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Companion notebook to notes on cleaning Flocktracker data
{
"cells": [
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [],
"source": [
"import matplotlib\n",
"%matplotlib inline\n",
"\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import geopandas as gpd\n",
"import numpy as np\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>date</th>\n",
" <th>lon</th>\n",
" <th>lat</th>\n",
" <th>alt</th>\n",
" <th>speed</th>\n",
" <th>username</th>\n",
" <th>survey_id</th>\n",
" <th>trip_id</th>\n",
" <th>session_id</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>259674</th>\n",
" <td>2017-03-21 22:03:38</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>nicogutigar</td>\n",
" <td>null</td>\n",
" <td>T12803255</td>\n",
" <td>null</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2079</th>\n",
" <td>2017-07-04 12:47:10</td>\n",
" <td>-74.113505</td>\n",
" <td>4.747523</td>\n",
" <td>2573.036924</td>\n",
" <td>0.0</td>\n",
" <td>martinsilvato1</td>\n",
" <td>null</td>\n",
" <td>T33314048</td>\n",
" <td>null</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2078</th>\n",
" <td>2017-07-04 12:47:10</td>\n",
" <td>-74.113505</td>\n",
" <td>4.747523</td>\n",
" <td>2573.036924</td>\n",
" <td>0.0</td>\n",
" <td>martinsilvato1</td>\n",
" <td>null</td>\n",
" <td>T33314048</td>\n",
" <td>null</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2077</th>\n",
" <td>2017-07-04 12:47:15</td>\n",
" <td>-74.113505</td>\n",
" <td>4.747523</td>\n",
" <td>2573.036924</td>\n",
" <td>0.0</td>\n",
" <td>martinsilvato1</td>\n",
" <td>null</td>\n",
" <td>T33314048</td>\n",
" <td>null</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3678</th>\n",
" <td>2017-07-04 12:47:16</td>\n",
" <td>-74.113333</td>\n",
" <td>4.748387</td>\n",
" <td>2571.000000</td>\n",
" <td>0.0</td>\n",
" <td>maryrin12</td>\n",
" <td>null</td>\n",
" <td>T74895436</td>\n",
" <td>null</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" date lon lat alt speed \\\n",
"259674 2017-03-21 22:03:38 NaN NaN NaN 0.0 \n",
"2079 2017-07-04 12:47:10 -74.113505 4.747523 2573.036924 0.0 \n",
"2078 2017-07-04 12:47:10 -74.113505 4.747523 2573.036924 0.0 \n",
"2077 2017-07-04 12:47:15 -74.113505 4.747523 2573.036924 0.0 \n",
"3678 2017-07-04 12:47:16 -74.113333 4.748387 2571.000000 0.0 \n",
"\n",
" username survey_id trip_id session_id \n",
"259674 nicogutigar null T12803255 null \n",
"2079 martinsilvato1 null T33314048 null \n",
"2078 martinsilvato1 null T33314048 null \n",
"2077 martinsilvato1 null T33314048 null \n",
"3678 maryrin12 null T74895436 null "
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# load in the base csv\n",
"bdf = pd.read_csv('../bogota_points.csv')\n",
"\n",
"# convert column names to easier strings\n",
"bdf.columns = ['date',\n",
" 'lon',\n",
" 'lat',\n",
" 'alt',\n",
" 'speed',\n",
" 'username',\n",
" 'survey_id',\n",
" 'trip_id',\n",
" 'session_id']\n",
"\n",
"# convert date col to a pandas datetime type\n",
"bdf['date'] = pd.to_datetime(bdf['date'])\n",
"\n",
"# now sort by the date column\n",
"bdf.sort_values(by='date', axis=0, inplace=True)\n",
"\n",
"# take a look at the results\n",
"bdf.head()"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7efee52b30f0>"
]
},
"execution_count": 88,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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OozvFe0BV3dKOvr0aOJ5uYsXRbVuAg4DXJFlNN6bu8KF6LUmSNEWGuVPEzVVVSfYGPlBV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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efee530e630>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib.colors import LinearSegmentedColormap\n",
"\n",
"# generate a series to see data distribution by day\n",
"ct_by_day = (bdf.groupby((bdf['date'].dt.week, bdf['date'].dt.day))\n",
" .apply(lambda x: len(x)))\n",
"\n",
"base_weeks = np.array(list(map(lambda x: x[0], list(ct_by_day.index))))\n",
"bw_diff = base_weeks.max() - base_weeks.min()\n",
"cbd_colors = np.array([plt.cm.jet(i * i) for i in range(bw_diff)])[base_weeks - bw_diff]\n",
"\n",
"# generate a plot of observations, by day\n",
"ax = ct_by_day.plot.bar(color=cbd_colors, figsize=(10,5))\n",
"ax.set_xlabel('Week, Day')\n",
"ax.set_ylabel('Number of Observations')"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"16\n",
"391\n",
"1\n"
]
}
],
"source": [
"# see how many unique trips there are\n",
"print(len(list(set(bdf['username'].values))))\n",
"print(len(list(set(bdf['trip_id'].values))))\n",
"print(len(list(set(bdf['session_id'].values))))"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7efee5037f98>"
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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7swTPB96Z5HXApcA32mL1p+1zXZi7jbyaZk/ykUlu0VEGNHvZvkfzHfK/gE8k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\nRWmC/oQAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efee50a88d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# now let's check out trips per day\n",
"trip_cts_by_day = (bdf.groupby((bdf['date'].dt.week, bdf['date'].dt.day))\n",
" .apply(lambda x: len(set(x['trip_id']))))\n",
"\n",
"# generate a plot of observations, by day\n",
"ax = trip_cts_by_day.plot.bar(color=cbd_colors, figsize=(10,5))\n",
"ax.set_xlabel('Week, Day')\n",
"ax.set_ylabel('Number of Unique Trips')"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7efed0971cf8>"
]
},
"execution_count": 101,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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PtgUuAyJJktRwXc0qPSgz57ociCRJUv/Q1VDpPzesCkmSpAFk6qK5ldy3zDNukiRJ6ge6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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efed1d46e48>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# find the number of observations in each trip - is it consistent?\n",
"vals = (bdf.groupby(bdf['trip_id'])\n",
" .apply(lambda x: len(x))\n",
" .to_frame()\n",
" .rename(columns={0: 'Observations Per Trip'})\n",
" .sort_values(by='Observations Per Trip'))\n",
"\n",
"# generate a plot of observations, by day\n",
"ax = vals.plot.bar(cmap='Set3', xticks=[], figsize=(10,5))\n",
"ax.xaxis.axes.get_xaxis().set_visible(False)\n",
"ax.set_xlabel('Unique Trip')\n",
"ax.set_ylabel('Number of Observations in Trip')"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"6408 bad data points out of 510680 total; or 1.25%.\n"
]
}
],
"source": [
"# let's check data that has bad coordinate\n",
"lo_null = bdf['lon'].isnull()\n",
"la_null = bdf['lat'].isnull()\n",
"\n",
"bad = len(bdf[(lo_null | la_null)])\n",
"good = len(bdf[~(lo_null | la_null)])\n",
"\n",
"# results aren't too bad\n",
"print('{} bad data points out of {} total; or {}%.'.format(bad, good, round(bad/good * 100, 2)))"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>date</th>\n",
" <th>lon</th>\n",
" <th>lat</th>\n",
" <th>alt</th>\n",
" <th>speed</th>\n",
" <th>username</th>\n",
" <th>survey_id</th>\n",
" <th>trip_id</th>\n",
" <th>session_id</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2079</th>\n",
" <td>2017-07-04 12:47:10</td>\n",
" <td>-74.113505</td>\n",
" <td>4.747523</td>\n",
" <td>2573.036924</td>\n",
" <td>0.0</td>\n",
" <td>martinsilvato1</td>\n",
" <td>null</td>\n",
" <td>T33314048</td>\n",
" <td>null</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2078</th>\n",
" <td>2017-07-04 12:47:10</td>\n",
" <td>-74.113505</td>\n",
" <td>4.747523</td>\n",
" <td>2573.036924</td>\n",
" <td>0.0</td>\n",
" <td>martinsilvato1</td>\n",
" <td>null</td>\n",
" <td>T33314048</td>\n",
" <td>null</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2077</th>\n",
" <td>2017-07-04 12:47:15</td>\n",
" <td>-74.113505</td>\n",
" <td>4.747523</td>\n",
" <td>2573.036924</td>\n",
" <td>0.0</td>\n",
" <td>martinsilvato1</td>\n",
" <td>null</td>\n",
" <td>T33314048</td>\n",
" <td>null</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3678</th>\n",
" <td>2017-07-04 12:47:16</td>\n",
" <td>-74.113333</td>\n",
" <td>4.748387</td>\n",
" <td>2571.000000</td>\n",
" <td>0.0</td>\n",
" <td>maryrin12</td>\n",
" <td>null</td>\n",
" <td>T74895436</td>\n",
" <td>null</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3677</th>\n",
" <td>2017-07-04 12:47:16</td>\n",
" <td>-74.113333</td>\n",
" <td>4.748387</td>\n",
" <td>2571.000000</td>\n",
" <td>0.0</td>\n",
" <td>maryrin12</td>\n",
" <td>null</td>\n",
" <td>T74895436</td>\n",
" <td>null</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" date lon lat alt speed \\\n",
"2079 2017-07-04 12:47:10 -74.113505 4.747523 2573.036924 0.0 \n",
"2078 2017-07-04 12:47:10 -74.113505 4.747523 2573.036924 0.0 \n",
"2077 2017-07-04 12:47:15 -74.113505 4.747523 2573.036924 0.0 \n",
"3678 2017-07-04 12:47:16 -74.113333 4.748387 2571.000000 0.0 \n",
"3677 2017-07-04 12:47:16 -74.113333 4.748387 2571.000000 0.0 \n",
"\n",
" username survey_id trip_id session_id \n",
"2079 martinsilvato1 null T33314048 null \n",
"2078 martinsilvato1 null T33314048 null \n",
"2077 martinsilvato1 null T33314048 null \n",
"3678 maryrin12 null T74895436 null \n",
"3677 maryrin12 null T74895436 null "
]
},
"execution_count": 110,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# create a cleaned dataset to work with moving forward\n",
"bdfc = bdf[~(lo_null | la_null)]\n",
"bdfc.head()"
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7efecf92a160>"
]
},
"execution_count": 122,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Z2R+IIUp2Bk7PNSoRERERqZdiOkr8ysweBfqlWePd/d+5RiUiIiIi9VJMSR3p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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efecf841a90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# find the number of observations in each trip - is it consistent?\n",
"vals = (bdf.groupby(bdf['username'])\n",
" .apply(lambda x: len(x))\n",
" .to_frame()\n",
" .rename(columns={0: 'Observations Per Rider'})\n",
" .sort_values(by='Observations Per Rider'))\n",
"\n",
"# generate a plot of observations, by day\n",
"ax = vals.plot.bar(cmap='Set3', xticks=[], figsize=(10,5))\n",
"ax.set_xticklabels(vals.index, rotation=45)\n",
"ax.set_xlabel('Unique Rider')\n",
"ax.set_ylabel('Number of Observations by Rider')"
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7efed1d6f748>"
]
},
"execution_count": 123,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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8b1aaV9/8bzGzUWY21cymzp49exHDExEREakueZK5r9z968KEmS0L+OIu2N29\nGN+T+b5r3b2Pu/dp3759sb5WREREpFnLk8w9bmanAcub2U7AncDvFnF5/07Vp6S//0nz3wU6Zd7X\nMc2rb76IiIiIkC+ZOwWYDfwNOAqYRG3v0qa6Hzg4PT8YuC8z/yALWwAfp+rYycDOZrZq6viwc5on\nIiIiIuQYmsTd55nZzcCzRLXoa6mKtEFmdjswEFjdzGYRvVJ/DtxhZocDbwN7p7dPIoYlmUkMTXJo\nWvaHZjaO6EELcLa71+1UISIiIrLUajSZM7NdgWuANwADuprZUe7++4Y+5+771fPSDgt5rxMdLRb2\nPeOB8Y3FKSIiIrI0yjNo8EXAIHefCWBm6wEPAg0mcyIiIiJSennazH1aSOSSN4FPSxSPiIiIiDRB\nvSVzZjYiPZ1qZpOAO4g2cyOpbcMmIiIiIhXUUDXrbpnn/wa2S89nA8uXLCIRERERya3eZM7dDy1n\nICIiIiLSdHl6s3YFjgW6ZN/v7sNLF5aIiIiI5JGnN+u9wA3EXR/mlTYcEREREWmKPMncl+5+Wckj\nEREREZEmy5PM/dLMxgJ/BL4qzHT36SWLSkRERERyyZPM9QIOBLantprV07SIiIiIVFCeZG4ksK67\nf13qYERERESkafLcAWIGsEqpAxERERGRpstTMrcK8KqZPc+CbeY0NImIiIhIheVJ5saWPAoRERER\nWSSNJnPu/ng5AhERERGRpstzB4hPid6rAK2AlsDn7r5yKQMTERERkcblKZlrU3huZgbsDmxRyqBE\nREREJJ88vVnn83AvMLhE8YiIiIhIE+SpZh2RmVwG6AN8WbKIRERERCS3PL1Zd8s8nwu8RVS1ioiI\niEiF5Wkzd2g5AhERERGRpqs3mTOzMxv4nLv7uBLEIyIiIiJN0FDJ3OcLmbcicDjQDlAyJyIiIlJh\n9SZz7n5R4bmZtQGOBw4FJgAX1fc5ERERESmfBtvMmdlqwBjge8DNwGbu/lE5AhMRERGRxjXUZu4C\nYARwLdDL3T8rW1QiIiIikktDgwafCKwFnAH8y8w+SY9PzeyT8oQnIiIiIg1pqM1ck+4OISIiIiLl\np4RNREREpIopmRMRERGpYkrmRERERKqYkjkRERGRKqZkTkRERKSKVSSZM7O3zOxvZvaCmU1N81Yz\ns4fM7PX0d9U038zsMjObaWYvmtlmlYhZREREpDmqZMncIHevcfc+afoUYIq7dwOmpGmAoUC39BgF\nXF32SEVoN+seAAAgAElEQVRERESaqeZUzbo7ccsw0t89MvNv8fAMsIqZdahEgCIiIiLNTaWSOQf+\naGbTzGxUmremu7+Xnr8PrJmerw28k/nsrDRvAWY2ysymmtnU2bNnlypuERERkWal3jtAlNjW7v6u\nma0BPGRmr2ZfdHc3M2/KF7r7tcR9ZOnTp0+TPisiIiJSrSpSMufu76a//wHuAfoB/y5Un6a//0lv\nfxfolPl4xzRPREREZKlX9mTOzFY0szaF58DOwAzgfuDg9LaDgfvS8/uBg1Kv1i2AjzPVsSIiIiJL\ntUpUs64J3GNmheXf5u5/MLPngTvM7HDgbWDv9P5JwC7ATOAL4NDyhywiIiLSPJU9mXP3N4HeC5n/\nAbDDQuY7MLoMoYmIiIhUneY0NImIiIiINJGSOREREZEqpmROREREpIopmRMRERGpYkrmRERERKqY\nkjkRERGRKqZkTkRERKSKKZkTERERqWJK5kRERESqmJI5ERERkSpWiXuzioiISAVcPOOZon3XmI23\nKNp3yeJRMiciIlICSpykXFTNKiIiIlLFlMyJiIiIVDElcyIiIiJVTMmciIiISBVTMiciIiJSxdSb\nVUREql6xeo6q16hUIyVzIiLSJEqcRJoXVbOKiIiIVDGVzImINFMadFZE8lDJnIiIiEgVU8mciAgq\nBROR6qWSOREREZEqpmROREREpIopmRMRERGpYkrmRERERKqYOkCISNmps4GISPGoZE5ERESkiqlk\nTmQJp1sviYgs2ZTMiRSREicRESk3JXPSqObYvqk5xiQiIlIJajMnIiIiUsWqJpkzsyFm9pqZzTSz\nUyodj4iIiEhzUBXVrGbWArgS2AmYBTxvZve7+8uVjaz4VH0oIiIiTVEtJXP9gJnu/qa7fw1MAHav\ncEwiIiIiFVcVJXPA2sA7melZQP/F/VL1PBQREZFqZ+5e6RgaZWbfBYa4+xFp+kCgv7sfk3nPKGBU\nmtwAeK1Ii18d+L8ifVexKKb8mmNciikfxZRfc4xLMeWjmPJrjnEVK6Z13L39on64Wkrm3gU6ZaY7\npnnzufu1wLXFXrCZTXX3PsX+3sWhmPJrjnEppnwUU37NMS7FlI9iyq85xtVcYqqWNnPPA93MrKuZ\ntQL2Be6vcEwiIiIiFVcVJXPuPtfMjgEmAy2A8e7+UoXDEhEREam4qkjmANx9EjCpAosuetVtESim\n/JpjXIopH8WUX3OMSzHlo5jya45xNYuYqqIDhIiIiIgsXLW0mRMRERGRhVAyJyKyFDGzFSsdQ2PM\nzCodg0g1UTInS710uziRJZ6ZdQOuM7ONKx3LwphZFwB3dyV0IvkpmSsRM/uOmfU1s5XNrFl1NNFB\nspaZrQWcZWZrVzqWRZGG6sHM9FteCK2XWma2AXAPMIgYWL1ZHQvMbFXgQjM7A5TQ5aV1VD8za29m\nq5tZh0rH0lRN3a460JVAuur9HfAj4EzgJ82paiMdJIeZ2ZmVjiWrsPOaWatCAlyGk/FnxL1/T6i2\nH7yZDQFuNLMu7j6vkolLZts1i2OKmR1mZhtXer1kLezgXK7YzKwncCvwY2A/4AIzW9ebVw+4z4Gr\ngJ5m9mOobEJX33IrvT+Z2Y5mdqmZnWxmNc1sGzYbZrYh8CBwEXC7mW1V4ZDqlTl+rmFmrc3M0r6f\nu9aoWRzkliRm1hI4BbjA3fcB/gDsAJxvZitVNLjEzDYFTgB+X+lYCjI77+7A9cAdZraRu88r4TJb\nuPsnwD5AV+DkaknozGwL4DbiN/yLSiZ0mW03GLg5nWi+V+4Y6szqBDxtZhs2h4SusI7S893NbN9C\nslmmEHYErnP3Se7+GDHo+hYpnoo2MyhsO3f/GngKuAboV8mErs72OjhdHHw/xVOubbawuIYCFwAz\ngfbAXmVabiHZ6GNmg8xsm3Isd1GZWWfgbuCXwHHABODAVFDQ7Eoy0z4+hCgEuhq4z8yWdfdv8h67\nlMwVXwtgFeAbAHd/GHgVWBE4sRmcVNoDRwLt3f35NK/i+0HamYcCP0mPVsADpTpopIP1N2bWxt3/\nCxxMHByrJaH7EBgLjAFeIUpaKpLQpW23DXAhMRbkM8BFZja6nDHA/P0bd/8pMA540sx6pPVSsaQl\nE98xwGnE/RyfSgfwciz/l+7+q8ysd4DD0mvflCOGhamTNLUBvnH3x4HLgf6VSugyMZ0AHEL83o43\nsyPKFUNdFu0JjwaOd/crgL8Aa5vZgFQbVLIq10JtDnAdcABwkpn9qpGPVdLGwPXufqu7fwz8Feji\n7l83x5JMM+tBHD9PJkrP/w94LhU45Lp4qPhJfElhZi3NrJW7fwncDPzAzA4xs1HEvWTvBNauxFVd\nnR/4f4HfAu+b2ekp+28WVXRAH+AHQA2wEvAbYKKZDSr2MjMlSTeZ2anAzsARwNrAGIu2dM1SOgH+\nHbja3d8jSjJnEO2NuqbtuXqZw+oI3OPut7v7BKI0enQqBS4ZM+tpZnul51sBZ5pZPwB3vwC4GPhT\nKuWtWNKS4usH7E2UkgHMAq4qxF+C5a2RSiiy85YBcPeLgG8stU+rlEzSdBxx3LzWzPZMCd0vgT5m\nNjb73lLKHivNbAWgl7sPAjYkSsNuTPMr4R1gjLs/YWbtiJP+isRv7TYzG1CqdWTRNveotPzDiQuB\nNc3sJ6VYXhH8gQVv+fkXYBkzWxmaZY/ur4A/u/tj7j7b3Q8j9rfcFw9K5orAzDYBxhNVg0OAl4h6\n+qHAZsCR7v4gsJ6ZrVfm2ApVYIPMbG9gl1RaeD6RuPywkNCVM646ugO4+zjgXeB44Ah3Hwv8g6ii\nblvMBZrZdsSV0CXAJsAB7v4/4sezIXBKOoA1G5nqKE9/56a/s4CbgL8R7TPPAs42s9aljiXjK2B+\nKWq63d4jwNwSxtAaGADskUp1/0Yc00aYWZ8Ux8+AfwJ3pguuspXu1F2Wuz8HjASGACPcvSdRpXhn\nsS9YLNrIPQmMS88LMWRLKK8A1qpkiSWAmR0NfJdo+rEScLmZHe7uTxCj66+XkpdSx5EtJRwEdABW\nN7PfAH2BkemCYF8rY/srM9vQzHoDy7n762l2V+An7r6Pu59NFBb0L9Hya4hj9DzgyzT7A+BXRC1U\ns2BmnQqJtrvPc/c3Mi+3Is5335jZtsCtZta2nMeDOrEWqq0Lv72vgW3MbMfM214g1nkuSuYWk0UP\nrFuBPwL3EW0YRgJ/T23mjnb3d8ysP7AacdIrm0zx+KXEDn2WmZ3h7lOIA0BP4KRyxgQL7Mzdgalm\ndkmK919EQtfPzLYGXgeOTUXlxdQRGE38WNYHfpjmO7A/cGNqw9Ms1DnR7Gxm+5nZJma2HIC7v01U\nK3YkqmKuTaXEJZH2q53M7EQzG+XuvwXeM7PJ6aA6EBhINDsoOjNbJlMK/gJwIJGE/xhoDYw0s+0t\n2u5NAnZ19znlqmKps716mdmWad6/gRWIxBPgbaKH6T+KuOyWROer54GpRC1Bj8LrmRLKl4CdgM7f\n+pISqlP6tQ5RpbQHMAJoSVxQnWFmh6YLz6Pc/YNSx5XZXjsC56Vk4EGiJPVn7v6lmR1ENG2YVep4\nUix7AncQhQPnm9mJKdap7p4teVqeSISLvfxeRMn/28DjwPVm1jmtq2WBDc1sxUolRZk4NwDeBF7N\nlL5lR5H4FJgODCMu4q93948rVeWajp+7AhNSqbQTx+2JZvZ9M9ufaMv9RkPfU/dL9ViMB3GF9FBm\nug9xUv0psH6aN4go5t2zAvGtBUwG1k07x5+JA/wv0us7AhtXaN0NJxqmXgD8C7gqzR9FnKTfJk7C\nxVhW4dZ1K6W/I4kSm+lAuzRvCNEObdlK71cN/B+jiSrVS4Fn07r6TnptL+Ik07OEyy+sx97A34Ez\niIuCJwEjqsZuIRqyDyvD+jiWaDT8PNHgeXsiWTozxfEK0KOC2+vE9Hv7E3AXkTwNB34NTKS2LU+x\nl9uZaJfXK62LK7K/c2CZ9LdtmdeHZZ4fRVSDtyc6rPwxsy//jkh4yx3ffmm/HpymVyNKDN8ietpO\nL+Xvq04srdM62ZZIcndOx8Xz6rxvH2AasEERlrka0CE934roJHd05vXT0nH5LOA1YGg5t089Mbci\napqOJs4lrwMrp9eWzbzvceDfhZiz+2IFYt6AqAo+icgXbgG6ECMrXEy0TWzSuq3oRlhSHulkdlJm\nevN08NwjTXcF+pd7BwKWT3/XTTH9lSgW344YkuOCCq6z1unHtXuaXp24ChmXplsWDk6Lu86oTUD6\nEz1AexNtTa4BbkgHg62JkoqiJI8lWmerEYl55zS9E5EU7JymexbjgF7PslcmOs2QTi4TgX0zr18P\n3J3ZdqsVY9s1ElMvolSuFVG6egRR3bxF5j3tyryNssnKhkRSu1yaPpFIwrsSF32jgQ2LuOw10j6y\nRp35vYmE7sr0+18H6JReW6ac6ycT01bAA6RkjagCuy39Ro9Msa5RhjiszvQawPvA7XXm9wE2AjqW\ncR21Is4tA9J0a2DTtI8fm+aNIC7qFjvBTN9/dmbf6Ewktr+u876hRCHAlpXYd+qJvVvm+HQVkdC1\nrfOeX1CbpJc1kSv8NtPzGuKi+4A0vT5xUXoL0Keh/bPBZVR6I1Tjg7jyb5WZ3pXIpvfJzNsPeAJY\nscyxFRKXHkT1zXppegfg/PR8Z+BnwLYVWn+bEyfia4GazPxhxFhTPy3BMocQHT/+TpSU9E4H6AvT\nwXAKsFt2HVb6kQ4Aa6Tn/dPB9jaiSrFFmn8MUSLVsoRxrEh0lz8aaAtsCcwGLs28ZwWiucHKJYzD\n6vztB/wl83oXoqnDFMpQKlhffOn5JkS11yMsWCI2CTi5BMveKO3bNxCl79vXeb0mnTB+T7TP2aoS\n64YovV2baJz+HLBJ5j0/T/G/nJ1fpu21LtA1PW9PNPW4eGHvLXNchxKlgeum6eWJkt3L0nRLUkla\nkZbdliglPSX9pjsRF7mnlHN/WcR11TLz/Crg9fS8C7BdJbZlWt4y6TyzXmben4C/Zqa7Ehd7twHt\nWISLLLWZa6LUhmASMMxqx437E3El0N/Mjk3zXiF6jpa1wbX7/PFqxhAHqJ+l9gTvA1ua2XnEFcAk\nj15RZYkv00ZuU+KHNjvFdEuh3RfwMdGodmhqL1esZXchOjr81N27E9vrLOBrd/8Rkejt6e6/y7Z1\nagbWJcZt+zlxcG1LDPvRlSjZAPgP0eaoZDG7++dEUtKfuGD5M7AbMNzMDrAYUmJzIrkqakeVgjrb\npTD8yHNET9WxZra8u79FnPimEwl7WRXiM7NDiGqS9kTzij5mtm562yRgTjGXmzqC/JxIPg4nqrpv\nMrM9MrG9QAyX1BfYy92fLmYMjcQ3f9t5eJeoXnoD2M5qb+F1CtF2dUt3f7HUcWW214+Ii5VbzWyM\nu88mLvaGmdk12feWWp22lscS6+gOagd5/h9ROt/LYgzFOR492hd7uenpl0Ab4rd8NHF8GQbsZ6lX\ncXOROd+1A3D3OVbbW/toomPRf4GnyfQPKOfxPcU4DzgV+NrMrkjHqm2Aj8