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@sslampa
Created July 14, 2015 07:36
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All team
{
"metadata": {
"name": "",
"signature": "sha256:e55f2a72bc9c1bcca05105cc2f5ba473745129490d0642db5bdac9ffcfbdf7b0"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"cd C:\\tmp"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"C:\\tmp\n"
]
}
],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd\n",
"import datetime\n",
"import time\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import create_list\n",
"%matplotlib inline"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#archon\n",
"archon_df = pd.read_csv(\"archon.csv\", header=0, \n",
" names=['name', 'followers', 'current_viewers', 'days', 'hours', 'minutes', 'current_date']).reset_index(drop=True)\n",
"archon_df['team'] = 'archon'"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#c9\n",
"#amazhs, deernadia, hero_firebat, xixo, zalaehs, orange_hs\n",
"c9_df = pd.read_csv(\"c9.csv\", header=0, \n",
" names=['name', 'followers', 'current_viewers', 'days', 'hours', 'minutes', 'current_date']).reset_index(drop=True)\n",
"c9_df['team'] = 'c9'"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#complexity\n",
"complexity_df = pd.read_csv(\"complexity.csv\", header=0, \n",
" names=['name', 'followers', 'current_viewers', 'days', 'hours', 'minutes', 'current_date']).reset_index(drop=True)\n",
"complexity_df['team'] = 'complexity'"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#liquid\n",
"liquid_df = pd.read_csv(\"liquid.csv\", header=0, \n",
" names=['name', 'followers', 'current_viewers', 'days', 'hours', 'minutes', 'current_date']).reset_index(drop=True)\n",
"liquid_df['team'] = 'liquid'"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#nihilum\n",
"nihilum_df = pd.read_csv(\"nihilum.csv\", header=0, \n",
" names=['name', 'followers', 'current_viewers', 'days', 'hours', 'minutes', 'current_date']).reset_index(drop=True)\n",
"nihilum_df['team'] = 'nihilum'"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#tempostorm\n",
"tempostorm_df = pd.read_csv(\"tempostorm.csv\", header=0, \n",
" names=['name', 'followers', 'current_viewers', 'days', 'hours', 'minutes', 'current_date']).reset_index(drop=True)\n",
"tempostorm_df['team'] = 'tempostorm'"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#tsm\n",
"tsm_df = pd.read_csv(\"tsm.csv\", header=0, \n",
" names=['name', 'followers', 'current_viewers', 'days', 'hours', 'minutes', 'current_date']).reset_index(drop=True)\n",
"tsm_df['team'] = 'tsm'"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"all_teams_df = pd.concat([archon_df, c9_df, complexity_df, liquid_df, nihilum_df, tsm_df, tempostorm_df], ignore_index=True)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"mean_viewers = all_teams_df.groupby(by=['team', 'name'])['current_viewers'].agg(np.mean)\n",
"mean_viewers = pd.DataFrame(mean_viewers).reset_index()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"mean_followers = all_teams_df.groupby(by=['team', 'name'])['followers'].agg(np.mean)\n",
"mean_followers = pd.DataFrame(mean_followers).reset_index()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"count_views = all_teams_df.groupby(by=['team', 'name'])['current_viewers'].count()\n",
"count_views = pd.DataFrame(count_views).reset_index()\n",
"count_views.columns = ('team', 'name', 'count')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"new_df = pd.merge(mean_followers, mean_viewers, on=['team', 'name'])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"new_df1 = pd.merge(new_df, count_views, on=['team', 'name'])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sns.jointplot('count', 'current_viewers', data=new_df1, kind='reg', size=8)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 16,
"text": [
"<seaborn.axisgrid.JointGrid at 0x8684570>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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xjEmWSJC5odAkIiJSgBzHYSAQJZG0FZgKhEKTiIhIgUmmUgwEYjjOi9e3knxS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\naBIRERGJQaFJREREJAaFJhEREZEY/j/2gaLMk701lwAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x88a90d0>"
]
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sns.jointplot('followers', 'current_viewers', data=new_df1, kind='reg', size=8)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 17,
"text": [
"<seaborn.axisgrid.JointGrid at 0x104b1df0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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g0CQiIiKSA4UmERERkRwoNImIiIjkQKFJREREJAcKTSIiIiI5UGgSERERyYFC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\nKDSJiIiI5OH/B8B5t8lzxUDRAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x8711370>"
]
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sns.set_style('whitegrid')\n",
"colors = ['#e31837', '#15317e', '#724c9f', '#000000', '#787775', '#f2552c', '#60223b']\n",
"g = sns.lmplot('followers', 'current_viewers', data=new_df1, hue='team', ci=None, size=10, scatter_kws={'s':100},\n",
" palette=colors)\n",
"g.set(ylim=(0,22500))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 18,
"text": [
"<seaborn.axisgrid.FacetGrid at 0x10433b50>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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RgISEBIYMGWJ5DJG/Eti5m+y7xpUtfk5//D5CtSKzAUDAHyi7dns0+UTCQ8WE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ngtj57IlRcXJ1tmjW3FF7WKZWjMGenypYusW7fWdJFVrHhx/Pw6YGNj+Yuij8nrpnVipEhKWRX8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\ngg==\n",
"text": [
"<matplotlib.figure.Figure at 0x106fc090>"
]
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sns.set_style('whitegrid')\n",
"g1 = sns.lmplot('count', 'current_viewers', data=new_df1, hue='team', ci=None, size=10, palette=colors, scatter_kws={'s':100})\n",
"g1.set(ylim=(0,22500))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 19,
"text": [
"<seaborn.axisgrid.FacetGrid at 0x855ad10>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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iA/X2mijVXhPSOIJPvUBw+d8AcB7QEn/+LByeFJNTiUhzUpkQEbEBb05m7WvN\nTUhjCK3fTNH4eQAYbjf+ZbNxtfKbnEpEmpvKhIiIDcSf5gQqE7L/IrsLKRg+AapCAJRefTGpPY4w\nOZWImEFlQkTEBurtgq0hbNkPRnWYglGTiXz3AwDeIedTeWofk1OJiFlUJkREbKDuykSgWDMT0nAl\ndywm9OYHAHiOOZKcGWNNTiQiZlKZEBGxAV/dlYniEhOTSDIL/u0lAvlPAuBs3QJ//mwNXIvYnMqE\niIgN1B3A1i7Y0hChjZ9SdPOc2EGKG3/+LFytW5gbSkRMpzIhImID9QawNTMhv1KkoJiCYeOhsgqA\nnBk3kXpMN5NTiUgiUJkQEbGB1Ix0XCluAIKamZBfwQiHKbxqCpHt3wPgHXwO3iHnmZxKRBKFyoSI\niA04HI7ajeu0MiG/RsnMe6n673sAeHp0JWfWOBwOh8mpRCRRqEyIiNhEfG5C+0zIvir/v38RuO8J\nAJwt8/A/MBtHqsfkVCKSSFQmRERsIj43oZUJ2RehTZ9RNHZm7MDtwn//LFwHtjI3lIgkHJUJERGb\niG9cp30mZG8ihSUUDBuPER+4nn4jqcceZXIqEUlEKhMiIjbhq1mZqCgLEAmHTU4jicqIRCgcfSuR\nb74DIOPiM/Fe+UeTU4lIolKZEBGxibp7TQRLtDohP610zn1UrX4HgJTuh5E75xYNXIvIz1KZEBGx\nifp7TahMyI+VP/cKZYsfBcDpz8W/bA6OtFSTU4lIIlOZEBGxifjMBOiJTvJj1Zs/p+iGGbEDl4u8\n+2fg/k1rc0OJSMJTmRARsQlfjnbBlp8WLS5l97AJGBWVAGRPvY60PkebnEpEkoHKhIiITWhlQn6K\nEYlQeM1UIl9tByDjwtPxjRhocioRSRYqEyIiNlF3ZiKgMiE1Sv+cT+WrbwKQckQncueN18C1iOwz\nlQkREZuof5uTBrAFKl78D2ULHwLAmZuNf/lcHOlp5oYSkaSiMiEiYhP1VyZKTEwiiaD6060UXn9H\n7MDpJO/+mbjbHmhuKBFJOioTIiI2kebLwOlyAZqZsLtoaYCCYbdgBMsByL51DGl9e5qcSkSSkcqE\niIhNOBwOvNmxjetUJuzLiEYpHDOV8JfbAEg//1R8fxpkcioRSVYqEyIiNhJ/opMGsO2rdP4yKv+9\nBoCUroeSe+ckDVyLSIOpTIiI2IgvJxuAcg1g21LFP1dTdtcyAJy5WfiXz8WZoYFrEWk4lQkRERvx\n5tTc5qTA2B5ZAAAgAElEQVRN62yn+rOvKLz29tiB00ne0jtwtzvI1EwikvxUJkREbCT+RKfy0gDR\nSMTkNNJcomVBCoaOxwjEBq6zJl5FWr/eJqcSEStQmRARsZH4XhOGYVBeFjQ5jTQHIxql8NpphL/4\nGoD0s08m85ohJqcSEatQmRARsZG6e03oiU72UHb3Q1S+vBoAd5eO5C6YrIFrEWk0KhMiIjYSn5kA\nbVxnBxX//i+ld+YD4MjOpMXyOTi9GSanEhErUZkQEbERrUzYR/UX31B4zVQwDHA4yFsyDXeHtmbH\nEhGLUZkQEbGR+D4TAEE9HtayooEgBcPGY9TMxWSN/xPpJ/cxOZWIWJHKhIiIjdQrE1qZsCTDMCi6\n/g7CW7YCkH7G78m87gqTU4mIValMiIjYiK9OmQhorwlLKrvnESpWvgaAu1MHchfeqoFrEWkyKhMi\nIjbi08qEpVW++ialc+4DwJHpje1w7fOanEpErExlQkTERtJ8XhzO2Ld+zUxYS3jrNgquvm3PwPW9\n00np2M7sWCJicSoTIiI24nQ68WbHHg+rlQnriAbL2T1sAkZNQcwaN5L0U443OZWI2IHKhIiIzdSW\nCc1MWIJhGBTdOJPwJ18AkPaHE8m84UpzQ4mIbahMiIjYTPyJToEibVpnBYF7H6Pi+VUAuDu2J++e\nqbW3somINDV9txERsZn4xnWamUh+la+9TcmspQA4fBn4H5yLM1MD1yLSfFQmRERsJr4yESwpIxqN\nmpxGGir89bcUjL4Vav4b5i2+nZRDDzY3lIjYjsqEiIjN+GpWJoxolMpA0OQ00hDR8orYDtc1Q/SZ\nNw0n/Q8nmpxKROxIZUJExGa8uXU2rtMTnZKOYRgU3TSL6o8/ByBtwPFkjR1ucioRsSuVCRERm4mv\nTAAEizU3kWwCf3mCimf/DYC7YzvyFk/TwLWImEbffUREbMZbdxdsPR42qVSufoeSO5YA4PBm4F82\nF2eWz+RUImJnKhMiIjYT32cCtHFdMglv+47Cq+oMXC+8lZTOHUxOJSJ2pzIhImIzWplIPtHySgqG\nTSBaszdI5vVXkn5mf5NTiYioTIiI2I63zsxEoEhlItEZhkHxzbOp/mgLAGknHUfWzSNNTiUiEqMy\nISJiMz6tTCSVQP5TlD/zMgCug9uQt2QaDpfL5FQiIjEqEyIiNpNRZ2BXj4ZNbJVr1lEy/R4AHBnp\ntHhwLs46ZVBExGwqEyIiNuN0uWoLhVYmEld4+/cUjpoMkQgAuQsmk9Klo8mpRETqU5kQEbEhX042\noH0mEpVRUUnB8AlEC4sByBwzhIxzTjE5lYjIj6lMiIjYUPyJTlqZSDyGYVA0fh7VH34CQGq/3mRN\nuMrkVCIiP01lQkTEhuJ7TWificQTfPBvlP91JQCudgfhXzpdA9cikrCavExs2LCBIUOGAPDxxx9z\n4oknMmTIEIYMGcJLL70EwNNPP80f//hHLr74Yl577TUAKisrufbaa7n00ksZNWoUhYWFAKxfv56B\nAwcyaNAgFi9e3NTxRUQsqe7KhGEYJqeRuKo3P6B46t0AONJS8S+fizM32+RUIiI/z92UHzw/P5/n\nnnsOr9cLwKZNmxg6dChDhw6tfc+uXbt49NFHeeaZZ6iqqmLQoEH06dOHFStW0LlzZ8aMGcPKlStZ\nunQpkydPZurUqSxevJi2bdsyatQoNm/ezGGHHdaUX4aIiOXEy0QkHKEyWEG6L8PkRBL+bicFoyZB\nuGbg+q7JeLoeanIqEZFf1qQrE+3bt2fx4sW1P/X66KOPeO2117jsssuYPHkywWCQDz/8kB49epCS\nkoLP56N9+/Z8+umnvP/++5x44okAnHDCCbz55psEAgGqq6tp27YtAH379mXt2rVN+SWIiFiSr87G\ndcHiEhOTCIBRWUXBiAlEdxcB4LtqMBnnn2pyKhGRvWvSMnHqqafiqnOfZ/fu3Rk/fjyPPfYYbdu2\nZfHixQSDQTIzM2vf4/V6CQQCBAKB2hUNr9dLWVkZwWAQn89X771lZXoSiYjIr7Hl3Q1sfuv92uOn\n597Llnc3mJjI3gzDoGjynVR/8DEAqSf0JHvy1SanEhHZN016m9P/GjBgQG1xGDBgAHfccQfHHHMM\nwWCw9j3xcuHz+WrPB4NBsrKy8Hq99d4bCATIytr75j3r1q1r5K/EXnT9Gk7XruF07Rrul67dhpdW\n88nr71BZtud76Zb3P+KrTz6nS79edD/9xOaImLDM+HOXvvINsp54HoBIqzy2XXUR32xIvnKnv7MN\np2vXMEcffbTZEYRmLhMjRoxg8uTJdOvWjbVr13LEEUfQrVs3FixYQCgUoqqqii+++IJOnTrRo0cP\nVq9eTbdu3Vi9ejU9e/bE5/ORkpLCtm3baNOmDWvWrGHMmDF7/bz6w9Zw69at0/VrIF27htO1a7hf\nunZb3t3Atnc/wpuRgSMcJb6u60lx483IYNu7H9H3tJPo1LN78wVOIGb8uat6ZwO78v8WO0hL5cDH\nFtD+yM7NmqEx6O9sw+naSbJrljLhcDgAmDZtGtOmTcPtdtOqVSumT5+O1+vl8ssvZ/DgwUSjUcaO\nHYvH42HQoEGMHz+ewYMH4/F4mD9/fu3HGDduHJFIhL59+9KtW7fm+BJERJLe2y+uqn3tdO+5BTUS\nida+fueFV21bJppb5PtdFIycBNVhAHL/PAFPEhYJEbG3Ji8Tbdq04cknnwSgS5curFix4kfvueii\ni7jooovqnUtLS2PhwoU/em/37t156qmnmiasiIiFfbPps9rXdefZojVPDwL4etOWZs1kV0ZViIKR\nk4juLADAN/ISvBeebnIqEZFfT5vWiYjYkNO159t/NBL5hXdKUyi+dQGh9zYCkNqnB9m37v2WXRGR\nRKQyISJiE+3q7FngrLsyUadMtO/aqVkz2VHgsWcJPvp/ALgOak3eX2bgSGnWEUYRkUajMiEiYhO9\nzzy59rXD4cDhjP0voO7MRK+zTmr2XHZS9d5GiifdGTtI9eBfNgdXizxzQ4mI7AeVCRERm+h0THeO\nv2DPffnxuYn4ysTxF5yu4esmFNlZUH/geu4teI46zORUIiL7R+uqIiI2csoVF9Ku66G888Kr7Pji\na8LV1bhT3Ay69ToViSZkhKopGDGR6Pe7APAOvRDvxWeZnEpEZP+pTIiI2Eynnt3p1LM7O778mo/X\nvIfb41GRaGLFU+8m9O6HAHh6H0XOtBtMTiQi0jh0m5OIiE15s7MACJaUYhiGyWmsK7jieYIP/R0A\n14Et8efP1MC1iFiGyoSIiE35cmJlIhyqJlRRaXIaawp9sImiCfNiB54U8h6Yjaul39xQIiKNSGVC\nRMSmvDVlAiBQXGpiEmuK7CqgYPgECFUDkDv7ZlJ7HGFyKhGRxqUyISJiU746ZSJYojLRmIzqMAWj\nphDZUTNwffn5eAefY3IqEZHGpzIhImJT8ZkJgGBxmYlJrKdk2iJCb30AgOeYI8m5Y6zJiUREmobK\nhIiITXm1MtEkgn99icCypwFwtm6BP382Dk+KyalERJqGyoSIiE15czJrXweKSkxMYh2hDZ9QdMuc\n2EGKG/8Ds3G1bmFuKBGRJqQyISJiU/Vuc9LKxH6L7C6KDVxXVgGQM3McqT2PNDmViEjTUpkQEbGp\negPYmpnYL0Y4TOFVU4h8+z0A3kvPxTfkPJNTiYg0PZUJERGbysiqc5uTVib2S8mMJVStWQeAp0dX\ncmbeZHIiEZHmoTIhImJTKakeUjPSAQhqn4kGK3/mZQJ/WQGAs2Ue/gdm40j1mJxKRKR5qEyIiNhY\n/FYnzUw0TGjjpxTdNCt24Hbhz5+F68BW5oYSEWlGKhMiIjYWfzysZiZ+vUhBMQXDxmPEB67vuJHU\n3keZnEpEpHmpTIiI2Fj8iU5amfh1jHCYwqtvJbI9NnCdcclZeK/4o8mpRESan8qEiIiNxfea0MzE\nr1MyeylVq98FIKX7YeTOvhmHw2FyKhGR5qcyISJiY/GViVBlFaGa23Xkl5X/498E7n0cAKc/F/+y\nOTjSUk1OJSJiDpUJEREb89bba0KrE3sT+vgzim6cGTtwufDfPxP3b1qbG0pExEQqEyIiNuarswu2\n9pr4ZdGiEgqGTcCoqAQg+/brSO3Tw+RUIiLmUpkQEbExrUzsGyMSoeDqqUS+/haAjAtPxzd8oMmp\nRETMpzIhImJj3uw9u2CrTPy80rn3U/XaWwCkHNmZ3HnjNXAtIoLKhIiIrflys2tfB0u018RPKX/h\nVcrueRgAZ15ObOA6Pc3kVCIiiUFlQkTExrzZus3pl1R/+iVF198RO3C5yLt/Ju62B5obSkQkgbjN\nDiAiIuapOzOhAez6oiVlFAy9BaO8AoDioYNZ/Mb3bHzgAQCO7Hwg5516BMf2aG9mTBERU6lMiIjY\nmGYmfpoRjVJ4zVTCW7cD8F2Po5n8hQsc22vfs27jdtZt3M7FZ3dnxCXHmhVVRMRUus1JRMTGPGmp\neGo2XFOZ2KP0zgeoXLUWgFCH9kzLPBx+ZuD6qec38NYHXzdnPBGRhKEyISJic/FbnQIqEwBUvPQ6\nZQuWA+DMzWJFv7MJuX55If8f//qoOaKJiCQclQkREZuLD2EHNTNB9ZatFF47LXbgdJK39A7Wfl+5\n19/34Sc7mjiZiEhiUpkQEbE5b05sbsLutzk5ghUUDBuPESwHIHvy1aT1621yKhGRxKYyISJic3tW\nJuy7z4QRjZI9/2HCX3wDQPo5J+MbfSkQe2rT3nTrosfFiog9qUyIiNicLye2cV1VeQXVVSGT05ij\nbMFyUt/ZCEDKYR3JXTCldofr8049Yq+//9x9eI+IiBWpTIiI2Fz8NieA8lL7rU5UvLya0jtje0c4\nsjPxL5+LMyO99teP7dGei8/u/rO//+Kzu3Ps77TXhIjYk/aZEBGxuXob1xWXkt3Sb2Ka5lX9+de1\nA9eGw0GLe6fjPrjNj9434pJjOaLzgfzjXx/VDlt363Ig5556hIqEiNiayoSIiM35sveUCTs90Sla\nFoztcF0WBCAw5GzannTcz77/2N+1V3EQEfkfus1JRMTm6q1MFNmjTBjRKIXXTSf8eWyzufQz+1N+\n0akmpxIRST4qEyIiNue14cpE2aKHqfzn6wC4O3Ug9+4pP7vDtYiI/DyVCRERm6s7gG2HvSYqVq2l\ndN79ADiyfPgfnIvT5zU5lYhIclKZEBGxuXorExYvE+Gt2yi8+jYwDHA4yFsyjZRD2pkdS0QkaalM\niIjYnC+n7m1O1n00bDRYzu6h4zFKAwBk3TyS9FOONzmViEhyU5kQEbE5T3oabo8HiD0a1ooMw6Do\nhhmEP/0SgLTT+pF5/ZXmhhIRsQCVCRERm3M4HPhq5iasOoBdtuRRKl54FQD3b9uTt+g2HE79L1BE\nZH/pO6mIiNTOTVhxZqLyP29ROmspAA5fBv4H5+HM1MC1iEhjUJkQEZHavSasNjMR/vpbCuID10De\n4ttJ+a02nhMRaSwqEyIiUrsyESguMTlJ44mWV8R2uK5Zbcm8aTjpfzjR5FQiItaiMiEiIrV7TVQG\nyglXh01Os/8Mw6Bo7EyqN38BQNqpfckaO9zkVCIi1qMyISIi9faaKLfArU6B+56g4h+vAODu2I68\ne27XwLWISBPQd1YREfmfvSaSewi7cvU7lMxYAoDDm4F/+VycWT6TU4mIWJPKhIiI1A5gAwSKkndu\nIvzNdxReNQWiUQDyFt1GSqcOJqcSEbEulQkREam/MlGanLc5RcsrKRg+gWhRzcD1DUNJP+P35oYS\nEbE4lQkREak3M5GMe00YhkHxzbOp/mgLAGkn9yFr3AiTU4mIWJ/KhIiI1LvNKRn3mgjkP0X5My8D\n4O7Qhrwl03C4XCanEhGxPpUJERGpXyaSbGWics06SqbfA4AjIz02cJ2daXIqERF7UJkQEZF6tzkl\n08Z14W07KBw1GSIRAHIX3kpKl44mpxIRsQ+VCRERIc2bjssduy0oWVYmjIqagevCYgAyx1xOxlkn\nmZxKRMRe3GYHEJGmFd68jvDafxL56hMAXAd3wd3nNNyHHW1yMkkkDocDb3YWpQVFBJJgZsIwDIrG\nz6N646cApPbrTdaEP5mcSkTEflQmRCws9NLjVL/+XL1zkc8+JPLZh0T7nYPn9EtNSiaJyJsTKxPJ\nsDIRXP5Xyv+6EgBXu4PwL52ugWsRERPoNicRiwpvXvejIlFX9evPEf7k/WZMJIkuPjeR6DtgV619\nn+KpCwFwpKfhf3Auztxsk1OJiNiTyoSIRYXX/rNR3iP24cutKRMJvDIR/vYHCuoOXN81Gc/hh5qc\nSkTEvlQmRCwqPiPxi+/ZurkZkkiyiK9MlJcGiNb8Yz2RGJVVFIyYSLSgCADf6EvJOG+AyalEROxN\nZUJERID6e02UlwZMTPJjhmFQNPHPVK//GIDUE3qSPWm0yalERERlQsSiXAd32ft7OhzWDEkkWXjr\nbPQWSLBbnYKPPEP5ky8A4GpzAHlLZ+Bw6xkiInZkGAb/fXer2TGkhsqEiEW5+5zWKO8R+/DV2wU7\ncTauq3p7PcVT7gLAkZaK/8F5uPw5JqcSETO8u2Ebf/zTw1zwp4fMjiI19GMdEYtyH3Y00X7n/OwT\nnVL6nYO7S49mTiWJrP4u2Imx10Tk+12xgetwzcD1/El4juhkcioRaW6btnzPnHtf5eXVn5odRf6H\nyoSIhXlOvxRnh8Nim9bVDFu7OhwW27RORUL+R92ZiUR4PKxRFYoNXO8sAMA38hIyLviDyalEpDl9\n+U0B8+77D8/8c2O986eeoB8qJAqVCRGLc3fpoeIg+6TuykQiPB62eMpdhNZ9BEBqnx5k3zbG5EQi\n0ly+/b6E+fmvseK59UQi0drzx/c8mEnXnMIx3duamG7vSkpKeOeddxgwwPpPnNtrmQiFQnz55Zd0\n6dKF5557js2bNzN06FBatWrVHPlERKSZxPeZAPNXJgKPPkvwsWcBcB3Umry/zNTAtYgN7CoMsGj5\nGzz413cJVe95RPXvuv6GSWNO5sReh+BwOExMuG8++eQT/vvf/6pMAIwbN45DDjmEqqoqFi9ezLnn\nnsuECRNYvnx5c+QTEZFmUu82JxNnJqre20jx5DtjB6ke/Mvn4mqRa1oeEWl6JWUVLH10Lfc9/hbl\nFaHa8106tmL86JM4o3+XpCgRccuWLWPz5s0cfPDBrFq1CoAuXbowZcoUtm/fzvTp0wmFQgSDQe6+\n+262b99Ofn4+DoeDoqIiLrroIl555RUKCgpYvnw5OTmJ+9CJvT7Nafv27dxwww28/PLLXHjhhVxz\nzTWUlCTOUz5ERKRxpPu8OF0uAAImrUxEfthNwYiJUB0GIHfeBDzd9/6YYxFJTsGKEIseeoNjzl7I\nXQ+sri0S7dvksuSOC/jPk6M586TDkqpIAIwYMYKTTjqJl19+mfnz5/PYY48RjUZ54403+Oqrr7j+\n+ut56KGHGDBgAK+99hoOh4NgMEh+fj7nnHMOGzZsID8/n2OOOYb33nvP7C/nF+11ZSIajVJYWMiq\nVatYtGgRO3fupLKysjmyiYhIM3I4HGRkZxIoLDZlZsIIVVMwciLRH3YD4Bt+Ed6BZzR7DhFpeqHq\nMI8+s44Fy1azc/eeTTIPaJnJTSP7MfjcHqSkuExM2Di2bt3KuHHjACgvL6dz5850796d/Px8PB4P\nP/zwA/369QPg0EMPBSAzM5MOHTrUvg6FQj/9wRPEXsvE8OHDGThwIP3796dz58784Q9/4LrrrmuO\nbCIi0sx8tWWi+Vegi29bQOjd2BNbPL2PInvq9c2eQUSaVjgc4W8rP+TO+1/jm++Ka8/n5WRw7ZV9\nGTawF+lpKSYmbBwOh4NoNErHjh1ZtGgRubm5vPDCC3Ts2JF77rmHq6++mq5duzJ58mQMw6j9PRDb\nlC9+LhnstUx8/vnnvPLKK7XHK1euxOVK/qYoIiI/Fp+baO59JoIrnif48DMAuA5siT9/Jo4UDVyL\nWEU0GuXFVzcz595X+eyr3bXnfd5URl92HFddehyZvjQTEzaudu3a8f7773Puuedy7bXXEg6HadGi\nBfPmzePUU0/lpptuol27drRv357du2PXI14mHA5HUt3Wtdfv1K+++irXX389TmdsvEJFQkTEuuKP\nh23OpzmFPthE0YR5sQNPCv5lc3C19Dfb5xeRpmMYBv9Z+zmzlqziw0921J5PS3UzbGAvrr2yL/5c\nr4kJm0br1q158cUXARg1alS9Xzv33HM599xzf/R7evXqBcD5559fe27MmMR/JPZey0ROTg6nn346\nhx9+OGlpexrj7NmzmzSYiIg0v/jKRHlJGdFotPYHSU0lsquAguETIFQNQO6cW/D8rmuTfk4RaR5v\nvf81s5as4q0Pvq4953Y7ufS8Howd0Y8DW2X9wu+WZLHXMhFvR3Xv40qmpRcREdl33uxMIPa9vqIs\nUG8ju8ZmVIcpGDmZyI5dsc99xQV4B53dZJ9PRJrHh5u/Y/a9r7JqzWe15xwOBxee0Y2b//R7Dm6T\nZ2I6aWx7LRMXXHAB27Zt4/PPP6dv3758//33tG2b2LsOiohIw/hys2tfB4vLmrRMlExbSOjt9QB4\njjmSnOk3NtnnEpGm99nWXcy97z889+9N9c6f0f8wxo/uz2G/bW1SMmlKey0TL774Ivfddx8VFRWs\nWLGCQYMGMW7cOM4777zmyCciIs2obnkIlJTSit80yecJPv0igWV/BcB5QEv8+bNxeJL/CS4idvTN\nd0Xc+ZfXePrFDUSje55C1O/Yjky65mR+17Vpvo9IYthrmcjPz2fFihVcdtlltGzZkmeeeYYrr7xS\nZUJExIK8OZm1r5tqr4nQhk8oumVu7CDFjf+B2bhat2iSzyUiTeeH3WXcvWw1j/x9HdXhSO35nt3a\nMumak+l7TAcT00lz2WuZcDqd+Hy+2uNWrVrpiU4iIhblq7My0RRlIrK7iIJh46EqtglTzqxxpB59\nRKN/HhFpOkUl5Sx5ZA35K96morK69nzXTgcw6ZqTOaXvoUkxX2tUVFL56ptUvfk+RmUIV/vfkH7m\n70k5pJ3Z0ZLKXsvEoYceyqOPPkp1dTWbN2/miSeeoEuXLs2RTUREmln8aU4AgUYuE0Y4TOFVU4h8\n90Psc112Hr7LtMotkiwC5VXkP/EWSx5ZS2mgsvb8Ie38TBh9EucMOLzJnwDXWMJfbado0p1EC/Zs\nnMfGT6l44VUyLjqdzBEXN1uWZ555hq1bt3LTTTc12+dsTHstE1OnTuXee+8lNTWVSZMmceyxxzJ+\n/PjmyCYiIs2s7sxEY+81UXLHYqrWrAPAc/QR5MwY26gfX0SaRmVVNY/8/T3uXvYGu4uCted/c0A2\nN43sxyVnH4XbnTx3rRiVVT8uEnWU//Ul3Ae2Iv3M/s2SJxlWcX7JXsvEE088wfnnn8+4ceOaI4+I\niJio7spEY97mVP73fxK4/0kAnK38+B+YjSPV02gfX0QaXzgc4cnn13Pn/a/x3Q97vh+0yPVyw/AT\nuPyPPUlLTb4HJ1S++ubPFom44N/+SdoZv//V/9APBAJMmTKFsrIydu7cyeDBg1m5ciV+v5/S0lKW\nLFnCpEmT2LFjB6FQiNtuuw2A9evXM3z4cAoLCxk0aBADBw5kzZo1LFy4kNTUVHJycpg1axYff/wx\n+fn5eDwetm3bxplnnslVV13V4GvRGPZaJqLRKLfffju7du3ihBNOoH///vTq1Qu3e6+/VUREkkxG\npheHw4FhGI1WJkIbP6VoXM1Gp24X/vxZuA5o2SgfW0QaXzQa5R//3sTcpf/hy28Kas9n+dK45vI+\njBx8LL6MVBMT7p+qte/v9T2R734g8tV23B1+3XYI33zzDWeeeSYDBgxg586dXHbZZbRu3ZqzzjqL\nU045hYceeoi2bduyYMECvv76a1577TWysrJISUlh2bJlfPvtt4waNYqBAwdy2223sWLFClq1asUj\njzzCvffeS//+/dmxYwfPP/88VVVVnHDCCYlfJkaNGsWoUaMIBAI8//zzTJgwgWAwyLp165ojn4iI\nNCOny0VGlo9gSRnBkrL9/niRgmIKho3HqKwCIGfGWFJ7dd/vjysijc8wDP79xhZmLVnFx5/9UHs+\nPS2FkYN6c83lx5ObnWFiwsZhhKr3/qZf8b66/H4/Dz/8MP/617/w+XyEw2EAOnSIPdlq69atnHji\niQC0b9+eK664gv/7v//j8MMPB6BFixZUVFRQWFiIz+ejVatWAPTs2ZMFCxbQv39/OnXqhNPpJD09\nnbS0tF+dsbHttUysXLmS9957j3fffReXy8Xpp59O7969myObiIiYwJuTTbCkbL8HsI1wmMLRU4hs\n/x6AjEFn4738gsaIKCKNbM17W5m5eBXvfbit9lyK28UVF/bk+mEn0LpF5i/87uTiPvg3hDZs/sX3\nODwpuA5s9as/9oMPPshRRx3FoEGDeOutt3j99ddjH6/mdqmOHTuyceNGTj75ZLZt28aiRYvo06fP\nj26nysvLIxAIsGvXLlq2bMk777xTW0gSbcZir2Vi9uzZRKNRLr/8cgYMGMAhhxzSHLlERMQkvpxM\ndn69/wPYJbOWUvXGewCkHHU4ubPGJdz/BEXs7oNN3zJrySpef+uL2nNOp4OLzzqKm0b1o91BuSam\naxrpZ/ye8n+88ovvST2xF84s3y++56f079+fGTNm8Morr/Db3/6WjIwMqqura7/3XXLJJUycOJEh\nQ4YQjUaZNGkSW7Zsqfe9Mf56xowZXHvttTgcDrKzs5kzZ86P3psI9lom3njjDb744gvefvttFi5c\nyNdff03Hjh2ZP39+c+QTEZFmFn+i0/7MTJQ/+28CSx8HwNkiNzZwnZa891iLWM3mz39gztJXeek/\nn9Q7f86Aroy/qj+HdrDuXJP74DZ4B51FcMULP/nrrlZ+fEP/2KCP3bt3b55//vmf/XWPx/Ojf0N3\n7advTQIAACAASURBVNq19nVqaiqrVq0C4LjjjuO4446r995evXrRq1ev2uP//ve/DcrZmPZpijoa\njRIOh6mqqqKioiIh7s8SEZGmEX+iU7CkDMMwfvVPwUKbPqNo7MzYgduF//5ZuH/TurFjikgDbN1W\nyJ//8h/+/tJGDMOoPX/y8f/P3n2HN1V/Dxx/ZzRd6S67zLJBkCl7tQ4ERfiKDEUQEWU5EIRWECdL\nwJ/sIYgMWcpwMJSyZW9EBGSWDd1pm2bd3x+xoZXRQdt0nNfz+Jic3Nx7Gjpy8rnnniqEDWxHnRql\nnZhd3tH3eRFNyeIk/bABS+R1AFSuLri2bIz+tf+hCfR3coYFR4bFRMuWLSldujStW7dmyJAh1KxZ\nM98trwghhMg5qSsTNquVZEMiHl6ZX+q3xcTZG66T7QOtfMa8jWvTermSpxAi867fimfKN9tZuvYw\nFovNEW9Srzzhg0NoUq+8E7NzDvdnWuH+TCssl67aJ2CXLo7ay9PZaRU4GRYT69atw9XVlcjISKpW\nrUpycjIeHgW/k18IIcT9/XfWRGaLCcVqJWrAR1gvXwPAo+uz6F9/KVdyFEJkTlRMItMW7mLByv0Y\nUyyOeJ3qpQgfHErbpsFF/kNibfkyzk6hQMuwmDh9+jQfffQRVquVZcuW8fzzzzNp0iRatmyZF/kJ\nIYTIY54+d6/akhgbT7GymTvtIX78HFK27wPA5bFq+E34oMi/SRHCWRIMRmYv3cOsJXswJKY44lUq\nBDJyUAgd29WQn0+RIzIsJiZPnszSpUvp378/JUqUYMmSJQwdOlSKCSGEKKT0aVcmMjlrIunnCBKm\nLwJA7e9LwPzxqNylv06IvJZsNPPtqv1M/XYX0bFJjnjZUr4Mf6stL7Z/DK1W48QMRWGTqQnYqQMz\nAKpUqSKVrBBCFGKevj6O25mZNWH++xwx735uv6PR4D/3C7RlS+VWekKI+zCbrSxdd5gp87Zz4/bd\nDwGKBegZ2q8Vr3RugKsuU9fdKTKSjWYi/jjL7kMXSUmxUD7Ij44hNalULsDZqRUoGX5XlSpVii1b\ntgAQHx/P0qVLKV26aHT6CyFEUaT3TXOaUwazJmyx8dx5bQRKUjIAPh8Nwa15g1zNTwhxl9VqY/XG\nE0ycs5VLV2IccV9vdwb3ac7r3Z7A013nxAzzpwuR0YRN+JWomLurN8f/vs7Pm//ipY51eaNHkxw5\njslkYtSoUVy+fBmtVsuoUaOoXr16juw7v8iwmPjkk0/44osvuH79OqGhoTRp0oRPP/00L3ITQgjh\nBP9twH4QxWoletAYrBevAODR5Wn0b3TL9fyEEKAoChu2/c34mVv4+9wtR9zDXcdbLzdhQK9m+Hi5\nOzHD/MuYYr6nkEhr5S/HKFXcm44hNR/5WKtWrcLNzY3ly5dz4cIF3n//fVavXv3I+81PMiwmAgMD\n+eqrr/IiFyGEEPlA6qVh4eErE/GTvsG4ZQ8ALrWr4vtlmJwGK0QuUxSF7fvOM25GBEdOXnXEXXVa\n+nRtxNuvtaCYf9YnNxclEX/888BCItWq9cfokI0mdaPRSFhYGNevX8dkMqHX63n11VcBqFixIjdv\n3sRgMKDXF55/owcWE/3792fu3Lm0a9funsdUKpVjOp8QQojCxcP77h85Q8z9i4nk9dtI+L9vAVD7\neROwYDxqD2m4FiI3HTgWydgZm/nj4EVHTKNR0/P5egx9ozVlSvo8+MnCYfehCxluc+1GPBcio7Pc\nP7F8+XLKli3LV199xaVLl/j999/ZunUroaGhHD16lOjoaJKSkopGMfHZZ58BsHjxYoB0UxKFEHlj\n7+FLrP3tT06ctk/nfKxaKV54qjZN6he94UIi72i0Wty99CQnGO67MmE+c4Hot/893VWtxn/252gz\neflYIUTWnTxzg3EzIvht55l08S7PPMbwN9sQXD7QSZkVTCkma6a2M5kzt11aFy5coFWrVgCUL1+e\nPn368OWXX9KzZ0/q169PhQoV8PX1zfJ+87MHFhMlSpQAYMCAAXTq1ImOHTs6YkKI3PfN8r2s+PlY\nutihE1c4dOIK3Z6rS7/uOdMcJsT96H297MXEf3ombPEG+4TrRPspAj6jBuHWqrEzUhSi0Dt36Q4T\nZ29lzaY/08WfblWNEQPbUbtqSSdlVrBVCPLj2F/XHrqNi4uG0sW9H7rN/QQHB3PixAlCQkKIjIxk\n1KhR9OnTh7CwME6cOMHx48fR6QpXQ3yGPROTJk3i119/5dVXX6VkyZJ06tSJp59+Gk9PGTcuRG7Z\ne/jSPYVEWit+PkbtaqVoUk9WKETu8PTx5nbk9XRzJhSbjejBY7CcuwyAe6dQ9G/1dFaKQhRaV2/E\nMXneNpb9dBSr1eaIN29YgfBBoTSqW9aJ2RV8HdrVZN1vJx+6TesnKuHtlfVTN7t3705YWBi9evXC\nZrMxYsQIvvrqK+bMmYNOp+Pzzz/Pbtr5VobFRNWqValatSrvvfceBw8eZOzYsXz66accPXo0L/IT\nokha+9ufGW6z7rc/pZgQuSb1ik5p50zET5mP8fc/AHCpEYzflA+l4VqIHHQ72sDUBTv5dtWBdKfY\n1KtVhvDBIbRqXEl+5nJAxbL+9OhUj2Xrjtz38eIBevp2y96Kq06nY/Lkyeli3377bbb2VVBkWExY\nrVZ27tzJr7/+yoEDB2jZsiXh4eF5kZsQRVZqj8TDHP87422EyK7UKdiJcfEoioLxt50kTJ4PgMrX\nm4AFE1B7yGUnhcgJcQnJzFq8m9lL95KUbHLEqwcXJ2xQCM+0riZFRA7r+1JjShX3ZtWvx4i8FguA\nTqehVeNK9O3WWK6IlQUZFhOtW7emTp06dOrUiS+++KLQneclhBDiXqkrE1azBcOJ08QP/tj+gEpF\nwMxP0VYIcl5yQhQSickmVm44y5r3fyc2PtkRLx/kx4i32tH56dpoNGonZli4tW9TnfZtqnPxSjQp\nJguli3vjpZer0mVVhsXEzz//jJ+f330fGz16tOOqT0KInPNYtVIcOnHlodvUqV4qj7IRRVHaWRNX\n3/wQvcHecO0dNgC3ttL8L8SjSDFZWLL6EFPm7+B2lMERL1nMi/ffaE3PTvVxcdE4McOipUKQv7NT\nKNAyLCYeVEgAnDhxIkeTEULYvfBU7QyLiU5P1c6jbERRlHYKdsKlq+gB9w5t8Rrcy3lJCVHAWSxW\nflh/nC/nbCPyeqwj7u/rwduvteC1ro1xd3NxYoZCZF2GxYQQIu81qV+ebs/VfeAVnbo9V1ear0Wu\nSrsykaRSoa1aEb+vR8t520Jkg81m49ctpxg/cwtnL95xxPWerrzQrgKfDO8ip9eIAkuKCSHyqX7d\nm1C7WinW/fano9m6TvVSdHqqthQSIte5XLy7Mmb0cLNPuPb0cGJGQhQ8iqKwdfc/jJ0Rke6iGW6u\nWl7v9gRD+rTgwrlTUkg4iTnFwqlDVzl34gYWsxX/EnrqNK9AsdJZny9RlEkxIUQ+1qReeSkcRJ4z\nn7+Mdc4yx31Vj464VCrnxIyEKHj2Hr7E2BkR7D1yyRHTatW8/EJ93n+jNSWL2d+wXnBWgkXcnevx\nrJm9D0O80RG7ci6K47sv0bBtMC2fr+nE7B6sXbt2bNy4MdMXRLpz5w4zZsxgzJgxHDhwAG9vb6pV\nq5ajOUkxIYQQwsFmSCTqtRG4GZLA3f4nwlSquJOzEqLgOH7qGmNnRLBl9z+OmEql4sVn6zD8zTbS\n7JsPmE2WewqJtA5uPYdPoCd1mhX8D/MCAwMZM2YMAD/++CMdOnTI+2Li7NmzVKlSJV3s6NGjPP74\n4zRt2jRHkxFCCOE8iqIQ8+7nWM5cIO0JTYlpBtcJIe7vzPnbTJi9hZ83/5Uu/mzbGowc2I7qwVKU\n5xd/H7r6wEIi1aGt53isabks94kZjUbCwsK4fv06JpOJ8PBwli9fzpUrV7DZbPTp04dnn32WXr16\nUb16dc6ePYuHhwcNGzZk165dxMfHs2DBAjZv3szOnTuJiYkhJiaGIUOGEBoa6jjO9evX+eijjzAa\njbi5ufHZZ58RHR3NBx98wKpVq1i/fj07d+5k+PDhvPfee4wZM4Zdu3Zx6tQpoqKi2Lp1K19//TVg\nn9o9bdo0ihUrlvUXk4cUEwcPHsRmszF69Gg+//xzFEVBpVJhsVgYM2YMv/32GyNGjMjWQYUQQuQ/\nCdMXk/zrVgC8KpeHa1cB++A6IcT9Xb4Ww6Q521j56zFsNsURb90kmPBBIdSrVcaJ2Yn7OXfiRobb\nxN5JJOp6AoFZ7J9Yvnw5ZcuW5auvvuLSpUusX7+ewMBAJk2aRGJiIl26dHF8GF+3bl0+/PBD+vXr\nh7u7OwsWLGDkyJHs378flUqFzWZj4cKF3L59m27dutG2bVvHcSZMmECvXr1o1aoVe/bsYdKkSUya\nNIkXX3yRESNGcPXqVRYvXkx0dDQqlYpatWrRsmVLOnToQIsWLZgzZw7x8fHcvHkTf3//bBcS8JBi\nYvfu3Rw4cIBbt24xderUu0/QaunevXu2DyiEECL/MW7dS/y4WQCovDwp/u1E3P73BkZDkqxMCHEf\nN+8k8H/zd7Dox0OYLVZHvFHdsoQPCqF5w4pOzE48jMVszXijLGyX1oULF2jVqhUA5cuX59atWzRv\n3hwAT09PgoODiYyMBKBmTXtfhre3N5UrV3bcNpnsU9BTi45ixYrh5eVFTEyM4zhnzpxhzpw5zJs3\nDwAXF/slhbt3787MmTMZOHAgHh4eREdH3zfP559/nl9++YXIyEi6du2a5a8zrQcWE2+//TYAa9eu\n5YUXXnikgwghhMi/LBevEDVgNCj2T1X9p3+