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@findmyway
Created January 29, 2015 03:26
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Data Visualization and Analysis in Recsys Challenge
{
"metadata": {
"signature": "sha256:64a50bdb2c1208370196ddd66a389e0c14ccc4bc39b13d8b3a5052740c85f4ad"
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"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Analysis yoochoose data"
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Load Data"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from datetime import datetime\n",
"from __future__ import division\n",
"import pandas as pd\n",
"import sys\n",
"print \"my python version: \", sys.version_info[:]\n",
"print \"my pandas version: \", pd.__version__\n",
"print \"my numpy version: \", np.version.version\n",
"\n",
"plt.rcParams['figure.figsize'] = (15, 10) # set default fig size\n",
"\n",
"click_file = './data/yoochoose-data/yoochoose-clicks.dat'\n",
"buy_file = './data/yoochoose-data/yoochoose-buys.dat'\n",
"\n",
"click = pd.read_csv(click_file,\n",
" header=None, index_col=False, parse_dates=[1],\n",
" names=['SesID', 'TimeStamp','ItemID','Category'], \n",
" dtype={'SesID':str,\n",
" 'TimeStamp':datetime,\n",
" 'ItemID':str,\n",
" 'Category': str})\n",
"\n",
"buy = pd.read_csv(buy_file, \n",
" header=None,index_col=False, parse_dates=[1],\n",
" names=['SesID', 'TimeStamp', 'ItemID', 'Price', 'Quantity'],\n",
" dtype={'SesID':str,\n",
" 'TimeStamp':datetime,\n",
" 'ItemID':str,\n",
" 'Price':float,\n",
" 'Quantity':int})\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"my python version: (2, 7, 9, 'final', 0)\n",
"my pandas version: 0.15.2\n",
"my numpy version: 1.9.1\n"
]
}
],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's see some examples of click records and buy records:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"click.tail()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>SesID</th>\n",
" <th>TimeStamp</th>\n",
" <th>ItemID</th>\n",
" <th>Category</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>33003939</th>\n",
" <td> 11299809</td>\n",
" <td>2014-09-25 09:33:22.412000</td>\n",
" <td> 214819412</td>\n",
" <td> S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33003940</th>\n",
" <td> 11299809</td>\n",
" <td>2014-09-25 09:43:52.821000</td>\n",
" <td> 214830939</td>\n",
" <td> S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33003941</th>\n",
" <td> 11299811</td>\n",
" <td>2014-09-24 19:02:09.741000</td>\n",
" <td> 214854855</td>\n",
" <td> S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33003942</th>\n",
" <td> 11299811</td>\n",
" <td>2014-09-24 19:02:11.894000</td>\n",
" <td> 214854838</td>\n",
" <td> S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33003943</th>\n",
" <td> 11299811</td>\n",
" <td>2014-09-24 19:02:25.146000</td>\n",
" <td> 214848658</td>\n",
" <td> S</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 9,
"text": [
" SesID TimeStamp ItemID Category\n",
"33003939 11299809 2014-09-25 09:33:22.412000 214819412 S\n",
"33003940 11299809 2014-09-25 09:43:52.821000 214830939 S\n",
"33003941 11299811 2014-09-24 19:02:09.741000 214854855 S\n",
"33003942 11299811 2014-09-24 19:02:11.894000 214854838 S\n",
"33003943 11299811 2014-09-24 19:02:25.146000 214848658 S"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"buy.tail()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>SesID</th>\n",
" <th>TimeStamp</th>\n",
" <th>ItemID</th>\n",
" <th>Price</th>\n",
" <th>Quantity</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1150748</th>\n",
" <td> 11368701</td>\n",
" <td>2014-09-26 07:52:51.357000</td>\n",
" <td> 214849809</td>\n",
" <td> 554</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1150749</th>\n",
" <td> 11368691</td>\n",
" <td>2014-09-25 09:37:44.206000</td>\n",
" <td> 214700002</td>\n",
" <td> 6806</td>\n",
" <td> 5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1150750</th>\n",
" <td> 11523941</td>\n",
" <td>2014-09-25 06:14:47.965000</td>\n",
" <td> 214578011</td>\n",
" <td> 14556</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1150751</th>\n",
" <td> 11423202</td>\n",
" <td>2014-09-26 18:49:34.024000</td>\n",
" <td> 214849164</td>\n",
" <td> 1046</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1150752</th>\n",
" <td> 11423202</td>\n",
" <td>2014-09-26 18:49:34.026000</td>\n",
" <td> 214560500</td>\n",
" <td> 5549</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 4,
"text": [
" SesID TimeStamp ItemID Price Quantity\n",
"1150748 11368701 2014-09-26 07:52:51.357000 214849809 554 2\n",
"1150749 11368691 2014-09-25 09:37:44.206000 214700002 6806 5\n",
"1150750 11523941 2014-09-25 06:14:47.965000 214578011 14556 1\n",
"1150751 11423202 2014-09-26 18:49:34.024000 214849164 1046 1\n",
"1150752 11423202 2014-09-26 18:49:34.026000 214560500 5549 1"
]
}
],
"prompt_number": 4
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Statics"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First we join buy and click data together."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"total = pd.concat([click[['TimeStamp','SesID','ItemID']],buy[['TimeStamp','SesID','ItemID']]],\n",
" ignore_index=True)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"item2category = click[['ItemID','Category']].copy()\n",
"item2category.drop_duplicates(inplace=True)\n",
"print 'length of item2category :',len(item2category)\n",
"print 'total num of items: ', len(total['ItemID'].drop_duplicates())\n",
"# len(item2category) >= len(total['ItemID'].drop_duplicates())\n",
"# this means some item belongs to multiple category,\n",
"# about 2categories per item"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"length of item2category : 100110\n",
"total num of items: "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"52739\n"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"items_group = item2category.groupby('ItemID')\n",
"category_group = item2category.groupby('Category')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"items_group_count = items_group.count()\n",
"category_group_count = category_group.count()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"buy_sessions = buy['SesID'].drop_duplicates()\n",
"total['IsBuy'] = total['SesID'].isin(buy_sessions)\n",
"total_sesID_group = total.groupby('SesID')\n",
"click_sesID_group = total[total['IsBuy'] == False].groupby('SesID')\n",
"buy_sesID_group = total[total['IsBuy'] == True].groupby('SesID')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 65
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"n_sessions = len(total_sesID_group)\n",
"n_click_sessions = len(click_sesID_group)\n",
"n_buy_sessions = len(buy_sesID_group)\n",
"total_records = len(total)\n",
"n_clicks = (total['IsBuy'] == False).sum()\n",
"n_buys = (total['IsBuy'] == True).sum()\n",
"\n",
"print \"number of records: in click sessions:\", n_clicks\n",
"print \"number of records in buy sessions:\", n_buys\n",
"print \"total records: \", total_records\n",
"\n",
"print 'n_click_sessions: ', n_click_sessions\n",
"print \"total sessions: \", n_sessions\n",
"print 'n_buy_sessions: ', n_buy_sessions\n",
"\n",
"print \"avg clicks per_session: \", n_clicks / n_click_sessions\n",
"print \"avg clicks(including buys) per_session: \", n_buys / n_buy_sessions"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"number of records: in click sessions: 29698257\n",
"number of records in buy sessions: 4456440\n",
"total records: 34154697\n",
"n_click_sessions: 9249729\n",
"total sessions: 9249729\n",
"n_buy_sessions: 509696\n",
"avg clicks per_session: 3.21071644369\n",
"avg clicks(including buys) per_session: 8.74332935711\n"
]
}
],
"prompt_number": 49
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the above data, we know that \n",
"\n",
"1. all sessions in buy data also appear in click data: len(set(click_sessions + buy_sessions) = len(set(click_sessions))\n",
"\n",
"2. avg clicks in sessions(which finally lead to buy sth) are much more than avg click in click sessions."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"total_sesID_group_count = total_sesID_group['TimeStamp'].count()\n",
"click_sesID_group_count = click_sesID_group['TimeStamp'].count()\n",
"buy_sesID_group_count = buy_sesID_group['TimeStamp'].count()\n",
"max_count = total_sesID_group_count.max(axis=0)\n",
"\n",
"total_sesID_group_count.plot(kind='hist', bins=np.arange(max_count))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 23,
"text": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe2b112a250>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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mowkAAMBaMWjCgnQdGEtWmEJeGEtWmEJeWJVdHTSr6ner6raqunFm7TVVdWtV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\nSZKqctCUJEmSJFV1D+8xLf0/TcOgAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7fe2b5820d50>"
]
}
],
"prompt_number": 23
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The fig above is not so intuitive. We can only know that most sessions have less than 10 actions (click/buy). So we cut out bins greater than 25. And this time we only show the hist of clicks and buy sessions' length."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"click_bins, _ = np.histogram(click_sesID_group_count.values , bins=np.arange(1, 25))\n",
"buy_bins, _ = np.histogram(buy_sesID_group_count.values , bins=np.arange(1, 25))\n",
"# scale to [0, 1]\n",
"click_bins = click_bins / click_bins.sum()\n",
"buy_bins = buy_bins / buy_bins.sum() \n",
"\n",
"plt.bar(np.arange(1, 24)-0.4, click_bins, 0.4, color='b', label='click')\n",
"plt.bar(np.arange(1, 24), buy_bins, 0.4, color='g', label='buy')\n",
"plt.legend()\n",
"plt.xticks(np.arange(1, 24),np.arange(1, 24))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 47,
"text": [
"([<matplotlib.axis.XTick at 0x7fe2bb0d6c90>,\n",
" <matplotlib.axis.XTick at 0x7fe2bb0d6dd0>,\n",
" <matplotlib.axis.XTick at 0x7fe2baec8850>,\n",
" <matplotlib.axis.XTick at 0x7fe2baec8e50>,\n",
" <matplotlib.axis.XTick at 0x7fe2baed05d0>,\n",
" <matplotlib.axis.XTick at 0x7fe2baed0d10>,\n",
" <matplotlib.axis.XTick at 0x7fe2baede490>,\n",
" <matplotlib.axis.XTick at 0x7fe2baedebd0>,\n",
" <matplotlib.axis.XTick at 0x7fe2bae66350>,\n",
" <matplotlib.axis.XTick at 0x7fe2bae66a90>,\n",
" <matplotlib.axis.XTick at 0x7fe2bae70210>,\n",
" <matplotlib.axis.XTick at 0x7fe2bae70950>,\n",
" <matplotlib.axis.XTick at 0x7fe2bae7b0d0>,\n",
" <matplotlib.axis.XTick at 0x7fe2bae7b810>,\n",
" <matplotlib.axis.XTick at 0x7fe2bae7bf50>,\n",
" <matplotlib.axis.XTick at 0x7fe2bae856d0>,\n",
" <matplotlib.axis.XTick at 0x7fe2bae85e10>,\n",
" <matplotlib.axis.XTick at 0x7fe2bae8f590>,\n",
" <matplotlib.axis.XTick at 0x7fe2bae8fcd0>,\n",
" <matplotlib.axis.XTick at 0x7fe2bae98450>,\n",
" <matplotlib.axis.XTick at 0x7fe2bae98b90>,\n",
" <matplotlib.axis.XTick at 0x7fe2bae23310>,\n",
" <matplotlib.axis.XTick at 0x7fe2bae23a50>],\n",
" <a list of 23 Text xticklabel objects>)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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S2AAAADolsAEAAHRKYAMAAOiUwAYAANApgQ0AAKBTAhsAAECnBDYAAIBOCWwAAACdEtgA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\nAACgUwIbAABApwQ2AACATv3/mOQ9mgK7Q7sAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7fe2a0a56290>"
]
}
],
"prompt_number": 47
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Sounds interesting. It's clear that people who finally buy sth would like to click more times. Maybe they are comparing with some related items?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we draw click(buy) session each day/month, and also buy/click ratio."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sessions_with_one_record = total_sesID_group.first()\n",