zsoRTTP4jCl1Pd/QNf\nlA6J5c6kq/lBnKgeJq4of0mc0AptsFYmirwnAo8RV8n7lCmu7BVJD6ILe3+iGu50okRqVaJn7b7A\nDhVaf32JRPLHmXnXktrwpbg3I9o/LFYRPrUlAV2IEpI7WPDK6D7ipN8lTbeo9P5Vz/8xkWi8u0ua\nXocoVb0DuJeoZixZKQaZK0SiQ8PtwKg0vS3R6PgPRIK+exnWx2iiUfpEolRyf6Jq6HEiQXiVVMJS\noe01gKha7Zamd0vr5g7iguJ1StCGDzgvrYtCW7jhadvslKZbpbj2SdNG+UsojiLafF1PDFjclSjN\nHU0qearA9joUmJKe30S0oz09Ta+Rfl9rVGBd7Um0sexMVI2fSlwYDCKGBZkGrFnkZXZLx5Y1iZLe\nXxPjni0HrEe0kVu/EtupgZiHEReak4gEPFtj1oPocFj2Uvq0/OUL24joDbxKOlZeCLRO8/8APF2U\n5VV6Y1TTg2iPMigdGI8jhiPZjdrGloUDaR9qqzdLehAgus8fTm37uE2BCZnXuxKJy0RgnQqvv35E\nIjyeTFumtA6HpR1+m3QAXeyDO9EY/kkiibyBqPoutFsYnJYzqdL7VZ2Y67bhOYhoIPs80K+wn6UD\n71ak9i0ljmkjouHzCnw7oetHJA2jC7GVMI7BRKP4LumEdipRItWJGM5mDGXu7MCC1YetiAFVXyF1\nMEqv9UixH0vmgqLIyz+OaI+3XOa1kWl9FdpYts5+pszr6SCiOcOORNvGj4i2u93S8elIytDxKP1m\nds9M70yUgB9PVP1uRVxUXpi2adnbFBLJ1Ezg/jRdOK+MIhLh+8g0TynicrchLjjOJhLYHtQmdK3I\nJErN4UHUBjycju/nEBdM2xPNUVYgc4FZoX2+P9EL+Tii2r4t0Tb8t2k9F36Pj5Ha1C/W8iq9Qarh\nwUJ6xqTp44nEpLDDlK1xbCaGrsTJdo10YFyZ6O14VOY9Z6Yf5TjiKqssO3bmRLNROmC2Ia40HyG1\nv6rz/o3TAb93EZa9AXFlW+gcsCvR4Pq8tD6mEqWAE4C1Kr2PZddXej6Q6JTRKk2fSFyZdyYuKEaV\ncfvtSlRDnZQOlAPT/jQ6E+vHRPVdSdZHmt4fuCQ9b5GWewcxGHfZD9h1tlc7atsx7kGcdH9QxuWv\nRJROXEaceJdN86+mtvS5kr33fgQcnpnehSgZXz7t5yX/DVJ7Ade3zvxViI4GG6XpG4hS71XKtG6+\nlTASSck7ZHqSFrYhRU56C/93ej6AKJ07l0g+eqbf+vFE+7xK7kPrUtuBYW2iVHdi5vUTiUKLQml0\nm8w6q0jcRHOLL+vs+6sT56ZrSAldMR5qM9cIi5v13m1mlwOnmtnKhfYF7v5L4EVgkMVN618ws43K\n0Q7NzJY1s5Yede3/JKopDycSptFEe49xZrY9Uf37DNHb5ytPe1Spubub2S7Ej24ccUWyMVGqsidw\nqC14v9pZRHXiXxdnuWkgxp2IqoFBFoMiP0hcvf2dOHgfRpwAC0XxFVfYLqmtzC+IKvHpZraex4j9\nvyYa919CtPsrtS4prgeJUovvEMM0PElUl29nZut43OtzD6K3dFHUaTu0lcUt1mYAW5nZju7+TVru\ncsTFAuXarxcS33HEtrnezA5x93uJjga9LW4HVRLp97WNmY0g2uftSZzwLgCGpN/+rqTxx8q1fho4\n/g0tPHH3SUSp4cru/qTH+JKljGlb4sLtcHd/Po2N1iLF8l+i5OSUtL3WBk5I80vOU/soM9s7tf/8\nHlG6O4I4Rh6Vea97Giy8GFJ75cvNbHz6/qeIqr/NiOG1ZhOJ3UiihLdsv7GF+A7wXzNb2aPd5VNA\n5zQmG+kY+SJwjJmt5u6fpvlewbh/TZQQDjazvqm93P8B3yeSunUb/HRTVCJbrZYHUdI1nUiSdidO\nYN+6WiOuwv9LGoqkDHEtR5TOrEecRPcn2gtcS1Q99SKSlN8S7UBqiCqNhynTuE1EVeAaRAnYlsQV\n+DZE6VJ/4mDxBKkKqAjLK5QirUFtlfOBxBAHe1Pn6pe48n2duF1Pxfe1TFw7Er0RlyMag79HtI8p\nlBr0ojylGG3SthubmTeMaHx9RoqvUGVdyqrVHxINmNdN+9BRxAHyaOIE8wJlLhFnwTaqo4j2emul\n48N7wInptf2JtrVFLeHJ7Ot9ifHPbkvrZB9iINcTiaGRngCGl3Pd1IlzFFH1PYwoHXkqraO1iWrX\naaRx5UoYg6Vj0W7pdzWQqL24J62zyWm6O3HB+TAVGHeTqGaeQVyI30uUjm1GtC38B3BosfefzHRn\nIoG7MjPv4rStNiSSqEcoQ5OOxmImSp1fJA2LRJybr2PBkSQq2WY229N+KLWl4icTYyd2T7+H71Pk\ndtoV+Yer4ZEOAONIxaNpejpxtXIkte1QVicahu5V2Jh1fyyl2GFSDI8Q7ZUKRc89iSqC08h0VycS\nv7J0988ss2X6+zsyRclE+4Ez0vNVi7zMYUQJ5ASi+nt5op3SRcD3WLBaak2K3H6pCPGvTwwD0gE4\nGJic5k8gSg66lTme/ukEeEpm3s3pUfJ1R1wEPEsmGUrbbQgxHMv15dyn0/I3IJKnwpAxBxJVrMcT\nbZn6p9/kD9PrbUoUxw7EhUpNmh6etsuBmfcUBsMua7OK9HwQUfJ2WlpfY9Jx65Z0jHqCMg2+m+Jp\nQZxcHyba651AJCm/AR7OvG/5Cqyr1mlf3iJNdyParf04TW9FkTqIUJtsbE8kQoUOMZ2I0uTbiAv/\nZ8mMeQasXq5t1UDMuxIXSIUq+sI4roemuPevVIx14t2NqKW4lDj/7Zfmn5yO5a8Cexd9uZX+x5vz\ng9oGii2IqsLxRFIwNk2vRDS07JLeV45ErtAYdg0imXuQGNNqxTR/o7RjjyUSgxbEfQ/LkrikdbAh\nkVQtQ7Rpujvz+ijiSsoo4pUJ0Rj2z8TtrI4kTqjLEAndCcSJrzC6fLMYR65O/BsQw7IUtuO5wI/S\n8yOAhyhhCVTmgDmAuJNEYaDSwnodl54/CWxayhjS8+8QV7G3FLZj5rXC77Lsd+pIv7tfEolTIVnq\nkH6H66TpCUTpQVEvVurEMYa4FV1hbMRV00lkAlFFOP9YUab1kt12PdJvcMs0vVk6Jv0o856SJLl1\nYtqW6M0/hNoByEfw7XZo91KGQa7rWVeF3/vFwOWZ6S2J43vRxm2kth3lLsTF/e7AF8BphVjS8Xoi\ntYlSs+jlT3QqfJTahHdo+o0V2qsfSTOoZUnH8Unp+DWSGFrmBmoHCF6L2vEMi7qvVXwjVcuDzCCb\nRJXmzVSodw/R7ux0ou3XsUT16o7ptWVJg/JWIK7sMBY3ENVALdKJ7hGiiuwlUqeEIiwve1DsRVQz\n7Usaiy3N70EkA0Wpzi3iuqpb1bE6UQ11dJo+gCg1uJaoZix5/OkA+Rpxxf5F5gDUjehxNYm4QXxJ\n10faT8ZT2zRg/cxr3yOqEcuayBEJSeHuJB3Tyfc3RHJXuGjZkag+uYE0Gn2x1w8LJrUnAx9SOwzK\nqkSzi7KWVtaJ8zii5/UsoqqwJXHhthlRcnlW3e1dojiGEO3OTiY6XzxCGiSdBavJDyIuVko22HUD\nMRaqw1ckmqCcn/n970aU6qxUhOV0ZcE7bTyajos7EyVIr7DgAMkrlGMbNSH+DkTJ5cN15g8hLtpL\nckxaxFjbE+fnAUTpYTeiYOVFogq9dE1SKv3PN7dH5qDZmXracxDF3k+knaycI4MvQyRHhU4FR6b5\nPyZ6rY0l2ldUpM0AmWodItn8Zea1k4lSuZ2KvMxtieL3DYni6+cyB6OBRJuYoo7HVISYs9XO61J7\nL8Qt0wG8a9q3hhON2UteHZX292eIK8udiKER3gSOS6+3pLZXdylv0bUN0dazMD7TT4jOHqek/ftV\nKnCvVaJd1XdIpZJE1eqFRLurFdK+PZ5oE7rYvbHrLLtwTBqeTmo3UHux8iPivsY90nTF7itMlPTc\nRVxQDiES8f3SMcuIi+Cy9Bwnqimztwq8hyiN2qGwnogq8hnl+H0tJL6j035duHVWG+JC5SriwukZ\nijT8CHGR8RGppJi4GOkNTE3TPYlS3mZ3lwei6cmgtK3+TJ1e/OnYv00F48uO2LB+5rh1APDzTIwT\nKOKt+xYaS6U3VnN6ZDbM7umHdl86WGYHm90zHbArcbugwsm0TTpY3kAa/oAolTqPVO1S5rhapBPd\nW0SD9a2JdiCPUuJ7nRKdG/5KNMgfTXTn35ZoRzGjEuujof0r/eD/SnReWSednH9HlEKtRpRmDKxQ\nfF2IhrvT0vRu6SB/UCnXSfq7DFHSfGtaP7tk3rMPUQL9C0p079mcsS5LVHdPTNPtiJ7F12Z/myVa\n9mDiSr9rOqk9WTiJERdOHxElPJW612o7orPV3zPz9iQSukMpc3UdMezDbzLT5xBNBe4mSlPbEVXV\nJT3BNhDfxURJ+CZEaebtxAXBysQFVVHvKUxtKVYhodsGuDM934yoWq1YUrSQeC393q4h3d6RuDD4\nFXDIwt5fiRjT3x2JURIeIC7u9k2/06+I0taZpJqzksZT6Y3WHB4sWOy+NXFVtFo6APyDKBFYn+hJ\ncxeph1i5dqC0Y3cEPqG2HUobooRuEvD9he1k5Yirzt/NiITqnvSjuxEYk14rysF8Yf8bkcQOS89P\nJE6w11M7xlxzqS4otPW6mKg6XTsdvAtVPScSPUifpMRtijLbbMN0YC/EtgNwa3ren0g0B5Qohmy1\nfKEaaGWifeNYKtCrsL59jTQYb4rvTtLNx4mk4Nq0vy9TrH2NSPZHFuJIJ4V+xFX+02kf+gsp8afM\npfH1/A67Eu3PrqK2A9Q+aR8qeTVmne3VJv2OJqXtM5ko7b6NVG1PCe9nnGNd/Sitq0eJO5mcQYwR\nWMpS76GkhI64cLqJaCrwJunepc3oWFloG96VaH6ycdqm+xLtaI+odIwpvgHEBWivdCwYQgzjtBnR\n3OknwKCyxFLplVHpB3GV9itSUTvRy6d/Omg+l/4+RVRjdsocpMrWUDZzojuWuFde9k4Ad6VHRQ7m\nRJXcNcTV9waZ108hrjY/ofij3m+bTm49iFLBA4A/1nlPRUooGoi5J3BeZvo8InEr3EC7F1H68jvi\nAqKkQzakZQ4lGuj+kWhTtDtRpXETUer7GrB1dnuXKI7jiAuAO9J+tAaRjJ9BBdt/ZeL7QdrHz0zT\nbYkSnpvS9Gqk3q1FXOaGRLX76mm6BZGMPERqj0eUYN5BnJwrdSP4o4gSrkLPy/XStrsic6xc7HZf\nTYxprfR32XRs2JvaAZ1/TRlvZ1gnroOJC7fvpul1M9tyOJGkF7VEbiHxDCVKkVYkeoaPIHMT+ubw\nSPv+7tSek8dRW4CyetqmFb3QS7G0IC5cvqC2c11bYlD6Qm/28nVCqvQKaQ6PdKC+HuieppdNB6NB\naTrkpuoAAByDSURBVPrnxFVU2e4fSG2y1J/I9AuNd0cRjZ63JDL/P5AZwbvM663Qo2gk0cnhTmBo\nnfecDhxWrPWRnrfPnDBuTAemSWTaU5Tz5NaE/6E9MW5U4VZv51Ln1mVp3yvHOHIbEM0IeqfpH6T1\n2TvtV0dSoqoB4iq70ObrQGIg5HZEKcHv0vx1iXYmJ1PmjkYsWGK4RdrHdyDa612a5rclEqtfFXnZ\nnaht69WKKDUplG6vmH5n+6btdC9FuA3QIsSYvYXYn4hxLD8Erkrzu6Rtd1H2/WWK7RiixPJ8Mp3W\n0muHEFVelbhTT2Gw7WFEMnV25rVRRHu+srTdS8ftf5F68DaHR2af2pmorvwpMQ7hMOL8+ydq22RX\nsl1o3Y5rLdNvcnJm3nFEB8kWKJkr24YpdNXuS231VqFn2DlpByoMNrlVBeIbSpRYTCMGuN0qzT+S\n6IDxHEW+hVITYluNaAC+PlGi9FcicZsIbJ953/nAFYu5rOwP/VhSEXuK4ZdEKckLaV01t/sHLjBc\nDVHidTe1w1icQ/T+K+fQMSulA+RMMuMdEdWbNy5s3Rdx+YOIEojCOG0jiVLL44kLk5bpINieaIfZ\noZjLb2KsA4lqk8I4Uaul31zhlmIr/397Zx53RVX/8fdHUSAwcc81zXJJQRRzC0n9uaC4kppi5oKi\nuKGplLYotlkWlYplaYlLaSoUqamYu6W4orlkbqVmaRZWprl9f398znCHGyDoc2fufTjv12tez525\ny3yfc2bOfM93O3SxYpDGm3tJGXppbHoYOCLtfwor4Y9RcdwudscXiRYrY6tgPxwe8HNsyS3cz6tW\n0XfMqnivg70UG2FrzjdpKMYDsdW7jiz/NXBST+80Rl6BQ3lOS+/vQfU1JIdRkftvPmTaCE/sBqX9\nLdI49T3s4Snuw1rKpdB4Dg3FSYeFNboX9kI9glcWupk6Ytfr7sC6N6wg3IlrsV2fbroP0QhGn1pL\nxzg4/r7Shf15HF9RuL2WpMaioGl/GRoxDSulAf7eNMgvh7P8vkkXmMRprKv4UeBfzLoywQbYstQ2\nyQ7N7ZUGz6LW1Znp5l817X8bryLQshlnaSAq3E1L4oSCb9AIpN8SZ2T2bJUMeMZ9NrZ4bYfXe30e\nmFT63CgcE1Z1+ZFyfx2ACzX/Gk/qivuwH55YndpCOXZJ10NR0HUDrLwdkPYXp+JEEOz63ird4/3S\nsaWxxfI3aX8ATpgZX5FM5f7aCU9yi/Ixy+O4tNOA3dKxltX9m5NcaX/RJM+OpbYajtfs/EKV/fh2\nstYox4ppTPxZ0/GeePI5Hri4DeTcARfD3gwvdfbDJOOi2JjwKI1aeJXEZM6Ure7GqXvDlp0TS/vf\nx5p18eBteTmGOcjVB7st1ysdOzc9SIrZceVxYThzZwxOFOmZbsIb03v9sSK3RunzXXJB49nZAByj\nVxQHnl1gcVsMTk0yjcGZiOV2GZ8Gr8Ll2qV1yeYgxw7Y/XVZerAsj2P3bsKrZNxLi5d/wpa354AX\naVjGf4onUivgBJoHqKH8SEnGj2NFd0U8qToBWy03SO8vTotiVGnEe+3A/yp0fwHG1NAeO2PrYE9c\nwuaPpbbYIt2bwrFpJ5ev84rk2w+7o7+DlckiSWxpHL90KqkYbwWy9Cy93hZPkMoFi4u4y/3x6hht\ntQpNXRue/I/BXqjdS8fLyYm3UF9I0UI0loEbgK1zt2NDxiSszPXFMXRTqcF6WHsn1r1hK8CplGZt\nuLzFRFK9sorkKCwnfWgkPJyFZ5uFS2oIdgf/hoq1/nT+9XC5j3Ow0vvZdPznSaYnaVQOf1dKVak9\ntsAlDj6PFaAbSoPjPpTW5GvHDcc23kWj9t0QUq09GrGaPd5te82DHJtgy+bQ9NB9Mj1c+mJF7jxS\nkeAWnLvoy0WwEn5/GrRPKH3mx3iyMpmaFDkaGXTX4xl2sWRff6zQTaSLa8g1nX95bBkdlfYLha7I\nah1ExWVrUp99J41DQ9KD7Oh0TQ9M/XkJzhL9ExUrJ9hS/wtSiRG8WspLNKzNS1FRbFhqj/E463JU\nusfOwPFp/5fuwZuxZfoZKozBbretNCZsmNqtGNMPSWPiLk2f748NGS1PDJuDnIU1egmcoDEtjds9\ngddSPyv1/QRqWMe29k6t8QIajF2Eq5Mq22MXwto4pmnTGuTbGWv1t2ELxVAc5/EdrHDei4PHJ1JR\n9mqpzZbF8TrD0v5Q7C48Mu2vQ2Mx+K4qz7Bj+p83wbPvV2mYsDfAiuWQuq+r2bVXaX+5NDhNTAP9\ntTihZUR6vyWDE443G1fa3xM4o7S/aXrIrI2TIU5J8g1qVXsw6+oFy2EL65fLn6X6ZIeyfH1LrycD\nPy3tr49jw1q9MPyBlGppYYXuLlK80OyusQra6GA8ibqfFCNIw9q8GrZYbEY16/WW6xL2SHLcjq1c\nRXmdAyhZ6CpspyXw+qZnpT4sknx2x1nja+AM/B2o2HrZjhsOPXkQZ0PfS6M8ysF4cjC89NllqDh+\ntnSt7YitgkVmeREDuRxWRM+jVKOv6vtz5nnr7tAaLqAtsbvibOzOGYADLyfiGd6DtLjQ7Rzk6o+t\nFYOwBexKPLtbDddqOiV95mNJxi4thfA2su2EZyIPkbL38Ix9W2xN+VxXX8DYYjS5PCDjmj33YOXo\nHlrsEnwHMpcVg7VoWAuGYivcetgc/2lS6nqLr6dLgW+k/Y/hSUpvGhaob9EoczMAWz9b4u7FGV4X\np+tlh3RsHWypqCTG6m3661Bcj+w4GoVVryTV3Ev7XaZo4onjD0t9Nbb03j7YQrdf2t+RNImpqW2K\nTN7zsOJfuMePwtanllkr5yLTcqXXn8I12kbQKIfySSqKK8STkOKeWgLXHXsAh6QU9QmP510mgnWn\nLV1Hd+Os9f3SM+1JYGh6fzTtsdbq1qkvi1j13tiCfhoOD3maxqoitYb41N6pFXfMejgWpijzsS+O\ntSjiP1aqagCYjWybMuuC9Kvi2dxOpWOb40Doyi7y1GZXpQfvxun8I9N7PXDGbZe7xbC7+VaaCv/i\nzK9VaMQNtkWMHLNm1R2DXZp/oklpSw+eu1vRZk3nWQQraOcDX03HJqZtUxpVyzcsfaclVjFsZb6R\nRlHZp2jEgg3ABV2XrrHvDsEz7/6pz84tXV+3Aue26LwDcbLVkPRgOLb03onYrfSuy/q8A7lmKZaM\nk2Xeh5X9M9P1U9yPh1CxuzBdT9emB+p+6diBOP75QCpMnGlqq2JZvkVx2MB4GgWKx9DFZWw6bStd\nMz3xs3aZdO1Px5P347GLfPs65WySeRSeGKyTxu7bsCt/Y2wEqtyDN6dtIRYAJC0sSdhNMgzoK2nh\niLgAB8heI2m7iHgmIn5fkUxKfzeRtAxejudVSetL6h0RT2FrTs/S1+7Ftb8eaKFcK0o6Nb1eHLss\nVgP+HBF34MFyrKTDIuKNiPhVRDzU1XJExMs4FmczSWtHREjaDC8C/2pxzkh3XN1ExFsAkoZg6+8g\nnKwxQtLxknpI2hAH1+/fijZrYuWIuB+7598v6QsRsR+O1dkfx4AdHRF3FddiRLzWFSeWtFDpdU/g\nTfx/D8fur7HAVyXtkWTcKSL+1hXnnkf5VHq9FJ6wDMfWyyewO3+cpLUiYjAO6u/y80fEfTSWA5sA\nfFjS8eljV2Fl7vauPPe8UNxTkkZiK9NYXCLla8AM7LIfLEkRcXZEPNFKeZr6a39sgRuFk1M+LWls\nRPwIT07Wwln0lVBqq8OBcyWdia28h2Hr6/clfQe32YSq5GpH0hi+G07AGov7qg/wk4j4N7ZyXYaX\nwaqF8rWWeBYrcWfjcIKL8Lj+YkRMi4jfVizinKlbm2yxVl3MBIpYikVxPMP3KdWHwha6ymrulOQa\niq1vRfbVOOzKOIxGnMXm5e9UIFtfPAspYmPWwfELp9JIxNgSZ7St3Eq5cDbhKdhq8rXUHpW7wN9G\nxnVpJIK8H1tYbqYRMLsOcAdWnnrT4mW60jl7Ycvg+KY+/HzpMy0PCsclNrbFFuWe2DpXVLy/Drsv\nFqvq2k7nLVtS1sWxV71xLNO1RdvgQfxkWlSmpUmmSbg80mAcc/UL7NZs+XqOc5FpBA1X4WjsIh+F\nLb4TcMHrXhX3VzEZWgIXB74aK+C3A8elzyxeQ1vtla7tlXDh64vT8femvv0JFQfut9NG43nXD1vm\n98ZxcffhUJAzcXjD48D6zf1eg5xDcUmtCTjDfgUaVtdVsWel9hUo/kf+ugWooGO2w66mI0jxHjge\n5SxS4dbm77RQpnLa+grpoti86TMH44KXFwPb1dV26SabkvbXwy6Dr9BYtqSqmk19cEbrJ6ih2v08\ntNPq2F3QHysGW6TB+1AaisvANNhXVnE9DTp30HCxfhjHzBUrGHR5WZumB+9eODb1VKyoHIBr2g3A\nborxlOKeaui7Y3FM3MppfwAuv/E+HDowhRavxMGsrvkpxTWCrTiVJvY09d17sQJXJOn0we6wC7HV\na7Gq+y7JMxkXKV8GKwVFQPokXIi3qqzVWZJmsFV3EFZ2r6URU7hSaq8Vq2yrdtywW3I0pbp62GBx\nN7ZCH0QbxECn6/y+dA9+HU+qCgVzOHYJ71q3nLOVvW4BWtwx2+DAyq2wdedSbFXqgS0oP6SC2WWS\nZTkcMNw37S9NWroo7RelKxZNf3tXIVfp/M1ZmH2xQlksuj4A15P6BrZw1lKFu102ZlXMl8IThDOx\ngjcUz+pGFw89KsjSTA+UITSCwFdOg+Xn0/66tChYvekBtwpWvosaeiNwJuTD2NL6ODWuuUqjRtQS\nTcdPxgrw/VQ082ZWhe5q4OrZvddiGcp9dxiO7/pMenAVClMfrDCtVUN/7Zz65P1pf3lcPmYzHDJw\nGRXFXM6mrY5J9/k/getK7x2MrTuVl5Bql42GQWUzvDrIlXhit2VpjNobJ9ZVWgC/JOMKpGLcaf84\nUuHpUh8/hmtLbkcFa1W/4/+lbgFa2EnvobEY+9ZpYBqHFbrBWKGr7IGCTcxrpoGoSLj4ddOFszW2\nIi5a1UDeJOO2OPC6WDqodxooz0/7A6mpaGM7bVjRHYGtOMOwm3497L4fjxW6bXGywUHYYtdKd3Qx\naB6PJy2DS4Pl8PSgOanV50+vj8IK0UPpfy9CHHbGMTG7UYGruUm+hZr2hwET0utCvmKZsw9QfQmE\nskI3mZSBXPWGkxmmkSxJWPG+HCvne+Dg78qXV8NW7hPT6+K6PhZPyG8DBrZBW30dl5FaJSkA06lo\nrdV23rBFbiopaQ97nc7A7vGiL2uxXKZ7fitcdmd0OvZJ4HvpdZGh/GOavHjtuPWgGyJpBbzw8xex\nEnUGdn/9C99k+wMPh4Ovq5Bn4YiYAcyQ9F0f0n/xrO5zki7BcTJj8UO3SwLR51PGjbE16XTgKEn9\nI+IQSZ8ELpd0SUR8omq52o0UIPtW2r0JDwhrR8SbkibgtWO/gfvyTeDBSMkRrZAlPNosDbwQEadJ\negmXcPkSzsR8HltUb2qFDDBLEPiuOK5pX6zI9Qc2kXRrREyR1AuYHhH/apUsc5CvSE7ZFfgPrhn3\nlqReEfFq+tgeWCm9pErZCvkkLZTk/CXwMUk9IuKNqmSQ1Bu7l7+AE7EOxZOQzWgUwh0dEc9VJVOJ\nPwK7Sro8Gglqv8eriFwSEa9UKUxTW/03tdVreLL7ZRyzOiIiHqxSrjZlcWyJ2wbHYJ6Cs6L3w9fX\nDRHxbB2CpXHr+pSwdZCkV7DxYrSkzwCXSnofzt7uVYeM80Mxo+82SFoe31B34I7pgQPSt8KWpu/h\nLL5WZxM2y7UFtuTMwNaJP+Eg8MexS+MF/KC7pvSQrkq2/nimeWdETJTUB9dx+3VEHJYGr7Uj4p6q\nZGpHyv0i6Sg8KXgRV+x/UlIPXFDys8CzEXFCBTLtiBXIB4DbImJyykIcjkuA7ILLgNzWyutK0oq4\nCPDUiBiZFLfP4cnUFDxoV6acJJnK/bUXzhw9B1tN18QZar/DD5wxOLnm0SplbCaNE89XPT6lc4/C\nLsNnsGX1SZzJfirwSknxrVqu92Krcw9sieuH+2vviHisJpnKbfUwzoJeDbvqX6/6Wm9nJO2C1zn/\nSkT8JI2Tp+AQnloU3mJskLQVDk+Zjr0K52Lvxpk4q3ZN7D27sg4554duZ5mLiOck3YZT6V+LiPMk\nXYAVJ4DPVTVQli6YjXHCxSP4AftXHMi7EDA5Io4vf68qRa70sFsHW1HelDQ1Iv4saRDwqKRFI+Ig\nrNwt0JQUg/1x3NVIbIk6XdK4cJmPhXG9q2daLU968H+Fxlqim0haOSJOlzQdB2BfGhG3leVvBRHx\nrKSjgTMl7R0RP5U0Dlspt8MP4SotTWVFbhUgcLzL45Km4Qnfxvh+3BgHX9eqyAFExI01nv58XP7o\n8Yj4u6QRuJbWf+tS5AAi4p+SzsITk8NwLbKRdSlyiTm1lbIiNysR8QtJrwNfSs+T83A4T50yhaQB\nOPTq0Ih4MFnoDsfu1b2S0rl8RDxdtYHlHVGlT7erN96+ivq5NMy5qwMfKsb3CmXcCAc2DyjJdRK+\niC5OfytLp8duwcIiWy7PsjWuobM3jaD9vqQlVvI2s52G4HVoi6zelfBalb/C5VMuJQXztqr/Sq8P\nxctxDcNLPo3GBXiPIZVGqaF9huFg9b3Tfg9atKrEPLbRnGL4dsMxfBtR4XjQCVsaL0dia29blWDA\n8cSVLvnWqW3VbhuOm30IJx3UmkCHYxvPwZ6E4lgfbLWfSiNuvGPGho62zIU15gmSPoRrD60v6diI\n+FZEXCRpVeyfXxg4L1LsTKReqoh+WFHaBj/kLsHxOQOwaf7yiHipCkGarBXDgBMl3Qr8Da//ughW\n5npKujoi/gLc1BGzkhZRsq4KJ9WshycRu+FA2WckXYitrXvhQO0XWyVPkmUwHhCfwMkNw4CPR8Qf\nk0ujPy5xMaNVcsxFvislvQX8QNIbEXEpDiGoUoZ5ieGbLBc0/tuCem3PhV44LnTPiHi4bmHKRA3x\nxG9D27ZVuxGOm/1tRFQ6HsyBF/AkbyVJ++J1mF9OXr2Fcaxx1brCu6JjY+aaFJMrsNvyIFzP6pFw\nMPhA7Ks/LmqIQSnJujO22nw57H5aGCtNd0TEHyqSYRlgm3DMwvrABdhtcSx2M92CY/e2w5man46I\nP1chW7vSdI3NDJaXdAi26FwZEZNKn18kIl5vpSzyKhjn4hT/N3G81wbYbfhbHAd2eERMb4Uc84qk\nbbALqqWrA8zl/G0Xw9dJLMgTuPklt1X7Uxo/B2OP04sRcWeKLx6Iw0Aui4g31EhG6ig6VplrRtIk\nbDE5Bg/ar+HgxSMi4rq5fbcKJO2AMwxPj4iJFZ9bWEHbGmc4vobrbH0QKwEn4YKXT2GFrm+bzJ7a\ngpTssCnOhDw/Im5KCt0g4PqIuLgiOTbCsXEnRMTtkj6ArXIfwyU1XsNlLSbN5WcWGCQNx4HMx6ZJ\nVA8cw/cW8MWI+E+tAmYymcpIRpVTsCFje7xSxzmSDgA+iid4F9Up47uho92s4HUgI+KtiBguaQpW\nToZjxeUvEXFzvRKaiLgqPUxOlTQVy1aJ9p9mjRfJadb9cYXr5/GqGAdGxHRJu+MSF6vVacVsN+Q1\nF4dji++3gYmSjoyIsyWNwWvHXhFeW7DVLI5j9rbCyvjTOCv6UZxZ+56IeD5bCkxETJJLAH1NEkmh\nG4uLBWdFLpNZQJC0Eo4p3gmPn0sAe8jroJ+Rns331Snju6Xjlbko1WiKiJ0lXY0X7h0KDWWvZjGB\nemMGJG2HA1DBCl1P7Cp8TtKiOJB+5IKuyJWvF826SPz+2KLzGeC7kt6KiO9K6leRIkdETE3Wpm9J\nejIpJzOwa3x8RHRcnEeraYcYvkwmUz0l1+rmOEb9cLze9zE4xGgr4OQUHjO+RlG7hO7kZi0/hCcD\nf4iIsTWL1RZIWhavXzgqIh6SNBpYFgd67oDLaFyUHnQZZtZGeiVt03CW6B4R8YKkX+P22yQiXq5B\ntp1w5vG1WMG8MCKmVC1HJ1F3DF8mk6meNFaOw6EWN0jaDfhgiqkfjt2rP4uIO2oVtAtYqG4BuorC\nQpd2fwksl0ynGXgdW2GXTvvn4JIaHwHOw67WS1Ns3QJJ+X+XC8yejWdu43G84TRgeUkH4QKTW9eh\nyAFExC/xsjMfxIWepyhRhzydQERMzYpcJrPgIKkvcCBwWETcUHprlKRjce3Xn3cHRQ66gZu1TMmd\n+gRwe85WMxHxD0k/A7aQ9PeI+J2ky3ABzmsj4u/pc93DTDufNGWtFgVmPxouMDsCr+iwCPAqrhO4\nW0T8tTaBmemyfxX4kaTHc9JDJpPJzEIAywDvhZneu8mS1sShFvtGxC11CtiVdBs3a2bupADQQ3Gc\n3J3A7riERe2ZvnXSpMgdhZW1xbBF7sKIeDVlQU3ABWivi4rXFp0b2X2YyWQys0fSkcBSeA3fhyVt\nCpyAn31P1ytd15KVuQUISYvhEhvrAndHRMsWX+805AKzw3E29EE4QWQycGuqPbQncFdWmjKZTKYz\nSPUmDwG2xGW59gSOjIirahWsBWRlLrPAkwvMZjKZTPdEUh8cH74c8FR3iZFrJitzmQy5wGwmk8lk\nOpdulQCRybxTcoHZTCaTyXQqWZnLZBK5wGwmk8lkOpHsZs1kmsgZoplMJpPpJLIyl8lkMplMJtPB\ndJsVIDKZTCaTyWQWRLIyl8lkMplMJtPBZGUuk8lkMplMpoPJylwmk8lkMplMB5OVuUwmk8lkMpkO\nJitzmUymY5C0qqTfNR07WdJxb/O9DSWd3mLZ9pf0gqT7JD0i6ZjSe4dK+tRsvvM//08mk8nML7lo\ncCaT6fZExF3AXRWc6pKIOELSUsDvJV0WEU9HxPe74scl9cjrBGcymWayZS6TyXQbJN0o6euSpkl6\nVNLm6fgWkq5Ir5eSdK2kByWdI+mPkpZutpJJOk7Syen16pKulnS3pFskrTU3OSLiReAxYPn0/ZnW\nQ0mDJE2XNB04vHS+hSWdJulOSfdLOqQk+y2SpgAPdWFzZTKZbkJW5jKZTHejR0RsBBwNnDSb908C\nbo2IdYDJwCrz8Js/AI6MiEHAccBZc/uwpFWAXsD9s3n7x+m31ms6PhJ4KSI+AnwEOFjSaum9DYAx\nEbHGPMiayWQWMLKbNZPJdBJzWrKmfHxS+ns3sOpsPjsEGA4z1+P9x9xOKKkvsBlwqaTicM85fPwT\nkoYAawFHRMSrTb/VD+gXETenQxcA26fX2wIDJO2e9hcHPgS8BkyLiCfnJmcmk1lwycpcJpPpJF4E\nlmg6tiRQVnT+m/6+yfyNcW8wq7eiV/q7EDAjIgbOw28UMXMbAtdKmhIRf5nH8wtb7K6Z5aC0BfDy\nPP5GJpNZAMlu1kwm0zFExL+B5yRtBSBpSWAocOt8/MzNwIj0/e1pKId/BZZNMXU9gR3TOf8JPClp\nj/QdSWp2kTbLeRe2uo1pOj4DmCFpcDq0T+nta4DRkhZJ51lDUp/5+L8ymcwCSlbmMplMp/Ep4AuS\n7gOuB8ZFxOPz8f1xwBBJD2J3658AIuJ14BRgGjAVeKT0nX2AkSlp4UFgl3k4z9eBAyQt1nT8AGBC\nkl+l4+fgBId7UiLG2WTvSSaTmQcUMacQlEwmk+n+SHoK2DAi/la3LJlMJvNOyJa5TCaTyWQymQ4m\nW+YymUwmk8lkOphsmctkMplMJpPpYLIyl8lkMplMJtPBZGUuk8lkMplMpoPJylwmk8lkMplMB5OV\nuUwmk8lkMpkO5v8BvbTk7l8eNukAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efed0255a90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# what about for the bad data, did one user disproportionately produce bad data?\n",
"vals = (bdf[(lo_null | la_null)].groupby(bdf['username'])\n",
" .apply(lambda x: len(x))\n",
" .to_frame()\n",
" .rename(columns={0: 'Observations Per Rider'})\n",
" .sort_values(by='Observations Per Rider'))\n",
"\n",
"# generate a plot of observations, by day\n",
"ax = vals.plot.bar(cmap='Set3', xticks=[], figsize=(10,5))\n",
"ax.set_xticklabels(vals.index, rotation=45)\n",
"ax.set_xlabel('Unique Rider')\n",
"ax.set_ylabel('Number of Observations by Rider')"
]
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7efed0da41d0>"
]
},
"execution_count": 124,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Sx+14YMtc84akHwN/Aa6qZWBmZmZmtrAifdwEfFqxPjuXmZmZmVkrKlLj9mvgCUl35vUD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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efed0f4b2b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# were they on one trip?\n",
"bdf_bad = bdf[(lo_null | la_null)]\n",
"vals = (bdf_bad[bdf_bad.username == 'carlosapatino'].groupby(bdf['trip_id'])\n",
" .apply(lambda x: len(x))\n",
" .to_frame()\n",
" .rename(columns={0: 'Observations Per Trip'})\n",
" .sort_values(by='Observations Per Trip'))\n",
"\n",
"# generate a plot of observations, by day\n",
"ax = vals.plot.bar(cmap='Set3', xticks=[], figsize=(10,5))\n",
"ax.set_xticklabels(vals.index, rotation=45)\n",
"ax.set_xlabel('Unique Trip')\n",
"ax.set_ylabel('Number of Observations by Trip for user carlosapatino')\n",
"\n",
"# looks like there was just one bad trip where coordinata data was not uploading\n",
"# Flocktracker should look at this - what caused lat/lon values to be lost?"