MS+XyePp424uJuAQnZyhE/hETl8T07/7gm+X7SDaa\nHfFaVUsSPiiE0BZV5BLK+VxAKW8i/4l66DYarRqfQM8s7zs4OJgTJ04QEhJCZGQkGzZswNXVldDQ\nUAwGA2fOnCEoKAggw++TEydO0L17d+7cuYPRaMTf/26/TXBwMH379qVevXqcOXOG48ePAzBx4kRe\nf/11Vq9eTUhISLpjqFQqrFZ7gdSlSxeGDRtGSkoKw4cPz/LXmVaGPRMNGzZkwoQJxMbGpouPGzfu\nkQ4shBDC+WxJyUT1HYHyb8HgPawf7k+1BOyD66Ku3sAgKxNCYEhMYe6yvcxY9AcJhhRHvFK5AEYO\naMfzT9ZErVY7MUORWY81LcfRnQ+/jlbVx0vj7pm5Kyal1b17d8LCwujVqxc2m4158+axdOlSevbs\nidFoZPDgwemKgoe5dOkSffr0wWAw8PHHH6NWqx3FwQcffMDHH3+MyWTCaDQyatQoNm/ezKVLl/jo\no494/PHHGT58OBMmTHA8p27dukyePJmyZctSqVIl9Ho99evXf+Tv2wyLiXfffZdGjRrRqFEjR0wq\nbiGEKPgURSFm6BeYT50DwO2pFni919fxuN7HC4DE2Din5CdEfmBMMfPdDwf5esFO7sQkOuJlSvow\nrH9runV8HK1W48QMRVYFlvKmcWgV9m8+e9/HvXzdad6herb2rdPpmDx5crrY+PHj79lu8eLFjttT\npkxx3A4PDwdgzZo1tGvXjr59+6Z7XkREBABly5Zl/vz59+w3tUn7iSeeYPny5QCO/3fr1o1u3bql\n2/7FF1/M3Bf2EBkWE1arVRqthRCiEDLMWkryus0AaIPL4T/tY1RpPqHy9LU3HhpiExwX4RCiqLBY\nrCz/+SiT5m7j2s27q3OBfp68168Vvbo0wM3VxYkZikfRvEN1fAI8OLT1HNG3DABoXTRUqVuK5h2q\n4+Xr7uQMc+/De6PRSM+ePWnatClly5Z95P1lWEw0aNCAiIgIWrZsmekBGUIIIfI34/Z9xH0xEwCV\n3oOABRNQe+vTbePpYy8mLCYTJmMKru4ypVcUfjabjXW/n2TCrK2cv3z3vHpvvRuDezenX48n0Hu4\nOjFDkVNqNylH7SbliLqRgNlkxTfQAzeP/PFet3Pnzrm2bzc3N1avXp1j+8uwmNi4cSNLlixJF1Op\nVJw6dSrHkhBCCJF3LJevET1gNNhsAPhPHYNL1XuvPJO6MgH2WRNSTIjCTFEUft95hrEzIvjr7E1H\n3MPNhX49nmBw7xb4ejv/02qR8wJKejk7hQItw2Ji165deZGHEEKIPGBLMhLVdwS2GPtpG17v9cW9\nfev7bqtPW0zExeMvk7BFIbXrwAXGzojg4PFIR8xFq6H3iw15p29LSgTKm00hHiTDYsJkMjF//nwu\nXLjAqFGjWLRoEf3795dTnoQQooBRFIWYYWMxn7Q3HbqFNMN7WL8Hbv/flQkhCpvDf15h7IwIduw7\n74ip1Sq6dXycYf3bULa0rxOzE6JgyLCY+OSTT/D39+fkyZNoNBouXbrEhx9+yJdffpkX+QkhhMgh\nhrnLSV7zGwDaikH4z/gkXcP1f6X2TAAYZNaEKERO/XOT8bO2sGHr3+niz4XWZOSAdlSpmP1pwKLg\nSE5OZsOGDWzbtg2j0UilSpX43//+R5UqVZydWoGSYTFx8uRJ1q5dy86dO/H09GTixIl07NgxL3IT\nQgiRQ4y7DhL32XQAVB7uBHw7EbXPw0/d0MvKhChkLkRG8+Wcrfy44QTKv0MaAUJbVCFsYAiPVS/l\nxOxEXjp37hyDBw/m9u3bjtjhw4f54YcfePXVVx3Dm7Nq9erVHDt2DI1Gw0cffZSl586dO5cmTZpQ\np06ddPHnnnuOn3/+OVv55IUMiwm1Wu0Y6w0QExMjQ1mEEKIAsUReJ/rNUfDv5FO/r0fjUq1Shs/z\nTFNsGGTWhCjArt+KZ8o321m69jAWi80Rb1KvPOGDQ2hSr7wTsxN5LXV4XNpCIq1FixYRFBREly5d\nsrxvlUqFt7c377//fpaf279//yw/Jz/IsJh49dVXee2117hz5w6ff/45mzdvZtCgQXmRmxBCiEek\nJBuJen0ktuhYALyG9MajY7tMPVd6JkRBFxWTyNSFu/h25X6MKRZHvE71UoQPDqVt02CZn1IEbdiw\n4YGFRKrFixfTuXPnbH1/XL16lW7durFixQo2bdrE7Nmz8fHxISAggBYtWlCmTBmWL1/uGFbXokUL\ndu3axciRI+nQoQMNGzZk+PDhxMTEUK5cOaz/fhCUX2VYTLRq1YpatWqxb98+bDYbs2fPpnr17E0F\nFEIIkXcURSFm+HjMJ04D4NqmCd4jMv/JV9qVicRY6ZkQBUeCwcisJXuYvXQPhsQUR7xKhUBGDmxH\nx5CaUkQUYdu2bctwm8jISM6dO0flypWzdQyVSoXFYmHcuHGsWbMGPz+/DE+dSv2eXL58OZUrV+bd\nd9/l/PnzvPnmm9nKIa9kWEz07NmTjRs3SjOKEEIUMIb5K0n6cSMAmvJlCJj5CSqNJtPPd3F1Refu\nhinZSGKcrEyI/C/ZaGbByv1MW7iL6NgkR7xcaV+GvdmWrs/WQaORU7WLupSUlIw3ysJ2DxIXF4ev\nry9+fn4ANG3a9L7bpe3fAbhw4QKtWrUCoFKlSvj7+z9SHrktw2KiRo0arF27ljp16uDmdndgUenS\npXM1MSGEENmXsvswcR9PBUDl7kbAgvGo/XyyvB9PH297MSGnOYl8zGS28P26I0yZt50bt++uohUP\n1DO0X2te6VwfnUuGb3lEEREcHMzBgwcfuo1OpyMoKCjbx1AUhYCAAJKTk7l9+zbFihXj+PHjNG7c\nGFdXV8dpVlevXiUuLn1PWnBwMIcPHyY0NJTLly8TExOT7TzyQoY/WceOHePYsWP3xLds2ZIrCQkh\nhHg0lqs3ier/4d2G668+RFcze6vLej9vYm7ckpUJkS9ZrTZWbzzBxDlbuXTl7hsuX293BvdpTr9u\nT+DhLnOxRHpdunRhxYoVD93mySefxMcn6x/ApEo9Zemzzz5j8ODBuLu7Y7VaeeKJJ6hduzZeXl68\n9NJLBAcHpytaVCoVPXr0ICwsjB49elCmTJlHyiMvZFhMjB49mrZt2+ZFLkIIIR6VyWxvuI6yv7HS\nD3gZj05PZnt3qbMmDNIzIfIRRVFYv/VvJszawt/nbjniHu463nqlKQNeaYqPl7sTMxT5WXBwMH37\n9mXBggX3fbxkyZLZvthQ586d6dy5s+N+48aNHYXL3LlzURQFjUbDzJkz73nuuHHjHLcnT56creM7\nQ4bFxJdffinFhBBCFACKouA9cznmY6cAcG3VCJ/wAY+0z9RZE7IyIfIDRVHYvu8842ZEcOTkVUfc\nVaelT9dGvP1aC4r5652YoSgoBg4cSJkyZVi8eDEXL14EwNXVldDQUAYNGkTx4sVz5biFsfE/w2Ki\nXLlyhIWFUbduXVxdXQH7C/HCCy/kenJCCCEyL/G7H3HfvBcATdlS+M/6HJX20c4TT72ikynZiDkl\nBZd//w4Ikdf2H7vMuBkR/HHwoiOm0ajp8fzjvP9GG8qUzN+ngoj8p1OnTnTq1Inz589jNBoJCgrC\n29s74ydmU0GdI5GRDP/K+Pr6oiiKo29CURQpJoQQIp9J2XeU2NFfAaBycyVgwQQ0/o/+5irtrAlD\nbAJ+JaSYEHnrzzM3GD8jgt92nnHEVCoVnZ+pzQdvtqVSuQAnZicKg0qVMh7iKR4sw2Ji/PjxeZGH\nEEKIbLJev0XUG+Fg+bfhenI4utpVc2TfqT0TYB9c51ciMEf2K0RGzl26w8TZW1mz6c908WdaV2PE\ngHbUqlrSSZkJIdLKsJho1+7eSakqlYqIiIhcSUgIIUTmKSkmovqFYbsdDUDiC+0I6vJ0ju0/3RRs\n6ZsQeeDqjTgmz9vGsp+OYrXaHPEWDSsSPjiEhnXKOjE7IcR/ZVhMLFq0yHHbYrGwefPmRx7iIYQQ\nImfEfjgZ0+GTALi2aMjN13L2FNR0pznFxD1kSyEeze1oA1MX7OTbVQcwma2OeP3aZQgbFELrJ4Kd\nmJ0ojMxmM6dP/8358+exWMz4+wdQu3ZtAgOLOTu1AiXDMZBBQUGO/ypUqEC/fv1kVUIIIfIBw+K1\nJC5dB4CmTEn8Z30GWZhwnRn6tCsT8XJ5WJHz4hKSGTcjgkbPfc2c7/c6CokalYvz3ZQebPjuDSkk\nRI6LiopiyeJFbNu6hcuXLnLt6lX+PHGc5cu+548/duXoscaOHcv169eZNm0ay5cvv+fxIUOGANCr\nVy/Onz+fo8fOCxmuTOzfv99xGStFUTh79myWViaOHTvGpEmTWLx4MZcuXWLkyJGo1WqqVKnCmDFj\nUKlUrFy5khUrVqDVahkwYABt2rTBaDQyfPhwoqOj8fT0ZPz48fj7+3P06FHGjh2LRqOhefPmDB48\nOPtfvRBCFFApB08Q++Ek+x03VwIWjEcT6AeXcvY46U5zkinYIgclJpuYv3wf0xbuIi7B6IiXD/Jj\nxFvt6Px0bTSaDD/zFCLLzGYzP61bS2Ki4b6PHzl8CB8fH2rXfixHjhceHg48+LKw06ZNc9wuiJeO\nzbCYmDZtGlFRUQQEBKBSqfDx8cl0U/a8efP46aef8PT0BOzDOIYOHUqjRo0YM2YMERER1K1bl8WL\nF7N69WpSUlLo0aMHzZo1Y9myZVSrVo3Bgwezfv16Zs2axYcffsiYMWOYPn06ZcuWpX///pw6dYoa\nNWo82qsghBAFiPXmHaL6hYHZAoDfhBHo6lTPlWPp0zZgx8nKhHh0KSYLS1YfYsr8HdyOuvtmrlRx\nb4b2a0XPTvVxccnZFTYh0jpz+vQDC4lURw4fplat2ll+c7969Wq2b99OSkoKly9fpl+/fqxZs4ZP\nPvkEgIiICDZu3EhsbCzvvPMObdu2pUWLFuzaZV8NURSFadOmUaxYMbp37865c+f4+OOPWbx4Mc89\n9xyNGjXi9OnTVKpUiYCAAA4ePIhOp2Pu3LloH/FS4NmVYckfGhqKTqdj8eLFjB07ljNnznDy5MlM\n7bx8+fJMnz4dRVEA+Ouvv2jUqBEArVq1Yvfu3Zw4cYL69evj4uKCXq+nfPnynD59msOHD9OqVSsA\nWrZsyZ49ezAYDJjNZsqWtTdftWjRgt27d2frCxdCiIJIMZmJeiMM2807AOhffwnPl57NtePJyoTI\nKRaLlWXrjtCs8zTCJq53FBL+vh58MvRp9q59m94vNpJCQuS68+fPZbhNXFwsUVFR2dq/wWBg9uzZ\nzJo1i7lz56YrSEqWLMnChQsJDw9n2bJl933+gwqYxMREnnvuOZYuXcrBgwepX78+S5YswWw2888/\n/2Qr15yQYQmzcuVKVq1aBdj7J9auXUvXrl3p3r17hjt/6qmnuHLliuN+alEB4OnpSUJCAgaDAS8v\nr3Rxg8GAwWBwrGikbpuYmIher0+3bWRkZCa+TCGEKBxiR0/BdOAEALom9fAZ83auHk/n5oqLqw5z\niglDrDRgi6yz2Wz8EnGK8bO28M/FO4643tOVgb2a8WbPJnjp3ZyYoShqLFZLprazZnK7tFQqleOM\nmZIlS2IymdI9XrNmTQACAgJITk7O8v5r1aoFgLe3N5UrV3bc/u9x8lKGxYTFYsHFxcVx38XFJdvn\nc6nVdxdCDAYD3t7e6PV6EhMTHfHExES8vLzSxRMTE/H29sbT0zPdtqn7yMihQ4eyla+wk9cv++S1\nyz557e7lvukPvBetAcAa6MvVQS8RefzYPdvl9Gun83DHnGLiRuTVQv/vUti/vtz039dOURQO/nmL\n79b+zbnLdwtRnYua59tVpOszVfDW6zhzOnNnOxRm8n2XPQ0aNMjW8wL8A7ia5sPu+9FotPj4ZG/w\n53/fJ6f9MD0z76F1Oh23b98GyPTZQGmPkdcyLCZCQ0Pp3bs3zz77LIqi8Ntvv9139kRm1KhRg/37\n99O4cWN27NhB06ZNqVOnDl999RUmk4mUlBTOnTtH1apVqV+/Pjt27KBOnTrs2LGDhg0botfrcXFx\nITIykqCgIP74449MNWBn95tN2H/ByeuXPfLaZZ+8dvdKOfwnt+fYV4lx1VFq8RTKP17znu1yguVT\nxgAAIABJREFU47VbUyyAxJg41LbC/ftUvu+y77+v3Z5DFxk7M4J9Ry87Ylqtml6dG/Bev1aULJbx\nB4FFhXzf5b1atR/j+H0+iEmrcpUquLm5Z2v//y0Y0t5/0O20sWeffZZ3332X/fv3U7t25vo2nNm4\nnWExMXz4cDZs2MDBgwfRarX07t2b0NDQLB0k9QscOXIko0ePxmw2ExwczDPPPINKpeLVV1+lZ8+e\n2Gw2hg4dik6no0ePHowYMYKePXui0+mYPHkyAJ988gnDhg3DarXSokUL6tSpk40vWwghCg7rrSii\n+4WByQyA3/gP0N2nkMgtqZeHlZ4JkZFjf11j7IwItu65e/62SqWia4c6DOvfhgpB/k7MTgi7gIAA\nGjRsxKGDB+77uN7Li6ZNm2Vr3507d3bcdnV1ZcuWLY77aT8ADw4OdsxyS22+Xrx4sePxH3744Z59\np93XihUrHLdnzJiRrVxzSqbavtu3b0/79u2zdYCgoCDHNXUrVKiQ7oVK1bVrV7p27Zou5ubmxtdf\nf33PtnXr1k33AgohRGGmmMxE9f8Q63X7krdnn//h2b1jnubg6WPva5MJ2OJBLl1LYMbyFfwS8Ve6\neId2NRgxoB3Vg4s7KTMh7q9p02b4ePtw5MhhYmKiAdBqtQRXrkLTps3S9eiKh3PONaSEEEJkSuwn\nX2PadxQAXaM6+H7ybp7n4OlnP2/YmJiMxWRGq3PJ4BmiqLh0NYZJc7ex6pej2NKcst2mSTBhg0Ko\nV6uM85ITIgM1a9WiZq1aREdFYbZY8PHxwc1NLgaQVVJMCCFEPpW44hcSF9iXutUlixEwbywqJ7yR\nTzdrIj4Bn0A5VaWou3k7gSnfbGfJmsOYLVZHvFHdsoQPCqF5w4pOzE6IrPEPCHB2CgWaFBNCCJEP\nmY6eImbERPsdFy0B34xDUyLQKbl4+t69fHdibLwUE0VYdGwS07/bxfwV+0k2mh3xSkHefDb8OUJb\nVCmQE3yFENknxYQQQuQz1jvRRL0+ElLs1w33HTsM1wa1nZaPp48MrivqDIkpzPl+DzMX7ybBkOKI\nB5cPYMRb7Sjjb6RRo6pOzFAI4SxSTAghRD6imC32hutrNwHw7NUZ/SsvODWntFOwDVJMFCnGFDML\nVx3g6wU7iYpNcsTLlPRheP82vNSxLlqtRuYkiAJJMRmxHNmF9eQBMKegKhGEyxNPoi5V3tmpFShS\nTAghRD4S99l0THuOAKBr+Bi+n73n5IxkZaIoMputLPvpCJPnbef6rbv/5oH+nrz3eite/V9DXHXy\nFkIUXLYbkRgXfIESH3M3eOEUlr2/49LqeXTPvpyt/ZpMJtatW3fPVUrzijOOr854EyGEEHkh8YcN\nGObZL6WtLh5gb7h21Tk5q7tzJkAuD1vY2Ww2ftxwnOb/m86wL352FBLeejfCB4Ww/6d3eKNHEykk\nRIGmmFLuLSTSMO/4CfO+zdna961bt+47IyKvOOP48ttACCHyAdOJ08QMH2+/46IlYN5YNCWLOTep\nf6VtwJbTnAonRVHYtOM042Zs4dQ/Nx1xDzcX3ujRhEG9m+Prnb1pwELkN5ajux5YSDi22fEz2sYh\nWb6gwOzZs/nnn3+YPn06Z86cITY2FoBRo0ZRtWpVnnzySerXr8/Fixdp0qQJBoOB48ePU7FiRSZO\nnMjIkSPR6XRcunSJ5ORkJkyYQMWKFVmwYAHr169Hq9XSsGFDhg0bxqFDh5gwYQIuLi64ubkxdepU\nx/FnzpzJK6+8wvDhw0lMTMRisfDuu+/SpEkTOnbsSMWKFXFxcaFSpUpcvHiR2NhYYmNjefnll9m0\naRMXL15kwoQJ1K1bN8OvWYoJIYRwMmtULFF9R4DR3tjq+9lQXBtn/As8r+h9fRy3ZWWi8Nm5/zxj\np0dw6M8rjpjORUPvFxvy9mstKRHo9ZBnC1HwWE/ef/J1WraoGyg3I1GVLJelfQ8YMICzZ89iNBpp\n2rQpPXr04OLFi4SHh/P9999z7do1Fi9eTGBgII0bN2bVqlWMHj2akJAQEhISUKlUVKtWjU8//ZSt\nW7cyceJE3nvvPTZu3MiKFSvQaDQMGTKEbdu2sX//fp599ll69+5NREQE8fHxjuMPHDiQCRMm0KJF\nC3r16sXNmzfp2bMnERERJCUlMWjQIKpXr8706dPx8PBg0qRJzJ07l+3btzN79mxWr17Nr7/+KsWE\nEELkd4rFQvSAUViv3ADAo8dzeL7a2clZpadzd0Orc8FiMpMYm+DsdEQOOXTiCmNnRLBz/3lHTK1W\n0f25x3n/jTaULe3rxOyEyEVmU6Y2UzK5XbrnKPbpjWfOnGHv3r2sX78egPh4+wcxvr6+lCxZEgAP\nDw+Cg4MB8PLyIiXF/oFSs2bNAKhfvz4TJ07k/Pnz1K1bF41GA0CDBg04e/Ysb731FrNmzaJ3796U\nKFGCunXrOvYBcP78eTp16gRAiRIl0Ov1REVFAVCx4t1ZMDVr1gTA29ubypUrO26n3dfDSM+EEEI4\nUdzYWaTsPAiAS72a+I0dlu+u069SqRxN2LIyUfD9dfYmrw5dRvve89IVEp2erMXOVYP4vzEvSCEh\nCjV1ybIZb6R1QR1QIsv71mg02Gw2KlWqRJ8+fVi8eDGTJk2ic2f7h0SZ+f1+7NgxAI4cOULVqlWp\nVKkSx48fx2q1oigKBw8epGLFivz000906dKFRYsWUblyZcfKhc1mA6BSpUocOGBfhbl58yYJCQn4\n+vo+MI/UQiirZGVCCCGcJGnNbxhmLQVAHehHwDfjUbm5Ojmr+/P09SLudpRczakAO385iolztrJm\n45/p3jSEtqhC2MAQHqteyonZCZF3tI1DMe/e+PBt6jRF5ZH1U/wCAgIwm80kJSWxYcMGVqxYQWJi\nIkOGDHno89K+ud+0aRNr1qwBYPz48ZQqVYr27dvTo0cPbDYbDRs2JDQ0lOPHjzNq1Cjc3d3RaDR8\n+umnjuNPnjyZt956i/DwcDZt2oTRaOTTTz9Fo9HcU0ik3n9QPCMqJbtlSAFx6NAhGjRo4Ow0Cix5\n/bJPXrvsKwqvnenkWW537IdiTAGthmIrp+PatN4j7ze3Xrux3QZy9uBxAoNK8eX2VTm+//ygsH7f\nXbsZx+R52/l+3RGsVpsj3qReecIHh9Ck3qNfU7+wvnZ5QV475zBtWo5565r7PqbyDcRtwKeofQLy\nOCsICwvjlVdeoVatWnl+7OySlQkhhMhj1ug4ovqOsBcSgO8n7+ZIIZGbUgfXycpEwXEnJpGp3+7k\n25UHSDFZHPE61UsRPjiUtk2D890pdULkFd3T3VH5F8ey4xdst6/agy46tI81weXp7k4pJAoqKSaE\nECIPKVYr0QNGY718DQCPl57F87UXnZxVxvT/9kwkGxKxmC1oXeTPR34Vn2Bk1pLdzF66h8Skuw2k\nVSsWY8TAdnRsV0OKCCEAl0btcGnUDtvNSBSzCbV/CVQeeqfmNG7cOKcePzvkr4EQQuSh+PGzSdmx\nHwCXOtXxG/9BgXhjl3bWRFJ8At4Bfk7MRtxPUrKJBSv3M23hLmLikh3xcqV9Gf5WW15sXweNRq67\nIsR/qUtkoiFbPJAUE0IIkUeSftpMwvTFAKj9fQmYPx6Vu5uTs8qc1Ks5ASTGSTGRn5jMFpasOcxX\n3+zg5p27l+4tHqhnaL/WvNK5PjpZSRJC5BL57SKEEHnAfOofYt793H5Ho8F/7hdog0o6N6ks0Pul\nGVwnfRP5gtVq44cNx/ly9lYuX4t1xP183BncuwWvd2uMh7vOiRkKIYoCKSaEECKX2WLjudN3JEqy\nEQCfj4bg1rxgXb3F0+fuaU4ya8K5FEXh1y2nmDBrC6fP33bEPT10vPVyUwa80gxvr4Kx4iWEM5mM\nKRzfvpfTe49gTkmhWLnSNHi6DSUrymlPWSHFhBBC5CLFaiV60BisF68A4NHlafRvdHNyVlmXejUn\nkJUJZ1EUha17zjFuRgTHTl1zxF11Wl57qRFvv9aSQD9PJ2YoRMFx69JVlnw8hYTou6t6l06e4eCG\nbTTr/AxP9umarf2aTCbWrVtH167Ze35BJMWEEELkovgv52HcsgcAl9pV8f0yrEA0XP9X2p4JgxQT\neW7f0cuMnb6ZPYcvOWIajZqenerx/hutKV3C5yHPFkKkZU5JuaeQSGv3mo34lSpOw6dbZ3nft27d\n4ocffpBiQgghxKNL/nUrCV8vBEDt50PAgvGoPQrm6Sd6WZlwihN/X2fczAg27zrriKlUKjo/U5sP\n3mxLpXJyLXwhsur4tr0PLCRS7VmzkQZPtcryhz+zZ8/mn3/+Yfr06ezcuROtVoubmxtTp05l06ZN\nbN26lZSUFG7fvs2rr75KREQEZ8+e5YMPPiAkJORRviynkWJCCCFygfn0BaLf+cx+R63Gf87naMuW\ndm5SjyDdyoT0TOS6fy7eYcKsLaz7/WS6+DOtqzFiQDtqVS04zftC5Dd/7zuS4TbR129x69JVSlQI\nytK+BwwYwNmzZ0lOTqZ9+/b07t2biIgI4uPjUalUJCUlMX/+fNavX8/ChQtZuXIl+/btY9GiRVJM\nCCGEsLPFG4h6fQRKYhIAPqMH4daykZOzejRueg/UGg02q1VWJnJR5LVYJs/bxvKfj2KzKY54i4YV\nCR8cQsM60hgqxKOymMyZ3M6U8Ub/oSj2n9s333yTWbNm0bt3b0qUKEHdunUBqFGjBgB6vZ7g4GAA\nvL29SUlJyfKx8guZXiOEEDlIsdmIHjwGy7nLALi/8CT6N3s6OatHp1KpHFd0kmIi592KMvDhl+tp\n2nkq36874igkGtQO4odZvVk9t48UEkLkkOLlymS4jcbFBb9SxbO8b7Vajc1m46effqJLly4sWrSI\nKlWqsGLFCoAC2TOXEVmZEEKIHBQ/ZT7G3/8AwKVmZfwmhxeaPx56Px8SomNJjEvIeGORKbHxycxc\n9Adzv99LkvHup6U1KhcnbFAIT7eqVmi+f4TILxo83Zr9v0Y8dJtaLRrh4aXP8r4DAwMxm8389ttv\n/Pzzz7i7u6PRaPj000/Zv3+/4+f5vz/XBfnnXIoJIYTIIckbd5AweT4AKl9vAhZMQO3h7uSsck5q\n34SsTDw6Q1IK3yzbx4xFfxCXYHTEKwT5M2JAW154qjYajZw8IERuKF6+DC27dmDnql/v+7hPsQBC\nXumSrX3rdDrWrl1738c6d+7suN2yZUtatmwJ2E99mjdvXraOlx9IMSGEEDnAfPYi0UM+tt9RqwmY\n9Rna8hkvpRcknr7/nuYkDdjZlmKysOjHg3w1fwd3ohMd8VLFvXn/jdb0eL4eLi4aJ2YoRNHQ7pUu\n+JYoxp61m7hz5ToAWp2Oms0bEvJKF7wD/ZycYcEhxYQQQjwiW0IiUa+NQDHYG669w97Crc0TTs4q\n56WuTCTFG7BZrag18qY3sywWKyt/Ocakudu4ciPOEff39eCdvi3p82Ij3N1cnJihEEVP/SdbUv/J\nlty6fBVzign/ksVx95LBj1klxYQQQjwCxWYjesgnWM7Zh4m5d2yH16BeTs4qd6TOmlAUhaR4A3o/\nGZSWEZvNxs+b/2L8rC2cuxTliHvpXRnwSjPe7NkEL33BnD0iRGGRmYZs8WBSTAghxCNI+L+FGDft\nAEBbrRJ+/zeqQDfSPcx/p2BLMfFgiqIQ8cdZxs6I4M/TNxxxN1ctr3d7giF9WuDv6+HEDIUQImdI\nMSGEENmUvPkP4ifZm+ZUPl4EfjsBtWfhfYOY2jMB0jfxMHsOXeSLGRHsP3rZEdNq1fTq3ID3+rWi\nZDHvhzxbCCEKFikmhBAiG8znLhM98CNQFFCp8J/xCdqKhXsOQNqVCbmi072O/nWVsdMj2Lb3nCOm\nUqno2qEOw/q3oUKQvxOzE0KI3CHFhBBCZJHNkEhU3xEoCfar8XgPfwP3kGZOzir3pT2tSWZN3HX6\n/C3Gz9zCr1tOpYt3aFeDEQPaUT0464OvhBCioJBiQgghskBRFGLe+QzLmQsAuLVvjdc7fZybVB6R\nlYn0Ll2N4cs5W1n163EURXHE2zatTNigdjxeU5o6hRCFnxQTQgiRBQlTvyN5/TYAtFUq4D/1I1Tq\nojFcLG3PhKEI90zcvJ3AlG+2s2TNYcwWqyPeqG5ZPhwcSrMGFZyXnBBC5DEpJoQQIpOSI3YTP2EO\nACovTwK+nYhaX3SuSZ56aVgomisT0bFJTFu4iwUr95NsNDvitaqW5MPBIYQ0r1Jor+QlhBAPIsWE\nEEJkguVCJNGDxtgbrgH/GZ/gElzOyVnlLTe9Jyq1GsVmw1CEiglDYgqzl+5h1pLdJBhSHPHg8gGM\nHNCO50Jroi4iq1NCCPFfUkwIIUQGbIlJ3Ok7EuXfpmPv4W/g/mQLJ2eV99RqNZ4+Xhhi4orEykSy\n0czCHw4wdcFOomKTHPEyJX0Y3r8NL3Wsi1YrU8CFEEWbFBNCCPEQiqIQ894XWP62X+7T7emWeL37\nmpOzch5HMVGIeybMZivLfjrC5HnbuX7r7tcZ6O/J0H6t6NWlIa46+fMphBAgxYQQQjyUYeYSkn+O\nAEAbXB7/qWOKTMP1/Xj+2zdRGFcmbDaFHzccZ8KsrVy8Eu2I+3i5MejV5vTr8QR6D1cnZiiEEPmP\nFBNCCPEAxm37iBs7CwCV3oOABeNRe+udnJVzpV4etjDNmVAUhU07TvPRpG1cvHr36/Jwc6F/zyYM\nfLU5vt7uTsxQCCHyLykmhBDiPiyXrhI1YDTYbAD4Tx2DS9WKTs7K+VIH1yXGJWCz2Qp84/HO/ecZ\nOz2CQ39eccR0Lhp6v9iQd/q2onhA0S4ehRAiI1JMCCHEf9iSku0Trv89lcfrvb64t2/t5KzyB08f\n+6wJxWbDaEjEw9srg2fkTwePRzJuRgQ7D1xwxNQq6PZcPYb1b0PZ0r5OzE4IIQoOKSaEECINRVGI\nGTYO81//AOD2ZHO8h/Vzclb5h2eaWROG2PgCV0z8dfYm42dGsHH76XTxTk/WomOrEnTqIEWjEEJk\nhRQTQgiRhmHOMpLX/AaAtlJZ/Kd9XKQbrv9L75O+mCherowTs8m885ejmDhnK2s2/ony76wQgCdb\nVGXkwHY8Vr0Uhw4dcmKGQghRMEkxIYQQ/zLuOkjcZ9MBUHl6ELBgImqfgvXJe27zLGBTsK/djGPy\nvO18v+4IVqvNEW9avzzhg0N54vGiNXhQCCFymhQTQggBWCKvE93/w7sN11+PxqWaNFz/l2ea4io/\nFxN3YhL5esFOFq46QIrJ4ojXrVGa8MEhtGkSjEqlcmKGQghROEgxIYQo8pRkI1F9R2CLiQPA6+3e\nuHdo6+Ss8qd0KxP5cHBdfIKRmUt2M2fpHhKTTI541YrFGDmwHR3a1ZAiQgghcpAUE0KIIk1RFGKG\nj8f85xkAXNs2wfuD/k7OKv/y9El7mlP+mTWRlGxi/or9TFu4i9j4ZEe8XBk/hr/Zhhfb10Gjkd4X\nIYTIaVJMCCGKNMM3K0n6cSMAmvJlCJj5KSqNxslZ5V+pcyYgf6xMmMwWlqw5zJRvtnPrjsERLxHo\nxXv9WvFK5/roXORPnRBC5Bb5DSuEKLKMuw8R98lUAFTubgR+OwF1mtN4xL08vDxRqVQoioLBiT0T\nVquNVeuPM2nOVi5fi3XE/XzcGdKnBX1faoyHu85p+QkhRFEhxYQQokiyXLlBdP9RYLUC4Pd/o3Cp\nUdnJWeV/ao0GD289iXEJTlmZUBSFX7acYsLMLZy5cNsR9/TQ8dbLTRnwSjO8vdzyPC8hhCiqpJgQ\nQhQ5SrKRqNdHYouKAUA/6BU8ng91clYFh6ePN4lxCRhi8q6YUBSFrXvOMW5GBMdOXXPEXXVa+nRt\nxDt9WxLo55ln+QghhLCTYkIIUaQoikLMyImYj/8NgGurxviEDcix/VtOHcKyeyPWi/b9aypUR9vs\nGbQ1GuTYMZzN09cbLl/Ns5WJfUcvM3b6ZvYcvuSIaTRqenaqx/tvtKZ0CZ+HPFsIIURukmJCCFGk\nJC78kaSV6wHQlC2F/6zPcqzh2rRhKebtP6WLWc8ex3r2OLbWz6Nr/3KOHMfZUmdN5PaciRN/X2fc\nzAg27zrriKlUKro88xjD32xDpXIBuXp8IYQQGZNiQghRZKTsPUrsR18BoHJzJWDBBDT+OfOptuXU\noXsKibTM239CXbEG2ur1c+R4zpQ6ayIxLgFFUXJ8bsM/F+8wYdYW1v1+Ml38mTbVGTmgHTWrlMjR\n4wkhhMg+KSaEEEWC5dotot4IA8u/DdeTw9HVrppz+9+9MVPbFKZiwma1YjQk4e6VM70KkddimTR3\nGyt+OYrNpjjiLRtXInxQCA0eC8qR4wghhMg5UkwIIQo9JcVEVL+R2O7823D9Zg88ujydo8dI7ZF4\n6DYXTuXoMZ1F75t+1sSjFhM37yTw9YKdLPrxICaz1RFvUDuIsEEhtHqi0iPtXwghRO6RYkIIUagp\nikJM+JeYj/wFgGuLhviMGuTkrAq21J4JAENsPIFBpbK1n9j4ZGZ89wfzlu0lyWh2xGtULk7YoBCe\nblUtx0+hEkIIkbOkmBBCFGqJi9eS9P3PAGiCSuI/+3NU2pz/1aepUB3r2eMP36ZijRw/rjPo0wz2\ny84VnQxJKXyzbB/Tv/uDeIPREa8Q5M8Hb7WlyzO1UavVOZKrEEKI3CXFhBCi0Eo5cJzYUZPtd9xc\nCZg/Hk2Ab64cS9vsmQyLCW2zZ3Ll2HnNM20xkYUrOqWYLCz68SBfzd/BnehER7xUcW/ef6M1PZ6v\nh4tLzlxZSwghRN6QYkIIUShZb9wmql8YmC0A+E0cia5O9Vw7nrZGA2ytn3/gFZ1cWj9fKJqvwT60\nLpUhE8WExWJl5S/H+HLuNq7eiHPEA3w9eKdvS/p0bYSbq0uu5CqEECJ3STEhhCh0FJOZqDfCsd2K\nAkDfrxueXdvn+nF17V9GXbGGfWjdv83Wmoo17EPrCkkhAZlfmbDZbPz0+19MmL2Fc5eiHHEvvSsD\nXmnGWy83Re/pmqu5CiGEyF1STAghCp3Y0VMwHTwBgK5pPXw+GpJnx9ZWr1+oCof7SduAfb+eCUVR\n2LzrLGNnRHDyzA1H3N3Nhde7NWZw7xb4+3rkSa5CCCFylxQTQohCJXHpOhIXrQFAU7o4AXO/QOUi\nv+pyUrpiIjYh3WO7D13ki+mbOXAs0hFz0Wro1aUB773eihLFvBBCCFF4yF9YIUShkXLoT2LCJ9nv\nuOrsDdeB/s5NqhDSaLW4e+lJTjBg+Hdl4uhfVxk7PYJte885tlOrVbzUoS7D3mxDudJ+zkpXCCFE\nLpJiQghRKFhvRdkbrk32eQV+Ez5A93hNJ2dVeOl9vUhOMHDnRhSvDVvOr1vSD+TrGFKTEQPaUq1S\ncSdlKIQQIi9IMSGEKPAcDdc3bgPg+dqLeHbr6OSsCjeth33q9am/LrMj8m4h0a5ZZcIGhlC3Zmln\npSaEECIPSTEhhCjwYj/+GtP+YwDoGtfF9+N3nJxR4XXjdjxTvtnBqfPRBAIuin0l6InHyxE+KISm\nDSo4NT8hhBB5S4oJIUSBlrj8FxK//QEAdcliBMwbi0onMwtyWnRsEtMW7mL+in0YUyzU+/fPhysW\nln7dk9AWVVGpVE7OUgghRF6TYkIIUWCZjv5FzMiJ9js6FwK+GYemeIBzkypkDIkpzF66h5mLd2NI\nTHHE3b29IOoWKsVGy/plpZAQQogiSooJIUSBZL0TTdTrIyHFBIDf2GG4Nqjt5KwKj2SjmYU/HGDq\ngp1ExSY54kElffjgrbZoTu9n/Wz7lZsS4+Jx85S5EUIIURRJMSGEKHAUs4Wo/h9ivXYLAM9XXsDz\n5U5OzqpwMJutfL/uMFO+2cH1W3cH0hUL0DP09Va80qUBrjotm+afdjyWGJtAQOmSzkhXCCGEk0kx\nIYQocOI+nYZpzxEAdA0fw/fzoU7OqOCz2Wys2fQnE2Zt5eKVaEfcx8uNIX1a8Hr3J/B01zninj7e\njtuG2HunYAshhCgapJgQQhQoias2YPhmBQDq4gH2hmtXXQbPEg+iKAobt59m/MwITv1zyxH3cNfx\nZs8mDHy1GT5e7vc8T+93t5hIjJNiQgghiiopJoQQBYbp+N/EfDDefsdFa2+4LlnMuUkVYDv2nWfs\njM0c/vOqI6Zz0fBa10a83bclxfz1D3xu2pWJRFmZEEKIIkuKCSFEgWCNiiWq70gw2q8o5Pv5+7g2\nquPkrAqmg8cjGTcjgp0HLjhiGo2aHs8/ztB+rQkq5ZvhPjx9ZWVCCCGEFBNCiAJAsViIfmsU1qs3\nAPDs+TyevV5wclYFz8kzN5gwawsbt59OF+/8dG0+eKstweUDM72vtMWEIUaKCSGEKKqkmBBC5Htx\nX8wkZddBAHT1a+E7dpjMNciC85ejmDh7K2s2/YmiKI74Uy2rMmJgOx6rVirL+/T09nLclpUJIYQo\nuqSYEELka0lrfsMw+3sA1MX8CfhmnDRcZ9LVG3FMmbed7386gtVqc8SbNahA+OAQGtctl+19a3Uu\nuHm6Y0xMlpUJIYQowqSYEELkW6aTZ4kZ+oX9jlZDwNyxaEoVd25SBcCdmES+XrCThasOkGKyOOL1\napUhbFAIrZ+olCMrO54+3hgTk0mKT3jkfQkhhCiYpJgQQuRL1ug4ol77ACW14frT93Bt8riTs8rf\n4hOMLFr3Nz9t2UhikskRrx5cnJED29G+TfUcPT3M09ebqGs3Zc6EEEIUYVJMCCHyH6uV6AGjsEZe\nB8CjWwc8+/zPyUnlX0nJJuav2M+0hbuIjU92xMuV8WPEW23p8sxjaDTqHD+u/t8mbOmZEEKIokuK\nCSFEvqNf9DMpOw4A4FK3Bn7jP5CG6/swmS0sWXOYKd9s59YdgyNeItCL9/u3pmeneuhccu/XfOoV\nnWTOhBBCFF1STAgh8pWknzbj+ePvAKgD/AiYPx6Vm6uTs8pfrFYbq9YfZ9KcrVy+FuvecbTGAAAg\nAElEQVSI+/m40+XJinw0tAvubi65nkfq4DpzigmTMQWd/DsJIUSRI8WEECLfMJ/6h5h3P7ff0Wjw\nn/s52jIlnJtUPqIoCr9sOcWEmVs4c+G2I673dOWtl5sy4JWmnDl9Mk8KCfjP4LrYeHQyjVwIIYoc\nKSaEEPmCLTaeO6+NQEk2AuAz5m3cmjVwclb5g6IobN1zjnEzIjh26poj7uaqpe9LjRnSpwUBfp55\nnpenz91ZE4bYOPykmBBCiCJHigkhhNMpVitRAz/CeukqAMltG1Gm30tOzip/2HvkEuNmRLDn8CVH\nTKtV8/IL9RnarzWlins/5Nm5678rE0IIIYqeIlFMKCYjKp2bs9MQQjxA/MS5pGzdC4BL7arcHNSz\nyDdcn/j7OmNnRBDxx1lHTKVS8b/2jzH8zbZULOvvxOzs9D53iwlDnMyaEEKIoqhIFBOGXo1RFQ9C\nHRSMpmww6qBg1EGVUJephMrV3dnpCVGkJf2yhYSp3wGg9vMhYMF4rty67uSsnOfshdtMmL2Vn34/\nmS7+TJvqhA1sR43K+aeHRFYmhBBCFIliAkVBuRmJ9WYk1kPb7sZVKlTFStuLjKDUIsNeaKjcPJyW\nrhBFhfn0eWLe+cx+R63Gf+4XaMuWhiJYTERei2XS3G2s+OUoNpviiLd6ohLhg0KoXzvIidndn16K\nCSGEKPKKRDGhbdkR25Vz2K6cB3PK3QcUBeXWVay3rmI9vCPdc+xFRiXUZdKuZgSjcs/7JkchCiNb\nXAJRfUegJNmHrPmMHoxbi4ZOzirv3byTwNcLdvLdDwcxW6yOeIPHgvhwcCgtGlV0YnYPl25lQgbX\nCSFEkVQkign3IeMAUGxWlNvXsEWew3rlH2xXLmC7+m+RkZKc7jnK7WtYb1/DemQX5jRxVUDJu6dJ\nla2MJvV0KU/nNUEKUdAoNhvRgz/Gcj4SAPfOT6F/s4eTs8pbsfHJzPjuD+Yt20uS8e5vmZpVShA+\nKIQnW1bN930jaa/mJCsTQghRNBWJYiKVSq1BVaIs6hJl0TZs44grNhvKneuO1Qt7oXEe25VzYExK\ntw8l6gbWqBtYj/2Rft9+xfl/9s47vJHyXPv3zEhyk3tZ997ttWRvtxeW3SWkEkIOnA1wwoEsJLQ0\nEkJJcki+JPSEJLQQCIGQcjaFkJBwEmCXtvZ6i9eSe5N770WyZUsz7/fHyCPNer3V3c/vuri8fubV\no3eELM09T+M96zFiZaHB6QOX4tQIYlUx/uNfwf6O/DekzUlD8BMPrPgL54XCOjmNF/9wFE+/Uoxx\nq12xJ8WF4L479uCqj+SA5/ll3OG5o/Xygs7HGzNTdtioAJsgCGJdsq7ExHxwPA8uIgZ8RAxQcKli\nZ4yBDfXKIqPDArGjCVJXsxzJmLKqfLCRfogj/RArjqh9B4V51GLIQkOISwXnH7Qk50YQK42pf32A\niZ/8CgDABwcg9KVHwfuu/W5r9mkHfvOXE/jpSx9icNim2KM3BOCbX7wM+z5lhFYrLOMOLwy/wADM\nTNlhpcgEQRDEuoTExBngOA5cWBT4sCjAuFOxM8bAhvuU6IXUYYHYJf/EpPruHBsdhDg6CLHqqNp3\nYMgpIsMV0QgMXZJzI4jlwNHYiuEvf0/+hecR8twPoImPXtY9LTZOp4gD/zDhiV++j67eMcUeFuyH\nr37hEvz3NZvh7bU0E6sXA32QP0Z6+2EbHTv7YoIgCGLNQWLiAuA4Tq6dCI0EDIWKnTEGNjoIqWM2\nTUqOZIgdFsCq/qJlY8MQx4YhVh9X+/YPdqVJuesy+NgUcIGh6yYNhFibSONWDN18L5hVTh0MuP82\neO/atsy7WjwkScLf367Bo784BEvbkGL313vhzhuL8MXrtkPv57WMO1wY/FyzJqyjlOZEEASxHiEx\nsYBwHAcuOBx8cDiQt0OxM8bAxobcAqOzWREcbGJE5YNNjECsLYNYW6Z2rg90ta+V6zFmBQcXHE4i\ng1jxMEnC8Fe+D6dFnuLs8+m98L/z88u8q8WBMYZ3DjfioWcOorqhV7H7eGtx63XbcOeNRQgOPHPr\n6dKTbXj9rSpU1sstcjdmROEzV+Rie0HCou79Qpjt6ETdnAiCINYnJCaWAI7j5NqJoDAgd6vqmDQ+\nrBR+e0Y02Niw2ol1DGLdSYh1J9V2P395TkaMZyQjGVzIBhIZxIph4qe/hv3fHwIAtFkpCH7yO2vy\n/VlS1oofPf0Ojps7FJtWI+DG/9iEr33hUmwI9z/Do2Ve/N9SHHjDrLKVVXairLIT+6404JbPbV/w\nfV8Ms5GJmSk7HNPT0Hqt/mgLQRAEce6QmFhm+IAQ8NkhQPYWlZ1NjELstCg1GZKrJoONDqod2CYg\n1Zsg1ZvUdh+9XOw9W4/h6jTFhUauyYs4YuUy9fZhjD/+AgCAC/R3FVyvrcnz5dVdeOiZg3i/1KLY\neJ7DtZ804J4vXYb46OBz8lN6sm2OkPDkwBtm5GZEYXv+yolQ6IM9Z01MICiCxARBEMR6gsTECoXz\nD4ImaxOQtUllZ9YxiLOF3x5ig430qx1MWSE1VkBqrFDbvX3BxySDj1NP/ebCosCtknaUxOrBYWnH\n8J0Pyr9wHEKf/X/QJK68Sc4XSp2lH488ewhvvlursl95eTbuvW0P0pPDz8vf629VnXXN396qWlFi\nYjYyAcizJoIiwpZxNwRBEMRSQ2JilcHpA6HJzAcy81V2NjkBqdPiFhodstBgQ71qB/ZJSJYqSJYq\nOD3tXj7gY5KUegzBFc0Akxb9nIi1iWS1Yejmb4FNyG1QA+67Dd57dpzlUauD1s5hPP78e/jzmxVg\njCn2PYWpuP+OvTBkX1iHqtkaiTNRUXf2NUuJego2FWETBEGsN0hMrBE4X38I6UYI6UaVnU1aXbMx\nLKqIBhvoVjuYnoLUXAOpuUZlTtXoYItLcUUz3EKD2xALjl99PfGJpYExhpGv/gDOxlYAgM8nd8P/\nyzcu76YWgN6BcfzkxQ/w27+Wwel0C+1txng8cOde7NiUuHybWyY8xQTNmiAIglh/kJhY43C+eghp\neRDS8uDZyZ7ZJyF1tbiKvi1KfQbr71I9nnfOQGqphdSiTuOAVgc+OknVvlYRGQK9rdY7Ez9/BVNv\nvgcA0KQnIfinq7vgenh0Ek+9fBi/OnAU9ml3TG9jZhS+fede7C5MXZDz25gRhbLKzjOuycuMuujn\nWUj0ge6icivNmiAIglh30FXfOoXz9oWQkgMhJUdlZ/ZJSN0tykC+4aqT8LcOgfV1AB7pHHDMQGqr\nh9RWr3as0YKPTpw7kC8yDpxm9Q7mIs6dqYMlGH/0eQAAF6CXC671fsu8qwtjwmrHL353BM/99gis\ntmnFnpYYhvvu2INP7skCv4C1Rp+5IvesYuKqK3IX7PkWAlWaE0UmCIIg1h0kJggVnLcvhOQcCMmy\nyOguK8OmTZvAZuxyJKOrWanHEDstYL0d6roKpwNSeyOk9ka1Y0EjiwyPdCk+NgV8VAKJjDWEs6UD\nw3f8jyw8OQ4hz3wf2pT45d7WeTNld+DXfzqGn//6MIZHJxV7XFQQ7vnSZbjmE3nQaBY+zW97QQL2\nXWmYt6PTvisNK6r4GjilAJtqJgiCINYdJCaIc4LTeUNIyoKQlKWys5lpSN2tHt2lmuU2tj3tgCS6\nF4pOOaWqowkofcttFzTgI+NPmfidDD4qEZxWt0RnRywEkm0SgzffCzZuBQAEfPNW+FxetMy7Oj8c\nDhG//9tJ/PiF99E74L4wDg/V4+v7L8HnP7sZXrrF/di85XPbkZsRhb+9VaUUW+dlRuGqK3JXnJAA\nKDJBEMTy0NfXhw0bNiz3NgiQmCAuEk7nBSExA0JihsrOHDOQetrULWw7myH1tAGiRx8p0SlHO7qa\ngaMeDngBfGScW2TEynUZfHQiOB31sV9pMMYw8rUfwlnfDADw/uil8P/aTcu7qfNAFCX89d9VeOwX\n76K10z0wMijAB3fdVIT9+7bBz2fpxO32/IQVKRxOh87bCxqdDs6ZGZqCTRDEojI6OgKz2QyzqRw9\nPT14+JHHlntLBEhMEIsEp9VBiE+DEJ+msjOnA1Jvu8e0b5fQ6G5ViwxJlCMe3a3AsYMejnlwkXEQ\nYpLV0YzoRHBea2sQ2mpi4plXMfWPQwAATUoCQp56cM7cktKTbXj9rSql/enGjCh85opcbC9Yvotm\nxhj+7706PPrcIdQ2uWe1+ProcNsN23H75wsR6E/vqzPBcRz0wQEY7RukyARBEAuOzWZDZWUFzCYT\nWltblns7xGkgMUEsKZxGC8HV+ckT5nRA6utwTftudk/97moBnA6PhRJYTxucPW3AiXc9HHPgImLA\nx6RAiPMo/I5JAuftu0Rntz6xv1uK8YeeAwBwel+E/vpR8P7qgusX/7d0Th1AWWUnyio7se9KA275\n3PYl2y8gi4gPjjXj4WcO4mSVu4OZTivgpmu24Kv7L0F4iH5J97Sa8QuUxYSVaiYIglgApqenUVNT\nDbPJhMbGBkiSeuaVl5cXcnJWVjOK9QyJCWJFwGm0EGKSIcQkq+xMdIL1dSqta911GS2AY9pjIZPX\n9XVCPPm+2nd4jFLwrQiNmGRwPquzw9BKwtnWhaHZgmsAIU99D9q0RNWa0pNt8xYUA8CBN8zIzYha\nsrSeExUdeOjpgzh8wn2HSxB4XPdpI+6+ZRdio4KWZB9rCb2rboIiEwRBXChOpxONDQ0wmctRW1MD\nh8OhOq7RaJCRkQmjMR8ZmZnQaql5y0qBxASxouEEDbjoRPDRicDWvYqdSSJYf5fcVWo2mtHpimRM\nT6l8sIEuiANdEMs/hOdHExcW5RYZsbMdppLB+fqDODvS5BSGvnAvmOsC0v/u/fD52KVz1r3+VtVZ\nff3trapFFxPVDb145NlD+PcH6nbGV380F/fevgfJ8aGL+vxrGT/XrAmqmSAI4nyQJAmtLS0wm02o\nrKzA1JT6+5vjOKSkpsJgMCI3Nxfe3pR2uhIhMUGsSjheABcZDz4yHprNuxU7kySwwW6lHkP0qM2Y\nIzIGeyAO9kA0FatFRkiEXIcRMxvNkIUG5xcAQoYxhpFvPARHTRMAwPvyIgR8Y/9p187WSJyJ2a5F\ni0Fz+xAe+8W7+Ou/q8A8ZqV8ZGc67r9rL3LTIxftudcLsx2d7NZJOGcc0OjojiFBEKeHMYbu7i6Y\nTSaYzWaMj88ddhkXFw+D0Yi8PAP8/ekG30qHxASxpuB4HlxELPiIWKDAfZecSRLYUK8cveiwQOxs\nkudmdFqAKZvKBxvuhzjcD9FcovYdHOGej+Eq/BZiU8DpA5fk3FYS1ud/j6nX3wYAaJLjEPL09+YU\nXC83Xb1j+MkL7+P3fy+HKLrzbYs2J+KBOy/HFkPcMu5ubaGaNTE+gcCwkGXcDUEQK5HBwQGXgDBh\nYGBgzvGIiAgYDPkwGI0IDaVI8WqCxASxLuB4Hlx4NPjwaCD/EsXOGAMb6lO1sBVddRmYVBeTspF+\niCP9ECtL1b4DQ2WBEaee+r1WsX9wDGM/eAYAwPn5IvSlx8AHzn/naGNG1FmnOudlRi3Y/gZHbPjZ\nSx/i5T8dx/SMu0NYfk4MHrhrLy7dmgyO4xbs+Yi5syZITBAEAQDj42OoMJthMpvQ1Tn3eyAwMAgG\noxFGgxGRUVH02bxKITFBrGs4jgMXFgk+LBIwugesMcbARvrdBd8dTUoROGyniIyxIYhjQxCrj6ns\nyb7+mEzKVNKlZgUHFxCyaj8wnR3dGL7tu4Crs0bIz74LbUbSGR/zmStyzyomrrri4rtyjE1M4blX\nS/D870thm5xR7JkpEbjvjj34+GWZq/Z1X+n4eYhJKsImiPXN1OQkqqoqYTKZ0NLSrEovBQBfX19s\nzDPAaDQiPj4B/AVEtZ1OJyoqKlBQULBQ2yYuAhITBHEaOI4DF7