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@DGalt
Created March 7, 2016 20:29
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import read_data3 as rd\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df = rd.read_data()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### E.coli values by latitude"
]
},
{
"cell_type": "code",
"execution_count": 4,
"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>Beach</th>\n",
" <th>Latitude</th>\n",
" <th>Longitude</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Calumet</td>\n",
" <td>41.717900</td>\n",
" <td>-87.529400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Rainbow</td>\n",
" <td>41.759351</td>\n",
" <td>-87.551094</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>South Shore</td>\n",
" <td>41.769032</td>\n",
" <td>-87.561823</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>63rd Street</td>\n",
" <td>41.782470</td>\n",
" <td>-87.573505</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>57th Street</td>\n",
" <td>41.791359</td>\n",
" <td>-87.578961</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Beach Latitude Longitude\n",
"0 Calumet 41.717900 -87.529400\n",
"1 Rainbow 41.759351 -87.551094\n",
"2 South Shore 41.769032 -87.561823\n",
"3 63rd Street 41.782470 -87.573505\n",
"4 57th Street 41.791359 -87.578961"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"beach_locs = pd.read_csv('./data/ExternalData/Beach_Locations.csv')\n",
"beach_locs.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"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>Month</th>\n",
" <th>Year</th>\n",
" <th>Date</th>\n",
" <th>Beach</th>\n",
" <th>Escherichia_coli</th>\n",
" <th>Latitude</th>\n",
" <th>Longitude</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>May</td>\n",
" <td>2006</td>\n",
" <td>2006-05-23</td>\n",
" <td>Calumet</td>\n",
" <td>19.330804</td>\n",
" <td>41.7179</td>\n",
" <td>-87.5294</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>May</td>\n",
" <td>2006</td>\n",
" <td>2006-05-24</td>\n",
" <td>Calumet</td>\n",
" <td>13.987137</td>\n",
" <td>41.7179</td>\n",
" <td>-87.5294</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>May</td>\n",
" <td>2006</td>\n",
" <td>2006-05-25</td>\n",
" <td>Calumet</td>\n",
" <td>36.997297</td>\n",
" <td>41.7179</td>\n",
" <td>-87.5294</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>May</td>\n",
" <td>2006</td>\n",
" <td>2006-05-30</td>\n",
" <td>Calumet</td>\n",
" <td>4.014972</td>\n",
" <td>41.7179</td>\n",
" <td>-87.5294</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>May</td>\n",
" <td>2006</td>\n",
" <td>2006-05-31</td>\n",
" <td>Calumet</td>\n",
" <td>6.244998</td>\n",
" <td>41.7179</td>\n",
" <td>-87.5294</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Month Year Date Beach Escherichia_coli Latitude Longitude\n",
"0 May 2006 2006-05-23 Calumet 19.330804 41.7179 -87.5294\n",
"1 May 2006 2006-05-24 Calumet 13.987137 41.7179 -87.5294\n",
"2 May 2006 2006-05-25 Calumet 36.997297 41.7179 -87.5294\n",
"7 May 2006 2006-05-30 Calumet 4.014972 41.7179 -87.5294\n",
"8 May 2006 2006-05-31 Calumet 6.244998 41.7179 -87.5294"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sub_df = df[['Month', 'Year', 'Date', 'Beach', 'Escherichia_coli']]\n",
"merged = pd.merge(sub_df, beach_locs, on=\"Beach\").dropna()\n",