"buy_sessions_with_one_record = buy_sesID_group.first()\n",
"\n",
"sessions_with_month = sessions_with_one_record['TimeStamp'].apply(lambda x: x.strftime('%Y-%m'))\n",
"sessions_with_month_count = sessions_with_month.value_counts().sort_index()\n",
"buy_sessions_with_month = buy_sessions_with_one_record['TimeStamp'].apply(lambda x: x.strftime('%Y-%m'))\n",
"buy_sessions_with_month_count = buy_sessions_with_month.value_counts().sort_index()\n",
"\n",
"buy_sessons_monthly_ratio = buy_sessions_with_month_count /sessions_with_month_count "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 51
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ax = sessions_with_month_count.plot(kind='bar', alpha=0.5, color='b', label='click sessions')\n",
"buy_sessions_with_month_count.plot(kind='bar', ax=ax, alpha=0.5, color='y', label='buy sessions')\n",
"plt.legend(loc=2)\n",
"ax1 = ax.twinx()\n",
"buy_sessons_monthly_ratio.plot(ax=ax1, color='r',marker='o',markersize=5, label='buy/click ratio')\n",
"ax1.set_ylim([0, 0.07])\n",
"plt.legend()\n",
"print 'buy_sessons_monthly_ration:\\n', buy_sessons_monthly_ratio.values\n",
"print 'mean: ', buy_sessons_monthly_ratio.values.mean(), ' std: ', buy_sessons_monthly_ratio.values.std()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"buy_sessons_monthly_ration:\n",
"[ 0.05987775 0.05767783 0.0547208 0.0524773 0.05327894 0.05268662]\n",
"mean: 0.0551198724794 std: 0.00275779664857\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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0MxbL0dy5OVHvBuqRmck5ZwnjZ0jKcc6Njo/fIqnMOTc9YZ4HJeU65+bHx9+X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\nQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7fe265492ed0>"
]
}
],
"prompt_number": 86
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sessions_with_week = sessions_with_one_record['TimeStamp'].apply(lambda x: x.timetuple().tm_yday // 7)\n",
"sessions_with_week_count = sessions_with_week.value_counts().sort_index()\n",
"buy_sessions_with_week = buy_sessions_with_one_record['TimeStamp'].apply(lambda x: x.timetuple().tm_yday // 7)\n",
"buy_sessions_with_week_count = buy_sessions_with_week.value_counts().sort_index()\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 56
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sessions_with_week_count.index"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 77,
"text": [
"Int64Index([13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39], dtype='int64')"
]
}
],
"prompt_number": 77
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"buy_sessions_week_ratio = buy_sessions_with_week_count /sessions_with_week_count \n",
"fig, ax1 = plt.subplots()\n",
"\n",
"ax1.bar(sessions_with_week_count.index -0.4, sessions_with_week_count.values, 0.8, alpha=0.5, color='b', label='click sessions')\n",
"ax1.bar(buy_sessions_with_week_count.index -0.4, buy_sessions_with_week_count.values, 0.8, alpha=0.5, color='y', label='buy sessions')\n",
"plt.legend(loc=2)\n",
"ax1 = ax1.twinx()\n",
"ax1.plot(sessions_with_week_count.index, buy_sessions_week_ratio.values, color='r',marker='o',markersize=5, label='buy/click ratio')\n",
"ax1.set_ylim([0, 0.07])\n",
"mean_ration = buy_sessons_week_ratio.values.mean()\n",
"plt.axhline(mean_ration,color='r', linestyle='dotted', label='avg ratio:{:.3f}'.format(mean_ration))\n",
"plt.legend(loc=1)\n",
"print 'buy_sessons_week_ration:\\n', buy_sessons_week_ratio.values\n",
"print 'mean: ', mean_ration, ' std: ', buy_sessons_week_ratio.values.std()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"buy_sessons_week_ration:\n",
"[ 0.06583851 0.0634527 0.06071765 0.05451357 0.04906384 0.0693577\n",
" 0.06308127 0.04445721 0.05527256 0.05167474 0.0519934 0.05987153\n",
" 0.05694732 0.05692821 0.05605115 0.05776482 0.04654129 0.05246112\n",
" 0.05878865 0.04847408 0.05017729 0.05448669 0.04794499 0.04795683\n",
" 0.06423523 0.04810544 0.02657807]\n",
"mean: 0.0541754020361 std: 0.00834434971228\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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maV+ZXkvXNO1iTieTpFIULErBxInwwQeQkmJ0NI7DmYr0gP59lCGw\nIhuxMTGMDA9nZHg4sTExRocjhBAF140bsHMnNG6cv+O8vMDXV18+TNyPSsDRDM+Pmbblto8fUAU4\no5Sao5T6Syk1SylVLKeTSVIpCp46dfT1Kz/4wOhIHIezJZUgSaXIIjYmhuSBA2X5ICGEcAQ7dkC1\nalCiRP6PlWI91qDlcb875xFp6FMkHwI+1zTtIeAKMDynRmROpSiY3nsPgoNh0CC9fHVBdvq0fjfR\n19foSPKnQQP44QejoxAOJH7WLMampFj+O0ampBA1cyYRnToZGpcQQhRI9zL01Sw0VC/W07+/dWNy\nIevWrWPdunU57XIc8M/w3B+9JzKnffxM2xRwTNO0zabt35NLUik9laJg8vGBYcPgrbeMjsR4iYl6\nL6WzFbyRnkqRF+npRkcghBAF0/0kldJTmauwsDCio6Mtj2xsAYKUUoFKqSJAV+DnO/b5GegNYKru\nekHTtFOapp0Ejiqlapj2awnkOB5ZkkpRcL32mp6U/Pab0ZEYyxmHvgLUqAHJyfoam0JgWj6oaNF/\nlw8qWpTme/fC/v1GhyaEEAXP/SSVdetCUpL8j78PmqalA0OAWGA38J2maXuUUi8qpV407bMSOKSU\nOgDMAF7K0MTLwLdKqR1APWBcTueT4a+i4CpaFD78EN54Q68y5ixrNFpbQgLUr290FPnn7q4nwzt3\nwmOPGR2NcAAR4eHEursT1awZFC1K8wEDiEhJ0X8+Fi6EJ580OkQhhCgYzp2Dkyehdu17O75wYXjo\nIdi8GVq0sG5sBYimaauAVXdsm3HH8yF3OXYH0CSv55KeSlGwdekCDzwA33xjdCTGcbblRDJq2FCG\nwIp/zZ5NRNu2jPvvfxkXF6fPpRwwABYtgh49YMaM3NsQQghx/zZtgkaN7u+GfUiIPq9SOAVJKkXB\nphRMngxRUXD5stHR2J+m6T2VwcFGR3JvGjSAbduMjkI4gvR0+PRTfeTBnZ54An7/HaZMgVdflXmW\nQghha/cz9NUsNFTmVToRSSqFCAmBsDD4+GOjI7G/o0f1Ut9lyhgdyb2RYj3CbMkSCAi4+3po1avD\nhg2wdy88/TRcuGDf+ISws6OJMez5Jpw934RzNFHWbBV2tnGjnhTeD3NPpZbXlTGEkSSpFAJg/Hj4\nv/+DY3dWWnZxzlqkx6xuXdizB27eNDoSYbTJk7PvpcyodGlYsUIv8vTww3DggH1iE8LOjibG0Gj5\nQBYdWs2iQ6tptHwgR3fLmq3CTjRNH/56vz2Vfn5QpAj884914hI2JUmlEKD3cAwcCCNHGh2JfTl7\nUlm8uP6927vX6EiEkTZs0Ndbbds2930LFYKpU+GVV/QCPjmv8SWEU7r81ywGpelrtipgUFoKl7fO\nNDosUVAcOKD/f65Y8f7bkqVFnIYklUKYDR8Ov/6qV4ItKJw9qQQZAitg0iR9iaD8FIQYNAjmz4eu\nXeHLL20XmxBCFDTWmE9pFhoqxXqchCSVQph5esL778Prrxec8fu7dulDSJ2ZJJUF2z//6GvNvvBC\n/o9t2RLWr4ePPtJ/72/dsn58QhigxEP9meFR0rJm6wyPUpRoNMDosERBYc2kUnoqnYYklUJk9MIL\n+kK7S5YYHYntpafD33/f+xpSjkKSyoLts8+gTx+94NS9qFFDv2DZtQueeUYW2hYuwT+4M0W8q/Ni\nmRoMKenPpepP4V+7k9FhiYLCmkllo0b63+fr163TnrAZSSqFyMjdHSZOhLfecv0/YAcP6vMdihc3\nOpL7Y04qC0rvsvjXxYswbx68/PL9tePlBatWQWCgXsDn0CGrhCeEUQL/+Y1nr53Hf+BOGneYT+8z\niUaHJAqKtDRITNSTQWsoXly/+Sc3jx2eJJVC3KllS7337rPPjI7EtlxhPiVAhQp6dbiCVrlXwOzZ\nEBEB/v7331bhwvD55/DSS/Doo/qwWCGckNJuE756GL+2/JBbhTw4EvAYD1w7R9kze4wOTRQE27fr\nSWCxYtZrU+ZVOgVJKoXIziefwIcfwpkzRkdiO66SVIIMgS2I0tPh00/1uZDWNHiw3vvZsSPMmWPd\ntkWOYmNiGBkezsjwcGJjZF3Fe1V31wJuuxUmsXZnADTlxu7anamT+J3BkYkCwZpDX81CQ2VepROQ\npFKI7NSsCT16QHS00ZHYjqslldu2GR2FsKcff9SXk2nSxPpth4fDf/8L48bBm29KAR87iI2JIXng\nQMauXs3Y1atJHjiQ2O9lXcX8KnTzGk+ujSI2fCIoZdmeENyV4MTvZJqAsD1bJJUhIdJT6QQkqRTi\nbkaPhsWLYfduoyOxjYQE56/8aiY9lQXPpEnwxhu2a//BB/WLmC1boH17uHTJducSxM+aRWTKv+sq\nRqakED9T1lXMr5CNUznh25ijAY9m2n7ML5TCN69S/nSCQZGJAsMWSWWNGnD+vL4esXBYklQKcTdl\nysDIkTBsmNGRWF9aGiQl6X+oXYEklQXLhg36xUXbtrY9T5kyEBenF7R65BH9d0YIB1Xs6lke2fAJ\nv7b4MOuLSpFYu4sMgRW2deYMnD2r35SzJjc3aNpUhsA6OEkqhcjJ4MGwfz/ExhodiXXt3QvVqukF\nblxB9ep6knHhgtGRCHuYNAlefVWv1mxrhQvDjBnQr59eGfZ//7P9OQsSTYOVK2n+zz/Mc3OzrKs4\nr3hxmg+QdRXzo3n8+yTU6U5KmaBsX0+sI0NghY1t2qRPSXCzQXohxXocniSVQuSkSBH4+GMYOlQv\nDOIqXGk+JejJRd26sHOn0ZEIW0tKgt9+09eUtRel9CR2zhx49lm9kI+4P5oGS5fqF6Bvv03EBx9Q\nccEColq1Iqp2bSrWq0dEJ1lXMa/KnNtHnYSFxDd/9677nKjYCKXdpuJJmX8ubMQWQ1/NQkKkp9LB\nSVIpRG7atYOyZfXlC1yFqyWVIENgC4qpU6FPH/D0tP+5W7eGdevg/fdh+HC4fdv+MTi727chJkb/\nfY2O1qcY7NgBXbsS0bUr4+LiGPfbb0Ts3u36awVbUYs1I/jj4WFcLVb27juZhsAGJ8gQWGEjtk4q\nN2+WwmkOTJJKIXKjlD7cbvRoSE01OhrrkKRSOKPUVJg7F15+2bgYatfWL5w2bIAOHYj9+mu7LoPh\ntMtu3LoFCxboIwo+/hjGjoW//oIOHbIOlStfXt9v7VpjYnUyAUd+x/fEFjaGvJLrvol1uhK8e7EM\ngRXWd/u2PvzVVkllmTL634a9e23TvrhvhYwOQAin8NBD8NRT+hIDH2ZTBMHZuGpSOWOG0VEIW5o9\nGyIiwN/f2DjKloXVq4mNiCC5Tx/Gmu6cz9u6lVilbDZs07LsRkqKXc5nFTdv6snk2LH6BeGkSfqS\nLRmWu8hW+/bw00/6311xd5pGeNww1j45lvTCD+S6+0mf+txyL0Kl45s47meji39RMO3fD6VKgY+P\n7c5hnlcZHGy7c4h7JkmlEHk1dqx+9/zFF6FKFaOjuXepqXp1tqpVjY7EuurW1e9g3rjhOgWIxL/S\n0+HTT/VlfhxBkSLEFy7M2Fu3MKdHkSkpRL38MhFLl+q9b0rpD/Pn+d12x2vxCxcy1rTshuV8M2c6\nZlJ544Y+93T8eKhcWb/hExaWezJp1q4dPPYYTJ9um6IfLiJ4dwxut2+yq26PvB2gFInBXamT+J0k\nlcK6bDn01cw8r7JvX9ueR9wTSSqFyCtfX71Yx4gRsGiR0dHcu8REqFXL9S7UihWDwEDYswfq1zc6\nGmFtP/6o91A2bWp0JDkrWxZatdKHF96+nfnj/W7L7nf2zz/19TrDwqBZM/DysvtbziQtDb76CiZM\n0JcV+PprPTnMr+rV9a/lxo161V2RhXv6dVr+OpylbWejqbz/PU8I7krPb1sTF/5Jvo4TIkf2SCpD\nQ0HWr3VYklQKkR/DhkHNmvDHH/q6dc7IFYe+mpnnVUpS6XomTYI33zQ6ikya9+/PvK1biTQPR/X2\npvno0WCjnsPmNWowb+DAzOd74w299+///g+eew6CgvQE84kn9CSzdGmbxJLF1aswaxZ89BE0bKj3\nKN/vBWb79nqFWEkqs9Vk8+ecLh9MUpUn8nXcmfLBXPcohd/RDRwNeNRG0YkCZ+NG6JHHHvN7Va8e\nHDoEly4ZU6xN5EiSSiHyo1gxfV7l66/rhTqcsbevICSVkZFGRyKsacMGOHVKHxLpQCI6dyZWKaJM\nd86bDxhg06GoOZ5v5Eh9yOmWLfqSK1On6hd4NWroSaa5J9PaSebly/oQ1UmT9F6En3+GRo2s03b7\n9tCzp2vMY7eyYtev0ez3z5nzfPw9HZ9gGgIrSaWwimvXYPduvf6ELRUpot803rJFv3EmHEqeroiV\nUu5KqW1KqWWm595KqdVKqX1KqTilVOkM+45QSu1XSu1VSoVn2N5IKbXL9NqnGbZ7KKW+M23/UylV\nOcNrkaZz7FNK9bbOWxbiPj33nD4kzVmHwBaEpFK4lsmT4bXX9PVIHUxEp076MhhxcXaZ25jj+YoU\n0UdQREXB6tVw7pyeXHp76x/9/fWEb+hQWL4cLly490BSU/UbbFWr6hd4sbH6EGVrJZSgt3X5slR7\nzMYzO9ezp1YHzpardU/HJwZ3ofbuGNRtWZ5BWMFff+nTah7IvVjUfTMX6xEOJ6/dLK8CuwFzDerh\nwGpN02oAa0zPUUrVBroCtYHWwOdKWWblTwf6apoWBAQppVqbtvcFzpm2TwYmmNryBt4FmpoeozMm\nr0IYxs1Nvys/YoR+d87ZuHJSWb++nlRKuXzXkZSkLy3xwgtGR+J8ihSBRx/9N8k8e1YvduTlBVOm\n6Elm48b6sP7ly+HixSxNZFnC5Px5fX3JatX0non4ePjuO31YmrUp9W8VWPGvQ4d47OB21oVF33MT\n58rW5EpxHyofWW+9uETBZY/5lGbmYj3C4eSaVCql/IA2wJdgKTrXFphn+nwe0N70eTtgoaZpNzVN\nSwIOACFKqYqAp6Zpm0z7fZ3hmIxt/QC0MH0eAcRpmnZB07QLwGr0RFUI4zVrBk2a6D0ozuT0ab3E\nv6+v0ZHYho+Pfqf0yBGjIxHWMnWqnlDK/Jn75+GhF80ZNQp+/VVPMqdM0YfETpkCfn7/JpkrVhA7\nb56+hMnq1YxdvZrk3r2J9ffXf7/++APmz9d7J2ypXTtJKu80ciSra4VwuUSF+2omIbgrwQnfWSko\nUaBt3Kj3INqDuadSbh47nLz0VE4G3gRuZ9jmo2naKdPnpwDzojS+wLEM+x0DKmWz/bhpO6aPRwE0\nTUsHLiqlyuTQlhCOYcIEvcfy5EmjI8m7xES9lzKvZf2dkQyBdR2pqfqyFC+/bHQkrim7JHPyZH2t\nuUmTiO/Th0jTEiYKiExLI75hQ726a1CQfWJs3hz+/htOnLDP+Rzdxo3w++/8Uvv+ixcl1ulK7T0/\n4HY73QqBiQLNnj2V/v76NYzcPHY4OSaVSqmngdOapm3j317KTDRN0/h3WKwhoqOjLY9169YZGYoo\nSKpV03tQ3nnH6Ejybtcu1x36aiZJpeuYPRvCwyEgwOhICgYPD30UxjvvwJo18OSTWfexx5ypjIoU\ngTZtYNky+57XEWma3os8Zgw3Ct//WrznvapyoXRlAv/5zQrBiQLr1Cl96Ly9bjQpJfMqHVRuPZWP\nAG2VUv8AC4EnlVLfAKeUUhUATENbT5v2Pw74ZzjeD72H8bjp8zu3m48JMLVVCCiladq5bNryJ3PP\npUXGpDIsLCyXtySEFUVF6Rc7O3YYHUneuPJ8SrOGDSWpdAXp6fr8v9dfNzqSAqv5gAHM8/bGfOd4\nnrc3zQcMsH8gMq9S99NP+sV7b+vVLUwM7kpw4mKrtScKoI0b9fWD7VkNX+ZVOqQcfwI0TRupaZq/\npmlVgG7AWk3TegE/A+aa/ZGA+a/9z0A3pVQRpVQVIAjYpGnaSSBVKRViKtzTC1ia4RhzW53QC/8A\nxAHhSqnSSikvoBUQe5/vVwjrKl0a3n1XX3zcGcb3F4SkskED2LbN6CjE/frxR32OX9OmRkdSYEV0\n7kzFGTOIatWKqFatqDhjhl0q3GbRujX873/6cOiC6uZNePtt+OQTq1ZBTgzuQq29P+J266bV2hQF\njD2HvppJT6VDyu9tBfNV84dAK6XUPuBJ03M0TdsNLEavFLsKeMk0PBbgJfRiP/uBA5qm/WLaPhso\no5TaD7yGqZKspmkpwBhgM7AJeM9UsEcIxzJgACQnw4oVRkeSM03Tk8rgYKMjsa1q1fSlFM6fNzqS\nPMlSXVPoJk/Wb9YIQ9l7yZRseXrqw3JXrTLm/I5gxgyoUkUfDm5FF0sFcK5MDaoe+tWq7YoCxIik\nsnFj2LlTX5tXOIxCed1R07R4IN70eQrQ8i77jQPGZbN9K1A3m+3XgS53aWsOMCevMQphiEKFYOJE\nfZheRAQULmx0RNk7ehRKlIAyZYyOxLbc3PTlDXbs0Bd8d2CxMTF6dc2UFADmbd1KrFLGXbw7ig0b\n9AJY7doZHYlwFOYqsF27Gh2J/V28CB98AHFxNmk+MbgLdRK/40DQUzZpX7gupWmwebP9R5SUKKHf\nQN6xQ6/ELxxCnpNK4bxeey36vta4vhu9Cn209Rt2Rq1b6yX5v/jCcStVJiRA3Sz3dVyTuViPgyeV\n8bNmMdZUXRMgMiWFqJkzJamcPBlee82qw/yEk2vbVh/+eeOGXrynIPnwQ/jPf2yzFiiQWLszzePf\nxz39uk3aF66r4sWzULYslCtn/5OHhuq9pJJUOgxJKguACxcgMDDa6u0mJVm/TaellN5b+eST0LOn\nvri4oykIlV/NGjTQ52AJ55OUpFcenT3b6EiEI6lQQV8Tc906qw8BdWhHjsDMmfpQPxu5VLISp8vX\nofrBWA562Ow0wgVVPXPM/kNfzUJCYO1aGDLEmPOLLOxYqkkIF1enDnToAGPGGB1J9gpCkR4zJ1lW\npHn//pmraypF85bZziwoOD77DPr00efRCZFRQawCO2oUDB4MlWy7THdCcFeCE7+z6TmE66l29rhx\nSaUU63E4klQKYU3vvQdffw379xsdSVYFKamsU0dfMN3BJ/FHdO5MxQ8+IKpQIaJatqTi0KFETJqk\n9yoXRKmpMHeu4w4hF8Zq3x6WLoXbt42OxD7++gtWr4Y337T5qXbX7kSNfSsonC5VYEXeVTUyqXzw\nQTh7Vn8IhyDDX4WwJh8fePNNYp97jvjSpQG9Nyqic2dj40pP15Os2rWNjcNeHngAqlaF3bv1XksH\nFnHjBhG9esFXX+kbmjTRCz6tWaMP9ytIZs+GVq0gIMDoSIQjqlEDSpWCLVtcf6kZTYNhwyA62i69\n9n+l2ZIAACAASURBVFdK+HDCtxH1jh+w+bmc1dHEGC7/NQuAEg/1xz/Y4P/rBit88yoVUs8Z9z/W\nzU3/f7lxoz7nWBhOkkoh8im