IBfMgGIK9QsTPGwEYH1Z2lOuW6\nDDYxqvKhmZyAWH0cYvVxtW//IDlNKsYjmhGXCi4wdEVf7EqTdgx94T5II3J+q/9Xb4LPJ3ef5VHA\n9oIE7LvSMG9Hp31XGi6q+HpyagYvHjiKp18uxui4uy4mITYY93xxN/7j4xshCCsrBWutoQ92p/pR\nETZBrD9mZmZQV1sDs9mM+vo6iKKoOq7T6ZCdkwuDwYC0tHQIgnBe/icmJlBaWori4mIcPnwYR48e\nhdVqnSNUiOWBxARBnAccx4ELDgcfHA5sdM9GYIyBjQ/L8zFcQmOs1gS/0X6wiRGVDzYxCrH2JMTa\nk2rnfgEQVOlSckSDC45YdpHBGMPoPQ/DUdUAAPDeswMB99x6zo+/5XPbkZsRhb+9VaUUW+dlRuGq\nK3IvWEjMOJx49bUyPPmrD9A/aFXskeH+uPvWXbj+qnzotPQRtxR41kxYR2nWBEGsB0RRRFNTI0wm\nE2qqqzAzM6M6LggC0tMzYDQakZmVDZ1Od86+Ozs7cfjwYRQXF6O4uBhms3nOrAli5UDftASxAHAc\nJ9dOBIYCuVsBANVlZdi0aROk8WGPKIY7bYqNDamd2MYh1pdDrC9X2339wccmy0IjNhl8bKosMkI3\nLJnIsL74R0y+9m8AgJAYi5Bnvg/uPO8sbc9PWJD2r6Io4U9vVuCJ599Fe7c7GhQS5Iuv3LwTN1+7\nFT7e1E1oKdF71kxQZIIg1iySJKG9vQ0mkwlVlRWw2dQNTDiOQ1JSMgxGI3JzN8LX9+xDY0VRRFVV\nlRJ1KC4uRnt7+7zr/fz8sH37dhQVFc27hlhaSEwQxCLDB4SAzw4Bsreo7GxiFGKXLCzcQsMCNnJK\nl4vJCUgNZkgNp6QJ+fgpA/hm29fysSngwha2iM1eUoax7/8cAMD5+iDs14+CD1r6NrmMMfzjUC0e\nffYQGlrcr5Hezwu33bADt//XDvjrvZd8XwTgF0Q1EwSxVmGMobenB2az3IlpdHR0zpqY2FgYDHIr\n18DAM3c4tNlsOHr0qCIeSktLMT4+/+dGdHQ0ioqKsHPnThQVFcFgMECjocvXlQT93yCIZYLzD4Im\nswDIVBeQMesYpK4W14wM90A+NtSndjBlg9RYAamxAk5Pu7evq+j7lDkZYdHn3b7V2dmL4Vu/Dbjy\nX4N/+h1oM5e2UxVjDO+WNOHhZw/BXNut2L29NPjCf27Fl2/aidBgmma+nKhaw1JkgiDWBMNDQzCb\nTTCZTOjv75tzPCwsDAaDEQZjPsLDw+f1093draQrFRcXo7y8fE5NxSwcxyE3N1cRDkVFRUhISFj2\nVF/izJCYIIgVBqcPhJBhhJBhVNnZ5IQrgtEsz8lwzcxgQ71qB/ZJSJYqSJZTJk97+YCPSVI6Swmu\nn1xENDh+bsoSm7JjaP99kIblu1D+d30evlfunbNuMSktb8NDTx9EaXmbYtNoeNzwmQLcfcsuREXQ\nIMGVgJevDwStBqLDCesIiQmCWK1MTEygosIMs9mEjtOkGgUEBLgEhBHR0TFzLvIlSUJNTY0iHA4f\nPoyWlpZ5n8/Hxwfbtm1ThMOOHTsQFBS04OdFLC4kJghilcD5+kNIN0BIN8CzIoBNWiF1t7gmfru7\nTLGBLrWD6SlIzTWQmmvUdp23LDJiklWF32MPvwJHRR0AwGvXNgTcd9vinqAHTW2jeOLl3+JgcaNi\n4zgOn/3YRnzrtt1IiqM5BisJjuPgFxiA8cFhikwQxCrDbp9CdVU1TOZyWJqa5nRI8vHxQe7GjTAa\n8pGYlKRq5To1NYXjx48rtQ4lJSWnTYOaJTIyUhEOO3fuhNFohFZLNW6rHRITBLHK4Xz1EFI3Qkjd\nqBYZ9kllyrciNLosYP1dgOeXxYwdUkstpJZalV+NBOjzeUicL3w/lQxn2XsQYpPBbYgDJyzOR0dj\nywAe/cW7+Pvb1Sr7J3Zn4d7bdyMrdcOiPC9x8eiDXGKCaiYIYsXjcDhQX1cHk6kc9fV1cDpVybLQ\narXIys6G0ZCPtPR0pUahv79fVSh98uRJOByOeZ8nJydHEQ9FRUVITqahoWsREhMEsUbhvH0hpORA\nSMlR2dn0lKsOo1mZkyF2NoP1dahEBscDgl6CACscf38RyteFRgs+OlEVxeBjU8BHxoPTXNgdpo7u\nUTzxy/dw4B8mSJJ7D7u2p+D+O/agIDf2gvwSS8fs4DqKTBDEykQURTQ3W2A2mVBVVYXpabvqOM/z\nSEtLh8FoRHZ2DnQ6Herq6vDyyy8rAqKpqWle/97e3tiyZYtS77Bjxw6EhFAUeT1AYoIg1hmclw+E\n5BwIyaeIjBk7HKaTGP36/eDECQi+ErRJIYB1CGAe/b2dDkjtjZDaG9WOBQ34qAS3uIhNBh+XCj4q\nYV6R0Tc4gZ/+6gP85i9lcDjdBXlZKcH40beuws4tZ56uTawc/FyD62jOBEGsHBhj6Ohoh8lkQmWF\nGVardc6axMQkGI1GpKWlo6a2Fm+99TYefPB7KC4uxvDw8Ly+w8PDVSlLBQUF5zVLglg7kJggCEJG\n4jDyvRfhaJ4GoIP+tuvh/+BXwGamIfW0ygP5uppdPy2QetoByaMjh+hUUqpU8AL4qHjXfAw5kmEL\nisFz73Ti+QMnMWl3h8iz0zbg/jv2ItRvAps3k5BYTehdHZ2mJqwQnU4I1LqRIJaNvr5emExyK9eR\n0wiCqKhopKWlYcJqw4kTJ/CbV3+LEydOzBk850lGRoaqy1JaWhqlLBEASEwQBAH57tXIA0/AUS4X\nZ3vt3IzAb98BAOB0XhASMiAkZKgf43RA6mmbMydD6mkDRI/8W0mUaze6WoCjskkAcDsDPhGhR9OM\nPwZ9NiBvTyE2f3wXNLEJOFmprpkgVj6esyYmx63wD6GOLASxlIyMjKDC1cq1t7dnznF/f39odTo0\nNlrw19f/jvr6+nl96XQ6bN68WREOhYWFZ2z/SqxvSEwQBAHbb/6KyT+8AQAQYiIR8osfgjvLnWVO\no4UQlwohLlVlZ04HpN52pXWt1NUMZ3sTxK4WCMwdyRA4IFlnRbLOCqAHeN8E+/vPAhyHxMBwTKVm\ne6RMpYCPSQLn5bPg504sDKfOmiAxQRCLj9VqRWVlBcwmE9raWucc5zgeQ0ND+PBwMWpra+c6cBES\nEoLCwkIl8rB582Z4e9MQUOLcIDFBEOuc6WNmjH73J/Iv3l4IfekRCKEXfiHIabQQXHMsnJtF/Pkf\nJjzx1vvo7c1FvNaGNN04DIF2fCzNC4nCKNDTCjg8QuuMQTfaD+eJfuDEex6OOXARMeBjUiB4Fn7H\nJoPz9r3g/RILg5/HVHTryDhAWWoEsShMT9tRU1MDk6kcTY2NkCRJddzpdKKuvh5VVdVoa2uf0+oV\nAFJTU1UpSxkZGaqWrwRxPpCYIIh1jNg7gKFbHwAcclpS8OP3QZeXedF+JUnC39+uwSPPHUJz+5DL\nymPIKxyfu/Eq3Hr9duh9vQAATBLB+rvkid+uSIa1oRLew72AY9rtlDGwvk6IfZ0QT76vej4uPNpV\nj5GqEhqcD03GXipoCjZBLB5OpxMN9fUwmctRV1s7px2r0+lEU5MFNTW1sDQ3qyZMa7VaFBQUKIXS\nhYWF2LCB2mwTCweJCYJYp7DpGQzd+gCkfvliX3/r5+B3zccvzidjePvDBjz87CFUN7gnc/t4a3Hr\nddtw541FCA5URxE4XgAXGQ8+Mh7YsgcAUFNWhoJ8I1h/tzwjY7Yeo9Mi115MT6mfd6Ab4kA3xPLD\n8PyK5UIjwceleEz9loUG5+sPYmHRe0QmaNYEQVw8kiShpbkZ5eUnUVFhniMgJElCa1sbaqpr0dDY\nqBRPBwUFobCwUBEPW7ZsgY8PpYgSiweJCYJYp4x+90nMnKgEAHgVFiDwu3ddlL/iEy340dMHcaKi\nQ7FpNQJu/I9N+Nr+S7Eh7Pwu4GWREQc+Mg6azZcpdiZJYIM9HsP43AXgc0TGUC/EoV6IpmK175AI\ndT2GS2hw+sDzP3ECgHvOBABYSUwQxAXBGENDfT3efudtdHV2nHZNZ1cXampqUVdXj8nJSSQlJWHf\nvn1KylJ2djalLBFLCokJgliHWH/7Omyv/hUAIERvQMjzPwSnvbCPg/LqLjz0zEG8X+puCcvzHPZ9\nyohvfHEX4qODF2TPs3A8L9dORMQABZcqdiZJYMN9SncpsaPJNZzPAkzZVD7YcD/E4X6IFUfUvoPD\nlXSp2Ta2QmwKOH8qJj4bnjUTtjGaNUEQ5wJjDN3d3TCbzaisrIDT4YBePzc9c2BwEDXVNahvaERy\ncjIuvXQX7r//ARQWFiI6OnoZdk4QbkhMEMQ6Y7qsCqPf/rH8i5cOob96BELY+U8prbP045FnD+HN\nd9UdQj79kRzce9tupCXJbQQ//PBDHDhwAOXl5QCA/Px87Nu3D5dccsnFncgpcDwPLiwKfFgUkO/2\nzRiTRUZns1todMo/Mam+6GUjAxBHBiBWHlX7DgxVT/yeTZ0KoOmus+iD3FEdSnMiiNPjdDphNptR\nXFyM0tJS9Pf3ITYmBlFRkfD20gFe7qFvY2NjsFia4ePrh4KCAtxww+exdetW+PlRLRixsiAxQRDr\nCLF/CEO33A/MyLm3wY9+Czpj1nn5aOkYxuPPv4u//F+lqkvI3qI03H/HHuRlue+SPfXUU3jllVdU\njy8tLUVpaSn++7//G1/+8pcv4mzODY7j5NqJ0EjAUKjYGWNgIwPuWgxXK1ux0wLY1BfDbGwI4tgQ\nxOpjat8BIW6B4dldKjB03Q1z8tb7ghcESKJIBdgE4WJiYgKlpaU4fPgwiouLUV5ejri4WGRnZSE+\nPg4J8bGq9Xa7HQ6HEympqfjcdTcgNzcXgiAs0+4J4twgMUEQ6wQ248DQLfdD6h0AAPjdfA389n3q\nnB/f0z+On7z4Pn73+kk4ne5WhNuM8fj2XZdje0GCav2HH344R0h48sorryA/Px87d+48zzNZGDiO\nk2snQiKAvB2KnTEGNjakEhiz/2YToyofbHwYYs0wxJoTauf6QAhxKeBjUlSRDOiCNFcAACAASURB\nVC4obM2KDI7j4Bfoj4nhUYpMEOuWjo4OFBcXK+KhoqICgiAgNTUF2VmZ2P+Fm+aIA0mSEBoahqKd\nO7F9+w4SD8Sqg8QEQawTRh/8KWaOVwAAdNuMCPr+187pcUMjNjz18mG89MdjsE+7J1vnZUbhgTv3\nYndh6mkvkA8cOHBW3wcOHFg2MTEfHMeBCwoDHxQG5G5THZPGhtzTvmdrMjosYOPDaifWMYi1JyHW\nnlTb/QIgnCZdiguOWBMiwy8oQBYTFJkg1gGiKKKyshLFxcWKgOjokIumeZ5HUmIiPvmJjyMtLRU6\nnU71WI7jkJaWjk2bN2Nqyo5t27ad7ikIYlWwLGLi6quvhl6vBwDExcXhS1/6Eu677z7wPI+0tDQ8\n+OCD4DgOf/zjH3HgwAFoNBrcfvvtuOyyy2C323HPPfdgeHgYfn5+eOSRRxASQnnLBHEmbH94A7aX\n/wIAEKLCEfrCj85acD1hteMXvzuC5357BFabe95DWmIY7rtzLz61J+uMF8CzNRJn4uTJk2dds5Lg\nA0PBB4YCOVtUdml82CUymj0iGk1gY0NqB7ZxiPXlEOtPeW189OBjkyHEpXqkTaWCC92wqkTG7KwJ\n6wiJCWLtYbVacfToUUU8HDlyBBMT6rqruNhYZGVnITMjHb6+p7TB5jgkp6TAYDAiNycXPq7jZWVl\nS3YOBLEYLLmYmJ6WL0peffVVxXbbbbfh7rvvxpYtW/Dggw/i4MGDMBgMePXVV/Haa69henoa1113\nHQoLC/GHP/wBGRkZuOuuu/Dmm2/iueeew7e//e2lPg2CWDXMlFdj5L7H5F90WoS8+DCE8NB510/Z\nHXjpj8fw1MuHMTw6qdjjooJwz5cuwzWfyINGQ2F4T/iAEPDZIUD2ZpWdWcfcMzKUdKlmsJF+tYMp\nK6TGCkiNFWq7jx/4GHdXKT42GXxcKrjQSHArsPXj7KwJikwQa4Guri5FOBQXF8NkMqmGwc0SERGB\nnOws5OVtPO08h9jYOBiMRuTl5SEggNpPE2uPJRcTdXV1mJqawv79++F0OvH1r38dNTU12LJFvtN3\n6aWXori4GDzPo6CgAFqtFlqtFgkJCaivr8fJkydx6623AgAuueQSPPvss0t9CgSxahAHhjC0/z53\nwfXD98CrIPe0ax0OEb/720n85IX30TvgvtsWHqrH3bdciv+6ehO8dOf+kZGfn4/S0tIzrikoKDhn\nf6sRTh8ITWYBkKk+T2Ydg9TVoh7G12kBG+pTO5iyQWqqhNRUCaen3ctHVfg9KzS48JhFP6czMTtr\nYnLcCkkUwVPuN7FKkCQJ1dXVqnqH1tbWeddHRUZiz949iIuNBcDmHA8PD4fBmA+DwYCwsPDF2zhB\nrACWXEz4+Phg//79uPbaa9Ha2opbbrlFddzPzw8TExOwWq3w9/dX2a1WK6xWq9IWbXYtQRBzYQ4n\nhr74HYg9roLrG6+G3/WfnrNOFCW89q9KPPb8u2jrHFHsQQE+uOumIuzftw1+Pro5jzsb+/btO6uY\n2Ldv33n7XQtw+kAIGUYIGUaVnU1alToMWWjILWzZYI/awfQUJEs1JEu12q7zRnzwBkwdyZPTpmbT\npSKiwfGLf2E/O2uCMYbJCZtqKjZBrCQmJydx/PhxRTiUlJRgbGxs3vWRkZHYtWsX8jbmQqPRYGRk\ntk7KLSQCAgJhMBpgNOQjKjp6VaUoEsTFsORiIjExEQkJCcq/g4KCUFvr7lNvtVoREBAAvV4Pm809\naMpms8Hf319lt9lsCAg4+5cV5SNeHPT6XTjL+dr5P/8n+JbKufkzWcnou/oywGM/jDGUlPfi1b/V\noa3bLcq9vQRcfXkKPntFCvS+WtTVVF7Q8/v6+mL37t345z//edrjn/zkJ+Hj4zPva7Su33eB8fJ/\nObsBANz0FLyGeqAb6oJusBu6oW54DXZBOzaoftyMHd59bXD2tanMkkaLmZAozIRFYyYsBtOh8k9H\nUASwgOlS45Puz+yjxSUIilx9d2TX9fvuIlnJr93Q0BDMZrPyX21t7WlTlmZJTk6GwWCAwWBAdHQU\nrBMT6O/vx8SEOoVPq9UhNi4WcXEJCA8PB8dx6OntRU9v73ntbyW/diuZTZs2LfcWCCyDmHjttddQ\nX1+PBx98EH19fbDZbCgqKsKxY8ewdetWfPDBB9ixYwfy8vLw5JNPYmZmBtPT07BYLEhPT0dBQQE+\n+OAD5OXl4YMPPsDmzZvP+pz0ZrtwysrK6PW7QJbztbP98U2MvPEeAIDfEIaEP/wcyRvCAMgi4v2j\nzXj4mYMor+5SHqPTCrj52i34yhcuQXiIfkH2sWnTJlx11VU4cOCAUmxdUFCAffv2nbGLE73vzg1m\nn4TU1eKKZjRB7GzGlKUaurFBwGMGCO90wLu/Hd797WoHWh346ES5hW2ce04GHxkPTjj/r4fRmlYc\nxZsAgKTYeCQbsi/q/JYaet9dOCvptZMkCfX19UrUobi4GE1NTfOu9/b2xtatW1FUVISdO3di8+bN\n6OvrhdlkQl1dLZot6sdqtVpkZ+fAYDQiLS0dGs3FXUqtpNeOIC6EJRcT11xzDe6//37ccMMNAICH\nH34YQUFB+O53vwuHw4GUlBR87GMfA8dxuPHGG3H99ddDkiTcfffd0Ol0uO6663Dvvffi+uuvh06n\nw49//OOlPgWCWNHMmOswcu+j8i9aDUJfeAiCS0gcM7fj4WcOovhEq7JeEHhc/+l83H3rLsRELnxx\n4M6dO1dc+9e1AuftCyElB0JKjmKrLStDQW62LDJcBd9SpwViVzNYbwfA3DNC4JiB1NYAqa1B7VjQ\nyCIjVj0ng4+MB6fRzruf2W5OAE3BJpYOu92OEydOKPUOJSUlGB4ennd9REQEioqKFPGQn58PQRBg\nsTTBZDLh2WeeUprFzMLzPNLS02E05iMrKxteXl6LfVoEsWpYcjGh0Wjw+OOPz7F7dnea5dprr8W1\n116rsnl7e+NnP/vZou2PIFYz4uCIXHBtl78Ig374DXhtyUNVQy8eeeYg3vpQfdH42Y9txLdu243k\n+Pm7OxGrD87LB0JyNoRkdWSAzdghdbe5ajHcQkPq7QAkj5QP0SnP0eg45W6uoAEfGe8RxXBFMqIS\nwWl1Ss0EAFjPo6NT6ck2vP5WFSrr5dqQjRlR+MwVuXMGIRIEAAwMDKCkpEQRD2VlZZiZmZl3fWZm\nJnbu3KkIiNRUeTYOYwzt7e341/+9icrKClit1jmPTUpKgsGYj9zcjUq9JkEQamhoHUGsEZjTieHb\nvgOxS87V9bvhKvTtugR33/cnvP5WlWrtRy/NwL137EFueuRybJVYJjidN4TEDAiJGSo7c8xA6mlV\nta+VRUY7IHr0kRKdckpVVzOAt912XgAfGQeNzv1+mrA0gc3sAqc78x3cF/+3FAfeMKtsZZWdKKvs\nxL4rDbjlc9sv9HSJNQBjDA0NDarBcA0NDfOu1+l02LJliyIcioqKEBqqvlnS19cLk8kEs6kcIyMj\nc3xERUXDmJ+PvDwDgoKCFvycCGKtQWKCINYIYz98BtPFchHfkCEPT/hl4MA1z0AU3WktRZsT8cCd\nl2OLIW65tkmsQDitDkJ8OoT4dJWdOR2QetrcczK6XCKju1UtMiQRUncrvKbbAchd+Eb/8hKspc+D\ni4yDECPPx1Da2cYkgdN5o/Rk2xwh4cmBN8zIzYjC9nyKUKwXpqenUVZWpprvMDg4OO/6kJAQJV2p\nqKgImzZtgre395x1I8PDMFeYYTaZ0NvbM9dPaCiMBiMMRiMiIjYs6DkRxFqHxARBrAEmX/s3rM//\nAcO8Di+FZ+HPw9GY8bhIy8+JwQN37cWlW5OpXSFxznAaLYS4VAhxqcAOt505HZD6OuQIRofcvlbq\nssCvrUVZMylyAJPAetrg7GkDTrzr4ZgDFxELrV2P/xJ90MGFoIMLQSeCMcOpazL+9lYViYk1zNDQ\nkJKyVFxcjOPHj8+pV/AkLS1NVe+QkZEx72ea1WpFZWUFzCYT2tpa5xz39/dHXp4BBqMRsbFx9NlI\nEBcIiQmCWOXMVDWg/ZuP4RV9Kn6vT8AUpwGccjQiMyUC992xBx+/LJO+KIkFg9NoIcQkQ4hJBrZd\nrti9HTPgsvaCMQZ7bCY0O6NdQqMZcHjktDMG1teBdACesRAJQD8C0MkFKwKjt3oAzL4bnLfvUp0e\nsUgwxmCxWFSD4Txbw5+KVqvFpk2bFPFQWFiIDRvOHDWYnrajuroaZpMJTU2NkCRJddzb2xu5uRth\nMBqRnJwCfgVOkieI1QaJCYJYxUx0DeJnNz2BXwdswwTvvqObEBuMb31pNz77sY0QBPqyJJYGQauD\nb6A/bKPjmAqIhM9X5K5iTBLB+rvkrlKzKVOdFky1NMLLY7Y3DyAS44hk49jMXLMyRMB64wFwYVFy\n4XeMa+J3XAr4mGRwvgvTxphYeGZmZlBeXq7qstTX1zfv+qCgIBQWFiopS1u2bIGPj89Zn8fpdKK+\nvg5mkwm1tTVwOlXz4qHRaJCVlQ2D0YiMjMyLbuVKEIQa+osiiFXI9IwTr/75OH785JsYkqLkqzAA\nkeH++Matu3D9VQXQahd/4jFBnIo+KAC20XHYPLo5cbwALjIefGQ8NJt3K/YfPvwGOiprEcuGEc+G\nEceGEYsRxLJheEN9QcgGeyAO9kAsPwyHh50LjXR3lYpNgTArMvxo+vZSMzo6iiNHjihRh6NHj8Ju\nt8+7Pjk5WVXvkJWVdc6RAkmS0NxsgdlkQlVV5Zzn4XkeKampMBrzkZ2dc9o6CoIgFgYSEwSxinA6\nRfzpnxV4/Pl30dk7hlkVEcSJ+NqdV+Dm63fAx3v+OQAEsdjMtoc9lzkTV300D9+t6kYfF4gyJCl2\njjGEYQJxbBi37IpArDTs6jJlAeyTKh9sqBfiUC9Ec7HKzgVHyALDo/BbiE0Bp1/4WSrrEcYY2tra\nlKjDO++8A4vFAuYxLNETjUaD/Px8VZelqKio837Ozs5OmE3lqKgwY2JiYs6ahIQEGIz52LgxD3o9\nRa0IYikgMUEQqwBJkvCPg7V45LlDaGp1dzbxk5z4vNSLr//lewhOow5NxPIzO7jOOjb3Qu9Uthck\nYN+VhjkdnRjHYQAB2PPpS5Dm0RqWMQY21KsIC6nDlTbV2QxMqWcEsJF+iCP9ECtLVXYuKExJl5qN\naAhxqeD8qQXomXA6nTCbzap6h+7u7nnXBwQEYMeOHUrUYevWrRc8p2FgoF9p5To0NDTn+IYNG2A0\n5iPPYERISMgFPQdBEBcOiQmCWMEwxnCopAkPPXMQlXXudoZeTMR/2tpx01Q70g/8BF4kJIgVgmdk\nQpKks6at3PK57cjNiMLf3qpChes9npcZhauuyJ3TxYnjOLl2IiwKMLqnqjPGwIb73PMxZmszOi2A\nTS1q2OggxNFBiJVH1b4DQxAbGAF7ucEVzXDVZQSsz4vT8fFxlJaWKuLh6NGjsNls866PiorCnj17\nlKhDTk4OBOHCUy3HxkZRYTbDZDahu6trzvGgoGAYjEYYDMbzjnAQBLGwkJggiBVK6ck2/Ojpd3DU\n1K7YNAKPz7IB7O+pRLg0jcAffB1ehQXLuEuCUKN3RSaYJMFutcE3wP+sj9men3BR7V85jpNrJ0Ij\nAUOhYmeMgY0OutvXdso/xY4mwKZOw2Jjw/AdG4ajvU7t2z94TroUH5sCLjB0TXVIa29vV812qKio\nmNMJaRae52E0GlVTpXt7e7Fp06aL2oPNZkN1VSVMJhNaW1vmpEz5+flhY54BRqMR8fEJa+r1J4jV\nDIkJglhhmGu68fCzB3GopEmxcRyH//hYLvbXlWBDyQkAgO81H4d+/38u1zYJ4rT4BbnFg3V0/JzE\nxGLBcRy44HDwweFAnntQBmMMbGzInS7limhMt9RDM3VKJGNiBGJtGcTaMrVzfaDcVcpDYPCxKeCC\nw1f8Ra4oiqioqFCJh46OjnnX6/V67NixQymW3rZt25x6hN7e3gvay8zMDGpq5FaujY0NEEVRdVyn\n0yEndyMMBiNSU1MvKtpBEMTiQGKCIFYIDc0DePQXh/DGOzUq+yd2Z+He23cj+o+vYaKkBACgzU1H\n8GP3rviLFmL9MVszAQC20Qkgfhk3Mw8cx8m1E0FhQO42xV5bVob8tCT3xG9FaDSBjQ2rnVjHINad\nhFh3Um3385eLvWNcaVIuwcGFbFi2v1er1YqjR48qKUulpaWnLV6eJTY2VtVlaePGjQvaTtXpdKKx\nsQFmswk11dVwOByq44IgIDMzCwajEZmZWdBqqakEQaxkSEwQxDLT3j2Cx59/D3/6pxmS5A7r79qe\nggfu3Iv8nBhM/uMQhp96BQDABwci9KVHwflQq0Ni5TFbMwFA1R52tcAHhIDPDgGyt6js0vgIpK5m\nt8jokoUGGxlQO7BNQKo3Qao3qe0+ernYezaK4RIaXGjkgouM7u5upUi6uLgYJpNpzh3/WTiOQ15e\nnqrLUkLCwk8clyQJba2tMJnLUVlZialJdVcujuOQnJICg8GI3NyN5zRfgiCIlQGJCYJYJvoGJvDk\nrz7Aq6+VweF0f9FvzovDt+/ai6LNcqtMR30zRr76A/kgzyPklz+CJo4KDomViToysfrExHzwAcHg\nAzYBWeq6AGYdg+hR+D0b1WAj/WoHU1ZIjRWQGivUdm9fd1epWHddBhcWBe4cZi6Ioojq6mpVylJr\na+u86319fbFt2zYl6rB9+3YEBi5Ou1zGGHq6u2E2m2A2mzA2NjZnTWxcHIyGfGzMy0NAAM0GIYjV\nCIkJglhiRsYm8fQrxXjxf49iyu4O7+ekR+KBO/fi8p1pyp1KaWwCQzd/C2xyCgAQ+N274L1z87Ls\nmyDOBX3w6o5MnC+cPhCazHwgM19lZ7ZxSF3NstBQCsAtYEOn1BbYJyE1VUJqqlSP6fPykYVFTIo7\nohGXgim/YBw/cUKJPBw5cuS0F+mzREVFqQqlDQbDoqcNDQ4OygLCZMLAQP+c4+HhEUonprCwsEXd\nC0EQiw+JCYJYIqy2afzyD6V45jfFmLBOK/bk+FDcd/sefPoj2ao2mkySMHzng3C2dAIAfK6+Avov\nXbfk+yaI88EzMmFdQ5GJ84XzC4CQboSQblTZ2aRVTpfqtEDs8EiXGjhlZsP0FCRLNSRLtco86ZQg\nTEwjcnwaOePT4P0k1Is6tFhnwDgOOTk5qnqHxMTEJanVmJqawuHDH8JsMqGzc24xd2BgIAwGIwzG\nfERFRVG9F0GsIUhMEMQiY5924OU/HcfPXvoQQ6PuPOGYyEB884u7sO9TRmg0czuUjD/xIuwHXQXX\nOWkIfuIB+gImVjx6Vc3E2QfXrTc4Xz2EtDwIaXnwjA+wKRucHU3oOl6MftNRiB1NCJoaRayXOtXJ\nV8PDGOwDY7C6pkDiNeCiE6FNSHO1sY2C4AVAEgFhcb7qp6amUF1VBZO5HJYmCwB1K1cfX19s3LgR\nRkM+EhITzzpzhCCI1QmJCYJYJJxOCa++dgI/fuF9dPe579CGBfvha/svwY3/sRneXqdPN5j6v/cx\n8eRLAAA+OAChLz0K3pcKromVj2+Au2XoWqqZWAzsdjuOHz+udFkqKSnByMiIao2vwCHd3wuZAd4o\niArG1rgIpPjwCLBbwXlcvPOSE+hsgrOzSf0kGi346ESlLoOPdQ3ki4wDpzn/dCeHw4G62lqYTOWo\nr6+bU9it1WqRnZMDozEfqalpC9oFiiCIlQn9lRPEAiNJEl5/qxr/76fvorvfPTE2QO+NO28sxK3X\nb4fe12vexzsaWjD8le/Lv/A8Qp77ATTx0Yu9bYJYEHhBgG+AHpPjVlhH58/lX48MDAygpKREqXc4\nceLEnLaonmRlZalSllJSUpToJJuxQ+puVdVjiJ3NYL3tAPMYNud0QGpvhNTeqHYuaGSREZOs6i7F\nRyXMERmiKMJiaYLJZEJ1VSVmZmZUx3mex4YNkdh12WXIysqGTqe7uBeKIIhVBYkJglggGGN464MG\nPPzsQdQ09il2X28tbr1uO+64sRDBgb5n9CGNWzH0hfvArHI6VOC374D3rm1nfAxBrDT8ggIwOW6V\n50ysUxhjaGhoULVobWhomHe9TqfDli1bFPFQWFiI0NDQeddzOm8IiZkQEjPVzzszDamnVT0no8sC\nqaddTnmaRXTKQqTjlEiGoAEfGQ8uNhlW/1BYpiSY+kfR5eQgcu50TI7jkJiYBINRbuVaV1cHg0Fd\nH0IQxPqAxARBLACHj7fgR0+/g7LKTsWmETj89zVb8LX9l2JD2NmnADNJwvBXvg+npQ0A4PPpvdDf\nfsOi7ZkgFgu/wAAMoHtddHOaZXp6GmVlZaqUpcHBwXnXh4aGKh2Wdu7ciU2bNsHLa/6I5bnC6bwg\nJGRASMhQ2ZnTIUcyPFvYdjZD6mkDRI8+UqITUlcz0NUMHwC5rv8kACNaP1gDwuCVlIkI4zbo0/PA\nRyeC0138vgmCWL2QmCCIi+BkVSceeuYgPjjarNh4nsO+Txnx0R2h+MRHLzlnXxM//TXs//4QAKDN\nSkHwk9+hgmtiVTI7uG4t10wMDQ2hpKREEQ8nTpzA9PT0vOvT09NV4iE9PX1J/745jRZCfBqE+DSV\nnTkdGKmrRHvpexirKYf3SC/CZqwIddggeNZkAAh12BA6ZAOG2oAT/8YkAHA8uMg4ROtDMF2/Sa7L\niEuVRYYXDZ4jiPUAiQmCuABqGvvwyHOH8K/36lT2T38kB/fethtpSeEoKys7Z39Tb32I8cdfAABw\ngf6ugmv6IiZWJ7MdnWxj42CMrXpRzBiDxWJRpSzV1tbOu16r1WLTpk2qlKWIiIgl3PHZsVqtqKgw\nw2wyob1djoZCFwVskAdiBur9sCUpFjnBfgieHFXa2UpdLYDTo86DSWA9bdCjDTON5W47x4GLiAEf\nkwIhzmPqd3QSOO8zp3sSBLG6IDFBEOdBc/sQHn/+Pbz2r0ow5r5rt7coDfffsQd5WedfKO1oasPw\nXd+Tf+E4hD73A2gSYxdoxwSx9MxGJkSnCLttCj761XXxODMzg/LycpV46O+fO3xtluDgYBQWFiri\nYfPmzfDxWXk3A+x2O2qqq12tXJsgSZLquLe3D3Jzc2E05iMpOfm0rVyZ6ATr64Q4mybVKReAOzst\n4FUig8nr+johnnxf5YMLj1EKvgXXxG8+Jhmcj9+inDdBEIsLiQmCOAd6+sfx4xfex+//dhJOp/sL\neHt+Ah64ay+25ydckF9pwiZPuJ6Quz4F3H87vHdvX5A9E8RyoQ9UT8Fe6WJiZGQER44cwZ///GdY\nLBYcO3YMdrt93vUpKSlKylJRURGysrJW7AwFh8OBhvp6mMzlqKuthdOpmrMNrVaLzKwsGA35SM/I\nOGsrV06Q51nw0YnA1r2Kvez4ceTHRULqbJKFxmwBeFcLMKN+LdlAF8SBLognP4BnLysuLMrVvjYF\nQmyq8m/OVw+CIFYuJCYI4gwMjdjw85cP46UDxzA94/4SzsuMwgN3XY7dO1IuOIVDLrj+f3A2uQqu\nP7UH/nd9fkH2TRDLiZ/n4LrRcYTFRC7jbtQwxtDS0qJEHIqLi1FVVTXveo1Gg/z8fFWL1sjIlXM+\np0OSJDRbLDCZylFdXTVHGPE8j9S0NBiN+cjOzoaX1wLMsOF58JFx4CPjoNm8WzEzSQIb7IbUYXFF\nM9zF35ieUrlggz0QB3sgmorVIiN0g2tOxmw0Q56ZwfkFgCCI5YfEBEGchvEJO577bQl+8bsjsE26\ne6qnJYbhvjv34lN7si46D3zi56/A/i85/K/JSEbwT6ngmlgb+AW6u5ct96wJp9MJk8mkFEoXFxej\np6dn3vWBgYHYsWOHIhy2bt0KX9+VHVkBZJHU0dEBs9mEygozJibmtuVNSEiEwWjExo150OuX5m4/\nx/PgImLBR8RCs2mXe7+SBDbUKwsLT6HR1QxM2VQ+2FAfxKE+iOYSte/gCCV6MVv4LcSmgNMHLsm5\nEQQhQ2KCIDyYnJrBS388hqdePoyRMfdds7ioINxz225c8/GN0GiEM3g4N6YOlmD8sV8CALgAPUJf\negS838q/YCGIc+HUyMRSMj4+jiNHjihRh9LSUkxOTs67PjExUYk6BAcH49prr12xKUuno7+/DyaT\nCWZTOYaHh+ccj4yMgtFoRJ7BiODg4GXY4enheB5ceDT48Ggg3931jjEGNtTnil7I9RiiazAfpqwq\nH2ykH+JIP8TKUrXvoLBTJn67BEfAyjl/glhLkJggCAAzDid+9/pJ/OSFD9A36L6jFxGmx9f3X4r/\nunoTvHQL8+fibOnA8B3/AzAGcBxCnvk+tMnxC+KbIFYCfh41E9ZFFhPt7e2qqENlZeWcwuJZBEGA\nwWBQog5FRUWIiYlRjpeVla0KITE6OooKswkmkwk9Pd1zjgcHB8NgzIfBYFzxKVmnwnEcuLBI8GGR\ngLFIsTPGwEb63fMxXAJD7GwCbOooDBsdhDg6CLHqqNp3QIhc+K1M/ZaFBhcQQlFhgrgISEwQ6xpR\nlPCX/6vEY8+/i/auEcUeFOCDL9+0E/v3bYWvj27Bnk+y2jB4871g4/IdtoB7boXP5UVneRRBrC70\nHpGJybGFm4ItiiIqKipU4qGzs3Pe9f7+/ti+fbsiHrZt27Zk6T0Ljc1mQ1VVJcymcrS0tMw5rtfr\nsTHPAKPRiLi4+DV3ccxxHLiQDeBDNgB5hYqdMQY2OuiuxeiwQOqyQOywAFZ1ih0bH4ZYPQyx+rja\nt3+QR02Ga05GbAq4wNA19zoSxGJAYoJYlzDG8M9DtXj0uUOobx5Q7L4+Otx2w3bc/vlCBPovbGtH\nxhhGvvZDOOvlAXfeH9sF/6/etKDPQRArgYWKTExMTODo0aNKytKRI0dgtVrnXR8XF6cqlN64cSME\n4eLTEpeL6elp1NbWwGQqR2NDw5yIi5eXF3JycmEwGpGSkrqqz/VC4TgONelKTQAAIABJREFUXHA4\n+OBwYKO7Ex5jDGxsyNW+Vl34zcbV6WBsYhRibRnE2lNmA/kFQIhLVddlxKaCCw4nkUEQHpCYINYV\njDG8V2rBw88chKnGnR7gpdPgpmu34Cs370R4yOLcuZx4+lVM/fNdAIAmNQEhP/8fcKsgpYIgzhe/\nIHcBtm3s3MVEZ2enqsuSyWSaN2WJ53nk5eWpxENcXNxF7325cTqdaGxogNlsQk1NNRwOh+q4IAjI\nzMyCwWhEZmYWtFrtMu10ZcNxnFw7ERQG5G5VHZPGh+ekS0mdFrCxIbUT2zjEupMQ606q7X7+clep\nGM9IRjK4kA0kMoh1CYkJYt1wzNyOh54+iJKyVsUmCDyu/3Q+7r51F2IiF68DiP3QEYw//BwAgNP7\nIvTXj4H3pwFNxNpE0Gjgo/fDlNUG2+jp05xEUUR1dbVqMFxbW9u8Pn19fVUpS9u3b0dAwNpoDSpJ\nElpbW2A2mVBZWYGpKXXLVI7jkJKSCoPRiJyc3BU5EG81wQeEgM8OAbK3qOzS+Ih70rfHQD42MqB2\nYJuAVG+CVG9S2338PFrXprjnZIRFkcgg1jQkJog1T2V9Dx555hDePtygsl/90Vzce/seJMeHLurz\nO1s7MTRbcA0g5OnvQZt6YUPuCGK14BcUIIsJV2TCZrPh2LFjSr3DkSNHMD4+f9QiKipKVShtMBjW\n1F14xhi6u7tgNplgNpsxPj63hW5cXDwMRiPy8gzw9/c/jRdiIeEDgsEHbAKyNqnszDoGqavF1VXK\nnTLFhk+Zij5lg9RYAamxQm339nUVfSe7xUZcCriwaIpOE2sCEhPEmsXSNohHn3sXr7+lHkj10Usz\ncN8de5CTvvhdTqTJKQx94V4wVxGq/zf2w+ejly768xLEcqPzlQehNdU1YMuWLSgvL4coiqddy3Ec\ncnJyVOIhMTFxTd7NHRwccAkIEwYGBuYcj4iIgMGQD4PRiNDQxb3RQZwbnD4QQoYRQoZRZWeTE5A6\nLRA96zI6LGBDvWoH9klIlipIllOGI+q8wcckIdI3GNMdW1xTv1PARUSD49df/QuxeiExQaw5OntG\n8eMX3sf/vmGCKLrzrXduTsIDd+3F5rwlyqtmDCN3/wiOWgsAwPsjRQi4e//SPDdBLCGSJKGmpkZV\n75A66YNo3yBYR8Zwov2Ear2Pjw+2bt2qiIcdO3YgKChomXa/+IyPj6HCbIbJbELXabpPBQYGwWA0\nwmgwIjKKUmJWC5yvP4R0I4T0U0WGVU6X6mqG2OFR+D3QpXYwY4fUUosAADPVHgP5tF5yFCPGXfgt\nxKaAi4wjkUGsSEhMEGuG/iErfv7Sh3j5z8cx43DfAS3IjcEDd16OS7clL+l+fP96EFN/ewcAoEmJ\nR8jT36eQNrEmmJqawvHjx5WUpZKSEoyOjqrWxEVkAAC8BA02bNigKpTOz89fUylLp2NqchJV1VUw\nm0xobraAudIcZ/H19cXGPAMMBiMSEhJWxXwL4tzgfPUQ0vIgpOXB813O7JOQulrkou9ZodFlgdTX\nBQ4e7w/HNKSWWkgttWrHWh346ESPNrYpEOJSwG2IAyfQ5RyxfNC7j1j1jI5P4dnfFOOXvy/FpN3d\n+SQrNQL33r4HH78sc8nv9Nk/OAb9y68DADg/X4T+6lHwAauzvz1B9Pf3o6SkRCmWLisrm9NlyJPs\n7GykhCZD6hqBwPFotTTDex1MeJ+ZmUFdXS3MJhPq6+vmpHXpdDpkZ+fAYDQiLS19XbZyXc9w3r4Q\nUnIgpOSo7CdLS2CICFIVfoudzWB9HUqtHQDAMQOprQFSm7r+Dxot+KgEpauUIjYi48Fp1rZoJ1YG\nJCaIVYttagYv/qEUT79SjLEJu2JPiA3GvbftwdUfzYUgLP3dPmd7N4Zv+w44yVVw/fP/gTYjacn3\nQRAXAmMM9fX1qi5LjY2N86738vLC1q1blVqHwsJChISE4C9PPI9/PPcqAMA2NrFmxYQoimhqaoTZ\nZEJ1dRVmZmZUxwVBQHp6BoxGIzKzsqHTLdwQTGJtwLReEJKzISRnq+0zdkjdba6uUrLQEDssYL3t\nAPNomex0yNGOjia1Y0EjiwzXfAxFaEQnksggFhQSE8SqY3rGiVdfO4Enf/UhBobcA6wiw/3xjVt3\n4fqrCqDVLs8dP2nSjqH990EakbvU+H/tZvh84rJl2QtBnAt2ux1lZWWKeCgpKcHQ0NC868PCwlQp\nSwUFBfDy8pqzzs9jCrZtbByh0RsWZf/LgSRJaG9vh9lUjsrKCthsNtVxjuOQlJQEg8GI3I158PVd\nm0KKWFw4nTeExAwIiRkqO3PMQOpucc/J6GqRBUdPOyB5RMNEp1IYDrzttvMC+Kh48DFyVymljW1U\nIjjd3L9lgjgbJCaIVYPTKeJP/6zA48+/i85edxvFkCBffPmmnfjCf26Fj/fy3W1hjGH0nofhqJJD\n0NObcxDzzVuWbT+no7m6D6YPW9DVLE+AjUkOgfGSJCTnrJ0LPeLMDA4OoqSkRKl3OHHixJy76Z5k\nZGQoUYedO3ciLS3tnNIG9UHuuS3zzZpYbfT29sBkMsFsMmF0dGTO8ZiYGBiM+cjLMyAwcPHm1hDr\nG06rg5CQASHhFJHhdEDqaVO6SkmdFrkQvLsVEJ3uhZIoC5CuFuDYOx6OeXCR8RBmIxizQiM6iUQG\ncUZITBArHkmS8I+DtXjkuUNoah1U7Ho/L9zx+UJ86frt8Nd7L+MOZawvHMDka/8GAGiSYtH/zZvA\nraCc6A/fqMWJQ+oweFv9ANrqB7B5TyouuTJrmXZGLBaMMTQ1NalSlurq6uZdr9PpsGnTJiXqUFhY\niPDw8At67lMjE6uV4eFhmP8/e/cdF1eZ7gH8N40Bhl4SWhJaQp9zBlIIEKMxanSj6+rGRKPGay9R\nd1ddE13bvZpEXd1riV335rp6je4ay+q6uxqNCYQU4MzQAiEQSIDQ61CmnfvHwDDDzABJYBrP9/Ox\ncM47c555GWCe85ZHyUHJlaClpcXqfFhYGBiGBcOyCA+f44QICTESiCUQzUuEaF4isHzsOK/TwnDm\n1Nh0qdFEY3ySwRvAN5+ErvkkcGSv2RMLIZgbM5ZkjP4THQeBlAooEkomiAvjeR57C2qwbecPKD3W\nbDruLRXjtvXLcP8teQgJco3pA0P5Rej5z9cAAAJfH4R+8Dwa1d2TPMpxastbrBIJc0f31iA6PoRG\nKNycRqNBaWkpfvrpJ1MCYauWwaiQkBDk5OSYkofFixfD23t6EnNZ0FiRNXW3eyUTfX19KFWpwClL\ncKqhwep8QEAA5HIGLKtAVHQ0beVKXJpALIEoJh6iGMsdDXm9DnzLqbE6GaeMFb8NTXWA1my0kjeA\nP9MA3ZkG4OhPZk8sgCA8CsKYRLPRjERjkuHtGn+biWNQMkFc0sGik9i28wcc4sb+kIvFQmy8OhMP\n3bESEeEBEzzasXSnz6DzzseBkZ1bgl95ApLkBKCoyMmRjeH2103e5kAdJRNupquryzRlKT8/H4cP\nH8bQ0JDd9omJiaYpS7m5uUhOTp6xLUllgWM/o/3d1tWdZ8r+/fuxe/dulJSUAAAUCgXWr1+PFStW\nTPi4oaEhnDxZByVXgpqa41Zbufr4+CA9PQMsq0BsXBxt5UrcnkAkhiAqDsKoOGDpxabjvF4HvrUR\netMoxui6jFpAOzz2BDxvbNfaCH3xPsvnDo82q/gdP5JkxEPgI3PUyyMORMkEcSnKiiZs2/kDfjw4\ndhddIBDg11fI8chdFyI2JsSJ0VnjB0cWXHcaRyH8N98M37WrnByVtdE1EhO2OTF5G+I8PM+jrq7O\ntNYhPz8f5eXldtuLxWJkZmaa1jrk5OQgImLmq76P8jOf5uSgNROvvfYadu3aZXGssLAQhYWF2LRp\nE+6//36Lc1qtFlVVx6DkOBw7VgmdTmdxXiKRICU1FQzDYtGiJIjF9CeTeD6BSAxB5AIIIxcAS8b+\nnvEGPfjWppGq32Pb2Boa64DhQYvn4NsaoW9rhL5kP8w3kRaERlisxxCNLP4W+PqDuC/6zUhcQlVt\nK55/80f8/YcKi+O/WJWCR+9ZheQE15uLzPM8uh59AVqVcQ66dOUyBGy5a8avq6ssgq7gO+hPGq8r\nik2GOGcNxClZM35t4jharRYcx1lUlW5ubrbbPjAwEDk5OYiNjcV1112HpUuXOnUXId+AsQ8H/Q5Y\nM7F//36rRMLcrl27oFAosHz5ctTWnoCS41BWVobhYcuRHKFQiIULF4FhWaSmptncqYqQ2UggFEEQ\nMQ/CiHkQL77QdJw3GMC3N40kFyegPzW2la1VktFxBvqOM9Ar8y2fO2SOafTCWIxvZLqUH21k4A4o\nmSBOVd/YhT++8xM++0YJg2FsWsGF2QnYet/FUKRFOzG6iak/+AwDn30LABDNj0Lom/854wuuNf/4\nCNp9X1kc0x9XQX9cBcPKq+B1+Uabj4uOD0F9lf258wAQneBaoz6zTU9PDwoLC02jDocOHcLAwIDd\n9nFxcRZTltLS0iAUClFUVISsLOcnlhKpF6S+PhgeGHTImondu3dPeD4wIAB79nyOfT/tRX9/v9X5\n2Ng4BIeE4IorfgE/PyowSchUCYRCCObEQDgnBsi8wHScNxjAd5wxK8Y3OqJxAhi03E6Z72yFvrMV\nemWB5XMHhxunS0VbjmYI/IMc8trI1FAyQZyipa0PL7+3D3/ZUwytbmxf7CXMPDx238XIXezaRd6G\nC4rR/dQrAACBjzdC//w8hMEzewdFV1lklUiY0+77CsK4FIiTM63OsSviJk0m2DzX7nNPwvM8Ghoa\nTCMOBw4cQGlpqdU8/VEikQgsy1rUd4iKinJw1GdPFuhvTCYcMDIxukbC4voyX0RERCBi7lz4+hp3\nnTFPJCIjI8GwCjAMg6CgYBQVFVEiQcg0EQiFxgXa4VGAYmzNEs/z4DtbxnaVOl0L/ekaGE6dAAYt\nE32+qw36rjboSw9ZPndgKIQxCfB96n2HvBYyMUomiEN1dg/g9V0H8P7uwxgcGptJmbYoAo/ddzFW\n501tD3tn0jW2oMN8wfWfHodX6sKZv27Bd1NqYyuZiE+bi8WrEu3u6LR4VSItvp5BOp0OKpXKYsrS\n6dOn7bb39/fH8uXLTcnD0qVL3fJDriwoAJ3NrQ6tM+EtlWJuxFxERsyFv7/1POzgkBAwDAuWZTF3\nruPWkBBCjAQCgXHtRGgEwOaajvM8D76rbWQL21qzqt81gNryhgTf0wF9j/3imsSxKJkgDtGvHsbb\nHx/EGx8WoK9/bDeIhAWh2HLPKly5OtUtdkfhh4bRcftWGDqMBav87t0I319e4pBrj66RmLBNXaXd\ncyuuTEF0fAi4A3WmxdbRCSFg86ho3XTr6+vDoUOHTFOWCgsLbU6tGTV//nyLKUsZGRkQuVCNknM1\nWrhupkcm1Go1li5ZgsHBAQQHW09/GB7WoKWlBWHh4dj2yKMuf8OCkNlIIBAY106EzAHkOabjPM+D\n7+mw3L7WVNmbuAJKJsiMGhrW4n8+O4JXPtiPju6x+d/REYF46I6V2HAlC7HYPT408TyPrq0vQssZ\nF4lLL1iCwK33ODmqsxOfNpcShxlw+vRpi12WlEolDAaDzbZCoRByudw0XSk3Nxfz5s1zcMSOMVpr\nYibWTAwPD6OiohxKjsPx49Xw9vaCt7eX6bxOp0Nraxuaz5xBV1c3eJ7HPffeR4kEIW5GIBBAEBQG\nYVAYkL7MdNzetFDieJRMkBmh1erxydcleOndfWhqGfsgERYiw29vuwA3XZMFb6nEiRGePfX/fo6B\nT/4OABDNi0TIm89C4MCtIkWxydAfV03cJo6qWM80vV6PsrIyi/UODTYKm42SyWSmKUu5ubnIzs62\nOf3GE43WmtAMDUMzNAwv7/PbGUmn06G6ugpKjkNlZQW0Wq1Vm5aWVpxpaUF7e4dFQrdp0ybk5eWd\n1/UJIa6Dbgy4DkomyLQyGAzY888yPP/mjzh5eqxuQYCfNzZvysXt1y+Dn6/7bbU4fFiJ7j+8DAAQ\neEsR+sHzEIU4dss6cc6aSZMJcc4aB0Uze6jVahw6dMiUPBw8eBC9vfbvtEdFRSEvL8808iCXy2dt\nfQKZRa2JXnhFhJ/1cxgMBpysqwOnLEFZaSkGBy23mhQIBEhITATLKJCWnoajR4uwe/du9IxMrcrM\nzMT69espkSCEkBkyO//CkWnH8zz++XMVtu/ci8qaFtNxX28J7rg+G/dtykVQgI8TIzx3+uZWdNy+\nFRjZdSr4pcfglb7I4XGIU7JgWHmV3R2dJCuvsrn4mpyd5uZmiylLJSUl0Ov1NtsKBAKkp6db7LK0\nYMECumM2ws+8CnZPL4KnmEzwPI+mxkZwXAlUKqXN5G3e/PlgGQUy5HKLkZ7RRI4QQohjUDJBztv+\nw7XY9voPKCob251GIhZh068X48FbV2BumPtO6eCHNei44zEY2oyjLH53bIDvNZc5LR6vyzdCGJdi\nLFo3sthaFJdiLFpHicRZMxgMqKiosNhlqba21m57Hx8fLFu2zDRlafny5QgKov3O7Rk/MjGZtrY2\nKJUclFwJ2tvbrc7PmTMXLMuCYViEhIZOa6yEEELODSUT5JwVlZ7Gtp0/YP/hsQ9fQqEA69eyePjO\nCzEvyv0/ZHX/4WVoisoAANKcTAQ+udnJEQHi5ExKHM7RwMAAjhw5YkocCgoK0N3dbbd9RESExS5L\nCoUCEol7rfVxJlng2I0Ee8lET08PVCollFwJGhsbrc4HBQWBYYwJRERkJI36EEKIi6Fkgpy1iuMt\n2PHmXnz3k+VWpb+8JA2/v/siLIw7+3nRrqj/wy+g/ssXAABR1FyEvP2cQxdck/PX0tJiMepQVFQE\nnU5nt31aWppF8hAfH08fXs+DxchEz1itiYGBAZSVlULJcairq7XalUUmkyEjQw6GZTF//gK32Daa\nEEJmK/pkRKastqEDL779Ez7/zrJS7+q8hdhyzyrIU1y/Iu9UDR8tRffjfzR+IfUyLrgOC3ZuUGRC\nPM/j2LFjFusdampsF+kDAKlUiqVLl5rWOixfvhwhISEOjNjzmScTPR2dUCk5cByH6uoqq3UoXl5e\nSE1LB8MwWLhwkUfU2SCEkNmAkgkyqaaWHrz07j7831cl0OnGtlrMVizAY5svRrZigROjm376lnbj\ngmut8Q528Atb4MUkOzkqMt7Q0BCKiopMiUNBQQE6OuxXRA0PDzeNOOTl5SEzMxNeXl5225Pz5+s/\nVrX7+2+/g299mcV5kUiEpKRkMCyL5OQU+n4QQogbomSC2NXepca7n5bhm33fYlgzNjVEnhyJxzav\nxkXLEzxuCgiv0RoXXLcYF3/63bYOsuuucHJUBADa29tRUFBgSh6OHj0KjUZjt31ycrJF8pCYmOhx\n71dXZDAY0NBQD47joCwuNh3XDg4DMO6AFRcXD5ZlkZ6eAR9fX2eFSgghZBpQMkGs9PYN4c2/FOCt\njw5CPTD2YW1RXDgevecirL041WM/lHU/9d/QHDHWcvBaxiLwqQedHNHsxPM8qqurLaYsVVVV2W3v\n5eWFxYsXm6Ys5eTkICwszIERz248z+NMczM4JQeVkrNc1C4SAnoDpCIJfvGLtciQMwgMdGyNFkII\nITOHkgliMjCowQefHsZr/3MAXT1jhaHmRwXhkbsvwq8vl0Mk8tyFkOr/+xrq//kbAEAUGY7Qd5+D\nQEI/Io4wPDyM4uJiU/Lw888/o6ury2770NBQ5OTkmEYdsrKy4O3t7cCICQB0dnRAObIOorW1xep8\nWFgYevxlGOzuQ0TYHOStuMAJURJCCJlJ9EmJQKPV4aMvivHyuz+jpX1sx5U5YX5Yd2kctj54Nbw8\n/EO1pqQcXVteMH7hJUHo+zsgCqd97GdKZ2cnCgoKTLssHT58GMPDw3bbL1y40GLKUlJSkseOjrm6\nvr6+ka1cOZw61WB1PiAgEAzDgGFZREVF48m95Tjd3Qd1z+R1JgghhLgfz/6ESCak1xvw13+o8OLb\nP6GhcewucFCAD+6/JQ+3rV+KyopSj08k9G0d6LhtC6DRAgCCn38UXoo0J0flOXieR21trcWUpYqK\nCrvtJRIJkpKScNlll5mmLM2dO9eBEZPxhoYGUV5WDk5ZghM1NVZbufr4+Ji2co2NjbPYylUWZKw1\nMZWidYQQQtyPZ39KJDbxPI9v9lbi+Tf3oqq2zXRc5uuFuzYux7035iDAf3ZMGeG1OnTc8Tj0zcZ+\nkN1yLWQb1jo5Kvem1WpRUlJiGnU4cOAAWlqsp8CMCgoKspiytGTJElRUVCArK8uBUZPxtFotqo4d\nA8eVoKrqmFV9DolEgpTUVLCMAgsXLYLYTg0WWaBxe1jzOhOEEEI8ByUTswjP8/ip8AS27/wBXEWT\n6bjUS4z/uG4JHviPFQgLljkxQsfreeYVaA5xAACvJXIEPfMbJ0fkfrq7u3Hw4EFT8nDo0CEMDg7a\nbR8XF2dKHHJzc5GamkpFyVyEXq/HiRMnoORKUF5eZjX1TCgUYuGiRWBZBVJSUiGVSid9ztFaE8MD\ng9AOayCR0vavhBDiSSiZmCUOcQ3YvvMHFBSdNB0TiYS44ZcKPHTHSkTNnX27q6g//Qb9738GABBG\nhCP0ve0QeEmcHJVr43ke9fX1FlOWysrKrKa9jBKJRFAoFBbJQ2RkpIOjJhPheR4NDQ1QKjmUqpTo\n7++3ahMXFweGYZGeIYdMdnY3HPwCxwrXDfT2IZDWIhFCiEehZMLDlVY1Y8fOvfj3gWrTMYFAgGvW\nZOCRuy5E/PzZ+YddozyGrt8/b/xCIkboe9shmjM7+2IiOp0OSqXSYspSU1OT3fYBAQFYvny5abH0\n0qVL4efnZ7c9cZ6WljPGWhBKDl2dnVbnIyOjwLIs5AyLoKCgc76OLHgsmejv7qVkghBCPAwlEx6q\n5mQ7XnjrR3zxL8uKs2suTMaWe1YhdeHsXdCqb+9Cx62PAsPGGhpB2x6GNCvdyVG5ht7eXhQWFpqS\nh8LCQqjVarvt58+fbxpxyM3NRXp6OkQikQMjJmejq7MTypGdmM6cabY6HxIaCoZhwbIs5syZnt8R\n5iMTtAibEEI8DyUTHuZ0czf++M5P+ORrDgbD2NSTFUvj8dh9FyMrI8aJ0Tkfr9Oh867HoW8yLgiW\n3Xg1/G682slROU9DQ4MpccjPz4dKpYLBYLDZVigUQi6XWyQP8+bNc3DE5Gz19/ejtFQFJcehvv6k\n1Xl/f3/I5catXGNi5k37lrujayYA48gEIYQQz0LJhIdo7ejHKx/8jF1/PQqNVm86npUeg633XYwL\nlsU7MTrX0fNfr2O4oBgA4JWVjqBnf+fkiBxHr9ejtLTUYr3DqVOn7Lb38/NDdna2KXHIzs6Gv7+/\nAyMm52p4eAjl5eVQchxqao5bJYje3t5IT88Aw7KIj0+Y0QXwMvORCao1QQghHoeSCTfX3TuIN/43\nH+98XIiBIa3peEriHGy972JcdgEV9xo18Lfv0P/OJwAA4ZxQ44JrD95ZRq1W49ChQ6bE4eDBg+jr\ns789Z3R0tMWog1wut7vdJ3E9Op0O1VVVKDxYgC/2/M1qK1exWIzklBSwjAKLkpIgkThms4HROhMA\nTXMihBBPRJ8U3JR6UIP3/q8Qr+/KR0/fkOl43LwQPHrPKlx9aRptt2lGU1qFroe3G78QixD67jaI\nIsKdG9Q0a2pqshh14DgOer3eZluBQICMjAxT4pCbm4sFCxZQ4ulmDAYD6upqoeQ4lJaWYmjIckte\ngUCAxIULwTIKpKalwdvb8fVjZLRmghBCPBolE25mWKPDh58fxcvv/Yz2zrGFsZFzAvDwnSux4UoF\nJBJaAGtO39GNjlsfBT9k3DM/6NnfQbqUcXJU58dgMKC8vNxil6WTJ0/abe/r64tly5aZRh6ys7MR\nGDj7tgP2BDzPo7HxNDiOg0rJ2Rxtmj9/ARiWRUaG3OlT0/yCzKc5UeE6QgjxNJRMuAmdTo/PvlHh\nxbd/xOkzPabjoUG+ePDWFbhl3RJ4S6lGwni8TofOe/4A/ekzAADf66+E7OZrnBzV2RsYGMDhw4dN\nyUNBQQF6enrsto+MjDSNOOTl5YFhGIdNayEzo62tFUqOA6fk0NHebnV+7ty5YFgFhEIRVq5c6YQI\nbfPy8YbYSwKdRksLsAkhxANRMuHiDAYDvv6+Ajve3IsT9R2m4/5+Utx7Uw7uumE5/GSTV6GdrXq2\nv4nh/UcBABI2FcHbHnaLqTxnzpyx2GWpuLjYag68ubS0NNOoQ15eHmJjY93idbqLuro6qFRKNDc1\nAgAio6IhlzOIi4ub0ev29HRDpVSCU3Joamy0Oh8UFAyGZcEwrKkYYFFR0YzGdLYEAgFkgQHoaeug\nBdiEEOKBKJlwUTzP44f849i28weUVZ0xHffxluC29UuxeVMeQoJ8nRih6xv48t/of+MjAIAwLNi4\n4Nrb9RIvg8GAY8eOmdY65Ofn48SJE3bbe3t7Y+nSpabkYfny5QgODnZgxLNLQX4+iouPWhw71VCP\nUw31yMxcjJzc3Gm93sDAAMpKVVAqOdTV1VlVF5fJZMiQM2AYFvPnz3eLtVF+QcZkgkYmCCHE81Ay\n4YIOFp3Eczt/wGGuwXRMIhbhpmuy8NvbLsDccNqeczKa8uPo+u1zxi/EIoS+sw3iaNco1Dc0NIQj\nR46Y1joUFBSgq6vLbvvw8HCLKUuZmZnw8vLcXahcSV1dnVUiYa64+CiioqMQG3t+IxQajQaVlRVQ\nciWorq62Wjjv5eWFtLR0MKwCiYmJblcYcLTWBC3AJoQQz0PJhAvhKhqxfede/HiwxnRMKBRg3S8Y\nPHznhVgQTXefp8LQ1WNccD1o3OUq6OkHIV2ucFo8bW1tKCgoMI08HD16FFqt1m775ORkU+KQm5uL\nxMREmrLkJCqVcvI2SuU5JRN6vR7Hj1eD40pQWVEBjUZjcV4kEiFQPWZbAAAgAElEQVQpKRksq0BS\ncrJbJ5CjOzrRNCdCCPE8lEy4gKraVux4Yy++2VtpcXztxal49J6LkBQ/x0mRuR9er0fHPU9C39AE\nAPC97grIbl3nuOvzPKqrq5Gfn48vv/wSx44dQ3V1td32Xl5eWLJkiSl5WL58OcLCwhwWL5nY6BqJ\niTRNoc0og8GA+vp6KLkSlJaqMDAwYHFeIBAgPj4BDMsiPS0dPr6eMZVxtNbEUP8AdFodxBL600MI\nIZ6CfqM7UX1jF158+0f89VsVDIaxedEXZifgsc0Xg02NdmJ07ql3x9sY3ncIACCRJyN4x+9n9K7+\n8PAwiouLLaYstbW12W0fGhpqUdshKyvLKXv/E8fheR7Nzc1QciVQKpXo6em2ahMTMw8My0IulyMg\nwPO27DWvNTHQ04eAMBplJYQQT0HJhBO0tPXh5ff24S97iqHVjc2NXsrOx2P3XYycrFjnBefGBr7+\nAX2v/y8AQBgShND3d0DgM70f1Ds7O1FQUGBKHo4cOYLh4WG77RcuXGhRVTopiSqSu5PIqGicaqif\nsE1UlO2kv6OjA0qOg1JZgtbWVqvz4eHhYBgWDMsiLMyzCiiOZ1lropeSCUII8SCUTDhQZ/cAXt91\nAO/vPozBobE58+lJEXh882qsyqG58edKe+wEun7zrPELkQgh7zwHcUzEeT0nz/M4ceKERWG4yspK\nu+0lQhEyU1OxYs1lyM3NhUwmwyWXXHJeMRDnksuZSZMJOTNWALG3txelKhU4ZQlOnzpl1TYwMBBy\nxrgTU1RU9Kz5eZeZJRO0oxMhhHgWSiYcoF89jLc/Pog3PixAX//YXezE2DBsuWcV1l6c4hbbO7oq\nQ3cv2v/jUfADgwCAwCfvh3du1lk/j0ajQUlJiUV9h5aWFrvtg8ReWBw0B0uD5mBJUDjYwDD4iMSQ\nJS+B39VXu9x+/+TsxcXFITNzsd0dnTIzF2Pu3AgcPXIEnLIEtSdOWG3l6uPri4yMDLCMAgtiY2fl\nz7oscGwHOlqETQghnoWSiRk0NKzFnz87glc/2I+O7rGFljERgXjkrouw7hdyiMXutcWjq+H1enTe\n9xT0J08DAHyvuQx+d6yf0mO7u7tNU5by8/Nx+PBhDA4O2m0fHx+P3NxcLItagPT9KiySBUFo486y\n+tNvIUlfRD9dHiInNxdR0VFQKZWmxdZz50YgIDAQtbUn8O23f7faylUikSA1LQ0Mw2LhwkUQi2f3\nm8FiZKKLkglCAEBXWQRdwXeYV3YU6i/8IIpNhjhnDcQpZ38zjBBnmt1/4WaIVqvH/31Vgpfe3Yfm\n1rE/nGEhMvzu9gtw0zWLIfWirp8OvX98D0N7DwIAJOmLEPTiVptTR3iex8mTJ03TlfLz81FeXm51\nF3mUWCyGQqGwWCw9WmG467E/QuM38Zzvga++B6656DxfHXEVsbFxmDdvPk6cqAHHcVAqOau1MkKh\nEIsWJYFhWaSmprn1Vq7TzS9obFE5jUwQAmj+8RG0+74CAAj0OkCrgf64CvrjKhhWXgWvyzc6OUJC\npo4+0U4jg8GAPf8sw/Nv/oiTpztNxwP9vbF5Uy5uvz4bMh/6gDFdBr/9CX3//WcAgDA4AKHv74DQ\n17jgWqfTgeM4i/UOzc3Ndp8rICAAOTk5psRh2bJl8LWzLae2rGrS2LSlVZRMeACe59HQUA8lx0Gl\nUkKtVlu1iYuLA8MqkJ6eAZlM5oQoXZ/5yAQVriOzna6yyJRI2KLd9xWEcSkQJ2c6MCpCzh0lE9OA\n53n88+cqbN+5F5U1Y3Psfb0luPOGbNx7cy6CAnycGKHn0VbXofOB/zR+IRRC/NIW7D1WhgPvvYX8\n/HwcOnTI5ge/UQsWLLAoDJeWluZ2VYXJzDlz5szIVq6czerkUVFRYFgF5HIGQUFBTojQvZhvDUsj\nE2S20xV8N6U2lEwQd0HJxHnaf7gW217/AUVlp03HvCQi3PLrJXjg1hWYE+rnxOg8k6G3H8qN96Ow\nvQFHtf0oCfFG2dpLYDAYbLYXCoVgWdZiylJMTMw5X1+SngRNUdnEbTKSzvn5iXN0dXZCqeTAcRxa\nWs5YnQ8NDQXDKsAwLObMoUKSZ8Nb5gORWAS9Tk8jE2TW0588NnmbOvs7BxLiaiiZOEdFpaexbecP\n2H+41nRMKBTg+qsUeOiOlYiJpLuV00Wv16O0tNQ4XWn/fuz/+ls0DvSNNbAsIgw/Pz8sX77cYsqS\nv78/povvVasnTSZ8r1oNQD9hG+J8/f39UKmUUCk51NdbbwHr7+8POcOCYVjExMTMmq1cp5tAIIAs\nMAC9HV3o7+mb/AGEEELcBiUTZ6nieAt2vPEDvttnOW/+l5ek4dF7ViExNsxJkXmO/v5+HDp0yLTW\nobCwEH199j+AxMTEWExZysjImNHdc6TZLGTXXQH1p9/aPC+77gpIl7EAbQ3rkoaGhlBRXg5OWYIT\nNTVWI1re3t5IT88AyyoQFx8/K7dynQmyIGMyQSMTZLYTxSZDf1w1cZu4FAdFQ8j5o2RiimobOvDC\n2z9iz3dlFjsAXZK3CFvuW4WMpEgnRufeGhsbLWo7cBxntdXmKAGAFLEvlviFYPUzj+KCq6/C/Pnz\nHRswAL/broMkfREGvvreuNgaxqlNvletNiYSxKXodDpUVR2DkuNQWVkBnU5ncV4sFiMlJRUMyyIp\nKXnWb+U6E0bXTdCaCTLbiXPWTJpMiHPWOCgaQs4f/cWcRFNLD156dx8+/rIEev3YHczlmQvw2ObV\nWMY6/oOsO9Pr9SgvL7dIHk6ePGm3va+vL7Kzs5Gdko7UPfuQqRPDXyRB2Ed/gvdF2Y4L3AbpMpYS\nBxdmMBhQW3sCSo5DWVkphoaGLM4LhUIkJi40beXq7e3tpEhnB1mQcaoh1Zkgs504JQuGlVfZ3dFJ\nsvIqWnxN3AolE3a0d6nx6p/348+fHsGwZuwuJpMShcc2X4wLsxNo/vQUDAwM4PDhw6baDgcPHkRP\nT4/d9pGRkabpSrm5uWAYBqIhDVqvuBU6gzcgBAK23uP0RIK4Jp7ncfr0aSi5EqhUSpvT4xYsWACG\nVSAjQw4/P9ogwVFGRyYG+/qh1+kgotEfMot5Xb4RwrgU6Aq+A196BJB4QRSXYixaR4kEcTP023yc\n3r4hvPmXArz10UGoBzSm40nx4dhy78W44qJkSiImcObMGYvaDiUlJVZTSsylp6ebEoe8vDzExsZa\n9C9vMKDjgf+Ersa4ONZn7Sr4b75pxl8HcS+tra1QKjkouRJ0dHRYnY+IiADDsJAzLEJCQpwQIfEL\nHitcN9DbD/8Q2qSCzG7i5EyIkzNRXlSErCyqek3cFyUTIwYGNXh/92G8vusAunoGTcfnRwfj93dd\nhGsvz4BIRAsxzRkMBlRWVlokD7W1tXbbe3t7Y+nSpaaRh+XLlyM4eOJK0n2v/A+GvtsHABAnxSP4\nv/9AyRwBAPT0dEOpVELJlaCpqcnqfFBQMBiWBcuyiIigNU3OJgsc21FN3dNLyQQhhHiIWZ9MaLQ6\n/GVPMV5+bx9a2/tNx+eG+eN3d1yAjVdnwksy67sJADA4OIgjR46YkoeCggKbBb1GzZkzx2LUQaFQ\nwMtr6hXAB7/PR++L7wIABIH+CPvz8xDKbFelJrODWq1GWVkplByHkyfrLDZDAACZTAa5nAHDKjB/\n/nxKPF2InxOrYNeWt4DbX4fG2k4AQHR8CNgVcYhPm+vQOAghxBPN2k/Jer0Bf/2HCi++9SMamrpN\nx4MDfXD/LXm49bql8PWZ+gdfT9TW1oaffvoJn3zyCQ4cOICioiJotVq77VNSUiySh4SEc19Xoq1t\nQOd9TwE8DwgECNn5DMRx8871pRA3ptFoUFFRDiXHobq6ymorV6lUitS0dLAsi4SERKpk7qLMq2D3\ndzuu1sT+rytxdG+NxbH6qjbUV7Vh8apErLiStuAkhJDzMeuSCZ7n8c3eSjz/5l5U1baZjst8vXDP\njTm4e+NyBPjPvl1deJ5HdXW1aaF0fn4+qqur7baXSqVYsmSJKXnIyclBaGjotMRi6Fej4z8eBd9r\nHCkK+P2d8Lk4Z1qem7gHg0GPysoKKDkOFRXlVkmsSCRCcnIKGJZFcnIKJBKJkyIlUyUzH5lw0Paw\nteUtVomEuaN7axAdH0IjFIQQch5mTTLB8zx+PHgC23f+AGXl2PxqqZcYt65figduyUNosMyJETrW\n8PAwioqKTGsdCgoK0N7ebrd9aGioxahDVlYWpFLptMfF8zy6fvMsdNV1AADvy1fC/4FN034d4noM\nBgPqT54EpywBV1ICjUZjcV4gECA+IQEso0Baejp8fHycFCk5F+YjE46a5sTtr5u8zYE6SiYIIeQ8\nzIpk4hDXgG2vf4+DxfWmY2KxENdfpcBDd6xE1NzACR7tGTo6OlBQUGAadThy5AiGh4fttl+0aBFy\nc3MRExODjRs3YtGiRQ6Zf973+ocY/OZHAIB4YSxCXn0SAqpA7LF4nkdzUxM4ZQlUSqXNbYNj5s0D\nyyiQIZcjICDAxrMQdzBaZwJw3MjE6BqJCducmLwNIYQQ+2ZFMvHs774AzwNLA0MBAZAwPxSK9BgE\n+nvj0BfHIBAAEAAC478AwPTB2XhOAIHZ8bHP1ALTY0e+Mj6PYPSBxlMCwchxWD/XaCOL69m6vvlj\nza5n6/oAcLq5AaryYqjKi6CqKMbJhhN2+0csliA1KR1MehbYjCww6ZkICQmHAEBdXR2G2qRQtdfb\njn8kdrMusUg67MVvih1jX2tKytHz2h7ALwJCX28E/2ErBk+pIRCoTX05dn3L5xr7vo2/vv2+H7v+\naHwTxG72+ImvP/Z9Gx7QYaBv2Mb1xz3WdK0JYre4vvsvKm5vbx/ZypVDW1ur1Xl/f39kZ+dAzjAI\nCwtzQoRkupkvwKbCdYQQ4jlmRTKxSDbubmaHFqX7Jh/+dhd6gw6tPfVo6qpBY2c1mjprMKCx/8da\nKpEhOjgRUSELERW8EHODYiEReQFqoLEQaCyssGh/AA0z/RLGJP1y7P9fKwFQ4rhrz4C/oXLGntsy\nURs9ZpmEjp4aS/yMR8YnM7YSKXvJzPjH206ozRKskcfyQg20Xh3QStqhF6utXo/Q4AUvXTik+jBo\n2oUoaVWD+6rAMuk2j0Mw7nrjYx/fTzZuApjfALD3XDDvU5gnovb60ez7YhavALafa/zNBLvXt/Ha\nbV2/tbUVjdwRy2TZ1vvDTj/Yet9YXd9O7NbXGOsLnuchEAjA8zxOVpxC/jfWN3Im/r5N0PcC6+sJ\nBAJIfcTo7RoYi3/smUz/mRMTgIrDpwAB0FjTC1/+tOX1x3/fbPX9JO+b8X1n9z04wY0Qu31s42bI\nxDdC7F3fznvT6vrWN4IEAkCvNUCn1Vs/1uL6lt8FQohnEPDj91b0MEVFRfj46VJnhzGthjRqNHXV\nGP/pPI4z3XXQGTR22wf6zkH0SOIQHZKIEL9ICAQ0dYg4gFAPYUAvhIE9EMgGMP6zBK8TwdAbAENP\nAPgBX4z/yEc8S1fVh+D1w5DIYuC/YI2zwyFONGEihLFzFgntuERy5CvbCbmNZGb0yKRJoZ0EGrBM\naC2ey0YiZ+tGyPjrQ2Dc8trPz+/sb4SY+s5OUmj3RoiN5xJYxm7eb9b9OO612bgZMtGNkNHv22QJ\n7VRuhFx+I1ULdwWzYmRix19vBM8DPHiAN+42ChhzKJ43/svsEHieB2/2/7B6rLExb/616Tl4mKdn\nY48fO2eev9m7/uh/DQYeDQ31OFJ8CEeLDuNo8WFUVdu/2y0Wi5GWkoEsxVIsViyFgl2M8NA5FvHz\npoDGX9+sT0auX1NTg8SERPDmr8W83ehjR+LnLb4e6QsbfW9+jf5dn0NTUgEIBJCkLYTsll8DI3cw\nTXHaiN/6+tZ9b/V9HPcazfue53loisuhKasGP/KLyzzTlqQkQsKkmuK3+VxmDzhz5gzmzpk7Yeym\na0wQu934R2Kf8D1op+9tvgdtvm/Nr2fn+ziuHwy8DoN8BwYFrRhCByCwvF8h4IWQGkIhNYTDyxAM\nga8QvI/l93FgYBA+Pj5jcdqJ37ofx2IfaW3xc2svfovHmr0Wi+vbfKzZY8b3vUU/WvfTbCQQeYPX\nD8Ogt79ei8wOVr+/MYt/MAC0Y8DZIbglSiZcw6xIJiRS93mZWq0WSqXSYovW5uZmu+0DAwOxfPly\n0y5LS5cuha/v9BV2GxS2IjVr5uo79L3xF/R8vwcAIE5YgDnvPAhhgN+MXW8iw4Ucuv/n3/YblJ1E\n0HXpkC5jp/R8RUVFyMrKmqboXJter0dNTQ2UXAnKy8usdmISiURYtGgRGFaBlJTUSYsXzoa+MyWM\nNpKZ0fPmSf+EiZDZ4zlOCYZhLJ7D6gaC+c2QSW6EjDy16bzNmwnjki/LNmPXf+c3+3H6WA8CQ8R4\n4I+/sEyIJ0loJ7yZMGESCJyp70JtRQs6z/SDBxA61w+xKXMwNybQou9ra2sRFx8/FouN60+Y0E6a\nhNqPf8IbIWYxjrWx7H9+/HPZSajtxW+37+2+By3jb2trR1hY2KQ3QsbHbrcfJnzf2ngu8/4y+75N\n9n0c/1j7PwOW3zeMdrGtvodZjOOvZ3Zu9LmGhoYhlUrP6kbI+H40xTGF9+DYa7cdu2U/mr1es/OE\nmHOfT9keqqenB4WFhabk4dChQxgYsH+HIjY21mKL1tTUVLct0jW07xB6nnsDACDw80Xon593WiIB\nAANffT+lNlNNJjydwWBAQ0MDlEoOpSol1GrLdRACgQCxsXFgFQqkp2dYJLl1dXVQqZRobmoEAERG\nRUMuZxAXF+fQ1+BM46dLTBdvmRh+ga5ZKyckIgSnjwHDA2osSAp32HXTls7DxVNop/fthCJr9rwH\np9NsuAEwU9yt7+zdULC4mTBREmqWyI081HYyNGFCCcpuXAglEw7E8zwaGhpMIw4HDhxAaWmpxV0W\ncyKRCAzDIC8vz5RAREdHOzjqmaFraELnPU8AI9WMQ159CpKFsU6NSVtWNXmb0snbeLozZ5rBccad\nmLq7u6zOR0dHg2FYyBkGgYFBVucL8vNRXHzU4tiphnqcaqhHZuZi5OTmzljsxLlGC9cN9PTBYDBA\nSNs+E+J2xq9fIISSiRmk0+mgUqkskofGxka77Y3bYWabRh2WLVsGPz/n3amfKYaBIXTc+igMI9tD\n+v/2VvhcvtLJUZGJdHZ2jmzlWoKWlhar86FhYWAZFgzLIjx8jt3nqaurs0okzBUXH0VUdNS0xExc\njyzQWGuC53kM9vVbFLIjhBDiniiZmEZ9fX04dOiQacpSYWEh+vv77bafN2+exZSljIwMt52yNFU8\nz6Pr4W3Qlh8HAHhfnIOAh293clRGkvQkaIrKJm6TkeSgaJxndArS6VMNUKvV0Gp16O/vs2oXEBAA\nuZwBw7KIjo6Z0raPKpVy8jZKJaJjZm6dDnEe2bhaE5RMEEKI+6Nk4jycPn3aYtRBqVTCMDJtZzyh\nUAi5XG5KHnJzczF//nwHR+x8/W//Hwb3/AsAII6LQcjOZ1ymwrXvVasnTSZ8r1rtoGicY99PP