"merged.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Since we're treating this primarily as a classificaton issue I figured I'd look at the number of times a reading came back for a specific location as being higher than the warning threshold. First, though, since it was noted at our last meeting that the reading are not taken at every beach every day I was curious whether certain beaches are sampled substantially more than others. "
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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n9ZVaxvUXtn/BIElVWtxYzvNXfaDUMs6/5LRSv1/qBgMjqUOcriBJkjR7GRhJHZKnK2yg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\nm6IOdZCRAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5bf8ae27f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"year_counts = merged.groupby(['Latitude', 'Year'])['Date'].count()\n",
"year_counts = year_counts.reset_index()\n",
"\n",
"plt.figure(figsize=(14,7))\n",
"fig = sns.boxplot(year_counts['Latitude'], year_counts['Date'])\n",
"plt.xticks(rotation=45)\n",
"plt.ylabel('Count')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now looking specifically at cases where a warning would be issued there is a trend towards southern beaches having a larger number of high ecoli readings."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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gXbMeDwAzB3vzunUjLF8+WG5EKtXgYJ5rY8OG9u9OtvN5vTA4uKwrcXf7OziY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\nGRkZGRkZGX0G/w8t7nhEKktbXQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5bf8cf9cc0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"high = merged[merged.Escherichia_coli > 235]\n",
"high_year_counts = high.groupby(['Latitude', 'Year'])['Date'].count()\n",
"high_year_counts = high_year_counts.reset_index()\n",
"\n",
"plt.figure(figsize=(14,7))\n",
"fig = sns.boxplot(high_year_counts['Latitude'], high_year_counts['Date'])\n",
"plt.xticks(rotation=45)\n",
"plt.ylabel('Count')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Again, being concerned about there being bias due to more readings being taken at certain locations if we just take the ratio of high readings to total samples taken we see the same trend (this time I'm just averaging across all the years rather than separating each year out). "
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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NYvu5wMbaKpIkSZKkBisToo7LzNcB9wFk5ntwYQlJkiRJi1SZENUq/mwDRMTB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\nIv6Uzipkj8rMuyPiWuANmfk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"text/plain": [
"<matplotlib.figure.Figure at 0x7fc7caf487f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"high_totals = high.groupby(['Latitude'])['Date'].count()\n",
"overall_totals = merged.groupby(['Latitude'])['Date'].count()\n",
"counts = pd.concat([high_totals, overall_totals], axis=1)\n",
"counts.columns = ['High', 'Total']\n",
"counts.reset_index(inplace=True)\n",
"counts['ratio'] = counts['High'] / counts['Total']\n",
"\n",
"plt.figure(figsize=(14,7))\n",
"plt.scatter(counts['Latitude'].values, counts['ratio'])\n",
"plt.xlabel('Latitude')\n",
"plt.ylabel('Reading Ratio (# > 235ppm : Total)')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": false
},
"source": [