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7efee1b5bfd0>"
]
},
"execution_count": 125,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ZcJ67rw38i3i+poiIiEhNK6ak7EBgIPCcmf3KzLYp5os9/CdNdkg/DmwN3JLmXw3s3rKQ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\ncN65MZNpM3wAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efed0de0c50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# find the number of trips by each user\n",
"vals = (bdf.groupby(bdf['username'])\n",
" .apply(lambda x: len(list(set(x.trip_id.values))))\n",
" .to_frame()\n",
" .rename(columns={0: 'Unique Trips Per Rider'})\n",
" .sort_values(by='Unique Trips Per Rider'))\n",
"\n",
"# generate a plot of observations, by day\n",
"ax = vals.plot.bar(cmap='Set3', xticks=[], figsize=(10,5))\n",
"ax.set_xticklabels(vals.index, rotation=45)\n",
"ax.set_xlabel('Unique Trips')\n",
"ax.set_ylabel('Number of Unique Trips by Rider')"
]
},
{
"cell_type": "code",
"execution_count": 143,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2 out of bounds data points.\n"
]
}
],
"source": [
"# a generous bounding box for bogota\n",
"bogota_bbox = (-74.421387,4.4,-73.773193,4.957563)\n",
"\n",
"too_high = bdfc['lat'] > bogota_bbox[3]\n",
"too_low = bdfc['lat'] < bogota_bbox[1]\n",
"too_west = bdfc['lon'] < bogota_bbox[0]\n",
"too_east = bdfc['lon'] > bogota_bbox[2]\n",
"\n",
"print('{} out of bounds data points.'.format(len(bdfc[(too_high | too_low | too_west | too_east)])))\n",
"\n",
"# so we need to drop those from the cleaned data set as well\n",
"bdfc = bdfc[~(too_high | too_low | too_west | too_east)]"
]
},
{
"cell_type": "code",
"execution_count": 146,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7efeced9e6d8>"
]
},
"execution_count": 146,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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gYDrM3lJuMfU0U7fEDPvmQVtDCKrAbnQJ9Gf5+BCbW1cYvNWafDOhO92C/IlO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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efee1715c88>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# this subsetting should result in a more legible plot\n",
"bdfc.plot.scatter('lon', 'lat', s=0.3, figsize=(5,10))"
]
},
{
"cell_type": "code",
"execution_count": 276,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# set colors according to trip ids\n",
"import colorsys\n",
"\n",
"def get_N_HexCol(N):\n",
" HSV_tuples = [(x*1.0/N, 0.85, 0.85) for x in range(N)]\n",
" RGB_tuples = map(lambda x: colorsys.hsv_to_rgb(*x), HSV_tuples)\n",
" RGB_tuples = map(lambda rgb: list(map(lambda x: int(round(256 * x, 0)), rgb)), RGB_tuples)\n",
"\n",
" return list(RGB_tuples)\n",
"\n",
"trip_id_vals = list(set(bdfc['trip_id'].values))\n",
"bdf_colors = get_N_HexCol(N=len(trip_id_vals)) # N=388\n",
"\n",
"temp_pair = pd.DataFrame({'trip_id': trip_id_vals})\n",
"temp_pair['color_trip'] = bdf_colors\n",
"temp_pair['color_trip'] = temp_pair['color_trip'].apply(lambda x: '#%02x%02x%02x' % (x[0], x[1], x[2]))\n",
"\n",
"if 'color' in bdfc.columns.values:\n",
" bdfc = bdfc.drop('color', 1)\n",
"\n",
"with_colors = pd.merge(bdfc, temp_pair, how='left', on='trip_id')\n",
"\n",
"bdfc['color_trip'] = with_colors['color_trip'].values\n",
"\n",
"\n",
"# now do it again, but this time with user id\n",
"user_id_vals = list(set(bdfc['username'].values))\n",
"bdf_colors = get_N_HexCol(N=len(user_id_vals)) # N=388\n",
"\n",
"temp_pair = pd.DataFrame({'username': user_id_vals})\n",
"temp_pair['color_user'] = bdf_colors\n",
"temp_pair['color_user'] = temp_pair['color_user'].apply(lambda x: '#%02x%02x%02x' % (x[0], x[1], x[2]))\n",
"\n",
"with_colors = pd.merge(bdfc, temp_pair, how='left', on='username')\n",
"\n",
"bdfc['color_user'] = with_colors['color_user'].values"
]
},
{
"cell_type": "code",
"execution_count": 280,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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6D9nJbB4gmhLakcVOXTuklA1R/iFUoCqNxpgYRvLSG9AnhqKV2sns/Tbu/JoT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sx5A3tBIXGjAF+b53Fy9UaCMpS0LCuQN/gWaiRO5rkRnlqqeRDgPh1Qgm2zNw1h9fVG+PnMwz03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\nCOEhElCFEMJDJKAKIYSHSEAVQggP+X/6ct+XiTQGggAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efec80e1e10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = bdfc.plot.scatter('lon', 'lat', s=0.3, c=bdfc['color_trip'], figsize=(5,10))"
]
},
{
"cell_type": "code",
"execution_count": 277,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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N4KAkbyh33nMHHfu3gw8ugdhcaLsJsro22RA+VVCVJmNKiSVj0UQMKTHoJdXs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\nkUGcK7bHEcjtdZg8isr70aKRFU7UMZOzZRMiIF/05jb1DUO3fxMbnvi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bADjaQ16hP13c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\nDyHqAs8Lw+N9AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efecb293c88>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = bdfc.plot.scatter('lon', 'lat', s=0.3, c=bdfc['color_user'], figsize=(5,10))"
]
},
{
"cell_type": "code",
"execution_count": 299,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Looking at just one day, with 37786 results.\n"
]
},
{
"data": {
"text/plain": [
"[<matplotlib.text.Text at 0x7efecb2c6048>,\n",
" <matplotlib.text.Text at 0x7efecb2c1198>,\n",
" <matplotlib.text.Text at 0x7efecd5d5710>,\n",
" <matplotlib.text.Text at 0x7efecd5d9128>,\n",
" <matplotlib.text.Text at 0x7efecd5d9b00>,\n",
" <matplotlib.text.Text at 0x7efecd5e2160>,\n",
" <matplotlib.text.Text at 0x7efecd5e2b38>,\n",
" <matplotlib.text.Text at 0x7efecd5e8550>,\n",
" <matplotlib.text.Text at 0x7efecd5e8f28>,\n",
" <matplotlib.text.Text at 0x7efecd5f0940>]"
]
},
"execution_count": 299,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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o/ASUpiY8veBzBh0fRccsXxQ5juS++wM/fD2QvIS0O65rMP8GE386QBMvT97Y\nsgTrLkfo/UjN1kbNSC9hxQtPc/E7pxrVYyhrTqch6xRYRdkaO5RaJZKsIOiRUqlkyosfEra4FYHr\nmqH49E32Dr1zB1Y/9yK2z7Si58YFFHY9ABoTZnV/oUZt25oX8aPdcAYHHK1RPYbSJ/gI/sOP07lv\nxRtI1kciyQqCATTs6gMH++HodoiAsb53nB+8egEnm/hgalKOrlyFyqwMpbJyuypURGNmzk9P9ELZ\n6P6cvuX1qB95Qw/T+dE790Grz8QULkEwgMXPzuX0qycZuHwyrf9352pTGo1MyeHeWF7IJTvSCp+C\nRtCpZm1eW38c8w9akvJ4LnSsWV2GEP9dK9yu+eOyydnYodQq0ZMVBD0rziuluWI3A28mE76w/V3L\nXEqOpKPdetTddlB2tTFvz+hw13JVcfoW3Jx3nvSMO3vO94O4XpnkPZ6PSvlgLAzz/0SSFQQ905aX\nEm2jIMM0mPXLl6HT6e4o8/0rkWj3N6MgshXWPfYz7YOaj6NeGJ1KnpsTdrPuvx/rwnQNoW860vO7\nByvBgkiygqB3Ni72lBWEIZ1tgpybweoBP912XquVOXq2LUln2hLaPhVtoTVhze+cgVBVIy9qeGvx\nPpoWmNe4Ln07ErOB9A7HGD1RZexQap1IsoJgAM98/gkmDS9iFhxDmYfdbed2rNlD+MOrmTzdnxu/\nu2MdfozhfYbXuE0rtY40yRxJc/9N9m/s2YSbnc7wlnmSsUOpdSLJCoIBbH3xGQLLTNFkuPP48odv\nO7fSJoGjD1nSb5QbKfENSHzmK8JDfGrcZmZzV1a8paHI1bHGdembbvcK+q7LoceJmt9nXSOSrCDo\nWfLxRBraJeNxwoHBo+bcdi4lLw2vqCj67muPwkqJNtcBE++4Gk/fAiBHw7TXyykrU9e8Lj071liH\n1swaj5ybxg6l1okkKwh65t7eE3lbE855OHDw7R9uOzfk/Er2D8rjqckNWXB0C6b+cbiEXdFLuy6e\nMqc/TsPV7v5LsuevO+CqisV91P35yq8hiSQrCHqmUCrw+W0uybI7WSndWPPlzwDsSNlIc5tfsYpu\niF9QEyIOpqCUlczu1k8v7SaUBLFm4Rrist31Up8+xVkf5ZsxJqS5PlhzZEG8jCAIBmHnY4mnnZJj\noz7F8Yg7R5fFsr/rDmItNXzYMRwAuedmXB69RUrGM0DrGrfpq/TFOycNZ/n+e+NLGx+Eq3kGg/u3\nMnYotU40Pn1OAAAgAElEQVQkWUEwkNHfPIPisANOyoVwLIeBv3ti1q8N3cb8sbC3z66e+LjEcaVR\nol7a0ySbUFRsQnaMBI31UqVeHJjzPwZapfBRsAuSVLNFcOoiMVwgCAY0sstjxGv6cl7bnpjOObhe\nSuLg5q8BiGx2ipO5NnRqWu09+m5jpVJiZ5WNSr7z5Qdj0Wm02F07iWOamsUxHsYOxyhET1YQDEyX\npiI2LAbvyDASz1tTss+P32NnorO1wMwhh+75d3/1tqpcPQtoY5pMtnkyMEwvddaUwkRJ3OTeJFy8\nTEJUDn2MHZARiCQrCAakLSig2PkMjsVeNAIaDY1ji+oaNxN68MimNpwZuxbnFgF6acvNx5Wdr93g\nXKkJNX+1QX8sfPqwcHMvAp3uXPLxQSCGCwTBgJQ2NkROHsLG3g1Ql7iSe6QDPZNccD2j5meTYvrF\nF3HweIJ+2jJRMPLMIG6OGcjhw/fPlttmkVp6XL6Co9mDmW4ezLsWhFr0bvBQwj6250CJDSUTVyOd\nbsooyz2M9dtAppUzm7ad11tbk3sH4v79Yo75btNbnTUVtX07RckN6ZZcbOxQjEIkWUEwMC+VA+rg\nazg230jmqlHYZDmhuvYCSk8rTMoL+ezt/npry83NhKHnLhD822a91VlT5o860GH0appMuw8Xua0F\nYkxWEGrBlMcfYe6yI6jDzmGXa4O79y0698pCYV6CQqGHV2r/weJEAGt9fBmi11qrJy+3iF+wwtXW\ni55uD966BSB6soJgcDpZx3dfz6cs2o2gBF9a/NiNoSt/YluSM6uuBlBYlKvX9iIH5OFpnkh2VpZe\n660OM3MlTtESUoI7Abb30eTdWiSSrCAYUHppDu8v6Y57li0ujy1Ap75JJ8/eAHge6k3rA49wYss+\nvbbpeWMCB07+j5wk468ra25ujtLxHFf8cjFTPXgvIoBIsoJgMAXl+aycto9WCWlYeJTynNkvzF+8\n6K/zTk+YkDj3FSK0q/Xa7tDxXeiYW8aOiJovBF5TWnU+Xj6xdLU7i0LxYCZZMSYrCAaQUpbGI09s\nYvzJriS3fIspPw7C0dL2tjJ9+/fH9aHzpHmrYKz+2m7sas1TyRsp/8EFnnhafxVXgyQpyUtqgjLf\n1KhxGJPoyQqCHhRoShm+6HXmfrIQgElLF1Pmk8qSRtEMWdz3jgQLYGnhQFTOGBIDSth4qOZ7fP0/\nK3MTTEzbYVaon5ccakJhYoXS0YlO1nfe/4NCJFlBqKHyvAK+mP08VjfLuXa1iC8OLKD/0k445zmw\n8Zdg3N2dKrzWZEQkQSesKJihYlWXDcx/ax4XT1yrcUzxE8+xp9dRZFmucV01kVaUxcnGSeT3vXNb\n9AeFSLKCUAPF6aXs6r8E3YkWWCpK0XrfJPy7X+kdNIdPJwQQaN/kP69//L0nkGd1Aud0ikxMabbJ\nj5Sp20lMS69RXAeK7IiLaMCOXSdrVE9NpM2ezYnvD2E5tx+pR2JJTrxutFiMSSRZQaimqIgMpq/5\nmhxzM3pNDWP0bH8CLodwRdmCszYNadFxYKXq6TusH+MPDGLC1q4USjLphX3Y3SUOrVZ7WzmdTodW\no6lUnWaHFLgqIHrOxSrfl94olRw4eAznc8E4fpnKmYVvGy8WIxIPvgShGt6Z9jSxHtZ4HxhNize1\nBIW1YN6qSFSqVGLlBvQdHlzlOs2sbOh3dDQbm59BF36cHX120fGLkTg1a8yKwd9i2vYc2YmmWJY3\nwOySDxrHfCbunXTXukZ81J7UxT+j808HnqzZzVaT23vvcWvtTHIt4/DtOY7uw++/HRtqg0iyglAF\nsizz6J6XiRpmz7PfJdJ3QTDbPv6Mfc/f4mLva/hKQTRqcpOw/tV738rC0oKHj/izccZRrOLdWT9E\njbfTVygU3pSVnkeSilDpNCS8ugKdcyYw6a71BLZtjPa8L2oXW2a+8TJJpf5Yh16gReN2vND6iVpZ\nPLtco+Xy7olYdL/K8EkDDN7e/UokWUGopKxrGXw8chODzRNInmtG7w9epcislBKLixRYm9Ml0Y6O\nk7rQdcDkGrVj6eHNmHUvs+2zxViuTMYxT42VRk1adk8eX/oIuzatJe/9l1GHRMJDf18nyzJ5V3PY\n9OK3mHjfIm2AgisJQTx1PpYrTjkUrOtGWXw5z4R9yDMvjSTEt2ENvyP/zdREyZhwOwa1rdywSX0l\nkqwgVEJxThE7P/oKU28LztOHI30mkZFayKwxZ2k59irmnSx4ZfIKvbUnSRKDXpyB/D8tF35S06hb\nW7r6uSHLMvFfJKAoCqBFFz+2rotFiltE9OG+WCemgFsKHjd9yXaOwSJqKFfS3JD9z+GcL1PWECIz\nXHDxOcO2+OEk7H+U7hNmYa6w1Fvc/7R92iJMd/dgX+MM2u+0N0gbdYFIsoJwD1vWH2P39h0E5zvQ\nvLk9Iz94gjmfrCXvxHlaJY0hb+dC3lnf1SBtSwolLSf8/VH7xz5fopWd8Qiby84rbbgVuhzTwHJG\nrhhIugVozErRWhdghgWWnicYNuAIPiOW0C6wKQBTgGPRaSzNOYHrDg/W7v6YvPfaMs2/PyaSftPB\nTecSJNO9xLsGAI30WnddIpKsIPyHyynrOO25gOyRdljteZSQmc35csBTxNu6Et56I8mmGSxY9XWt\nxZPtlYYqIhyrgBVYZ9riUdqQZmntabDYk36twjGzNfur7MLVj5KeX8bm6OVMDfzkr+OdgqbQiSls\nnv8j1glwZWoeL/d+Ek3JSD5/ozcmSv2kBUfno6R9rMHtZhAwSC911kUiyQpCBY4sOYdm0VraTUkm\nsO90Rr0znB7TlzHLJJmm+SakWTal6+wXa3UH1sfnzOHwG5fosWg3fSz++8f3obDHMX3tdQqdzt01\nxw1eM47VU3+hYfE+tu/ogkvgHoZuO4JDTB7fPzsflYmqRrE6XigiKMsGO5VhhiPqCsnYb4ToS2ho\nqBwREWHsMIR6YvamuUTu9ybwuDtzV9mwZXMK5nnvc+LsIM7YNuDwyskolff3NHOdTseNoJko/SwJ\n2PNJheV+enUBF6IyiL3xCOO0MWgcCznRbz/JJv40M/em72P9aOPWoNLtTpnwKVqtIymharQ2WsZ5\n+jBxwGB93JJRSJJ0Rpblam8pLHqygvAv499fRHZxIHYhp3l33iRuHj3JmRM30TUOI6TVEV6Ydf8n\nWACFQsHeJ+LJc8pj9n+UG/fB88g6HduX7MFmgYzOyZw+Abn8MG80dqb5fJm1m8EXI8jvoWLgwO5Y\neg7FyrLiBV8yShqQm+KFuvsJchT2uFk+mKtv/T+RZAXhH37fuY0mlzVkNojktRFzOTL7Bc6Z2eHt\npEYV0ZoJq5dgZ1+zj9G1yUuroNEh53u+jyApFAyc0RftUzryYxI5/nsKribmOBeb8fSqAqKYTGJi\nCdPjf+fhpOt4uiazuWQM3V8po7tHe+wtrf8aNrGyPolTgCPN069QaqKkrFnPWrjT+5dIsoLwJ51G\nJv/bC3TziSZk5kcseWkRbXQ3cHCww965NQHDJ2BrV7d+ZLxWhmClKUSdW4jK3vqe5ZUqBQ7BvgwI\nfpEBT4GmSEv+gUGkzs8h3j6D5OgmNCndypdDivHfkIAmey4bps8lNzUHB/c8LjfIpn1nd56f/AIL\n5k1CVSbRybx9Ldzp/ev+/8wjCLXkzUtr+ORNE3KbDWP/0LUoVRpWuAXhZdmOca/9j/Be1rX6kEsf\n7Fo2BFIoORxdretNrJQ4Dgpi8L6OvPnbSPauHYnns88w/Np43Ps7kpUXTF6BDUEul3C/0Z3MsJtI\nm9Us7rKK3WahrFH0wTLET783VcfUrV/LgmAg5QWlNJ10DV0rifAl/Tn03XJ6xCZgZtqQR7Y8b+zw\nqs1l9gA2P9qOlnvKaaGHZ0+WlgosH+6I98P/f6Qv9Ibygh6sa78fC9N0fNNN+br7JYaubEeucy7P\nWj5Fs4D+PPfICBSKv/t1EQVHWZz4CZ8FrsBRVX9fVhA9WeGB9+6oj1j0/P9YNtqazjZN+aLrCa60\niWddQy+mrnvO2OHViE0LN0rCLhLrkmrQdkxtLHnsyiC+Gn+YWEdTLFJdSS5rwuWBu7GLaIBq8RVe\nGfkOk+et4NSNyxSXqbmwIIKgCaHsSz9zR32lOjU/Z29ga8oaigvKDBq7oYkpXMIDLT7iHHljP+Xp\nkGEEuJ0jZJeE2rUNWbkB2AREM2/7SGOHWGPnWy7BRF1MSNSLtdZmdmkKn059j0xbExrH2XM5JJWG\nkQE0j+mPxvQmUUFpOBaZYp5/jAOhjQhsb8VFfzNUUg4tDjSmi/c3LEptzZD1HYh3iyelnR/vv9kL\naxOzezeuZzWdwiV6ssID7czWPG51TMXP/jqJUy+R1cwPv957CBu9lNnrhhs7PL2InBrH7n55tdrm\niiNb0SlLUOnUvLhlLu1jG1NglwNo0JhoUDfJoEvRUTS2JnTa2Y+cn1S02beL3s+HkrPrFjnv96Bl\nXixmGksS254geYsZe5ueZf7Ygxw/tABdWd3p3YoxWeGBpSkrJUq5hhb28YyPOUDGfhdSo7K4KLVH\nZZnIKEulsUPUC1Xko9hFlaEp1WFiXjv9qqKEco6XdqdJk0QApq/531/nNiw8j9cNP/Y7q9DaxyDf\nKsCkzApVthOmWjVuNlpyfN1pZfMsrm+Y4mZmQ8tDRVjkmtMibTPaBan8UhzAjd438Q+2YVDPR3A0\nd6iV+6oOkWSFB1bcjnPY3HQl4VFTLB8JI26NBU66ofjI5cz4ZaKxw9ObNgOzyWyyE1nRAPCslTY9\nNubS81YbHuricse5Yc9OAqDh8ddAZcGNHzoBnYDH/izR+7byoSyGIX++wbY8AnWJI0kH8kjw3E2T\nRY/z0Wf7aDLOlMfGDMTc4v77xSiSrPDAOhTxKyeHpeBd1IEQz2Z00n1D/IRoJr6xzNih6ZX6ggvm\n611QzKx4Q0e9tqfW8c1EC4JLNjKo6zMVlhv8Yy7FWEMlRzsVCgWNJv8x0yPo6TLKXi3gukIm9pYH\nXu/H8OXX39Jmfjd6hjfVx23ojRiTFR5IK86e5/OcVuQUqTljnoHfL6ZYtbUlvPVwTEzqV9/DOeci\n5sX5yKXltdKehnJmHtqG1ryEFp5udy0jyzLWnS7j1voksqyrchsKhRkTPnqaVzcNo5VnNqU9LpI3\najNf7jhS0/D1zuBJVpIkpSRJZyVJ2nqXc/MlSTr359c1SZJy/3FuoiRJ1//8qj+f3YT7grvWiXaa\nWzi6WOAX34CrmxtwbcVLBD18721j8tIyGLFyNJ9unl8LkdZckcqelNA4iktq50WKrPQskm+0Z+