6Gw\nsACDg4M2K6R7e/sgIyMDDMsiLi7+rKepjK6RmEhTUyMlEx7Kzyx5cFQVbEIIITOLkokp0uv1KC8v\nt9hlqb6+3m57mUyGZcuWmUYdsrOzERAwu+/CDR04ip7/eh0AIPD1QeifX4BwZNqDK5Bms5BddwXU\nn35r87zsuis8cvG1VqtFVdUxFBTko6621uq8QCCAt7c3fHx8cM21v0ZCQqIToiSewHxkQt1NyQQh\nhHgCSibsUKvVOHz4sGnU4eDBg+jttf/HLzIy0rRQOi8vDwzDQCym7h2lO9WMzjsfNy24Dn7lCUiS\n4p0clTW/266DJH0RBr763rTYWpKRBN+rVntUImEwGFB74gQ4rgRlZWUYHh6yaiOVSuHr6wtvb2/T\nCER5Wdl5JRORUdE41WA/CQeAqCjP2GSAWJOZ3Tzop5EJQgjxCPRpd0Rzc7NpxCE/Px8lJSXQ6XQ2\n2woEAqSnp1tMWYqNjZ3SnPHZiB8cXXDdAwDwv38TfNeucnJU9kmXsR6VOIzieR6nTp2CkiuBSqW0\nuZ7Hy8sLPj4+8PHxsbl+p2kK05QmIpczkyYTcoZBR0fnWT3vcCFnTABHduSSpI8kgNme9310Z37B\ngab/V3dbr8MhhBDifmZlMmEwGFBZWWkxZanWxvSOUT4+Pli6dKlp5GH58uUICrLe8pJY43keXY/s\ngLasGgAgvTAbAY/e6eSoZpfW1paRrVxL0Nlp/SE9IiISLMuitFQ147HExcUhM3Ox3R2dMjMXIzY2\n7qySif73P7WamqYpKoOmqAyy666A323XnVfMZPrIaM0EIYR4nFmRTAwODuLIkSOm5KGgoADd3d12\n28+ZM8diyhLLspNW7CW29b//KQb+9h0AQLQgGqFvPAOBG+9Y5S53wLu7u6FScuA4Ds3NTVbng4OD\nwTAsGFaBiIgI42N6ehwyBSknNxdR0VFQKZWmkY6oqGjIGQaxsWdXMGy4kLO7xgUA1J9+C0n6Io8c\naXJHtGaCEEI8z6xIJgIDA6HVau2eT0lJsSgMl5CQQFOWxjmXD9HDBcXoefpVAIDAxxuhH+yA0Gya\ng7PiOleufgdcrVajrFQFpZJDXV2d1Xk/Pz9kyBmwLIt58+ZbvcenOgVpOsTGxp114mALVS13L77+\nMggEAvA8T8kEIYR4iFmRTJgnElKpFEuWLDElDjk5OQgNDXVidK7vXD5E6xpb0HHn44BeDwAI/u8/\nwCt1odPjOleuegd8eHgYlZUV4LgSHK+uttqaWCqVIi0tHQyrQEJCwoR1TKY6BcmVUNVy9yIUieAb\n4Ad1Tx/6KZkghBCPMCuSiV/+8pemKUuZmZmQSqXODsltSMpqoP70H3bP2/oQzQ8No+O2LTB0dAEA\n/O7deN71GQqL6/HFv8pQWtUMAEgNkuAirgBZ42afCUV9EEm6oPvmZfSXfgJxRhbEOWsgTsk6r+u7\n0h1wnU6H49XV4JQlqKyosBp1E4vFSEpKBssqkJScDIlEMuXnns4pSITYIgsMGEkmepwdCiGEkGkw\nK5KJL774wtkhuC3v/UWTtjH/EM3zPLq2vACtshIAIL1gKQIfu/e8Ynjvk0Ls/tqycvLRkkYcGQjG\nVXo1NvoYd4URe7VCJOkwtTF0dEJ/XAX9cRUMK6+C1+UbzzkGZ98BNxgMOHmyDkqOQ2mpCoODgxbn\nBQIBEhITwTIKpKWnwdvb55yvNV1TkByBqpa7H1lQANDQiIEe2s2JEEI8waxIJsi5E9eeBiQTLz43\n/xCt3vU3DOz+BgAgmheJkDf/67wWXBcW11slEoBxu1kA+GpIhhSxBou92y0SCfM2AKDd9xWEcSkQ\nJ2eecyyOxvM8mpoaoeQ4KJVK9PZa38mdN28+GJaFXM7A3991CgA6ClUtdz+jtSb6KZkghBCPQMkE\nmTbDhzh0P/EnAIDAW4rQD56HKOT8Flx/8a+JPygCwHdDvljm3zVpO13Bd+ecTDjyDnh7exs4joNK\nyaGtrc3q/Jw5c8CyCsgZdtav9/GUquXjp/FlJEXi6kvTkZ25wMmRTb/RWhPq7l4YDAZTQURCCCHu\niZIJMiFdfAxwqnXCNpKMJOibW9Fxx2OAbmTB9UuPwSt90Xlff/TD1XgCH2/wA8apPpU6LwhFAzbb\nmNPXVZ5zHG05chS3nESrj/FHZs6gDou6hhGtHluvcD53wHt7e6BSKsEpOTSePm11PjAwCAzDgGUV\niIiMpN3GzLh71XJb0/iKSk+jqPQ01l/J4PYN2U6KbGaM1prgDQYMqQfg6+/n5IgIIYScD0omyISG\nVmQh8GP7C7ABwOfylei4fSsMbcZCY353XQ/fay6b0biEQQHQDwxO2mY6FOTno7iuEvqYMFMV72aZ\nBM0yCVI7hsC2D57THfDBgQGUlZWC4zjU1dWC53mL876+vqatXOfPX0B3cCfgrlXL7U3jG7X7ayXS\nkyKRrfCcEYrxtSZcOZmoLW8Bt78OjbXG323R8SFgV8QhPm2ukyMjhBDXQckEmZA2PXHCaSS+6y7H\n4J5/Q1NcDgCQ5i1G4B/um7brZyRFoqjU+k69UOYLPjgQhq4epIg1MOh9IRSpTedFIYEQyCwXIYvi\nUs76+nV1daatUkVhwRD4eMPQ3Wtaj1E5LxhxN/wKc39x6ZSeT6PR4NixSig5DlVVx6Af2Tp3lJeX\nF1JT08CwLBYuXDThVq7E/U1lGt+X/yrzrGQicGxtj7q7F+HzopwYjX37v67E0b01Fsfqq9pQX9WG\nxasSseLKs/99QgghnoiSCTKpiaaRaKvqoP74KwCAKDrCuOBaPH1vq6svTbeZTACAKCwEAh9vrI0c\nhqEpHCLhAAQ+3hAGBVglEgAgzllz1tdXqSzvGgtlPhCOe+5jugFMNKFLr9ejpuY4OI5DRXkZNBqN\n5esQibBoURJYlkVySipVW59F7E3jM6c6Nnkbd+JnPjLhoouwa8tbrBIJc0f31iA6PoRGKAghBJRM\nkCmyNY1k+IgK3X94yfiFtxSh7++AKCx4Wq+bnbkA669k7E4FuX7DclwyMqdc84+PoN33lc12kpVX\nndPi6+aRWgsTabLRxmAwoL29DV9+sQelpSqo1WqL8wKBAHFxcWBZBXr7+rFnzx68/c67AACFQoH1\n69djxYoVZx0vIa7OfJpTf5dr1prg9ltXkLdqc6COkglCCAElE+Qc6c+0oeP2rYBWBwAIfmELvJjk\nGbnW7RuykZ4UiS//VWa6SytPjsQvL023mP7hdflGCONSoCv4zrTYWhSXYixa54AtYXmex5nmZiiV\nHJRKDt3d3VZtomNiwDDGrVwDAwPx2muvYdeuXRZtCgsLUVhYiE2bNuH++++f8biJ89ibxmdOnhzp\noGgcY3QBNgCoe1yzCvboGokJ25yYvA0hhMwGlEyQs8ZrtMIivS8AABDDSURBVOi44zEYWo11Hfxu\nuw6ydZfP6DWzFQumNG9cnJw5rYlDZFQ0TjXUT9gmJCQUP+79ARzHobW1xep8WFgYGFYBhmERHh5u\nOr5//36rRMLcrl27oFAokJeXd+4vgLi0iabxjfrlpekOisYxLEYmul0zmSCEEDJ1lEyQs9b9xMvQ\nHC0FAHhlKxD41ANOjmjmyOWMzWRCr9djcHAQAwMDaGy0nuYUEBCAuRGRuOzSyxAVHW1zK9fdu3dP\nev3du3dTMuHBJpvGt/5KxqMWXwPusWYiOj4E9VXWNV4s2iSEOCgaQghxbZRMkLOi/uhLqP93DwBA\nFDUHoe88C4HEc99GcXFxyMxcjOLiozAYDBgcHMTg4CCGh4et2vr4+CA9IwMso0BsXBxKSkoQHRNj\n97lLSkomvX5xcfF5xU9c31Sn8XkK34CxrWDVLjoywa6ImzSZYPPiHBQNIYS4Ns/9FEim3XBxGboe\n+6PxC6mXccF1uGdXYNZqtQgICICXVIqTdXVWtSAkEglSUlPBMCwWLUqCeBp3siKzx1Sn8XkCkVgM\nH38/DPb1u+yaifi0uVi8KtHujk6LVyXS4mtCCBlBn3zIlOhbO9B5+1ZAY6z4HLzj9/BiU50c1czQ\n6/WorT0BJcehrKwMw8NDFueFQiEWLlwEhmWRmpoGqVR6TtdRKBQoLCycsE1m5swvHCfE0fyC/I3J\nhIuOTADAiitTEB0fAu5AnWmxdXRCCNg8KlpHCCHmKJkgk+I1WnTc+Tj0zcZhf9kt10K2Ya2To5pe\nPM/j1KkGcByHUpUS/f39Vm1iY2PBsgqkZ8ghk8nO+5rr16+fNJlYv379eV+HEFcjCwxA26lml10z\nMSo+bS4lDoQQMglKJsikup95BZpDHADAa4kcQc/8xskRTZ+WlhYouRIolRw6O623eoyMjBzZiYlB\nUND01tBYsWIFNm3aZHdHp02bNtHia+KRRnd0ot2cCCHE/VEyQSbk/f1BqD/4KwBA4x+IbxesxvAf\n/o3o+BCwK9xzuL+7uwtKpRJKrgTNzdbVhYNDQsAyLBiWxdy5ETMay/333w+FQoHdu3ebFltnZmZi\n/fr1lEgQjzVaa0Ld3QOe523udkYIIcQ9UDJB7NJwlQjY+QkAQC8UYf+yX0Et9gG0etRXtaG+qg2L\nVyVixZUpTo50cmq1GqWlKii5Epw8edLqvJ+fH+RyBgyrwLx58xz64SYvL48SBzKryIL8AQB6nR5D\n6kH4+Pk6OSJCCCHnipIJYpO+vRMdt22BYKTCdUnWZegMi7Zqd3RvDaLjQ1xyhGJ4eBgVFeVQchyO\nH6+GwWCwOC+VeiM9PR0MyyI+PgEikchJkRIyu/gFBZr+X93TS8kEIYS4MUomiBVeqzMuuG4yVnM+\nkaBAXYLCbnvuQJ3LJBM6nQ7V1VVQchwqKyug1WotzovFYiQnp4BhWSQlJUMikTgpUkJmL/Mq2Oru\nXoRFz+x0QkIIITOHkglipee/XofmoLGgWmtIJLjMSydsP7ptorMYDAacrKsDpyxBWWkpBgcHLc4L\nBAIkJi4Ew7JIS0uDt7ePkyIlhABjayYA1y1cRwghZGrcMpkwGAx4+umnUV1dDYlEgueeew7z5893\ndlgeQf3ZP9D/rnGdhHBOKH7OvBK8yPXeJjzPo6mxERxXApVKid5e6w8k8+bPB8OwkMsZ+Pv7OyFK\nQogtfkFjP4+uWriOEELI1Ljep8Qp+P7776HVavHJJ59AqVRix44deOONN5wdltvTqI6h6/c7jF9I\nxAh9dxu8v6vHYNfEj4tOCJn54Ea0tbWZtnJtb2+3Oj9nzlywCgUYOYOQUM+uzk2IuzIfmaDtYQkh\nxL25ZTJRXFyMFStWAAAYhkFZWZmTI3J/+o5udNy6BRgaBgAE/ddvIV3KYMHpHhzb3zPhY9m8uBmN\nraenByqVcSvXxsZGq/NBQUFgGBYMq0BERARtM0mIi7NYM+HihesIIYRMzC2Tif7+fvj5+Zm+FolE\nMBgMEAqFTozKffE6HTrv/gP0jWcAAL43XAnZzdcAAOYskMFPEo6je2tsPnbxqsQZWXw9MDCAsrJS\nKLkS1NXVged5i/MymQwZGXIwrALz58+n7z0hbsQ8mejvmvhmBSGEENcm4Md/SnMDO3bsAMMwuPzy\nywEAK1euxL59+2y2LSoqcmRohBBCCCHEQbKyspwdwqznliMTmZmZ+PHHH3H55ZeD4zgkJSXZbUtv\nMkIIIYQQQmaGW45M8DyPp59+GlVVVQCA7du3Iy5uZuftE0IIIYQQQiy5ZTJBCCGEEEIIcT5atUoI\nIYQQQgg5J5RMEEIIIYQQQs4JJROEEEIIIYSQc+JRyURfXx/uvvtu3HTTTdiwYQM4jgMAcByH6667\nDtdffz1ef/11U/vXX38d69atw4YNG6BSqZwVtssxGAx48sknsWHDBtx0001oaGhwdkguSavV4pFH\nHsHGjRuxbt067N27F/X19bj++uuxceNGPP3006b6GJ9++imuvfZarF+/Hj/99JNzA3chHR0dWLly\nJerq6qjvzsLbb7+NDRs24Nprr8WePXuo76bIYDBg69atpr6qra2lvpsCpVKJm266CQDOqr+GhoZw\n//33Y+PGjbjzzjvR2dnprJfgNOZ9V1lZiY0bN+Kmm27Cbbfdho6ODgDUd/aY992or7/+Ghs2bDB9\nTX3nIngP8uqrr/K7du3ieZ7na2tr+V/96lc8z/P8VVddxTc0NPA8z/N33HEHX1FRwZeVlfE333wz\nz/M839TUxF977bXOCdoF/fOf/+S3bNnC8zzPcxzH33PPPU6OyDX97W9/47dt28bzPM93d3fzK1eu\n5O+++27+8OHDPM/z/JNPPsn/+9//5ltbW/m1a9fyGo2G7+vr49euXcsPDw87M3SXoNFo+HvvvZe/\n7LLL+BMnTvB33XUX9d0UFBYW8nfddRfP8zyvVqv5V155hd53U7Rv3z7+wQcf5Hme5/Pz8/nNmzdT\n303inXfe4deuXcuvX7+e53n+rH5OP/jgA/61117jeZ7nv/nmG/7ZZ5912utwhvF9d+ONN/KVlZU8\nz/P8J598wm/fvp1va2ujvrNhfN/xPM+Xl5fzmzZtMh2j953r8KiRiVtuuQXr168HAOh0OkilUvT3\n90Or1WLevHkAgLy8PBQUFKC4uBi5ubkAgMjISOj1enR1dTktdldSXFyMFStWAAAYhkFZWZmTI3JN\na9aswQMPPADAeMdTLBajoqICS5YsAQBccMEFKCgoQGlpKTIzMyGRSODn54cFCxaYtjWezV544QVc\nf/31CA8PBwDquynKz89HUlIS7r33Xtx9991YtWoVysvLqe+mwNvbG319feB5Hn19fZBIJNR3k1iw\nYAFef/110wjE2fycFhcX44ILLgAArFixAgcPHnTa63CG8X338ssvIzk5GcDYZxSVSkV9Z8P4vuvq\n6sKf/vQnPPbYY6Zj1Heuw22Tic8++wxXXnmlxT/19fWQSqVoa2vD73//ezz00EPo7++Hn5+f6XEy\nmQx9fX3o7++Hv7+/xfH+/n5nvBSXM77PRCIRDAaDEyNyTb6+vqb3zYMPPojf/OY3Fv1E7zX7Pv/8\nc4SEhCAvLw+AsXYMb7ZLNfWdfZ2dnSgrK8Orr76KZ555Bg899BD13RRlZmZCo9FgzZo1ePLJJ3HT\nTTdR303i0ksvhUgkMn19Nv3V398PmUxm0XY2Gd93ozdOiouL8dFHH+GWW26hvrPDvO8MBgMef/xx\nbNmyBb6+vqY21Heuwy0rYAPAunXrsG7dOqvjVVVVeOihh/Doo49i8eLF6O/vh1qtNp3v7+9HQEAA\nJBKJxXG1Wm3xppzN/Pz8LPrGYDBAKHTbvHNGNTc3Y/Pmzdi4cSPWrl2LF1980XRu9L02vj/VajUC\nAgKcEa7L+PzzzyEQCFBQUIBjx45hy5YtFiOD1Hf2BQcHIyEhAWKxGHFxcZBKpWhtbTWdp76z7733\n3kNmZiZ++9vf4syZM7j55puh0+lM56nvJmf+t2Ci/vL397c4Tn1o9O233+Ktt97CO++8g+DgYOq7\nKSgrK0NDQwOefvppaDQa1NTUYPv27Vi2bBn1nYvwqE+INTU1ePDBB/HSSy+Zpun4+flBIpHg1KlT\n4Hke+fn5WLx4MTIzM3HgwAHwPI+mpiYYDAYEBQU5+RW4hszMTPz8888AjIvXk5KSnByRa2pvb8et\nt96KRx55BNdccw0AICUlBYcPHwYA/Pzzz1i8eDHkcjmOHj0KjUaDvr4+nDhxAgsXLnRm6E73l7/8\nBR9++CE+/PBDJCcn4/nnn0deXh713RRkZWVh//79AICWlhYMDQ0hOzub+m4KBgcHTXcsAwICoNPp\nkJqaSn13Fqb6O27RokUWf0tG285mX375JT766CN8+OGHiImJAQDquymQy+X4+9//jg8//BAvv/wy\nEhMTsXXrVmRkZFDfuQi3HZmw5eWXX4ZWq8Wzzz4LwPjHYufOnXjmmWfw8MMPQ6/XIy8vD3K5HACw\nePFirF+/HgaDAU899ZQzQ3cpl1xyCfLz8007Jmzfvt3JEbmmt956C319fdi5cyd27twJAHj88cfx\n3HPPQavVIiEhAWvWrIFAIMDNN9+MG264AQaDAb/73e/g5eXl5Ohdi0AgwJYtW/DEE09Q303iwgsv\nxJEjR/DrX//a9LsrOjqa+m4KbrvtNmzduhU33HADdDodHnroIaSlpVHfTYFAIACAs/o5vf766/Ho\no4/ihhtugJeXF1566SUnvwrnEAgEMBgM2LZtG6KiorB582YAwLJly7B582bquwmMvu9G8TxvOhYe\nHk595yIEvPkESEIIIYQQQgiZIo+a5kQIIYQQQghxHEomCCGEEEIIIeeEkglCCCGEEELIOaFkghBC\nCCGEEHJOKJkghBBCCCGEnBNKJgghhBBCCCHnhJIJQgiZhU6dOoXHH3/c2WEQQghxc5RMEELILNTU\n1ISGhgZnh0EIIcTNUdE6QghxYS+++CK+//57iMVirF+/HitWrMCTTz6Jnp4e+Pr64vHHH0dGRga2\nbNmCZcuW4Ve/+hUAIDk5GceOHcNrr72GlpYW1NfXo6mpCevWrcPdd9+NK6+8EqdPn8Y111yDJ554\nwsmvkhBCiLsSOzsAQgghtv3jH/9ASUkJ/v73v0Or1eKGG27ARx99hEceeQSrV6+GUqnEgw8+iO++\n+w4CgcDu81RXV+Pjjz9Gb28vVq9ejRtvvBFPPPEEXnvtNUokCCGEnBea5kQIIS7q6NGjuOKKKyCR\nSODr64uPP/4Y3d3dWL16NQCAYRgEBgb+fzt3jJpKFIZh+JOM1tHCFegGBCELsFWwsLB0BZZuIEtw\nBWmyh+gOLLS3EKztprBQSTrhEnKLIVzk8jzVwOEcmO68/MzkcDj89ZyXl5cURZFWq5Xn5+eUZRlD\naQB+g5gAeFBFUfxx6T8ej98i4PPzM7fb7f6cJJfL5b5eq9XSaDS+7QGA3yAmAB5Uv9/Px8dHrtdr\nzudz5vN5arVaVqtVkmS32+V0OqXb7abZbGa/3ydJ1uv1/YyfwuHp6ekeIQBQlZgAeFCDwSC9Xi/j\n8TiTySSz2Szv7+95e3vLcDjM6+trlstl6vV6ptNpNptNRqNRtttt2u12kvz4LUWn00lZllksFv/y\nlQD4z/ibEwAAUInJBAAAUImYAAAAKhETAABAJWICAACoREwAAACViAkAAKASMQEAAFQiJgAAgEq+\nAEyx2YcxWpZsAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x106831d0>"
]
}
],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"all_teams_df.hist('hours', by='team', figsize=(12,8), bins=24, sharey=True)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 20,
"text": [
"array([[<matplotlib.axes._subplots.AxesSubplot object at 0x107A7FD0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10A57C30>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10AA21B0>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x10B19ED0>,\n",
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" [<matplotlib.axes._subplots.AxesSubplot object at 0x10CAC1D0>,\n",
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" <matplotlib.axes._subplots.AxesSubplot object at 0x10C39EF0>]], dtype=object)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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CWnT7fD7NmTNHu3btksPh0Pz583XuueeG8yUAAACAdiesRfe6detUX1+vFStW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\nAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x106fcef0>"
]
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"all_teams_df['weekday'] = pd.DatetimeIndex(all_teams_df['current_date']).weekday"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"all_teams_df.hist('weekday', by='team', figsize=(12,8), bins=7, sharey=True)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 22,
"text": [
"array([[<matplotlib.axes._subplots.AxesSubplot object at 0x1068BE30>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1204FCF0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x120C8590>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x120FD4F0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1217AD70>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x12156970>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x1227C2D0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1229DC30>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10BC9CD0>]], dtype=object)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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VysrK0uTJk3X//ffLNE1JUklJiW644QZNmjRJ77//vpVjBgAAADqUJkO31+vVvHnz1KNH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\nAACL/R8fgjPZq0AQdQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x11fa4cf0>"
]
}
],
"prompt_number": 22
}
],
"metadata": {}
}
]
}
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