3wkcXD+3kmc2bGWt6Pi1+Pf83LYYygTkndDYtfHTwIFSsCMWL26Z9\nR9SwoT4E1sGTSn74Ad5669/nXbroPaytWsFvv0FQkHGx2VN6OkydCt/JEDyRA3MVWFdPKleu1Csg\n9+1rt1MmBnelacJUu53PmRxNjKHR8oEMStMrdU8/sZWtSuFfu+AWVat4YivHS5WjatGixgUREiJJ\npQORpFKIfMqt8NGe9eG8AJaKnoNvpLH+6AUCw+5+DNi48FFBqvxq5gzzKk+e1Ie6tmqVeXvPnnpi\n2aIFxMfr69O5up9+0ueNuXqyIO5P+/b6nNtxWVYucx3p6fqQ148+0pesspM9tTrQIvYVuHKlYN2A\nzIPLf81iUNq/lboHpaXQbetMKMBJpd/xjRwqV4mqRgYRGqrfjBQOQZJKIQqCgjSf0qxBA1i2zOgo\ncvbTT/DUU+CRTcnFPn3g+nW9onB8vEMOCbXmckVRK2fzS/AjbH0+WpYrEnfXpAmcPw/79unDYV3R\nV1/p1W7t3PtytVhZDpbzo+7y5QVzPVCRL5WOb+T3sn7ZL1pvLyEhsGmTPs/aTcrEGE2SSiGsrMRD\n/Zl+YqtlmMwXRUtTotEAY4PatQsK2tqH9evrCyNrmr7kiyP64QcYOPDurw8apPdYmhNLG1eAzC9r\nLVfkd+xPyt78mpRmCwh0c5flisTdubnpQ2CXLrVLARu7u3RJn0e5bJkhf7c2BQZT97vvJKm8Q4mG\n/Zh9OJ6+t/Tib9OLehn/f91gfsc2cqhmO2ODKFcOypTRa0YUtBoEDkjSeiGszD+4M1ufmUG3qq0Y\n6FUND6+q+NfqaGxQBbGnslw5KFFCX/fQEZ07p99hbd065/1efRUGDNCHwp48aZ/Y7Cz0z8n8GfIq\nmpu70aEIZ+DKS4t88on+u96okSGn3xrwoF4kLDXVkPM7qs6XT1CiREW6Bz7JyyV8uV45rEDPpyxx\nKZnCN69wytPb6FD0IbAbNxodhcBVeiqjo/WH+XP5mOlj++3r2B6oPw1bp29fZ5rfd7/PHeH92ftj\nnr+etTvxxNp3aLR1BqsSF5NYp6sxX8/0dDh8WB8q5gBfP7t+LFYMhg//t/iL0fFk/LhsGfj6wscf\n523/69ehXj2IjNSPMTp+oP32dZROir6vvydF0y5Q9dCv/PzMl5bX5wbiEO9PPjrox5EjoVs3vTpq\niRLGx2Otj2+8AdOn670uedjf2v/Pw9ZFc+HCRmjWDH7+GQ4csMP51mFhl/eX//MdCXiMR/83gcTg\nrgwsWpq/2s/lxRkN2B47lBsenvd8Pnt/tObX0+/4Rq4V9aL9jnjj319IiL5epfkGstG/x0Z/NJDS\nNM3oGO6LUkpz9vdga88/H22VIWp3SkqKZu5c67fr6PL79ax0bCPdvmvP54MSuFaszF33s9nXc/t2\nvfBLQoL123Z0o0aBu7u+fqijeeYZ/cL4uefyfsyoUbB8OaxdC97G3yG2xt+W8NihaMqN1eEfW7YV\n1L8tIh+6ddN79Pr3NzoS6+nbVx9h8eGHue5q0//rLapBTIyeWNrjfNn8rjvK+bxSDtL3q0eI6bSY\nw4HNLdvD44ZR+MYVVjw9/Z7OZ2/W/nq2+HUEtwp5MDcQ49/fpk3w4ouwbZuxcTgApRSaphk230eG\nvwphY8f9QkgM7kpE3FBjAiiIQ1/NHLUCbGqqPkfy6afzd9yYMXql2IgIuHjRNrHZkcf1VBrsmMum\nkJeNDkU4m/bt9XmVrmLnTv2G0YgRRkeiz1mNj8dqVbicVJHrl+i+qB3xzUdnSigB1j82guD/Z+/O\nw6Mqz/+Pf+6EnQARkDUBRFkSXECoiUslKgilitiCYBdpa0GwtLWrttY21tbW/lql1koRraV+W62I\nC7UqiApqLaDgAoGwiCAJJCAx7AFCnt8fZ4IxZD3MzJnJvF/XxcXMWZ5zY0uYz5zn3M/aeeq4e2NA\n1QUrrXCZCnpmBV2G55xzvMZdBw4EXUnCI1QCUfDypb9Sny1LdPr7i6J/8URcTqRSrIbK//zHm2LW\noUPjzjPzlhm44ALvWcx9+yJTX5QMefuv2tx3pPZ0iL3Otohxn/uc9Oqrcf934Lgf/9ibidDYnwmR\n0L691xysqT632gDmKnT109dpW/oFenPY9BP2H2rTSf87//u69JWfBVBdsKzimHpsf0uFPWNk+aeW\nLb1HQ956K+hKEh6hEoiCIy1S9OwVf9EVz96g5kei/G1aIt+p7NvXW36gpCToSj5t/nzpiz6bN5lJ\nM2d6385+/vNx++1sUkW5spb/Uf87//tBl4J41KGD9+XKwoVBV3LyFi2SNm/2pvDFimuu+eRZ9AQ0\nfOkv1fbATj035r5au/Auy/quem99Td23r4xydcE6ddda7U/pVufjPFGXlUWznhjQLOgCgESx6YzR\n+rDXRbr0ldu0cNTd0bvw6tWJGyqTkj5ZWuSSS4KuxnPwoPTii9Ls2f7HMJPuv1/65jelsWO9aXOt\nW4evxigYmP+09rXrGTvfdiP+VHaBjeflko4d85ZGuesuqUWLoKv5xJVXessd7d7tLdmQQDLWPakh\nb/9Vc6as0LHk2v83OdqirZZefJtGvHSLHvnqi1GsMFhphctVWMfU13CuX1xdrWsYZ2dLjz8emYui\nwQiVQBQtHHWPbrz/TK05c1J0Pkzv3St99JF02mmRv1asGjzYe4A/VkLlCy94C7if7Ae1pCRpzhyv\nG+wXvuB9uG7ZMjw1RsH5/7tbb5wf0HPGaBrGjvU6wR49KjVvHnQ1/vz971K7dl5AjiUpKdLll0tP\nPtm0miHVo0vxal3x7A36x5ef1/6UbvUev+rcb+r8ZXer7+bF2tx3RBQqDF7PguUqSMuudX+41i+u\nSa1rGGdled2TY3ld6gTA9Fcgig626ayFo+7W2AXfVNKxo5G/YF6elJnpBZBEFWvPVT75pP+pr9Ul\nJ0t/+5v3oXTCBOnIkfCMG2FpBcuUsr9I+QNj7IM04kuPHlK/fl5TmXh08KB0223SH/4Qmx+EJ05M\nqCmwrQ/u1rWPXaWFo+7R9h7DGnRORXJzvXzJrzRi8S0yVxHhCmNDWuHy2GnSU6lPH++uf0FB0JUk\ntAT+pAkEY/WZ12pv+zRd+N/fRf5iifw8ZaVYCpWHD3tNesJ5V6JZM+kf//C+OPjSl7x1SWNc9rJ7\ntCzru3JJyUGXgngXz11g775buvBC7y5LLBozxmt+UlwcdCURl1RRoQlPXKO1GV/Ue2d/pVHnrh00\nQZJT5tonIlNcDGlxZL9O+fh9FXc7J+hSPs2M5ypjAKESiDYzPXvFX3T+snvU+aP8yF6LUCkNGiRt\n3CiVlQVdifTSS1493buHd9zmzb07CocOSV/9qveNbYzqULpVfTcv1ttDvhF0KWgKKp+rjLf1qouL\npXvukX7zm6ArqV2bNl6wfPLJoCuJuElvLVJFUjMtHlH/GqHVOUvS4st+q0tfvjU6M5AC1GP7Wyru\nenadz5oGJjtbWrYs6CoSGs9UAgHY06GXlgz/ha789xT97WtL5SxC3++sWeN1CE1krVpJZ5whrV0r\nnXtusLWcTNfX+rRs6Y1/5ZXSN74hPfxwTE57zlrxJ70z+Os60rJd0KWgKRg40As/q1ZJQ4cGXU3D\n5eZKX/ua16E6lk2c6IXfPjlBVxI5f/ubzi7YqL9N3+R79sTm00dqT4feOvfth/TWsGn1Hh+pZja1\nNrIJk54FdTfpCVR2tvSLXwRdRUIjVAIBefMzN+qsNY9q6MoHGvSPkC/cqfRUToENMlSWl0sLFkg/\n/3nkrtGqlTcVcMwYb3mC2bNjKli2PLxXg995WLOnrgq6FDQVZp/crYzxULlw3jwtnTNHOnBAw997\nT6O2bg26pPqNGiV97WtK7RLb/219W75c+vGPde+lk9Si9SknNdTiEb/VtY+O1btnf1VHW7St89hI\nNbOptZFNmKQVLlde5oSIXsO3YcO8pnzx3LgrzsXOpw0gwbikZC24co4ueeU2td8bgYfLd+70friG\ne6plPIqF5yqXLvWaCfTuHdnrtGnjLTGydq307W/H1LTAIW//VZv7jtSe1Aj/N0BiqQyVMWzhvHna\nMW2afv3ii/r1G29ox7FjWvjyy0GXVb9WraQrr9SwrWuDriT8tm/3Zo489JC2p5568sP1GKYPe12k\n7OV/DENxsaln4XIVpsXoncr27b1O9++9F3QlCYtQCQRoV5dBWvGZGfr8f24M/4f/yruUsdhVMNpi\nIVSGs+trfVJSpOeek958U/rBD2IiWFrFMWUt/6P+d/73gy4FTU1WlrRrl/T++0FXUqulc+ZockmJ\nTJJJmnzokJY+8EDQZTXMxInK+iAv6CrCq6zMW4pp+nTvkYEwefnSX+n8/92t1gd3h23MWNF+b4GS\njx3Rx6kxvEQZzXoCxfRXIGCvX3SLbnjgXH1ma5jXGIyDqa9RWyR58GDp3XeliopgpoNWVEhPPSUt\nWRK9a3boIC1cKF12mbeW3513BvIFw7a8edq/ao7aHtip/yS1iM76rEgsSUnempXPPOOtVYfwGjlS\n3fd+pPZ7tmlvh/Sgqzl5zknTpkm9enk/G8Nod6f+Wps5Xp99/TdadPnvwzp20I4/TxnLX1RnZ0uv\nvirdeGPQlSQkQiUQsGPNWmrBlQ/qS49eLpWUSB07hmfgNWu8MBXDorZIcqdOXsjasiWYxhj/+59X\nQ//+0b3uKadIixZJl17qNfLJzY3q5bflzdPQZ6dpelmJJOmB5inatvYJpWeOj2odSADjxkm//W3M\nhsrhU6Zo7uuva/KhQ5KkuR07avjUqQFX1UAtWmhV+gANyntc/7vgB0FXc/Luvdd79u6NNyISkJYO\n/7luvP9MLc/6TtjHDlJMrk9ZXVaW9P/+X9BVJCymvwIxoCD9fL3VO1P64Q/DN+iaNdJZZ4VvvHg3\neLD3QSIIkez6Wp/OnaXFi70lR6K8fMH+VXM0veyTKX9Tj+7X/pVxMuUP8eXSS71nqXbuDLqSGo26\n+GJ1T07WrRdcoFtHjlT32bM1anz8fLmyvM+ZOjPvX0GXcdIyt2/2fg4+84zUtu5mOn7ta9dDbw2b\nppwluREZPygx/TxlpcxMaccO7wt6RB13KoEYMf/cSzXypX96AWDEiJMbzDkvVA4a1KjTojYdNQiV\nz1VGO9w55z1P+e9/R/e6VXXp4q2ROXy4Fq5bp6VFRZK8uyejJvjo5HfokFRcrL67CtTv8AK13V+s\nlP1FSjlQrLYHQq/3F+t3H28O8x8EqEWrVtLll3tNqr4Rg2ug3nKLRk2bplFxehdlXffTlPrGQqV+\n/IFKT4nhZ+rqcErJ+/raa09Kzz/rNU2LoP9e+GN9+0/91aN3jHZKbaSkinJ137Eq9h9fSE72usCu\nWCGNHh10NQmHUAnEiLLmLaW//MVbCmL1aq+Lp18ffii1a9foqbRRm44ahMGDvbUbo23lSqlFi+Cf\nb+3RQwu//33t+Na39OtQ4565K1dqoZl3x6SszFuQvbhYKiqq+3VZmdS1q75y8JiOdirWgbZdtb9t\nV33UaYC29r5Y+9t21YGUrtpTsEyzFv7g+PTXWa06KmVonEz5Q/wZN0567LHYC5XLlnnT0NetC7oS\n3yqSkrQu4wsalPe4/nvRzUGX02gtDu/TtY9dpQXnXKyv5uRE/HplrVL13wt/rPGrHoz4taLh1J15\n2teup8papQZdSv2ys72/c4TKqCNUArHkc5/zfiD+/OfS70/iIf84aNITdUF1gK2c+hoDzQ2WPvWU\nfu2cKiuZXFKiW6+7TqOuv/54UDz+q1s37/f+/aWLL/70vtRUyUy//FpunV9CdOs8UCtbpGhSaMpr\nytCpPE+JyBkzxmvAcuBAxKY2NtqxY9KMGdJdd3lLHsSxNYMmatSiH8RdqDRXoaufnqyCtGy9NKCn\nvhql6644b4amv3GH9+zmBRdE6aqRkVa4XAWxPvW1UlaW9wU9oo5QCcSamTO9ZyEnTfKmcfhBqDxR\nnz7S3r3SRx95zxlGg3NeqPzHP6JzPT+GDPGmDIaCYrilZ46XCJKIhtRU7wPlokXS1VcHXY3nr3/1\npuZ++ctBV3LStva+WO32bVfH3RtV0qlf0OU02MWv/kop+4v0xBcflQqi91x5ebNWevqcHF1/yy3e\nOsUx8MWiX8c7v8aDrCzp61/3/v2N4//m8YhGPUCsOfVU7y7lN78pHT3qbwxC5YmSkqRzzvGWFomW\nvDzp8GH/Xw6E2fApUzS3Y0c5SU6hDpTf+57XJZZ/fNEUjBsnPf100FV4Skqk226T7ruvSfz9cknJ\nWps5Pq4a9gzMf1rnrpqjf10zX8eahXnZrgb47+nneF9kPvdc1K8dTnHR+bVSt25et/eNG4OuJOEQ\nKoFY9OUvez8Y/U6BJVTWLNpTYOfP9xbYjpEPlKMmTFD32bN168iRcdmBEqjX2LHenffy8qAr8R5j\n+MIXYn5pp8ZYM2iiBsVJqOyyc42u/PcU/euaJ7W/XfdAaqhISvLWCP7JT7z1iuNQy8N7lVr6gYq7\nnh10KQ2XleU9V4moIlQCschMmj1b+sMfpA0bGnduebm0fr3XWhufNmRI9ENlUEuJ1GLU+PG6c9Ei\n3bloEYESTU96urcW7WuvBVvHu+9K8+ZJd9wRbB1htq3XhWp96GOdumtt0KXUqfWhEk16bJwWXn63\ntvf8TLDFXHWVlJIi/fOfwdbhU4/tb6mo22BVJDcPupSGq2zWg6giVAKxqndvb+rUlCmN+4bz/fel\nHj1ip1FFLInmncqNG6Vdu+K+QQMQd4KeAuuc9O1vS7/8pdSpU3B1RICzJOVlTtCgNbF7tzKpolzj\nn5io/IHj9N450WrLUwcz6be/9f49P3w46GoaLa1gWfw8T1kpK0tavjzoKhIOoRKIZTNmeP8IPdiI\ntuSrVzP1tTaZmdKmTd46i5E2f77XLCSJH7NAVF11lbe4fWjpnKh79FGvA+03vxnM9SMs78yJGrT2\n8eD++9Zj5Is/lrMkLR7x26BL+cTFF3v//syeHXQljdYznp6nrDRkiJSfLx08GHQlCYVPO0AsS072\nAuWtt0qFhQ07h+cpa9eypbdERl5e5K/15JMxN/UVSAiDBknNmkW3KVelffukH/9Y+tOfvJ/fTVBB\nzyw1P3pIXXeuDrqUE5zzzlz13/BvPfHFx1SRFGMLHNx5p/dr376gK2k455RWsFyF8bKcSKVWrbyf\nA6tWBV1JQiFUArHuzDOl6dOlb32rYd8MEyrrFo0psB9+KG3e7H07DSC6zIKbAvurX0mXXda0p72b\nKW/QNTE3BbZnwXJd/uIP9dikZ1TW+pSgyznROedII0Z4vRLiRIc9H0pyKu3QO+hSGo/nKqMuxr7G\nAVCjW2/1wlBD7n6tWSPl5kalrHhz0025Om9tkbosf0D/93pB2MZNTZVmzsz9ZMOTT3pdKJvHUWMD\noCkZN857fCCaPwvXr5ceesj7GdzE5Q26RuOfmKSXL/1VTHS3brdvuyY+/kUtGPuQdp0aw03q7rhD\nGjZM7UZ8I+hKGiStMLQ+ZQz8b9xoWVmxs7xQgiBUAvGgZUtvGuw110iXXuqtK1iTsjJp61ZviidO\nUFoqHcm8Rf1fuU19+uSGbdwtW6qNNX++dMstYRsfQCOdf760fbv0wQfSaadF/nrOSd/9rrd0RLdu\nkb9ewLZ3HyrJqfuOVdrRY2ggNWzLm6f9q+bIXIXGlm7VW8Omaf2AsYHU0mCnnSZ9+csa++Kr+m9G\n0MXUr2dBHD5PWSk7m3+HJZnZaEkzJSVLetA5d1cNx9wr6XOSDkr6mnPu7dD2LZL2Sjom6ahz7ry6\nrsX0VyBeXHih9+37j35U+zH5+dIZZ0gtWkSvrjhT3O0cdS1+T+YitGZYUZF3p2LEiMiMD6B+ycne\nbIEFC6JzvQULvGnv3/lOdK4XNDPlDZqoMwNas3Jb3jwNfXaaHtv8oh794CUd3LNV/+g0IJBaGu1n\nP9P5H6zWKR9vDrqSeqUVLldBWnbQZfjTt6/3RXtD+1E0QWaWLOk+SaMlZUq61swyqh0zRtIZzrl+\nkqZKmlVlt5OU45wbUl+glAiVQHz5zW+kRYukl1+ueT/PU9brUOuOOtT6lMj9g/7UU9KYMd7dZQDB\nueqq6Ex/O3RI+t73pHvvTagp72sGTdSgvGC6wO5fNUfTy0pkkkzS9RVHtX/VnKjX4UuXLlo88Dxd\n8srPg66kTknHjqpb0TvBr/PplxlLi0jnSdrknNvinDsq6TFJV1U7ZqykuZLknFsuKdXMulbZ3+C5\nz4RKIJ60by/df780dWrNrbJZTqRBiroNVreiCDXrmT+frq9ALBgxwuv+uHt3ZK/z+997Sxgk2OyE\n4q5nq7xZK6UVRvdDe8r+InXavSGq1wy3Fwadr76bF6trUQAdihuo687VKk3trcMt2wddin/Z2Yke\nKntK2lblfUFoW0OPcZIWm9lbZjalvosRKoF4c8UV0mc+I91++4n7uFPZIEXdhkQmVO7eLb35pjRq\nVPjHBtA4rVt7Qe/ZZyN3ja1bpZkzpbvvjtw1YpXZJ3cro6D9nm363HPf1rf+nKmMzhn6S6tUOXmf\neme16qiUoVOjUkc4lDVvqdc++1ONeOknQZdSq54FoSY98Swrq0l3gF2yZIlyc3OP/6pBQ6cR1HY3\n8iLn3BB5z1t+y8w+W9cgNOpB2N10U65KS8M/7gkdNhPZH/8onXWWNHGidO65n2wnVDZIUbfBOnfV\ng+EfeMEC70Ns27bhHxtA440b53Vjnjw5MuP/4Adeg57ecbjkQhjknTlRX33kci26/PdyFpn7FKd8\nvFkXvf5bZa59QquGXK8/f2ut9qd007a1T2jSygckSSlDpyo9c3xErh8pbw29QdnL7lHvLUu1tc/w\noMs5QVrhcm1LOz/oMk7Oeed5sxXKy721a5uYnJwc5eTkHH9/+4k3GwolpVd5ny7vTmRdx6SFtsk5\ntz30+y4ze0redNrXaqun6f0XRuBKSxXWzpqVTuiwmci6dJF+9zvp+uulFSu853j27vXulEWj02Gc\n86a/vh3+gefPl770pfCPC8Cfz3/eW1rk4EGpTZvwjr14sfeB9ZFHwjtuHNl1aqYOtT5F6dve0Ie9\nLgrr2J0+Wq/Pvv4b9d/wrN4aNk1/+vYGHWzT+fj+9MzxUpwFyaqONWupVy65QyMX36wHr/9fzC3b\n0bNwuZZl3xR0GSenQwcpPd37wn3w4KCrCcJbkvqZWR9J2yVNlHRttWMWSJoh6TEzy5ZU6pwrNrM2\nkpKdc/vMrK2kyyXVMEXuE0x/BeLVdddJp576ybSrvDwpM1NK4q91fUo79FaLIwfU9sDO8A26d6/0\n6qve9GQAsaFjR2nYMC8AhtPRo16n13vu8abZJrC8zGs0aE0Yu8CuWaNpS+frGw9fpJJTTte939mk\nly/91acCZVOx+qwvqVn5IQ3Mj631FFuVlarDnm3a2aUJzHzKzm7SU2Dr4pwrlxcYF0paK+lfzrl1\nZnaDmd0QOuY5SZvNbJOk2ZJuDJ3eTdJrZvaOpOWSnnXOLarretypBOKVmTR7tvd85Re+wNTXxjBT\nUbfB6lr0rjafPjI8Yz77rHTxxV4zJQCBqvoYxoj9LdTrB7/QX59cFZaxU1Olmb3aS716ecuWJLi8\nMyfqa38brhdGz5RLSvY/0KpV0q9+Jb3xhramnaWXJ72hIy3bha/QGOQsSS9d9htdvugH2jDgSlUk\nxcbH8h6Fb2pH93Njpp6TUvlc5bRpQVcSCOfc85Ker7ZtdrX3M2o4b7OkRt3ebQL/bwES2GmnSbfe\nqoXjxmnpvn1S69YaPm+eRk2YEHRlMa+yA2zYQiVdX4GYUfUxjF2pW3X1nGFa0utnYfmQ/PG6H0r/\n+LP0+usxN2UxCLs79df+lG7qvfVVbTntksYPsGyZdMcd0rvveusw/9//6fkbf6c+TTxQVtp4xud0\n4X/v0jnvzNXb514fdDmSQutTxnuTnkrZ2V4zLUQc8+SAOLewRw/tWL9ev962Tb/esEE7pk3Twiee\nCLqsmFfUbbC6FYenA2yL8qPe9DruWgAxZ09qb+1tn670bW+EZbwJKxdL3/iGNGBAWMZrCvIGTdSZ\neY2bAtt7y1L9aNHfpUmTpCuvlDZt8poehfvZ11hnpsUj7lLO0lw1O3oo6Gokec9TFqY1kVA5aJBU\nUKCIdJDEpxAqgTi39KGHNPnYseOLQE8uKdHSBx4IuqyYF861Ks8q3ORNQ+7UKSzjAQiv/IHjwvLc\nWvq2N5S5Y7P0s5+FoaqmI2/QNcpY96SSKsrrPtA5nf7+In394Yt11YLrtey0s6SNG72pia1aRafY\nGFSQlq3tPYbpvBX3BV2K5JzSCprQncpmzaShQ72mhogoQiWAhLTr1Eyd8vEHYflmeNjWdUx9BWLY\n8VDpGrps24ms4pjGPDdDjw8dKbVLjKmZDfXxKX1VmtpHfT54peYDnFP/9f/WNx/K1ugXbtJbQ2/Q\nfTPy9Vq/IV73cuilS+/UhW/8Tq3Kgr2jllq6RRVJzbS3fVqgdYRVdra0fHnQVTR5hEogzg2fMkVz\nO3Y8vgj03I4dNXxq/CwCHZRjyS30UecB6rJzzUmNk1x+WGcXbpSuvjpMlQEIt+IuZ0nSSf19P3fV\ngzrSIkXLTqMhWk3+r9NArXjm61r3yOXaljdPkmSuQplrn9C02UN06Su36Y0LfqT7b1yj1Wd/uWk0\ngQmjj07N0Pr+Y3Xh63cFWkda4XIVpGU1reeFK5v1IKL4Gw3EuVETJmihmW4NTXkdPnWqRo2P37W7\noqlyCuz2np/xPUbfzYtVkNpFA7p1C2NlAMLKTPkDrtLA/Ke1s+tZjT699cHdumTJz/XIVxZJoxQz\n4QAAIABJREFUZU9FoMD4ti1vnoZt/Lf+VFYq7SvUrO0rtfPD1zX9g8U62rytXr7kDm3of0XTCioR\nsCQnV9NmD9aKrG9rX7segdTQs2C5CpvK1NdKWVnSlCneTAX+Pxgx3KkEmoBR48frzkWLdOeiRQTK\nRijqOljdi94+qTEy183Xyt4ZYaoIQKTkDxyngev9PVd56Su3aW3mBBV3OyfMVTUN+1fN0bSy0uPP\n9k8vK9Ge9/6uhaPu0ZxvLteGAVfyYb4B9nZI19uDv6HhS+pcYz6imlTn10o9engNoN5/P+hKmjRC\nJYCEdbLNepKOHdWA9Qv0Vi9CJRDrtvW6UB32fKgOez5s1Hndit5Rxrr5euWSX0aosqZpe4/P6P3T\nLydMNtLrn/2JMtfNV6eP1kf92snHjqhr8bva3mNY1K8dSQvnzdNPjxzRT6++WgvnzQu6nCaLUAkg\nYRV3O0ddi9+TVRzzdX7vra/q41NOU0lKhzBXBiDcKpKaaUP/KzQg/5mGn+Scxjw3Q69ccocOte4Y\nueLiXMq5UzSr1SfP9s9q1VEpQ3m2349DrTvqjfN/oEtfiX6H4a5F7+rjU