Cq\nVJSKu//CKijLp3xeb1IWDUWSqp+GlCYqXjsyBK2LO9l2Nnwy9v7berw2erLPAVfudkKW5VmyLLeS\nZbkV8CWwHkCSJEfgLSAMaA+8JUnS/TuyLdQ5vdp6YHvNBct1drT8qT1RjU5QYnHXf6Z3+HThWAJi\n0smNOWfgKPXjnMVpkq9OZ9VTa2ulvUPxa7hsbkeMtxWSdPcxUhuVDT3dL9PLVj89z+uXnSjc3wUb\n1wK91KdPBk2ykiR5AwOB7ypRfAzwy59/7gvskWU5W5blHGAP0M8wUQoPot92xGIZcgPJyQbNEyfp\nnCLjXJyI+h5bbmdnpWJXaEZwjMRr07+qpWhrRqnypbj9AbQNr9ZKexmmUZg10xBnWfEeYiU6DVtn\nuLJ2UAe9tNnyYkPCToXg7tRdL/Xpk6F7sguAl4H/HHSRJMkPaADs//OQF5DwjyKJfx7793VTJUmK\nkCQpIiMjQz8RC/Xesd3RXPlkCYlxXrw5ZxpjRk0hNrsrkSmjGT1rITptxf9cv/lgIrJcSm5bXywt\n6sZi1I+8OYVilzzMYmpnDYFzv5oTubY/+XtbVVgmLuYCl7eGo0yp+csFmTcyUbvFobK+UeO6DMFg\nSVaSpEFAuizLd74zd6fRwDpZlrVVaUOW5W9lWQ6VZTnUxeXOqSKCcDcxkZfRlFvgYJaKt5kfHrbN\n6bm5lPPdDuJy4CHWDvyY0pI7HxKV6zREhDqT6SIz68XlRoi8eiRJwnfPcGyjHMlLKjJ4e64W9rzm\nOY/2Hr9WWOZMRDFZya2IvhJWo7bOrjvP8bHLyQjbSrqtVY3qMhRD9mTDgSGSJN0CVgM9JEn6qYKy\no/l7qAAgCfD5x/97/3lMEGokJT2HSG0U8jfbeHT5pL+Otwlpw9JFvQj32k+qRzJvTlxNTnbubdcu\nmDWM0FP5tOk8qpajrrmQSfnMXlxM65vf8+OtCwZtS3HDitPBXYjzvOPD518G92lPWJ6ONjax1W4n\n9Woslz69QYprGaHH29L30/vvoRcYMMnKsvyqLMvesiz780cS3S/L8rh/l5MkKQhwAI7/4/AuoI8k\nSQ5/PvDq8+cxQU/iUi4TtX9bheczLuTyfdcl7HnxcC1GZXjHd18iZvUg0lbMo4tN8G3nvKwaMvjX\nmcSVtKNxTCDfjDhJesYfiTYp7RbnPTWYFRXwSJe6N9ml8dRuYFEA1qkcyMo0aFtFNqbEn+pNkw4V\nj8lmazQ0bzAXbfPz1W5n78wfsHA+jmmWFy23jqVd+ybVrsuQan2erCRJb0uS9M95MqOB1fI/VqqR\nZTkbeAc4/efX238ee6BNXfkhgz99lsWf/oKuGnML/2nD84fZvyiVhHUH7zh3+Uw8Gx47hyKpEz9v\ny2DpYytr1BbAG++9xYSX3+Xdl0dgzEWJ1qr3YvK/Q8x8p/Fdz9vbmTLsf4Hk+MajveXH5+9/Q3FO\nHt9/+hySix0pPg6oTCreeuV+Zaq0gIwAuNyWg9k6ynWG+zuw8d7J4DbPM2hQxc+qc5IjWTWjOeHJ\nadVq4+RP58nMb0tCjAOnH86ksbN3dcM1uFpJsrIsH5RledCff54jy/Lmf5ybK8vyHVsQybL8vSzL\ngX9+1Z0BMANyPHcVt5ADNFn/M5+M68uAeTPYd34XmvLSqlemMAFJxfVv9tx2OONSAp/s/5gr4ZGk\nOifxmCYDN49VbHptWI1itzgVQ+OsoxRYKdgydxI6Xc1+SVRXSFYGARk3aGkRXGGZLu078tKGUVgP\n3Uv7IyGsHfUqpRkBdD5UyivTltZitPplVmwKPq6QVYrKQFNmy7TlXA0JZulof1z+Y6KGrpErhY47\n+L2zb7XaubDsNLaaMiQvDxa//FI1o60d4o2vOmTO6x/jcPhhCkudONrRm+kh2zm97nvOPdSfzTMe\nIb+g8sn2+V+mMCCsKVkdG/Db5deQZZkjL25h1zvvYXXLBUkq5blfe9LwyzagyOBYuhc/fbyq2rHv\nLn2CnPbutEt2p8TtFM9+9QHJ+fnVrq86YjNTadJ8N7aN7z0OKEkS0z99ikjvq6TFj8Xn9+mcbGiJ\ns7NzLURqGL7W/pAeA85RJGaX8e2BHMrU+v1l9+vSt+i/x4rx6+zQFVfcW3a4lsBnn9rwSIm6ym3E\n7LyCY5oTDsQy/udeNQm3VogkW4dYOrvwyfvvMjRyJS3y8zhQ0AzLQgWEqJndciRjl35Bak7l50IG\nvByK+wBHMj5uwp6wBeRFRJOZ05rONrZ8/vVrWPiZ07BfO7q+u5fepwPI/RGWdlxXrdj7TY3myZRD\nNOlwkevu05CvmzB+7WcUJdfe5PEbJ+L5MHY47tmVe3BlqlDx8spnueWZywVk3E84o9X+9zza+9nm\n/g2QbPMh24Jua47w8/Fc0vKrNKHnniwaunK6x3V+b5uDbYBPheVevXCMD0Z0xaJh1X9pbdi3ntSg\nMsrUXji5V9zG/UIk2Toq3s4T3zXhXAywI/C9VXRKPUasn45Hl6+p0kfx8HbDaHAlH02xORa6FAYO\nC2DMh7NuK2Nv5oi5my9tNZdQ6yzYtntNleN9dfgzENCCGbumUfaLlk7jvBm/P525bx3n6LXKzPKr\nubW6vbywoCmNYis/1WfqkpmYeZ2ndNgqWlic4v3lzxh1TLkmzCxVOB4JAU0T8Etj54u++Drpd+fd\nctkZq43N8I1wrLCMLMtcLA8mudSLguz+VapfXaTGd2cTEu2y6XF8QE3DrRUiydZRjWI0JHfLwiXe\nFHsXXxa99D7ytpbgkcagNZMqnQgUSolGMx7G2t2cbvs/ptH03nct13n3CBLsfLEPXsnWfaf4bf3O\nKsfceNx6OpNGjI8T1xe74TrjBfItSlh26Ct0pdUYV66qZqc48O1yGr0WXulLGp4P4+IjR2nRz4PL\ng1uzPyCFX199Es093gy7X+2e3gCVsxk4hvDjjTh2FMRSrtNfbzZi9wnajF+Li3tyhWViU3Ioi3JH\nudefkcPv/gCyIu+/+QK/T1hBp3gdrpZ2NQ23VogkW0fZZjvT5HIiOfzxbri5uTW/zmlDeOpFhmy+\nxbjl0ypdV8AEX7rufRzlPVafGnFoCgFXu5PsUobD+2eI/qBq750rFAreWTWDxsktaRj8AVt//xQ3\n18OMOpLCvk13rB+kd8Gmrph5FONtXrmPqCs3b6RZjCvD58zh+d7TeHviYh79zYSkwlwe2fhwnezR\nOngG0LygFG6a81H8TWYkp7AkR3/zZm80tmTv+ifZom5TYZnl68+iirDh/b4Ot22sWBkByaWEJKuw\n/+X+H4v9fyLJ1lFJtmac8WtNmfLvj2Uh/u4MbTuDVfIbtCsuZ/PXT+u1TYWZCU5fdqBlkhPJph5E\nr7nIoV+PVa0OhYK3VrWgaZPHySt3YF/nErYE+vHKFkd251U8b7eyyqLiKIuKu+u560mNSMYPRQWL\nlvzbxg2ZeLr8Qn74hj9ilxSMfudrtg0oI9sZ3lr2VI3jNYbZvg3A5Siy+gyep68x1aGZ3uqOs3Lg\niK83dll3P5+Wl8Plkq2067eVoY80r1Ld6jINVhGDcDnUhSZmdecNT5Fk66Cc/FTMLRPwLL7Csg/e\nuO1ch64jmTLemoaxSZw+5Mm7G2o+x/WfGoW2oYNJa1xz7bErM0Elm1e5DoVCQduHx/Hzmx/w2MEA\nEvtHYDNwJVuvvUniuUM1ii9r0SayFm6843h2vparHw+j547PKldPViYFynLmZD7Ni4ve/+u4o6Mr\nO/uup+MpS1RROYxc+WiN4jWGDE0GWAeDhQ0q/zwsFfobl5UcrmE3aAXhj929p7nio4W0+r4lGvOc\nKtedtDuCTBNP4rydcLWrnQXI9UEk2TrodFIBtgklOCeUIkl3TnicMLATOdaDWTM0hA1Kc954b7fe\n2j7843kub5XY6FEIJpZ0GlXxx8LKePqt/9HZbBSt9gUTlRLOq/s+Y/n2yi05eDfun0zF/bM7e5hn\n4tJJts+l1dDKLVz91XvP0dS0gBZh+1Ca3P5jolKqmDNzOXv6ldP+pIKV46ZUO15j6BHWEQriwfMS\nU3611mvdpns6krd2DJNa37137HXBjYYmamYOnl7lun/4NYWDWhMs/QNrGmatEkm2Djq4632iW5qR\n6F9xmQnzZtLRy4QZGzPwPxfL9wdX17hdrVrH8fPrSRu7gzbJNjx0cWyN65QkiRebv0DuGBnrn0eR\nFf8UX2w+yepz1RsnVFiZo7C6s3cdFXMA/wgdxw4m3OWqOyVZSfglxzC4z93fh7exsOarsE9QqWWa\nXI5hS/8+1YrXGE5nF0GZG2RPYM/DP5Or0c9rtprcXDodbsSgU5bYm9/5d7BvWzqfpIcT7+pAeEij\nKtffIEpJG1UGzYIv6iPcWiOSbB1UYpZPe8fjmAZWMPD1p5WdB2PpbMcvJv4cXW7JW/NrNlVq95C1\neO92wz42kClXavYG2L99/9DL+Dc1YdIjL/Gy91Lei1/Gtp1VnypWkf2xMbQasJ3eHe693F9aVi7u\nuS2IGZxOn8EVTxMKsWtMt8ef4kgnJZGt7r8N/CqyYM8tOO/J/+zycPWJJyp/U7XqkWWZjJy/Z1l8\ntOYYYYr5eJpsvmv5Xw9tYsqY+QwcXfUlF0sLcjkfHoWJewEtJ9T8l3ttEkm2DnLBjwypBeVJ3rz6\n7Wv/WXbUx+Np1tgCn4FfEL89iifmzav2U3FtZh7xzRIIMdX/knJKhZL5c8LwS26GeYcUBrntYM/e\nNexN0s+mhlrfPA431hHsc++ZBUteWEu7bYNov+Xle5YNcglg0M4iuh8q1EeYBnHii3fYP2Ekh96d\nwffbjhBpfwLTXnuZGtwb+5JQohPTq1Xv3tNFDHklnrTsPxJtbsp6bk5TUtCz+I6y07c+g41rBAeU\nJjSbXPXVsq5eTyU/8DqHBlzGzsqmWvEai0iyddBr0z/nQKonZ3zMCTbres/yX8zrStTa8biHxtIh\nOp4O7yyqVrsdNgzERldGhPYGJWUl1arjv0iSRPvRa8j0bMaBb99AY+HJF5cOsOTnqs1g+LdynZY+\nu+wYvdAPE+1/9zjLyrTklpThoNhDn5fv3ePa/NkIUhsU0Pqtd2sUoyHkZarZN20neZsKeWlcKE86\ntue9FDNQdEJ7oR0Hwj+g4QtNMZ1bvTnKHZtbMucJF1wd/vieljqYcs4mj3z5zoW4i9OsuWGrw02r\nq/K0LYCitUW0W/gci3z1s5NCbRJJto7a9erHLOv1DhMmVm5Xnl9WT8A/M4HNZycTcNyVpe9WffqR\ns7cX+df9GbLXid87f1/l6ytDkiSeDN5EoFs6UW4qipK9+S46no8Xf1TtOj9P3M0ubzcaWO2Ce0y8\nnz1nKTtTmvLKw2q8Ov33yk6Fe4/ifUnJle6m2PbtVu349E2nk9nwzlFaH1vAk+MKmf6SLTklLdBY\naJFzrSFWZvTp01hlW2CZ4kWGXzaj3x7Jm79+TVJ65XcYsbZQ0L+DzV8PX109gnA71p5He06+o2zH\njGvM8jlEkCqkWvd0U7kGhc85pPb6fVBXG0SSraOUSiWeARW/unhnecX/sXfW4VEdXwN+7+4mG3dX\nSCACJAGCS3B3KFpapNDSlgItVigttLQ4pcWlhRZ3Ky7B3TUQN+LuyWb3fn/QD35pAkkgguz7PDyQ\nO5I00LwAACAASURBVHNmzpDk7NwzZ87h09WrMWsuclPblN9U9qz9pPQ7xGGLuxBMW9IT3UotW1IE\nQWD9z9+Qp6WJqTIaufVt/JSPOX+k9D7lqAdJHDx+lMiEapzpvBCpgcEL+z4MOkC+6S06OYRwcs43\nLx1XpVIxLv53Nvfz4NMxrxd2Vpb4zvuN3b1bcTR2PyRbgDITRAMGWWdwsE9d2rS6y/XhVZn5x5c0\nvD+OpFZxKEJNiKiWR2DiZfpOvc6+nScZM2xPqd1Kvop0rqZ0Jsm48KWWhGx7goMc6dSudNdo/5/9\n3Y9xfO4qbKo0fiX5yuTdKjCv5qUIgsBfa5ry6fp13DcP53LYOSJO3GN625Lvaq2aOmOmfZMYq1C2\nO8WicDThw1NlX+NSIpFw7pM5tFwxidHyY8QfHMWCnYnENbpIb6MmxcpHB55nxNmdmKztQO3E2lj1\nCWDKt61e2F+hzOHYjAi8LeNpP88FDY2X7z92nVmBzyEN/GvmvtRwVyQqUcVGu31c69CXzLzWoHcT\nYgwI6vfxs93mGm+vZ/01NCV8vHQKSqXI4w2jCcxyIy83jBCDTTzI+Jr+l36i7vlbhEk7smDUIHR1\nX7xOZXIytXYL3LNKoJt970Lt035c/MrrSk/JQzJkFRKjJwVT+78lqHey7yGrPx5Gvxt1OGej4Fzq\nESYunF4qebcDTbAUI8jsuxbbiJKFRL0KgiBwatRcHv32K9J8Hbw6rmbb7Zn4ziw+hOf4xiUYiSnk\nDbxOYl1tvvt51Et9gXO9j3On+VUiFD7Y2DR/6diiUoXjnGsojBMY0Kn08Z7lxd5RCzmfOo5MawXY\nX8fePZHAfl2KjKX+X6RSgUWDv2ds+5oIphroSHJp8ekSPK9FUDMmnaOOkQxo/Q+rFsxCkVF0RMvp\nhOOIQlW8A4uO3X4dciOzaZGviYObf5mOW1God7LvKeOmfY7f0Z8wN4wk2DGFzku/4dDoX4uVy1Mo\nuDh2I85akWQH2tP4ZvmWYgm9eYloj+sYaMdifdqL/B01OJaVhqztTXwaF74IsevxUXwD/yTVRYU0\nTQfZgyzGjX15DOu8rZt5Ihpj9vtgRu0s/qpnQPwjUMhoVbU/Tl4lTzZTnmwbfYYpbbVBYofc2JHz\nTaqgJ9VFIpRsH2Ugs6K3hxW9f4PMdB/kcgskbfTp+vtsqhzRxqHhWQITZJwY/zXhLbVIbtOcunJX\nfLSskclMcLb0JEP6hHTjsk2dCJBw+jHa0lxqZt8q87ErArWRfY9Z0W4an1w6i6nClCpeIdT/bgXX\nfnnxziwvL5tffh3Hva/vMmRORzpv+RoNzfItxbJiw998HKxLhrMWAbYNcLBbwdX4gYQG7eK65gS+\n8W4AQGBQOL9unExoszyqRclwschHQ+8OobKOeNUzeuH4F8+fpsX865hk9KHFAQ/M3V/+6p+nymdk\n4GI0/jDmhNPwMl3rqxJx/zJTWgdBzXNw2pbhJs0w1XjxmotDV//5RYFDX39HqjKJ5Igsgs7ewCz6\nCOet8ziZdoaj4lE0sgKJ1tFEmqLkXvwStHTKPpRNJdNCahFO6NCyd0tVBGoj+x4jkUhY2+Q4U8/0\np9mOaGqZH2PG8AvMWFu4qHBiYiwTj3+G8xMnXO/UpNvh718pFKc0+D+4jcZjDw62u8qsGX/RWSrl\nx4nZ1I1LxGxtTRZUiUJrZCgXzi4nNlkPvWqZpD104b5FKke7LSEw0xdXvQ5IXvD6euv6DR7/8JjG\nGpFUb7CO6u5/FKvTgq+G0krMw/WL4kPnKoKk8ChaxN8HmT6kDIeqMLFV2SZPMZSaYFjFhCpV7IAe\neAET85OJyI5DN+8KNhJdZoQ8wEdyBMNmpsDz/5s+3y1Bladkz/xxrzz/kc1+aGtHY+P9dsXH/j9q\nn+x7jiAI/Nh8MzILR85VzSGkeh2W/9K9QJ8zc26yo/VtdCIskVTLYuaYZeVuYAHOff0EB1Gbpubd\nkEqfxmJOn98TR6tQchMMaeufw2/7gqlm54eWTjYeMcYMMrzK/K6D0ZBo4a7f+aUZtzZ9GYZLaBq3\nZG1psaV4A5ueFoexjRzjMBMG1BxYZut8VVJCA2l60BdyDcHmHASEUC22Yoo8GsmM8dB3xcn0Y1yN\n+7C53fdcGdSCtI7PLxoEhuQQ+aAGLsGWrzxPbGguupF1CA5qxzDToWWgecWjNrJq0JTKaD11E9yr\nSdew62SFOhMS9TRJS0RAJHevPUBXSKHRsfZMGbsSmaRwsHlZc3HjOfSz/TCMN6b7mH4F2jqv/pEA\nRRVs4uz58agf94zSSXcQ+PzrRWg26oKtplOx469pupiGCgW3zSR02FUyg+n7y0ZuXGyCTseqZX64\nU1pys9OYvO8Pco10IUDgk/xP8NaqyWCvVytM+LoIgsDBId7M9qzz7Nl54SaZ43ej92EOyVmvdqvs\n0Npr6AmZmBoGIZG8PVeX/xe1u0ANADINGSsWLODDr7/H3diEJfP38vMEM/w+P4h1jDfR1g8Zfaxf\n8QOVEX7Lz6JrriTPpnDNMolEwiS/nmxsvJrUNBkfjB3OgQ65jH7gy8pZg7HQsH3p2CGRIWhIDMnO\nsUTLNAMTy+JfQxUp8dS4fQknjyp4fDX/lddVFijTcxg0+Qq3fIZCTh4zupnxcRWbStUJwFhaMCmM\no5mcapNbc7V2KIuPbseo/k4CdBrwW/9ZyKQlMz0pCVuJGRNObnjZ5kauSNQ7WTUF6N6hA9YReijj\n7Jk85CIGkmOkOl9B4RyA36wdFaLDmTM3kaaIJGdkMWj9+Bf263P8I+S5JoQ3zKTlLTmZu6pzfOhc\n8jNfnFVKKSo50eE4VcUz6Jht4ZNzhW8n/ZecrGR2n+pGzmcx1Jwzq9j+5UlWYBSuOy5xq649PFJy\ndYDrG2Fgi6KVnjcjBznjIGiT2P0S58O6ovS14KuPV6ESi49CUKQp0T86GucN3/Dr/A4VoHH5oDay\nagrQv2MzbjX1x+iSMdYhOSh7DWL4ni9oKIg8qT6XxwFll5v2RVyedwWjnBZoy5ugIX+xa0JbT5th\ngX0xjtUgotk1OnueJ0fM5Mq2FyfBWTj9BPJsRx4mNaXl2pLtSKevHc5auQOK6oORyMq28GBpOHw0\nme4n1qIS5aAn8HlPXcy0yt918zp06VGbZd9+wcy2iyHNDYluJlm1HtJ2wHZikp+8VPbKsWhOy7Ix\ndQhHIqlc98zroDayagoxt8907EikiuiB7zJLBImAztR67HNLIXzTHnJzc8tt7i1/nGVrQg2Oejxm\nyD/dSiTz2YkROJytT66QRWy+IxuX9eCf64Xz0R5/dAyDjQqy0aZu/+aYVSv+ptbuNfvI/MeTnqs1\nqOtReeVmlEolc+/tI9jSBeQCBpkJfO1e9tnQygtDuSk7fu/Kst+nE5tZhRnCemKHdEWpfPGONmzD\nOkSdYHrv+qgCNS171EZWTSF09fVo9lc9Hnjf4p59MgtW/0Ud+56MDZ1Ffr4e8/+cUC7zTpk7geRl\nMZi43qHtEEsEacl3L52Wt0JiFkCtxCyut/Jn+oNDBdqzUjIJWLQXEQ00HOJoOL34Kql5eTnsuH6b\nDBORrlN/LPV6yoq85Diab1xHuJUeaBsj18/gWNMIIi70QqUsvw+88mLXj18Q4p6C6KxDnlh0pYr8\nxHjqJtyjjeYtFMqSl7h/E1EbWTVF4u5TA90REoY8TsZ8iRFnboZSvXt//PVzabC5BruPfV2m863Y\ntJr4S04E2gfQxjSCPr1Ltov9f+zq2mMdaU2K93lG5+zHLj2dgBuPuH7qHjFJEZxtvImkuzVRNT/G\n8NMflGjMDfOX0erKfby8HbFvUDklTzY/DsDt5kFiHBRgLcdTNwO/Hu0wdeqARa2fkEjfbHdBUdw4\nv5TMGuYEu+uiLdMusk+6/3WEqncw7uWIpuztjCr4f9TRBWpeyNQOA/nVcR1izWucOHUMt+rT+WzU\nAv6RjCVMdpOc1HS0DF8/QPzq2av4HxMwTc0j4vOr6EnrIIpiqcOkBh6czkQfV8RsBxqfD2P3zc34\nuqroPkuKZ24tfDKDqf9ryfI0hATlsnFdO6o3zGHlN8NeZVmvTWp+BtMu+4NdOqQZgPYjNjcdDYBU\n0xhdi9aVotfrsuHXHLTj6tNx44uTd38XcoQM9850sO1TgZqVD+qdrJqXMvbEx8Tnyem0qTZrh+9g\n+bJTuFoNouq8r7g/59UzK/0/B7fuYP+q25gHOZChb0aGdQxxa2oxos+fpU61J5FIMLeSYKrQJtVS\nH5nTDfR1czEN8eSSjsiVQU5omxbvh1WpVCy91RO37rto2aNDhVy8KIp9g36A6vcgQwD9cILbT0RH\nUvTO720hOyMb+2rZxFpWxcm56NI+hwbOo+1SASt/J3oOevvyx/4XtZFV81KkUim/rPiO0GrptLyj\notne/WQKiVhbRqP1UCAjJOCVx17z1Sxy5mdgfbc2olkMv24dgFdCTR4apqEXUJf9f6wu9Zjf7hyA\nxD4M+1hL4sM64hop47BPNJdsTRg5qnAKvqL46+JykrNMkDc6z6B+9UqtQ1mwqtt0ZoxrATGNMFV4\nE9z6h0rRo6zp8c8EzjRI46fpFkW25+Xlcl8IJFDLFv0YObrSirnBVp6ojayaYpFKpUzaOo77Zprc\nkPRn7uF4xI7VuWCgy8KVq0lOL12105u3/Phy0DLuihrkKIyx1blGv+AoTh08hOWSobTvfAV3hZTk\nOfV55Du71Pp2HFEHY/0HdLidQfPd3WguTaHuj7+hrV28+0GZr8D23kU+/kfCz933lnrusiA04SYb\nP24G52zRVqRyoF2DStGjrMlIT6NpYCr2+XdxrVN0ZrQdTZeQfrc9mrI4vjv8dpVafxFqI6umRMgk\nUkZeHIWfUzANQqL4+Tdt4jXSyYo0ZXGvoquTFsWKwRtY/XE2j739uWueQFD9e9T5phe3s5qRF3EE\n7yWJTBuyCrNq4ZwV9Ti+2I57i1aVStc6vaoSkmRKNOlgdpIlBrUYVnsOcnnxP+47YzbyYwsB7a+8\n0dOqnIQkH5zdxRPX48h1payr3w5Lw3fj6GT+2lE8aRhG9QjnIttvbt2HzCuMJp6+9Pj1i0pz05Q1\n78Z3T02FsXjzUEa3X0lmUFUeZMbx8TUDRCzIiMlFz+rlJ93rhq/kXogCC1FEebopP67yxsbGGaVC\nSfZ1X4w6dsPS/enNnq5bO3Or11GSq0YSezAJj1IEMxw+FEHj7ASumFmSoa1gUFsL7LRqFSsXH/eE\ni6e2MDRVSv0vx5R8wjLk2r0wkrCChBgujnDBWEunUvQoD7LPW6P5Rzt67C26ztfB1ZlI0ttja/eA\nTrWqVrB25ce78VGhpkIZO6UWX/QdT/P2W0k3NmIXcn5vfeGlMr67DyNEG1CjRij2Hbey5p9+2Ng8\n3dFINaS4zR+MVY1OCP8mmdbSkzJioyseJ1shhvTiTMeS313fc2IPgYI7irjaxHjEMrlT8eVqAAYE\nTuJi/VyyDBuXONl1WbN772EIrg1pnhhrvT2XDYpj5Z4N1L2tBTWSqeVc2P0Rcj0AO81ANC3vMXTP\nt5WgYfmhNrJqSk31Vs04b23P3lVDudtwJzU9TmMnMSDk2NUi+x/cc4mAyZa45NzBwlKLkQtKdp21\nqqUzdSY6c0Q04WR6MwLPHS+RnKFxGneG7iY5Nw1b2/4lXpd2UlWSxn1Hn5aTSixTllzwfcQ2ezeo\nG0QV7aLLvLytPH4SwJ0OT3DViyqyfcvaHYQ0CiK75LVB3xrURlbNK/HpkAn0yt6D7l0VBtZwPMuA\n77+Qo8wveE3y/KWjSBed55Eyi1MRH9B35s+lmqfKR+YYNswiSuHI0t0XScoo+pf0f+nTZhhuB33Q\nHiBl+NgXx2L+lxX1pqK/YBYzVa+eYPp1iA/YBG65YKCNb4e3N+vUf8nIyEBe7S6R1Uxp+1tbwrKu\nFOqTF2NC9OGeKK1KF7b3NqA2smpeCU8jJ7J6NUEjpj9RfobItFJpJApsbLvvWZ9Viz8k5cp2ImPq\n4ooJkYKUGRMnl3quLxZWxVz/Ai3upbFv7txi+zdqYsuYy92ZPatzqS402Fvp0Mm0Md2MXq1s9euQ\np8jkhkYk5ERST8O0wucvT3ac/4Z2Kj+cLSO4n76XhxkHC/VJzjFGt8Z9vhxbPle2KxO1kVXzyoz/\naTQWWo8wTnDB40cBDcvDZIW7cvX0fWb8Ppq0bH2e/O2DWb4ULfJxGvY7+X138es/pUv4YWZjzI/b\nPmRF2BBW3m/C1XXh5bQimG09m13/nOTPP38ptzmK4sDEBRyR90IjOZctnm/nTa4XobwcypkoOeO6\n/c4H1ivoaF4wD8SycScIy9VB544nGvK3+wptUaiNrJrXwv3ntkT02sPplL1omWri3HEYp86Np6Ey\nlaj7ztxPbcQeTMh1uUNtn040WCqiey6YczdvlGoeTTNben0mYaDHZqI2/lOifKSvik22BjbahuU2\n/n9JzslidS07Eh9VRXGxDdJKOnQrDx7n+LO3VxxaghVGetYIglDg7SLtTgReD9fj0GsdJtUTMTZ7\n9wKe3p3vpppKoX5PJ67UkBHm502S42MOxw8g+eBkTm8cQLqhBFPzWDxr3+GzIx/RrtkA/D2cST08\nk3Of3yI/P7tUc30+oRau1z5EGtKGsyP8ymlF0DirOTuXyZj74Ypym+N/ufbdUvxt3KDzGf746tWr\nzL6JLLq3ngipDq49Cif8iQ3MZXjvDM4F9cD9cgPGbx1a8QpWAGojq+a1Wdp0JINq7ydIT46GmYBG\n40PIsm2ofrgzphZXGL/7uXtgwsRjSKTBbBHr0XXitlLnJ2i/5wOSpZmk3LvI6aVFRzP8P6IoEp/9\nELGUu1635l5odt1AUIdDxXcuA27nmMEdPbRvuNPa4dWLDr5p5OXnc/daHt4P+tHH7KtC7Yf7htNT\nlOJvb0y3+V2fhe+9a7ybq1JToWycvBflOXM0HFMxu+qFT4geErcr5LhfZNTugif1giDw2ekBSPv7\no935It9v+aZUc0m1JNQaE8990YUzG7JfmvT5csI6RuyYzYIjXUplzKvXrYrXB+15bC9wKsG3VPqV\nlrOrjnKsjiXUktLN6Fy5zlXRDF02A2ebeMyiCufuzYxXkJOqJMEyiZW+PthZF39Z5G1FbWTVvDYa\nvW+wuas5yWI2EgnsaRuEneNjvlnRAw2NwuVa9I30mNXFjE775ShiMxk3rnupjGCd0R245hDN+TlT\n2T6v6NwGoihyassx0rRt2RLryIaw0oWOVdOvj9c6d87/sKVUcqXl5JUMgi1CkViv5JcP340kMP+P\nd2gQYnoO3draF2q7veA0enr+6LaQIpe8e37Y/0VtZNW8Ng1bTkW1xYlLGvbYmJ/BbX8bbOKroWP4\n4rR8nd1aE2EkxTM6gur1Ilm0YWaJ5xMEgZGjbOm8xw7thG2E+M0p1Gf6P58Soi9n7ENdPvC+R0D6\nbuLzXl5T6n9pa9WZRrHRPH7UlKBHISWWKw3B+++zoZ0N3KlL+9gR79SBlyiKtPeOZ7C2Gc09PAq1\na/qtorrt33QcXL0StKtY3p3vqppKo5uFJ3Wn3ULqmMs5PSOqB6by+LYtuQ9fHmo1ftpUjhs4E+tk\nzt4asSSnl7yUStd2PthY1yJF0CPB/w/Skp7fkDoSs4t/3G4R2vgJPX6YRm+bCVzU1GB0eD+ylFkl\nniO9Zh3ibPKZPsfvpW6JV6WT/AJYyMFaxfIutct8/Mpk1c6TrL/lQCPnhoXa4gLTuOL/AxfyPsC+\n1rt10FcUaiOrpkxY6T6NJtIW9PytA+G6hmRpZLFx+8uvhhrJLfhr2lIuprUn8qvP6DR5U6nm7D/l\ne0yCOnBihw+/bHka15oe9YTQ1vsxX9ecv6v+jSAIuJn2prNhFyKy09m/cnCJx//s16/5ergP4Y9E\nZo2eV6hdpVJxc8J61n45hvik+FLpnhYQiCJLE8TT6OmXLlXkm05AUjB73Mag8A7BoEbfQu3Tgr/i\n3IzphGhWTpazikZtZNWUCfpSLf5o8wEdbGrg+F19JGkuWN25XyJZr4CBuNj509wiitmrS1cRttuO\n79ib3o1zfvbsGHidb49+i59JPWbV6oCN3PZZv/FW05m1tQaRj1MZtmJ0icfv1NqF9j6nMFFtJsB3\nR4G23jO+5dG+SywalUHvnTNZcW53icZUqVRMve+HNLcRHmntudu/R4n1eRu4fvU8QqYOJvLmSP5T\n0l2lEqn74yc43qjHsEkOlaRhxaI2smrKnI4DalLb6RpaOXkcOVC8r3XuF9b8NN4Rg+B8kq9bsTfl\n5Rm9/hdBpsGpzZ3oHh7AkYjLiPd10JmQT70POxbqazxiEpsH2SJVRZZqPRNm/0yTzBrcObSP8LBH\nAAQGZpJpnsyWXob0j3FCd2cztEfs4OruR8WOd/TIKg5ZWSEziWRf77fvVH32mp9Zv64pM+d3KNSW\nkZlB2HY/zDZ680Ofnwq1P1x+HJf4+yRoiNRt5VkR6lY6aiOrplyotbQJmRP2EvsgptjIAZlUoEGj\n+pwecp2LtZOYv3MzqTlJJZ5LW0dOlMoW3Twbuv3Tgdk9CyefvRMZzUeJy/F4KOHTDqXbLWtJtagx\nZwnrYlqz/stb5CenMP7USjQPfMrOn35hWrtpfDLWkge2Xnx/aTu9fxz3Qh9udnIWX6foQkg0XfQL\nR168Ddx99AAri0ws9QpfJtkyswOiaQC1042LlD29OIXYfClj2nQpbzXfGNRGVk25UMXNi3N7BxN/\nsjM/9T9VIpnJzhNxOtCAlg+1OD5lWInDum6OGceXYXvxtEzm/rifOX/gjwLtqlwFf409TEYguDZ3\np0G10ieAkdtZMHuID49qhrF1bFu6P9jOgv3GyLWe3rXv26UFk3Z+hY5OCvf6JzJmex9ikgtHM8ya\nd4I8c01wvM+8hj6l1uNNoGpjGT/HD0e/WUE/dWZuGodMP+eJvRvdJn9ZSE6hyuOcTyDHTPTxauVV\nUepWOmojq6bcmDhzIKpgY2o/2U9WavGn+u2rtKDxxxKONTdgrbs3qw4XX3Zm6z9rmJxam/MNq9Dp\nzyY0vaFL5ix90u+nPesz4PEHdE05zKKHTnxbbeIrr8ezXTVM9OoT5ZSNY70GuMurFWg3N9Fl+/dz\n6Bov4+bewaztsJvkJ+nP2lPDr7OjWzDoOKAd0/itLK8SHXyPdjqXGGZ+kIEejQq0rVq4gFoRl5Ec\ndsW1RuHY2CXDT5J2uietOkYjvIVrf1Xen5WqqXCsHbRxHfE38l5HWT9mXYlkPh/wIdbh1sj8PDi9\nS4uwzJgX9r2ZfIfj9kfp3+4wbeevxNbCneodV3GliT+zD84A4LP7I3isJWP+Uuj+w+TXrniw+Ps2\nTJx2h7aDlxTZriHTZFHzdYxpZcTelpl083ue2vHUNE3yAvQxTQnkQZ9Wr6VHZTH7wA5+jWjOJaFx\ngedBl/ZgnbMLxyQthg4t2teabHKXNh73aNq/5Dl+3wXURlZNudJpwlJuJbbFwO4y6UmpJZJZO+Qj\njKS3kRv4M3PyQuLTCsvFJcewretObqz8gJpdP8HR+GkOVvO+NdA2icD7kgVb2y2j7s83qRqczGG3\n7QiyskmjJ8iKv6E0cFRbpoxoSx+3Rlzd/TMnzy5mkWM2BilWbGhe+FDubUGMNUPbNY8BVZ+7OrJU\nGUwKXc7J6PY4+FhSt39hV0BGciaxjsFE1byBs0fLCtS48lEbWTXliqZMg2oHaiDb0ZqV364ukYyZ\nkTaChhZiogz5KUcmT5/Gg7Nnn7Ur8tL4/M8FxPQ5x6y6ZjQxLnjKPaTN9wTUu0WKRgqJ6R3Y2GB3\nqZJ3lxW9XOox1mYQJ8IusCsgnCQrParaVMfNwKLCdSkLkv5Yxbjj69lSbxWt3Z/nvM3LyKfmeQ/y\nTVS0/7Rod8xfY29S9/fxuDypV1HqvjGojayacqfz5SEcc9Pinnsgyvz8Esn8PXsKJqFy5D9fJsrD\ngu0HnhvomZ/Op/PKdCx1h9L507aFZH+OOIHVhVrcfdSXnIB+6BpXXG7Y/3LrTG2q2RpwLawPEnMZ\nv3WuUmm6vC63In9HISYh/Ccfxbn9vpgLufRxKxzS9f+YJJ5Gqe9P61lv52Hf66A2smrKHV1dHerZ\nnKXvIQ1WT9hVYrnfzn5HfnANbFc54nzAFb+zj9n212yyrfyI0vNkzieFb289ScoiKekO1+omUEsz\ni9xOJ/h9/qsfdr0ucoPu3PBrQmL37Yyvoo+jrmal6fI65KRmsdfDim0LbQtcMEhNVbD0UCqnezym\n27DORcqeu3gPhV97JGbZuFhbVZTKbwxqI6umQhg461eOZPREMyMalarkGbcWj59K9x5wv4YX464f\nZXFeAldzGzJmdy8k//GNiiqRT04eIdTTEUmt6nRYkkVUgyskhFmwY9lfZbyi4hm8awYrl9Znr7Yz\nw2N8GFzfusJ1KCvmLkzAdZILA7KWFnh+ef1avgq7wVjzZUXKiSoRxfQo5DqJtFr6dh72vS5qI6um\nQjA00Sa+4QnWyFX8NLNwAueX0WPqx/jX9ydXiMHltjHTBrfG0MnmWXtoaAA3L/rhP3o49baraBDi\nzZKBo3Fu14SmN7vD1SacjPEnNzWZ06f3cmj/r2W9PAC2HlzFh/ecGbPh6Y6u9TV/TnSwR5TL+Kxj\nKySV4BcuC2Iy4rm1L539ZuOp3v555EBeThpHnOdzcVwQPrVdi5Td+mEIMSFVcO9wn+rV3s5d/Ovy\nbidyVPNGIbWRMkzLl6oH6pOfm4NMrlVi2Q1jP2NU9+M8DHElqZMS/o0Cuhgawu9/7CfBNZiF52IZ\n7LwJ1wHPcwiMWvgxg9YNJL7pFRZvu4Z4sz6JGJKRs45+/YaV6fpqOdXBN1GOocKO6Mgk9tZ1AuME\nvvOsibns7c02tXv2x9xtNAa7JBUSyfPUhNMW/YhlhCeNPy9cWgbgo8/3cOGrmlgEKrn00cRKhRFC\nsAAAIABJREFUOXx8E1DvZNVUGJsn/ozWnSqYGgay9OeSRRr8P/pa+vywpgXeXy7jnMU3hOcEoshL\n5/ynCwlyiCDvam32ddenyt9rC/0yL2w/kxonW6D/13co3R/ja23CdKmqLJcGQC33Bqxu9pCZw1ez\ndM5qHjjnINMMZLC7XZnPVZFcyfJgoeQHdq98Hpp19eEZHmKDn5s3LTwKf1gF+aZyYWBNAHSra763\nBhbURlZNBSIIAk7f9WKxvSU6psuIvHG7VPKujqaM7tWVh0Y5TL03gn6fHiM/VZs/omw4Nn8oU6dv\nQcuw8J15a9tq1E5yQ0OeS26KA64ud6l9rvxqad06eoCLTdwg0YbFdn2QvkUGRqlU0XvTHH5c87wu\nW6KbipkDLTE1eZ7VLET3FlrtNjGsWeGY3/wcJX/vCgIZGCWoONm4WqE+7xNqI6umQmnu1Ia+Jhl4\n323L5r0LSl1IsYZjZzqm1Uc4UYUWl4IJdG9J7RmT0NbSQEPzxT/OstTrXGzjS0BwTSz212P1lPav\nu5QiEUWR3bsSCZNK0dSqRmvnt+uwa/2GJFyTbvC36E3P35ew5u/NWPt3Z/b9lc92o77705Au1WW2\nshEt6xa+vXXU5wRHOmrR4VQ617sV7at9n1AbWTUVTudvf+eknTamuVU4O3lEqeUn1FuIoGdCgpfA\nH6tLZiw36HfjnkoP7Tq3sE4wYdecA8BTo5iXmVlqHV7E39MWsMmjKtxx4jMLxzIbt6J4fC2VgMPT\nsXHMxzrzPPZrdxLnGoXnwOdvCItm+bPmdC0MdMYXkv/jo9+JTIMfFsTyubXZW3vYV5aoD77UVDgS\nmRzvxh+gtW0dqRZyHp05jYNbA2Q6EjT1iz8MkwgS1n/1K5QiSKHfSDfmRcdhs6s7lkFVUAXl4PfF\nIQ4eXsqZmhl8YfctnVyLjvMsKYrsfDZa1wPjJGrZKxnn9naFLP15YhfC8HmMtBhAB/sJ3DW8ytn8\nP5neuBrWxrrP+k39ZBKRWTZYemwsIO934jay9Ee4NN1DYEItug5f+t8p3kvURlZNpdCmUyP+2vo3\n5pdsuZS9lTPR58mTShjx9zi0tXTKfL4RVg0YYdUA6sBvZ/aRXjOU7PE6mPZIwz0tl3N5Z+jE6xnZ\nNR/uIGSsI/JcS/a3b1y8wBvGmURfIq1boJ/mRAfAs1EDPBs1KNTvieMw3J0L5idICUzgn9mH8bQN\n535UHYbvKbqK8PuI2l2gptIwH/4RSlMFOvEydAKbYqQTQMjNgHKft+naKuSnGhHqkEGwjRyDGolU\nO/LyemTFcWfrFf5umYP8Qjp76759boL8nGSq7sqk9pYnfFPMjv6D9h9Ry/l5vKxKpeLe3KFIBAWh\n8TUZvu0ntLRKHp73rqM2smoqjUt/3kczIQ7l/f6ojKJI0LDDvXH5lySpX90Lk87bMGt5mJw8MxLz\nNDFu3fW1xly/P5d47yh0bcJxNbMpXuANY/ehH+jW9BwzRoxES1Z0xYaDo7dzdUXhlJU/9NyMhGS6\n1NzAyL0z0DJ4PwoklhS1kVVTaSRXPYc8pw72LlcwquLEp3MnVFg85eFrbdgf7kq+mTX+cgXr5Xte\neaxbp++yZ8hDoA27+g8pOyUrCJUyjwM6KZy1rYe+Y4sX9tuR4Y5fVsHS5Vf2HSM21IAbEa15rDsF\nqbzsXT1vO2qfrJpKYfWxJTjbXOb0hAtM7X0HeQWWh87KVqD0eIgCFXfW+1Ct60M8buiT7JiIsb5p\nqcYSRZHv758HrzzkaTdx0G5UvNAbxl3/mbTQvUnbppuL/JATRZEHh9KpmqCHWWOzAm1pe+YypEEu\nt2Ka0HPW8IpS+a1CvZNVU+FsGfgdjy4FonmhH57ZgyrUwAKM9NtCaFWRZnfc+VL7CXXT7bCoHsSy\nQ4XrUhXHum828NDICaKNONLk43LQtnzJUylJXiuQ7u+BkXbRbo6jB25x5dZkartI6NLk+fcqJz4Z\niQgZucbUav/2fbhUFGojq6ZCOfz9XozjVFimZJNVJYM+w36ucB1S5nvh6T+YGgYxZD9UkBZgh/NV\nKS1+ciEoyK/E4+Sr8plbVw+MkvEIh/y4c+WodfmwacUc0rTTSbzmSYzLPEJ7Ly7QnpOtYtHeJNID\nq9J1bsFd/p6RUxCRIhWg1ZjeFan2W4XayKqpMH7aMo2cOycwjNClaZo3k376vVL06OV5iAGyYBq0\n7w7RDfG4G0F0cBNysjW5/P3+ImWebHtA8tWoZ19vevwYl23bUDiYQq4O3taruHDiW5KPlqyW2ZtA\nZNIdwjz3oEiT0626F0lSXY7fbcXahoef9dm8uy+fdhhH3Oe1kWroPXt+dv0tqljcIDtfH+9ZpctD\n8b6hNrJqKoT5Q3viscICmXEwmRO0aPbnZ5Wmy4Ywe5YetaZWy5aoep7mWNAgzjlpkNbsCaYxIazZ\nW9j4x/+ylbDv9z37+sg/10EqhVv5aKTmMnbAQRoF6rN8oT/7x/1Qkct5JURRZFVIfy5ZJuHb8ioN\nxnfBamZfzNotw637r8TcDyE/MZHGCx5S45AuU+q1LCB/b89G/r46ncfxdTCxe7uuDlc0aiOrptzZ\nv2gdrpc+5HR3P/Id+tH20wmVqo9JzXiqt76CUqmi77SZVJXpYfKgBv761ty1dSM5Y1MhGUmfWKQd\nnlZ1UOTm8UDfEKSAeRw3B7XFUGqC8y/HsJElIT/RhPs/3C51XoaKJDc+G9crHrTyq8K3rk8Tblcd\nUBObVino1E5Gy1iDS8dELmmOx8jjU/Slz3PBiqJIaFRtnqRVx7BVk8pawluDOrpATblyaMNZ+FsT\n0SCZdn83ouu9yg9xamTxGEvhEUlZKZjrm2Ax9AG3H2Qh5OtQtckuTA97kd49DX0Dg2cyOg5VUaQ/\nzXEw++hqUqzkkFaV8Z6G6GqZACDV0qH3qhlc/9AfWdAwniyqi903f1bKGovjzLoj1D3fDBMfExx6\nuD97nnT6SzJj86m9y44/NoSQrWrJ8PEFs2jN77IAT1t/qlvc5JPJCyta9bcO9U5WTbmRlBFH6MU9\n5BllIJUo3wgDC2CpG8CJABduXLsKwIDRI8hKMOP6Iw90NvYmMbUax74fhUr1NOds9PYHhO2Qooqp\nTVDmZfZE6iBLb8BGTw++9KpfYGxDe2tanWqOYfP2jFLq891X58jPUlb4GovjlF8YgcGeqNwK7rMM\nLFxxaulJaqQCLYmK+l8ZFJLNyxIJT3YnR6qLRKI2IcWh/h9SUy5k5mTh23IPQpA9US6BNDrYt7JV\nekazln+Qmm/FhNVJfPn7egBsOyrplyigYRWEfvXL3PWK5lr6RQDCdgaS6Hqe3JN3mL7nEhl1I6iv\nd4gmXs9z0p5NXMzJ+DkASKQSrEfNxVPSncaHLbny4ROU2WWfJPx10GoQwoGVk/Hp8LzaryiKxD/I\nQVTBmW0bMHe6z+c9TQrI+a7bR0KeMTbGj+n/66iKVvutRG1k1ZQLfwxagaEkBuOYaoxaNBszM7Pi\nhSqIanpVyU3T46MWx6iZe5as+GQmDvsQY6ej3L4zEr/jX2N0tzaRR34DoPaWVkR/lciF+VW5m1AN\ni3sN2djjWy4+GMGh69U4Nj4APakFejKLAvPMGt8ajxkWJCUksejnxcQGJlTGcoukWrWrNFUIGGia\nP3umyFLx0PkkGq45JKw+g33QcfQMCu50z56LxNkgkMhUByyd3u6KDxWF2siqKXPWfDkBeZwH/g2f\nkNnkFJq6b57r/9jCSSRrWNA8+R7BawcgkUiosXw0nvZnaK1zn2rX6mH2Uw8AtKQGjHQ4yMlHcoys\nLzLTwgxBEAiPv4yGVIVtIw3qGg2goXHhG0+Og42wmKzCcGt7Zg/2Jz0lv6KXWiRJFxqQfrVgnojk\ntBQI0edMzllCnYbh3qCgK0SVn48QFcvldHe6zvm8ItV9qyl3IysIglQQhFuCIBx4QXs/QRAeCoLw\nQBCEzf/zXCkIwu1//xQdvKjmjeP+wzA0IrPI9/RFkWfGJysXVbZKL+SXT35hob05s2s9PdCqYVeV\nal/XJDKtBuu84plXS8mxrSdRqVTM27mPIPu+NNvRlVbdn1YDqBu6mPSZXmhLHrx0noZd6yIdHIDC\nbh+bVgx85uutTAw08tFVSQs8i465jUW9C3jvTKdNgi/1Jn1YoH35VzPREUXaWVygTv2CbgQ1L6Yi\nthhjAT+gkAddEITqwBSgqSiKyYIg/O/7VrYoirX/K6PmzSUrP4OTq+eTV0+JYVgmo/9YUtkqvZR+\n43/iVuIMagQdhi5Pn9Xv3gZJ5iNybqWQbfeEPeej8T+ej5hgSheJCtfUQwhCUwCUJlmYJvoRtOQv\nqnbrhPCS8jf9prYm5rt1mITq8ue8Ztg2jaGF1mF061d8eZaMtDSEnYPJcQ4u8Dx2yk28kgx5bNcA\n22Yt0NF+bh5m9tlIA72r5FoJOI9/cz8430TKdScrCIIdT398/3hBl5HAMlEUkwFEUYwrT33UlB+i\nKHJ8Qn/0TIKRCZEMW/FrZatULHJ5MlbmF+ngUvC6qPdAN+Z90pRmm/pT+1BvDlT3Z69ddRwCUvCO\neO7DrO7TClnUcASxGmgUnT0sLzaO9IdR6Mn1mTxvFzkuegRLPPA935HHk1eS61fya7xlRczJfPQ9\nruAiK7gbTXZOxb+egrChu6k5ssqz5/kqBZlpkSy99j23Jd9Q01Ndt6s0lLe74DdgEvCi9yMXwEUQ\nhAuCIFwWBOF/S19qCYJw/d/nPctZTzWvyarhC4i3keLsp8mIEX+hoVF0TtI3iXldBvBDDRVfffZF\nobZaru3oPDmAbEkekT630KpyCqMRyai2N3zWJ2baDozlW7GyiX5hisbzndaxs2s0GRHZSCVS2sX1\nxjbUimM3fPi9cwwB474mPzuv3NZYFE/EbcT7N+LA5IKhZVLrR+hWv4tY6zgWNeTPno/ttp3cdBPq\nWfvyw7q2/x1OTTGUm7tAEISuQJwoijcEQWj5kvmrAy0BO+CsIAgeoiimAI6iKD4RBMEJ8BUE4Z4o\nikH/meNT4FMABweHclqJmuI4eHYzykRDDCMdcPh8APpW5sULvQHYNWuGXbNmL2xv/PFAZoQfIye/\nHx9EXKH/opFIpc/9mIbdPMk+3xDbid+8cIwQr+s4x+tzdMENGo6tTca943S0AetvnVD+ZsuqgbF0\nnPEtGZOc6G86ukzX9yJ07BfQZLmIY+zKAs+d6wShY5hBT6fn1SmUeUqUybkEZbowfaZbhej3rlGe\nO9mmQHdBEEKBrUBrQRA2/qdPJLBfFEWFKIohgD9PjS6iKD759+9g4DRQ578TiKK4WhTFeqIo1jM3\nfzt+sd81opMyeLTrKo7J/mjf0aVq86aVrVKZcT7uOAEuSlRRtujcd2LL5IIvVHrt6+Cw/Tu06xS8\nEaVIT+PugvkoMjPxatEMpQSitB6Q3HYufjZXsRjakz71GmBiqYPFcUdMw87wZNM2Jm5uQeTts+W+\nrphcbWLyNWji8fzIQ6VSEXLZlfD/VP+9fvIqYYleSBDwbudT7rq9i5SbkRVFcYooinaiKFYBBgC+\noigO/k+3vTzdxSIIghlP3QfBgiAYC4Ig/5/nTYGH5aWrmldDFJWM/+I4R0NbE9E4ncQhl7nT9/vK\nVqtMyFfm88PiOBD18Pa/hFabVWRpZpMXHvGsjyAIyF3sCrkKQjZtg83hhO/dR72hYzGrr03zQxlc\nbqRPnUHfYvDv7rntwp9wrVWdpLCPCFqyGPsTjYg5t6Tcow/yD3ZAtqMrBnbPz5lvTt6M9HhfJPer\nF+g7Y3weKfk6SDTl/x1GTQmp8DhZQRB+EgSh+79fHgUSBUF4CJwCJoqimAi4A9cFQbjz7/M5oiiq\njewbxvLIr/H4ZhYt3eU4XXCl3lo7kqLejfpOC7eOIF7lgMmjJ7inCxhtmcbjrUv47vAklOLLjaBT\nn77otnOias+nOVY9pnxEUH1jmowaT5XWBYsU9psyFbd5A7Bu+oAbjWJ4eLkeOemvV9TxZYgKBZq7\ne5Cxv2D+1xA/M1Lj7NExf+4OEUURiTSLPFHC+NnqN8VXpUKMrCiKp0VR7Prvv38QRXH/v/8WRVH8\nRhTFGqIoeoiiuPXf5xf//drr37/fzCwb7zEPll7GaqQhCLXRuR2Pqe554mT2NP7nq8pW7bWZsm00\nq428UHTZhVNyBHYn7bG134omIjUdwzk07ruXysvMjXCe+zUS3acVWyUyGX3WLqCmj0eR/Z2aW9Fl\nYTUCDo3g5xvduXioM6GPfct8XQCB/9whrfFVcnwuFHguby8nW9BFY8zzrFoH5u7BUCcOnyr7adre\nuVz0eR9Q3/hSU2rWHN6N32Z/ci0UWCypBTJtHlkMoOmGiWibvt2F9B7fuMolnXqIIU2QBDZi+Rf9\n8Zooo+HqRdRZs4XEu1ocrR3FY79Lz2RSH0ew6fsh+H629ZXnrWPaiHXzGtCsfhYr5i7m5JZN3I1Y\nXhZLKsCVi75IHMNRygpGNDzRCeLC9B+xcX1agkYURXZtk3En0RtPdTrD10JtZNWUimuXr6D7axi5\nToEo8nOxt/0be9tzDN7YDx370hUhfNNQKZV8fiWQcOsIDGsG49ujN2YuDjQc2BY9e2P6tv6JQNfq\npJ91Z9mO53HA/mfuEt35LuFmt15rflcXOXMXedHT8xCnD47gtw+dUWWV7TXcmnWaoHepLhbGLQs2\nWPyFS41bWDk/9dNu6LwAQ1kWLQ39Gfb9u3OYWRmojayaEpOYn0b0pIvopUN6igMS40z88uvRZfHs\nylbttfHPSWTYt0eIs4+iyoWqfCltR79lT1AonyfeFgQB8+NO6McpsL5swPWAp6kSvUd0osntdfSb\nMPO19TA3k+HZrSaKHDnKHB0OrJpAcm7Ya42ZGxtLXEI0ADn375Ae6EiVNnoF+ljs7UK96VOQCk99\nslfSrAlMrY5PV8PXmluNOmm3mhKSl67g8MzhpFrUwj5Wn26/tsbWZURlq/VKxOXlsygikW8dzdCX\nSNh1PY35LCWhpQ82t5twbHw90pRSXCy10ZAWjBz4aekk/uz8AY/TO3Jp0j94766PRCKhyedldwPc\nq+8ABuf8jUFgNmHS+5z452/6fvBqJW0WLJlCYqKAe9hdNFt7YRqZRW2JgpMH9LiSGcLAHr0AMHyi\nhTzl6QWS7JQ0bEzuIMjj6P/ji2OA1ZQM9U5WTYm48vF3GGveRtsxinYHvsDWxalMx8+KVvBwafmd\nqv8vKflKArPzyFCqSMxQsuhgHN2X6VAzcxsL2kqQaWlioivFx1W3SPmP/1rJXf2qPMytzrRp5fNB\n0/WjITSf8RnyrCbY/JbN9amvlgci44ENBlcaYjHxW9y0DxFSBR62CkR6WJuz92/RfsRl6i/az7Ge\nN3lomgHAza0nCEx0Q/6fBDJqXg21kVVTLHN7rkUZb0zm3cH0nPAz2obaZT7Hw8VJBP+WRFa0oszH\n/i8uOnJ21LLHVq5BStgD8pX+aMUY8NvdbjRq2KhYeQ0LM9zqJfJF0AP67LYmLy+rXPQUBIFeoyYj\nNUpnjfdels67gJhfuhha//HLUCzeTMcazXBqsA/jJ44o4htyasRtJMp4VHkSDPQisPd3Iav908O8\nQ8eDEWT51OvpXR7Leu9QuwvUvJQDPx3AMtiKS21u02voh5hYWxQv9ArU+dGclAEG6FhXXM6DbFUu\ny08sJM+mOSaG6Tj/3KXEsr/91I/l8SG4SBM4veBT2k/972XGskHDSBf3vT+i8e0ukoOzuDr4NNeb\nx9BLyxaLbl5IzAxeWgKmid9gald/ellSZmVCXqw5KqscNkyc/6zP7Glr0NJMJCnuaWRBaowxFnqx\ntBnoVS5ret9QG1k1L+SXH75GN9wOc68gjLJq4ObVsHihV0SqKcHUq+x3yC9jxo6ZHG0FX5+4zLBt\nL0oU92Jq925M2oL5SM+6opwgItUsOknM62IoM2Xpgk+J/CuKgwsjUbld49ImfayXDcMgI5aLnnV4\nWMeRAdlaNJjxJRLZ09d8hULBvRNG