"If we look at the actual ecoli reading values instead of just the number of readings we again see a similar trend. Here I've marked where Navy Pier is, as that was discussed in the literature as a potential demarcation line. The lower plot again looks at just values where the reading was greater than the warning threshold. "
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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CtwP3ZOYrgCeBGyJiObAdeB3wauDmiJh6iwVJkiRpgWpnCceXgLe3bj9Nc3b5SuBzrbEH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\nJEkq8P8BJMXZp6PQwvAAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5bf85cee48>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,6))\n",
"merged.groupby('Latitude')['Escherichia_coli'].mean().plot(style='o')\n",
"plt.plot([navy_pier_lat, navy_pier_lat],[0,400], '--', c='grey')\n",
"plt.xlim(41.7, 42.05)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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qe14PANuBIWAd8CD1bfueBm7JzBMr9R16WaH+3wPcADzXeOznM/NT6Kxa7P95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\nFfD/AQUmaxBgLA22AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5bf8fa9eb8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,6))\n",
"high.groupby('Latitude')['Escherichia_coli'].mean().plot(style='o')\n",
"plt.plot([navy_pier_lat, navy_pier_lat],[400,1000], '--', c='grey')\n",
"plt.xlim(41.7, 42.05)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### E.coli values across months\n",
"\n",
"We also talked about whether there was a trend across months (the literature notes that ecoli values increase over the summer), so I thought I'd take a look at that as well. "
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"month_keys = {\"May\": 0, \"Jun\": 1, \"Jul\": 2, \"Aug\": 3, \"Sep\": 4}\n",
"mapped = df[['Month', 'Year', 'Date', 'Beach', 'Escherichia_coli', 'Month']].copy().dropna()\n",
"mapped.columns = mapped.columns.tolist()[0:-1] + ['key']\n",
"mapped.replace({'key': month_keys}, inplace=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looking at the e.coli reading values (both overall and just the > 235ppm points) nothing really jumps out other than that for whatever reason May seems to have a number of rather high values."
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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Wm22VnpUQQgghhKgUFZ/IAXjP2Urnrhvo/+JNDN1/L1osTsNLXlrqyxJlyur2nDLJy8Ri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I6vpz/fOFcHGtQMWzfVXPsWqBolfFtasc2K8nKahaolu+2S3j7OnbO67mx1eN476L\n07EcHm/2l2Tud8kby0T2+u0mEkyPxE51uZ/wPDpbm+zML3D309/H21ohV/FINvr72DwkSlqiS9iK\noTRufpzoSN7vUUuHuTybQZchnwy9EbEQtuOyuF7r6W+r0jb3erISUZ0rQX7blakUUyOHK98ttkt+\nyWThLgvVJbygVj4fzvolk/kbXEjOPle+25t4J/RF0bEc1ostX8EL1LvVYpNqo7/yQpJgNOjXbHUc\nlrcb2I5HSFf4xucm+RNfnCYdfzrhPuoxarRtvxxzo87Spl+auf+4lo4bfWWZ58biA+pwu2Xx0fce\nc/cn63ieYHQywVd/5iJjk8nuOp4QLNXbzJXqfFJu0ArIW1JXA+UtxkTk5fYjHjWGjY/bamFtbnbL\nIM2NdeyNDazCNrj9fZooCvrIaL+yNuZb+yuRV2s20rCb3C1+xu3i3T6jpIQe5+3cNW5krhN3x1kr\ntFnebPB4u87KVgPTdpE0uavcJdNhIikDJaxiymAPubZTJEgbvoqXC+ldVS9n6CQNFeUFviNnx7mT\njdd1fIRwMZur3WgAu72nditaPMh0CwK51ZN9E+tlK3L/Cvgv5ufnF69evfqXgAngrwC3gT8GuMD3\ngC/Nz8+bB270EPEDZmud+tYHtCqfAgJFT5EY+QrR7LvI8tEpNUIIPLfdJXbdsk272n3Ocwbv5u1C\nVqM9JZu7pC/V7dWTlfCpPJG+islfaZhdUvcoePRerKuKxMxovM9MZSR98v6/puWyvV6g9OARzeUV\nvM01tJ1N4o0dVK+