/rqSBNaI3ThvHnaMW2a\nfl1crF+vWcOyaxHEM5UAElZZq1QdaHuqOn78vnZ36t/o8zPXzde6jC9KKgt/cQDCLn/AOGWt+JNW\nZH27QcefvfofalZeplVD6l6U/qabciOyDF5qqjRzZm74Bw6z9EETtNJMk1Z6z/anDJ2q9EwexfBr\nefZ3lXl3mjY/mK3DLdsr5dwpSh80IaLX3JY3T4Wv3Kb3juzXobx5Eb9etCydM0e/LilR5f3yySUl\nuvWBB3hUKAIIlQASWuUU2MaGSnMVGpj/lB7+2qvSvn/UeEyif9AEYs3m00fq6qevU6tDH6us9Sl1\nHtvi8D6NWHyzHr9mvlxScp3HlpZKffrkhrFSz5Yt4R8zUtIzx0sEybDYvOE/OrX8sOYWestgzNq+\nUivNIhbUt+XN09Bnp2l6WYl3vWenRfR6aJoIlQASWlFXL1TmDbqmUeelb3tDB9ucqpJO/aR9NR/D\nB00gthxt3kZb+lyi/hv/o/fO/kqdxw5/9Q5t7jtSBWnZUaoO8OxfNUdTyg8ev7s2vaxEN8//sn74\n3AxJTuZcld91/HVFxSHp6Zlel9PKX5L+UnZYSfb/qp33ye8/qyjXdOlT15u08oEm8SXB8ClTNHfl\nSk0u8QLz3A4dWHYtQgiVABJaUbfBGrZydqPPy1g7X2szvhiBigBEUv7AcRqY/3SdobLzR/ka/M7D\nmjV9dRQrA2pXkJatv4x/TDKTk33qd0lyMn247Xf68/23eNvsk303Tf+NevW+tdbzNv/zCumDxYH9\n2SLpU8uuvfOOhl93HVNfI4RQCSCh+eoA65wy8p/UP7/0n8gUBSBiNvS/QqNf+K6aHT2k8uatTzzA\nOY1+4bt67aKfan8K688i+lLOnaJZ21d+Mh21VUe1zvq29rfrXud5B1q2lk45cVp3WfOWOtIipfbr\nDZ2qWTtWfep6TanR0qjx470gecstUrum04Qo1hAqASS0PR16qVl5mdruL9aBlK4NOqfHjpU6ltxS\nO08dFOHqAITbwTadVdRtiPp+8JI29L/ihP0D1z+j9nsLtOK8GQFUB0S/8VHCNFrKzJQWLgy6iiaL\nUAkgsZl5dyuL39X7KZc36JTjU19Zfw2IS/kDx2lA/jMnhMpmRw9p1MLvacGVD6oiuXlA1QHRb3yU\nEI2WMjKke+4Juoomi3UqASS8om6D1W3H2w072DlvKZFMnqcE4lX+gKs0YMOCE9aovfC/v9P2HsP0\nQd/LAqoMQMQMHCht2CAd87c2NepGqASQ8Lw7lQ17rrLLzjVKPnZE27sPjXBVACKl9JTTtD+lm9IK\nlh3fllq6RVkr7tWiy/8QYGUAIqZdO6lzZ2nr1qAraZIIlQASXmOa9WSum691GV9g6isQ5/IHeF1g\nK41a+H0ty/6e9nToFWBVACIqI0NauzboKpokQiWAhPdR54FKLd2q5kcO1HtsxjqWEgGagvyB45SR\n/5TknE5/f5G6Fr+rNy74YdBlAYikzExp3bqgq2iSaNQDIOEdS26hjzoPVJeda1SYllXrcZ12b1Cb\ngx+pIP38KFYHIBLe3L1R7+8tVNFfL9Cg0q164YrZKm/WKuiyAERSZqb03/8GXUWTxJ1KAFDDpsBm\nrHtS+QOvljN+dALxbFvePA39z3T97liZ/l6wTHsP7tJL5WVBlwUg0jIyuFMZIXwyAgA1NFQy9RVo\nCvavmqPpZSUySSbpGxXl2r9qTtBlAYi0ymcqnQu6kiaH6a9ADLvpplyVlkZm7NRUaebM3MgMHod2\ndBuiM9c8Wuv+DqVblVq6RVv7DI9iVQAAIGw6dpTatJEKC6W0tKCraVIIlUAMKy2V+vTJjcjYW7ZE\nZtx4Vdz1bHUtXi2rOCaXlHzC/ox1T2p9/7GqSOLHJhDvUs6dolnbV2p6WYkkaVarjkoZOjXgqgBE\nRWWzHkJlWPHpCAAkHW7VQftTuqpTyUZ91HngCfsz183Xa5/9aQCVAQi39EETtNJMk1Y+IElKGTpV\n6ZnjA64KQFRkZnpTYEeODLqSJoVQCQAhlc9VVg+VKft26NRdedp82mUBVQYg3NIzx0sESSDxZGRI\n770XdBVNDo16ACCkqGvNzXoy8p/Sxn5jdKxZywCqAgAAYcNalRFBqASAkNo6wGase1Lr6PoKAED8\nq5z+irAiVAJASE2hsvXB3eqx/U1tOmN0QFUBAICw6dJFqqiQdu0KupImhVAJACF726cpqeKoUvYX\nHd82cP0z2tx3pI42bxNgZQAAICzMuFsZAYRKAKhkdsLdyox187WWqa8AADQdGRmEyjAjVAJAFUXd\nhhwPlS3L9qj31te0sf/nA64KAACEDc16wo5QCQBVVL1T2X/Ds9rSZ7gOt2wfcFUAACBsmP4adoRK\nAKiiaqjMyH9S6wZ+IeCKAABAWDH9NewIlQBQxUedBqjDng/V9sBO9d28WOsHjA26JAAAEE7p6dK+\nfVJpadCVNBmESgCoYmv+07o5qZk+mHOe/tWhlw616RR0SQAAIJzMvLuVPFcZNoRKAAjZljdPQ5+d\npj8c2ac/79mqwyWbtW3tE0GXBQAAwo1QGVaESgAI2b9qjqaXlcgkmaQp5Qe1f+UDQZcFAADCjWY9\nYUWoBAAAAJBYaNYTVoRKAAhJOXeKZrXqKCfJSZrVqqNShk4NuiwAABBurFUZVs2CLgAAYkX6oAla\naaZJoSmvKUOnKj1zfMBVAQCAsDvtNKm4WDpwQGrbNuhq4h6hEgCqSM8cLxEkAQBo2pKTpX79pPx8\naejQoKuJe0x/BQAAAJB4mAIbNoRKAAAAAImHZj1hQ6gEAAAAkHi4Uxk2hEoAAAAAiYe1KsOGUAkA\nAAAg8ZxxhrR1q3T4cNCVxD1CJQAAAIDE06KFt7TIxo1BVxL3CJUAAAAAEhNTYMOCUAkAAAAgMdEB\nNiwIlQAAAAASEx1gw4JQCQAAACAxcacyLAiVAAAAABLTgAHSpk1SeXnQlcS1OkOlmbUys+Vm9o6Z\nrTWz34S2dzSzF81sg5ktMrPUKuf8xMw2mlm+mV1eZftQM1sd2vfHKttbmtm/QtuXmVnvKvsmh66x\nwcyuC+8fHQAAAEBCa9NG6tFD2rw56EriWp2h0jlXJukS59xgSWdLusTMLpJ0i6QXnXP9Jb0Uei8z\ny5Q0UVKmpNGS7jczCw03S9L1zrl+kvqZ2ejQ9usl7Q5tv0fSXaGxOkr6uaTzQr9+UTW8AgAAAMBJ\nYwrsSat3+qtz7mDoZQtJyZI+ljRW0tzQ9rmSxoVeXyXpUefcUefcFkmbJGWZWXdJ7ZxzK0LH/b3K\nOVXHmi/pstDrUZIWOedKnXOlkl6UF1QBAAAAIDxo1nPS6g2VZpZkZu9IKpb0inMuT1JX51xx6JBi\nSV1Dr3tIKqhyeoGknjVsLwxtV+j3bZLknCuXtMfMOtUxFgAAAACEB2tVnrSG3KmsCE1/TZN0sZld\nUm2/k+QiVB8AAAAARA7TX09as4Ye6JzbY2b/kTRUUrGZdXPOFYWmtu4MHVYoKb3KaWny7jAWhl5X\n3155Ti9J282smaQOzrndZlYoKafKOemSXq6pttzc3OOvc3JylJOTU9NhAAAAAPBpGRnS+vVSRYWU\nxOIYftQZKs2ss6Ry51ypmbWWNFLS7ZIWSJosr6nOZElPh05ZIOmfZna3vKmq/SStcM45M9trZlmS\nVkj6qqR7q5wzWdIySePlNf6RpEWS7gw157HQtW+uqc6qoRIAAAAAGqx9eyk1VfrwQ6lPn6CriUv1\n3ansLmmumSXJmyr7iHPuJTN7W9LjZna9pC2SrpEk59xaM3tc0lpJ5ZJuDE2PlaQbJf1NUmtJzznn\nXghtf0jSI2a2UdJuSZNCY5WY2R2S3gwdd3uoYQ8AAAAAhE9lsx5CpS91hkrn3GpJ59awvUTSiFrO\nuVPSnTVsXynprBq2H1YolNaw72FJD9dVIwAAAACclMpmPZ/7XNCVxKUGP1MJAIhtN92Uq9IIzOdI\nTZVmzswN/8AAAMSKjAxpxYr6j0ONCJUA0ESUlkp9+uSGfdwtW8I/JhJLpL7wkPjSA0CYZGZKc+cG\nXUXcIlQCAICIitQXHhJfegAIk8plRZyTzIKuJu7QMxcAAABAYuvcWWrRQtqxI+hK4hKhEgAAAAAq\nO8Ci0Zj+irhHcxIAAACctMopsJddFnQlcYdQibhHcxIAAACcNO5U+sb0VwAAAACoXKuyiTCz0WaW\nb2YbzezmWo65N7T/XTMbUm1fspm9bWb/ru9ahEoAAAAAqJz+2gSYWbKk+ySNlpQp6Vozy6h2zBhJ\nZzjn+kmaKmlWtWG+K2mtJFff9QiVAAAAANC9u3TkiPTRR0FXEg7nSdrknNvinDsq6TFJV1U7Zqyk\nuZLknFsuKdXMukqSmaVJGiPpQUn1rrFCqAQAAAAAM+9uZdN4rrKnpG1V3heEtjX0mHsk/UhSRUMu\nRqgEAAAAAKkpPVdZ75TVkOp3Ic3MrpC00zn3dg37a0T3VwAAAACQ4qYD7JIlS7RkyZK6DimUlF7l\nfbq8O5F1HZMW2vZFSWNDz1y2ktTezP7unLuutosRKgEAAABA8qa/LlwYdBX1ysnJUU5OzvH3t99+\ne/VD3pLUz8z6SNouaaKka6sds0DSDEmPmVm2pFLnXJGkn4Z+ycyGS/phXYFSIlQCAAAAgCdO7lTW\nxzlXbmYzJC2UlCzpIefcOjO7IbR/tnPuOTMbY2abJB2Q9PXahqvveoRKAAAAAJCkXr2kjz+W9u6V\n2rcPupqT4px7XtLz1bbNrvZ+Rj1jLJW0tL5r0agHAAAAACQpKUkaMKBJ3K2MJu5UAgCQYG66KVel\npZEZOzVVmjkzNzKDA0A0VE6BzcoKupK4QagEACDBlJZKffrkRmTsLVsiMy4ARE1GRlNZViRqmP4K\nAAAAAJWazlqVUUOoBAAAAIBKTaQDbDQRKgEAAACgUt++0vbt0qFDQVcSN3imEgCAGkSqmQ2NbAAg\nxjVrJp1xhrR+vTR4cNDVxAVCJQAANYhUMxsa2QBAHKhs1kOobBCmvwIAAABAVTTraRRCJQAAAABU\nRbOeRiFUAgAAAEBVrFXZKIRKAAAAAKiqf3/pgw+kI0eCriQu0KgHABAX6MYKAIiali2l3r2lTZu8\nqbCoE6ESABAX6MYKAIiqyimwhMp6Mf0VAAAAAKqjWU+DESoBAAAAoDqa9TQYoRIAAAAAqmOtygYj\nVAIAAABAdQMHShs3SseOBV1JzCNUAgAAAEB1bdtKXbp4S4ugToRKAAAAAKgJU2AbhFAJAAAAADWh\nA2yDECoBAAAAoCZ0gG0QQiUAAAAA1IQ7lQ1CqAQAAACAmmRkeKHSuaAriWmESgAAAACoSWqq1K6d\ntG1b0JXENEIlAAAAANSGKbD1IlQCAAAAQG1o1lMvQiUAAAAA1Ia1KutFqAQAAACA2jD9tV6ESgAA\nAACoTeX0VzrA1opQCQAAAAC1OfVUKSlJ2rkz6EpiFqESAAAAAGpjRrOeehAqAQAAAKAuNOupE6ES\nAAAAAOpCs546ESoBAAAAoC5Mf60ToRIAAAAA6sL01zoRKgEAAACgLj17SgcPSiUlQVcSkwiVAAAA\nAFCXyg6wPFdZI0IlAAAAANSHZj21IlQCAAAAQH1o1lMrQiUAAAAA1IdmPbVqFnQBAAAAANBYN92U\nq9LSyIydmirNnJn76Y1Mf60VoRIAAABA3Cktlfr0yY3I2Fu21DBu797Srl3Svn1Su3YRuW68Yvor\nAAAAANQnOVkaMEDKzw+6kphDqAQAAACAhmBZkRoRKgEAAACgIWjWUyNCJQAAAAA0BM16akSoBAAA\nAICGYK3KGhEqAQAAAKAhzjhD2rZNKisLupKYQqgEAAAAgIZo3lw6/XRpw4agK4kphEoAAAAAaCim\nwJ6AUAkAAAAADUUH2BMQKgEAAACgoVir8gSESgAAAABoKO5UnoBQCQAAAAAN1b+/tHmzdPRo0JXE\nDEIlAAAAADRU69ZSz57S++8HXUnMIFQCAAAAQGMwBfZTCJUAAAAA0Bg06/kUQiUAAAAANAZ3Kj+l\nWdAFAAAA6aabclVaGv5xU1OlmTNzwz8wACSyzExp5sygq4gZhEoAAGJAaanUp09u2MfdsiX8YwJA\nwhs4UFq/Xjp2TEpODrqawDH9FQAAAAAao107qXNnaevWoCuJCYRKAAAAAGiszEya9YQQKgEAAACg\nsTIyaNYTQqgEAAAAgMaiA+xxhEoAAAAAaCzWqjyOUAkAAAAAjVU5/dW5oCsJHKESAAAAABqrUyep\nTRupsDDoSgJHqAQAAAAAP5gCK4lQCQAAAAD+0KxHEqESAAAAAPxhrUpJhEoAAAAA8CeG16o0s9Fm\nlm9mG83s5lqOuTe0/10zGxLa1srMlpvZO2a21sx+U9+1CJUAAAAA4EeMTn81s2RJ90kaLSlT0rVm\nllHtmDGSznDO9ZM0VdIsSXLOlUm6xDk3WNLZki4xs4vquh6hEgAAAAD86NpVOnZM2rUr6EqqO0/S\nJufcFufcUUmPSbqq2jFjJc2VJOfcckmpZtY19P5g6JgWkpIlldR1MUIlAAAAAPhhFqt3K3tK2lbl\nfUFoW33HpEnenU4ze0dSsaRXnHN1/gEJlQAAAADgV2yGStfA46ym85xzx0LTX9MkXWxmOXUN0qzR\n5QEAAAAAPAGsVblkyRItWbKkrkMKJaVXeZ8u705kXcekhbYd55zbY2b/kTRMUq0XJFQCAAAAgF+Z\nmdJzz0X1kjk5OcrJyTn+/vbbb69+yFuS+plZH0nbJU2UdG21YxZImiHpMTPLllTqnCs2s86Syp1z\npWbWWtJISSdcoCpCJQAAAAD4FcCdyvo458rNbIakhfIa7TzknFtnZjeE9s92zj1nZmPMbJOkA5K+\nHjq9u6S5ZpYk73HJR5xzL9V1PUIlAAAAAPiVni7t2SOVlkqpqUFXc5xz7nlJz1fbNrva+xk1nLda\n0rmNuRaNegAAAADAr6SkmLxbGU2ESgAAAAA4GYRKAAAAAIBvsbmsSNQQKgEAAADgZBAqAQAAAAC+\nMf0VAAAAAODbaadJRUXSgQNBVxIIQiUAAAAAnIxmzaR+/aT164OuJBD1hkozSzezV8wsz8zWmNl3\nQts7mtmLZrbBzBaZWWqVc35iZhvNLN/MLq+yfaiZrQ7t+2OV7S3N7F+h7cvMrHeVfZND19hgZteF\n748OAAAAAGGSwM9VNuRO5VFJ33PODZKULelbZpYh6RZJLzrn+kt6KfReZpYpaaKkTEmjJd1vZhYa\na5ak651z/ST1M7PRoe3XS9od2n6PpLtCY3WU9HNJ54V+/aJqeAUAAACAmECorJ1zrsg5907o9X5J\n6yT1lDRW0tzQYXMljQu9vkrSo865o865LZI2Scoys+6S2jnnVoSO+3uVc6qONV/SZaHXoyQtcs6V\nOudKJb0oL6gCAAAAQOxI4GY9jXqm0sz6SBoiabmkrs654tCuYkldQ697SCqoclqBvBBafXthaLtC\nv2+TJOdcuaQ9ZtapjrEAAAAAIHZwp7J+ZpYi7y7id51z+6ruc845SS7MtQEAAABAfOjXT9q6VTp8\nOOhKoq5ZQw4ys+byAuUjzrmnQ5uLzaybc64oNLV1Z2h7oaT0KqenybvDWBh6XX175Tm9JG03s2aS\nOjjndptZoaScKuekS3q5en25ubnHX+fk5CgnJ6f6IQAAAAAQOS1aSH36SBs3SmeeGXQ1UVVvqAw1\n2XlI0lrn3MwquxZImiyvqc5kSU9X2f5PM7tb3lTVfpJWOOecme01syxJKyR9VdK91cZaJmm8vMY/\nkrRI0p2h5jwmaaSkm6vXWDVUAgAAAEAgKqfAEipPcKGkr0h6z8zeDm37iaTfSnrczK6XtEXSNZLk\nnFtrZo9LWiupXNKNoemxknSjpL9Jai3pOefcC6HtD0l6xMw2StotaVJorBIzu0PSm6Hjbg817AEA\nAACA2JKgzXrqDZXOuddV+7OXI2o5505Jd9awfaWks2rYflihUFrDvoclPVxfnQAAAAAQqMxMacGC\noKuIukZ1fwUAAAAA1CJBO8ASKgEAAAAgHAYMkDZtksrLg64kqgiVAAAAABAObdpI3btLmzcHXUlU\nESoBAAAAIFwScApsg9apBAAAAADUbeG8eVq6Zo30ox9p+NGjGjVhQtAlRQWhEgAAAABO0sJ587Rj\n2jT9uqREkjR32jQtNNOo8eMDrizymP4KAAAAACdp6Zw5mlxSIpNkkiaXlGjpAw8EXVZUECoBAAAA\nAL4RKgEAAADgJA2fMkVzO3aUk+Qkze3YUcOnTg26rKjgmUoAAAAAOEmjJkzQQjPdGpryOnzq1IR4\nnlIiVAIAAABAWIwaPz5hgmRVTH8FAAAAAPhGqAQAAAAA+EaoBAAAAAD4RqgEAAAAAPhGqAQAAAAA\n+EaoBAAAAAD4RqgEAAAAAPhGqAQAAAAA+EaoBAAAAAD4RqgEAAAAAPhGqAQAAAAA+EaoBAAAAAD4\nRqgEAAAAAPhGqAQAAAAA+EaoBAAAAAD4RqgEAAAAAPhGqAQAAAAA+EaoBAAAAAD4RqgEAAAAAPhG\nqAQAAAAA+EaoBAAAAAD4RqgEAAAAAPhGqAQAAAAA+EaoBAAAAAD4RqgEAAAAAPhGqAQAAAAA+Eao\nBAAAAAD4RqgEAAAAAPhGqAQAAAAA+EaoBAAAAAD4RqgEAAAAAPhGqAQAAAAA+EaoBAAAAAD4RqgE\nAAAAAPhGqAQAAAAA+EaoBAAAAAD4RqgEAAAAAPhGqAQAAAAA+EaoBAAAAAD4RqgEAAAAAPhGqAQA\nAAAA+EaoBAAAAAD4RqgEAAAAAPhGqAQAAAAA+EaoBAAAAIAmxsxGm1m+mW00s5trOebe0P53zWxI\naFu6mb1iZnlmtsbMvlPftQiVAAAAANCEmFmypPskjZaUKelaM8uodswYSWc45/pJmippVmjXUUnf\nc84NkpQt6VvVz62OUAkAAAAATct5kjY557Y4545KekzSVdWOGStpriQ555ZLSjWzrs65IufcO6Ht\n+yWtk9SjrosRKgEAAACgaekpaVuV9wWhbfUdk1b1ADPrI2mIpOV1XayZzyIBAAAAAAFYsmSJlixZ\nUtchroFDWW3nmVmKpCckfTd0x7JWhEoAAAAAiCM5OTnKyck5/v7222+vfkihpPQq79Pl3Yms65i0\n0DaZWXNJ8yX9n3Pu6frqYforAAAAADQtb0nqZ2Z9zKyFpImSFlQ7ZoGk6yTJzLIllTrnis3MJD0k\naa1zbmZDLsadSgAAAABoQpxz5WY2Q9JCScmSHnLOrTOzG0L7ZzvnnjOzMWa2SdIBSV8PnX6hpK9I\nes/M3g5t+4lz7oXarkeoBAAAAIAmxjn3vKTnq22bXe39jBrOe12NnNHK9FcAAAAAgG+ESgAAAACA\nb4RKAAAAAIBvhEoAAAAAgG+ESgAAAACAb4RKAAAAAIBvhEoAAAAAgG+ESgAAAACAb4RKAAAAAIBv\nhEoAAAAAgG+ESgAAAACAb4RKAAAAAIBvhEoAAAAAgG+ESgAAAACAb4RKAAAAAIBvhEoAAAAAgG+E\nSgAAAACAb4RKAAAAAIBvhEoAAAAAgG+ESgAAAACAb4RKAAAAAIBvhEoAAAAAgG+ESgAAAACAb4RK\nAAAAAIBvhEoAAAAAgG+ESgAAAACAb4RKAAAAAIBvhEoAAAAAgG+ESgAAAACAb4RKAAAAAIBvhEoA\nAAAAgG+ESgAAAACAb4RKAAAAAIBvhEoAAAAAgG+ESgAAAACAb4RKAAAAAIBvhEoAAAAAgG+ESgAA\nAACAb4RKAAAAAIBv9YZKM/urmRWb2eoq2zqa2YtmtsHMFplZapV9PzGzjWaWb2aXV9k+1MxWh/b9\nscr2lmb2r9D2ZWbWu8q+yaFrbDCz68LzRwYAAAAAhEtD7lQ+LGl0tW23SHrROddf0kuh9zKzTEkT\nJWWGzrnfzCx0zixJ1zvn+knqZ2aVY14vaXdo+z2S7gqN1VHSzyWdF/r1i6rhFQAAAAAQvHpDpXPu\nNUkfV9s8VtLc0Ou5ksaFXl8l6VHn3FHn3BZJmyRlmVl3Se2ccytCx/29yjlVx5ov6bLQ61GSFjnn\nSp1zpZJe1InhFgAAAAAQIL/PVHZ1zhWHXhdL6hp63UNSQZXjCiT1rGF7YWi7Qr9vkyTnXLmkPWbW\nqY6xAAAAAAAxotnJDuCcc2bmwlGMX7m5ucdf5+TkKCcnJ7BaAAAAACCR+A2VxWbWzTlXFJraujO0\nvVBSepXj0uTdYSwMva6+vfKcXpK2m1kzSR2cc7vNrFBSTpVz0iW9XFMxVUMlAAAAACB6/E5/XSBp\ncuj1ZElPV9k+ycxamNlpkvpJWuGcK5K018yyQo17virpmRrGGi+v8Y8kLZJ0uZmlmtlV6miHAAAK\nr0lEQVQpkkZKWuizXgAAAABABNR7p9LMHpU0XFJnM9smryPrbyU9bmbXS9oi6RpJcs6tNbPHJa2V\nVC7pRudc5dTYGyX9TVJrSc85514IbX9I0iNmtlHSbkmTQmOVmNkdkt4MHXd7qGEPAAAAACBG1Bsq\nnXPX1rJrRC3H3ynpzhq2r5R0Vg3bDysUSmvY97C8JU0AAAAAADHI7/RXAAAAAAAIlQAAAAAA/wiV\nAAAAAADfCJUAAAAAAN8IlQAAAAAA3wiVAAAAAADfCJUAAAAAAN8IlQAAAAAA3wiVAAAAAADfCJUA\nAAAAAN8IlQAAAAAA3wiVAAAAAADfCJUAAAAAAN8IlQAAAAAA3wiVAAAAAADfCJUAAAAAAN8IlQAA\nAAAA3wiVAAAAAADfCJUAAAAAAN8IlQAAAAAA3wiVAAAAAADfCJUAAAAAAN8IlQAAAADQxJjZaDPL\nN7ONZnZzLcfcG9r/rpkNqbL9r2ZWbGarG3ItQiUAAAAANCFmlizpPkmjJWVKutbMMqodM0bSGc65\nfpKmSppVZffDoXMbhFAJAAAAAE3LeZI2Oee2OOeOSnpM0lXVjhkraa4kOeeWS0o1s26h969J+rih\nFyNUAgAAAEDT0lPStirvC0LbGntMgxAqAQAAAKBpcQ08znye9ynN/JwEAAAAAAjGkiVLtGTJkroO\nKZSUXuV9urw7kXUdkxba1miESgAAAACIIzk5OcrJyTn+/vbbb69+yFuS+plZH0nbJU2UdG21YxZI\nmiHpMTPLllTqnCv2Uw/TXwEAAACgCXHOlcsLjAslrZX0L+fcOjO7wcxuCB3znKTNZrZJ0mxJN1ae\nb2aPSnpDUn8z22ZmX6/retypBAAAAIAmxjn3vKTnq22bXe39jFrOrX5Xs07cqQQAAAAA+EaoBAAA\nAAD4RqgEAAAAAPhGqAQAAAAA+EaoBAAAAAD4RqgEAAAAAPhGqAQAAAAA+EaoBAAAAAD4RqgEAAAA\nAPhGqAQAAADw/9u731DJ6jIO4N9HTSoKNhG00lDIFwWCUkhEpRXBImH2xvRFSG/yjZX0B9MXue8i\no5IILNAgDZQoMKPoD2RULzIK18x1KcGFpFwp3dAkKHx6cWfXe+/euXvvafbOmbmfD1x25sycmd/u\nffY55zvnN+fAYEIlAAAAgwmVAAAADCZUAgAAMJhQCQAAwGBCJQAAAIMJlQAAAAwmVAIAADCYUAkA\nAMBgQiUAAACDCZUAAAAMJlQCAAAwmFAJAADAYEIlAAAAgwmVAAAADCZUAgAAMJhQCQAAwGBCJQAA\nAIMJlQAAAAwmVAIAADCYUAkAAMBgQiUAAACDCZUAAAAMJlQCAAAwmFAJAADAYEIlAAAAgwmVAAAA\nDCZUAgAAMJhQCQAAwGBCJQAAAIMJlQAAAAwmVAIAADCYUAkAAMBgQiUAAACDCZUAAAAMJlQCAAAw\nmFAJAADAYEIlAAAAg5027wFw8h048OM89dShmb/uM88cTLJv5q/L/JysWknUC8Cs2K4DYyNU7gKn\nn/7vXH31eTN/3Tvu2D/z12S+TlatJOoFYFZs12dLSJ8dH07vXkIlMDc2PgCst9MhT0ifHR9O715C\nJTA3Nj4A4yfkASciVDJzppEAwPIQ8oATESqZuWXf+AjNAMCisN/CThAqYZuWPTTDVtlRARg/+y3s\nBKESgEHsqAAAiVAJcNI4kgcA7AZCJQvPjjtj5Uge7A62Q2yHemEZCZUsPDvuAOO209ek3en3sx1i\nO9QLy0iohBHb6R2jZefT4cW207+/Za6XZQldycY70q6BC7CzhEoYMTtGs7Xsnw4vcwhKdv73t8z1\norcAMEtCJcCSWOYQBACMl1AJACOw7EeaAVheQiUAjIAjzQAsKqESAABYOE5oOB5CJQAAsHCcdGw8\nTpn3AAAAAFhcQiUAAACDCZUAAAAMJlQCAAAwmFAJAADAYEIlAAAAg40+VFbV3qo6WFV/rqob5z0e\nAACAsdtKjqqqr04ef7iqLt7OuquNOlRW1alJvpZkb5I3J7mmqt4031GxyA4ePDTvIbAg1ArboV7Y\nKrXCdqgXhtpKjqqqy5O8sbsvSPLRJLdvdd31Rh0qk1yS5PHuPtTd/0lyb5IPzHlMLDDNma1SK2yH\nemGr1ArboV74P2wlR12R5FtJ0t0PJtlTVWdvcd01xh4qX5/kL6vuPzlZBgAAwMa2kqOmPed1W1h3\njdMGD3Nn9LwHAAAAcMMN+3LkyMl57T17kttu2zfLl9xqjqpZvFl1jze3VdXbkuzr7r2T+zclebG7\nv7DqOeP9CwAAAOyA7j4WELeYo76e5Bfdfe/k/sEklyY5/0Trrjf2I5W/S3JBVZ2X5K9JPpTkmtVP\nWP2PBwAAwIlzVJL7k1yf5N5JCD3S3Yer6h9bWHeNUYfK7v5vVV2f5CdJTk1yZ3c/NudhAQAAjNa0\nHFVV100e/0Z3/6iqLq+qx5P8K8lHNlt3s/cb9fRXAAAAxm3sZ39do6q+WVWHq+qRVcvOqKqfVdWf\nquqnVbVnnmNkHKbUyr6qerKqHpr87J3nGBmPqjq3qh6oqker6o9V9fHJcv2FNTapFf2F41TVy6vq\nwaraX1UHqurzk+V6C2tsUit6CxuqqlMnNfGDyf259pWFOlJZVe9M8nySu7r7wsmyW5P8vbtvraob\nk7ymuz87z3Eyf1Nq5ZYkz3X3l+c6OEZnck2ms7t7f1W9Ksnvk1yZlWkg+gvHbFIrV0V/YQNV9cru\nfqGqTkvy6ySfzsq14fQW1phSK++N3sIGquqTSd6S5NXdfcW8M9FCHans7l8leXbd4mMX7Zz8eeWO\nDopRmlIryYxOm8xy6e6nunv/5PbzSR7LyvWY9BfW2KRWEv2FDXT3C5Obp2flu0nPRm9hA1NqJdFb\nWKeqzklyeZI78lJ9zLWvLFSonOKs7j48uX04yVnzHAyj97Gqeriq7jTdiI1MznR2cZIHo7+wiVW1\n8pvJIv2F41TVKVW1Pys95IHufjR6CxuYUiuJ3sLxvpLkM0leXLVsrn1lGULlMb0yl3dx5vOy027P\nynV3LkrytyRfmu9wGJvJdMbvJflEdz+3+jH9hdUmtfLdrNTK89FfmKK7X+zui5Kck+RdVfXudY/r\nLSTZsFYui97COlX1/iRPd/dDmXIUex59ZRlC5eHJd1xSVa9N8vScx8NIdffTPZGV6QKXzHtMjEdV\nvSwrgfLu7r5vslh/4TirauXbR2tFf+FEuvufSX6Yle9A6S1MtapW3qq3sIG3J7miqp5Ick+S91TV\n3ZlzX1mGUHl/kmsnt69Nct8mz2UXm/wHO+qDSR6Z9lx2l6qqJHcmOdDdt616SH9hjWm1or+wkao6\n8+h0xap6RZL3JXkoegvrTKuVoyFhQm8h3X1zd5/b3ecnuTrJz7v7w5lzX1m0s7/ek+TSJGdmZa7w\n55J8P8l3krwhyaEkV3X3kXmNkXHYoFZuSXJZVqaPdJInkly3au45u1hVvSPJL5P8IS9NF7kpyW+j\nv7DKlFq5Ock10V9Yp6ouzMoJM06Z/Nzd3V+sqjOit7DKJrVyV/QWpqiqS5N8anL217n2lYUKlQAA\nAIzLMkx/BQAAYE6ESgAAAAYTKgEAABhMqAQAAGAwoRIAAIDBhEoAAAAGEyoBAAAYTKgEAABgsP8B\nTfS909xf6psAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7fe0b98af910>"
]
}
],
"prompt_number": 97
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sessions_with_day = sessions_with_one_record['TimeStamp'].apply(lambda x: x.date())\n",
"sessions_with_day_count = sessions_with_day.value_counts().sort_index()\n",
"buy_sessions_with_day = buy_sessions_with_one_record['TimeStamp'].apply(lambda x: x.date())\n",
"buy_sessions_with_day_count = buy_sessions_with_day.value_counts().sort_index()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 87
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.title(\"[0,max] scaled sessions_per_day statistics\")\n",
"plt.plot(sessions_with_day_count.values / max(sessions_with_day_count.values), label=\"all_sessions_per_day\")\n",
"plt.plot(buy_sessions_with_day_count.values / max(buy_sessions_with_day_count.values), label=\"buy_sessions_per_day\")\n",
"plt.plot(buy_sessions_with_day_count.values / sessions_with_day_count.values, label=\"ratio\")\n",
"plt.vlines(np.arange(0, len(sessions_with_day_count), 7), [0], [1], linestyles='dotted', label='Tuesday')\n",
"plt.legend(loc=2)\n",
"plt.xlim([0,len(sessions_with_day_count)])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 88,
"text": [
"(0, 183)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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gTNDIIwDnnXceNWvW5NNPP/WPvfnmm/Tr169IrSFDhjB06FAOHjzIH3/8Qc+e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Fg1/KNOJAnghWpSRsqYpbUndKl6zETx4XXAFmNW5i9j22ByjplMxijDySeP7zPjSRltMmaAWZ9Z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\ndkQaM13sf0OJ6dy54rjvtRew+eZiP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MlCnOdo1dWRjfT4412/V5LofSGyZt3OmC1bRvbL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\nSUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7fe265450590>"
]
}
],
"prompt_number": 88
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sessions_with_weekday = sessions_with_one_record['TimeStamp'].dt.weekday\n",
"sessions_with_weekday_count = sessions_with_weekday.value_counts().sort_index()\n",
"buy_sessions_with_weekday = buy_sessions_with_one_record['TimeStamp'].dt.weekday\n",
"buy_sessions_with_weekday_count = buy_sessions_with_weekday.value_counts().sort_index()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 89
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"buy_sessions_weekday_ratio = buy_sessions_with_weekday_count / sessions_with_weekday_count \n",
"\n",
"fig, ax1 = plt.subplots()\n",
"ax1.bar(np.arange(7)-0.4, sessions_with_weekday_count.values, 0.8, alpha=0.5, color='b', label='click sessions')\n",
"ax1.bar(np.arange(7)-0.4, buy_sessions_with_weekday_count.values, 0.8, alpha=0.5, color='y', label='buy sessions')\n",
"plt.xticks(np.arange(7), ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday'])\n",
"plt.legend(loc=2)\n",
"ax1.set_ylim([0, 2200000])\n",
"ax2 = ax1.twinx()\n",
"ax2.plot(np.arange(7), buy_sessions_weekday_ratio.values, color='r',marker='o',markersize=5, label='buy/click ratio')\n",
"ax2.set_ylim([0, 0.07])\n",
"plt.legend(loc=1)\n",
"print 'buy_sessons_weekday_ration:\\n', buy_sessons_weekday_ratio.values"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"buy_sessons_weekday_ration:\n",
"[ 0.05262548 0.03241294 0.04989819 0.05217814 0.05651848 0.06887879\n",
" 0.0624327 ]\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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aENVUKSIiIuIL1q+HJk2c8ZlLlmh8ply62rXhzTdhyxZo0waefBLq1IFRo2D/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\n",
"text": [
"<matplotlib.figure.Figure at 0x7fe2668d4610>"
]
}
],
"prompt_number": 109
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sessions_with_hour = sessions_with_one_record['TimeStamp'].dt.hour\n",
"sessions_with_hour_count = sessions_with_hour.value_counts().sort_index()\n",
"buy_sessions_with_hour = buy_sessions_with_one_record['TimeStamp'].dt.hour\n",
"buy_sessions_with_hour_count = buy_sessions_with_hour.value_counts().sort_index()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 111
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"buy_sessons_hour_ratio = buy_sessions_with_hour_count /sessions_with_hour_count \n",
"print 'buy_sessons_hour_ratio:\\n', buy_sessons_hour_ratio.values\n",
"\n",
"fig = plt.figure()\n",
"ax1 = fig.add_subplot(111)\n",
"ax1.plot(sessions_with_hour_count.values, color='b', label='total sessions')\n",
"ax1.set_ylabel('total sessions')\n",
"ax1.legend(loc=1)\n",
"ax2 = ax1.twinx()\n",
"ax2.plot(buy_sessions_with_hour_count, color='r', label='buy sessions')\n",
"ax2.set_ylabel('buy sessions')\n",
"ax2.legend(loc=2)\n",
"plt.grid()\n",
"ax2.set_xlim([0,23])\n",
"ax2.set_ylim([0,50000])\n",
"ax2.set_xticks(np.arange(0,24))\n",
"ax1.vlines(np.arange(0,24), [0], sessions_with_hour_count.values, linestyles='dotted')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"buy_sessons_hour_ratio:\n",
"[ 0.02316928 0.02389155 0.02407361 0.02942573 0.03565868 0.04101091\n",
" 0.05099876 0.05687048 0.05938213 0.05720923 0.0574788 0.05945185\n",
" 0.05788164 0.05830583 0.05943467 0.06231237 0.06260238 0.06418852\n",
" 0.06259432 0.05286058 0.04320709 0.03632203 0.02990141 0.02466328]\n"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 120,
"text": [
"<matplotlib.collections.LineCollection at 0x7fe1002befd0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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jnt4AH7+ISFp+/RUKF3ZvdEREvGItXHEFtGvneno9lZQEtWrBn3/CwIFw++0e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\nUi+FcCweEdAAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7fe100418150>"
]
}
],
"prompt_number": 120
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the next part, we will explore the timestamp of a session."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# it takes me about half an hour to run this cell, I really don't know how to speed up\n",
"# if you know, please let me know: tianjun.cpp@gmail.com\n",
"total.sort(['SesID', 'TimeStamp'], inplace=True)\n",
"total['TimeDiff'] = total.groupby('SesID', sort=False)['TimeStamp'].transform(lambda x: x.diff())\n",
"print \"max diff: \",total['TimeDiff'].max() # less than an hour"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"max diff: "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1970-01-01 00:59:59.995000\n"
]
}
],
"prompt_number": 121
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"total['TimeDiff'] = total['TimeDiff'].map(lambda x : x.microsecond / 10**6 + x.second + 60 * x.minute if x else None)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 123
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"total['TimeDiffRank'] = total.groupby('SesID', sort=False).cumcount()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 124
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"click_records = total[total['IsBuy']==False]\n",
"buy_records = total[total['IsBuy']==True]\n",
"\n",
"click_time_diff_statistic = [click_records[click_records['TimeDiffRank']==i]['TimeDiff'] for i in range(1,100)]\n",
"avg_click_timediff = [x.mean() for x in click_time_diff_statistic]\n",
"plt.plot(np.arange(1,100), avg_click_timediff, color='b', label='avg time diff between two sequencial clicks in click sessions')\n",
"\n",
"buy_time_diff_statistic = [buy_records[buy_records['TimeDiffRank']==i]['TimeDiff'] for i in range(1,100)]\n",
"avg_buy_timediff = [x.mean() for x in buy_time_diff_statistic]\n",
"plt.plot(np.arange(1,100), avg_buy_timediff, color='r', label='avg time diff between two sequencial clicks in buy sessions')\n",
"\n",
"\n",
"plt.legend()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 127,
"text": [
"<matplotlib.legend.Legend at 0x7fe266623250>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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XmL3zTtnjqCizzMyTawcAAA9O+v/TGfDqq69aVlaWmZktWrTIgoKCLDs728zM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\nEAcAANAhQhwAAECH/H/HzAANbzinPwAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7fe1006aff50>"
]
}
],
"prompt_number": 127
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"From the view of items"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Question 1: How many items(categories) will people view in a session?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"items_group_count['Category'].value_counts()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 35,
"text": [
"2 25407\n",
"1 17511\n",
"3 7740\n",
"4 1859\n",
"5 203\n",
"6 19\n",
"dtype: int64"
]
}
],
"prompt_number": 35
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"click['Category'].value_counts()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 41,
"text": [
"0 16337653\n",
"S 10769610\n",
"1 1671754\n",
"2 1292249\n",
"3 789713\n",
"4 480569\n",
"5 471923\n",
"6 414696\n",
"7 389910\n",
"9 105282\n",
"11 70264\n",
"10 69820\n",
"8 44840\n",
"12 19357\n",
"2089046251 7100\n",
"...\n",
"2089134695 1\n",
"2089156240 1\n",
"2089286957 1\n",
"2089179505 1\n",
"2089580928 1\n",
"2089084275 1\n",
"2088962151 1\n",
"2089028904 1\n",