3DmST7PlED5tHbI6/ujrF/wgUxqqSGp/D+1NxgBE59pgmGOB\nheW7cbGkslEbWTVFMvWbMTg/0cFEkUOOng2fr6qY5CUVxbW7QexQ1QHfXvwuExj5gixaL6Nx2+b0\nWB5Cvwwnjk+MouPvtuWg6XPshtrQy8eIgyt9ePDjVZ741qLmfQmiSuBxvhGnhYvM/nwTPsrLaOdL\nyKlvT03DQASTHABSm1ngsCKHBOdo8nPykWk9/fV3zIhCb8EAkh1DiIiMxtPsMmmiUbmu5X1CbWTV\nFOLY+evUemDPwy7HSYh0ZPK8NZWtUpmSm5HLh5m/gcwbzESmeL9arSpBEBgwPZugqQkEEUZH/pua\no+yxcNJh2LxeQC8Y9PRZnZxMDM/sYc8DI2wIIeWOGYfDfPgw/DyPx4WTuc6H663S2KQfQZ2699Cy\nyCHiYjZVWz/dqWaHtiJdR0XNDHsurb3L7aDeVKkfUu5reV9QG1k1Bbh1L4s/113Gs9EDvI605IOD\nUypbpTJn8bIfyPeqj0Qvk8C+9V5rrAGenzJq0J/o3EwjKSIAE/vqxQuVMSZaugzoMJgBHZ4a+bVn\nLuJ+WoGvrQzTYy3xreXIJd8H6Hp6IHfRwv5uLoZDM4CnRraKaQRpOTJcxwxnz9CzJOvIaG345ucD\nfltQG9kXoBSVZKmy0ZfqFd/5HeL0vtE4W9tiJBHxnNX9hcmo31a2f7mSGnc06aKRxLdfvH74lUQi\noWmDbNJ0fFnpe45vP9r90oOoimB4iybQAgbRAoCkBktw1U/E83YcScl1cXCWYajxNOGLQqFAerk7\nFnYPsHLyICA2HTeTYD6Yps6TX1aoQ7iK4P6dSHyG/kXzfaNY/deMylanwvhy8nfky3LQ1clEkeGB\na+1ala1SmTJpyZ9M87blTPMsxnbtiq1W2XyAflBlKLHXjDHcp8/EryaWyZhliYZSC5P6NzC654oq\n3I2w8w2Q6jzdXymT00i2fECUTIEoilSxvUakQh9r2/drc1GeqHey/2HB6ok4LtTArq4WDW5KOBDc\nlKp6C2j3wYTKVq1cmfHzYKxFa1yUcWjny2g//82v0VUaQnfeZ6eJNTy24laNOlRzqVa8UAnR1TRA\nw8IO39bBJOhHcez6RdrXe3OSqiy/MZIntxpzRuNH8h5I6DCp77O2uLO3EA2z0TF7zK2Tkbhpx+Cq\nFw30qDyF3zHUO9l/UeRlMnPUAjKTBQ752OAa78TD9JoYy/3ZvuHdzqUZFhRCXZUOLnF6RCd1p/30\n9ZWtUpkzOudv5Hl5SGrEcnjggDIff/rXc1AoTOi1qQqnlh8q8/Ffl+BlN0mI8CKDPKwbWT17HrRm\nH66pp9F+rM/KWffwDe5OcLK6zExZojaywJKvfmPtmGZIjVJIlaaS5pDB1GMDWLxwNF2Tz9G883z+\n2DepstUsF45dvsixeeuJtYonr/1VRi0cU9kqlSmiKNJ49xwe1olFrO7Lo15tkcnK5wVud7ulROtA\niKszGRmZ5TLHq2LT1hO7AIHqRBd4HpPqSpKuMSpBF32lP5mCCvNqVi8YRc2r8N4b2dGz1pAcl4b4\nxJ4Y72Nke8Ww5LPP0JLI0JXpohxtz77Hgzh19u3Ok1oUJ/ZvQ/z+JEayKPRuujB40MHKVqnM+ejo\nKWJtBPD7iDHnP0YmL79Tc5mGjDhdB250FlhzZVG5zfMqBC1/iHv0E9w6DCzwPGqAL49sdLDq1BCV\nQgdL/VBG/vLi4pJqSs9775ONVIjIqmQSo+HM8r77C7X3bzOPo8FfEKmdQWJKJqZGRScNedsIjU4g\n7s9QbN1zkPg50PLgm3dg87p8fHgLF1XhEOrDvjqmeHzgUu5z/vHdp3z4uDeiRQgK1WQ0JG9GKJTf\nN+vxv6TJ6M8K5iOw3N0TQZaN+Se1CFsaial2PBY26kOvsuS938ku6O9Nsn0CUQ455KWGF2oXBIEY\n0QmtYAdGL/mlEjQsHy7OnEbtYEP0jjnSatdENDQ1K1ulMudJYB6kWyCVBePhWv4GFkAqlfKxflMc\ntndl9brXS+JdljifjcU5I7DQ86R2fxHTYT1R1xV0df+L+nZnKl65d5z32sjmK0S27cjHQPKQqopz\nLNm0tMh+B0eOp/kpKe2OaCGKYpF93ia+2N4PmSKbJ51vo5ggIjN49wxsyt0LhFjmgkE2y1uVXa7X\nktDZfhJn/N0RAv8kIdyvQucuClEU0bk9BoOsgm8rAY8fkuWuhyq5NTpOKVxNaEBsnkklafnu8l4b\n2ajwZK78o4Uy+CNu3PyC1HNFG1CJRIK+yy0udIqg519vdxLjz4fOoJZmKqkZPmQ41qPRiM8qW6Uy\nR5GXzyLf/aDvBAamtDOtWeE6NBkSQ6tt+SS1nFPpH8xJN3y51/MMko8Kurp0jWQ4HLZHXzOJkOj7\nSHP1MDMpn7SN7zPvtZHVtghlzO9f0mW8G2PvhmGkrYlSpSyyr3OjBhg38qNmlTfnFbC0rPn1DM2y\n5dj7W2HR9BC9yuDG05vIlSaH2K7bBhLzqJpmXCk6fNDpa3LkElRIOb0kuFJ0ABCVKvQMXehpXIsG\nTbsVaLsTcQZ9u2Ng4I8kqi4DvRejodugkjR9d3mvjay5fl2cvA/Swaolj7pn4Nr0MsvOFx0j2n74\n92Sk1uTmiZ7cvVkxGfzLkoiAeKx3XyfeMJfs+za0H76hslUqN0IVxuRKBNDW4HjHtpWig4YgI2R/\nPa5oDSFt2SWys7MrXAeVSsW6/tP5P/buOrCq+v/j+PPcWvfGOoBtMGCjG+luBCkBQQUVRUEwkBZJ\nFbCQEiUFpTskpGswBhs5xtjGuvtu957fH/hV+TGk7r1nsPP4Rzn3xGtx3/fscz5xpftCvPt+gNLs\n/qkks/PzCDVrgJVdFXRiAtNPfs616Oe/OaysKddFFqCSxg6VoCC+RhBz3etzbVv8Q/dvUb3XAAAg\nAElEQVRVx6rQe0cwecPzVaCKC4rZ+ukyUnzuEnRJTUCX9lhYvnhd0v5n/uRo8L+KUnNL0nkEevi/\ngdI+ktziAFZP/MHk19cXFRP2UhyHWxShKKXrWs6W6wQU2hJSrQv6yikMrbKGLDN5DllDe6zfQEEQ\n5jzOtufZvA4daXIomdyaJx7ahhbgW58cu/q0TDnN0fRjJk74dIpLtExYNIUC+zS05npyW3lTu1+r\nZz5vdkoWq5MiuXjmCkmpRQZIahiiXk+G2h1yazHV3niTjD8OpaAiraeW2I6/Yh0Wg05v/KV1/i0/\nvojBP/jSs96QUl/X+6SSUeMyGRYFnDqvZlryEHIryet6Gdrjfsy3K2VbJ0MGkVJSUgkpab5E+VjC\n5Xq8s3Nfqfu932soXWK20Px8KKHvzjZxyieXn5/PnKFzsS1KJCY4m65zxtF7ZulvuCch6vX0a3SL\n31rkEb5wIdtGz2DF2lT27jxNRkEK66PmkZ8tTeE9u+4KFOZBro4aDickyfBvoz56D1+HO9hVu0bU\n+q//3i7qn2ytrqehOxVKnr4Qu4qlz6TmfcyVylMHU9+zOzcPi3i7JOF2K8Poucqb/xyMIAjCO8BI\noJIgCOH/eskGOG7MYKY0c1YKGZk6vFv6c9pFj+uRQ9C1Q6n7Nms4iL3pq0krdqCoSI+ZWdltcfn0\nh6m0j66Cx0k7fJZ0xNnl2WfuLywsoaC4kEbVY8nzTKeCSxXmnK+F7ZKDXIqrScPqG6k2eRmff1pC\nUKyWUOfOvDurGlWCzQ3wFf23iK2/sOKkBrrrMMvLpmrVgUa/5qMoBCXtx/9I7JzXSDt4iYLuhZzr\ns4y82CiC1nfFt3obo107+rQZlqpgbBs/2LtCFEUscqtQEJxBVlwh7jWP4xNWm56jPYyWp7x61Iiv\ntcBuYBbw6b+254iimG60VCbWpP11Ll6+Rsap7vhWnIOPSsuli4kE13xwDHfLVgP5snATkyZfYu+b\nb9J91XIJEj/a4rk/0/xSGklNLqFp3Yw6bZ59MmmdTqTnsMPkk0bJzFP0caxHB4/3ODLtO/JtL6DY\nWUJe7TtcWTiAunlFJIdo8RB2MO/EKeLUG2lYPACzTd4Mf68Zjk6GHzmntwlkd9NE0LrioCzATFU2\nllBxsnZlVXpNsou9iHxrPra6NKzNFdg5+Bj1uhlJP6J19v17WsN/05focI+6QwkWbE//neoxKg7q\n3ahSUe4na2j/eRsmimKWKIq3RVEcIIpiDFAAiIC1IAjG/Q0xkbx8LRf37sP8kBUXnbagSlGQ6pLN\nus0PX1ive34tbiiGkpZqj14sMWHaxzNk5ngynP8gocQXbaIt7Tv1Mch5ExNLuBtribvzXaprwrma\ntIkfJk4mXx+DR/sj1Gl8h7676/FKl6NUHnsewUWDzlLLrRZH0BZB/Egntm+1JfrGXQAmHFrMpwfm\nkZq8i0mbJxITH/XQaxcU6ImM/O8miNgaaeCdA+IVNrQpW8tZO3ZKxLbhCa50PkuJmY7We2di72G8\nVRQKdDlkvnaNvGmlz0dRkJ/I9lGXiB52lUrWzcmzzaV38ymE39lktEzl1WPNXSAIQjdgHuABJAO+\nwBXA9L28DWzBmHmcbXUBP5s0vFvGczU/iJCblgwc0Puhx7zZfQzzt33E3XRv4u+m4mFhhViiQ1XB\nHlEUSU3S4eImzbQQUzZ/SeezIjHNHMh7qYBPR84y2Lk9PdWs/qkO/r6NyBP6cOzIJFIUlwg8UZkc\nr7Z8POlDFJ8KXLoiovByoEeb1gB8rNOy5/Qulib606DlCeo2GgHAqeL9IOiJvnCAiCXT+fFYGLO/\nrlzqtecPP4n7yfPsqO/Hx+vu7++p1enQKJVYbTMnqMSHln5peFhK0z+2NCnXzmD3tRWqlP44FlrR\neVdtzJzMjHrNiGvX8VgSglppA6W0SFzZuZeWv/hzt4ctt37azo7LPalVScuUli/WgpllweNWgi+A\nRsAfoijWFgShFZhg1TgTOJ4cRGqFKELyCkjMd8TeMYvx702gkubhN+pKtRVn2qcRn2fN2xfeYtne\n9hyLCuVatSyKFO6c9HViasAHNGtv2j+9Vl5Zh+8qDVYWJdQ9rKDtdsMV2P8JqXKvbdUSb1IutiGp\n+VeEhSj5qtt0NBoNaKB2vfs/oNRKDV0b96D2H6tJUrqzcMOf9GjSmGHZX1MrbAmOnXNx8D9LmO1t\neqw8wfTIFmx21hB204KuySdRtL9MccTLWItawm8WkZeTzoixm0j2vkmL2Eas8HGlTwslv4mFiCkV\ncDbLoODcOSzqPdv6XYZweOVxsr7eim2OD1mNttDy0w+wC/ynm9Stoni81BXQGHgiGeXVOH7ulkq9\nqCRK+y5osjK52TqVFq/05Mdf16GqG0oHq5HYWrobNIfs8YtssSiKaYIgKARBUIiieEgQhAVGTWYi\nkz9vw9Sjh7jZNZ7FTX9iZsYPaIRH/8JXr1KVjL2WhFx0ZkyLA3g4+mCeoSO8hjtm1jH41TDdfAAp\nqSnM+WoRNu5heDS2JOVCLYZuHWPUa+r1etyu/0bWS4V4++YTWXCOimZBD91fEAS8fAezZ9sxNsxV\nE95xB+rOE/G/WYGU2FrEpbhS6HcdocYhwrdVQMxPwbm4NjpNFrd+bc/dlqkci6tHw2rrOVIzFKvW\nGkoaneLGxWAqOd4haZUtds1SyPTXoriTQPRHV4hLuEiOQz6n3UpoVFVL2vlK1O5tRVTEUYpcXmXI\nROMur5NYnIywdjdVcmIoGhRMi6kf39dvV6svptudDXSwsmGex+sGvbYqQ8tri21ICSh9Rq3tntuI\nD8igaQULdHlZ9IzOof3clwyaQXbP4xbZTEEQrIEjwBpBEJKBsjUr8VNqFGzNnuB/Pi8mFmnRpG4F\n97f/87hBNd7m7r4fsbBIo1hbkVA7N7zdUmh09xKCRQFeJpou7m5yHrOWfM3QjExSr1Uh/WU1A9aO\nNeo1C3SZzLvegOovm9PwXAWav/v4KwG83rUJ7RulcermFQ5YaLne7BV6132bVyyzGdiuO0eSTtBu\nfWMSz99BqVLiWmsgEXszObxsBmleWiJclLTV3KH/tbtsP9sEn0uVuOG3jluWnbEtzGTu4iuYWZpR\nmFsEOk/QKVGrMki55I7L7SAizn+P2iyJ+PMHeWP4QewUxdTqZ4Xdxw3ReCymat825OS3ImiIA2rz\nZ+szuvD0DOqExFPYqA4dpg5+4HWNQs0Yx0BaW4c803VKY5FbQpb5NZxqlN7sFZIuYpcC1pUd2G/n\ng8Iun3cMnkIGj19kewCFwBjgVcAO+NxYoaR07GIg1zNVjB8i/udKrZXN3WlSsxZr19SmQRU1rULc\niXNsxrl9a0mvmWj0nDmZGfy0cBSBYgZ2Np7EV7mLa4cadHjZ+G1q4b8sJaGOkpikQBYMX/NExyoU\nCnwquOBTYSh9Gfr39je73WtD7eh7b8Joz/oV/36tRkcHanT8irdELWpBA399ic4rk9htFsc5l7ak\nmplBSDKfvVef2UVFaL78g8i5+4la/yYtPFOIyrmOeZ29KI/UJb1pFp5tt3Dx5EDUlrnsL9zEwPT6\nWLlm8EvyT7j/kkrSycYEN1pNiksb4tMbUqe+BY4BSlSWGnIzMzj52w5aDeuPSv3wv3rqh17H46QT\nHp83eug+bzoZp7u5Tao9+rRXqfRW6RMAmTlkEKQS+fO0GRlrhtGn/8MfOsqezWMVWVEU/33XusJI\nWcqE44tqoMjUEDcwAW/1f/cZfK3Ly7zW5f5tGw7souE6JQedwmhd3/BT7KUVZjF+1QgGCLn4O9iS\nnGZNbWUK9QZ+hYeL8ddm2nvgEGNONKOT524ah3Xnz7B0Os03TTueWri/Cca9vj21BsFyz1S4ZgsZ\nAYxs7ksLt3r8rqmI3nUrBXWiuaGyQRWRT+j5qlR0yMLhqAfa/kV0vFCCkN+SkvAqmHeexzRdLTKj\nzGlvXgEP7TkSL+7gel4Oq0ID6CXoCFScRlC4EmcHypwA/rjdAWf7oey7dYVOQQOJe2knO3PXMqv+\nNhws/Eg41A1r+2gCA03f00HUZiOQiMK29Le4/kh98gUlqqLLBGtsaWOXa+KE5cejBiPkcK/L1gMv\nAaIoirZGSSWhz1ZX51Ze/CML7MO4X9dxq9tFroXNpXX9tQbLVSLq2LfhF3LWa2mmccSlqkDcSzE0\nDZpOgJvxOrT/fzt3bkcU+2ETW4mQho6IeunmQHAJMqNDkCsjP73DNw0LwUpH3wo1USqV9B/YDGgG\n/1o0tiivgOgj26nSsTciAh/U7USrsTZkzfXDw6ExiSNrozEvwr77PorXDWD7YmsCsGNezM+kJl3n\nbpQF2swSCi81wa/P79hVKOHy9/YUDwtl+V0VDSYpeL9uCVt2fop7SkVsrIpJEdLZfWo19es0wten\nFgqlYYetZkTmY+6ixMLl/t4KOrMc9No08uJisKl4f4+NpBMXyEioRFTDS8RUWo045Dy1ld8aNJfs\nH/9ZZEVRLHezRbg42eDi9PR3hB71PPHbo+JWiOGaDN4fMZ9G1ypS2G8DlhbdUdxtjdPEYAZXM+2q\nopuu/kTl4D1UyjpEn8E78DJ/9hFkhvBdDS84VwlHbxWWzR8+sszMyoKqnfoC9+4SJtRZitMRV9QK\nM6ApEYfu7bfu5yD++HYM/ap+SkunPmiDYsm8MZ+MqAQC4q0Jtc7kQk0BT7UZzd5YSUGaN/W3OXK3\nVRjFanv0COQlB1Cl7S6yV7mizLjKlh/9qKZdTKUQN3LdvLGwKyHLMouGb3QEIOrkRWIj38feeRKu\ntdxIuHGWOm2HPfJr39w9Fksb6H+hyn3blW/V5pp6L4pMkf//Jg7fuphihRUBd9zYsLkTgmdHbNd0\nftxvt+wJlfs1vgytYfVEwg7WIep6HdbvvEi/LjWf6Xzf7u9OzZq2BBwL5Pzp1jSb0BCvqnUMlPbx\nJRclsfv7a9SoqkbMV5eZAgugV+dDYDyTmj/Zh46buvRuev2HudOfdX//W+PoTVpFG+zHFxCS1JRm\nwT1Rqiei0+UTGzQJD8fXOFLrNXI31iMtwp9K/W9y0+NHCva3wL5mJjlX2uBSbIc+N5CIXYV4u68l\nJq0NsaInWcvnULVWNPr0htzJGEOmZSK3N0bg4H+cCzNmYz3uLQK6/DNRfHF8AVmrY3Ea44+gUVBn\niA32NR7sc+vmWZfiXSNJvXqegDX+972W6J1FuIsGt8wsNI1Po860eOB4meHIRdbAXJNf5lDwXpr4\n7+bYoZxnKrJbvl9CTq143JtexvOVCdSv0OXRBxlBQYGed75exusHcnDb5UDtq6VPoCOF5Fu3741b\ntIijR8XWRrtOxwrT7v3Pvz5blEpL/PzuTfpSsfcFIusdJvNIOmR8iUsrLTsj4wkq8uJ4h3ia7nfl\nVkA07oooim8Ho6oSjZigwstRROnmjMLKC4eSqoih+ZQACSc7crbKecx35JCevos6vduittRQfCef\nvKOpXL6kQqVPpema+g99QBugPov+5L3udiUUE7rpJBVs/ciIroyPexJbz3THIdOViq7ST6TzIpOL\nrIHV7FGD1zRb2R7hSafzodz4fDwBk598UMD4kRNxVhfhuWwBrbZWxbmCixHSPujb9z6iSvPz7F7X\nhgWbPiMjO59Db7yLQw0HrjTRoIxvgKIMLbr45+UtIFiDpVbqKFTzbQmDQRR7IYoi3bnXm6Lptj+4\nGX+QgBwNF6sGcapmLJENnGh0sRrDP+j49/GVgaLMEu4eziflRhbRt2PgjhdFsyLYPS+evZ9sY/DX\ntbiT24RCyxPozSpysecfeKRriKmbRduQVlRq7Il5oD8KpZK7KfWwoJiMqBy27X+Pgrsq/JKS8cWT\nNIcYnLTF1ApcjrKk3LUKmpRcZA1MoTRjYNfPyU/dxfagKH4+WZl9BUWoLR5/GOXNw5uxConBMqsI\n9egTOPuappN4XGoy5rWTyK8czZ3XDrF0exCZubl0TTjH7z2qc1FdkXE/GX4U2bP4xDsPdK5Uiy07\nk5ALgnDf3WWNTk1J+/V3LtVTMnHcZP5I/Rnt7UZU7uX6wLFm9ioq9rSlIrZ43mjH1QXTMfdqT2qR\nFYFnnLHWp5Fb5I6LfTj5xWbc8krG9UZXnJ3eY88xBe1+TKDQLZmIKxNxbLwMIbIB4kUHbNZ0xM0m\nkvhaGVi7nsX8fBW6OBymisUV7jR/dNuv7OnJRdZI3hzamcilSzEfuIM3l6yhX7teUGxHk8oNsLe2\ne+hxt1Pj+fNjPdVr+VNQYsHATz42WeZRSxci7OmKxi4Wpw2dqa+dxKYmNlz28adNhJo3Zs40WZbH\nVuIGFhFEelRl99k4OtX3kjrRA6zUFkRUskeZZEV+TgFtnYeB86OPs7e0xyvCHevx5rharsLW63OS\n/POxX70HO/9IOi/9gC5JrbmmnkFselfqX3JC5R7D3YS2WFrcRtAqiX59N0nLdSjrnMZrb0867ZnB\nzSN3Cb+zjGzzcDIUVvQdNNz434RyrOxOhvoC6DD5Kr7O17m9tx/H12/l8OxDfLh6BCUPWayxMCuV\nC/OmkFQBbiZVY+By0xXYrguH4m4eSd7725lTdxW1fUSuNbfH7G5F9jdz55UJi/5zcIYU8lPzQZEN\nWjWU1GHUgd8kXxn2YWJ1RSitczn80uN3lbLyrEyVwz/i2eF1fF/ajUPF+lQd2YKXT3xK85UrUZqZ\nY+1jSd0FM7Ab78aVj49xol8CVS3OUBB4mVxtNe7mWaDVOyHaFOP00r0BH/7NPegw7SPSSjw4JNQq\ncz/XF41cZI2oQ4evcdEHU8PnCNm2Npi7x3F5+Wi69t2IXn9/MdBrtexZNpTKB82p2+Ek47YYZnrC\nxxEZnU4Ti3wGVLvAAJULvhW9GDn3QyLyGnNx31C8d9TEztrw878+qylfH4eiLlA4AEXKTfQ9Y5ic\n/LvUsUo1b+bX1F8n4Fpwh4jPtxn8/K0qjKNK207ozNQoapRQxyWMIqsY3DyKeXPPUAbN3EzAT/+M\nLvtj32Uq1dpNbR95EIKxCWX1k/9J1atXTzx37pzUMf7TB+N+I8biJE7nK6JtUImPRtYk2NkLQRCY\nO3E2FZqtwS/WiZde24VSY7o2xi8+HkOU1hfPkDNMenUpZmZlr6CWZli9dfz5bR1sEgs537M67a5+\nRWzqZWa4fUjfwNomzVJSnEx64mKcPcaiUJb+s7sddZf0ziuxKEnn7pxmtOnT3aQZ/+3XZR046hvN\nSP+j1Kj4YNuw7B+CIISKovjUU7rJd7ImNH/uK+ittBT2PY7mxiVWrPyIKbPfI/TCDopqHKFoewtq\ntN1ssgIrlpQwaeL7rN85CI/0dCa/vPy5KbAANR1CGTt9Ob3m70epUPKb37t4pLtx6Ng8ivJMuwR3\niTaRwtyz6HRZD93Hr7IHsbNdiaqSxM29oaTdTDZhwn+Iosi3P3/MmYnL5QJrAnKRNSGFQiCjcTFO\ntlkkNU3iaA0zDvsrCNuwC88dnbAxd8W5omkmm75+JoI542fRJjsMN+s7tGwbjMbe+OtwGUpKRjSh\n8W24lhLC6E2jAHC2tGaUZ3vcZvozYfBMCotN163L3CoEn6BtqDX/PY9Dj17DiHl1APaFN7naawHZ\nsSkmSviPsINbMVMXYKZ5ISbSK/PkImtie5t8R41DboxXHab1Jjc891ciNd8VnVMy/edOMEmG9Ox8\nJtydi6roMnNbNmTYoHjaDXnFJNc2lD93HiGzsBLR6XWxd/mn326f+u1wautGfM0sRk807pSPT+vd\nVzuSntCcG0EOnOyz1OTXn/t1Pp0DtjHk1bLdvPaikIusCeVmZXPs5x28Mf8nmg4PI6N+Di+nF2LX\n6ATmNWOZMX0kC+e8Rl5ektEybFuzk+4bP8PymwGkKyrzjmM3Bo56/pYcWfOlPf5OJwhye/BB13uL\n3qJlWDx3vOP5ZHHpU/1J7Y1db+B2Ow+nlIts/D3MpNdOHryRffWK6NnzI5Net7ySi6yJrD5wng/m\nz+NK/U/5eV1z+q6eg1mMAm1GdSpfqYb9zJdxE4twiPZg1bvTSIjJfOJrXLt9iy5T57Pz5NEHXtOm\nZ/NaxGvc+HMnbqoMlMUqNJnN6dayuSG+PJNr4rGbFFGJo3/p7dftvpqGXUAKCTnm7N1xxsTpHk2j\nUeG/520OOb5F3Px8CjNMM59ramoR+ZOmo10zAFe3sjNy70UmF1kTGDv2HS7vXoD+7k1UqTYkFjrg\naJGB5YUu7HdJJmNlXwSVDswKMHdLJc8vl/1fPtnIqozCfD48uALzQxrCFy+nKP+flV0XLvyGVyf8\nTJioZu2oNN691IOFf7Ri6i8d/+OMZVfooSPczq7KW3UW0m9aj1L3qVS5BlWLGxEe3YjRVttJKjT+\nROpPyt/RDfOxGdTqtJCo6W9RmJVu9Gt++NES8qyzqKK+afRrye6Ru3CZwLLX6+OWksNPlVqy+ZtF\npe4jivdWYli5YSlC0jGsdlcn/+UqDHq99CLybxE5UYzZdhyXs7dpbHaUu8VVqRRtxZubZ/PR15O5\n7RBOyvwJ+I1djYfOmplvzDDwV2haM3r/RnbybXJ01iw8MfI/990dGktGdleKLSwY1OAoSgMvWGgI\nx+ePwmbJTdK8vGi+7UeUFsYbiDl8xGzuNA/jVdu3GNK9ldGu8yKRu3A9B47Y1WRVr6psnL/wofv8\nb9TNkD7DUZ5yQWuZgtPqaA6c/O8PjkPhUYw48gGFfotp2a4Vont3HK2s0faOZMLqpVxXa7jt1IeA\nD77Es0Hxc19gAVLS75Chcya16NGT5nSq643auzOZ62oQ/sa0MjkirOmY79g1JJAK0TXZ/tIflBRl\nGOU6+pJiuhUeZeQuHT72L9x8+2WWXGRNwLySEyEXqnPo5OM94Oj2zSRs88y4WfsqkVs28OuB/aXu\n98v+xSzbshX9yfqURNTg9c6NGPjOEJKqX+DQ1drobpxGVaInOOdPFr+xlhnVHl7knycqs3wCXc7T\npO7jddHqU3kmLUsqYnsxncIrt4yc7umM/fgrzvva46jIZ+8X40g/dtHg19iy5DxhYmX2U40LVx9s\nt5cZh1xkTeCNNsM501rLZxtuk5z56MJg42hH+61TMcv1RLBOwX7zSY6euHTfPu9e+JXfY0s41cWF\ndtnpHHtzIUpBjZOZHfbO1VEmqIgmm4ouiSwftBSF8GLMBaTXl3A7uy7LI0fy9rf9H+sYQRCo+f0E\nnD/pyu3uU7i6suwVGLVSjfNH1iQG7CUiz4ywid+Tl2u4Ia8lxSVcif+S6zcbo89w4L3X3jfYuWX/\nTS6yJtCwmj+9/XuSnevB6GU3HusYlUrFiMWTUN9sgGZ/C9LfP4ou717n8bEnZpG8PwKLs2bUPpLB\ntPnzUCj+WTtqQtuvGTUlhPcHvcVXg1+Mu9f/Sdh7DbuSfELc0jF/wiW7rTo1Z2eTXnxst4MzGRFG\nSvj0OnXsSVi9OAJStGT5pzHzw6no9XqDnPurEfPQZtvi+sk0igbsRW0mv/VNRf5Om8iQ4Kb4t91O\ndoX1T3TciF9GkBe4g8LOO5n7XX/e/LU7d0/dJfX3LphXD+f30aMQSlmcr6lPD5oGmG6BRVPZveIk\n0ak18fZ+8rZVla01A+a3pnX078SdnG6EdM9u5pid7Bjkzikqcc3Cja/ff/SDz0f5btgFThY54qXN\nZOhBgR87l/7wVWYccpE1oeu1srne4Mn6vwqCQK3V7xPnqMUhzRFNvAvNLkbg0/oIP49YUO6mqTtd\naImm4mUmLny6CWA8nRxwzbAndLsv7y/uRUpS2Wuj/anDdLR+WpqW7MfFMYLZw6c80/k06UdpaJFC\nkEUyhVihdip9bTOZcchF1oTcdlrgsevJF63LXfQHuRY2KO8Ek6Ry4kjDOvw86yPUmvL14ytKK+Jq\ntiPFbllY2z394n+tPtuMmVJLhcAItu2eQVp2vgFTGsb8id8SGViLO+Fvklj7BFt+X/fog0qRmHCH\n9O4LSS6JYVH4YH7LalbuPpilVr7epRJziQjBI8bjiY7J3hUOyy9RUUxG5xlBkK8t60d+hUJR/n50\nl0IPojAvQIz1QSk8WXvsv7mZ+TL5+/m85vU98UFRzIhuil40TNunIS39YA6JIQ6UpPmw+swNzu5/\n8nbkXQd+4XRtLXoHC3yCj5NoX/a6sL3oyt87VUIdGi9iSIXN6EtKXxmhNFlrT6IqVtJobmNa7HTh\ni14TjZiwbDu57gz2qQ4E1bpikPN5B7QnQyEQrypgx+VF6HSP/3MxlYWfv4NV6zrUtsln+6xcdt4K\nfaLjL9VMpMDCjAqplclIHM6qb74xUlLZw8hF1oQ0iv786teEd1Y+/kOX3I8DEQERcD3w/E3kYkix\n1U7j9P5EmrYz3Fyx8+sfomfRUOYofiH00hyDndeQ5jR9F9KacHz4EaauOE9y7MPnrP23tKRc9vV5\nC8u3fqJWRQsWzHMyclJZaeQia0IdXu6PzjYcq0qPt859clQ6e+OncaG1H057p+LoVb4fWOgzHalz\n3pZejfoa9Ly9g0fzZVYwu79z4uShbIOe21AmfNONXpuyqaaJYdLcI2TpHj3Pwbxx03n1paU4tAkn\nzaEzZp7VTJBU9v/JRdaE3OydUd4KoOaPLZjz6X8vw1ySlc/OfsnoNg6i2tjGOAc8PysWGENqYgrh\nafXZmzQQCxdfg55bozancaPFCNYdOKvaQVShYZojDG3kuql42BRxecgmun05h037Njx0X1EUUeZZ\nktjsOnF9v6bjqLLX5lxeyEXWhERRpL3FZfQ1buKU5fbQ/QoStER9+CP+inj6DOxPSFAdE6Yse0RR\nZM33d0mxyaXA3zhLtggKFZO/8WP97RN8PvQc+uISo1znWSiUSia99QVuKyuRLdbjVuoGvh86u9R9\nBUEg3S6D6xtHYD75Q0Z8/yH5OWWvF0V5IBfZUkwbPpbxnQw/obGuRI9tXDCW6bPsueoAACAASURB\nVFUoTk9n/byWD+yjLdCybfYmrid5EviZGt/W1gbP8bxJSdGxKvIq7peCMU8zM+okL5/Zvs57Fw+w\nc84Yo13jWViamfHF6J4MjN+F3VYlqhu5rLxyrdR9s1qfAUFE1KnI+XEii+pc4vSqJ3twJnt2cpH9\nfwrztagvWaJpms5rcz7hTGS4wc6tUivJyXCn5lEv6mhV6JMfLKCrv9hBdIflOI12wbXn8zmhtqHZ\n24kMyixGX+kCVmEunDljvEUSu/Sow0/TcxnXN5dxp8cb7TrPIqhyMO9/u4if6tble9euTM07yUcz\nJt23T1GRjpQDbfDu/iPtewm0Di5AbLGYzVeW8d2rX0iUvHySi+z/Y26pQe+iQq82I19rzhffnyUr\ny3ATdTQdM5i4+mEk5waR4J7L1b27/n4tet1ubgunsd70Bk3avnhDYp/WrW25hBW7IlZMI2voaWrX\nfvqBCI8jyKYZbmIoUc6HjHqdZ2GuMOPEuDH4NttGvaux6HIKGDd5z9+vTxo9AvviQtSH6jJq8JtM\n3NgAx8AgbI4GsLVGLC9P+1TC9OWLXGRLMXH7FKZ99D3auz54xicy7M3lxMfFG+TcvpXc0GVZkG5W\ngYrhrUledhqAhSPncufABbrtb8Tw2b0Mcq0XxfxZUVzOdEKxoR9f1B+DRmPcEUsfdBjNT34bSROa\n0zy6bN7Nwr3Vj3d+OBPvpERCM9qRuSuLD968txhnjLkZ7SodR+d95+/9h338Ef6tnMkpdKL+poac\n6NWb/MzH6w4me3ryygj/QastZliXH/HoeQWbZBVjxn2BjY3dM51z24JJ2JyKpNBLgyI2AEVSKvEO\nwZi555DklkaTut1p0KWpgb6C519hUSGtXv2dwvMNmTTLmZf7OZrs2t+nbSFfV8THFfqZ7JpPq9eM\nz+GGFb75RRR53iTWTYWlJpffxqx9YN/Mwmz2dVpJhFkcPs52vLG67H6QlAXyyghGpNGoWbX3PRzj\n1URnezL8gx0UFhY+9fl+nzebnORw8q0L0CdWJt+5kKg65uhFFbH196O+aCcX2P9n8rBlDGw7m2ad\nfjVpgQV4z6knH1foR16BlsUbIk167Se1ecJk3BSZ5AuuRBVUol5iDu6J1Uvd197clr6H3sO39gHy\nKz9en23Z05OL7CMoFApGT5yNKs+FtjHJzOj7A/m5RY8+8P9JTs5gfbxIZGRTLl6vS4FehCMt0FbQ\nYuaWgtvJdry78TMjfAXPr4ybGUQVK0nY14dhgx9vgm5jGP91GMc+ucGZz59ukhZT+XH5dLxr70Of\n5MdhRQ1iLjhQUvLwrmibnJpxzqmqCROWT3KRfQwWlpZMmtyeu9Z6XEO2sWhNR1LSn2y1z5FzN9Og\n0h8keqZg2SeIHr9MIVN0xP73HhARzJAlHxsp/fNr/pKPyem/i6tt06jTqIpkOb4YU5MBrRNJDdzJ\n6VsfI+rLXh/a/5n06Xr8XEJRngvG2TyXQc3XE3v3wTXDipIzee1oAlXCO0mQsnyRi+xj8vHyZvT6\nEaTbOZBY4MnWL96lWPt4a0wVaktokHeUyNzWWDjC6PcHotZo6L+nJr03NePVo92MnP75k3kzj2LX\naKxvu/KGf1dJs9hamdF56Vs4N6uKTdRetiZtRyuW3UK7bMl8bLwvcTOmDoJFHl1+nMGgJZ/ct8+n\n48I4m9wUV9UaiVKWH3KRfQK25jaMfX89daLusv3424zquoqEOwmPPO6Hb18j19uCBrfC+fKzf/oz\nWnhZYuVr3O5Iz6tfTrUhQu+Jm1cxXdp3lDoOAPU9P0NbdzGzCy5z9sZ+8jIf/bOXypbVE9A0P0OS\nUzEWVW4QZXeVBm/NBSA1OZ3qEenEe1piXSGdtbe/kzjti00usk/IysyMzjO2YSuquVxD5J15v7Bk\n3bKH7j/l+6WY5aSRaZtGaogFFhbyUsyPUngth7Bt3cmzEvmiy3yp4/xNEARqOTZiq8/7ZC4ey9y1\nPdl4uOwWqH3ffca3PzZCzLEne2dn0s60pPtPg9nz+3eEVF5EDcskNnp5cjBxNVvXld0+wc87ucg+\nBVtba1ae7oLKNY1gmxNsuFvIoN6/PjDc880W67gVnofPTQXV4j2Z/O4v0gR+znw48Sy304LI/WEU\njtam7VHwOFxVdlRu9RY1b1sx5XeB8RcXSB3poWo41eXMOytQWhZg1ewoCVoFi2NK+DnhTfZb2dHH\noTPmv3Tm9Lnj6PV69LoiigvLblPI80gusk9JEAQOf/IJRUVuePwWhCbkCp99OJNp06cBMLHXAopU\natQpApeChvH2rHkSJ34+pCTe4kakA6o7gfy2u+w++a7a9QPiq9XDvN0RwicHsOydzVJH+k+hc96i\nqpBKcVQQiq77KapxCcfAq9xevheNZSFJHkkcWdWEMzM6sGfKR7Qdton89EdPpyh7NHkwggHcup7G\n2B3LqZkfS1ZRPsH5uUQVVkc8WIv0wAwWbR0iSa7n0dDGR7hbMww/D3OWTB4hdZxHyi/JY8UrawjM\nO0pczfYMmTuoTK+h1eDTaRTrlLT1SeN2ThHOCnca5KmxCjxCdWI5XmTL5ePDOZ3uRPsiHXWGVaBn\n38Zl+msytmcdjCAXWQNatfZXrl/djdtZO2yHhfNSs7n4eTSUNNPz5MTVKbzXZQA6FBw4XQlnZ5XU\nkR7bouGLiOz+O/Yrg+k2qi/1mzeROtJT0+v1rP9kN+tO+hBnXUwj9S3mrOqBtb1a6miSeNYia/Tf\nYkEQlMA5IF4UxQf64giC0BeYyr0VVi6Kojjwr+2vAf9b0OoLURRXGDvrsxo8cAAwgKLcHNSWFigU\nz0+RKAvOro/DvclO3P2ccHYOlDrOExmxeAQfj7uF3iWPsPMTqN/8+XqQpC3Ss/yrRNpfnYzaL5sI\noQXNBp9ha0wDPGKvc2nRYRp/2k7qmM8lU7TJfgCUOtW8IAgBwHigqSiK1YHRf213BKYADYEGwBRB\nEBxMkNUgzKxt5AL7hFJTrnDyahWSwhrzZrsaUsd5YgqFglmzZ2EfWpka+z2ljvNE9LoivlpyjI0b\nMiks0KO7loaHkwVh0c3pFhBBTFwjsvCTOuZzy6hFVhAEL6AL8LA+TsOBH0RRzAAQRfF/0953APaL\nopj+12v7gbLRWVJmFKtXfklRgQ3Ojkk0av7Uf5lJas3SLxErpyK893ytCJu+dTENrGcyfCY4L1zC\nVNsRHA6+wclOiSzWJ3Fq6CXqveIldcznlrFvtxYAHwM2D3k9EEAQhOOAEpgqiuIewBOI/dd+cX9t\nk72A7tw6TZz5LZo1jubd0VuljvNUinWF+AQu51Z1Dxq1nCl1nMe25/xZsr/QYKZy5k4rHbdnjcNC\nX51sRT51bhRQv0UD+ua9hHNledDM0zJakRUEoSuQLIpiqCAILf/j+gFAS8ALOCIIQvATXGMEMALA\nx6d8r+T6vNJpi9nyy5ecaaChYW4XzM2ez8EaCbm5ZDh1pJfT8zUXwGbNL+jr1kF7dSDnLpRg3+ow\nNrd6MCNoCA4dNOW6V4GhGLO5oCnQXRCE28A6oLUgCKv/3z5xwDZRFItFUYwGrnOv6MYD3v/az+uv\nbfcRRXGJKIr1RFGs5+LiYoyvQWZk+zt/g29yJq+c1/FFj+FSx3kquXdusGR7B84XVKG27/NVZMcm\nnKdt6zXoQ2LRV7lEZBMXJn7XHEdfM7nAGojR7mRFURzPvYda/HUnO04UxUH/b7ctwADgZ0EQnLnX\nfHALiAJm/uthV/v/nUv24tDnFRFle4vIik5o7vhhZmEpdaSnEtfrdarWzad2h+enwIqijtgVLyOk\nZ6CtXIRVqx1E9t6GIMh9ug3N5I/ABUH4HDgniuI2YC/QXhCESEAHfCSKYtpf+00Hzv512OeiKMrD\nT14w+brraBQ6gk86MnDZpEcfUEaVjO3BD7sC0c+L5fAMLywUGqkjPQYFGW4enP7Tml8KmmITV0xh\nu1gs7ORmN0OTByPIJNP7zan42t5Eoypg9tyNUsd5JvPWRJES9S19zfOp+eF8FKqyvZR7YY6OUf0j\nuZRXQnKvqwS1XsCO6scR5K6HDyjzgxFkstKs/+ZLAlKLOe7nzOhGA6WO88w+fLUyN7Y1IVH9DYPe\n/BU/10ymzfgAtars3dXeTUzlQvMhoHuVictaEtjIGR+zHnKBNRJ5ghiZyWWnZbPnfA5htUtwS7el\nd9sGUkcyiIDu/QhutRF38xhe2bmUHYfK5iDF8Vd/JMLPA2vPBF5q5kighTfmiuezPfx5IH90yUzu\n3LY/sYvzQh9rx9yVzaSOY1D25u4MfNmN87YaBtQsmyteVD9tTk6jApofLMROLfd/NTa5yMpMrtmr\nnVl3fTgtVTdw9Sr7y20/qfhNZ3HNrIFlBTepo5TqRi8rDmVWISbEgV5ShykH5OYCmcmdPZCP2b6u\nbFm7WOooRlEhPJM8nSUbJn8kdZT7rL/xB2/fWEzM1x74rbOnV43WUkcqF+QiKzO5FXMTMDNPpaLn\nYamjGEWV9d9z92Z1wk+ESB3lbznJmUxIu0Nu4UrGtvmKdlUu06tqkNSxygW5uUBmcubeq0hQK8g0\nezE/423dbek8ex366FekjvK3V9cuRp9YD7s27sSa6wiq8ZnUkcoNucjKTM7eKp6qJcXEa17Mhy6H\n0heQGuBE71avSh3lbzf0dlAvnoHV5tDUs7LUccqVF/NWQlamuXtGYO11gx6dX7whnKfubiQmcSPV\nbbqg1pSNiePCDh5C3zEVB6c7coGVgHwnKzO5zcltUGY5sPGjRlJHMaicfB0jRgbiVf0dhk0fJnWc\nv22Lno1LhUo0TkuTOkq5JBdZmck1LkohRdBjafli/folppVg7WzFuK6DUSjMpY4DQHGxjuO6IHoe\nucRbA57vocvPK7m5QGZSBbklBGhTaGgfKnUUg8rKuUBYZggrZhyldeOyM2/B5PFjiLrWhuVZg7G0\nfdjc+TJjkouszKR0yVq233qZYxf7EXrxttRxDObXjB04FmtwMC9bC0DGu6loKx7HvcEqPh49nH2d\ng/jtq9FSxypX5CIrMylzNzMSBRcueihY/s0BqeMYxK0b+awc1pbl+SNxtmssdZz7pLpmc7lJOsUq\nc2y1WuYF92BBpofUscoVucjKTEplqeQ7t3lUFWLIeOkyer1e6kjPJC0jmdvJZ2jf0omvqg2WOs4D\nell0wjW0EotcJjFl8WqyTr+CkFOZ/WcjpI5WbshFVmZyXu8txMYmj8KdvqybuFzqOE9Np9Mx7du1\njBsPUycF4u5Ydtpi/6dL88Y0zbvF73n3FoLu2D0dTZUMZp3/Q+Jk5YdcZGUm59gsgIZ1z9LG9jyH\ncvOljvPUft1YmxZZP/D1nGKpozxUSuxVVvu3psK1e5PzJ6t2USfzABVPl43eD+WBXGRlklCbtWRX\nSg+SMsxIT9FKHeepeDlp0Xe0o1XjdlJHeagF4auYlrGYVlXvja4rVuZRdXsjbCLLxkCJ8kAusjJJ\nvDJgHPWC9uGUquWbX+dKHeeJbLkeToM9E/Cpc4RX2pftJY/UScEsUPaiar32AEzuPY4Lto6ceO0Q\nJxNuSZyufHixeoPLnhsqlQ3e/hDdfhHZJQV8OrIN9fvmcvrIHjxsvBg9ZozUEUuVq9PyU9Ey+jjG\ncSU7iUoOFaSO9FAHtyShLBRo73H9721eboEEjg0nN8aZLadO0LhXJQkTlg/ynaxMMg1qt0efY0us\nC5xKv8T37yu5lGfL7cRI/jyQKnW8Uk1fcIP4X7ti4zyYLr7BUsf5T5O37Cdja3OGdPryvu2hR5LI\nC3XDS5khUbLyRb6TlUkmpH5vqk3JYcfNuji12INFkAsu2BF5qBqp4Zdp0aal1BEf0On8Iprqg+he\naaTUUf7TlpN7qRscQ3FwNO7edf/enpSVSqvGa1E5ptC/bqSECcsPucjKJNWoxnFqux2nw+LFKBQK\nSooDmdxpPufU2UBLqePdJ6Mki+m13Whbr4DuUod5hJs58eRG55DUyIXNOyPp0SmIxp+vJ0VjC83q\n807UZTSN5be/KcjNBTJJpXmYUyBmsm/zjwCo1GbYdthOs04LJU72IH2OOS+fuIFqw1GpozzSuPav\nY/6aBckubkT8eIl3P/8czVF7qiTF4nreGq1TZ6kjlhvyR5lMUh0HjmZNymLcNyaRHRCKbUhd/rww\nmGLzbHhH6nT3s7dVoe2VTOX856Mtc37IBKa/P5HkyoV4uhbQMLqI815mfDv6C6mjlSvynaxMUjYV\nKlPVsSVZrXZxYNYiLvywAo13Cup8cxLvlq1O/kqlkjrafCqgIzY9Vuo4j3Rw9gpO9kzCu04hnu5t\n2LvqOxxa/il1rHJHLrIyybUc2xmXLD9udk0g+kgkwdUqk1ngwcbTK6SO9oAWbxxmQp0GdImdLXWU\nR1pxU0H7DZ5cyk3mSPE27K3SOB9yW+pY5Y5cZGVlQqdxG/DfVJVz3ffge/kPgjqupOBsIQtWfEZS\nYozU8e4z0b4X3uYX6HGjLZklZbPp4Psp+/G0yCLUxZGTf36GmUqLW7YDP1cuex9cLzq5yMrKjI4r\np1L/tA+OylOc2/o6YYXXyTuezjezpkod7T7tAtrgoalGt+23WLqiM1kFZWv+hbikVEKjw9Hd8MI7\nVUktp1QW9fqNKc0P4mzvI3W8ckcusrIyw8LKmvofjsMjVUVnx1BciyBHq8LRMoGSEp3U8e6ztOIy\n3H3b8fufI+g74yhbQsvO1IF5OcXYO0dT3PQPblaKwyfgkNSRyjW5yMrKFC+/FpSYNaNpZGOa/jGQ\nLJUFt9OCuXq17M0R0KX3Yn78sA83Xsphc+q3XMs4LnUkAKr4u9OgTSDexbFUyNTw9YdzpI5Urgmi\nKEqdwSDq1asnnjtX9t6IsieXX5zJ6oFruNb7J1zTOnInP4zCy41ZtmKS1NFKNWbzPrBdh8uhInoP\nn0QV36pSR5IZkCAIoaIo1nva4+U7WVmZY6m2p+3ntag562tqHAvEKsuRivW38NvasjdAAWB+r/aM\n8B/JiVZ1WVNS9rt2yUxLLrKyMsleVY9C0YrYHDssdVk0vgHZp3ZJHeuhgnzrsa7VKCZVasOsC13Y\nv/8TqSPJygi5yMrKJMcAM9yrLCR20CR2VLBhR0IPNlUs27+u1go1akGB99Y4JvzQlcZD5SVeZHKR\nlZVB6deKmPHrbBa01HNIqEza1p4crFLIrjHbpI72WAaOPwOWetwKE7i0fMxzv1ik7NnIRVZWpuRm\nZvHG+cGs/CWEklqRCA7puL+9npMTp0gd7bEpzMw4s7YFX/S4xrGDl5k0bYPUkWQSknsXyMqE7Mtp\nXB27hMX9woiqfIe887Wx+LM7076zoaVXEwRBkDriU+nW/A+yBEuGzivh9brNpY4jewpy7wLZc+/o\n7BvU6pXCcI0/eR5J1E6vys4RUziypSOtvJs+twUWYOmaJlQadQiPCWvR3oyXOo5MAvJUhzKTSjhX\nwJ6PrlNrupaSPHvWFo4j5WwX4CUc7FSsbr8flUItdUyDcfO2ZJ7lGyyN/Irx352knV8yc8eU7VUV\nZIYlF1mZSams9BTlZ/L1lAIyp45C55pDx7FHme48iIqBQVLHMwpHJzey/J3oHHCUiPNP/Ven7Dkl\nF1mZyei1IltHH+B3SwvS0+2p8UdPJn3YjUC76lJHMypRFGm3M51wfwumz3pF6jgyE5OLrMxkkq9G\nc8Qyj7QkD0a+rWPE259KHckkTrarSWZNGNx1HQqVudRxZCYmF1mZySRfmoqmA3gkpTLi7VFSxzGJ\n2qemo/2sG19uvYxj/WpSx5FJQO5dIDMZzzojaady4u2O5WMClVObL9FrZnVEOz0d5m2SOo5MInKR\nlZmMU1AjIq815pOhPhw7lid1HKMqKtay0OIIJwcVExY4FaVSKXUkmUTkIiszqZqpjVDrQat9MQbB\nPMzSsN858UsgTXP80diYSR1HJiG5yMpMKqXudD7rNxVr671SRzGqocG9aOWo5OXt+yi6ckfqODIJ\nyUVWZlK2YX4cXjeO8aN8pY5iVNbmliya3Yi9OlsWDdvDiV8vSB1JJhG5d4HMpALbDmBl2/dRpVck\ns6Qi9ionqSMZjdLWEtuQCtyOOsOpO4U0obbUkWQSkO9kZSZVp19FmvzZiQoVUigpfn7nJHgcoigS\npTxPQZSaft07SR1HJhG5yMpMShAEaucUEO8ZxbfHNksdx6jGnxtEZtcDuI/2wDMoQOo4MonIzQUy\nk0urm4XuQhA5riVSRzEava6ECKsrKFHxXf93pI4jk5BcZGUmpw935G5kJ+LyLZnfW+o0hhcddooT\nS2Yws6YPzkN/kPvIlnNykZWZXAG52NQ8R4nWHKgldRyDykhPYOnJaVxpm0IDy/G4m3lKHUkmMbnI\nykyu8vVi6g8/RrXgYKmjGNzYg29R6KJhgv/nBIR0ljqOrAyQH3zJTC6vbhTnL9chMfLFmjDlVuIq\nhtlfxoVi6skFVvYX+U5WZlLp564RfrE73WJr09rFXuo4BuViVo24dE9qFnSQOoqsDJHvZGUmdfbs\nCvx1CkIEHT4VNVLHMSgbh7pczn+PFUdrU1Ly4vackD0ZucjKTCo2zA5bu30c1+SQ7vri/SH19pBX\n6DdDwYCE1VJHkZURcpGVmZRnRBHHUquRbh+GrW2q1HEMTqFQcFOfRlxxmtRRZGWEXGRlJnUnKJ3r\nc1YQ+NZX+FV3kzqOwaVeK0L9Qzpex9J4eZQ8+5ZMLrIyEytWqamWlMtVXzUKzYu33tWKfWuwulwB\nM60aWyv57SWTexfITCxWkUnj1bW4oagOraROY1g7zu/ndloCDkMSWdlzCgqFXGRl8p2szMTSrUpY\nHOTPFZ8cqaMYXMTdGC7km7PlhjPdNv0sdRxZGSEXWZlJuef60kgRS4Dvi9V9C+CTrm/y60f9sffJ\nJu5XF6KTkqWOJCsD5CIrMyl1ngrd+T6YZXtIHcUovF08ece+JzU0MUycMZXZG5dztyBW6lgyCclF\nVmZS2TdrUlwQQfRZvdRRjKZfh8rYu4HKuoCkmKPMWDCbtKwXr7ua7PHID75kJuVfpQJL/HKp4HJN\n6ihGo1AI/DB/FLcSLjBx7E0qp11ji01/LAPcGNDhn0EKVz5bQ/6Rw9Q9tlTCtDJjk+9kZSY1ZG5N\nuqVk0Py4C2Fnbkgdx6gquddmxcreNBoZQobCi5kLh9Hgu+lExdwGYEd4Kh8O19Bz3hxpg8qMSi6y\nMpOycDbHNcmWIks4MDlK6jhGp1Yp6NKjO3UbdsOsYjpVj3qz89XtbFx5lh21bcjb2407SQ0RRVHq\nqDIjkZsLZCan1zVEPGlLXNtLQEep45hEq7q9OVcXbl+9zYbp55hTcpDUQYUMvRSM9ksLYqLy8PO3\nvu+YDz8eT3FhMd99+5VEqWWGIN/JykzOs7YLO33zcBYzpY5icn5V/RizsjfNC7yonmPB2NY1Uat/\nYdWns+/bTxRFQmJv0CjhthQxZQYk38nKTK71aF8OrlqONsmKjOgEHCq6Sx3JpJRKga/effXvf9t7\nWOMaf//gjJuJ0dx2NEctFJs6nszA5CIrMzlbaz8arahKBXURvyefY8TCblJHklSXGi6UJJ29b5uD\nuRuJXV0YU2u4RKlkhiI3F8gkkdDkOCnFzqiLVkodRXL+k9/l1zYv8+nXEynIKwDg9e3LODi1HxYK\neSHG551cZGWS8HXsQU7ntVjmV5Y6SpmgrJpIzRNxLPutMZm5cZjbhmMzZzleLjZSR5M9I7nIyiTR\n8c0hxAvubB61kcu3X+z+so9jct8JaPprCNdUZla3aBrscGPIvCryTF4vAPknKJOElauGgjgncuZ+\nwO+fz5c6TpnQ+5UltFH24UayK6k+d4ivEyF1JJkByEVWJglBEAiOb0kDs3BilPKv4f/07z+AeVt9\n0QvOePk2kDqOzACM3rtAEAQlcA6IF0Wx6/97bSjwJRD/16bvRVFc9tdrOuDSX9vviKLY3dhZZaYV\nezeQjICL1MyTpwT8Nz9/M+ZOmid1DJmBmKIL1wfAFcD2Ia+vF0XxvVK2F4iiWMt4sWRSC3XM5Hbo\nUOy8f5U6ikxmNEb9O00QBC+gC7DMmNeRPZ/6dLGgSvN1+Lu9eKskyGT/Y+zGsAXAx8B/TR7aWxCE\ncEEQNgiC4P2v7eaCIJwTBOGUIAg9SztQEIQRf+1zLiUlxZC5ZSZQ7BNFSIEFFTs3lzqKTGY0Riuy\ngiB0BZJFUQz9j922A36iKIYA+4EV/3rNVxTFesBAYIEgCA90qBRFcYkoivVEUazn4uJiyPgyE1DO\nC8T9dDuaDe4ldRSZzGiMeSfbFOguCMJtYB3QWhCE1f/eQRTFNFEUi/765zKg7r9ei//rv7eAw0Bt\nI2aVScDZ9RKuKg1ZEYVSR5HJjMZoRVYUxfGiKHqJougH9AcOiqI46N/7CILw75lBunPvARmCIDgI\ngmD21/87c69gRxorq8z0RFHkj4j6bFQoMHsBF1WUyf7H5BPECILwOXBOFMVtwPuCIHQHSoB0YOhf\nuwUBiwVB0HPvg2C2KIpykX2B6Ip1uPR9nzSbAM7H9qFJUCepI8lkRiG8KDOy16tXTzx37pzUMWRP\nYNnnDdjXzAz7FGeW9NssdRyZrFSCIIT+9XzoqchDbWSSqbqnN3UvF1Lvwou5PLhMBnKRlUnIfugw\nVLl2xBfnSR1FJjMaucjKJFPtDRduJTTgQEguYf/X3p2HSVGd7R//PjPMDDDs