ftLUMiUJSp8g0VmIGaWyCyOQkuXyim7WWSQxa9r+uB+ddNDt2t0TywUqVpc1a\nn2PqaCay1982nWQkdbjvgRCC5foqc8V7zBXust7c7L52LjHDrdx1buVvMBYZeeHv1es+Ri8Tjbbd\nQ+6aLK5XWS00BwLOFRkmcrE+B82pXJRMMjRUkXgZY1RtWjzuIXePNmsDxDSbCHFuPM7MSAyvarL5\n2Tae5ZFI+UYmF676RiZCCFaaHeZKDe6U6tQDs56YqvB2JsatTJzp2PDPepogPA+nXCbcrlD4bLGv\nLNKtVgbWlyMR9PGJbv9al7Tlckjqyb/Zuhdd4vfhNgI1wVB0rmeucit/g5vZtwgpYbbKLR5v1Vne\narC8VefxZp1mZ++8IqkyqWyI/GiMWCqEElGxFYmq7dB2B0MUZAnSukYupJExdJ/gBaWbKV17auj7\n2XHuZON1Gh/HqnbdJf1A7oBmSDJGdGYvGiD04ufvl4njdK18F/jHQA7fjbIM/HXgrwW/rwO/PD8/\nXwlKLv9HwAP+u/n5+f/3Kfs/dI6cbZaob/+A5s7HCOEgK2Hi+S8Ty38JRX05d9SE53TVu26vXlfl\n88kewh36t5KkDih6fT17WgLpCOzojxonYfJ7QrBVarEYkLvF9Rqr242+i7doSO0zUjk/kSBxzOWE\nQgiaHYetcotCsU71se8SKW1vEK5sk27tEHf7+2ccZMqhFM1kHjc3jjY5RWx2lpXoY35/+7cJq2H+\n4ju/woXk7KHew0kYn6PETrXjk7ZAcVsr7N08kSWJmdFYN7/t0lSKZPTwY2x7DvfLC8wV73KncI+q\n5RvDqLLKW+lLQb/bdZLGwf1uz4PXbYxeNYQQPFit8u0fPOb2gh+kPJIO8+6lLImoweZOyzdbKTYH\nwugNXfGJXY+D5lQuysVzWYrFxkv/LOW6yePNPTOVRxu1vtxOgGRY48psinNjCRKZMGVV8Gm9Rdny\nL9rDiszNgLydj5/MiISnwbMs7K2tof1rw8xG1Gy2h6xNdAmbEo+fqgu3J8ETHo+qy9wufsJc4S6F\ntv9dlyWZy6kLQaXAdTKhNLDXl+6TO5/YLW83KNf776VHQypT43FGR2PE0iG0qIYp4efmmTYtZ/Aa\nRiZQ8kIamUDN2+3NS+maX855dpw70TjN4yM8B7OxHBC3BexOofuaoqe6xC0UO3+qPS/emEBw125S\nL/wRjeIP8dwOkqwRzX6ORP59VOPpuTnHCSEEntPsU/P2DFn8pecOBoLuQtHiPRl6iT5TFlVPIikv\n3wjkpE5+23FZ3uqPQNiu9P9vc8lQX7bd7Gj8mcsPPSGo1E22ym0KlTbbpRaVrSLe+irqziap5g4j\nVpmsVUPZFxXbMmKY6VEYmyA0NU3ywjlGLs0QiQzvjflw4yP+z8/+Kaqk8Bfe/iWuZa889f2d1PE5\nDDwhWC82+/LbdnrKz3RN5uJEkN82neLiROKZ4w5adotPdj7r5rt1XH/7UTXCzdw1buWu81bmyrH2\nu53mMTpJ8ITg4wdFvv3hYxbWfBJ+aTLJt96f4Z1LuQEC4wlBsdrpGqzslmhu7LQGFLx4RGciG2Tg\n9ThoRl+iGcj6coXv/e5D1rbqtGWJyGgMS5N5vN2g1elX8NWISj4X5dpUki+cy3L+FMS7CCFwG/Uu\nSbN7yJpdLA43GxkdQx8fJ3XxHE48gz4+jjYyimy8Wf2pQgg2W9tds5THtZXua9PxSW7lrvNO/iYT\n0bGBa4Ra0/KJ3Vadx4F6t73PoEfXZGZG4syMxpgYiZHIhFHCCmXbZadjdcPRmweQvJShMRYPEZdl\ncl3C55duqicoQ/JNxmk7D9lmaS8aoLHUbX2SJBUjfm4vGsDIvDY3b94YIrcLz7Vo7PyY+vYPcO0a\nIBFJ3yAx8lX0yNjRvssjhOdaXfXOtXp69Xqeg8GyB/CjGYYpenu/x4+8efM0Tf5G2+4jdo82an2h\nxbIkMTUS7TpkXhhPMJ6N4nqCYrXNdrnNdqVNIViWdmqwvUWms0PerDBilcmbZSJe/x1OV9VwsmOo\n45NEZ2dIXzpPZGYGJfrsLkhzhbv8/bv/F0IIfvnGf8DnR249cf3TND6O67G0UQ9iACo8XKv2lQLF\nwlo3dPvKdIqZ0efrhdxpl7sRAQ8ri91+t1wow628HxFwIXnuSALZD4PTNEYnEbbj8v27W3z7w+Wu\nici7l3J86/0ZLk89+807x/XYKrf7CN5mqcVGsTlgh5WOG11SNxmUak5koxj60X13yjstfvD7Cyw9\n8BWXS9dGeOsr0yy6NnOlBuvNDm7HxavbxE2B17Ao7rT6ys0lCcaz0W6v3blxv5fYeAV9s8J1sYuF\nPlVt92dviNmIkkwOlELq4+Oo6T2zkbM51I+KWeVO8R63C3e5X17ADSqBsqF0cIy7wcUnHONaHYeV\nbb8sc1fBWy+2+hxkFVliMh9lZjTObPDIZyM0PLdL7HZMy192bBpDSJ4EpHQ1cNfUe1w2ddKGivaG\nxQ+9Spz0OeS5FmZjiXZtgU7tIY5V7r6mhnKE47uq2+zr7EnxZhG57gaES6t8l9rWB9idbQBC8Qsk\nRn8KI3bu1DF1P2qhMdCf16vyCfegtkMpUPT8vjx/2W/KIivPdifzpE/+J2HXin5xvcqDlSoPV6us\n7wz20yAESafBiFkmb1WCZZmMXeuzEBJIkMliTE0Tm53BmJ7BmJr2+y+O8IR0v7zA35n7PzBdi198\n68/y1YkvH7juSR6ftunwcG0vv+3RRg3b2btJkU+FuqTt8lSSsUzkuearEIKVxhpzhXsD1t6z8Wlu\n5a9zK3eD8ejoKzkenOQxOslodWy+85M1fudHq1SbFoos8ZWbY3zzyzNM5I7WKjqfj7O6XmFzp8Vq\nTw/eWrExYFIiAflUOFDv9gjeWCbyTDceWk2LH31viXs/WUcIyE8mSL47wkPF738D35ziciLKrWyM\na6kYRrB9TwgKlfZext1GnaWtOmZPGLssSUzkopwbj3djEKbyMbQDsuaeFV6njbW5iRVkr1k92WsD\nZiOyjDYyMpSwKZGnj+XZHDoYbafNvZ15bhfucndnno7rf3e6VQf5G1zLXMF4SsmZZbusFZs+sdv0\n1bvVQqPvmC0BY9lIl9zNjMaYGY0TC2vE0xHm18q+gtexA7Lnq3m7PZy9kPANebrkbpfoBeWbZyTv\naHHS5pAfyF3YF8jtf08kWQ8CuS8SSlxE1V9ttd3Lwqkkcv/Dv/lMeK6HLPknHVkCGannd/9