"2089251022 1\n",
"2089759631 1\n",
"2089508713 1\n",
"2089160270 1\n",
"2088970021 1\n",
"193464283 1\n",
"193465576 1\n",
"Length: 339, dtype: int64"
]
}
],
"prompt_number": 41
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"category_counts = category_group.count()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 46
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"category_counts.columns = ['Count']\n",
"category_counts.sort('Count',inplace=True, ascending=False)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 53
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"category_counts[category_counts['Count']>100].plot(kind='bar')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 56,
"text": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7ff101099210>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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0mq2YAAAAAzaShd1kfuWB7uHV1tbW1tbW1tbW1u5PeyQLOwAAgOEyYze92owd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\n",
"text": [
"<matplotlib.figure.Figure at 0x7ff10f4e6610>"
]
}
],
"prompt_number": 56
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"items_group_count.columns=['Count']\n",
"items_group_count['Count'].value_counts().sort_index().plot(kind='bar')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 64,
"text": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7ff10dc2c210>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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vrCUr9JCXPpY6AACAgenU9c8RHak5OlJz5GWJvAAA9NKpAwAAOECWuqFNWw/A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\nQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7ff095665750>"
]
}
],
"prompt_number": 64
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"n_views_in_buyses = buy_sesID_group['ItemID'].apply(lambda x: len(x.unique()))\n",
"n_views_in_buyses_stat = n_views_in_buyses.value_counts().sort_index()\n",
"\n",
"n_views_in_clickses = click_sesID_group['ItemID'].apply(lambda x: len(x.unique()))\n",
"n_views_in_clickses_stat = n_views_in_clickses.value_counts().sort_index()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 76
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"n_views_in_buyses_stat = n_views_in_buyses_stat / n_views_in_buyses_stat.sum() # scale to [0,1]\n",
"\n",
"n_views_in_clickses_stat = n_views_in_clickses_stat / n_views_in_clickses_stat.sum() # scale to [0,1]\n",
"\n",
"g = pd.DataFrame({'click':n_views_in_buyses_stat[n_views_in_buyses_stat.index < 30 ],\n",
" 'buy': n_views_in_clickses_stat[n_views_in_clickses_stat.index < 30 ]})\n",
"g.plot(kind='bar')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 77,
"text": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7ff10bbfdcd0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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N1nqampOwYQMAAOgoM2xTNc2wAQAAs2WGDQAAoEE2bB3Xl3NvNTX71NPUbLE5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\nSUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7ff10bc11ad0>"
]
}
],
"prompt_number": 77
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Different items' click rate"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"click_item_group = click.groupby('ItemID')\n",
"buy_item_group = buy.groupby('ItemID')\n",
"item_click_count = click_item_group.count()\n",
"item_buy_count = buy_item_group.count()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 78
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"item_buy_count_sorted = item_buy_count['TimeStamp'].copy()\n",
"item_buy_count_sorted.sort(ascending=False)\n",
"#plt.plot(np.log(item_buy_count_sorted))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 112,
"text": [
"0.64997962203878679"
]
}
],
"prompt_number": 112
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"click_groupby_category = click.groupby(['Category', click.TimeStamp.dt.dayofyear])\n",
"category_clickcount_daily = click_groupby_category.count()\n",
"category_clickcount_daily.index.names = ['Category','Day']\n",
"category_clickcount_daily = category_clickcount_daily['SesID']\n",
"category_clickcount_daily = category_clickcount_daily.unstack()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 183
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"category_clickcount_daily.fillna(0, inplace=True)\n",
"#category_clickcount_daily.reset_index(inplace=True)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 184
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"selected_category_clickcount = category_clickcount_daily[category_clickcount_daily.index.isin([str(i) for i in range(10)] + ['S'])]\n",
"selected_category_clickcount.T.plot(kind='area')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 220,
"text": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7feff3fe6f50>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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fCwCvj47qOz4wpYYPAFwNj39U05bRFLw2Ww3PHCmVxgsFOL6HrmIBg2NjpoeT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IjYF2hnQyIkGaPYZGDOGzS+Ue1C1eixHTxI8f3grr4nW4aP+B5J+EQBhLLFGSChqBIbgHqFcG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\nmmwXCZ9vMkZSE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Tj7nRJDxkIiv95CNuYhFLJwjC9gxOumpkolXM4JCa+AIVNWUjlFOEcn\niaoykYiLdevsz750KSxbZpNfn+8QoLHXaOLepfCSXgusYsMGi0gEONQJks6+5dOqZimGm6C73oOo\nUFbaW0Rw3B7fMGScTnjXu+Dcc2duVQ98AZA49MCDtD54HTefN8Zl5y7g6nc4qHEnUSabGPc6CVVZ\nM5lyyZylhyuUz5JzWpx3Hnz4w/Db38Ltt8P731+cvAvAV+jb/iXGe94D3IR9j22jvR2cyVpoGeLA\ncoGUp3L/mgKi5COpSHhilYQnFC+axsSBA8BS4Lv0bf+/OO+8m5fqLS641IEUTfHbtiCJibNIjNUD\nf2TNmi7EaD2mbNE2NkZeqtR2RNNEtjLoojSVR3kkwifrOk7DQnLlyefhggsEYAX5aIYBPyys0uPr\nzWfJiAJpQYW15WZcuirgELwkZAVfrFLh9OZzpAUJtxYgLqn4o9XzIkM5g+gMc5+2NpgYB/HQcp48\n00s0OP3aSBNsWytgtffiV3IF05jpfc8F4TvzwC52BH20Ng+g9rcS9lUrDYac5SAtynhLsgDLzJti\nceLSLISveLTdr4NAD133Pkwo5uNjr0vx4299q6K/dy4wT/jmMY8TgGiY5QqfKB2ftj6POYFYcMlE\nEE9NSWUhlsESXqUlnYaFWejhM7FeGYXPkjB1H0gyLk2buu2yJQqfVzNI6DqT3V67j2/zUZwhgc6B\nAdoSER6V/HhTDRiag8lau5Qs7bZz0ABETbEJn1EgfCX7KBIObyrOZN7ihVAdG56cPedqNoiGwYpo\njO2JYng3wHPYk+QvkVBE/BOzxxv40klSggIsB36Mlm0jFV3FXp/E31ZxCWwZH2dJeIRDwkIsax+r\nVycIxBdB/Qy78IOdcLATl6CRVMFTcKfLz1T40ikSoozdw3cQGAf2AZfTm1pJXspzRldX1WNvDY8x\nLDhx4oD6Cfo7hAqVyRIFvIJMTgIlr1UqfOlkGeErQlHg0ksBDmBZf+Lgw3dTd9ctCNkg319pcMVV\n3bR8FLZrIvk8CEOtEA2w5UJIlkz6r/vd75DNNKYsVc1hC+Tz6E5jSlVyOu0+QhvPYVn3A7vQBs/j\nvW+N4997Kd1/fhQsBzBIY6OGc6iD3lovSrVbSgBTMTCV6gpbaCJMRFEqPr/DAV1dcP75AMsY2d3O\nVe+BsYNuQGbDBvD5gENLyZguJmsLpcwzkPJA2C8jKSLeKi6VgXCUmCIjCFBfD7EYfPKTNtmcxrPA\nEPAYAAM7Povwy/vICQ4OmYtpbcniHGujv86NWOXRmpNFHIqCbzaXzHwew2XS1maTXVW11xje8AaL\nzk6w8/lM4D5sxe9n2NcotLeDN9yG5UtyuMMmGRXjO0CS/CRlCW+sUr0KJqLEBJWNG4tXZz/wXSBC\nMryByd88Se3IQt78hj6uuzzP8GPfA/4dWElTUwZlshFdsjP4pCrl24JlIZtJNFHCWSTdMxZRMqY5\nXfWQShF3gFfRaG6G9estIIsZ3kO/T2ThcG/FGD5NIyeLZIRK0pJTQRJ9JEQVbxUTGn8+T04U8aYb\nSIgO/FW2ceZygEV6Rnbrhg2QGHdj+hP0tIll1+B4o13WPelxEHJqJFQRX/LoUS/Hg/U797DNvYC2\nhTFSeT85tTpV0nCSEaajQQTKCV8oEWfSUrFL2z+Pfc1XuZgHz4O6/Ty9eRODHp1frJX43Re+cMzH\nmzzGhdZ5wveKYfOpPoB5zCEEw8QsVfhkGatKOOw8Ti4E0wBBwBJBMk6EcW9+eQdgWq9qhU+wpnv4\nLBGUE1JZjxOGgqF5ESQFl65NKWylBgU+zSBneYEH2O7uYOOLR+/je/d9D3LXSnAM9KKEGwlLPgIx\nMBQYarZFD1MANAVLEXDrlavqRcLhy6ZJWBJ7HS2cc/DYXUKLWDwwyKgHRgfGueaaHQVVCuz+sx8R\nV2R84dkd3XzZdIHwTQDfAnIMP/11vnlenutvv7NiYnj1lie4b4nA5N73Al2sX58lNLgSZB1DLMm9\n1hzQ2UU9AVKKgDeaLHPp1EsIV1KUgaLykQSeBPbT9eyH+PNSgTc+UN2eviU+ybaERq3qgmCM/gV2\n9lwpLAFcoouMDM50dqqHr3gHerIpMqKtLpWis9OezNfWDmOrOQ8x3vMeDj1wP+FfP4v0nf203vdu\n1OFhknERJmsJG3UMtkJXgax0Dgywor8f2cogSlJ1hSuvI3pzFCvxOjttlfGMM8BWa1cB19P11I+x\nvjnIocfuLH4y4CVaW3Mo3cs4sMA7bYc/A5ZkIcpiVcIZioSJyCoOR+VrggAXXWQfR3p0Hx33XUtm\nZC9udx8LFhQMZrrbOehrZGG/rar++dOf5rLnphcukl6YCEm4ZiN8sSgxSUWW7dcWL4aBAfjKV2C6\nHc3EDkO/aep9udRShn6/Bf2nbXR0pHD2LWN/q6fqOUi4ZIKyjEu3qi62hfI6gi9vE1jsFKWFC+2y\n1ve+d+pIgS9hq8+rsBcmYMEC8A2sJKY68aSms/dKkXWBoQRJSTKeKmSmJh0nJipce22xnLcHOxLi\n64UtJLrue4hFj/wj7U+/kVziMDAAPElDnYg8Xk/SqdA+MlK1JF0yDFQ9jimKuGdT+ErOSyARIeaA\nRbJIY3QZySR0du6G/Cb6nT7ahioXYHyahqaY5AUVtpf38GWdIEp2LIEvWRm54NM08jL4463ERRV/\nsvIcheJxIi4wM7aC5vfD5z4HV18NtSMrSbQkWDBoG7aUomUYtrfUEZItu4cwbhO+uZqBrTvcyzZr\nNfV1FmGPu8IltwjDVMnJIt5ZjIOCySQRUwVk4AngH4AmBOHfKM8IBbovBknnue238OPTwyzv6z3m\nBdTxY9xunvDNYx4nAsPElKefQoYoYmjVWmrncTIhFmMBRAHxlSAbM2FR6OETEE+IcP4PR4lpCyLI\nr4TCZ6jomh9BknHl9SmFbcqgwLLwahZZoxZ4nP1KE+cM9yEfaRXUsnj3g/fz3/VLCSoJlLFWRjxB\nagoLx0k/eFIFe3pNwZKZKuUrdcYrkk9fPkPCEtlu+Fk/OjBr+eJsWPXCbnbXOCDbxxVXpLj22mIP\n0iiwioQsTUU/VIM3nyaFjK1YLARuJxHewKHcWsxsgiueK1cd3/LAJu5tbWKidwOiGMSywHF4NeQV\nfvTh6ew1ABIeWqx6UoqIp1CmNZPw+dIJkoLCypWlE3ELWAnmJh73reBNTzxW9dibU3HClkhAqwEl\nz2ALTNSVb2MKIAouMrKAMzndPzOl8OXSpESpgvCpqq1wbdwI4AfK8wmNfBODL76dgFe2Zd2aMPs7\nFdr6pyedVz/1FHGXC9VIolQjfJZFMG8gezWkX/89YJOsyUl429uKGz0J7AYeA6t4kFng/cDjXHVV\nDmGigf0dSgXZnRpGMGdV2EKxCBFRJRConIi2t8OaNaCqO4GX6H7ug0CMs8/uoacH1KwP0m5eag/g\nSdkqzGVbt/K9W26ZuodMGfIOE58kIVqVwdvBWJSopJQRztWrYXAQPvOZ0i2fAbqA/wBKe8j6WLEi\ni3pgFTuXukhWtrCRc0jUCioptbyHC+ze4kDeQPLmmVkNuWIFrFplnwdbNR/B7t+zowlaWyEUAve+\ntRwOBmkarRwb7EWInOwnKcp4E5X3YiCbIiHJ5HLwnvcU/3c/8BPgGxQn/D0vfIvDT98CfAz7mjRo\nrFHIZr3ossCCsTH86UoXUMUwcOcjmLKEq2heNGObbMlzJxCbIKbK1MvAw5cyPg4XXpgAfPTLtSwc\nGKgYw6fpmLIAUuXzK+MCS60hMcO0pAh/Xsd06HijC4ihEqhCCkPxSSJOAQw7r/LnP4dAwD7/9X1n\n0V/vwF+lEjSrwtaVXryik4Qsl5nGvFzS585kWDyZYHdqGU7JxWidVJHBWIQpW+TFIxC+TJqIqQDb\ngEewS3sVLOsF4Grs664IEYbPRO/fSGz/uwm7TGqPENNQhABMHGOP+jzhe8Ww8VQfwDzmEMIMwqfL\nMro+yzLQPE4a7OB1sETxBAnXxpc3vlVQ+KRXaUmnaWIVZ1SCgPyKKHwqhuZHkFRcmj5FuIr9Kq5c\njrwEmYwBNHPo0Dl0BQXO2jd7CPq6AweQ9RT7EwsIBi2EcC2DNU7cJb/HzSNwYBmgKUgKeAq9Q6VT\noeIV6NNyJCyB/f0OsrJBx/DwcX3E1bt3sddbi6IsJJ+H/n74538uvrqfhCTji09PMk3TRC/LIcyS\nofh8ygBfAwziL17HN8/TuOFXd0xt608mObe3i91yB3APtbX1jI0B3YsgEmLnarjvDSUqX9cSaowg\nKXma8OUKY5eWVKYFiW99C665hpLSwjBwN/tpZ3F0vMwds4iWdAo8LhzhFrKCgqZALFi+jSmCJLrI\nygKOZGbqOygSbk8+S06qJHxgqy12Wec+bCOcmS6XfdTVGTjT/z977x0n111f/b+/t01v27XalVba\nVbEkS5aLbLlguVBMNQ7YBJzQnGDsBJwHP4EkPwgE8hCn0EIoDoHwQDDFGBwCxhhs3HCRZUtWL9t7\nm17vzL3398d3ZnZmd2T82EZKXt7zevlle3d25s6dOzPf8z3nc04TNEcZ7AFXTdXe1Y88wt6+Pgw7\nhUcYMrymBm7TxAECHhO+dT3MS0lr3To5S9faCnKx3wXciryCRoGLgeM0N4/i96iISJyJlYK5Frh8\nz54l5da2IjA0FV9p6edeOBknrhj4fEt/FwjI6+m88wpIxekjCLGJnTsFxSLQ3wudExw8UyHvgu3H\nj3O0u5uEz8f777574Y4Uh1bhktbeRbUEoWSMpGIsqWTYupWynbDyE6t8/h8qH8vPy+djmHV9JSi4\nGexRmFmUUgryevQLmZIZWBSaEshmyeoQ8CztSPR45CznH/6hQL5j3UglXKqwf/mXcPwYKIO97Otu\nQj3JR1rWC0k1QEZRGxK+SCFLVlVIJGQyquyDnAT8wA+BbcDD5Vt/EWhBEgNoa4W0HcRSoHNujpYG\nC3+3aRLKxVEUBe9JvnvyllXtIwlG4yQ1jWb88PDFBIOwcydAKxNqM6vHlzLbQNHCMRws1ZEXbw3S\nfsipYdJCb1i8Hija4LHwJDpIohNsQAojsWnius6525/kppsgHoezz5YWaI6t59Cq+sCWCoZXwzOb\nDYJOkJSqL3n9XwzOOnGCg61gTln4FS9j7TrRJginUks2NkqaQ0lVq7bqxWQznMuSsHWglpBNIqtJ\nssArqdTtAFD0Q8HP3KOfYc4jaIn99u5UgLllS+cylvE7hG3LZM4ySqpGId9gsnsZv1NUUjpRXmgt\nw4tE2dLoIE7P459uLLJ0aqeilqHkxiqEUTUdb43CVyF8/kSKtAEXXdAPrCA2Inh4pZtXPPDoSe/y\n+rt/ync2O0w/tYuWphKWBZOdoo7NCQuOnAGYBpqu4G2wwVAlfCWTouIiP3WY3StUznv85DUEjbBl\nrJ9+rYnmZo3paejthUsugQ0bANKkFJ1AjUUqb9t1llZ/SYaGSFXwWaRycCdzY9fwiHY2fcODbD92\nDIDXPP4Ej3QpRIffAHyfjRvnKGQ0mG+mNNfO8GowivDM9sq9K2i2m4yq4kulEIBZsVTWKGxpRWN8\nHDZtgttvl4Eh8limGHz63dy7Fl7365o0Osfh5rvuwmuVyHsLeGZWMeP10T7NkpWUpYKjecmpCp5s\nDeGrnH8zL1My//bjMLay7m97eyXpaG+fQfax3bvo7A/R2ZnDG+8EV56BvmoVIE2JBNv6+/Hl84Ry\nCTyagafkyPCiMkLlSoJm3QLFhu9fB0iF9tgxuPnmypN5DLno+wiwo/waPUJbW57cvJdiKENRB1tL\n8/MPf5iBt7+d226/nY75+eo58Gka3uLSio5IOk5CMRbULVvA3m3wj7fC09vJ5+HSSwXSavYzHMfm\n7LMdSUr2n4kTSHFsHcy0wQWHDjEbDhNJJvn/vvUtItWNBoeQE2hYSxBOSzvjYsKnaXJRf9NN1Pxu\nGml3iwA3Aq9HCIGdd1FsTuEqQLaBwmdpYKh+UrqCP7ro8ZMpYm4I6EuVMZDvo7PPlgmukvhPAHDd\nddL6ubWtHTw5DpzhItdg0wAABXLCIKPq+BqRGbNAwZAE//hxeN/7Kr8ZQSqLIeBtwDuAT5fPgyQ8\nPq9gLrkORzUJZzK0Nkj69RQKNCfjCFV5boWv/J4MzSdIaDp+KwyOYE2pl7Y2CAanGbVDdM0tTQcK\nmDa6AWaDzBJLh7TwkBbaEjKnWBaekoPuslDSQdIYBHMNFL7YHDHdYOuWASIR+d6sPpH+tfxmq29J\nByXI6yGYgKAVloQvWfP44sVpfOcc3M3TbW6c5GGalSZizQ4FD3z1M5/hljvvrLtt3i2