTiWD+Uj6DHXObMITTh\nUnlljZpn3PMXR+/NpsSzc525VWSfyXSBp6eWUSsNpFwZuf3h9eR+GflAgyRJEh//+Mf5+Mc/juu6\nFItFTNMkHA7/ym7m/w3ZPHgeORj80D6FfWPcKhxguJSjFe/Hkzv9VVy6IgUKdoSqCPPNZ/6EtJ/j\nce9NzECDdltlN2DRjhlIwkeRfOy7K2R755GFTzlb52ZhPyen7vCMfo0fKQ+x6x5grvUWI22Hg0mD\nJ9srRHu20CWXK94hZvxBBv3nONJnsu40+cYjQzzxhoblNJj3z+PGdDy1wdDoJms9k7zJKYLLC/z+\n1FVOnCzzv705CBKEJuOMVubJ2mEss4VpmwzNTVArF8mNdvPK6adJiyZHl26zs9ZDEQlVdQmFa8iK\nD55MvR5gdmmSZCLNw4fmubk+QGI1zuDBTjB/zihSn+/E58y0wdRgk4T8CjP8JjciR8g3tzEUlz85\nM0PTaQEq80YeyfWpR/LUIx1Dpii9BMyL9K7k0FdBqYe5vVPlbL/GrOtyw2ogeyrh+gECjTjV01E8\nSaJ8p4BwBAFgQncJKDI5xcSoSYxlRlg6/gpt38dZGsfdToBZgFaI7ekUnsijDNlExmNM9x9kvd1L\nmQCkDbLAgLTDSHMVN+uy1RxD86pgaPT37dLdnecHaGQbt4hY3TARgytZlFiWyKSGZIxSX68g2i5R\nTQJHwdb3yI/YmPkm8ewQ+xMFloXN0naQh4tv0drT8NcCnFnexR1vY360myePb/Kf3knwRu8jhM4O\n0lecZ3Zjk0B6lWbobQBkT0ZUUwzFIhwwHeYaWdYRPGKajH1CAmk/AcmnZ1HD22qyO3gDNXKcTP9Z\n8jmbtqRRvVuiuVVDiKdA8vlSUJA81YusGNjtWzS3XKTmMMZAAalu8Hv9tzCbLUQgzPJciqenb9Fd\nXAfg0GsbfHPgv6cV6cL5UYFK0Waw0ALgykAPpdUzyKNziHAZXI320jFeq6RgG5Bd1K4NjserVNaG\nsVtBVCR8/34IX6JUC6ErHYLRgajJ1FCaHvVe2QUBO9Uk26UQenwPIWxMv4W7ZvNjK8Z0pND5wjfv\nxctkyH3E5NMvtuj68Rv8oK8Hx4sQCPURGAyTLV5hJLzCgyObLO1GWC3EAQlfAkV4nDzSoj9a5+7D\nDvorIUalOselOWRDI+caXGtXSMgyn7J0tMCbfP2dk4DBhUbMYj8AACAASURBVPENlGwDs0vB8Xyy\nzW7aU/14NZvc9QKJo0luzgXRZBcrkaEdrDLXf4fSZohG/zsISUDhAXZqESaAudRDpLwZZOHjeRJf\ncJ/j1oleLpXCyNU4ohIjb0Q7pMItm4FkmZYVoaGE8StVWlUJSZVImTWEkLiTTbFejPDZ43cYnKzg\nTf8bGKT3dVLV/8/Fij5IYit5sLwP7iBBM20iJZNsJ5ModosDt94hlplBeyiMEvZZ1fqxMgXSsT3W\ngyO8oZwltTZPOOCSGR3tMA5LMmcLb/N9tdDJiwGykSxb872YjHFwaplPqz8mqyRp6P1YoogvmqR7\nZdoCXnTPsegMIdvfY07kcFcuYCWnaUSKvHZqkP7VM/iyS657nkSui62rAuPtG5xyXiPuVMm9WmM3\nkMJJ6xgJg5jlUF1sAWEe2D9HsS2Q548R2mkQzDSo98IwGXa2e1GtBrvDs2yHC4y/080t6Qh9vsdn\n+l5lwT3GXi7Bznw3n0tf5prdy8SOg215OLtypx5LwiR2NM3zPEmaPH3+ba7NDtL2NLpCdVIBF6ci\nUc85NKo2Pfkuok6KbHyLomHgxXaoFL5BTT3AAamHQqiXs997m8p/t4+jAY3ZahfF8MOYkkqzp4EX\nMpHKi/zhzWeJO1V8Q2X9VIiN3m6yO1GkWJtgTw5X8jlpaCiWwqv40Aqiyw6N+xWE16v0lBz8sQil\nZBzhexj5FsFMnXNHbqJ7Dq83T9KWfHaCDn9w9gaa1VGNvYujrCyNoB6oE+gL0nWuRkPawbSewRRN\nkq27LB5YxFw4S1u3KZkvd4jp7iXsvwlQB6ItOGvw8PUap+fyVAMy39+n80BF5UC8ykMjm7y2Okiw\nUmZBn0UazdEUEN3rIbXbzSNzryN9rpt0aJclx2VdtOmVFQ4bCqrk4nkKiuRQKwUQkk/dv4K2M0Cg\nN0UrZVFbqdDYrBF262hqnUrUIjQ1jqfrVBeKOIE5pHCL1nKSVrnFVKhCarDM65l+bmz08pn57xN1\nXVZHTXqOxoj4cDhzgxuDZ5mNHObY0hvsJFXeORxEX+jFacY5Uhwjatcp1QOY0TYLwVVqjopcTOJk\nRrmSs8HV6QnXyFTDaHKnOKIZanPhTJPz+i2KrkRcBV/IzNuCBekwWfkApfoG1Tsakj7Ceek1krfX\nefVEiOkD9+IwLQMnM4pwDYLpDTZ6CtwYtzi+2OThzHVeOxXjY/1VrvnnuNl3llPtFaaSeb4zM9kp\nH0En702VPdbWg3hpmRMJjfnzY2g9VUDgeTIXLQ9Z0rhiO/ywaRPfGaHUNDk/vMUj+zbhHhPbpdwk\n+an9uE2XyrUsKduneD2L78s8eiRLQGnz7MwDyMldtvvmUQSY5hMo/YOU1raIlxcpBcfZU4+QosGu\nFmZv2+ShF+/gfyzF9X7BiabgkReKUOnkPDoZldXDUeZ6HiFvpclUWxweq/CbozfxPLi82csP50b5\n6uUDnE8vY0s/C0L6f0p+ZeSq/61KrtdHqnywQZJdn/g7ZSJBha3+aRpyjci2yZnVDPJAG45E2Wmk\nKfT3E1mcoVdfYnNoH8uhBIqhoKCCBMfFbbYWAyhTMwA4W6O4WxPcQUZaDVAsBzh0eJGuQB5JBk9I\nFEWYZX+EOTGKU5c5VrhDuL/K9+qw1n0V26qhtnV6NqbwJI+avMCRBY+lPg8jFWV4bQshfGThYQuF\nF6MnAQiNxzjw8vM8qx0jHqzzSHcNSQKn7y1mVwdY3R5juFUgX+jBCFa5vv8t/Hv1ctxwD2oNshK8\nETnK42uvc8l5lJXdUU5szfPrzXlY75z4fwt4I36Dq8lTnHrzx9gHkmyEDRaq07QLCZBkLL9F9bk8\n2nIZBfg8AIV3n39TMZjtD/PW+SZe4jqtzHmkWpSmahD9yTbSr/fyjNng9uV3YE/m1lMPge9S5S0U\ntcVqootqM8jL26dp7HaQcpLikK/nSIdrqLLOcjHGfXdb+74xEoKI0kB1HaI3HFYkn5yAcLhERPW5\nPD2I1ezsvIuhEp89cxdNE6zNxpm5o3A5NIYie7TEC5j+Y8jBA4Q4gBCCR6VLDB/MkK1pzOo+GQOk\nzDh6fB1H8TghhYmGGtTvOujZMl15iYF8k2I0yNyAxZHFGo05ndqTEhcm1pnPJbDzc7ipHLrcTfXu\nENFCCgsI2S3U1xaYefIUz9bmO+S5W9187W4XE8YydflBos0MZTNEK1jDq6RRVQO36aLoCuGxKKGe\nAMFqEVuLosXSSLJKrLpBZl2AfBrj4NvIqU383CAbrs2/f/kMfsvnd9efJ+o22D4RZuKBJIosc7vl\ncL01i/CPcPPkg5RZYnrC47G3fZ4PHECVPZ4YXyEa6CjHHzVs2rbDsU2HJ6IKtwcGKZQTzK9HyFTD\nnBtY5+3NQUAQqmlUagI/LhFXBVk3wHeKPnboNJo2iOOs4JovonRN4e0O06qmaWmb3JzqQteGEc0u\nRLMLLeESDFbZ34Z8Rual5CSDa9OcKd9hnRjPOSZHvRusWxdZlEaYMlfpDlfJVDveos8ev0OpFuCd\nrTh71RA9kQrn+sFuqMjXd1EfTCBJEmH1JKZfo+jcphBfQWnCeuoY/+Tu5wn3Zbb0AW7ETiE5Duab\ndxgp7XArvA/XN4jsj9NMtjHtFYzJG2C0EI5Gc+kYUipOaFTh0CmfPqnBUH2G23cPkHZC7CJ4sfsj\n1Fs5ElfafKZ5hZ5s632QTq3lMnElzwTfAiCrx6nHotjDEoYiIXWvYdkNGitHeK0ywGcPLv9iyve/\nQn4hLrt/S/llQQ1f/9ZtylmPZrH9c1uj7JAH9hxBK9+FlxsgJ/fwZvIQx47U0BSf+bcGacUMCn19\naE4b2fXxo8F3IcATrKDutNlwK9RiORJKiCfueujFOjkzhCtpONEkl9IDvN4scaWZ57WWzVW7xoan\n4MldCCPCaGyLvmaDm20Px2yit6F77TiBZgQvtgfHFpgeqlBIb5Lv2WF+VGPGP8PN4GGuxQ/QUgys\n/iCaIZiuagjXwO1bYG9bo+ZayLLERE8eyRRsrfZimS2cpgJ6m1qgSnpnH4n8MC29QahR5eLMC1g7\nVaJSnu3ABM14nKH9OVbMHmbEEFG3zmRjg+52nsknXPZF9piSd7m5ME6zFkPvWuFzi1cI7JSRUjpr\n/Tq7Xf1sGEOsKylKVpQYDYZzZaZ2fBb6VFQ7QaAR44o1RCyXJWbZWH0KvYUtbibOUOmNY27dpWot\ncy12hJutsywEh5EQjDU2sfsaOK6OX0tQKydZK8WotAxG/y/u3jRGsuu68/zdt8a+ZmZkRO5LZdbC\nWlms4l6kRIuULJtSt+TWeLrbMlpwz2Aw8gzaHozRxjTmg5dxf5uB5oMMG2pPA+22KZmyrdUUSVFc\nai/Wmlm575kRkbGvb73zIYoiKZGULEronvkDgUBmvnfzvYf7zjn33HP+/1SVaLdFuNPClA4dLYjj\nqxyJrBM2NXTLoI6gZQcodIPUWiYJK0Adn8ePL5CJtPnW3ATf3hxjyxhA0bsc8Qw0o0VNWwRh4NYE\nzdUW6dYawYDOQKTL6PAuSbuL1w2xl9rjsBvnmQGXQD1J+c1ppre3GGi2KaUz5BOTnFxYJtCOsJB4\njL2WyfRQiXSqyA2jgEqAUORThNKDRNoORttn1FxB2WzyvYEAjWAXxRM04w0OdAo8NrdBzeynEsoi\nhEIzXqTUjNM/ksHxBKXLBRRdQY+bONEIMhhFuh4d5zXC4goPRXwWiv349TRqvIhf78f1FRK0+NWN\nVxiwq5Sms4w9GUcAN7sO3+zYWPhI2UYzpylmMnTdZeZbD+LZYZ6YXWI82Wa3rHOpVOOa6nMOlXND\nEcyRAENRi+m+KkdHSliewpWtLBIFRficmtjmqaE7eBI8X0FXBPOBTyDVNFa9hLtzExmqocQqiMIg\n29oQ6w+Po6fPoetj6MEURtxEjwUhkGA/PEQ7fQg1mGXdVjm6v8LktsXKkM5GsElyv0wzfhC1VOPi\nxhBIeLR5G7sxiGslePLQOgOJOgDdrsEPzp9i/FQFRe9tgShVj9Xi/dRLPkoij5bcx1L3kNoBghqc\nl6cI0OVZ7QVOLlxlemeNE/VFbEWjMhZgu3uVNbWGVDzcvXHsxVMIT+dM5i7d6CB1M8WJ4DKxWJeB\nbBnZNdhrBZCexanqHaYLN4g2XfJpndsHggwcimH3xdAKbeohFTOiIZMmEcMmey6Cqgpu7rVZ0UAJ\nt2h3TLxGH5aEpx/52Vtvfqaihv+/YiZcQTHePweqKj5tJ0KrGcRzexX9Tb2LUH36o10WignqVpOB\nK7A3G6IyNNg7UUrSosI55QK7jRgXgqdoZb6G8BWs4Ed56cFNArW7jNQXqfbHWVNBdlsAOL6OUA2E\ntHHddZruOgKT7wgd/DZS7xGmOqpKJbNOKbdEJ9hAOhKhSLxyhkA3RNLXMIJdGobJXl1HCaiExk2a\n1e8g3WOg2oDHUq7IsuYSqmscuhHD6w6hKD7mlEPnToS+9aOkNg6jSBVXdYgMvM6n5guYvsPe8RHG\nHtKIXGtRK6Upj44xcbTB61fHubx/iH+5+20mipso+8PMqVkOZUp8YqTKfywMcfJum1i1hjgQpvtE\nHxfsAOPGUQoFg/26wqS+y8FhgXhjj9hcg09+T+W7D+ahOEIw7fKc8STZxTKfzq0TPJ6maOcQjs/2\nio52TMFXe3tZQhEc785RP7qB36czrii06nGwg2iK5KFkl6MJB+fVEs5ind14gv3sAN/nJN+vTjOd\nLpOLVaEUAC2IKnyG7lHyJ3N7jKfqrJTizBVTuPdeISNYRyiSgd1pyoMv0NxcwNk4hJIo8P2Rba7I\n45zYOsD9fbcZmSozQpmn/DAmLpbvYwaqnH2ihOon6Xbj7AUM1Bt36Woql3MPgtC5sT+AstilnVsA\nRRLeGeOQtsC8OYtpdgGFxmwfqd06D15d5YWHx/js32/ynz4+wI2DFsVUgu6mQdKXhBB0zCameQI3\nYFK/so9vedTulOm7W8UL62z5PqLdYXB8ns0+wcHMJupWGq+ZQnYj6IrLYHufz1S+j2lZONNxch8L\nsF2L8MpWhGK8AGEbzVGZXrpJcXoMopMMy6cZHlzHDG9hRQt8pxqkK21iKY3fMEwyuqBj6zTeqBHa\nKHP90SxHMjpHD3bRJiUFmcDVDfKk+ZY7wta2huWohEdjdOji269hqw204QwGp0G6HA6sc3PgDDI7\nivQ6hO7OUcpt4OkWs6sdEg2Hm7NZHP9BAn1xnMdO8mLiJk+dz/Ppl2q89ECElcwemzf6uVY8gip8\nZnQXbXCa0YlNhofuArC2n0ALqwwHS5w8t4CugLvSRp0IU87b7G+VceUYcTOHNXgTzy9Qbf8Nr5mP\nEJNNDl99neTDDcTHM1zcepB112Q3uoujvdBrznWHyDKJMWjCsEY2ZBFXooxziRoxrvqH2W3pZJav\nkrQv8XFHYXQzj+Z71KMJ1o/dx/6kR5FVttD4XFSn+8AhNuUURS9Bp3uVZyItEALnhQIzCy1iuSSv\n5WZRahlA4urv1mn6eeInNsZ++ctf5td+7ddIJHrd/ZVKha9+9at84Qtf+IVd1AfhwzbG/sFv/yc8\n7R+h5yF9+qt3iHTz7/gdCN5iDJdo0qOrGjTVIIqp0lANfM8l7DVpxzyaiUF0K45hmxiOjyJlr7P6\nre93tUT2Nkl9ReArvZ8BPEXgaIJmSMF5RzMmvoJsxWl7OlUBLRWk2xsvlA6QarZpBTap1Ma4r3OH\nx6pXex3gnoaUOku5J6hrfRyeWeDi4DEadoyx1S3cPQjYJVKVu0x01tE9yd9lHmXjoMP/fGSf1VIf\nd68cwg+1+OVHryCA1Y5CrtyCr+9Siib4D2dH+WeDHlPxDv9wN8bZl28gVIj8ixF+4Ae5rX0SId7m\ny9JwmJTrLMwr3H/tIkcby2z2x1mIf5pGvED94NXe6rAwxMRsijvaQU54tzi2f4VvdOH26mMIT2E2\n9To7400cTTCpqRxZ7FAtOfiqxFVBNRUePZYCU+X5axnsmQ0+FTGxbJO/vDzLTqtXbZTwWyS6NaTQ\naQT7Mf0OA7kaDcvssSsLjYTT4kz1NrrvYIeGqUYnyNTnEe08QkC/6aBqDsLsMK8/wlZ/h2TiFq2o\ngtDvyUzTUwoR9CLp40GdCV3Dl5I5y+d8c4yGsHE1C68pUYK7RFX417EQG9UYDVvH9xXwBZ6QmL5D\n0LWxQiGCnTZSCGxNx1NVFF0h6Lu4rRALW1BrGuwTpUicoN8iJcugCvSghmaoKCr0RzqAJKi4jJpV\nvrp8iJob4p80vs9Mvqewq55KoD2Y5HLb5zs3DpOYmGMmZtMnNPo6IVK6iwwZ/J18ijpRshQYV7ZQ\n8enIAG0COOj4CGquQskVSASa6+FrAXwjjRDKvXniEqFJ0w3iar3543sebqsNSLRwCEV971g74Hcw\nvTam7KAqLtKXeLZCqxWgIYPYQkNTJb6qIj0fxXNRXJ9gs8Kwnqcv2EZVfBJBi5jRIRXpSTEUagHO\nb09RCg4gFRVPUZG6Bj5Ix8cRCjYqSEnK6xJSfDqRANXQOl3rEuCR8nX6PRVdKFiapCQdyvcENQcc\nwbmWYMgVCEOghFXUhIbQfpzuQ7oSb6WFP9fAL9t0+mKUH5wh2WeREvV3Hev5AtvSsWyDjidIx1oY\nmk+pFsGyBA1rn6JwqCvQVjU8AuQ24vxP//b33/P5/jT4UEwNzz77LF//+tff9btPfepTPP/88z/z\nBX0YfFiH9JV/8XuY4ke15N8Nw+sScurUzT6W0vfjqQbT+5cYq97+wPN8BD9IneCN5H0gBAYwLSEs\nlA887+eJXSRb95zdWGePhGyRO+oTDEvitSrJV1cwbAcJLPSdZStxiFy2wJHyqzTWJN/6zG/QDMSJ\nNooMfO8yZwo3MaTDamiAvx08hy0MftX+DoZfZ838JL4SpR3Z4tnji5gRDbvtUv/6PpFym28OPMRm\nZoR//dAVxEt7yMUWzqMpGvdN8c3GQ9xXucPUaBlLGmzWUiwFpmiZPX4ytdbkl7/1p6Rqbb53cpCV\noQTtaBnEW8q7/w1CusS6f43nu2zdfgCrmUAfv4U2sIUJPBEyOXKjiXexAsB2v84rJ8N8/NUWibRO\n4FcHf/jcpCdxvlfAW2xxZ+o+5vrH2SjHsf33nitxp8GZ6h2O1xbR6G2Qd7QIr49/hnRrixO7L7zr\n+KUhk+8+OIBjWu813LshBfdXwpwYE/RpEktKLnUdrlo2nXtva6rZx8ejGkPx5gdJH30gPF/wvcUx\nXl97r/YNyeOTmzw0vk2wp5qHlFDvGkgE1Y6J58GQV8KIK1ga0HBRJPjJHqnvO9G0NCqdIKV2iMXA\nIUqx7E99nVJ6RGoFxtdWGd1bxu3YfDt4hqKeQIvqBDIhggMh1GDPCbltB7XZ4v7YCsPhMo7UKZKk\nINMUZYoO78+V+UGI0ORp9VX6RW8+uZ5gtZzgYnmC6tAUauAfl3AS0icnCozKO9ztrrHuevg/ckxM\nEZwydM4E9HcRXUvXR1Yd/LyFv9tFVh2EKvCHI2izYbTYj89bx1fo2BrS1amUY5iGQzDYJRi0MI2e\nY5VSsuP53LZd7tgO1o94BwE8vhHlf/jdP/lH3es78aEUY9/LX3neB1Sp/VeO/Vwcte32mF1+hLNF\nSIkiJWmritvtELK3GIsJ1jsnWOp7gGtTEdqRNVJOiL7mIPX6MD5QFEWyrRIPlBc4V77GwdYqV/sm\nUQIH0YRBX2OVA+WrWEJw+9D9FGNZ9P196DawXYHtm4AgZtaJKQ6iI0l0KkzUi+i+j6MqbCST2P4I\nmc4q6U6Vtq5xfvhJ8v2S2sgN0vsJhlcOktWjZL0y9+/+Awm7i/6JQdSxXt8FOdgemeZrBZfs7iTB\nZpZIuMVEdpHzWyaFEzbV0t8gGo8SXJ3nbPEWhvRYDg0y3s7zTP4Cz2ef4Lvqk0xa25QCYYYRzK4X\nkTc26IY1aLhE6DnnpwsXeMlzaH4tT2S/hciYuEeG+YZ/Di9i8mb4DN2t8zwxtkZObuJ89xavjT5D\nbMDAS+b528cD/Pq3Ojx6K8/6qAP3AomA+RBC6HSsS9RcC3/jIFYzgZneZSa3y7RhMqtrvL6YoXP5\nMlJR+faZNKtjCvdfgUS7yiV9ityrLUYHLBRVYN+oUWq5BKIqR6oLTJwUJE61uDE3ydrmENnBPQ4c\n2MSyVTZv93G5FOFaYpZDH3UJhWzqHYOLWzmsfY/90BBXx88iEy2qYYeaobI5uI+QDv3b40zZgrXE\nKi3d49jdNvctd3uUcwJ2plJ862iAK6kmVxpwXNd5LKTzaNDg0aDBc40uy67Lp3ItOu0UtwsJmraO\nb+nIboCBwSp38wkW91P0UadvNowfNTmmLxK0W7yxnGWx0sdoosbTB1f52OwalXaAjLnPqUwZO6AS\n1CUVP85woIRtQzHvEIkYdKWOqkFQc0gE33KsvfR3ECD1/oGeVu8SvlrCL9UIT90kamWwmMRRNHw6\njJbz5OpFWlGHzQGDvcEEFjUOrbY4Nddid3iS5emDfPvYE+wtSKQHuXSZ4+FFUvN7KC8rLIQnuJKe\n4Wi2zC8fXkZTJHfyKa7t9JGvh/B1h7HOKh1FpaUbCAVipsVUusqp4T10VbJajnFhPUetazI71eHB\nvlV8ReVWd4J5bZa/cZ5ibPkyR7Pb5MsZ3hQTWBM5VAHB9QaBvTaK22F0qEgw0GJtU8NVVNIhm9nh\nNmv5CFuFIMcmi0wP1XBdibRVNHuaPC3aylbPFvkChKTuS17u2izupcnuziAcFddT8T2JEnPJDw0S\nCxY5cf1lNg9PMj/+MK6qM2JtcUDdIEILzbW5vNrHiVwBuxrn9vw0EkmDDvuZFdq5ImkNojrkHY/O\nPb+n2gYj3QjJaIRSI0vm9ioHWrusxlM/H2P8HviJK6QvfvGLnDx5ks9//vNIKfnKV77ClStX+NKX\nvvQLu6gPwoddIf33X/7fKEc/WCo9Vh7k9PUoh/Ov4isqu2fuZ70xiWWZuMkCe4ldFE8j2IqTLA3T\niBVYn71MwPJ56kKdqW2bOwOPsBs7wGjlFhPlq7yaPMabsRk+UbrIYuoBLD30Qx29gPCpS8EOEkuz\nwTVRhMe06zNqXOTg5haRds8A1CMxfEUlXq8gEeyl4pRSvaqZVFWlYD5COZQjYpU5NnaD5HGFzoaN\neHmPxiNDuOEMi6vDNOoxQmqdB8QrbHddGp4PtonoBhix9oh1HSxdUImqDJZdamGFC0fDLMgjNEvT\ngEJCczjgmtjxPdYmLvNsOMC4qiIlyO0O7ncLP3ymvq5S+Nxpvms+hK+GaRc3CEUGwdT4tb/8vwg5\nbWrBGH8ef5ohZYXds+sg4OTyEI9fuEZLj3H10DmcaZ2N/kMY5Tbp6wUUqaJIhS4+7tAyZnYbyzXY\nmzuGcExmWiWSvkNLMWkpGgdrc0S6RerJKGP5TSRwfirNlZk4fQGFZxIKgyGXbtdA1RzK0mOrEmY2\n3SKivr3SLW4Z/On8KfojLQ5H62iORjpqsbo2hO2+nYYs9a+zO34bIQUTcw8RcEy2h+9S69shlR8j\nt34Y02lxsPgGCTuPFpDc+liO7wUsIiiMXD/F0uQCJ/s6DPgBvuk0iCgqM5GPsN1M87nO1zAGDRZW\nMywuzFJKKBw5XWDlptdjbB/K86tHFlEE1LoGX7l4lEoniI5PMtLhC2evIxF0/36P6DMplIDKqj/E\nuNimIX2+2+rybCSI76n86fkTHM/uUWhFuLXbj6nbIFVS4Tanh/OMJSvs623ulOLcunmcsOlwOrDK\nI+k1lKkwQghWG0m+fXuKfO29S4cDnkXKqdNvVThZXyDlNzn/+DOsTB/F67qULubxHZ9ANozXshC1\nLrZ4O65+ZGSdXzq8SdvW+PpqP+upVaL6k9RXIljFH9Vxe5uRLmpa/OqRJQ70V951hCM1LnpHOP9G\nkHON29x67Em6wTDC95EIUASK7RJY2sbWFmlHKzwZszkaV1i9bJK9MIeP4K/HPso//8QqxWaIu9UB\nzo2ustcIUW6bHM5U+L/rBg2vjOZEGJ87CUaSzckI6eolOoNLVHyJKGVRlo+TQpAUAuOe5Valw0Bj\nHRn3uPTYOVB6/If753fxLR+B5PP3X0e2o9yeO4CjWVTTl6jUJ7CnliH0NlFA2BGE7ARbW5OMqBq/\n+UAvK/S3t6e4upVl8nSAoe0F/pff+R8/0IZ+ED5Uyi6fz/O7v/u7XLt2DSEEJ0+e5E/+5E9+Is/d\nLwof1iH98X/4XVbV91/hdRWXjuowvTHC4dsW45Vb+KaO/ysTnL9zP7Ztvud5+cF19iL7KKbG1I5C\nqHIUw64TrN1h4dw5yk2V5sb7M0SEgSxQQNJM7nG4mcL0DBZP3SAUeZqJlbtMLt0is7eFYb9/2sdH\nsNB3hu3EIYT0SSTKrFdjDNllWno/vtKLYgeaa8wWz2N43R8bw9IFO0NBUp4kvtlhazDC3z8yg7Nv\n8FBEMBpvUeqYyFCNjaunUD2dhZEbxAvT+Eey2HqI7pubnHNvcdRegZ0OdHy++Yn/lsLION3uLbqd\ni4SKz2DM5HjolW8yu3ULGg67oTRLM12uHg5z3x2Xgc0c1ZkRMuUdSuksi4ePo7dt+i9VEBK6SCwk\nUQGK7FGWepqD5mkg3z9VGusWGWzMM1RbYSM9ROW+WU4f3EDXPArFJDf3w9zuW6Gj9ZomBZCwwiRq\n/Uz119DCbW7VddbbBiEk8Vo/qeIImqsDCkasSiVZZa1/HiEFg5vHSBWyLB98jU6sRsIOcXzrKLV6\nDNfWEFJywLzN1GNlFE3c40zz+KwR5fXFKbZHrgM+KALTeABTP8Sh9kuci5URimAnH+Xamycpmi3a\nhz2C0VE6r69RcGPMJgpMZmp8/+4IbQKcm9og4PqUyymMkMVTx+/ieaCo4KBj4CAlvLkX4NhgF0XA\nX147RKEZohOs8q8OL3J5Y5KLG8OgOuC9XSQkDAtpPpr1PwAAIABJREFU91jjQ75FR5icbs9RfuQY\n51J3GNULOJ7C6zujNFcl40vzWKrJSniQ+WwSpRPAccPIe2nuaMjHPJYj0yyw/2aJvJbE8B1spfc/\ntZBGlhKa4TOZKPPY7C6y5fKtyzFaiQ2GiwrpTj9mt0lLNujYGe5GpthOxHAnruN1Ysi9cUwrSBjB\n6MHrDGUqRBRBwfXYdrNUQk/jdV3qV7Z51NtiY/Qo3VQA07BJ+7vccF9DtwySoQ4tKfnv4iE6tsor\n3z+LlXqRRnmIVXmYf3X/m4z0NfFlT7L+r1dO8fmJ15jv+vy91UJRkujqFINzHtFylup0jFLCYLp8\nkUJmgbznI/On8JujhIbCxHQV5VaZeNfDEG8pz7qowqEVjyNtF6/tkdZbCF2l0wncE2n0acfKrB+4\nDIokWRghXs4S6YRIxtucPHqXP7t4nHrX5J88ucOY2OYvLhyh0Ajze0+9wUY1zGc/9+/e9936Sfi5\nsH232+3eJAuFfuYL+XngwzqkP/9f/w37+sB7/1GCrcD1hATT4fGAgb5l4y618QIay+EjCDWEuEfq\nrgBRxD0ieEnedPEsjRwCB8kcPoEjaYIxg8K1In635wgnm1tk/TKr2XHKfpRuB96K1LJAU3jkpEZn\noEX3yDhCGMTWm7h7LbyuS8618VUbz2hyavMK6drbvNqFuM5eLkWuEWJBOUnHeFt9N2yV6WttMdhc\nIdpvcWEkzVy6jS8UhBtB6k2kkATqE5xdbzK1Oo+M6vzdI79GIGzx0dQNwoZLVUb4z3WPilcks3GQ\ngfwkoeZt7jz+CL8e/S7X9OPcrg1RvlJkINzg89NX2Xtd8p1P/nOUpk1h4wL6yDynLyRZfOozJPby\nRCsrPDX/GrJg8cKZKHfHA3z6ByavPvkr1IINNDWLEAaRSpWBy0UcJYTe3qEk2+wf3oKQReLOaZK+\ngdAlniJpCZNkqspDk5voS/tsryS5Fh1lqC2oBjMgFNA7ZI7cZqavx2HW7phc67i8ptRAwvS2RyBt\nsB8U7PE+wo73Am3FF5zUDWq3TmDFK+zmFvAkjN09Tbg+AALmTnwXX3f5BCmOJm1uz02xtjFENNLi\noTNvomgeL7S7tLZCLA7UGVYVPhcJsl7q8teah5AK0ei/5PGXvsn0/l3MXx8BoLXk8fLykySsNWKd\nq5w//MtMGQXW5lU2Am9Xgp5S5vnERyp4wPfbNvP5FMMRi08NWry17eNLgfKWRLir8MrKEK+ujhGc\nvgapPAIIIQhdmmBDzkCgSSgXw2uYWKUu+JKQYaG6dRp+P3rSwGu5+LbHfYP7PH1whajp4PgKW404\njR2Xvs086+04xz/qgK5zeWmM89Uh2q3eOxNVOzS83t6PgmQivcfeeJ1o4il0u8ND2z/g8IESzY4G\nX11HrVkfqO7RUTVWoxmqehjf0NBTIVqdWSSC9f55qsk2UW2fTkiiB44TNM/iNR0GL+UJ+L33/eGz\nb5JMNPjTjSDlaJFThkFchTMBg283uzTfPIPf9pnzYyjS5+zkLh+bXUdK+Dv7QQa0Dg+q1/nSHjTN\nJqHAx1DVBO3q3zBz/UmE1Nh7OEO77XDGe5k3Alv4KITC/wxFiWB4XcY2r/Lq8jCDTosHW5tUwjk6\nWhhPGL39VnwUIXtFL7KnONAMNdg+/AZSSE4tZBgfSNJsmBTLfTiOjmlYNKINrpdSpM9m0B2L/NUK\npuZyciiPDEX4t1/4jQ94uh+MD7LhP7EPSUrJc889xwsvvMC5c+fY2tpiaWmJbPan35T8eeLD9iH9\nny9Vme8MsuH0/fjH7WPb6cNt9ONWMiwX+1i0MiyHh1kxc1QVnQpQAar3vvNAmp5WSsRTid5zRgu6\nwDyUJpQ0qd6t4jQc0gYgHCpajGd232CyvsQN/QC+aRCbTeBWWtSlQhKFbQHq0RFU00DOlRncaOGE\nNNIdn64Cq9Jk1Y1wJTRNYWCInYlp3pyo8erJMA/2jzByqkN1u8bY5m2GmitMla4yXr1FqrOLonqo\nnxpiakxFNyIsa5J20MFXQ4zsHSGxGebk2gVEQEF8eoxIwuWh5CICKHhJ1q7WuSU0lGAbX3VJ7Y8Q\nt7scSi8w0t9k6NYciRsbbIwdoFxW2PPibD5wBkcxePLSN3BTOn3FHT56fYf10QNUBjIsz0tOnimi\n3W2QLdrUZxO8efgxyv4rOM4csr7F4GqMxN0anhoibFWIuw1SUmW4kODgqsLR0m0O7V9lsjTH1P48\nAX+T3fYgVsUgPB0kfkAyVtsgn1jn7vQe+CrBZprafpqXzT3uyjZVxeKi3yEo4BmZ4tT1fYbfrKJM\nZbnPGaLhjKLaWQwtxlNhk6dUhdcvPcyB8i7tuMem6lLu36YeLaH5Cs9GTWLlJI12DPCp9e3gaTYF\nz+eEqdPfV6G/r8T42A6m4fK9fIC5tqB/8RG6wRr7gRa2o9MKSrZcnyOGyuOyyFg4jziRQDUUfMdH\nS6osrY7hhTX8wxEeHlrnaK7ItL5H/O4u4+1dpuUcS4cUQoVxcpkSIVVyXaswHBYcMAQNP8jrXcn3\nax1KygG2vHHcWp1vzM8ggk20obs4hTE+fmWXxy5XOFncYieepOr341ltIpMBYgcGkK5Hu+pjyx7l\nlt/1kF5PKMiq+lzeGqTpmvSFO+SiTTL9NtEpnZGDPi4qhubhDkTYzh0iFXUItauUuyF0xeO4u8Ix\np0Kg2087UCIeK/GkucZ0X5Fq2+Brr09wcG8RVUqkEPzDxz/H9ZMPM7CyxcXRZ6nrKXyhsB+ZQKgJ\nItIgZblMby+Q6BbJR6fJVg3WyqOYO4N84fJNhp091mIqid0o4ZpDPabSiUmKZZ2ZXJGYH2deWDQ9\nm09GArSk5FttCzu9Q35/GtfXeDizwancHqFgT7yi5u5xXC+z49pc9duMaSphfQpLyWDbS9hGjXgl\ng6jbWKMxFq4bPD6SZ9W3Uf0SinYAXEkn1sex6Bp3yglC3RLndl9kIrLCWvoAu/dnmFVWqVeioIBr\nquxikT94EWHYnLvU4fGzglR/g2y2zGB2j81aFLsVRuuE6NJjE+/aCnbVJhx0WSqmGGjkefKjZ38h\nNvwnFjX80R/9EaVSidu3b/M7v/M7hMNh/vAP/5DnnnvuZ76g/5KYPXKVkPLjaap3IuaEKDUi7PuS\nR4MaKU2wdE1hsrCNJn3qZh87sQM4hoknVbqKR8DXqCkusxPrXEvOEI0l0ZqC5k6LbqlLIKQy3vbp\nBD3uuDp/NfRRfmv963xm73t8+9w/RcuGCQY1KlcL5BH0JQy0sE57q8nQbgcQxGoOXdXnttbBt8Jg\n9FRrF+x+aAgCkZMMdXexApI31oZ4wZmg75cvEa3ucciN0V5+hP76JhO1OXaeB/XxQe7L5TkeMn54\n7zK6iH1zuxf0H42jrlYZ7Zap1BWK3QSCOkZDMlZV2T4lsYJNpJSUo0OcGVvFb3j450tc7D9BY6vD\nscY8GzNnCATiHJs/z+jtWwTzERKVFpYm2C/5qAOC8IE25bhAOR4le6WOVcjQyL2EAOINqEVL+O0S\nvtpTHG6ZSVrm2/0QBSZYSZ/ClbuEvNvcv7vNRLnGRPl7sAW1Soryoyb/cJ9PxdcwRZv0gTv022Xy\ntaPM3jyNjL3I1UO95U4CjRWjweKJGUQxg8ynaUX76A6GwVBRgNeAS6rNyMkmzfzHGCu32B5sYZtt\nhFAw1MPctaoMBHpMFAKFqbkHUQ7c4FaswK4UjGgaqWQvlbu0PEK5EOVorIm0mwwv38dS+A0um23o\ngo7gIyGTkFKBd2QqFP1eObTmEtDh0cltpA8LhQHeyJym9dko3fZ3cSiTzIdY38ySDS+THVP5bTOI\nCKp0pM7rK2karTcpjJgUOjfJCI03tmZBKgykVykvfQS3oRGp72M6TXxFQT99AH2jjVMK0pgrEj64\nSmTmKFrEoL5Y5a2ysVBUZTjsMZh3SFb30IM+G0seX3v4afpkmaHqOpGwy0iiQVDzOMAGOVFApH0q\nQYNEqEvYeOcKdY+PSBCip0i25uV4/lKWz619A8PzOT8zhBY4wM7oFEevvMbtwSfwhE4hNk4xNvFj\n7/xy+hQj1Ttka3fZjc/yscYSL4ZHuBqc5aEbtwil14ht5bCDCvVTGXzfZ/2WzqnaBgeSJR6rxJiJ\nNdGE4EK7l+ZtqB7u0F0e9ZOcHS4TuVcirgjBGdNDCI/XWr17yrmTbLTjaEEH1chRSd0hvTdOpBql\nfH2brqWyWH6QUOI6bW8X4a4jjHE6vkbTSnE0VmYxcIRwNIkfCuGbGulbVbYaWQJql6m980SdIi8/\noFML6Dg7k4ze30AEO0gJe6UYe8UUyx2TDpKDAialYG27Q123EapgPGETDbbImdUfe34/L/xEh3Th\nwgWef/55Pv3pTwOQTCaxrJ+idPW/UqxUFarpD1aMLRo2mYE6Q77gXCLIciXMdfUk1dQAzxTPM1W5\nzvHKTbbiB1nvuw/Lv0dR46u8tjvIZ4auct4/w46IU1troKjwmycus70yws5ePzEkFT3O3+ae4Nmd\nl/n0+ec53/okZtFjAIU7+OxXbZKFNolql8i9biUHyYIHvhdGR+LaQeRbio+epLs1yDKDLL/jXvaX\nDhCdhNt9H6cd86jczfD5bp5sdYWF11LM958lkSmRjrQx1Q6RH8wRaLi9wsNLlR8mqYLA6DsofmZr\nUN5V+cHJCEL18H0NyzZZuDVIcXaGtW4vApq436AwFEd22kyktyGi0r/fxFEVvvNIlIpTIC1zDGUG\n6HcNvjYd5sxOl43sLqBwojJDZ3kYM7NBpJHGFR6uFGz07aNlbnB0y6GUjZDvxhjcm8LsZimlVb5y\n2uJTL1fI7bvk4xqZnTKRv4bj00H00SAzdVBullG6u8RjHRYGHsR2zmF2zxNrtCkkdUK3zhJsv53y\nTOw1SCzWMYIOgzNFCmqKSi2Jmvcwmh4QYHwrgK+nsRIG9TGNrfgwOxNZElaFWuAquY3DMH+aw8Y+\nm80y3XaVpLuHNuQzrxwk0unjyOwOq+041n6I0cUTbE/cIdxIEW5N8BdjbyB1i18xwwwHYXVzgDe2\nM9R8lSEfZFPHen4br+Qw0l1h8ZdylLIVHDYBiNT6AcEbrdMca6/RF6jjovFi+TjBuw5Pbl3jketl\nvvGxJLteAKswjBFoEAlMU8gbqNJBCbgoTcnlM08yuXSHhjZEIVnGq/RTfzNCXS2C1xMITGVCxBMG\nQlXxpGQ7nqTQHCWU76BqDdz2MnuZB8jX4oz84A7PRWaZ6K9xcrrGZChP0HAJ6jb1js6aEiSzUUH3\nXYqDo+iqT7Pjco00+dhDnLa+TcJqUzoU5eTRAH8XPILwfZSCwDHulXpLiSJdhGlzfPUlAFpGitXU\nMTaSR6k7DQ5VbhPwOvxm5Q5zoSzL0QMktk8i8dEz12jkDxHOTJI80c8rm0d4NnyNh5JtQOFCFy51\nHRQFQqUBMsVRcEOoY7v4Ppy/cJRg2CKbKbJQirCZnSNUT9GYP0CSJtAkGR1lJ7tHN3mLk+twdn2L\nueNnuDP4EIpMQfs5HOsVjqhNSuTYHp2CUQgBCwy9y5ZpnsMhd4GcqXPNjrNiOWQVlT4lRK6vQNvS\n+IfLR8k3I0gkPZ53KMpe5mdCqqi2TyMbYmc0Q/ZyAaPv3b1MP0/8RIdkmua76t99/0cr5f+/hU/m\nXHLB92f7doDvtC3u2C4GgmXH5RIVJgJN0iS5OvRxctYS43vXGa3dYbC5zJvZX6ITiRN1NZbbQf7j\n+YPcP3yXuxs58DU+c2KOvnCbRT1AcyjMxHaLeSRzoVGCmcf5pfwrfOT8f+bm4GOs3zdNNOhSvdWi\ncrNEEoF3T311ix8GnDgIgvc+xHUUuswmtwnoHvOOw241Cp6O30izfOMBtHANt+2CFHzr2NP806vP\nM1O6TMwqUayO0bEbDNxr8AQoJqM0/Ay14Ai+GsBRDWLpDjf1ALp2gZlCjSPLXZ59pcadg3Ps+ke5\nPTdJtRQiZFd4xL1LYyDOxaFH0Ryb0y/9gJKo0/dEP5VgjOc3hhmbmOfj7iLznREqoT7OlyfwIzd5\n8ZEBpLBJWI/hLEYBycDuFK5msT+0Tmlvhq6lEPRNLszaQAMl0EI0NjA6p4nWsty3ex+vP3iDT3+j\nRMD1+X+eSXP2Zpv+ikvZb3MxrBLPmiSMLM3TTYqbi/TvHODg9bMc3nmVK8PnMDBwAyravb0/V3VQ\nPQ27Y7BxvffiB+kihE/X9Nl3FAxf0GdDsGgTKJZQYy3WT0xRPtrHcGWImZVL5J1RagxSMfqo3Fuc\nGq0OSadKW29z6dKx3v6HAqadZmruUYTfUyNX5KOsT77I87bLePU0cwsxWq6PCYypPr7U8bctFHpb\nW+Hd7+H09wpxFCWNZk4AHXZHxtlWJ5C+2iPyvJnnuKbxxsGP0k6/yr6mIpaOEEEQShRxLZMxoTLR\n2afBIOcPHqODSVQtEBqqEE2ouBUHa7MnjRzreoz5oOa7kH/vjIQdTjCwFqFTL+OGQ5RPnSQR1Vm5\npbN0PgWMIwCzL0DsSB8KCifzL3P86mtc+9hjbEwcxKq2qd7aZ+hYleOrN/GCOrnH0iypozT9BAOy\nSG0qh9yU6F6bk3svkEh2ECEDf1ZBEZKYWqLfe4XLrcdBj5Ky8gw0e2zlJ32La7mnEX6Q/PAdHr49\nh5stMdepEx89Tnlkgr/wIhzxLtPyylyzOrwl9mzFK3TVVU7nOgRNn8vbcW4nt7GCTTzHxUv19n5T\npRzBQAfH02iEwwSrNpONs/Q31/DDW7z00c9RGsgSatYxhMehQIhL3Ra7rStkb+ro2HQGgoiYxBc+\nGXuP5JBFWwZZEmPcMA5zze7Ssq4SQeGjIk724BodR+Url++j0AwjkAwjGHznzpvv4gqVUaGgbRQJ\nFxfp9hnolvPTmNqfCT+xqOH3f//3OXPmDH/2Z3/Gl770Jb785S+jKAr/pSjwPmxRw7//yp+jxnvR\n0rtvXPzwy5OCgtxl01m4JykeI6n0oQvjnuQveJ6K6NqEOg0Mp0vbi9NpJgjLAFdLPVp6TfH42Owq\np4d3uX1xCHfDx491kSGHwugEd7s5HKkSFh36lSoBYeEIHUcNYkuNpqtjeyq2p3JP0BhTcenXWyS1\nNobwUBUIhDyiSQdFwOp+mIVgGdWTjO67GFaceX8UR6jEtC4T8SoJv4DdKXD4jQ0i9d5qt6UG2DXT\n7Eaj7KSjdDQdQhGIRBDCRQofX/j0LCOonkrI9klWLTRbw3NztMMWrXgdVQjc1ADWQBbheWQu3cJo\nuQglQFizGBqtE431jJQQUJApLspjjIpdBv3bvNi10MUAA6vTiK6HgcDVXFYOvYpn2Gg+WHpv7Zaq\nCk7NtRjbaXFzNsTadBjRzpFaOcJwfIPU/psMrjZ45USYa4d7gYhwJWM7CponcA0bX/EAnVDrMbRy\nj6VB8d17FYkCU2lyaOs15mca7CZCJHcfAy9KUikwMbBOur/OmpfgqzcPMzO8QSCuIvODWB1JMbdM\nLbWLIjU0mSBoD5Jo++h0sUI2+BpKO02knQZ5r2Te8vHxqAXDuIrSe0gGRGyJaknMageFMqlkBdNw\nKAar+IqPv30IOmlE3zKK4mNrEXy1V17tegquq6HZUYRU8cwavqoCEtX1kAikUO7NM4G8F4RKReBr\nGgpBVE8Q9ZoMUCIU6M0bH5+u0cTR7jkdCXYjRnN3AnwVR23RVZsovkXY6xCQDu1QCM/vR+9GsUJ1\nSuO3UFDRPRXD1giUJQ0riOsoDHYaHGpv0TV7g4dbEtMCV2g4qHTR8YRKmhrxVo1rjzyJTHW4GBkA\n00F4PqNv9qN3VNqHlxiMroLBD2W/34lQJ0Lx8llM0yaV22BjfQjVC92TJ2+hKE1c00AKgaPquApI\nbJAuUhGgB0EJInyBVDxigTqHIiUMxWOtG2W1E+sZGAmu2qGQuYzmBklVTqIpBqZrIlwd3XIJ+A1U\n3UYYIHwfvV0l2NzFEwpaEJZnW6wJn75WgsTKIUxXQWhNzHgNEXCxFQXXU+koNnvxBh2jjuIHyDXP\nkRUOQbqUC2EcSwFVQEDFVxQkClIIfvh0pARb4GkqUhVoiotZuMu/+6Pf/hmsbw8fqsqu2Wzyx3/8\nx7z44osAfOQjH+H3fu/3CP8ETaFfFD6sQ/o333iRukj8VMd6XomudQnX2/ypx4/4Bie6AyzcOspA\nsM0oe2QXbhKxqqBA+eNHeHH4KZr8I+iLfgFwnHU61UsEN8PYtRwNv+dEARRDIXYwRaD/p+xol5Lc\nK7tITWH34QxvUQeYFYv4Yg2z8bNHVPKHZkOydN+rWKEmSJXpLYtTc3Wy+z3H9NWPJNgafHsvTLdN\nQvUUhuiCsk8pruArAsWTfPIHNSZ23jttWwyNsJU4SM3sJ2qXGWiuMVS7+3YTNdBVQ7wx9mlU3+Xh\nja+h+W/fXyOXIHh/knVnmK2WTjPQZCtcYHSvQ8huUUhp7PbpPQP2DsRLWYZXjiPep1TdNVUqhxJ0\n0wH0ts1j7kXuRvvY8vvwUZCNuwxfH0B3fzHSAFbcoDoTx44ZxGjwkHKNCWX7x45rtQK8ev4Uvq9w\n36FFzMEdvtW22PN+JLMiYXTxFLHqIJtT16ild3+6C5GS2XWLR681iXTePWYjqPBXT07TjNd+GDj2\nb0+T2Z5B1Rc4vnWBZMMjn9K4eCTMysiPt3Bk1w+Rzk8wM73C9s4grfYvpqp4Y/oq9dQeI0sniJdz\nSAGGaJOtLjFSnifgtj/w/K4heP6XkuTjvSSXIgW+eH9THi9lyWwexLB/NpYKgG7CoDKbILZX4f/4\n4jM/8zg/l7LvnwWvvPIKf/AHf4Dv+3z2s5/lt37rt97zuO985zt88Ytf5LnnnuPo0aMfOOaHdUi/\n+Vf/O7b67kn2TqMHoCCYUQYJ+Qa2YlDTPWyvgdGugOKCkOiKJKrbPdZkP0TB76NJDduZQ0Mwff1B\npva2mCxdQ8GnEB5FfbKPbw89hStVhsoLBLw1pCJwumnadj+2VBCKh1A9DM/CEA4Brfe/hLxn9O51\n9N+r6QQHLEsgmzae0GlEM/iuYC+3gq94TOykGdvbYW0AlgLjyOYAwVwEI2Hi1G3KVwvgekS0EkGz\niaH5eEfuR4aiiHoFZX8XIQVIge2rvRLSWBDbCBDsQKyhIRAESl30jke7X0HxXcxmF6PWxlcUvHtk\njIOZPIlEm/Vikq1K/B3PH5SQDn02rruCKuKcDtgYWovlPR/R9XDtUfb7y+yO3yFgPkRfd4iPvPgc\numtTTKr87RmVwZLPU+dt5sbh+mwA915CWviCWN1A6/Tx2M1Nxvb3ySfj7GRy6C1BsGXiqy5esEU1\nVkD3NY4FwbQ83K6kbYYJaxaa3rtYKSXznRk2nSPEvXli/jXG9xwMy8cyQlwd+wRt+XbAEXKqzBYu\nkOr0jO5OPM7/y9x7BUmSXWea33UVWmVkZERqnZWZpXW1rq7uhmhoDQyHnJnl8gFLGI1cGmGztsK4\nfKAwGmwMXC6FLWmY4ZADcDAACSxUo7vRukuLLJlay9A6wsPF3YcsVHVDdINoYri/WT54xvXwe8Ov\nn3P9v+f859UTexEijKY2aYXXSKsVQmacvY1R/IZ7by66VYetTAqltntc69MpjCYRuLurWWmhOJC6\nkENrODiaoDrgwTZ80KzQrmwyFM0hpSBv+theG8FWbApGE11yT0Qn6S/RH8tg6BYLlofZegDDVDGa\nXvS6j0DZjysk2b1NzI4hEAqJzC3ipTX8ZhzFNWgpDYq5dqTlI5BcpL9nh8F2i5oj+eq2YNtbRygu\n2BqRso9EwcKTO42rWmQGzlMLSaRbw/RoCMUPb6SPhIZqO+hmhbrPQbMlh2Yc9i+0kKLJekLjheMh\nHFWgKHEMp5/+K6uozlEMafPQ4ldRVId8KES8UEYALx3u53bcx0Q2g1ELsNTZRbkty/DtUyiugkAh\n2ZElmKjRwIPPrRPWTSR3NeCkgVfZXdi4rsCpS1TXQQQ1JAK35rCzE2DD34Wu7kbiCgFlT5Hl1AVi\nrSj7yhN0kMHAxlK92I5KvhCmXpL43DV0pYEw/ciWHym1XQrTLpCoreA3q5yb7GehX8NWJaqt4W35\n0AUIIdEsBb+lojgRPI4XxVZxTS/VoJ9Gmx9H10BK1JaLYjqo0kHww7kncO8uLBVbopcd9LqDBIpR\ni//wv3/0Zze6P4J3JB3UaDT4y7/8S9bW1vjCF77AwsICS0tLPPnkk295nuM4/N7v/R5f+tKXSCaT\nfPzjH+fMmTOMjIy8qV21WuVv/uZvOHjw4D9hSD8/9MtBym1vofbtaUJqiQVliY/6o/xAeR9N04Nr\nKCg+l44LaUqmw5oKNdfhseE1PjC0huXs8LXye8n6kjSaL5Ifep3BnV6mOs9Q18O0TeYo96SwpI5/\nPsN1323USI5o82G6Z8N4Ad1Q2Hq4F2+9QdXVSLWWMa/6yQdzBKodRCNlQsdrnJVH6JOrBK/WKRci\n7N96gY7aChsDvVzf28eOluRk4SavqBvMJheY7diVIQnWVjg07yEz3cvWscPofXH6J3UKy0uUKv20\ntyK4493Yfi/B9Sr7a/PsGV5hO9/Gs0udpKteHn6wxryvl861PIHZOq5SJ90zi6dTgcVxIttVfE6Z\n7sIc4WaaO8lHKQvBoDHDxKFtNrc7cNIKE6XLlITCZtzPVreNGy6jBsuA5KmZCBOjLYRHZbhPUv+P\n61xra8MsJtniNk5jnkpkH7MfOY2QkqvlFUK1BR64KWh64xjlPYxMJanHbfSqhbfuRaDQVl2jP3sV\nU/ESKVvEizOUkwnWD/eSX99LzaizOHkWV3W44ArefdZlaCXDWruPb4af5t/Z/0hnXKdwOEza3qZ1\neYCSOU5pX4PJ95ao33a5vHqMhgzSV7hJsrrEZniUjfAerna/m3bfDsnCLKn1RT50eQrrPQM4lo9s\nZpBsLkat4aUiBY6vSSxapqdrm7auMozOUCw3i/OCAAAgAElEQVSFyBejlIt+Nl2LNaUbj6xw+vrf\nEWrrxHMYPP7WvTcvKQHXxau9OQl8Ku/BcQWFmodmJYqNRAYzPH5gmrs50/QBI2aasyu9bBaj/LsT\nN6hVfayudjPeKuKY13C9PdxMjJNOd+LJFskn1jBMP1HLR6F9jbnuRVZ0m+cLghIOth88Lcnx600G\nlqGlCSr+bkqeHBVfgu7FUww3zrEw9iCNQBB//X4SuSsU6oEQhbYEetih37pCQF9AOSKZOuKjboWY\ncx0cFLyeB1BElHrze9RC+4kWVQZyV1ESGl863Esj4BJraHzkBwUeubZC+ZEIU5MehNvA71oY4ffS\n8m7hqwex/E3ahosMhLZQhMSRgg07we1aL2veQRxNJ1otcmr7PL3xLZQOHRRBI6tSX3IxptZIORa9\nYZXvnwqzb75BrCR5/l0xnvIZHIw6qMkbP9EO1RseLl+bZLMcxBewqfYGUXw2j770DQJWkbXIBFe7\nDiKbGsO3WyQrCxSlzdnwMO7QIlpyjdhWB09dWMd2bf5b7xPkvBF6RkNYqRAIgX+rTmSpgtq0mUNy\ntHuOEy+dpdUe4MWPfJIeLc0eFgkoJvlWgK1sgtuzPXREfk7xxJ8Bb+uQfvd3f5dEIsH09DQAqVSK\n3/7t335bh3T9+nX6+/vp7d1N3Hvf+97H888//2MO6Ytf/CK/9mu/xl//9V//vGP4J+G9Ezl8ybcO\n+161DJ5rtPhyRRAMexAeFafYgKiP/ESUjmt52h1w0NhYGOTZcoAnD86wLzfLxa6DONoQ6dAiV49K\n2hd66O3ZomeozFfth9DrLVruTdRIDo8zQGomCnKXeqgM7Bb8ejh4iTZRppgJcYdhBsImsdQSssMk\nJlr8qvJVSvkQC2ovo+E7dHhLaMf66fdqKGKGZ9wkVtsIA5sWO7KCFCrBUpLelQQxd4o++zLLKze5\nE/8IzY5+fL4YfStr1HvbaUS8JO007+95EbNp4EoFx9Nkoxpkb3sGfd5mwrxCtdiBoyssjb+KqzQJ\nrO7FkBJHGBxaew5d2myGhil7E7RXVxnaPotZC3Kh7SF2Hu+ia+4Cx25s8/C8Q21N4duPdbEVkniU\nAUZO1qg1dOymRjRSZfHYaYpbXQTrNYLFBNVoBtfeYVXrYmzxMq3YEp9+rkCk5gJZEtomxacOYwQc\n8oUISys9JCpL7N95CYAbnY9T8iUZ7l1iZGyDLi3PZudVrp47xqOZQZT0FD84EOB7pzx8yEwwsZ0h\nWPs+Vzu7cJbX+W6PTSXkEOu/Qc/8cZTZ/dyupFlNtyM0AyswQ5t1i1DFpOAWWFZqjPsF2VqSrDfJ\nrZGHUR0L58J9ilFRHELBOoqQVGt+1jdTrG+miEVLHNg3SzRaJXY3PPwws1hSRRcOHI0AdWxboeQG\nkYqyy/8LEIpkreJje0GjOjzA44GL7N87x9TUKM1KFL9aQbZWOXGsDAr8Q16SVxs85CYYj9XoHVtH\njq4jBER8Jl2JN4b7LjHJElcmojxb2cRXDzF0+0FaRoNMxwqOo7DtSFRHEq3YTC41mFxoYuJHcx3a\nWxtQ36CleHht4BOork1bLk3vD94s2iyBphbE7IwRPGQQ6JUIHXY3gu6jbgvOs4/50hCHzv8tW7EA\nerEDVTbp9i3z9dEDVCLrCM1mp97N1/cM8albV3nXuQbPnB6irK2Qi66h11/FqO9DInFdm1q5wWu3\nDlDXveS7gpTaExAUSNPm4IVXmLhzGZ9do67qvPzEh9BKaYKZVVbb+5FHe4lXl4ibaSYXG8z1e2km\ng3w6qhFWFOyyjXW7RNn2cf7gE1geD5FaiWSwwLh3iQdOTHF1aoJ0Jk4oXaO9vM5y/AA5fzdSqKhO\ni1K/D79SpfPlW4zbVQ4UbnKhso9rDwUodKb5weQDnFq4wbFUjisTE1i6it5sEM8XkRsCrekQjedo\nlUO8sDmE7MngjI1xVLtDt5Km3tJYrwfpiVaJddbYY99m3f/AP9Xs/sx4W4c0MzPDH/3RH/Hqq68C\nEAgEfqZIu52dHVKp+2rKyWSS69evv6nNrVu32N7e5vTp0//dHNI/eFya5R/VtHozVHwYoo+WsopV\nPkeCPZSi7fiaVRrxIO3H84ibLXJ2OxFLw053cOWaSm/3FuG5Kq29j6DUd9iObzDQUWJfUPIN+ymk\nEMjN3XpG3lqIoVvjKHfj5gLRGlvdSQLUGBIbCCRbpd361gOpHB0/orEVj5eIx0t3j3bFDpumjrfY\nIBSvMi2H2Jr1IlTB/uQqg7drbIYjLIVOU4ptsdl3neClVXo6LdbHRsjs262hHFqpYCyZLD7Sx2hj\nmtZUmeedR3kyc4Gj89P3SJSyp43XHn8fYbeftukkmu0hZGWoGAm2I/24w15WGweRlqR2bAnlqhd3\npcq4eplVt8idfgsx2MH+F0K0b87RMBoIqaL7TvJ11yAkbqMUw7w/dIU9kytU0ioH5p+jFD9NNZrB\nMC9S097P5VCBg3MNIjWXjL+XpidIb+EOXbkZtKEYqWSOWlZQtO6rc1TtOpa/zp6JNVqWRrWu0xVp\nUBtb4M78IF1qjVNT85w7CN94PMLjl6P0L8/jdHj56okIUnFo2+ljINfH+OQcN26NsbbeBcJlY+AG\nhY41gp42zngNHqi7POSZQtccMoUwd1ZSNOs+jKLEX9vB0+1yzePhpP8OrWCDqaBCW8lP11wftu4j\nU0zyyqtH2N95nfZYni36CPoa6L4aFeLUt33sZNu4HUkgh9pQTIm6VKY1FEZRBPgEYtzFk21weW6U\nU4duc+DAHMHFGgMDm+CA7pE8s+Nl1sjipAf5WnY/qbY67+qdpdefx7QV1ktBSuUQlVwMp+5Ddi9z\ncCDNEaNIwwiQvnp8d/O/5WXs9sMUnAaPbD5Hh5nD9RmIQ234/m2Sc5s9XF/opdpsccxZZLK2TrK2\nxFZolKy/l3x7CxHT6I9k2Wr2sFIdJJqss3diAUWRFIoh0pk2anUfjqMSbe0Q7K4T72nxuLhBW6bJ\nNqdp2ylR8mkM1a4zO3qI7dQiimLTdT2OfyeI322xEx6ipzDHqbNZAmaNZx7ys9a5QbpPJ5Xpx9MI\ncsMx+djx61y8eAj7hsUj1b/hBW0PC95u2vPz+OwaUsCtD3RzOzCN256+W478DsDdYPvd1IF2ReGX\nQjpeRWCdy+NcLUKnl/CETriywm3jAbZCKTaLWYoNhePdixw+cIebL3ayZfWRCQ4AYHtVGkkP3YVl\nGoU817Uebh36FHuaG0wU55mwdui85OXlUxFy+y1eO/lhSkTQpU1htkC4uIPWnoXyIC2fynnRZP/E\nEldmxmmN93C6dw5dONgWPD/bx+WNFOPBNJ88Mova5SWRva8M88+Nt3VIhvHmlYhpmj9RAfyfCtd1\n+cM//EP+4A/+4J987uXLl3/u6x67WqIS/Okbhg2PwuwA4GyjSj8N9Taby4L+botsWydIl1vhcT79\nyLfQWOKb6Qc58v2XKZcTrHva8O3U8Q35kL4PQP2rnHOq3KoEsLQN9OoWvqpJ5/Ik7bluJAp+X4PJ\n8XnS7QmmXY0uc4FlO8pQpMBmadeIhoIVANYtWLVNvLkEgUaMSG2HikenKZOUy0F8iW0OD20z7sxz\nkUME+sJUF8tsRPfy0OMv4Jl+jpvKUSKFTkQpzsmVZ+mafplLO8N4rXZqRoyN7hGqvV7k9zZorW8w\n6+/lEXmFwcYWpVAbW95RIs0MnZVF3v3M37ES20veq9HGMh2ZHc71f4SF5ClkHVxLJ9pbZrJbR+lO\nsfUPWQYX73DIv8KNgyFOhzyEPmxzdT1BMQB75xoMdFzgfM9jZIwj0A2vScFp7QKjj29SzgQYX8qw\n1u+n4NlGNy+gym0euF5FIpjvPs745DJ8X6V1tcxL/U/wRMcVjo7eInvRRQCuEDyUeZ31Y/sQAkxb\ncI0yBxyd0cFNMukEU+YQR7JN/u035qj5CkwPeHn+QwkcvYXaMgiXfZTjG+wfyZDSVG4YWeZbEkex\niW8P4KkHuUwVTC8P+1QsS2F1rYvFlSR1bQUVBa8NB7afR1Q19p2KYT+bQQI3z0S5lXLprZ9lcsVk\nJ9DPnY6HmNo8xPjU67TVp7jc815MbTeoSALZg3Fo94Irab+ew/aoiJkSnkyD0mgEv1pkcPoOHWsb\nlHcsIk/5GR29G5CgQ+FSjfG5VSbQUMQyrrkIjk0iWKcJlKt+gm6RIBLhWghVxZ1VacbqtJ5qx7Nw\nAMMxiNU3CJoFanqIk7krBK0Sq7Fe9Ae6GBzM4LiCU/2bbJYClHJRXnQPsP3kCcp2lM6zO0wnjrA9\nksVs89AxM0CokGLP6BIjQ+tYtiCz7Ke5bqOvrRPAIB3sZ9Y7iV0VFPINPrX3Egf2zBEuRJgpTKA7\nTdqOSl4ycziazWOXKgwvW2zGIgQO+vAGFXLPdNJRWWM9NczjZwt85Wk/ueQytWCOkduPoG0M8lVr\nnVg5RCxWJNtv8+4Xz/Jc4hg9+S2auuAHJ0LM+etIt46udeNttpFazRNtpkkbI7hCYzR3hb0PRvAq\ngsYLObhd2l3cbTRxNpocJkczWeVi2z7SQmXR6KNuCZ4YmufAoUVGv3aWmggwG93PstvBRjnKgjJC\nYCBM/G7w0Q4pdri/N/PDjYmSdGmvbXBq7VVeqYwwU+ngocE1QhOzvBY8ir05TFOs8xunLuK/WcF5\nrUqz6kBI4z3JDJNJlbYLZVo3XKQDxTPqO7LBb4W3dUjHjh3jL/7iL2i1Wpw/f54vfelLnDlz5m2/\nOJlMsr29fe94Z2fnTYKstVqN2dlZfuVXfgWATCbDZz/7Wf78z//8bQMb3klQw/kvf5/x9M5P/Vxx\nHDryRV49EgTXRHEEdv8tSqtZRtLdzI8fxULhK+bTdGcW6Jm+QWd1iWveJKuRScaLOSIzZZqHO9B8\nH0BtvEDFLUHrIk0DKiOg2jreepiJaJN9k/M4KHzXPg3S5bVLQRaOneYTje/gFBV8vga64fJd51GW\n3BRye4WBGR2vXaNVKbHadoBKpEr78CYPtu/+3jNzBk6fTaAvhLlR5v3e15ChKt/Z5+LaFzl2YT9o\n3WTaDrDQNs1AdpWuzDJf/pXP4Wg+3vWdL9O5uULV8DPY2ESXDuud/cwGH8FB4bU9TfqqH+bRV55h\nMH+DQXZ58HwkiOy6iUiP41ga3Z07bIwmaNNsFlqSbz3s5dPP1Dl+q053eye+kKDlOLysqwjH5cTt\nOuGrF1CfyHDFfJJ6Msh2JMQMKfao26x8YpjwV+dIbJxkY/g6ZmuK0zdr6A6sJsdJ9Zfo7ClSPt6J\n8fI6Q9eu0jit4Q1qhNdWkZqC0utFpE3Ge4tISxL0tbhecNk0Lf5VzMPeyTnKr+9jbHsBRbqE6i5d\nWYuhDZNvPRLBMVoU2ls85TNIaSrXTYvrqolrRznU6KJb97Gxspe5gctc9lXwvmrTsxFmJjmwWyPL\n2kMkXMFuE7RyPjyVBnKjifbBTq5cTTA0K9hKbPHisRA7yh4MV6PXf5M1cx/THQ/hC2Vw5Gt4rb0Y\nDZVUYZ7UfDvMOKgh2MmNYSs6AtCUBoeff5aO+vq9+e0uKjS+6cGYDCE0gbtSQ52vEWM3ME26OUCi\nKy4UwHUVArJ8tyDlD1MeBEiFej7CpZcmKBjtxGMFDmZeRJTuRxyaqg8VH7H0Jo5lgiZwNcGH26ZY\n9ca55k6ipFsY9iK2D/RGN+3b67TfimA0fXQfvEzfUJ287fL1Sp0et5/BEy6d/bdZvF6ks9BiwdNO\nwlFo35asBGrsGfLSDEZwygbDnbO8Umyj0HeHSNGLVTvC+gmY2LNMvhLi8pVJvIk+Tm18k2RujZnY\nCTpXIqzsuYgpoKW2CFTipLvncRPLyOwAy/73UTi5TKfQuNx1kqs9mzSCTWQ5glzaS+LgAPW2AO5a\njoUjUYzrWyRKgthEg0B4m1m7j1RHCwIeGgsWotIE6fJfu54ia7ShtmwMLFotjVfmUkT0Ksd6t7nz\n7uM8e7sPU/WAgGA8QLgvhBACp+VglUysYguvYTOWLOIr1bHyDp5ahgsDee7cPMGsdZz3bb/CfOdj\nPD/Tz68/coXPKN/GjSkoxSbW13ewCxauKij4NcJFC3KtN6XaSgSr+gAffAc2+K2c2ds6pN/6rd/i\nr/7qrwgEAvzxH/8xZ86c+anRcm/E/v37WV5eZm1tjWQyybe//W2+8IUv3Ps8FApx/vz5e8e//Mu/\nzOc///m3dUbvFFO9Olm1/S3b+Gsj7JlKszGcoRrcrfKY7d+h0tomsH6FarSLuhamkRhCTU1w+4HH\nqNsK3oBOIdMkkm5yqnmV895DBIOfxHZyeJwl9otbVFsqV9QGKxPnGZUxzJbOnD5IU3gJ5zepeFRa\n0xWmtQEcRyMSLvCMeYo1oxtVuvTPgyMUBrqWmDU6yFsFdOHQZt7ddCVFeXQS2bARqsKhUxKPlue/\nVExs6WKUD3Ng4xVmOh4mG+il5UaZPujwcmc/tifI4bPfp3NzBQdBsFWnqvo4N/EQzVYPwoXyiII/\neJR6TvKt44dpM7eJN0x2OhLc6dogpmzwr8dKbBUi3HGa1GqzfFdv0q+p+MvDzJzwcvyFddpeTZOO\nDjAdy9M0HKiFCDwi4Zk0Pc+uspG6yvz6BGsDIU4NS9bdNvq1PDuf7Gb4horv+qNYkVX2z1+kafjI\n941wcuwWNenjH/d8kDO3v0Ln3AKvDH+IRxd/AC5kw15SYR31oThCFVgvZ5kt+dGO2VTrfaRLDh0D\nVfr6s9xojXH10A5IjXe9ZjKwVeQjL7t878xx9ihljni3ydcNXt4II+KbqOESM+EwGV8HAbx0rp9k\nS3mVs4dUPrO9Ri9z+EZ05hYGqNYCHA2/jqfRAEPg3K6g9/lY7e9mZivO0FyF1fEqNx8J4vc9zjSg\nV1t0XM5Sr7azMdaB3TmJ2bxFM+Mnbu7wyPw2gzcbjChTlDztKIZNtJxBkZKa5ufOwWPMTxwierVM\n3b9AVdSpe6s4R8A+4idl76V8LsQx5RJ2IEpVpJCuH9US+M0WnpZJzauSj/iQUsdXD/BD82EECxw5\ndIfGoTHUry6gFZvgUzEaDboLs3BpN+H8jehkm07uF7ysGlHO93aR2B7k+Pq30B9sQxuO4hZaNF7M\n4J3wsZma4YxhYPQHGc21WMtUobHJ/vx12psZlHlJ7vgQS8V+vJ4mDTXAWngZJHRuHiIxVoLrWdJV\nlVv1CVQhWQoacOIMj5x9hu7yHK2tg9SifrLJCpXoNvFcH8m1MRYnz1IeqSD1PRSUUYTwUW8+h+M0\n8boD1HYOMJ65hbvcoL73KMU9EfRSi9q+FOFrKwz1palKP1ftGAYVHrnZINJoUVZ9fKX3PeS1CPvK\nC5zJXsLvmphCZybUzxVlL4PxIkf7d7id64BKHWdfP2Y0TKiUZ+Lcq2xVDKYiI+wfKvGu/gU8msN2\nvY3sjRIjhTkCOQ+vjwYILB3ile4TfLrvKr3DLXR1d4EhV6u0vrMDjqQeDDET28+dAUkxscqZm3n2\nRr04UyUwXZ5/zyeIxH7+0PG3wy807Pull17i93//93Ech4997GN89rOf5Ytf/CL79u3jiSeeeFPb\nn9UhvdOw71/9m/+Ziuet95AAzLlDJB0PI50XuRZwsDWB4kqEBEe9H2XitQKo4dNo2q5UjrG6SXJO\n4hmcZc8IZGWMvAwzxxCPKheYVBZ4fTXGq/4NEPBuEedq8D04isq/Ur9JYTtMterHH2gwdWOCsZEl\nAkNNvmU+ytDry5hWAE+kxMWaD9N+83oi7G2iRb24HVE88SDibsRVo3mOlnUTn/cxDH2U0TtX2Xvt\nPBf6PoDahFrKR34iRlt+h5OvPkNyZx0bhYvRCWaT43TJEEJCbjJGo8OLklukpL2Cq/2I+vUPVa9/\nSk6EWw9yggjdL1oMFG+yOhTkH075aVMEHwh4SagKNy9rhBaWcRU439PPvLWf7v4NPtVbYZsORpU1\nTFewMDtI6OJtEuVN1o4fZvhYGSngm84T7JAgntnk/V//0r09L9FuUHx6gmRol/6sNG2s/7yDv3U3\njFcBzaNgfKYXPBqvTB1gy1Lxl7xErAJ7t18i2KhSPthD+0MeLDS+XThNo2DgT5TIeNtxlTc/qHZr\niZr5HIm8xafOVvF9spuFtX5m5wfQHIvJ/Gv4Dxl4X1lExUV9OsV3i3u5st2Jd+85RKBEtHUaGRkG\nTcHIV0lcyyMQrA1doxzfftP1IkWdd50t0FX4cUpaAlf2dXF+r46l/vj8j9RdArkEgfxePGbw7jm7\n91D8qG62YmMbBt5WE9s16CreoeOJFt3tJbJmGGe6zIXhx0CFcCGHv1TCslRsW0Gzd12TcJs0nRWk\n2cLJpUg5Bln/AHVPlNHOacYOpKnVbTZfTNO93ERIuDLuY3NflONGght3dPpndhirryOBsqedTKCX\njbYJbAxOHpvi7HKC20PXCBU66Js7SqK6gm7V2IpOIoRkfN8s64lubssx3vNfv0yqvIypeCmGHL7y\ndAxvI8SBxSPU6wG2hmfIxd8gynV3rgs3RiD4flTVS9vKMg+f+xbfeM9RLH8cqzWPIws86XU44tX5\nQSGGcW6HY4vrOAq8lNjHtfBBWoqDp3eeQHAJv2UQMdvwO+0UwpOEFlq0t+V4cN91Gnj4mvMuagRJ\nVTbZc+4l+nPraDEN5XAUrcuL6WjcvD3EajaJ6dM4ffMbRM0srz0WZU93D12R+j0liaYlsM4W0W7k\n3nyHdUFzOElzJIVXaRJsFZBrdcywn6/s/9ecakzzbz7+P/zYHPpZ8Y4TY//sz/6Mc+fOAfDAAw/w\n2c9+lmDwXyax8506pG/+0a+jRd9gyN8weiGhpbpcFiauFNjpbnxmiCPdG6y5DbYVCyEgWrXxOWHu\ndLexrW4ihSDgRNAslZqoMXz7YVq+CoM9G4x2FbBcwcvOw6RFN8O5a3S06mzW4EZqZpfGMfYSycV4\nQrmOR7OxgIVcipIZJBBJo9gOzXQMo64gFbANG8XfQtUtNMXB0CWm1CjVDRyh4NMtPIEmDUWAmkIX\nIXAsZHM3X8JUvDg+D5ImgZ0C4XKFzuwanflNFGCjq5ep3iPIRhBvXcdVoTxksi81Q1CW+FqzBhJ8\n2iFUzzDBpRyl5A6YK9S91V26SCp0KhpPhTUW8gFeLSvYsR0QEC1G+MCrK7SVW3zz0QhD/XEWXJMV\n19qtnPqjkNAuNQ7JfqQRZ39oFm2ljPXtbUTSg/GxLlq2zjNVjUZtgkJqHFG8yMiSSv/KHIq0SDys\nErorUO9K+Pt0hEK1SU82zcRqBW8rSiMQIX10god6bmKaBpeu7iVX0Wn3rHPk9quox9rQj0TAldy5\nFed611FqwTCWbqDaDolKBvLbaD3zzMt2DM9xmuZlLHuWh69WmSyrZCMRjDWFxehRXEVFUCda32Qi\ne223b6MBttri3LLDZOObKFIlyj4UodG0p3GbHoLpkwip4RpZHK2M11tHb2RIFAr0btsoUpBpN5iZ\n8FOMaEjLxXRdSkEN4bgkSgooFq6iES15aEkfojmArx5H4uKJrVMWVVzLpulvUfeYCMUhqLns9Qps\n0UlLjTHaWmBmfoRaPUAkVGJg/zYd3gJV6aNs+/HIFqp0kVIgEbRcjXStjVW3SVlWiEkDXy6JVQ3g\n1y1CwRob6U5UxWXs0BWedatUFIv2fJP3vF4mWBfUDR8tj46v1kSXDjWPn43efTR8YSq1GC4abYEs\npx68xXxT4etmhYHFozRzYULSgweFFpJlXIJJm7YBH7GVIpFsif7CVYLNMkiY7/Ww2GMwqcWYnXsI\nVyqEozNEqjdI9xgU74bIm1Jiuyqq6MAMJbBFDdtZpamDowliwsuvRlTKruSvynVwJV0VQbDlp2gH\nqakNvEoej+2iuvKuPdrNMdTwElD96EqEzoDCRCBNxfKwUoaoLBFSxL3FghAgKzaFLYVVI4WqStoM\nh3iwQdSoo8eMezl0ZhPMrIN3qYTYaYIuUE4nyAZj6LokGnZp2caPPYYAtpBsrQf4pc/9Lz+3DX5H\nDuk3fuM3CAaDfPzjHwfg61//OuVymT/5kz/5uTv0TvBOHdLL/+OvoGZq/2z9kT6V3EiIH4xobPl+\nekE4AF0YCGWY2Gw7HQUf1r4NFn0LtORPDkOPF20OT9cZXTUx7F/Yi+w9FH0hpjv3UVFHUOTuE1cN\nZ9kYvIH1w7fKu91I5B/ETY2xPz/NRGyRULCOEODKu+Iz4sc9y6bt8FzdZMtxiRdtPvO9PI6u8OWn\nohTDGglVoVNV8AkBTQd3oUZDwlaXQS6g4hHwmaCPDkdgfnkN2XBpvHuMrNFJKRhmX/gW/8V5P5b0\nELu2SrBwX7Xg6KGbpJJ5Gg2DhaU+Vta6MD015g6+RKjQQf/csXttB/vXmRxfREpYykdo2hojsRyG\nAW7Fxnw+jdi4f88cobIRGWMxdhhHNYhFSwwfuMmrjsuWdpp64xk601U++nwR9Z/hNpY9caYTD1Lx\nxt/5l70B8doao9lLBKzS2zf+BWEn0M/N1GlUaRM0d8V8W6qPlubDUX56/iAA0mUof42Bwg3QBdpY\ngBc747SWT99roigOI0Nr9HZsoC3mcWaryPRbi0Vn/d1MdT6JIh26yrOEzSyaa6O6LUJmHt39cdUP\nRwgyHSl8ZxIk26r8wD7OnXqTyeuvsm+2QKjx/xNNUI+CfTKGGGlja6uL9c0ktdpbq1MYqUv8+9/5\nP3/uS74jh/Te976X7373u2/7v/9eeKcO6e/+j9+jo/RmquOHUjc/JCgAUFxcw8QU9j1lBM3VCCm7\nIpct10WpWXi2mwjTBU2wNB7jpZ4YUngRrgZqE3DxGg6+UJMd16Zx99cOKTpJFVzpsGa79zh2RQoM\nV3Bwps7x62VUF8p+jXKHjvTvOjzHUpFSICQIuUsj3qOm5O5IxN0BSSQWLibObpa3VIgLjZAqUYRE\naoJ5xcelbpftxK5umt70kVgfxQrUkQqbg2UAACAASURBVCkTTZcoiiTbytFi1xC3iRifCkvCio3j\nKJTKQeoNL64qsRUNBZe++A6Oq7CaD94TlhBAQzhUhAPz2xy8lKfiV9h5ZICwN0pLMfBIEwcVx4LE\npRm0dIWpiSAvH/QTtuAzL9bxZqtUJnqoTyZ5OfowNTVAO3myIs6os4D7mkLBUyWbWmI02OKppEWx\nqfHCyjCeQoiGN0Q2tkIxfJ1oaS9GUcdp6GD7aOghDhg7HB5dJRzapb/KTYOtVYOel28iWy6zAx4U\nRyWR1wg1WhhOE1P1cX7oFJk2BVV1GW2vUFUEm03J089dxmNLWppCPuSj6tcBgaPYuKqFkKBaOqG6\njdex0e9K7bhwj/7UUTCkAkIiEeQ93ZSMBE0tiBSCliox1XtqdCiuJFR3QEIh6cEKajiuguWoYO8S\ncrpdZ2w9Q7y2guy20Y0AUoLuWpQsyAkTF4mBgv/uLLMlmLg47M49v+XF3/LScrxIKdBVE93bRNPs\n3b5I5Z7ax725ee/Z233WbOnQdG3qEmr6JGltlJbYpUA12UKTdTSnju5aCEXDVTRcRcEVKihgiAZe\nUUOTLXyFMvHqEr7GLqWcj3SzFtlDdLhFf9sG6mIe53YFTBcpwIxHMNtDuIZKUNbw2CZu3cF1JO6u\njggZpYcF/SCmeLNkmpAucbFNvzJLZG0V0XCxdIVqKEgk4FA6sZfcZpDalkmytEyqsPGGwungKALT\n693VinvTIk7e/XOQ0kEikRI8AQ1/WEPVd9u6Lti2i+vI3XRG8cOzJa4jsVsulumitCSqK3EQ1Dzt\nNLQwTd2HrfhwZISSL4UUCgILlTzhRhlvS9LSBSup3RKkmiNRFJuIXuS3/9dfjEN626CGjo4O8vk8\nbW27uS6FQuFfrHz5Pwe+PVinJd56BSCMJkojzCcSNpmmh+c3OxDtCwjdQrY8eIuDmDv9NHSB3mPx\ngfYZxm5MMXgzT/dKkxs9Jymb3WQn4jQ6DZ749lfpcHMo70+xrEhut2zmLYv5u4ukkIReGWD69n6c\nepiHClc4ktvG1LzcTp2i96kKI8EC+UKYazf2sJ1aYb1jCY8qOenxsKM8SnWxSS72Co278lx6w0cs\n24Mw/eSbfqzhKfDd31vQAb9QcXCpSomBRiTfiaVY1KMZ8p3LDE6fRF3TUK0SsfgUm+NNPPUQEd0i\nrRf4SgEeXxC8Un6CQKPGidgdvtZl0Ci3cdzrZSABL871cW65hxawF4EPmO/2w+Aq5liWej3OA7dz\nBJ5Z5Px4nOn6cRp3708g0iB6cpjh5SUO3rhIpGASaki8RZtMuIvl8gGqy0HEqAVhSVbEidlFTnsu\nUT7l5RmryHt9CgO6huMIpi4fwKgGGc2cp7d0h//0niEAEm4723u6aNivY9srAMwVJ6i+foxyaoVC\n/23qVYV6eg+98Q4+uv0iE0smLx4N8szDXqI5D+NLBidnyxzYepl/2BvjwGyd4UsNcmGVQyUH3ZF8\n98EomxOfJFLTsINNNGeGDXMOIeIY+iSamkJVk7s0lyOQuoptlalVvwFqEyEVeucPESomqQBBJJoi\nEYFtFvZMUVUgWo2SWDhId7jOTmwL5XoXRza+h8wqNN43QUdfBdeSuFeLXOs22Pu9LNJy+cczUdYS\nPgwliqATahuYvjLCDdC1tZcPDq/iMxy+c/NR1B0XcEm3bVHomcH2NFGkQNFT+OwCdaeGo+rcDzze\nhYHALsdwTR/JWAmft0HZdSm4u84xKhRO2gnqlQCGu4PqChx3l+5r4jITn8NSLJAwkRujpxWgI5an\nqzMDwK1b3cSpYBdW+H8+FOPJLY29d/K0pTdoK23AroA3DtD0+tjeP0J4n6QzViNLG991TtPESyC3\nBVtlcl09WJ7v4LpFoIhiv0Kg0o5m+fHKLvyFHTrS7WS9XWTdLqITZeLVZfwbWTJqFzf8Q1hTd6kv\nDXJtQ2C9Snt1mZ1AL+nwHnL+JFvCIpYqc6g/y3A4h1BAtlzyGwov54e4nu2858aHEMRdaAqX/N4I\ntlpEzd+hGshgGy2kUNGUDnrnBfGdAOW2FPnkGtmOBY5MJXHMAzjqj9NxisjTW5xnMDuHJi1cAXe6\nw7zevp9GqYPeeoaR2gZj1jqc3PvWRvYd4G3fkH7zN3+Ty5cv8/jjjwPw4osvcuzYsXtJr5///Od/\nYZ37SXinb0if+/dfQ33LIUusQJFyOEetEcDNd+O6Kig2nsEVRHQBobq4jQB2upeEN4rsn6SjluXd\nM99Au54BF2yhkwt34nfLBCtFqpF2Qk4B/WM9zFQ7eGZugGpLcqxzCyl8XFjd3eDor2/z6c1naRpB\nLnU9zd5Ty3TFs2SyMS5dmaRnaBZv3yYLDZubrsTBBVcgpYpQbZCScE1y+OIIucA4dmCW+T3r2FoT\nO9PNmUSNRa3Muu3+cLhMiBBPRBzcepALVyaZT81TTKxjNEL0zxzC8pisjl3GVVweOpdk3/oNzu8P\ncG3cj6flou30k93Zg+b1ED4iKc3N8z+N5ol4Tb7x0km8lsE2khSCHC6rvXPonQsI/NSvnOBAfo3H\ns5fwuT+bCOuNYS8Vv8KDN+47WNPjZbujj5LdScfhBgOD95P3pISpG3vIF0PEohXC9QzB6Sv8xw+2\n46tFGL79INJvke9PUEykMVvXcJ08Y1OPoVteMvtfw1vK0Tt9jLMdHoJZ+MTWcwRtk6sT7bx8SIAQ\nPHCtyonbdVwByt1lsLy7LfD9B8PMDHgRIoDf9xS2vYHZuogQHgL+D6Mq4TeNUTgucTPL9nSVbEHH\n176JNnQdW0Lb5jDJrWEUKSjEN9jum8bVbDrWxkhsDe1qsCXTeDwmC6ZkcKbKnuwFdgL9ZN+1j/2p\nOXRhYT2bxp2rUdzTw5eHQ9RtA639vshpoJFExB/jtLjDXmOJ1+f6KSz2Y+suDQumkeiqRSq5Qa5n\nBcl9xe/OHRheMVhum6AeLlBqz+D8hGAKr9hdFWuOIC7P4FzWqQDbXhWnae8aYgFCFQh/HmPPeYQA\nTzXM8O0H2EEh0Fbgw4fu4NMdzs4leV3msRMF9ta6eLqrhLPdwpmtYlYEFSOM7A+SHDIxjPt2YLsF\n/1iK4PieRPXeN9jN2hym++LugasgK704pgNmDDvbztPrl+hrlVlu20820Msb9fc0x6TdXKWjsIit\n+ZlOnMJVdIRroXtcvN4WG5bGStOD16fiPxDn49Y3CdVLODdKyJUmDoIVX4pVX4pceJioFqSOQyCR\nIzc5ykPGVZRqjbnLY7RaHkq9Hspj7XhzTdqv5dDtGnOaj6heI2aFcBQLXdtiT7CAt19hjjqXqOBo\nFsn5JIFtnYZqsKN2YIoAIVHAdryUlV0VGYFkosfgj37r6Z/pWf1JeEeU3Z/+6Z++5Zd/7nOf+7k7\n9vPgnTqk3/mdbxJyf3YtJhNJFYnVmYXuSUy1ielepiUWAYlfG0LznkYIFT91Plj9LoHpbZp3TPT6\nGx5Aj0JN9RNw6+jvTrLo6eLrN8ZoWLuryLBV5VThBgcqCyjAudEPMDCaZ2hgg1IpwGvnD2P7Zriz\nb4l4QaHceh/eoQhq+nXy+gaKcZ8HV4WKpxLC1lq0vHVAYIgD1C8mUBXJLx+7QThUpWBLzl4bJ1hI\ncfzYBh3xRRxLsLyR4mWzRrpj837/XcHY9BATa8t8+wwIaeHmOnE6sqA6SFcgrDY0TzepNfilA4tM\nbbbz6o1xBu4WEZRIbqdmcXsXEEIh6P8Q9e00VllBXYPR2iZjzTxhrYa33SFNgqgo0SHypLNtmKaB\n18rw9+/1YXkdTpzVSBVD+OwWkWYan/2GvcGwhm3ouKi0ajqKbeOzKigJA9Fu8IKPXYda8zNy6xGk\nYiOlwuzhswT876G9mGGsOsP68hHqgRKHMucJ5W0u9ryH2VAOJW/w6a1nibWqXD9wFEt12HPnDsGm\n+WZKRihcHHmUiyd3cN3cm+aW0YKW4UNW49grhxC6iqIpdHryfHj0JlGPyVwmyt9d2YcqXD754Hm+\n1axhq7uBCypgCYlwVLqX9hPNd8Gbrn4X0uXoxveINtPMtx/i4kee4H3f/1vCKztk4xoXDh1hJrqD\nOfUYSb1Jh+ZghwPU9yZ4QDzPuFZmp+Lnb+dPER4Mknf/nvhWL9VcF8VGmPYeH+pYG7K6SENZhVYW\nWyvRs+0wcWOErcgEYBN6KMuo9w6agJdnBllIJ/j1B6eYcRtcyKZIhvfRMV2iWAhT7fZTH9Q5WT9L\nuuBjfjvBlr+IFt9Aie7+jsGVXsILYRxFxY75+OiJBVpGjf9UaZBUFP5N2EerpXPu2hjXqz5yto+n\nRhd4aOi+07UdmEvHuTo9jF+oSFdS6Alj+w3M+hb1xMu41RD24j4cxwDr7r6klByqzHG4OEOytaui\n0tT85PpGsHv9KE6d8PVpfDWJ5fVyaf/DXMu0MyGUXZbyR+8Ru4xms8tL/+gm0XqRO6sbPH52gZzW\nxguJB2n3xnGly7G1/5d4q0jL8HApeZwdzzBhBDVvBX8zRPpIjFbMT7P0Iocu3SJnPYFXDyFkhZXx\nC5QjJroNjqbi4uAXgo8GvXRru/vG9o7JhVI/+bhKb3AZjzbG8/VjtOa2sfINPn4aPvH0p36SufyZ\n8C+m9v2LwDt1SP/b//1/Ucy9RfkJuUsreVpemqaBT+6Wjn5TEwUcj6Qc2SbfPo8dChHwPQnCQ7hZ\n5gOBFwiJOncud9NYtBhPX0CoEuFImpqB2x/DM+DBalPZuKzAdpOexg6G3OXcb42exIkn+f/Ye88Y\n2dLzzu938jmVQ1d1dc7h9s1xZu5wkmaGQ1LDJJgSqWBLsOE1YAj7gYYB+4OwsGHomy2sIOiDVsZK\nWkkrckUtszgMk8OduXdu6tvdt3Oq7q7QleucUyf6Qw+HlC1qjeFKXgP7AC+60VWF8/apep9/ve/z\nf/7/a5cXsToKr924ik+Z+xfvEHUM7O3HiV4aR7dMju7vIpx6C0EECDAkHaUr0tJMxFBDlPPo2hV6\nGyDXatRMg8lUkwuFI2in2CsO0E2VOb/3Ayb7NOQn+xBEAW+vy539LhsZHSs5gLE5RKx9siu2Ii1K\ng6t0duewAgVjcIMg0UAwmugi/FY8QlwU+JPNNPn1c7gxmzNb7+ErLb7+3InHjtxaIDr0OI67imW/\nClYfzuIlwlBkHvCeTdEhwq9J32B1O8NWM86VviZLxRzvegH6/A0UL+DqlkCtd46eGEULKkiJZayo\nQDEuYWsnOxfFDZnas7m8bNLX9OkpAn/8uSyqG3J50WQrc5FkbRZBWSEd3OXUlo/unBSq7ww+xXFk\ngoYhIlY2uNzdo6PneG0wgddM8msH3yXtdLl17WmWzlyj/+FDRhcXmW9u0NTSLPY/w9rTg/haSLv9\ntZPaTreA2mvhJdsIhCy8neEd7RE0xSMfs9hrJIhqLhdn2zzYMKibP0UnFz2i/avo+Sp+IBLtJngh\n6xF2DQ4snTW5SXbtEsgHDNS6NIw4bT1D1LK4fPAShtelqyeI2i0CQeSHV6MsTRuEgUh48+Oc+UDv\nuTEdYo2NMC7s80h4g6+8u0Crb5C81KOsvownBmjdBNbOKZKPjCBrMtm3DllybaS4hJIqQd8iM0vX\niJhRfFHF1+C56zcwlBMW6798/TLZrM2pUwKHYZYXpDcpF9PcezCPK8LRM0OMl1Z5oXATX4C/6dpw\n5xF25t7Dl12EMOSL36uTr3uUrp4lc7bHVzsWFbnH5/UoQXGMzZ0hdmSXkq1zbqDM08OHCJaL5ls4\nioGR8dE0F9PSePf901SlNLLbQwotVuffwpN87MXrDNlxssBBukwnE/Ls2iFnNu/iI7CXTmIlbXQn\nIGbHyNVq+CJ89bk0jcFHibln8CIKiVdf5jiYYRIRk5AuITIgZBzERB96sYPqghOT6cxqfOxv/x03\n9WkeJqY4hYCGwPGpOKe330HrWExsLyOGASv56zzsG2Xv7D2Gqk+htzwql3KolTr5xSpCEMEMQ3YC\ni89VX+XGhQSVvhNXaKOTIhQ8jFyVcVXkjK2STfFhywjA9/zH2QpHERY3OCyp/OqFfb70G//9R87B\nH6mGdOPGDcbGxj48mvujP/ojvvWtbzE8PMzv/M7v/P+2jjQ6GeWJ6d2f+bhASIo2K6U0X717isSI\nTmIohdq0EOs7qG4S2dVRTYfM0QDpowKVgQ2OR3+A2PoYiR2T789d55N9rzN/qchNfYH78nW05jZH\nWo4n63cIdmvoV/qJZGWUx0EqB3jbMcLVFqYRpSaP8+SZOwQ+vHf3LH7Y4sGF+0hClKR1mXB+CEEU\nUHe2CEeXEcUAxTZwdQuld5GR+2lcXeT4TAZREDjetejut0jFFAYTHTYbSZK2hmxHSMTbXLywzPcm\nMiTup9BuNEnNSsgjUa6MRLkchOB1CVPLuMrqyTe7QCQMBfzhRdqOQpMYu94Ch7suj4zvkJQs3rAc\nyul9UsoMgSNwf6FCqU8mFGXwobObJNVvEsoTWLyBFNUYjofstOAwZ6ARZ15Yx/c9vrs2ihPKXC4c\nE8vVCNYm0DamsWfWuTEVEu3ep5kIERAIhZPjFsU2iLR1erKNEXRYmTRYmTDIHWRQlCNcReTqgw4X\n1y0u8BYhb3/oedSTdR6eukjgN5jbvMG9gSSQwYqN81ZsjAG5xRMHJVbTCV4Z/hzj1gHqTsBYa5Nm\neoCt2Rz16gKmlMLMKCSL4Osufnsaa/ghQfwAOw6EEs/ccjm3v4qaVnlj5BThhUmiGzbdvQ57txSE\n0AHNQCBAEURigcyjD0NalUfpeTpT6TU6D2/x3qzO+SWVZvRjZIHjlMt4ZYmFIwnNtzG8n6hnR+wW\njqJx9+J1FrbfZGnaYEo5ASIRgWRzhdvrs+QSFtvpYe6XSnTbMRKDIqW2iLl+/eQ+AVreQI4omMUO\nsuMzXNjDSy2xsGkzcdMl0/o6AvAw9yjF5DyvvH+VT1x7A0kM+S8/9pAfhtcRhX1eFE+Eb3tiSEiI\nEgjIBx22B2dZvbnC7OU2nyDDa2aSsc0JNudWCQWB7zyR5EvfrVE4WmfrfB8VuYfUiPMXq4+fJHsx\nwLV1pjJ1Uo0Ebx/8xK/rJEJmJrZRpwMq13IcCx/oQlo38TyXi0qC91ydsuKQUUQS/XNc3X+XM5t3\nqRgJ/qr/43gXb6KLFj0thDDk1OYoz9/Y5RffaPGVZ++BMAmxFHJqhsviMTu1NIlApgGUlR65Uyl6\nepK1YodLuRJqpZ/0TZOv9z2HLUrMiwJ6IBCVKzzy8tf4/sc+xVYlxpA7yi8d/JCF8pu0Y1BPfIpW\nUsFf2ULuJNE6EkIQISSkIXh0JJ1vDz1PsqMQbbmIXg+pp9NFYHff4nDuPW7oHb7471sMKCIPL8Tx\n+/NsiSMQBswONhCFJHb07wpk/8cM6V/8DOvX3/7t3+YLX/gCuq7zzjvv8Lu/+7t8+ctfxvd9vvGN\nb/CpT330M8SfJw4PDxkcHPzIr3/5fo83D3KstIZZaf7UaJz8XG4Os3g8yM21NEpcIXWmj0CVIGhT\nSr5CM7OHO3aV9mgSS7mJ3k2TaPQRaSm0lGUqlSz9RwEHUj9jiUOG8hV2olNsH0e4nZwhMRJl8GCH\nzrpHOB5HSUi84j5ObPWAWLfF0sBjTJ6pkcm0WF6d5KCtsXz2XULFQJefwKEfOWUwcbTMmrSNkKyg\nNXI40RaaHWXs/ixiKNDr00lqHfbrAt2tFhndYVpooqbTmB2fPldDANLnbjMXDxiqOYTLZRKbdfyH\nbeRYjDAjQi/As3zamoAphHRdGbunQyAhhAIx3SFndJg0ypwrVMnqHq2uxjdMCESHWn4PJ1blKO9j\n6yJXF7tkWx616Tqek0YxcvhuAz/cwY/LKEUdYbYPOarwMfEmqu/y9vYQmX4VX0hxv2hgewp9qsoj\nWw85yop04ifsQFWAU6ZOYvlRCsV5zHI/7dIwv/XuHcbOXGTTNWmlW7SjEpO+wOO32uCGHOYUeopB\nVx5g+9QAt/JXWXnsIsWJM9w/jvBU8WV8UcdW00QFkSDQ6eh9aKGGJkhYaoquliYIVBTTQ7IDXDEC\niChWiNZ0MI59tHaabjOLK530s0UTH6eZu8Tg3jZxX0IOojRHBuk7atG0fOqSSsbt0FYiEJ4wpBJC\nh0ceaVA8HAAEgobJ/fkKn3nFpqaeJdop4xsFZMdmurFC2uwghAHH0QxNfYCumkQMAwzXZOBgBzMx\nRBAxmbDm6NX7aOJTcBpUtAyNpkN0KIqi9WMWu+j5CMZQDMfaJCZGiQQOxkIWQZFpPqjhWl0e33zI\nc4uHDFVcFDekFI+zr/bjej08OYrvR9mv55gYPCAiOpwWNxgUKgShgGWr/MmdeRK+jCIIRI97tEdj\n7OVGmXzpXbbcedpmgmvTRXp+k2NFoKeKHOdVMpsmfzOqIvsBlx826YWzmCJEVIdHCnt0R6eoZXJ0\nCxHstIav2iTrh8yV32M3O8CN3GNYgk66d0ynF2D7ryAIKl3jC6hOj3ZDwJtNE9ctnnj5G5iGwZ8U\nPkWgG5w7HODsqsgjqxvsj+RpFiySgkph32SmEcEZLFBLpFnI7fLo6BIzwwccHOYxfJk6IsJUAa/r\nYO52qDs+iq+gizJZQaIfAeWD5jzFcliLTLHUjBD2fIbUKE1jmLy1zUhth0r/MGVhmU7kNrGKQnZb\nwtV81s+8Qnt4Db8ygu3JNJyQtivQ8hUaCJiA7CvkawN4mTJbA3D6VpvkhsUN6SJWYRAC6B3HiTYl\nXEHmiSuT/yg5/GcC0p//+Z/zW7/1WwD86Z/+KWfOnOE3f/M3eeyxx/jDP/xDfvVXf/UjT+jniZ8X\nkP73P7lJo+LRrrp/dxz/ZDTqIWJMJ30xD5LIx8XXMXSBqnAR3z8g8A9RtGmEyAidkRRyxyHa0Ihb\nMeSBbVKBSnAUodJNMpSvMJY+oh4fJFI2cN0T2aJ8Zw932eLh0QQj6w/or+5zFJ+gMTzJ2dMbtFoR\nHqz3WDz7ACFUUIOPo8UHESMqWr3ObPJV1uQ6oasy0GzSSggkagMkGnkEBFL5BnetFN3tNgnB4ovr\n32G8ssOhuEBOBDEUKQk2ZiMk/+AhiRsNDMujMxVBFQXWisPowwJaIuRez+UrjsMDb5BbrTaLu0nW\nNkdRPIPvS0/yQJ3Frzr0G3XKx0nefHANZ+AcPe8BoRjg6D3igshcIPH4600m93usj0mYsQ6auoBR\nNbC1Izz5ALGXxJgYQ2i7aOVDprIN2loae3KUiWCZ+3sn9++Tl/fZLg/TS5SwdZFHl0w+bwps7F5B\ncdOIgUe+vshmdIjjrMALL75I5o9v0N9sMnZUYCRxiXz8CGHPYnlS5+6jOVqdp7GTOqszd0E0kOVB\nzEbIfpDimaNX6LPWWHziUcpRn726j14ImK3d4N2IQsfyeHb/28zU7qBTZ/XiOarTIZrQpF7v0RNV\nEkCfE0GvFbBKY4RHAtGyR1OfphodRVDiJPY6qHaAhEgT6Ko6ShjwC60NDLnNC4/s0Wr0Uaun0NwW\nXS3P2JGJLRUopk7hSzoSIY/svkLKsjiIT9PSsmxmr1BMTVCJTrKXnqOt5Un1yqSbFYzOEFvmRQIh\nYAWBpx89xKsY1EwPP6Kjpk9U471gHyOTJ67KTOyEGJkY9miCSMmib22NLxz+gKFelZKW4Qd9V/lu\n/nHuxE7zMDnE1rRP38g2UTeD1YyxdZBmcugQBKhsCPyb5fNcGCkh+yJezUAQT8zo4rstYns99sQ5\n2t2T9oHAFziVC9kVu9hAIypxf8YgFAVeeKvFkTbL0wttfvH8CrOpCqnXNtEcl92ZaULdJKa+w57x\nPgfjLfbnP0l1eIpUrcxzzutcTy5xp1rCUhtkjudJRxJ042nM/Q6e5fNLy9/EaHd5O/cUW1qGMc1m\nNNdh7vIRuasxLsfhiqaSG9UJtk3USovCZYf72mkMsYdcdNneG0RrHNKlj5Qg0uvT6dZsnFqPfKCR\nF6ST3b7oAw7xXhPdbdHWs0iSQQTojypEnJB2Js7WpTkm1xeZ3FiklGygNc/QdzCAp4kcL2SwwlWc\n/RnCzsnuTxAChoZ3udh/jJDPIozkSA1ESDWqJOp5qv1VbD1ger+HlSpwNDpOarWJtN3muOcRz4c8\nfWn2HyWH/0xA+su//MsPQef3f//3+exnP8vExASCIPydx/6p4+cFpG++voSDfMLa+XsGokBkKEpy\nIYMoiSidh1xT15iSjxiQTBz1CqY0BoJCKJ2ceOp2F1eWMFoSkXaaeqKKLAV49RTHzQQD+WMm0yUy\nMZNuW6Me9uHIOn3dffKtfWJWk7pRYLHwNJcurmDoDi+VPO6PVkl0fb74wwrBvs+ub2D7t5H0N1ny\nXEJfpr+T5jBvkmlBurSA7OgEYoBb0+g0ewRqwGfGVV41o5T6LyCFKoQiQrJJt9bik1tvEavZmDmV\n6Cf7Ec8luRXvp2IWqHZ2SRRkJiMK452AYq+Bpbs47TwXTm2w35emGx1HrLgEdzUWD7IcFkcoX+hD\nbwck90Va2SMC20Beu8ynxzoYozLvyCFrYzqiayIpM4SxFOFenDBeRcwlUNURujst2jsqFyeKFMQO\nU/Y2318ZwnRlBAE+P/+Au301SmrApVbA9dcadMsqR/FzJ06qgoRv5EkhEHMjaN/+OoVuEcUt8FLm\nKW4dqVSGWoztVhk+9rhwLc1SILBWWMGXe6Qrg/ipAjEk6g0RVT9ivNEg0mtjj1gUy2kyR3t8rHiL\nc8ebvDc0yENlhoXOJn3dKunSEvVOjc1KgaocIWEe0vVdkA0SiPQhkPUh4oV4qogV95ku3sZSUwSC\nzJB1yK4SIxTg+vAe12aKnLvYIh71WFyawvclnnjuJnOTewzMeOTmLSbGDxifrJJ4d420VSU4lSF8\nMo+smhStGSJuAzu1hNgbwlQTVCLj5Lo7ZDolHEXnuD/k0I7w+OwOp8b2qPcSmGOjBJ6PljHoBfeR\nlShE8/iyS3s8RSiLTLy3xPM7SmHheQAAIABJREFULyGFPi/3XeL1/GM4WgYx0mQu3OSi/DZ7M20q\nhkModgg7GaRejKPjFCOFMrFMSL7T5e0H53HrWQTxZF2FhIgBiJKHpyqIPuTbW0xs3yR+d5eF5S4d\nQ6SakkEQSDc9RHGUx06L9OfrlE2V//O9S7xrLGC2fCKNu5T0uzRFC1U9i2E8jaDFGFlb4rnvfYXE\nThnrVIJ3OCb0NEbezxAvqXxq9C2ajkJsr8rlw0X2B0b4YfQsAQKXUi0uzG8SiZ7UHAUBOl2Dtc0x\nRENEPzimU9HYmD6DiYGw1qNW7cOWY/huHVGMEi1bTDS3mKsfoug5xNDi1Pl1zldfZ3L1fXKdTd7I\nFNg784BYN0Xc1VHdECurUb2YoxOLUEwckKrE8e1ryL0BVNnheDKF3R8j8iBNs55AiDSJJoo4ZpaE\nIHJ6qseB34doebh5jVZyk2r2DpF2hmJ/QNz2OB4+RyOTx149YNsT6QKnT0V4ZP4fZ4f0M0kNX/7y\nlykUCuTzef7gD/6AV155hUgkQqfT4Utf+hLf/OY3P/KEfp74eUkN/92fvozfl/wPPk92elx460fE\n7A77c/PMTlQZlU8aat1QpotOEALCiSGaAJRKMVYfjCF6KiEBoRggBjK6bnPh3ArZdAuASi3F5v4w\nnQOBbPsAU9HZz0aZOb3NxYzD3lGGv9B2mdzrcf2Oie6cNLz6okQjGqeYTbJdSOCqLr7cI5AtPKWH\nGPqcW7WYLDqkW94J9RgBW45wFJ9iK3OBEBhtPGCidgcpPHET3Sxkee1CksmsiBK/QinM0SFCEAqI\nuBh0SIaH6P4Gm71juj6I8hRa5EkIPBI3d0l29A9lTHxZQFV7TBQOWR9YZdF1kQMRoZ0lNNp4qo1i\ni3zy1S6b56+yN/MYjvU6knoe8BDFNJU3Dhilgzn18oe1HR+B6sOPIyg9tLNvgAiyL3ONBKfWmjyo\nXKWjZZg9fgsxu8+DYZVSTKKrnVCHRcCXFTxfIghOmouvLTe4vtxgeczg+4/FCBGJ7U+R3NfpPXGe\nQJF58Sv/Ct02UX0XKQwwJZWepBGEIt1cls2F89TSOUptGXe1wieP3mbmA4VtXxAxVQmZACQQ4yql\n/Az72jiWL9MNQo48CV8QCQMwbBgRDHxCNn0TW5CRtRBJOuHPBYFAz1URhQBJ9NEkj5RmM5upMjPS\nQd9voPxgj7pRIPFfpVFEn9vmKapvpDH7dY7nkuhlk+RuF8UMiLgtrux9GzlweXfyU9TTBdy4iJuV\nMdw2Q3ubpI4OeOXFX0GzbZ74wb/jaGiSvfE5Gtk842sPeOoDUz3hhD4GsgCySICI90EjbhAKhJJH\nKAUECJSi8xzEz5NKd7h0YQldcwkCAduUETyXxdV5yvU8F88toSguN98/jeR5PL79VUQxgIxOKJ+w\nNx3L4aXzEbaGTprwVEBDxRY0gg87RX/caCogKSOoygK6ozP7/juMrC4jEhLxbe68EONWSuR6VWD6\n1ZPX6HEX9/khmv++wohV5pVLT/BOa4JzhQqfOb2GL/ncsB22nJCae2JvDgJCAF/6folU2+XPPjOL\nmRpGEtOIxBEFDQSRSDkg+7CHGJyw7DxdJBR+iicZhhAESB4I/t9VFfRVEV8KCAML1dEQwpP7MdBa\nY7Zyg7W5WW489Xlm7rzL3O0biKoJQsjLieusGROoQY9pa4dIYNOSYjTlOE01SSDJJ/dWEEldLUAI\nlTcOUAyR/hGZXPM2/8v/+D//v8i2f398JJZdq9Xi937v9zg6OuI3fuM3eOyxE5fAt956i4cPH354\nnPdPHT8vIP1v/8efYcV+3G39U2/vT/2aaNQYv3+bdKtGJDihU1f7Cqw88zijyRoZuUlUtPjxBzz8\nQIZSQKDnyKzsZaiU0niBgKPa1PO7CMkWM9Fx5hWHIfGkkW/blfhOt0knhIuawvMRjW5X50e3R5mo\nvkyu4RH+lEip3gvQP2jVcSSwdBFfFJD9ENUF1Qs+ACFoGQK+pKDbCrpnIhBiyTG6UpyEW0MN/i49\neWMsxxu/8CuEahI5tEkKJhIBDiotogScUELT1HECl67QR4hL1/wuvl8hdThBRL5IxAmI17q49gmd\nvb9Qwpq5z/uOgx2CEAp41QGc3VNInsCjzjqbn3gWxTERPRs71ofcOGL/lksOEGfephepn1gjOCqN\nledQEkfI83dOFqsgIDsqoxuXiLQzSNE16rkldvMn11fdgFgvJFRl2mg4wYnSgSj4IIQons8vvXpM\noeayn4nih/3k2iUiXpfFc49w87HnmL//HvNL7yN6LvHOiayOqUZ465lPUxyfRggC0pUjtLZJOZKk\nboZk9w5YOFol36sT9W18QUQOPRKeiQA05Bh/PfAMFS2NIbsoov9hp37WlcgFKsd+j+PgpLfHU1Rs\nzUDqeYiIaJ6J4vewJI2uZIAgYAgO/2zrb1B8j3dGP4czaFOanSHsSuTvHOOOSdhT+sl7KUDog9D0\nGXt/mUsbL+NIOu+OfBpHjhAK0JqI0xqPo5tdJlbvs3zhUWTXIVWvUu0fInVc5he//icorvOhJOSP\nP0+hKCAY4skfQugG4U+eE56MnmjQ1vtxtDhD0y3iBRcpcaK8UDlO8979C8SjbUIPOr04p8uv0j/f\nhYUMSCcA+OPV5+9YHN4rsTilszuYxlaDDxBS+DszC0MPcCAUuLIa4/K9/Q8FX7uGyL95MY0ui/w3\n8Rg3blyi3TnJFXG7yrX9b7FpDPCVoecRhJD/9vpdqpLDD60GPeEEUSKmiOL7QIgny0wdajxzY5u7\nF65z+5FnPlzLYehCGBASIPY8krs2WtNDtn8MnCdzDoWfQqfQR/QEQhEkD0IhwJfck2spFr1IAyux\nx9RhmeFyj6gl8q1f/udEOi1e+Nq/QpB+ov7xIDrNm8lLuOJPNckKIGkn6zwMQiRdJHt1ALdmorU7\nRJISiucRKb7Fv/if/lc+avxn2vdPxa995cu44c826AOQpVEM7Vlay3USuwc83bnLZH2PQBS5W3gW\nw22Tc9d4/dnP0sgWTgrqtsWZu+8Qb9bQehaDBycd/x0lwlpkjJKaYNptMtTdwh2Q6f1ClpHoydGE\nHYToooDjibzz7gXa7Z+oLYdCgCqsMdm4w0j5H7Ze/793oBxmZRYnk4xvJ5mobiOHAa4Eig/1uMQ3\nn0xQcAUeW7N47dwvUykMM7J5g63oHcyISBqZrJnBqRdoqQPo+Rh2NEUoQJY6T4jvUfcqvGL1aAYh\nfXKCX4lAVAzY2RtgZX0c31UY6K8wdnqdDjbDssimLfDX+wnsvVlwdS7lSxyc/YmWXP/uJssPIRQV\nJgOPhyKImRJK2qO3MYY8skKsb4fPfb/OQWaBinIa2VcoF9Ypj6yeJFtPQmoZBJkOUiuGtf8UfsdH\nj0vEp3w66vcQiCF4DnJo8emXbIabJ0w0T5DZnppnde4spYFxwhD8toOc0hja3OIXfvRVxNCn3D+M\nAGSqByie/+H87USU2JUI3dEM3yg+SllK4DYdwkYLlRqP1Ja5UtrFFWR2Zs4QV0NqPYsqSd4MTzE6\nr5Hd8hHdAHmwybm7b5CtV2jHU9wcfYGgpxPv/YjD5DhZK0NjTGO1m+KJlde52lzmXuYClcwFSpdS\nOOkop167RcctsHD0GoXOJsFQDGc2g9Nw0JdKqL2fiGYV9Rw/GnmWvlBDRaCbcqidHyUIYWT1Ab1s\nBtlzCPGImD0CScJodLgT9tPsiFyI7PJC/T3Y7tJVYzQnR7l3rslD2WVOkbnaUkh+u8g3Mo+zGhsD\nQPpAfmqms8vl1ip9QgtHSHC3/zmCD47v+lsbHMgaUmSY6ep7aEqTmjDKYWIWwgAEkWx3j/OHP6SR\nyfG3v/hrnFq+STrepZhO40sZWpksjTBG1yti2a8BPnHtCeZVmVFhnze6W5R8l/nqOJ+dqdJxDF7a\nvE5oizyx/XUSxSOK1+fYlCbpVNN4SpetU+8SCiHpvQl+8f01slaVEOjJCjc/9gJbUwv88p/9S0JR\n4K9+/Z+TrR7y/Hf+LVsDsDr/JLXxa6RX6sSKJoQh+4HDoaSgT9xDyB1AACqTqLErSFKSnn0Xz3zI\nwN4pktUM+vwBjw1v8K/fPUezFSM3sE9jaAtfNKGXQAteRM9HeeFrf8zt8QjrUyYQcvlujGsr21S1\nFLfOfYyj+XkkRSRdrKAdBtiGS+1UHElN015v0N1pg+wg53d4fOoc/8PnPv4P5qJ/KP6hHP4za0j/\nqcbPW0P6q/e/D9I/rAjgB01CWkQLCzQtmXuM4OsGo+2DkwU92sKcH+TxkU2mhB3qBzKdWBo7EuXi\nzddJN46pZfLUMnniZpth84hps0jGrmIJGt8bGeOtvjYtR0GykhiCQKnUx/u3T2NaP5E1ctUGU403\nubS7TLLrsRfp587ERe498xx3zlxgeGcJ3fFpxGROtLsjVGYfp+PLCL5HtmMxdWARd+pIH4ieSiFY\nqsCffzLNlFbgk8MS1ek57kXPMby3znPf+ybnV3vkfZ3EaJzRxiS9Yh/JtsdEfIXLygOuy3c4K29Q\nP9aYjAecVSXKfsCBZ7PmOjRaGQ7vn2YnUkf0FZx2nLLjsxYt84btsOw7EGmjFHYQok2K9SyxdAs1\njKBaDo18P26lQc8VSWo29tz7yIVd3HKOsJtCG6mQN5+g4yxgM4AYhOxPHlItrJzovPUMRNUh0Fy8\n8jD27hlCW0KJ27xQ/RvWR3cIRACHUPTxQoXb9tM8MOaojs5SjF5iffY063shoR+iZQ200Ce90iTo\naWyenyfdqJAvFYl1WkgJmcpInMNMDk2DSK1DsGXC/TapiknSczEvjWEMp+k/tli8tE0zBjP7Nunj\nEvHyEbnaMaO1AzJaj/KZBTxVJVLtUWopvGJMcrmxQrRnMlDb4mBgkltXy3TyXYojJcpNmeiez4vl\nN2nKMV4vPEFckOimNOZvvEKyZtHS88Q6OwiCQ6TeRdluIpUtVC/AEwXWEpMQQqF3TKGzjzHYwZGT\niB0D+bBLVqhw8f6bXLj9JtNri8ysLTFwsE2pMMLqucvIQyli40k6Q6PcmXqEaKdJobxH04hz98wX\nUYRBBltx5l66zQ9jl1lMTJNRLKxAIaconKPMXXWIxfgk27F5rMQcUb/BueIPiLgtxmf22fYuEAAb\nSoT3M2f42JNpKts9AlHh7MGP0I0mR4NjDO9vkqqXWZyrcmXcYT7RJHL7Pudef5fTmSJX0lXiUpJt\n16Tnb1MOQlacLm2/RfJ4AL1+BTOvM64eMpPZYVzbwHh7jzCjcfOx55nZX0IabHJvcJ1A9hjdOM8n\nbz8gbVcJENjNTvPSp3+TytAQiUadyfVFDNukpxnsj82Sl/p485ExmokskpQi+bCB5J3s9hFFjgGv\nmWMkY+KLGl5Ywbe3kdRhFHUcT2jQ0ZfJlEcx2zLfTa5iRxoow+t000cEeMjBaYTGo7h1B70/QiPq\n8Pxbd4m2+tgdDCgO2ihBjjtPfoHWxDCJToOB9w9RKyLzB28wUtmn1j9CLx5DSSoIEjh1h6DVRy5a\n5OlLH31T8JFIDf+pxs8LSF//0T49OyQw43/vCD0FUbdxmwJ6dA6jP4pzZLIjZCCaYayzRey4R+6U\niKXpON8ucvrWTYZ21zm1eBPNsVlcuMbqwkXuXnuKB6evslw2KGspfAlK0TgPr7SQgpDnvlPhuNbH\nj7ZHuVEdIeXLBLLI3uQqStDgyZVbDDRLdNQU9wrPsDl9keIjZ+gaEqMP/pr5nRbbQxq5LwzyqniZ\ngVKRbGmNRiZCOJom9KAa9QhEAVsTOehTMHWBbDsg0GUen1WxHIVv9Z4mkGReSL2DEfUIj2wyh10K\n623ieZOZuSKz80UGkyaleoTGayaZiZCI4fEV/zmOhX6igo7tV6kHIYdSBzPapJ0q0+zbI9nqg3qO\nYryCLbkkRYhLJ+fhrt5F6isSHopcKZl4lYBOIQmigl216fTtI+aLyOIA7u4E+AILtSzxqkAgibiZ\nBnbq+xwNVMAX8dYu4O6eJugkkVJVpESdoJtC7ttHGr/D1phK8FNNf+lQo78UMthv04zP4U8OET20\nMRs92oHPWGAhaRK9ZAQrZ2AOROnGEqwtXGRl4TL746doPTrK3sh5iuoZdqXTHManCZCI28dkrBJD\nx5ucuXODQmmXeGCxsNRj6rCG4Zx8SQhEEelMHLOnMlQ9YGJ9ieUwjRzoxBGoCAKeHEFRPDJWnf7m\nNnvTV2jLuwTHedydaT5VfZ2c0+blRwepS3OknQCz3OJjO69SSsxgqUl+FBvhveQCy7Ex8r0aafdk\nRyiF0NerE/FPduAx36avVGG0voxuHzNeX+fsyttEzC5HE1OYmkwziJDqtRndXadv6SF7RagfuThN\nhwCB8nQ/fdUjhvd3MQ2J+uAZatEBDuN93LFP1u90Y5djNY1JyC/vf59st8JWbIRpUSYMQ0Z6dxho\n7JPqVShNnea4ledYCtgSdLJzUaZe/Vuy9T3K8Ukq8WGWnrhCaXCEhcX3iJpd7l75ddYDkQW5ijwS\n4ZX0U2wE4+xa/VSECZzIWTy/jO8fEIYdjHaK4e1LVOZiHBijEAYYYg/9/SM4stkaO8XxjsnVx5vc\n0+uUBA/NjvDoXZvB9g4PRzV8Kcvbn/gMdiJGqtqgb92mQj8jrVWinTYr567SOQhI1xQ6A4MIjk1m\n0/pglyegAhVCAgTMcoH5w2H6DifR2pP08gqhJKDIwwSiS6QmYFhxbCGgly6jyD5JO4m7eZYnjQ4r\n23H8nk90NArJFMsL11AkjfGGRLVvguPJZ/AMg+hBl+z9Y6aO7lKP9NMwBpmp3mTx2nV0y+Tij75K\nd24edSJNKnzApUKcs6fOf+Qc/J8B6afiq1tfRYhVEKOdv3/oNvgGvaWrGNs2kYyOMBDFKnY5VGM8\nevUYcaNNsNaB5TpGw6IbjRExu2hOj7ee/BT35pNcfvkuppmjFlU4OpaojqfYuLbJ7oSHrwjMrSWY\nrXcpHBU5097gWM+hyEmORQEx8YBPLy4R7XQ4iE9zd+AZupEkajdEthyc4Ft86vUijiKgfbrAw/Io\nN3bH2IiOM9bZo9CsEi0fo1oWmiPxF88OcOusyuq4zvRQhNiWxeBBj+9nFb6//yzyUJaR3SXGtzZQ\nR2WUs8mTYnDRRNxqQVxhTZnkXmOSfXuA5amLmFqUCeWQhNDlnXJActOh5Om4solhxTETNdB6hLKH\nKblkGv1EqkMUDyfpHEzwYr/F82kfukn2AhcvXkPD4DOnH+K6MuVoBnO3TeipjHaS5NdnOXIlEgjk\nAomiYXJ4YYtK+h6NpMhg2eHT9xye3XvIuN3gUDxF18wjZYvI2QpirIUgBISBQE4ewgzbhL7IZ9+V\naDeeIkqc1ulxhNAlVuwS9T0+u/nXBEEW6hqeJhEqkN/f56lXvkZGblLKjdJMpDm20+g3bfSSg2T7\nBJpONTbIfuwUdWMARzJQAods44i+2hEpq4niwuK0wVEqxUCti9MW+N7Hv4SjaIzsbzB7vMFuYhBJ\njCIAWzGD1lAc2c5SaG8zsVsiX8uz4lxmur7NE7X7lFM5bj/9a8hZg8SeSd6uMtlcYTH3CL4g0fE7\n5Hs1Zju7TFhHuIrCqwvPYPVgX+1jMzLE26kzJL0OSc+EAOJOi4jbpqHneGn8WX6ozfO+PM3dxAyr\nkWFiYZeJ7hHnWuskrSb7XoJWLSC+72DrSUZq2wzv71IKFLrZGN3cMGomJLVvIug5BsOALCJlfRRJ\nidOPQCjpVAKLK8UbCIR0pBjLXCWURc6fXWGjGOPzd79BX6NMeXiQUmqc5kQaKxshFARCQWSouAWC\nxM7oddreMXNKlzDW4V7yMZrRNKYWI9GxIHoWWR5F1y6RbE3TGUzgZ6KAwAEFNu1BZn/0FoEuI8/H\nKJ07wy35NEfSabQwh+G6XL/3gK4h8MbTz7J57lnsSJyLvbsM3n9AzcrjyVGy3T1S3So7E3O08mlc\nScNN6MT2TfR674QQJJz4GzlAFwEfGM3FiUshpqFgDsSwe++iKhOIgoLpL5KsF1DaWUpH4/yzyRqP\npTyuDRxzb32cYlfHGIqhpnQ8UceTNdSsSDE3j6CMEIYulvUW8e4KWm2QemSEQBBAkNkYnac51sfQ\nzibX7t7g1NItlDCgPXqWC2GXyTP/HwDSj51ev/jFL37ki//Hjp8XkHZrAi1vCF2ZRlem/h9DUabR\njWsYisLQsYtRt7HHEwgi2HWXmpxgNFpDqdmI7snZu+o6IMBrv/A5tkZnyGxH6PoDKHaPoHJIIzSI\nT+Rx2iZC9ET3ylRivDNjkM9NkDysIhGnaRSouxYv3r1L3LQIRahER2lEhghlEU+XMOouQ0WJvm6V\n6pUCe5Ur1PcG6EckKaqUUnMUCyNYns/t2DTfuzSCm6ugcFLMbGsiEwkFY8siVnfYuDiHpKc58+5N\nDtxdvtYnkrxRJ7bvcz/7BOleCWmnycPUPKsTF+gk0wiSwKGgkueIMamOuSnzenkSq54nfjTBVGUU\npzLIjK6zENdYLsdR4g2SnQxGRsDMRFk6zDCeqHMmY9KqZylrLSqCza07l8gGNRrKHayeSNDOInop\nRD+kDgzoFvb0PaojywRCDVFIomuPcfmhw8TaHmJBJ9XvEB0wqJ5ZQJKyeN4GohhDDz9BZC1LV1/G\nl0M+/bJNtmTTHoqzfPUSsuPyvCrRq7bpOTLl+DRdPYOd1QiHDQZuHiGWQyZK9xjY2CCZqrFllhm8\npyG5Ia2RKNW5JH6xQbwXEAoSdlrjWB1hP3uKG88/zc7MPEtnrvJw8DIrwxU2JlwUbYbh3X2m1hbZ\n8dPcis4ya+4z01ilmJpDR6bihQx5ERrRLGn/gFSrgeb2WBPyfL78GlIY8IPP/DquqmPbP6CvmERE\nRrQrVJKnsIF9SaWlxNiJDPBu+jR3k7MUpQwPtRE2YiPsRgZoqAnuJ2Z4EJsgUCRioYXuOZhIvBmd\nxRUU4gMav7T9XYRCk/1RicXZE++u8VadS82HqIHHA72AiIGiGRRau+TqHTrNUay0hJBKEJdl0jUH\nURCQgUBU6ClxfPlEK+5q+U0yvWPe6LvMw8KTiKLKTOcWE94WF9bvk3C6rMYmOHQjbPQNEcylkSwP\nX5URMiqjS0tkj0usnL5MRZ5kMyhQEiaw+ECGSRBwNAMhhHgRBEnDzkXItg8ZefASB8kOkjbMwr13\nGd7bZOvCBV4681macopeqIAgIir9BNEpFi9cZ+Xc43iRIQCuv/Ydautd3grPkqZHcXKRkbJLwm5h\nNDpsnD2Hm1CROg59DxqI4QkYZWNVLl9epnac4tA7IeXYjodXiFCfT9Gz38DxHyKKSWRlhF7ERWsn\niNkByrkcq9FpXEFFxOSllWGCUCST1hCyP5Ge6hJFdj28nSbJ7W2aiUVaRhsz1sBTO0i+iuypdIbT\nOCkNaV/Ad3RS1hFDh9vMrNymfHqcM2cufeQc/JEBSRRFvvnNb/Liiy8iy/9Bp4p/kvh5ASlY/Lc8\npq9xRd77e8e01GQlnEWJKMT3ushugOh7eNNpqLU5rEXoPziir9cASeC4b4CD4RHeefxTtPwM/fca\nqB0PJyazlTEotyAUBGJzKp76DoIvIPoyTqQLsstBNMHiuRcIjzNIvs9zu98g6Xe5kVrgZnyOrNxk\nf24e49ghDHsoQQtb6mc/tUDNnMC2fiz2+ME/KIj4fpRmZJTNPgF3cpGIIPBfJwyarshO4HE7LjJa\ndCnUXJauPUcgQCeweDBZRQlgfqeA+9Qku+cmuTd1hbHNZcY3Vyjr63Td2zSE93GcJTL3LXIFnZG8\nyeJRDtuTKSAQReQ4WeGX57d52akzHimwXhNIhxLxtkbQvwGzMfa0U4wJR5xLttg2E3SUFpYVY89S\ncLNbBL5E0OjHCkLqoguhhD9zm1aiiiRG0bWrZAKHQL9EcXQWP6gz+PCASi/g5pCLFUkgq9OEoY3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Of40pe+xOTkj1OXX7hwgcOHD+P1evn7v/97Ll26xF/8xV985MH8MvK//o/f/qn08//viyY1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\njAvOPwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7926506ba8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set_context\n",
"for x in traces_vvel2[:1000]:\n",
" plt.plot(x)\n",
"\n",
"plt.xlabel('Time (1 a.u. = 2 sec)')\n",
"plt.ylabel('Car Speec (1 a.u. = 70 mph)')\n",
"plt.title('1000 of the normalized time series.')\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Apply classifier to real data"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.mixture import GaussianMixture"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"pi1 = projection((0.5, 1))\n",
"pi2 = projection((1, 0.2))\n",
"\n",
"def my_proj(oracle):\n",
" return np.array([pi1(oracle), pi2(oracle)])"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"data = np.vstack(fn.lmap(my_proj, real_oracles))"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"model = GaussianMixture(5)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"intersects = (data != 2).T[0] * (data != 2).T[1]"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"data2 = data[intersects]"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"GaussianMixture(covariance_type='full', init_params='kmeans', max_iter=100,\n",
" means_init=None, n_components=5, n_init=1, precisions_init=None,\n",
" random_state=None, reg_covar=1e-06, tol=0.001, verbose=0,\n",
" verbose_interval=10, warm_start=False, weights_init=None)"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.fit(data2)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"labeled_data = np.array([model.predict(x.reshape(1,2))[0] for x in data])"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"labeled_data[1 - intersects] = 5 # Label the non-intersecting as the 5th cluster. "
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([1, 1, 1, ..., 0, 0, 1])"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"1 - intersects"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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yyCOPcP311zNw4ECmTJnCjz/+2NhmSSTNmtoSfk2KiYOZB4nNjOVQ5qHm421p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\nQgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f798061bc18>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set(font_scale=1.5)\n",
"sns.set_style('whitegrid')\n",
"plt.scatter(*data[(labeled_data == 0) * intersects].T, c='r', marker='x', alpha=0.2)\n",
"plt.scatter(*data[(labeled_data == 1) * intersects].T, c='g', marker='^', alpha=0.2)\n",
"plt.scatter(*data[(labeled_data == 2) * intersects].T, c='y', marker='<', alpha=0.2)\n",
"plt.scatter(*data[(labeled_data == 3) * intersects].T, c='b', marker='>', alpha=0.2)\n",
"plt.scatter(*data[(labeled_data == 4) * intersects].T, c='black', marker='v', alpha=0.2)\n",
"plt.legend(range(5), ncol=2)\n",
"#l1 = plt.legend(range(6), bbox_to_anchor=(1.0,1), borderaxespad=0)\n",
"plt.tight_layout()\n",
"plt.title('GMM learned clusters')\n",
"plt.xlabel('1.37 radian projection')\n",
"plt.ylabel('0.46 radian projection')\n",
"plt.savefig('gmm.pdf')"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([1])"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.predict(my_proj(real_oracles[80]).reshape(1,2))"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 0.43359375, 0.73828125])"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"my_proj(oracles[0])"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([4])"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.predict(my_proj(oracles[0]).reshape(1,2))"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"513"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sum(labeled_data==3)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
"cluster_traces = [t for l,t in zip(labeled_data, traces_vvel2) if l == 1]"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"831"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(cluster_traces)"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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U7ol224Hbac40cz2m6il2AvzeG3aZCfwGj+vM95WTn0+m3EpSMvthsfYv9qCgtBDgqALY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ki5odIdLdOwwVEEHmpvJjOfqmqMy+fZ5WmGgbL6acTgTSxOulEcDzo2NZeI74M/y+rJSYzJDVr0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VY5VVXRzlBpbN9eGpjHH3+cxx9//KyyDzzwAOvWlbwz6urq+PnPf04oFEIURaZPn85DDz3E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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f79200aaba8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for t in cluster_traces:\n",
" plt.plot(t)"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"cluster_oracles = fn.lmap(phi, cluster_traces)\n",
"cluster_forest = [RecTree(2, o) for o in cluster_oracles]"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"n = len(cluster_forest)\n",
"dists = []\n",
"for i, t in enumerate(cluster_forest):\n",
" dists.append(forest[0].dist(t, eps=0.3))"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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CHR0deYVHCCFECSlFFeiLL76IzZs3o6ioCA8fPoSlpSXGjBkjWX7r1i04OzvL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\nEolE0ieRBlAikUgkfRJpACUSiUTSJ/k/ykGgX2+DC3kAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f792609aef0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(dists)\n",
"plt.title('Cluster 4 - Histogram of dist to ideal slow down.')\n",
"plt.xlabel('Logical Slow-Down Distance')\n",
"plt.ylabel('# Time Series')\n",
"plt.tight_layout()\n",
"plt.savefig('c4_dist_dist.pdf')"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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w8PB4xD16vGAwGHDlypXC7w0aNCg141/G4wWLmcsLL7wAFxcXLF68uNyJbTJkyJAh4+mC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Rj8CZaVw2YG2Nj1T2Loc/ducewZ5+HaWigqItqmMbJxjKxLCBKs6X+WNLAVPJTMuZ65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\nt2N/zc4dy5pN+PHFYMggDbhxjto
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