npe+5\nntfo/TuI2SukWz8mbK0BYGkjNONfwApfQpbkvm0etD/lgPewf39K72vB+i/rItFzOz0lmzVcq4Jj\n9zpw1jkoakFWQgcrenoSRY31fY6TNvkPghCCWtNiuxIoa7ulkMHvu8qc4VrkLZ+ojQQqW84sY4j+\n0iVLNXBz4xjT02Qvnyd27hzG5ORLK+l5XFvhb93++zTtFn/60r/Dz858feh6J2l8ynWz29/2YKXC\nSqHRrZaSgOmRWDe/7fJU6lBuggfB8Rw/bLdwjzvFe5RN3/hAlRSupC9xK3+dt3PXSRnJp2zp+HGS\nxug0oFTr8K9/tMLvf7yOabmEDYVvvDvJzx7SgfJ58KQxanVs1ostVoOQ87VCg9VCs0/tB1/BGMtE\n+gxWJvNR8slwn0mRY7vM/WiVH39/GdtyMRIGzltpHsdkhCQhARcTYW5l4lxPx4ioh1PVdnuJlzZ8\nI5WlTf+C3Oq5EFdkial8LMi587PuJvPRAwmoEAKnXO5T1nZdIp1yeWB9ORzeI2m9ZiP5kRcyGzmb\nQ4eD4zk8KC92KxIqZhXozb28ydu5a8T12KG253oeGzstv98uKMtc3q73qcHgm/T8yi/c4NrU8OOt\n6XqUeojdHtGzqdnOwPoSkNDVnhD0PTUvY2jop9i1+lXhJMwhz+nQaTzye91qD/sCubXwWEDcdgO5\nT55nxHHjVBK5//DX/0DIuoKiK8i6jKwrSEdQTz1CkXfkz7ggrSBJUBUxbntvMS/O43J8kqwEQ4mf\nsp8U7iemz0kch62vSBIyLprXQvMaaF4d1fUfiltHcerIbg1JDB48AQQykpYANY6kJYnGs1huBDlw\n4lT0JIqiBfvp/7wSx0tmXc9jp2Z2Sx+3y60uYStUOpg9d/0k4ZGxa4zaFWapM+pUSTd3MFrV/o0q\nCurIGFZmlFI4zWMR5247zLqp+vVK+OM6kYv2mak86eLnqLDZ3OJvfvzrVMwqPzf7x/mFC9987iDj\no4YQgs1SyzclCfrbCpW9/DZVkbkwkeBKQNouTiSJhF5s7rWdNnd35pnbd+c5ooa5kb3Grfx1rmeu\nEFIPn8/1MnASTqCnAauFBr/14TI/uLeF6wlSMZ0/8aVpvv7O5At/d56G5xmjWtPqxiLsqndrhSYd\nq/8iV1dlxgODFd312FmqILdtNE2meiFBfSIKssRsLMStTJybmRhx7Wg+7+6FeFe5Cy7InR7XQlWR\nmc5HmU7ITComY3aJdGkNd2sDa3MTsS/HEtgzG9lH2pTEYNj6UeBsDj07POGxUl9jrnCX28W7bDS3\nAJCQuJCc7ZZgjkRyz7hdQbHS7vbbPd6qs1Zo8qe+fomfvjn6zO/T2iV5+8s1TZuqNfw6JaGp/WHo\nxl4g+hnJG45XMYeEENjtjW65pNlcpRvIrYT9UskglFvRDndz4XXGqSRy/+5f/hcDO5dUGVmX0UMq\nyahOPh5iIhUmGdWJRTQiYY1oWCMc0ZBlCU8IPMHeEtH9WVgl9NpH6I17SLh4cphm9B3q0Vu4koEH\ng38vRLANcIc8d9D+3IFt7P4+uP7eur3beJn/eYGBRYwmcalFjBYxqUmcJjGpRYwmUWnw5L2LtjCo\nE6UhIjSC5e7vTSmKRaiHZA5TOQ9QVSUJXA+r5WA2bTpNm07Tot20aQfLYV/XBCbTSoMJt0reLJNu\n7hCtFpHdfbls8QTe2ARifBLGJ5AmJpFHR5E1ve/9SfjBwuuFJuvFBqtb/l14y3b9/QuBJstMjUQ5\nN5rgQtBvl0+GkI+4HGSnXebXPv57bLeL/LHJ9/lzV/5UX5bZyzo4O67H8laj29/2YLXap0hEQyqX\nJpNBmWSK2bH4kZRwlTsVbgcuk/crC91+t2wo3XVtu5g8/9L63Z4HZxehB0MIwf2VCt/+cJm5wIFy\nPBvhm+/N8P71sSMrA3wajmqMdp0Dd0ndag/B21/SLSkSkYTBVD7K9ckUlwN1bH+W3FHCbTRor62x\nvLjBo7UKyxWL1Y7GlhLD67kDrnoOo1aZSdVkOiFzbizO5MwIoYkJ9NGxl242cjaHXhzbrWKQlXmP\nxeoSIrigHouO8k5wLJ2JTz1XViYczxjZ3q6S10Pygt+rljO07iiuKV1S1yV6we/GG0zyXtYccu0m\nnfpi12HSc1rBKxJ6dNLPdEtcQo+Mn8RA7leKU0nk/u4/vyN+74fLfYYHAIoq4zrDDT96EQ2pJKI6\nyahOIngkozqJiE4yFjwX0YnqFu3SD6kXf4RwTSRZI5b9PPGR91H1V196Bf4FgGA/QRxOHN2h5HOQ\nOLr7iO3wbfeQ1p79C89BcetE1TZeu+Kre24d3Wugew0M0UBheNSCi0KbKC0pSosYTSlCU0RpEKUu\nwlStEJ2WT9islo3TcrBbNm7bwbOGj7usyeghibyoM2JXyHdK5Bo7ZGpFIu3+BnpHUamkc5SzI5Qz\no5SyI5Qzeczw0fbVDIUQSPjkVZElFFkKSOKTVNh+YqvsW9dxW9zd/mc07QIj0avcHPkWqqwiIxGL\n6phte8i2+7fRr6A+RRHGJ27rhSYrQb/E8nYD29ojsumYzoXxJJcm/cdkLooqSy9sfS6EYLWxEUQE\n3GWlsd59bSY+2Q3nHubOdlJxdhE6CM8T/ORBgW9/uMziuu9AeXkqybfem+XWpexLt9A/jjFyPI+P\nl3b4+A+XsDYamEA5pWOnQhhColM3KZY7fQYT4Ifa7xqsTAUOmhO5KGHjcCqd8DzsYhFrc693zd7c\n9LPXGoOfUYknkMcmKGen2QyPsEaE1abEWrnTd4PR0BRmR2N7AeZBfufLGKuzOXS0qFsNPil+yu3i\nXT4r3ccOck2TeqJrCHUlfRH1GUwlXvYY2Z5H2XT2lWv6al7lCSSvNwQ906PqhZSTezPwKHBc4yOE\nh9Vc9VW3+gJWa++cLauxbrlkKH4B5YQHcr9qnEoiB4i19QofzRf47u117q/4fS7xiMaXr40yPhVn\n27J5VGqxXevgWi6e5YLtobuA7WF1nAFr5mHwSZ9GTDcJSTtE1BYxwyGTHmFk7Cq5zCiJqE48oh17\nydxpwkGT349aaPlZenatL2bBsarYZgW84VF9GqG+AAAgAElEQVQLQkDD1Kl2DKodg0rboNYxcOU4\nmp4kFE6RUyBnVYjXCxilLbzNddytTfD6iZ6UySJNTML4JGJ8AjE2gcjm8RQZMaCqPoNK+oT13YAI\nO65H03RodmxapkvbcnA8Abv9khKoqoymKWiqjKJIgYo8hKg/RZUVwqTZ/i1cdwtVmSYS/lkk6eQ5\nN/nlxbulvsPI6h7RVHoUUMs1aTlNmnYT27MADwmIaWFSRpy0kSSk6kj7iKryBPIq7yOvypPI6/7y\n5KeR3QFyfHB58dlF6B5sx+V7n2zyWx8usxVYoH/uco5vvTfLpQP6a14GjmqMXCFYrLX4eL3Cykfr\nhFabSICbMZh5b4ovXx5hLLKnZtmOx2ap1RdyvlpoUKwOVkRkE6GuwcpULsZEQiVrV/EKWz3OkJvY\nW5sIZ985UZbR8vnBsOzRMZTY8JImy3ZZKTT6yjLXi82+qoiwoTA7Gt8jd2Nx8qnwkd9kOZtDxwfT\ntfisdJ/bhbt8svMpTdtXUEJKiBtZP4T8RvYq4adchJ+kMXI8j5LpUAqIXdG0KQXlmmXTHkryoqoy\nUKbpEz6N0CH7VE8yjnJ8HKtGp77gh3LXFxHu7vFKxohNd6MBtPCrMRg7rTi1RK73i7Wx0+QPbq/z\nvTub3bKtq9Mpvv7uBNcvZllumTystViotdgx98q6EqrCtK4zoqokkLFMh1rTotq0qAWP3Z/3q3/D\nEAtrgZqnkYwZJCI6iahGMmr0KYBvAuk7aPLbjkexGhiKlPdMRXb71RzXQ5NdEiGTVNgkGTJJRyxG\nkw7piEVcb2PILbBdRMnC27EQO3tLzH2EzdDQxvLokxOEZs4Rmr2MMTmNEnk5YfCHRbVp8SgILn+0\nXmVxo07b3PvOKbIfan1hPMn5iTjnxxOMZiLIkjSoygZkcpeMdhyTf/LZP+FB5T7T8Rn+3NX/iNFc\nlp1SM1BgxZBy4UEV1hWCatNiq9xmu9qmWO3Q6NggST5RkiWSMYNUwvC//1EdRZH6/n6Q7D5pf4Pl\nya4Q2J6L63m4QgDSa9PcvJ/cqbIEYgihlSQUhpDJFzF9eo5y5pdh+tTs2Pz+T9b41z9apda0UBWJ\nr94c4+e/PMN49iUo5U/Bi1zkeELwuNFhrlTnk0INZbFK/HED2RWoCZ3Pfe08n78++kxl1x3LYb3Y\nYm27zvbKFvWVVZztTaL1HTJWjaxdJdEtWdqD0A2UkTEiUxMYu6Rt3DcbkbUXz8QzLZfl7Xofudvc\nafVdGEdDKrOBkYqv3MXJJl4sA/UkkYTXGa7nslhdYi6INtjplABQJIUr6YvdcvZhJlKnZYwcT1Cx\nfAWvGKh5JdOm2LGpmPbQ8KeIqpA1NHKBo+auopcNaYRPCcl7kfERnoPZXAlMSha6DvEAip4MiNsl\nQvFzz+yMfoY9vBZEbhe24/GTBwW++/E6nz72nbGiIZWv3hzna+9OMJmLUjZtHtZaPKj6xK7d07w9\nHjG4lIhwKRHmXDzcZ2PruJ5P7loW1YZFsbhCsfCISr1Jw9JpOTHabpxam0MpfbGw1lfa2S3rjOin\nnvS1TQcbifuPdnrcIFsUKm1KNXPoXa2IoTKSDjOSDpNPhRlJ+T/nEgZRs4a9uoq5uoIVLO3Cdv8G\nJAk5HUHOhSAjI2VkpKyOFFf3XQhIKFr8ibl6J+GA4gnBdrnN4nqVR+t1FjeqLG81+vplIobK+fE4\n5yeS3fDyZHR4n4zjOfyje7/BR9u3mYyN86v/1l/Crj957nueYGW7wf3VShC8XaXatLqvhw2Fi5NJ\nrkz5MQDnxxPPHJx+GFTMajcioDf7KG2kuuU8F5PnkSTlqX2pu2RSHKL3dIBowgHlyYPPHViePGT9\nfiK99/4kRcZy3EPt7+kF5ScfvaZPnulSf1yjvtpAuAJZlUnPJMidT2CEtMMRTZ5MHA9WVZ9iMhWo\nxooE6VSEeq39RLKr9KjMkiSx0erwSanBJ+UGlusR2WiRWqyjmC56WOXLP32e6++MoxziuC8cB2t7\nayB7zd7cwOsMqnNOLEkzmqagJljxomxKMXb0JA0lDJKEqkiMZ6N9DppTuSiZZOjISyHbpsPyVp2l\nzeCxUeuqrbuIhbXAKTPRjUJIxfRDk7vTQhJeJwghWG9uMheEkC/X17qvDYt1eR3GyA1IXrEzaL5S\ntuyhVTNhRSYXKHiZkE/2dl02D+s4+zLwrOPjmOUuces0HvUHcsdmCSUuEU5cRDWyZ6rbEeG1InK9\n2Cq3fJVuboNay/8iXZpK8vV3JvjiWyMYmn/RtxGodQ+qLR43OsFdflAlidl4KCB2EcYjxtATmdlc\nobb1Ae3qvP93RoZI9n3c0DXqbZdqw+ojgLXW8yl9yag+vK+vhwTGIxrKS8hQ2W/Z32vX32vZvx/p\nuNElafn0HlnLp8LEwhpuo4G55hM1c3UFa20Vc3UVYVl925FjMYyp6eAxhTE1jT4+0ddI77lmX4ae\n25up95SoBUkJBRl6CdTeXL2A9Cla7JU029qOx/J2nUc94eX7L3yyiRDnJxJcCJwyZ8fi3XBfT3j8\nxv1/zr9Z+wH5SIZ3c7e4kJzlQvIcMT2KZbssrtd8Y5LVKgtr1T4nvWRM50pPfttUPtZnj35U2LsQ\nuBdcCKx2X5uOTfB24Jo2FRt/rU8Ez3ICFUNVzkEy6fYQv4PKhfsI5pPWH7a/HqL5PKZPjarJxsMy\npbU6CFBDCtlzSZJTcSRVPiGmT0cDY6dD6mEVveHgydCYidE4F0dSlQGV0+h0SFSKJMpF4pUisfIO\nsVKRcLWMLPppvKcodNI5Otk8nWweMzeClRvBzuZAD/UQVLA6DvWqSa1iUq22qVZMqtUOzr5ec02T\nyaTCZNNhchn/MZqNEAvOOU9TcZUhRHhYOXPbdHgcELtHAbnbXy6ajOrdXrvdssxkbPjNt9eBJJx2\nlDpl5or3BoyncuEs7+Ru8LXLXyQjRnhes5STDlcIKn3umntxCmXTxj2A5O3m4uV6yjWzhk5ElV/q\nee9pc8jzbMz6Eu16EMhtlrqvqUbWV90SFzFis8jyi6v7ZxjEqSRyn/7gbwhP6MhqGFkJI6shZCWC\nooaRldDe80oYTzK4/bDEH9xe5+6jEgIIGypfuTHK196ZYGY03t2u5Xo8brR5WGvxsNpio71HICKq\nzMV4hEtJn9iljf4vpN0pUtv+Ps3SHAgXWY0Sz79HPPcF5CfUiNuOR721R+yGlXXuksCW+WTSJwHR\nsNZV9vaTv14S+DTSt9+yv7CvDNIcEtSpyBLZZIiRdJjZ8SRxQ+kStnwq3FVrhONgbW1idlW2FczV\nVZxyad8GFYyJCfTJqR7iNo2SfHGraj9Ave736lm1oaRPeNbwP5bkIEB9T83zFT2f+ClaAvkpIapH\nhUbbZmljtyTTX9Zbe0RaliQm89