wNYG/2Jhw\nhQp5Uov9qIDc6HgIudlwKZXXHoBUN/gnmDcMmmNTv/V4BRBdJnz/3fDr030Ay3gJISwHq1bhU1Uy\nqQaT3cv4nUKxLVAEjhAvUGH79Yt6fFEObZGE8+Vn6RS2g11ZuakKaoN5ppccRS+lQgRRJnyVRU4l\noMA/nySlC664fAYZh/4LnvGvYdczjcNTFMvi2oce4L7QVuxCibY2E+EojHdRNzuU9ZWrGfJu3LpS\n7aGrS8msWBqLJkXVAHI8E1zB+bt3/z89xc1zkxyxPPT0pDBNOdsyOgq33gpCZOQiJ7Owq521bbI1\n13+gaGJ7LN761sriR0XOKjmYh9/G58+z+UhZ5XvzT3/BT3qCjB+6Fhhgx45JfLlmWDHJ0CqN5nlo\nmYF7XrtwfAYuObtUtmlVFb7y7/1mnryq0tQkrXypFNx2m0xrhM3kEge5r7WHq++VZMtdKPDNT3+a\nG79zBxf9fgQXkxjD6xkLhhpauoo6OOXicXdmaSS6r1SQyYaTK+Dmf4HP3QLxECBJx8CArEqQC64/\nQoi3IgM1nkCIY6xencM3swYshaHVC1WEVz35JPvXriWUydCUihNSNfIauPMLKmF4ap6ES8EnvLDx\nCNzzGkhJxrJlC2zY4HDuuQtnEv4dWAE8AEglyIkHSfpU2qfhzKFBDq1eTc4wOPfIEQ69613829//\nPZZSpAWDvAaeXL6OEzdlUyQVDV+2Bb52A/z+HfCZ/yV7JX5wLV1dsGOHgxAnAOjoOIEQkgjz8CuI\n2XKVPd8CFx08iGGarJuY4MDatXzim98EZDpxsFhWehcRvlA+RUrR6Tp6+UKtRxlnnAGmCVddtfhV\n3YO0V+aJRLoxZ0MkQg5ts4tvJ2HqoGkhWfwdrSdEkal54i6FoGLAfVfCIxfBU+fAgc0QjeDzSWvv\nH/zBwlnr6ZGELxIBZagXp32a/rUw085JkRMGGUXD34DMhE0Tx1siEJCbHtu2STvpAh5HVjZMI8RZ\nwCCKAjffDLmnNjMT8uAtRZlsamq4UPcWCrQloqi6LjcdGqBg29XPp1A8QUIzcBHE7JpGfeQyBgdh\nx44Rhk0/XYss4kbZJujTIeNWlszwAWSFm6zQ8RfqKx38uRxpA0KGhZXxk0YjmF+qtkZm48Q0N5pm\n1Kvx8804jsKRPrVhaBBAIC1w2TI0JpCqIXwvMi59x4Gn2WP0gXiKQGEFRa/cxNw4MsJbH6y3oWfc\nCjxHUmy4YJJRBdddB50Nn8f9SGX3YmBg4cfTZzGne2iZPomfuAYCiC7P8C1jGb87CIs6wlfUNMbG\nNp/GI3p5oqrwqQJxOmboHCThUZTT8/inG7ZTTat1hEA9FbUMpg+r0ISm6viKVpVkVUhHIJYgrau0\ntlqsX38AOMBhtZ0Lx4cbbgpcum8f094SE6kzUZSHWbPWQkVlql3OqVQw2SGDO+y8h4Cm4y4BNQsq\nqKlFKJUoKDL2/JDWxnnDJ7eTLoZWKtGXSLE3Blu3xqoLoTPPBMuSc2ApoRFI1xO+XJ3CV6SkO1x9\ndUXlewooAT9j4tjN/KhpK1fs2U3f2BivPryXPa4NwA8RYitr1zqEYmsgEueYrGOjvxcePx8y5YYG\nl9DIKFpV2aic++oMYzFPXhF4PPLtWTn266938HpngO+z39XDJcMn2DAywqM334z3xGEuuSbI1D1X\nsqI9h358Iyfag4gGb6uiDpbmJ6couGvmmxbOv4mpKrK8zwFGu+Gd34T/eDs4Um274gqQs3QeHGcC\n+E/g3TjOj9m8OY936Aws08X4ygXOcs3DD2MjF7StiSh+1SNnyGrmCMOzUeK6RgCfZCW9A/Cja+R5\nc0mF65ZbKjbXvcAMsKAAt7WBFm9lJuAmmIKtAwNEQyG65+a4/JlnsIG+8XF6ovuIOF6psCXT9XHw\n+QxpVWX1YEMzXQAAIABJREFUt/8KDp8BRkGeg8EeePZMWjxeolHYunUSOIudO6cYGxOI6XaYaWV/\naBUrxwEB5x05wsqy9XbriRP8/i9/yfqRESyh4CuESetLUyrDhSwZRaP50CXwp/+8kHiDvB4MA979\nbhpYbgvA/ezadQh1rpWZoAxNaQTTAEcLkVZV/Isi/yMz88QMjT5rFfz4avjedfBv75XE/4avQc7N\nunWwc6dDe7tU9f7iL6TVs60NGFhL1ucgHBoqTK968kke/OAHMW2DnKLiKyxVEiNmCfwmRi6IxyPn\nF//kTxbfKgP8Csf5JSA7Em0bVsxvZqpZJ5KdZi4cXvxHgLSttsfmUTUNbwPCZ9s290ajC4QvkSSh\nuEBr5bHulfDQJagqXH55mpGcTncyV0eWAtkMKRe0KhD3N04OyuEmp6h1tQQAwXSclAERvcS8y09O\nUQmYi63TEInFiasehFjk2zzRR7orRteEWNq/WEYyAKoSKrsd5OfQ4pTMF4LtJ0bZa51LwB/FmO/C\n0mxwHNZMTrJ+dJSVsws7EEmvJqtBGtiqQYY3lVwlLrwQ/vmf4RvfgPe8R9ZOLOB+ZHjR+UBFQRTM\nG16aZxt0siyCAGLLCt9/N+w63QewjJcSjkOpTPiiM1EsVWVmfsdpPqiXH4Rt4yiA8kJrGXa9uAMo\nz/DZ4uVq6bQXLJ0qL7AL8f8RRR92IYKhKmBbS2b4/PEUKU3D5YILLywCmzgyuJWJgMOVT+1ZcnfX\n3/mf3HGGTv9vPozjPM55Z7oQisN0u+zgqyAdhEAKxlrcRIQuC39z9QudymIjUCrR1jcPqOzO+tk+\nO4P6PK/PvqERxoKQmDrOhRemaSkHlggh56+uvx45N5Nb2NXOWRaZmvv3l0pYLofBQcG111Z+GgY+\nCThYA1fy9TNVvvvxT3A0IpiZ2Qn8AMdJ0d0NodHN4EgLq11+7msH4de75D25VZWMouLLlAnfYktn\n0cTU6hf0zc1SVbnssoPABANHXsueDtjzx3/M95pL3HBRO8Uffp/iXIENGzQECv09OsUGa03TgJzq\nJaeqeNILZKfyb69VxNIElHRIheDps8Gdg7vfBEc30Nsr0yKlpW8Y+A1SYTtMMAi9vQ7ayFrm1GYC\nKVlFaJgmlz/9NBtHRwml07TF51EUPxlN4K3pYQvPx4jrOmE7LLP7p1vhR1dDXs54b9wI0Si84x1L\nrWeaJi19rtmVjDZ5ETZsP3Gi7rOtOZ3Gk88TycTR8MrwnMWWymKenC4oBWPyuY+tAoT0wq0Zgsd2\nEotVOgn3csEFoOsOPHwJrB3k0GYVrQTt0Sj+bJaestLQkkrxbG8vn/nyl1Ecge74ZMF9sp7whcw8\nOU2h5FjQNg0f+idpKS2jp0emdr797UtfW5Apma7ZVQy1ebEEnDE0xNt+9Ssu37OHzYODtMZiFFwW\nBS0oQzvi9bH84fkocV0nUmqVEbsHzpQXc38fdI/BXdcQCMCJE/L9dP31AsuqpKgC/X2MB/10TlBn\nJz6zv5/7PvQhvvy5z7FqepqSrZFT1SUKF45DyLRw+Wz45EfBkUExPh81ibv1cLvhve+V5NOeW8FM\ni0JHfJK0p3FqjyR8UVyahnBALZXqyM5Nx48zU1NbE0wlSAqDghrhR5fKrpk1Whdbt0I6p2ILh3B6\n4ToOJGOkDEGzIoj6NfZ//vOE0vXWTdNxk1dV/MV6MhdIx0kaCk2GxWQgQF5TCDYIFokkEsQUN0qt\n9zfnhm+8mxM9KsGay+qd99xDuCYNNeMDoUZIYRBoYKl9IfDlcqyZT3OstJJIRMWY6CLtUeiIRskb\nBs+sX8/VDz9cvf1sSMelafhNZ6my6DiECxZ4iqxbB+Gw3PTavBk+//nF18GDSKXvVuB9QJ645qdl\n/vnVTSSWCd8ylvG7g7AcSuUkgl898HA5vazpuf9oGS85hGPjCIGjKEvmWE7N48vAGKG8PFM6hc2C\npVNRUE6FwoeCYmkoqoJDCceWX7R52wYhZOm3qjI2ZnD++QAe4iNpbn1FmG9/8pO8/jcLnXyGaXL1\n04/zsHcrOD8gGFyHlvdjOSqJkOzgq0X7DBzdoBBwXFLZSdXLD1XCZ1p4I1k6OycYHUgyGoLNJxr3\nzi3Glt37ORjxoFhempqgdd+CLa6zUy5Ss6paNxOTs21yNT2EgaKFo9t0dDi86U2VhM8nkOEU9zO8\n91P8e/c6tg72c3efi+GnPwAcorl5H7YNruNnQs7D0Q0LdsaiBveUbXiKo5YVvgwIUVX46hQ2TSwZ\np9G0SgH5FqKjBT5xThdXvdnNd1auJvmdX5GJnoOmDeFWPNAyx9hKGibkFdyQUb3kFRVvjZ2rQv79\npZIMEyrWFNHNdEDXGNz7GlQVhofh8suX3ndnp838HDDbyolIpGopvHTfPoY6OmhNJPAUizI5UfeS\n0VW8NTNEoXicuKYTKZULHCdXSpLx09dVb7NiBVx9tVNn8wqH4TOfAb8f/Pe/geNdPkwdzhwYILQo\nFMNbKNCSjKIJP2lNwR+rD/WImAWKbge11GD4StjwwGW0tsJFF0mlcfPmsurw4KWQc3Fwk+wdPP/Q\nIY6uWlVnF71o/342Dw4SyUxiOx4yqop/UWhG2MxjGuXRxkNboHUGPv5xeOiSunPwpjdR3dCoxcqV\n4B7t40i3jMT/5De+wYfvuIO/+9rX+OHHPsbhd72Lx255B0klIFMyF4WaRGIxYqpBJN8OyUWdCrPN\ncOdbIOemt1dWVFx9tZxfrF6vgz0c7ojgKvOYSDLJN267jftuvRXNsuienmakvR3FsckrKv5i/caP\nP5ejoEKzYcH+M+GBy1BVaWW96abG9r5rrxVMTsKaNVCc78D0lOiZmT5pva8C5F0ufIZGTgdPfoF0\nPpFI8NXJyToCGEolSSoGSRGkv1eQXzOB78nLGBsDt1VkNOjQPb0wMxaIx0jpKn7NQCXDlqEh3n3P\nPXXHYDk6piot5LUIxqKkNI2IajAWClDUHYINbIdNyRQx4UbXy8+yqMFHPwneHD85Z2V1s8cwTb78\nuc/xznsX5m0zPsgRIC10gjXvjxej8J11/BgH2iA9E6Cv10abbGcm5GLd2Bhjra148nne+tBD1dtP\nR1yEhIqlgFEs1r1P3KaJLcDnzeF2y5nV3l65oZNMwgc+UNvNCXKWNAocBs4jpvhojf12wucAyee5\nmbhM+E4Zfn26D2AZLyGE7VDS5GJi37OH0U/JQncZiyEsG4SCowjEaZjhA8qEU5wWwnnaUWvpPFUz\nfMjZSRwF27GqO6sFW1pv/OkUaVXDcRy6u8HnGwXu53juXN7wRhe33/b33Pif/wnAax97nGdbYXzi\nCuDrdHfP4CSCJAw3TVFwFIe9730vLeXQBGFLoUB3DDKawBdrkA7nOASKDt6mPOeeO4iTOcKTbV52\nPPz85vg2HznIEW8zwWCI8XEQt98It324upJZtapM+Ey5wBOUCV+tpbNoYbssOjqoUfkcoB1ZAAz5\niR380RscfhHYgrQzbuOCC0oMDwNDqynGWhjpXijePrZO1lKMdwKWRlbR8OXS4DjVwvWFlNIiJd1e\n8ICW0dcnF7TBoLR1TiTPYip6IWM/ehDHljN2tj3J/LiGE0gz0aCSAaQIkNC85BS1ztJZeXxfyUKo\nalVVq2K8Ex7YBSWVYLAx4VuxAgoJN0RiDK7WMcqL/jc/+iixwAL7VCwbtBBpTcVXQ/zDqTgJRSeS\nX0G1TyARkLbC8gq2pUWqnX/2Zwvn5StfkYRg00ZQRns40Ocm7XPYNDTEqkWzPP5cjvb4HIoWIKOp\n+JL1CkfENMFbQm2UHD3YA3vPoqvZhePIzrOpKQiWIjDUgzXYy8Ba+bpfeOgQOaOeNLpKJSabmzlr\nZDcFDNKqhj9VT7hCxSK2x0FYZT/eifUyZePzH4R7Xw1I6+SJE3DDDUuVzo4O0I9vYu8mN/EIbBwe\nxlMocN6RI2wYG6M5mcRXyBNXA6RVvc7eDBBORImpLrSCf2mJ2+RKWDUCd/0eoRAcPy4YH5cKdPX8\nzLXw1MZA9fK55Yc/ZP3oKG7TZNe+fei2TUlVEaJAoYHCFZmPE/NAm6rAxsPwLzdDys/69TAxAf/y\nL/UzjJEIXHONQ0cH8m063oml2/RMT6M9x/da0uvFZSiyj7Igr4GSbfOqZ59dsrgPZ9OkFIM0XnoH\nYPfKDnjwUrJZ6GofYsTvonviRPX2gViSlKaiiwDeYpJ7dJ2b7r677nvOUaGoKwQWkblANEVS1wmW\nggy3eXDcJYJmg67ETIqYY+D3F2Ww0G0fkQWH+87k+DpRtdOee/QothD84S9+Uf3btB+SSpCM0AnU\nbH4t/ha+ZN8+eiYnn9ds37kHnmRPqwcrNsa2MwukrTAFt8K6sTESfj9b+/s56/jxal1C3iMIqULa\nqjOLVPZUgrgbAu7sko2vVauk2veWt9SmL4Ps6HwYiDBZVGlukP7aCKllhW8Zy/jdwbahWCZ8c/Nz\nz/mhvIzfHYTjyNCWF1zL8CJRCS15mRI+AdhqJaVTIE5RF6Jw5GLDdhbed5UuOH9aBkaEw0UGB+H8\n8weAOCd+/lWiM6/gkmsVbv3mt/g/X/saf/CDH/Pdvghjz+4CdLq6RlETTcx6fUTi0BGNsm1ggCv3\nSCtoxiuDW3TcZDW1WktQC6NYxBYQCmXYscMC1vOsdwXn739+SZ1bxgc4robp6spRTLlkw3EsAr94\nJQBeL+RVUacq5GybTOX6K/cQOpp8LSoqnywBfxwYBx5k4PEv8V/eC4jO7AS+D+S48kowij6wVIaC\nTbTOQaHsKLM1aev8+VUgigZZoeHLS7JlVhS+GoVNUVV477/Bs2cunBsD+vsFV155EBjl+P3/xPFf\n/Kzm2f8cy0rQpPrJGSrufOOERn8+TtLwSIUvu3TIy1+yUDVVnrtazHRA6yzsPo81a6TyKfvYFtDR\nAVo6DM1RBnrLHM1xeP1vfkP3zEJMunDAMsLVtNIKwokYccXASLYuEL6RHmiOwq+uqN5u61ZJem65\nBf7hH2B2Fs45B5R4M443y9BqBRczZDwemhZZ6cLpNB2xOdACcoZtUfF3uFBC+KwFwlWLTAB6hhGP\nX8jEBLzrXZBIAL+5EHoHGOw2aIrK877z4MGGHXCrpqdZOT9JDrck/osWuyGziAgWUK2a8z+6WvZb\nfOn9VHoW1q+X4TG33CLtlIoiVbaOdiDnZbpdMN9ksXZycgnpTfj9ZBQZHrR4sR1JxkgoBlbhJANg\nsy3wg7dA1sPZZztsrozfZz3wsb+B3n6ObFCqmw2v3r0bd6FAqOZcCNtGdbIUVRV/qV7hCk/OETdU\nIiIMEyth9Qh89UYAtm+HdFoGxHzykzKQ6YYb5AZAWxvwwGUUDYfJZherpqfxFJbOvlWQ8XhwGYKs\npuApW7zfcvAgactaQnyC+RwZRSMr3BQMuPOyVog20aa0cMaGo4y6gnSPDVdvH4gnSWk6mhYilIsx\nuGIFRU3jlU89Vb2NaVBOqaxf/wTjSVKqjosgWb+NMJzGhC+bJWq5iERM+Mr7ZajQ8V4yHpW5loXN\npl379vHEpk2smJ9nw8gIID//08JDTmhLZggr8Gez/OpDH+LRP/1TZq++mvtuvZW//drXqvexGOcd\n3MvT+joo/Jyzzy0wq0XIemHD2BiO4+ApFnm2t5c3lF0iOQ/4XRppXeBP1wcHhRMzxA0Fr6fxEGpb\nm/xM3rFDVoHU90U+zJzlpqVBWf1i2EBqWeH774Zdp/sAlvESQthQLFs6U+n0qekfW8YSCLts6VSV\numj0549dL+4AyimdjqK8QIXxfzhsB1upKHwqyqlS+HAoORYWdp3C5wCBdJK0ouF2y13Uiy4SCLEJ\nuI/jv7oL58Db2Pk2hyt/+QCvP7yPp1wbEeJ2oJ2mJtBjbUwGfXhysGF0FIDXlovKJzphYA0Y6DKd\nsKysmDU9eIFogpQB0RlXeSEZ4VnRxHnjz8/SuXl+ioNFF5s3xwkkuqQd0EEuGBMyAMLUBIEaVSFv\nWeTLKaWVHsIWTQNTL6t8coEplwcrgY8DKvN3PMbQng8DewmH99LXB2tL66BzgmMbBM3z9cc23Qr3\nvgqUvLRT+gpZHGoIX/l2/qKNYgjomJJWvtvfV1W3PB6nbOs8E/hBzb3/K/BO3vhGHxc09zHr9SxN\naHQcbvrxjxl927UUVI2CUPHml9q5fEULt6rXp+5U4MnCz69CUWTy6Q03wAUXyJk+gK4ugTvZBu48\nQ6ulI3Bbfz+WotA7MVG9GwWHbIXw1YSWhDMJkoqOZaqU1JolVkmB77y9WmioaVAsSgKQTMoETwAm\nV1BqTuDNwsaJEwx3LE1/DmaztMWilNSAJDw1hE+xLPxFB4/HkoWFjaCU4IHLCQblojMYBB7cBSWF\n/WfKoB7FsjjrxIm651xBJJViRWyGrPCQVpcWb4dNC1ewsNRSOrkSevtleArysYtF6O6WxPfOO+Gv\n/grMrEbBb9E2A2unxpmORPAsUpGSPh8FXGQUnUC+flHdlE6SVHRse6l6WD2O1cNw1+8t/MxBKkwt\nc8RHtpLzwGwbhNJpNg0NsWloqO4uBKA6GUqqgteqP7bIbJSYoUlbb8oPR9fBYxfIlFDkjOKKFXLz\n5t/+DS68UPY0UjDgq+9jz1kKiiPomp0lkj75fFrG7UbTNXKagrd8u7vn5xvaQIOFPDlVJe94ONEL\nA2sF+d4xWg9dwvr1aca0CN0j49XbB5JpUqoOephwdo5NTU3MBYN88K67ah5fgKYQWET4AskUSdXA\nUEK4bBOPq4TqLCR/VhDO5Ug6Gp1j58FvdsJ0G5hujq+DleNUA1su27sXXy7HodWr61S+nHCTVVT8\n5UCYxRpeW3SWkRBc//p5vnCuyYwyxfkH9vEfn/pUQ8Xv7BOj7HO2I0SMkE9joslLLCy/B1zl60+x\nba4tp3VmfODSPaQ1FX9yEeGLzRM3dHxGQW4wNHpNgtK+vGIFfPGL9VbfuKPTlMs1/LtaOEB6mfAt\nYxm/O1glFbMc2mIWS887kGEZLy2EbYMiTl9KpgO2UHDEy1Phw6Fq6UR9ocE5LwBCUHCKMiSkvKar\ndMH5s2nSioauyy/Qs892cJwSQvwcgIHHv4T+6z/n8t+DV/++ytDhd+A49wDPsmULaEPrGG7xYgMb\nRkZ4pq+Py/fsAcch64dwAjSt3ENXriXIWlb1SzcQTZLWFUxTI5+HtrZZdkc11iUSeH/LF7hhmvSk\nsuyby7FjR5LI+BZw5aRCtGYIvnwTigJFw6nOzVQsnVWFM5kmbcAGuwn+6/WAXFC88Y0y9EWqfP3I\noBKAuxFiG7t2mfT3gzHSB74shzcttUeNd4MvCzN6JzlFwVcsSMJXPve1hM9QBYysAkuRKt/7vwxD\nq+nrk7vbzc1TSGXRAT6GrI3wcs4587imVzER8tclNIZTKX70sY9x049/zImuLhzVkgpfvkFKZ9HB\nq7jksN9iDK6BPWdD2seaNbKI+w//UCbo3XknXHyxg3duFbYtGF8J0+3wpkcfZaCzs25GR7Ut4oZf\nxvLXWApDOdmTmHO8fPi2mj84sQ5cJtzx+9Uf9fZKe1ddat9UB6mwReucJJqLLZUgX3PFgYwqZ9h8\nNZbKUCpNygXtul03wzjVDv/wv+GJHcBQDzy9nTUdLp55Bla3eOHQGTCwlocvgYIOm4aHmQ2FGhIO\nr2kSTqdJqwG54K6x1KnlDjZfxaa3GPu3yMd/5CJAXgtnny2VVtOUxDv6xDpiEWiKwRkjI4y3Lm1e\nz7lcFG2NrKriX5SSGcpLsuKUVBJB+ZA/uwq+8j747tvKN5ptgTt/T6p6IOf6RrrhwGaOr4Ouckrp\nZc88w8E1a3Avss1ploVuJ7FVFf+i/tFINEpMNwgWI1Iiz/qhYxL+6UNQkp+XhiGfdzQqLbWBAHDn\nW6FthiOtrdg4rJydpe055rjyhoGqeciqal1wUCOEigUKusC03ZQMybv3dLViPPQqwmGFMRFh9dSC\ngh1IJUkpOo7RTHtiFlsIzj16lPMPH2b1lJz1S3k1NF3BX6z/pAimU6SEjqJG0G2LJt0m6ZJBM3Xn\nqVAgoyi073699Gmng5RUWV0ZKl/SqmWx4/Bh1o2N0TU7yzvuu6/6XZvFRUEV1c/CJYRvdoxZL6R1\neKQrz2fPGufNVx0gFJ/g4v37627rz2ZZFctwrNiJ19tJMR5gsk3OcveOjxMpb6psGRzkov378Wez\nFA1QtKAkfLFUXQdgeDZGXDdYI1rgXf8O131Xbn798Bp5nZXhdsvajlxOWn1fVx71jVoGLbmTq7u1\nWCZ8/+3w69N9AMt4CWFmPJi6/CK2SqVlS+dpgrDLCpv6QkNbfv3iDsCRCpejvlxDWxwsZWGGT5wi\nhc92NEzy2I6NU16GF2wbGwjk0mQVmdLZ2io74Hp7D+M4D1Bpips49OcYP/kiY3NXMj9SQIittLbG\n2bwZ1AcvY6jLoKTJRW/C58NWFDaWbUBtM2C5/NLKVp6xyNt2dXA+EE2Q0hValSBTU4JzzhkgMXKE\nA62wff/h53xeG/oHGQpDfn6cjRstggcvWLAlHtooicrebZRcDoGaRWbecaoKX6WHMGAH4dvXQ85N\ne7vsnpMqnwWsQap8AN/HcUyuuEIuQulfByWFo+uX5l0AhOKwv201BVXBV7aVFmsIn7As3JZDUFOl\nBzYZhoObwJeGD/0TqqMyNASvec0RZELmNcBdyBLyIVpb4chBlePt/ipf2HngAHtvuIFANkvf+Diz\noRCOWpIqY3mW0S6//7ViEcWBICpLGtthIXL0wUuJROSi+4wz5ILbtmV8fvjwBcy7AkRicr3+pkcf\nrSkclxDCIaO4yCr1M2zhQpaMqpIVXp4+p9bRKmA+ImsC7r/s5BfB5ApmgzreLJzV34+rQbqhPNkO\ncS0gH7/G0hiZnifmFjQpXii4iEbk6Nwf3y7H075/bfkcrB5GfeoCtm8H/amdsGaQlObl6AYYWCsL\n10fbT15Cp1oOCdVHTtHw1aRUBsuEs9V1EoWxZIA3A1/4AItbzdvbpeK56viVTEZcaEXYPDREQdeX\n3I2paQhscjXzrNVzUMiR1VQO+bdw/bfl87/vVXBkA9x5jeS2TK6EnmH44e9JRvidt8ukmpLBsfXy\nEAFes3s3+QaPbxSLeItRFE3Ft+hzLxyPEld1DCckHwvg0Gbw5uB7b6u77fr15X6+WBi+/1aYbWWu\nFXQ7T0lVCT7HJlFJ01CEm5yq4ks/92ZSyCxS1BVsrfx56YIf7GqD8U50oTNq+emqIZeBtNy4KOkB\nOuIxnk0m8Zom+/r6uPnuuwGYCxr4FAW35dRt9gXSaZLCwNKasTSHJsMmaQiCqfqagUihSE4Fp6hC\ntIWSCn/z1zIdufK+2X78OBPNzTSl06wfGyPnclXJmum4KepUZwiXEL6ZSWZUL7v/6xkeOPwlnpp/\nO9p8N/98bo7/fce36267/dhR9rdBatJHZ2ee4tQKckETgc2aqSm6ynUMoWyWgz09vPbxx+XHixYg\nren4FxHucDROXDVkWq9iSQ/4fAQevRg+8AX5OVA+YEVZsPq+9a3wt38LMUunJf/8+vUyy4RvGcv4\n3SGR7MYsfwnYOMuWztOFcjLj6UvpFOXi9RdqKf2fDmdhhk9VT5nKatsGppbFol7hcwC/mSOrqNVK\ngNlZuOSSGNAMfK96H9HRN3Pi3p8B/4rjpHnTm2D0sA/hzTG1QpD1SnXBm89zYuVKXlUuT3dsSAtp\n5fOWd31ztl390g3EE6Q0jfNmLkVFYefOHJRC7G6OcMHDjz/n89r6xF4OhH14XW1MToI4tlFKTCC7\nAVpm4R9vxdGdqo1KIAlnrko446R1FdVxSTvonW8BpNr5hjdUrIuPAQeBXwBP0Ny8l1WrpOLEQA/F\nXIDRmsCWWvSvhX1rQpiKgr9k4rBA+AB82RxZHZrRwayEhgh49ixoisLjFxAMwqte5SDENmAaGATm\n8PnkDJ060cXhtR4KBly6dy8//uhHmWpq4oqnn8ZVKklFXRQxFQVvmXRWVEZfMkPagKBokFBZQVGt\nhodUIITcIDjjDFDGVjMcDNM6Byvm5uiZnGTL4GDd7R2g4OhkVQ1/pqaWoZAjpwtSIkj3CHzj3TV/\nFGuWc2xf+IAkGYvxwC646xoOrg5gCakmtMbjS28HIBxihrR0+moUtvC07KCL2CF+8Io23vXvUmgV\ntnztjm6Q3AKtBPeXZwof3AXC5rGdkgsXPLJw/Tk/Ux2Iuvwylr+GcIVm4yRcgqDw8KUr1vPrRjUE\n/dI2zNff2/i+R7sZ6PBS1GDL0BDGSYqlVSdHQdWWpGSGi3kKLhjxtOPOyTaGvWfBvu3QOQlfubG8\n1p5ulYTvbz4G7dMw1wbA0Y2yQhHgij17WDG/yNsMeEyTSHYeRdXwL1L/IvEoMcWgoDTx15+Qrk4Q\nMNMiSd1PXr+UnXz9vVJ2m+5gvhn8hSiTzYtighfBUhQ01UVOUfFkGs+KVRAyi9iGgmnIBz7RC/29\nCvm+UdrtFoYLbrpqwn8C6SRpoZMXHlbMz1ddTGvHx3nXPffgMk3iAY1mVZDRpUJWQTCTIi10MkqQ\nmF+lWRUkDJVgvP48RgoWJZeF7UgjwKc+KpORj62T+wIg3/8T5ShXAUw2N/POqq1TwzIgUJTnfwnh\nm5hh1vDLjYeZM2DPjcS+8yQ/dZ/HzgPP0ju+YGE95+Bunm7xYsdPsG3bHMrQZiyjROf8PGm3m0BN\ncXxRVau2TkcLyOCiZAocp7rFFI4nSGhuwlYTpAMw3QEHtsIz2+VnwF1vhk//pbTxllGx+rrd0NIZ\nxVuyywnwz43c81x7vCjCJ4QYEkI8K4R4RgjxZPlnTUKI+4QQx4QQvxBChGtu/xdCiONCiCNCiFfV\n/PwcIcT+8u8+X/NzlxDie+WfPy6EWP1ijvf0YtfpPoBlvIQ4duJCCrpOdCaKjYP6MlR3/jtAOA6O\nIlOIkhfJAAAgAElEQVQ6T8sMn5ChLY6iyACZlxkcG6xKSqd2CucYhUJR5LFqegArc2SBYl4uQh+7\nEpBzQrKewQA+AvwRsvAYZOF1FFV9hquugvbiSgimmG6DeATWjY3RGo/jMk2uKhM+0wVpJViuJZCE\nL2/bpEslBBBIJmU3WL6V7ux6tmxxEGIVT3k6ecWhp5/zaV2ybw9PBNvp6LDJRz1yVzhWU/dyZBNE\nYmiaWjc3U7As8hVLayJFWlNxOW65oL3zLZAMVFMR3/MegCLQB7wNOJPLL88zMCBkt+FoN0OuFbRP\ng9nAEZkOQslwKGkKvgaEzx9LkjLAJ9wsUdjcOfjZ61i7Vi5q1qy5H0k+swSD8NnPwvBBH9tdmxnp\nVkiE4JVPPcXBnh7OP3Jk4eW3bRTHpKCouMuBGRVLqy+WIqMLdNXLL155kvGZE30wvHqhUb0WlgIz\nbRzpCKGbcNGBAxzp6UFf9Pmi2DZFRyEr1LoesHBRViLEtRDBhCTNddxuvFt20/31J2C0S/7M1OVc\n21ffB6E4j22OYGlFVk1P0zM1RSMUDGNBYayxtUbmZPF7pNTGvZf4cOVlFV8yLF/Pvv5yn+Jgj1SM\nE0F4ejsM9fDgLqqr5vMOH6btZGQTUB2LaNAgr6p186ThmXnihkqAEANdLr7yfvjin1SdjAsYWAO/\nvAKO9y298/FODq3xkvHJDr5Iaml4hWJZqGRkSuai0JSIaVJyw1TYS3xRb/mBzZJU7D4PmOqE3gFY\nNSpZXhn9ayHaBD2TkwSzWdaNjS15fF8uR3t8Hl0zllgaw6k4ScUgJQJ4s/D5W8q/mGuT0uGdb4GP\nf0IqiiBfi4cvhuN9xMLy1ITzk3WpsI2g2DaKpZNVtCUVMYsRLFqoLoWMR74QFVvnM91NhKc3Mmtp\ndKXyVZIfyGZIC50cLtricS4oW4t7pqfpX7mS6+6/n4JLENYUmVKZXVDAg9kMaUUno7iZDrsIOz6S\nukYwunA9uUwT1XbweLMotsGnPiqzfI71LZA9gMv37sVdE1yzcXiYqx9+GJdpUtIdHIMlM4QVtM7N\nM68FYGYrDO+C4UvAMhh48jN8Y5vN//r+d6u33XHgGfboG6H4My67LIp26ByKLvkdsNhSfMbwMFc+\n9RQu08TRfaQVHf/iYKVkkrgwcDshdp8riIdqfjnTIZ/sdDvc/CWYXJjTNQyp9nU2x4h6qCaCPhdO\nCeFDfjTschxnu+M4ldbpjwD3OY6zHvhV+f8Rcmr+OmAT8BrgS0JUDa9fBt7rOM46YJ0Q4jXln78X\nmC///LNArSN+Gcs4bUgmX4HiOPzqgYdxhDg1hdPLWIryDJ9Ul04D4bJFmfCJ0zNDeJohHBYsncqp\nU/gcHIpKgWL5K6Rk29UuOL+ZJ68JjK98APIu1qyRO6fB4EEgDhwHzgKeBG4H+rj0UpiZgRZzJZYn\nT8YHWa/Jivl5umZn2TgywoUHDqAXi5gGpFS/tLKVEyJrUzIDiQQpVcPIhQgfugjThEgkyWOFIBeP\nDz+nanLJ8FGepJn165P4YisXBolqMd9EQNMJmgv3k3ccChVLZzJFStVwCwOmV8gF7R2y4bqvDy6+\nWIZkyFk+A7C54goZpsLwagglOLzWQ3PZfdU1M1OtpahC2BRVgbe8+1yseU6B+QRpXcFwGgSmnOiD\n/VsQsQhjY/BKGTxKczN84QvSfrtJXY/dFGO2FWZbpa3RvSipUAAqeUyh4ilbW6sznHE5Q4krwrf+\nAG74Glz/LTk+9dgF5TsoGfK83PfKpcc40wbhOMfXaZg67Dx0iIK2tP1dsW0UTHKqRrBmhixUNLEM\nh/mgQd4D7VPwjfcs+uPjG6B7FD58m/QZ/skXob9XSkEjPYx3QnN2lKGODoyTbKIUdR0TdUnxdyQW\nJaYZhAtteLKiIlpVkTfgl1cimfuqEVkZ0D1KrhRk7zYZlBjIZOiZmqKvAdGpPn/HJhlQMFUVX2nh\n9QnNx0joGiErjOpYZLxweCN88POLyHcqBN0j8I+3QjSyIM9YCs5sK3s36cw126wbH1+S0Amg2Ta6\nncJqlJJpFsHtkAnYLM6NcVRpS779j8sjhk+fLf8p495XQUmDqQ652XC4p6fhQjmYybAiOoNmGPhK\n9e/ppkyShGoQU+TzOnQGPFhROqc6ZRl8yi8vzkNnwJduhjWDkA7yjXdLItaZGCXfYH6zFsK2ESWl\nrPA9xwyf4xAwHTy6Sty/wLzzLvjpBc14hjegK0XSBlVFOZjPkFE1TMdNWyyGv0bhUiyLD/zoR+Q8\n4DZ0UrpKIFFjB81nyQiNLB4yPhUXQZKqTrCmxiaSTBDzQGsgxf7gGqbaJfevfb0Uy2LnwYP01Shx\nK2IxBjo7ed1jj1EwBKoOAbPxZ2p7NEpcXUSa8004Rp47Vq7mbb+6r1rmvr1/jGedMxHCS0+Pg/vZ\nLcwFtGolQy1ak0lOdHVx5Z49FIVLEr5kUlray7cJp5LEcCGMdr5yI1z/bXjr9+EjfyfFPdv0SN9q\nIAk3fUmG1lReVwFBX4p5t0JzrPGGTy3MU0T4YKlJ/o3AN8v//U3g6vJ/vwm4w3GcouM4Q8AJ4Hwh\nxAog4DjOk+Xb/d+av6m9rx8CC5nG/+Pw69N9AMt4ieEqmjz22FNy8WEvz/CdDsgZvorCdppm+ITy\n8rV01vTw2dqpI3zYgiImpqIibJusbVOoVgKYmJqCyATggcvQdRgakvHXsufoQaAFeB3wLeAIb36z\nTPRkvpmMW6VlDvomxxlta0O3bZrSaYbb29l58CAFF8S1ADlFxVvIVUNTsuXi80AqQUrRKVKC3ecy\nOQnbtg1xdGCOea/NlpMUsLfGYnRm0zwxaXH22QnC41tAa2BlS4Ro1iUBMUwTgZxfrFo600nSqoZb\nLy/shlbBT18L800EgzL+/cYbAUzAoqPjMdrbJRnk51fBygmObgSr/M3+2S99if/76U8vOQxHFfgq\nZMu2FxTWeJK0pmI4DTrg8l4pMd33Slpb4bLLpIXpC1+A+Xk5TyemOnnCOUxTVC7+Ng8OsiJaP/uj\nWhaak6OoLBC+RJl8+hMpMpqK0AMEE5AMSDvjSJcMLTmyoXwn8aAkfIv3ica6oDnK8CpIhuQsW7CB\nXU4rH0NeUfEVFwhX2CwhXDDTpJPxwqFNsv5viYPz2W2wYlKSPV9GSk9ZP0VNdg+unT3GdFMTJ4MD\noJjkFBV/cRHhUw0UK4heWjrDeKIPRrtlICK6KYfbXHl2nyeFrnRQ9p4d6+5eomrWwlYVbN2kqCl1\noSXhWEwWzxfasRVBOig5jasA7/tqXUsH7N8K3jy85+tw1T3wzn+HW/8JO5zE0gRN+Rnifn+dna4C\nV7GIqxTD0tSllsqCheER2Hrj4z+8CSy1rHTWYM/Z0u6pliQxvOrJJ1FPYqkLp9N0zs/iNQwMi7oZ\ntnAhQ1pVmdGbiDbJ5/75D0peC8gL+5mzIRKFv/g0jK2E/VsY6YYHL5XEZ/XMzG8dU1AdB2FCTtHw\nZJbWZ1Tgz2bJa9Cqqkw0Lbwv+3th32YdZXwVK4LTjAahe0omE/sLebKKSqnooSWR4FDNe/CcY8do\nicdZN3EM3QjKgvYaMhcwC2QVjTwu8m7QlTBJ1SCYqJk1TcwScymE/VmOdEboX8sScr5lcJBoMEjb\nIpUrr+u8+957SXsV3IZYMkNYQVsiQVJr0Osyt45n9/49P+8V/PFPfkIgk6E7nuWo2UFzs4+xEQUl\n72Y25GLD2FjD7/aU2821Dz5I0TZkcNMiwh3JpIg7BqbWyninTPQUNiT9cM9V8JHbIBkQsHe7vA4+\ndwt89s+q3aEed5I5l0HL7OTS41+E4vN0F70UCt8vhRBPCSH+qPyzdsdxKtsx08imV4BOoHa7aAyZ\nD7345+Pln1P+9yiA4zglICGEOPkn4DKWcQphFItMz83iqCyndJ4uOA6OEHKO7DQpbLainrYZwtMO\nB0oVwncKZ/hAUKBEQSgo5YTKisoUKJmUNAGrh+DuNwGSzO3cWbv4fRxQgW2sXTtJe3s5OGFoDTGP\ni3ACNo6M1C24Z0MhXv3UU+Q8EHWFpMJnykVWwbZJVxTGbIqMopEPT8JoN7rl4hWviEJ6jodW+HjF\nLx9p+IwuefBxHl2pYk4fZMeOAsEDOyHn4bvXyXmbKrJemmwPKZcsR648fpXwpmQthVrJNI81w7oT\n8M13ATL+v6+vUgMwx+WXy9oG1dJl199YpwxsCQGOw4UHDrDjyBEurEm1K6kgNK0aVmE6DtnyZ6A/\nmSKlabiVk6gTST/87LV0rZSpjF/5CkxPS7IHwEQnCbdB87xUmlrj8br+OwDdstDsLEVFxW0tJnxJ\n0qqK7QpR0gEFxlbJEcLVQzVJ/INrZYrlsfX1xze+EtuTY3IFzDWX2NrfX6cwVOAqFtGdNHlFqyve\nDhcsdI/DZItGKgCWfhKVD6SyFEjKRV9573yiE1rmYdvgiWqvYSMoto2KLP721T5+IkpcNSjY3iVc\nFuTx9PbD/ZcjFV1XHka7eehSqiXzOw8d+u12QstCEQVKmoqvRmELxaIkFAN3qoVS2W6NIvlN66wM\nKlxQ+gTs3QaJsFwNWwrkDYY25mifhk1DQ4y2tS1+aEDWjwQKcyiaXp3hgrJV0HEIGwJHOcnnkZB7\nKV9/z4LVdGANfPKj0Dwn81wUy+IV+/bVzXnVQnMcNMvG6/KR1akm9kJ5jtNQmHZFSPthaI0M2f2H\nP1+0v3BkU5ldApbOV2+EtQOSdPdMTWH8lvktrVRCMS1yioY3d3LCF0zHSbihXRPEgwsBNCUD+gYE\nSTvE+r5+Rj1eusv1McFinoKqUlIMWhKJuoRN1XEY6OzkukfuBT1MWtWqn0UAQbNAQROULGnLVbSI\nJHw1wUeR2IycNfUUKHqKFBvsD126bx8jDYKDtvX3c8m+fWSMEi0qS2YIK2jNpJksacAdwDGqucOp\nbux8E1/b6OdPf/g9dhw+yLNtkB53sW5dnFLMT6y1RM4r2DA6irtBcFLfxARXPf44luUho+j4c5m6\n1zacy5ASBgklJMOCBcy2w+HN8lqzVLkBcnQ9MNgrA66GVsP7bocTvaiqYF530TK1uJtmKUqniPBd\n5DjOduAq4GYhxCW1v3Tkp9XLb7ClIXad7gNYxksMo1gkly8AYpnwnSbIWgZFW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Ybh8C5F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\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0HfhL7UxOwtveBtu37yc9K2BiPY6hUfepgK8QUBzO8cb1v+Yc/NWz5l3XYpGOXI6QZVC0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"text": [
"<matplotlib.figure.Figure at 0x7feff3ff5210>"
]
}
],
"prompt_number": 220
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for i, label in enumerate(['Price','Quantity']):\n",
" plt.subplot(2,1,i+1)\n",
" haveprice_items = buy[~(buy[label] == 0)]\n",
" haveprice_items_group = haveprice_items.groupby(haveprice_items.TimeStamp.dt.dayofyear)\n",
" haveprice_items_day_count = haveprice_items_group.count()['SesID']\n",
" plt.bar(haveprice_items_day_count.index, haveprice_items_day_count.values, label='items have '+ label)\n",
" noprice_items = buy[(buy[label] == 0)]\n",
" noprice_items_group = noprice_items.groupby(noprice_items.TimeStamp.dt.dayofyear)\n",
" noprice_items_day_count = noprice_items_group.count()['SesID']\n",
" plt.bar(noprice_items_day_count.index, noprice_items_day_count.values, color='r',label='items lost '+label)\n",
" plt.legend()\n",
" plt.xlim([91, 273])\n",
" plt.xlabel('day of year')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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bQZ0k1SPfdx59nkiSJOXKoE6SDiPf9x2t0ZUkSbkwqFOb85kySZLUVjradYct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\nekxQBwAA0GOCOgAAgB77/1fjiMfLtFMeAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7ff0f88ed290>"
]
}
],
"prompt_number": 269
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The above data shows that 610030 records have a ``Quantity`` and ``Price`` of 0!!! It has been discussed on [twitter](https://twitter.com/BenShimonDavid/status/533239522209718274) that:\n",
"\n",
"> if it's in buys, it has been bought at least once however if we didn't have the price or the quantity we wrote 0"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.hist(buy['Price'].values, bins=np.arange(1, 10000, 100))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 265,
"text": [
"(array([ 1.17500000e+03, 3.05500000e+03, 9.01400000e+03,\n",
" 2.14030000e+04, 2.61540000e+04, 3.85760000e+04,\n",
" 2.98770000e+04, 3.85280000e+04, 3.07400000e+04,\n",
" 1.86680000e+04, 5.86060000e+04, 9.26500000e+03,\n",
" 3.72900000e+03, 2.74740000e+04, 5.57500000e+03,\n",
" 1.49660000e+04, 1.03840000e+04, 3.65800000e+03,\n",
" 6.83200000e+03, 3.30100000e+03, 2.40530000e+04,\n",
" 7.60000000e+02, 7.70000000e+01, 8.24000000e+03,\n",
" 2.40200000e+03, 9.12000000e+02, 1.19120000e+04,\n",
" 2.02000000e+03, 1.15600000e+03, 2.79200000e+03,\n",
" 7.19000000e+02, 1.11070000e+04, 8.30000000e+01,\n",
" 3.44900000e+03, 1.19600000e+03, 1.17000000e+02,\n",
" 5.98700000e+03, 8.88000000e+02, 7.98000000e+02,\n",
" 8.57000000e+02, 3.24000000e+02, 1.78210000e+04,\n",
" 1.60000000e+01, 1.98200000e+03, 1.00000000e+00,\n",
" 3.99000000e+02, 3.80000000e+01, 2.18000000e+03,\n",
" 7.30000000e+01, 1.32000000e+02, 2.95000000e+02,\n",
" 8.80000000e+01, 1.02380000e+04, 3.00000000e+00,\n",
" 2.10000000e+01, 1.73000000e+03, 7.40000000e+01,\n",
" 1.28100000e+03, 5.60000000e+01, 9.70000000e+01,\n",
" 1.36000000e+02, 4.03000000e+02, 7.66600000e+03,\n",
" 5.00000000e+00, 3.40000000e+01, 1.23600000e+03,\n",
" 0.00000000e+00, 8.00000000e+01, 1.58200000e+03,\n",
" 1.90000000e+01, 6.00000000e+00, 1.25000000e+02,\n",
" 4.80000000e+01, 4.84700000e+03, 3.00000000e+00,\n",
" 2.60000000e+01, 7.37000000e+02, 2.00000000e+00,\n",
" 9.59000000e+02, 4.00000000e+00, 3.80000000e+01,\n",
" 1.03000000e+02, 1.80000000e+01, 5.07100000e+03,\n",
" 0.00000000e+00, 1.30000000e+01, 2.30000000e+01,\n",
" 7.10000000e+01, 8.24000000e+02, 0.00000000e+00,\n",
" 1.90000000e+01, 1.80000000e+01, 7.20000000e+01,\n",
" 1.70000000e+01, 4.24300000e+03, 0.00000000e+00,\n",
" 1.00000000e+00, 6.60000000e+01, 3.00000000e+00]),\n",
" array([ 1, 101, 201, 301, 401, 501, 601, 701, 801, 901, 1001,\n",
" 1101, 1201, 1301, 1401, 1501, 1601, 1701, 1801, 1901, 2001, 2101,\n",
" 2201, 2301, 2401, 2501, 2601, 2701, 2801, 2901, 3001, 3101, 3201,\n",
" 3301, 3401, 3501, 3601, 3701, 3801, 3901, 4001, 4101, 4201, 4301,\n",
" 4401, 4501, 4601, 4701, 4801, 4901, 5001, 5101, 5201, 5301, 5401,\n",
" 5501, 5601, 5701, 5801, 5901, 6001, 6101, 6201, 6301, 6401, 6501,\n",
" 6601, 6701, 6801, 6901, 7001, 7101, 7201, 7301, 7401, 7501, 7601,\n",
" 7701, 7801, 7901, 8001, 8101, 8201, 8301, 8401, 8501, 8601, 8701,\n",
" 8801, 8901, 9001, 9101, 9201, 9301, 9401, 9501, 9601, 9701, 9801,\n",
" 9901]),\n",
" <a list of 99 Patch objects>)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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V9W+m8Uur6uGqerKqHqqqS+Yec1tVPVVVT1TVO+bGr6+qx6f77pwbv6CqPjaNP1pVrz8f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\n",
"text": [
"<matplotlib.figure.Figure at 0x7ff0fe6cc110>"
]
}
],
"prompt_number": 265
}
],
"metadata": {}
}
]
}
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