+yICYVOJioiIAqKo\nuKBG4usWUWJco+ISozFR3/yiJjEmGhNjoiZxSaKSqNFoXBJxQY0LoOKGIoICCmEbFtmFeX5/nDPS\nzIswYFdX9/T9ua6+nKoupm+nq5+uOufUqVlz0o4jkggVWUlNSanRtddcGjw4kicv1qW1Uj/p9jOS\nqlM6Xk6XZj/FS1ukHUUkESqykqr2/9OTiSxj5+lr2LBiKaVNVGylflFzSP7fqwAAHy9JREFUgaTK\nzDhj9bH0mzaHl2/a7BQVIgVNRVZS1+e44/hX137c101Xfkn9oyIrqSttWEKT2YewZu5O3DXjt2nH\nEckqFVnJC0ecujeDX93Akz9dzIb1G9KOI5I1KrKSF7r2r2SPz6Zw3NRK5j/8YtpxRLJGRVbyQnnT\nxjy68ArmLjiEV35dwsrVq9KOJJIVKrKSN8becyDTz/gN81t+wnUfXpp2HJGsUJGVvNG4UzlD+hzB\nzJ3eZc3rHzN33FVpRxL50lRkJa+MOnokh64+jb3u3IOpL/2N38++Ou1IIl+KiqzkneE37kB5xWCm\nVfZi8stPc9O066kv8x5L8VGRlbx01D8PYkjVWNpOa8PdP2vI/T/+e9qRRLaL5i6QvLX7LcOZvtcs\n2pYtxhZP5dnlFQxrOhIzSzuaSJ3pSFby2lHPnUCPFocxtccqfjnzf1n52ZK0I4lsExVZyWvljRrR\nb/gahr6+jKMfrmbO90emHUlkm6jISt7rdH4/mu5QTf+3GlG1sB9LZ6xLO5JInanISt4rKS9l199c\nj3VsxvTXR/PsebpVjRQOFVkpCBXNK5napj8zR0yg7aD1accRqTMVWSkYHY8ZwewO03jmeU0gI4VD\nRVYKxrC+B7D7uBPZY+Zgfn3y3WnHEakTjZOVgrKi1ye8MXsFh587MO0oInWiI1kpKDsObcu0S+7i\n/eWT0o4iUicqslJQWqx8ln3/NpJ+64amHUWkTlRkpaBU2yK6vLInb17zVtpRROpERVYKyoADT2Me\njVm2rGPaUUTqRB1fUlDK1/fmrfbTKGtTkXYUkTrRkawUlPYDO7KgXSkffJp2EpG6UZGVgnPQQV3p\n2rsy7RgidaIiKwWnz/13ctqys1izVBPFSP5TkZWCU17WnjeqLqS6rDrtKCJbpSIrBWfxSVUsWbYj\nH835OO0oIlulIisFZ+DhnTj4z8+wy049044islUqslJwnihbya3z3mPF3M/SjiKyVSqyUnD2K9mR\nfW4YxSs//yjtKCJbpSIrBadT0/0p/eFE7jjpbK59/MdUV6sDTPKXiqwUnJLSJnR781XG/KI5DV94\nkw0bNqQdSeQLqchKQWrX6XRarl9O+yVrWLlSu7HkL+2dUpC6HHIc8wYP4lcvfJ//XH091WtXpR1J\nZLM0QYwUrBGnXs6SeV+j57yZjD9sZ/b586E07VyWdiyRTehIVgpWRYtGrOg6lMkzr2bK2maM+/iO\ntCOJ/B8qslLQzjn3Sprs0JV/LGvOO+f35pGfPIK7px1L5HMqslLwDr9jTw7u8RYter/LU49XcUWP\n97lj/xlUV6vYSvpUZKXglTWu4OsndWZinyl8cugEFttqPpyzjtNH3552NBF1fEn90PfoAzj7mOdY\nMmMY4zu8x/iBHzJ4vUYcSPp0JCv1Qmm5cUtlU975rIo2SzpQOfRZVvUvTzuWiI5kpf64eEBn5r43\nm7lNKmn7wi70Lv8g7UgiOpKV+qPvnsN569RpNNx5Drs0fIKZlXPTjiSiI1mpPzoc0I4fdL+RylPL\nuP2bDem4poKZr77EuOsn0f31ASwu/5jz3jgu7ZhSZHQkK/VKi24NufPHc7n3zYE8tf9/ePPat2m2\nqpSVHZexwUtY8+nqtCNKkVGRlXqnTecyKnH6/Xs4rIDKNouZ3v8B3j3pAZ4880dpx5Mio+YCqXdG\nnd+Bo85qB/SmtCIcR9x8zTm0e2wQ87tMZcPK5ZRWNks3pBQNHclKvVRaUfJ5gQU4Y+y1lM/vS/f3\ndmbm+7oBo+SOiqwUhfLmzXi/49t8WlHFU7dMSDuOFBEVWSkaJ/xyD1qs6USvt3QlmOSOiqwUjY7d\nuzO7fDEL1jVl9WLd6VZyQ0VWikaD5q35uLoZkzc047Ubn007jhQJFVkpKv0GlDDIqpn4xLK0o0iR\nUJGVorLB9mFq6+Z8MvidtKNIkVCRlaJyyM97sGzEbXQsfYepr8xLO44UARVZKSrljRpQPe7bLHxx\nFLf/6D9px5EioCIrRadLj7UsGj6VF1p8mnYUKQIqslJ0xt5+JN0m9WL4uoU8M/6ptONIPaciK0Xn\nT/NuovfKdew9vSdT7n037ThSz6nIStGpbNWA6Yv3YIJ3goFPpx1H6jnNwiVF58TW5/J4t/Op/spM\nnp/dM+04Us+pyEpR2uvSb3DrzePp8k5TLhz9a3oMe45WU/uwtKwJDZ7an4VdXmT1rtPo8NgQNjRd\nxOze8xjRdk8OuuYYGlhZ2vGlgKi5QIpSm+GDGDSnMTNatGRtz4+pnN+F9pP3YPmqUspXVNK+cVOg\nhLKO09m1ZA5Vs3vx5uJpfH+fZ3h46Z/Tji8FREeyUrQGfHcIfa05Vz/wGfNtFZ32eYKGfZdSMqM1\nLT9diD0zmLUb1vFKp/m06zydJbaCisXtqF61AFqknV4Khbl72hmyYsCAAT558uS0Y0g94O549Ure\n/8Vq2u5fSeu9GzPlgnm8vPMf+OfuD9HzwTHceN35aceUHDGzV919wPb+ex3JitRiZlhpE3b6XpPP\n1zVoUsKGe3oy6Lp7qChfBdelGFAKitpkRergqz9uz9LlDXhvxL+Y1n1m2nGkgOhIVqQOZr5dRbfq\n+bR6riG7ntQ07ThSQFRkRergzUdf4J6OlbRqtIhvXz4i7ThSQFRkRepg8vilHL+6E/9tszbtKFJg\nVGRFtmLqvUvYadUK1ixrzHeePS3tOFJgEu/4MrNSM3vdzP65mee+aWYLzWxKfJye8dwYM5seH2OS\nzinyRd6afC+L/9uO6rVraNBAV3vJtsnFkewFwLtAsy94/q/ufl7mCjNrBfwQGAA48KqZPezuSxJN\nKrIZn038LzPGvMpu6walHUUKUKJHsma2AzAS+MM2/tNDgCfdvSoW1ieBQ7OdT2Rr1q1dxzsLDmfA\nvSMY87/fSjuOFKCkmwtuBC4FqrewzTFm9qaZ3W9mXeK6zsCcjG0+jus2YWZnmtlkM5u8cOHCrIUW\nqfG3686jR98JLNr1I8rKS9OOIwUosSJrZkcAC9z91S1s9gjQzd13Ixyt3rUtr+Hut7n7AHcf0LZt\n2y+RVuT/+s7VjzH9pe6Udv03h5zbP+04UqCSPJIdDBxlZh8B44DhZvaXzA3cfbG714yJ+QOwZ/z5\nE6BLxqY7xHUiOWPVD7GiyXJefmMMfYcdnHYcKVCJFVl3/7677+Du3YATgKfdfXTmNmbWMWPxKEIH\nGcC/gBFm1tLMWgIj4jqRnGk0uRv91jZlaOUHfPDKuLTjSIHK+ThZM7sKmOzuDwPnm9lRwHqgCvgm\ngLtXmdnVwKT4z65y96pcZ5Xi9dEbq3n+g5H0GH0SZR/25plTBnBf/0upqmpHn/IOHHT6zlQ0ho4H\n77n1XyZFTVMdimzGolnrOOuI2QzfcRZl73akomQOs/o/Q8nyVvRfXsXsxftS0W4KTdb259iJR6Qd\nVxKkqQ5FEtCmazkPvNUT6Mm6VeuYcG05y8cvYnlJFQsrSmlRuoBVa5uwvkofIdky7SEiW1HeuJyD\nr+rJwVdtvOni/E8WMHa/JXQs/5QTU8wm+U9FVmQ7rF+0kk5fvx+f25RwYaLI5qnIimyH9+58kYP+\nsRPrhnyWdhTJcyqyItth5m6zKF+wghNuvTLtKJLndPsZkW00a8lM5tzdlvdbvUZFo0Zpx5E8pyIr\nso1uP/4ZXr/mVtYuODrtKFIA1Fwgso267lLKit+cSof/Lk07ihQAFVmRbfStG7+ZdgQpIGouEBFJ\nkIqsiEiCVGRFRBKkIisikiAVWRGRBKnIiogkSEVWRCRBKrIiIglSkRURSZCKrIhIglRkRUQSpCIr\nIpIgFVkRkQSpyIqIJEhFVkQkQSqyIiIJUpEVEUmQiqyISIJUZEVEEqQiKyKSIBVZEZEEqciKiCRI\nRVZEJEHm7mlnyAozWwjMSvAl2gCLEvz9daUcm1KOTSnHprKRo6u7t93ef1xvimzSzGyyuw9QDuVQ\nDuXYFmouEBFJkIqsiEiCVGTr7ra0A0TKsSnl2JRybCr1HGqTFRFJkI5kRUQSpCIrIpIgFdkiZGaW\ndgaRYqEiW5yaQ/rF1sza5UOOtJmZPocFYHv3U725CTGzvmY23MxapZ0lk5kdDswws36eYq9nzPGJ\nmQ1LK4eZdU7jdeNr9zGzAWZW6u7VaeWozcx6m1kHM+uoHGBmXzWzncysh7v79hRaFdkEmNmhwP3A\nmcBEM2sb16d95HgocDXwAjDUgpzvAzHHFcB9wCgza5JChsOBJ8ysY67fFzM7EngEGAuMM7PRZtY6\nlxk2J74vfyO8NzebWRfl4K+Ez/GDZtZnuw4I3F2PLD6AfYEPgCFx+R5gBFCScq79gTdivgOBp4HS\n+JzlMMdg4G1gCNADeBhoG5/Lyd8ovh+vAQds7v8/yb8H0A54HNgjLp8JvAd8F2if4v4xNL4vQ4GO\nwC3xv2W53EfyKMcg4F1gWFy+AdgZaBqX67yvapxslplZb0LR+I+Z7QC8AzwGNAHuAB529/U5zmTA\necAkd385rnsUmOHu5+c4y3HxdV+Ny/cBuPuxOXhtA1oB4wnvww/j6ehxwKfALHd/KuEMZYSznDvc\n/aG47mHC5EZPuPujZlbiOWpCyDiK/xYw092fic0orwEPAWXAH9z9xWLJ4e5uZiOBpfFz3JnwOb4f\n6An82N2frPPvVJHNDjM7DGjs7g/E5RLCUUoLd7/WzE4DTgGOdfcFKeYsc/fPzGwIcDJwpbsvqNm5\ncpijgbuvN7OuwDXAr919Ui5ymNlJwDcIR9FnEopuW+Az4DF3/0cCr3kY0MTd7zOzsYSj+JlAB6Az\n8ApwtLuPyPZrbyVXM3dfnrHcBLgOeB94kHDWcybwNXefXwQ5Kt19ZcZyI+ASoAr4LXAMcBMwyN0/\nqtMvzcWhd31/AAcBC4BJQPeM9aW1tvs7MCCHuQYAFfHnslrPtQGeBy7MQY59gR3izyW1nmsK3EUo\n9klm2IlwClpz2nkk4TR9bFxuBvw0ib9Hxv4xmVBUdwROiB/W6zO2u4fwRZ2r/WME8BTwc+D4jPU7\nZvzcArgTaF4kOR4GrgJOzFjfrtZ2fwS61PX3quPrS4qN4z8HLgKeIxyhEHuNN2Rsd0J87uMc5poI\nvG1mjTwcvTaIz5m7LwK+B5xsZn0TzHEgoaPtX2a2g7tX15waxhyfAj8Dzo5H10lkOBr4N/Ad4N9m\nNgb4F+Ho6HcAHo6ilgOdY4dgVjrDNrN/7Orus919nLuPdfeL43anEk5FG2TjdeuQaxjwG8K1/UuA\n3jXPuftsMyuNi4cAvQin6/U5xyHAL4C7gfVA/4wcC2o6iOPneDfCWU/d5Opbsz4+gO7Ao2zs5LoC\neBMoz9imCTCa0IjeN0e5mhKOkg4Hboyv3Sg+1yD+twToRChwrRPK0Qj4AXAE8CNC0d/kiJZQVBoA\nFwMdE8jQkHAENDQunxT/JpcAHTK2+xYwBdgp4f3jLeLZRVxnhKaLOcBXc7R/GHAucE5cHkb4Ivw2\ncFrGdhcArye13+ZRjhaEkS4HxuX9gAlxXzk6risFzo6f723KkfgbWt8fQKday3cBozOWKwnfwj1z\nnKs3oQ0Q4A+x0DbZzHaVCefonpHj+lhou25mu4YJvX4JoU3v8ox1h8YsJ8blPbfnw5ON/SOuawp8\nJcf7x2jCEdspwELgWuBCQpPFRbEAXgPsnHCOU9LMUfP+EEd2ENrmJxO+iL8D/AW4KD53LtB7W19D\nHV/bwcz6EK6amuHui+O6mqaX7xHaZc9MIVdfwnCX19y9KrPJwsz+COzr7jub2VBC4Xs8oRw1f59X\nPaPJJD53PaFtdBAwEmjp7n9KIENmR9MgYAzwgLuPj89/EzgVGO7uG8yspbsvydJr13n/qOkAzMbr\n1iHXAYRi9du4fDrhIGBndz/bzMqBrwO7ufsPEswxFOjl7rfH5bMIZxy5znEY8EvgEHefFddVEj4n\nT8amilMIX4BXbvcL5fLbsz48CB0mrxEa6m8F9ovra05/WwBTgbNznOtQwtHqOMI43Zqxp5lNF9cD\nawnDhXok+Pd5n3DEdh/hiKl1rW2uILS/zSKLp+cZvz+zI7Ib4ejkUsJR0sEZ2z1CHK9aBPvHITHX\n0Frr9wCeIXYyEU7NHwAqyPKYVMJRaQPCONjngQsyntsTeJZ4lpNkjvj7RxBGdLwGjNvCdhcRhl6W\nbW+OnL3J9eFB6CV/F/gqoY3mWuAXGc/XDO4/Mz5XkcNcW70AAhhFOCVLqm2rTgPtgaMJQ2J2SSDD\noYT2u5MIA8gPjuv7xBy/J/QejwE+JIsXAOT5/rE2431pDrTMKPxXANMIVwNOI7lT85oz56vi4yfA\nxRnPX5yjHPvFz8te8X36M3HUT0ZGA06P+9KXypGTnsx6pAT4rbu/DWBmtwC3mVkLYJlvPDV+CXjE\n3dfmKNciYIxvvABiJGEnGWtmdwD/JHyoDiacHr+TUI4qYA3QFXjd3W8zsyPi8gDgUTNrA/QlHOFN\nzeaLm1l3wqWqY939hbh8g5kNcPdpZraE0JxyEdAaGOXZHXOZr/tHFTAd6G9m0wlnGMsIIynOc/dr\nzOxjoDFwpLu/n0QIj9WLUEAHEa46HGJmNwKrCMV1KeHoNes54oiREkLTxDc8jMtuHtcdBUzOyLgb\n4ctwtLu/+6VeOBffpIX+iG9KTa98ZfxvOdAFeJFwwQHEnvMc5joMOCZjuYTQA3pZXD6N0EvaLi43\nSijHvsDA+PN5hHau8wlHKncB5wD/zti+LIkc8XdvrqPp5M1s16AI9o+mxHGlhHHCk4B1hA4cI4z4\neImMJqWEctS+bHkP4Gfx5x8QvphvzsHfo/aZXXn8b1/Cke3+tZ5vlo3X1TjZrTCzUYTBxw+Z2X6E\nNjUIPaKLgSXuvjReRXSFmTXNUa6DCAXksnjEhodLMX/v7tfG5T/GjN3i8uoEcnyNcCVMy7jqn4S2\nrj6EEQNjPHS0LIqdCrh73ccY1i1DHzMbaGat3X1uXFcSO5veI3S01WxbEjNkpbMpj/ePIwijKh4x\ns9Pc/T1CE8n57n6zBz8kNB8lNhtZHCd8h5n9PzP7elz9BlBpZt8iHAjcEDa1c3KU4xgAd18XO4ff\nITQZ9I3b1ozF/TQrL57Lb9ZCexAGP38E7EMYVvI74PtAn4xt7iF0KL1O7sY5ZrY7Xg8cFNfXvsLs\nBMIO3SGhHK0J4xr3icubPUIl9OJPJEtHBrV+d2odTXm8f+wXX28IoYnoITZe6VaSsd034t8uqXHS\n+xGGxh1FmKBoBXBJfO5XhI7PwzLex6yPk95CjgtrbXN0zNMu66+fize9UB/AQODRjOVhhA6Ly4Ad\nCIPtpxKuQe+Vo0x5cwEEoaPrufhzB8KYwgcJA/1bEE5JR5PQQHtS7mjKx/0j5jgZuCr+3At4mXDJ\n8GlxXVmO9o/RwA8zli8jtLmOInxB75XxXGIzsG0hx5ha2/2MBMYrq7lgyyYBJfGSR9x9AqH3vCeh\nfW014ZLJo919ei4CufuHwBnu/kJcvoZw1HJc5maE08AjPblOLjxMdDMxnn7dRBiWcwPhctUzPOy5\nDxOmi3s7gQifdzR56FS6BdjNzFrES3YzO5p+5dnvaMq7/SNaBexuZj8gNN+MJ7QNX2pmZ3torllH\nmGwlsf2DsB/ubmYtM9bdCvya8KUzCT6/vDrJWcc2l+MW4Oo4Zjds5P49d5+Z7RfXxQi1xJ7gFR7b\n7GJbWn/gWXd/JK77HtAPOCnhnSMzV15cABFzNAHmeLim+yzgAGADcLq7rzazXQmng8d4lgb418rQ\nEFjvYRavSndfGQewtydMsny4h3bQHdw9q3NF5Pn+0RR4392Xx2vsmxFOx0fFbYYR9pWRhM9+1rNl\n5Jjm7p+a2Z9jjvWE5qKDzewSwn7892y//jbm+C7woceZ85KiIVwZYifGBcBPzGxCPPIZTzgtPsDM\nOrn7rcBcwtFKCZD4h8jCTPo/Igzg/8DM7nb35yB0dpnZ74AX41HKLTnKMdPMbnP3W82sE6Gd+Agz\newD4CqHHeE0CGUYB/wM0N7PrgBnASjbf0TTUzC7xMAlNtl473/ePj+L7Ms7MOgC7mllzd19GaMJY\nR2ifXZeDHDe5+8lmtieh6WhK3LRjzJGIbcjRiW2Z6GV7JdUOUmgPQg/864TZma4nnPLWTBPYHjiW\nMJPT44ThHv1ylCsvBrh/QY4bM56/KK57gNAGmPW/Dyl2NBXY/pE5feI4Qhv+74BXCbOA5Xz/yNju\nDMIXYyJt1PmSY5PXysWOUAiP+EHZh9ApcCWhzeYgas3vCexOAj2QW8g1hDjnaVzuFj/MLcgYfwjs\nSkK9s1vJ0SZjXUNgF5IbzZBaR1MB7h+tM9YdS7gGf5snN8nSfloz0qMLYTrB3ep7jk0y5WpnKIQH\nGTNSEXrtb2Xj8Kg+Oc6SFwPctyFHpyRzxNcwwpHiqRnrhhFmGRsUl09N6sNToPtHmzzJ0aHmufqc\nY3MPjS7I4KEDpWay5p8Qhh6NMLObgSfNrHXG84nJlwHu25jjyiRyxJECDeDzyzL/Anw1trvhoUd/\nOnCBhXtj3eHub2Y7R3ytQtw/rsmT/eNHZtbEk2kLzoscX5gvVvWiY7XuKVTruc9vZGdmTxPuaHBk\nUh/eWq/dC3gSOBHYm3Dl1Gzg7+4+LW5zDzAPGE64ZDTrw6PyIUdmRxMwwd3Xmll7wiD6LoSe41vN\n7GTCgPNve/au5NL+oRzZkatD5nx6EIYcPQMM3sI2Rpj4+kNy1HYTXzcvBrinnYMUO5q0fyhHNh/F\n2lywK+GDeqmZbXJ3UNt4bbsTLrMb6Dk4QsmQLwPc086xmjCxzBGEq3OOJQzJauzu8939Pg93dr2M\nMMnylC38rm2l/UM5sqaomgvilSVuZnsTrvsfD5wFXA584O4r4nZ7E3oiX8pRrrwY4J4vOTLyfH57\nZjO7gtBEcJ+7jzezPh5PB7P4eto/lCPriuZI1szKfOM3yjuEgcgfAH8ijCF8wcw6WLjlxJ6E8Zi5\nyDWKMIHHcDOriKvHE+5qe4CFK6ogDHBfQULvWb7kyOQ57GjS/qEciUmjjSLXD8LsOy+zcf7IBoQ7\nmFYQOkwWxef3znGubuTBAPd8yMEWZuhi05mjniacpmetHVT7h3Ik+j6mHSDx/8FwG5bJ8c25MGP9\nGcC98QN7MuH08K+E6/Kzfk+hL8iWFwPc085Bih1N2j+UI/H3Me0Aif7PhSEbUwlHIyMIMzbVPHdg\n/Narmc+yFeHOqbnOmBcD3NPMQbiLwlTgH8CIWs9lHsVWEG8Qqf2jePaPfMyxLY962/FlZo0IYywn\nuPtLFiYxeRG41uMkKmbW2d0/STNnzFHT4VJCuB1HM8Ktmo8k3KqjynPwRuU6R5odTdo/lCNn0q7y\nCX/r1bTX1MwKfyThNhM7ppQntXbHfMtBxl0UCKfg9xPmPTieMP/rFMJE4KWEoVxZn5dB+4dy5OKR\nfs9bgjxO0uwb7yn1AeFbrzN8fvfKnDCzA4B/mNngzT3vYcpCM7PehLsfJHIFUT7kMLOjgOctzAEL\nYUrEFYRZkeYRZttaA3R19w3u/lt3n5fNDKD9Qzlyo14XWdg4eNzMGni4te9/gN9bmGMzl6cU+TLA\nPdUc8TX/l9C+ek58vfWE9+VOwpHkRYQ7LXzHzJokWey0fyhH0ur9pN3xG+8A4AQzO5cwkUQHQg9l\n4mrajwh3cO1JaHe8wMwWENsdY8bMdseF9TGHmQ0HbiTctrwh4eZ1NWYShuCc7e6Pm1kr4DGP7bJJ\n0f6hHEkrhiPZnoSbyD0Zj5iqCDdVW5SD186LAe75kCN2NA0k3MzvOeBt4HAzOxvA3Z8iTGH4eFyu\n8gRuXbOZXNo/lCNR9b7IAsuAs9z9fgv3WHfP0u1ItiRf2h3zJYeHa8h/6aEnv8zd5wJjgcFmtmPc\nJo2efO0fypGoel9k3X2hu78Rf96wte2zIV/aHfMlR4186mjKyKT9QzmS5XkwxKE+PciTAe75kmMz\nuWpuAVIzi/2lhKaD5mm/d9o/ijdHou952gHq04Mwd+VlwD5xuROh3ejsjG06F0uOLeQ7gHClTgOg\nNXADCd8mJR8e+fK+KEduH/X2iq+0mFmFhxn8y9z9Mwu3STkOuNzdZxdbjs3k6km4hcwvPLSDGtDE\nc9AOmg/y5X1Rjtyp922yueZ50u6YLzk2I5WOpnyRL++LcuSOimwC8mWAe77kyOQpdDTlm3x5X5Qj\nN1RkE+AbB7jfbOFOq38kNODnZIB7vuWQTeXL+6IcuaE22QTkS7tjvuSQTeXL+6IcuaEimwAzawt0\ncvc3YrtjKqfF+ZJDNpUv74ty5IaKrIhIgtQmKyKSIBVZEZEEqciKiCRIRVZEJEEqsiIiCVKRFRFJ\nkIqs1Ftmluita0TqQkVWRCRBKrJS71nwczN728zeMrPj4/r9zexZM7vfzN4zs7vrw6xPkl/q/d1q\nRYCvA/2A3YE2wCQzey4+twfQF5hLmP1pMPBCGiGlftKRrBSDIcC9Hm7ANx+YAOwVn5vo7h+7ezUw\nBeiWUkapp1Rkpditzfh5Azq7kyxTkZVi8DxwvJmVxhmf9gMmppxJioS+taUYPAjsA7wBOHCpu//X\nzHZKN5YUA011KCKSIDUXiIgkSEVWRCRBKrIiIglSkRURSZCKrIhIglRkRUQSpCIrIpKg/w9HVr4j\n8ddTlwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7efecd8e2780>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"day_subset = bdfc[(bdfc['date'].dt.week == 27) & (bdfc['date'].dt.day == 5)]\n",
"print('Looking at just one day, with {} results.'.format(len(day_subset)))\n",
"ax = day_subset.plot.scatter('lon', 'lat', s=0.3, c=bdfc['color_trip'], figsize=(5,10))\n",
"ax.set_xticklabels(day_subset['lon'], rotation=45)"
]
},
{
"cell_type": "code",
"execution_count": 300,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.text.Text at 0x7efecd8e85c0>,\n",
" <matplotlib.text.Text at 0x7efecdbcd630>,\n",
" <matplotlib.text.Text at 0x7efecd69acc0>,\n",
" <matplotlib.text.Text at 0x7efecd4496d8>,\n",
" <matplotlib.text.Text at 0x7efecd449cc0>,\n",
" <matplotlib.text.Text at 0x7efecd44f710>,\n",
" <matplotlib.text.Text at 0x7efecd455128>,\n",
" <matplotlib.text.Text at 0x7efecd455b00>,\n",
" <matplotlib.text.Text at 0x7efecd45c518>,\n",
" <matplotlib.text.Text at 0x7efecd45cef0>]"
]
},
"execution_count": 300,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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WsHDMlOZ8+vQXvDT4MKHn6iO3zqHxhmk8//pGElOz77ouYZc/kX9+gr1nM149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7/1NHWcjF+rao/esZRl38ln6+ldCNpmFJgX4lFGCiwA+YWYVd1KwMghT7Sbt8q2xOX+TsPZ/5+G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\n/Xhv4vxnO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