Fu/MH5sTgfNz7gt5e/0z2hAqh2HLOSxK2n8OpphBlhPBvl8lQy\nyHBLkU++WJnTk+B6LgvVR8wV7zFXuNctzZElmSupi7ydv86t3HUyofSx7P8k4k25CB3mQDmRi/Kt\n92Z47/rooSoSDiovPm7Tp3BEp94wh5YnFzoW96uDZYxawyb1sEpoxw8Ml2fiyG9lECEFvVYhvLNN\nuFQkulMgUi4SKxUw2oPb6YQi1FJZqqkslWBZTeVoxJOIF7ihJ4TA7bg4DRunae8tm/bAvS9Jk1Gj\nGlpMQ41qqMFS1p5v/8MUTWF5WHULs2ZhVk06VRO703/+0UIqsZRBLB0ikQ6TSBuEQhphQ8O2nKHl\nybuq6kG9uM9r+qRIvlX/Qars0/b3OqNlt7m78xm3i3e5t/MZpuufY2NalLdz/jH+rcwVdOXNuOB3\nhaBq7Tde8YleyXS6wkIvQoo8NCcvG9KIqsqx95kKIXDMYjcaoNN4vC+Q+zyhxEXC8Yuoxptzvn6V\nOJVE7qPf/m+eaeeSbCCrYaqdOD9eyfDDpSj1jn+imclJ/NS1CF+8miAciqIo4S4RbLiChVqLhVqb\nh9UW1Z4Ayqyh+WpdMsKFeLhb7+zYdRrbH1IvfoTwTCRZ73G6TLzQ5+4lfU8kfs3Dk75ISMXQ/DvA\nnvAb1VumQ7M9vBzA0BTyqTCj6T1VbXeZSRhdcpjPx9neruHWql3CtkvarI2NgaZ6NZ1GnwwUtmmf\nsOmjYy8UBvsiEEIgggD14YperS+Ucj9kNRKQvIDc6YlA5QvKN9XosZAiIQQ71Q6LgWK3uFHj8WYd\nu+cOu6EppFMq2+Y6cqyMHC8jxypIyt7FUUyLcjF1ngvJWS4mzzMdn3gmJ7LDoON0uFe6z1zhHnd3\nPqXl+Opit1k+d53r2beIaG+mY9XrTuQ8T/Dj+74D5aMN34HyylSSb74/y62LL9+B8nmwf4wqps2d\nUoO5Up21lk/UVEniairCW6EQlbltFm6vELZqTCVsLo6AWi/5DpFbmwh7XzWDJKHlR9DHxnqy1ybQ\nx8ZQ4vG+VT0hEEP6Wg/Tl3qY8mLb8yhXOhRLLUrlDqVym1K5Q71uDvxfwmGVeCpEImkQSxjEkiGi\ncR1JkbumT4cpZ3YH3rO/tEyHTtUndmbNwqpbePvCpuWQghbX0RLBI64/N8F8WXge06fnyZTdJZqv\n0vRJCJeFygILzQd8tDZHzfLnkS5rXMtc4Vb+Bjdz14hpr74X9lXA65K8/oy8nY7fm+cMuQY3dkne\nvviEbEgj9pwkL5+Ps7VZpFN/RKf2kHZtAdfey9XVwqPdaAAjOo10giN9XlecSiLXaRbEysIPaJXu\n4FjlvTelGITjF1H0FJ7bwXPbeE67byk8G9eDB8UMH62O8bCQRiChKw5vjxf4wtQmE0nfll6S9UDx\n85U+WzKouRolW2HLlGkKjQ46ljBIhuNMxlOcT6WZjseQhUmj+GPq2z/AdRqATDTzNvGRr6CHR479\nf2Q7LrWmzWapxcp2g81Sk2KlQ7lhUm/ZtE1nIJ/oSYgYKsmYTjpmkIgNKevUJUK1EnpxHXttFbG9\nQWNxacC2WtJ1jMkp9KAk0gjUtoMc0E4yhOd0VT3HquHa+8ieVUUcEKCOpAxR9HqWWgLpiIiT43qs\nF5tdYvdovUalaTE7Guv2t82Ox9ixCixUl1isLLFQXaJi9hysZZXZxDQXk+eDcsxZItqzG8ZUzZqv\nuhXvcr/0ECe4k5cyktzK+b0Tl9MXjpw0nka8rkTOsl0++GST3/yjZbbLbSTgc1fyfPO9GS5NnoxY\nlyfBMcs0y3do1x4SCscwvQjbdpjFjsqjtk6dKCYG1xTBTbvBaLVE4c4CzeVVwmaFsNMc2KZkGP2u\nkLtmIyOjR2I2cpwwbZeNnSDcvND0XTSLDUq1foInAflUuOugOZmLMZmPMpaJHEkfeKnWYWnLL8f0\ne+7qA2X+2WSIydEYkyMxJkZijOUj6Jq6R3p5BhOmQ5QXH2Qa9aKmTweVJ59WCCFwvW0c5zG28xjP\nqwSvSOjqGGHtHBH9Arqa6COJb4rp0354QlCznKFh6Dud4SRPl6U+YtfrshnX+kmeH8i96ZO2zhKN\n8hIEndiyEiIUv+BHAyQuomrxgX2d4eXiVBI5gh45IQRWa5Vm6Q6t8l0817+jrxo5opm3iabfRjVS\n/X/oOXhuGzcgdjuVBh/cq/H9+Q6Vpv+ZJtMOXzpX5+2JErrcwnPaB5fZDYEjFBzZQFbC6GoYTXJw\nrDLC9U9sWmiESPo6emQKRY10FUBJ1p75joknBJW62XWA7HWDLJTbQ5U5SYJMPNTtT8slDKJhDUNX\nUGWZju1SbZjUmjbVlkWtYVJt2dSaVp+T4jBIwiPsmkTdDnHZJR5WSSbCpLMJ0mNZ0mM5UvGQX94Z\n1o6lx+qkYDdqYZfg7Vf0HKvSE3o5CFmN9fXn9Sp6ip70vzPPqVochiSUOmUWKkssVn1it97Y7IbB\nSkiMR0d9xS51ngvJc2RD6YH3I4Rgo7nVJW+Payvd1yZj4103s+nY5Gvd7/Y8eN2IXKNt852frPG7\nP1qh1rIDB8pxfv7L0yfCgfJJcJ02rcpdWqU7mE3/OyyQwPUQNRtR9h9exer+zJBsSxGNEZ6awJiY\n6rP0V9ODc+e0o9WxWS+2WC02WNv2yd1qoTlArhRZYiwT6TNYmcxHySfDL3R+EEIgaRof3d3oOmUu\nbdQG+tJHMxHfSCXou5sZjRHST+eNpKeaIp1A0ydVU+gEZYS7xLZtl6h1HlEzF+nYm93PpykZwtp5\nDO0cipJFIA2USJ929Jo+De8zfYIJkyQhBWXmvsPz7sPD8gSm6w11BpAlvy8vJDmEaKO7NUKiSZg2\nISx0I4EeyhEK59GNDLK8S2qHlSc/3fTpIGIrS8OjeM7wZJxqItf3hOfSrj+kVbpDqzrfrdk1otNE\nM7eIpK4/sVfN8wSfPNrhux+vc/vhDp4Q6JrMl6+N8vV3Jzg/FkW4Zp+65/aofbbTot5p0DKbOE4b\nRZiEMDGk4cYfQyEpyEo46PXbK/FEDtG2VRqmTKUls9OAQlWwUfZY23FpWRL+9N+DqsjkU6Fu6eNo\nOuIbjaTD5JKhQ90BddvtwHBkpVse2Vpbp25DUwnRVMI01TCtUJxOIkcrnKSlhmkIlYbN08s7JYhH\ndvv5NBJR40BTl9hrSvo8zw569AZz9XZ79hDDT0+SrAXq3R7B81W+3XLO+IHW/M9DEtpOm0fV5a5q\nt1RbxvL2vt9JPc6F1HnOJ2YwFJ2N5jaf7HxKse33PcmSzKXUhUB5u042nHmm/b9peF2I3E61w2//\ncIU/uL2OabuEDZWf+fwkP/uFqQNNKk4ChOfQrj2gWryNVX8Irou3Y1HZ1GltCfTtGvFaBXlfRiWy\nhJQKIZIKSkZFTmtIaR0ppSHpwXE3UOT9mzKpwFRp7+dXZah03BBCUGvZfv5dwSd3a4Umq8UmptVf\nGqmrMuO5KFM95G4yFyUdN57btVIIQbHa6ZK6XcfM3huUEjCei3aNVM6NJ5geiXVNo85wtHjaca5m\n1blTvMdc4S6flR/iBCHkvmtxUMWRuoAiK6+N6dMT9/cU4v064HAq58HEsUsuD9GXevjy4uH763M6\nPiLTp2clsq8NkeuF53ZoVT6lWbqD2Vjyn5QUwonLRDNvE05cfmLZWrlu8r07G/zB7fWuY9ZUPsrX\n353kKzdGiYSeXupSMW0Wai0eVBus1Gt4TgsDi5BkcUErc05aIeT6ZaGSbCBrCVxXxnHb4JkomBx2\nLD0h4QoDZANZjaDrEQwj6hPCfaRQVsN+H6ASRlL8E6LwPOztrW4f2y5pc4rF/h3JMvrYWNd0ZLc8\nUk1nhoYZr61X/N691pP7+apNq88dcRh2Sd/+ks6uqUtMJxlEN8QiGqehv+Yw8FW9Rr+iZ9dwd8s5\nrQqeO2gzvgtFi3fJXm/5Zn50glpTRVZCz/3eXM9ltbHOQnWJh+VF7lcWaTv9LpoSEqORPDdz1/j6\n5FfInJG3Q+O0E7mV7Qa/+eFjPry3jScE6bjBz31pmq+9M0HYOJmKh+W6bOws0ijdJrT9KfJWHW/T\nxNpykApt5J64Gi8UIjIzgz4y2lXWmlqSP7pdZXXZL0u+9k6Wd7+UxtBawRyuBDdqKjhWFW9ImSUA\nktxzg6aH5Bmp7s2a14noCSHYqXX2SjMDore+08Jx+4ly2FCDcPOA4OX8Us14ZNBg6jBzyBOCQqW9\nl3G3UWdpq95HLGVJYiIX5dx4vBuDMJWPoamvzxi8KjzLca7jmHwahJD39lWH1TA3s29xK3+D65kr\nhNTnP6+dZjzN9Mm2G7Tqj+k0lmk3VnE9Gw8JDxklNIYbmqaljtIQEWq2Q812aLoelQPKNWUJIopC\nRJUJqwohRSakKoRkCU2W+9/LE8qLd5XhYVE8wxXiYWQ86BN+qf/x48HB5buDxE8B/vs/fvP0Ebn1\n2qaoVkxUWUGVVVTJXyrSYDOnY1VplT+hWbrTDSOUlBCR1HWimbcxojMHsl9PCD5dKvPdj9f4yYMi\nrifQVJkvvTXC196Z4PLU4dwTPeHHHNz9/9l7kxhH0jzL72e7Gffd19jcIzMyMzIyq7oqs6tK3V3T\n09BUtwQJEAbSAAJ00Nx0FqCrLrpJN10E6aCLdNBNEiD0TGsgqbqnq7uyqrozY8nIyMzYfCed7txJ\n2z8dzGgk3ekeHmu6Z8UfIMxIc5LuTtpn3/ve+79X73J/r8tGs4878imEbT4tPebDyh6KLOg5Gn//\ndIXfbi7i+gqGGrBQgKWCQq0gUc5AIS3ImiGW5qHgRozgkV7Ak2z1AcQoSMKzRdNFHHqEBw5HBfZy\nxkJdLKMvLaCvLGNcuoS+fBnVyiEr5jMnEc87CXW9YAbgRZLO+SDwWaBPliSyKe3EmIZcOgZ9mZjp\nu+CgLwychNWLQF7niAtnlxOjFmRjBuBN+vZyKM9gBjpOj7uxZHJ6pdRSTPJGDjd0ObTbk/dCYiWz\nxFr+KuuxJLNoFua+9tu6mEBOCMFXG23+8tdPufsoch5dqaT58+dwoHxTFQpB0/bYHNjs7z8l/ejv\nKe8+RK93CesODCfjjJBlpMVl0tevk1lfx1pbR1tYpLaQZ3+/R7/n8Ju/fsxXdyIZ2OrVIj/903Uq\nC6f3/kaMfHsC8pzJfgT0+ic8U5o6ZwszgG9srnQSG3+RKghDGq3RLMBrDqgfjgiPzEFyaT0Bdasx\nwPvovQUGvZMXuk6qUAjqh0Oe7PZ4HMsyN+o9XG8CKhVZYrWa4epSliuLWa4t5lipps/Vd/wi1IuO\nc0EY8G37Mbeb9/hi/x4tJ7rWqJLCu6XrfFy5ya3KB+SNlzOZu8glwgBnsBmZlPQe4o3qyTFFy8XR\nAONA7vngd2xc1/cDDuM+vCQQ3fZoOh5OcFw1pEoSxSQEPcrKK8dxCnldfW3zrtdt+vRcLOkpP/8q\nTJ/GP//f/+IHFw/I/Sf/239x4puPQd0Y2EX70bYswZric1lysGI19QiVupyjqRbw1DSKrKBK6szz\nFEnBcxQePQ558LVHpxc9t1xQ+cH7WT5+L08upSMJhcEgpN3zaXV8DjsuBx2XZttmv23PtexHgkIu\n4CdXdvhhbQtDCfCESkf7gMXVn7FcfD5jFCEEInQJ7B7Ozgb25lPc7R28nTreXpOwd6QnS5GQSgZS\nWUMua0hlHbmsI6VOXzGXFfMY0zeJgrAoFIsMhtJMFISsWq9kFdmJQd9Rdm8e+Dsq1zn2d8Sgb24+\n35H9iwr6xlELY4Dnux10ZUSvu58AwJN7QOU4ViGHouWxJZVtu8c3vT2+7jfohiEesJxejCST1Ztc\nyq4wzgQaeEMed57ysPOEh+0nbPQ28cKJjKloFFgvXGUtH91WMot8X/OEnrcuEpCbOFA+5fFu9Dvf\nuFTgL35ymVtr5yP4tef5bPVtNntDDja3kJ484NLe15QaeyiHo5m1DpHNYKy9Q+6ddzDX1jGvXJ3J\nqRxXLmvxb/6vL/nis018P6RUTfPTP13n8tqrYZ5F6E8xedMgL2L2TnbOlVC0bAzqYoBnTDF7Wv5C\nu8t5fsDuwTAGdxOAdzRzDqJszbHBympssLJUTqE9Z+hyEIbsHgwnzN1ej416f4YxVBWJS7UMVxdz\niSxzuZJ6I/muF7VexTgnhGCrv8Pt/Xt80bzHdn83OXYtdznuxb7JYvr1G8191+U7bUa9OJC793hy\nbZcUzMyVOBrgOqpZOdO4/KzPRwjBwA84dKYD0SfmK/YckKdIUDQ0KnF8QpSXF8Up5A0V5RxcLy5S\nXUhp5f/wm/9F9AZD3NDDCzy80Ev2px+LbnPMPoDLqsJNXeVdXcWIvzR7fsA91+e+6zM44e8LA5nw\nYImguULYLxCRoALkAEI5vn+kZB/JGKGYI1TLRjNdtJSHkXIxrBBVMRFSDUUqcp02H8qPSEk2gZD5\nVlziobyCrMsUVBtDlVBlFU1SY9CpoA9s9HobvXGIsneIvLePtH+IdKR3Qy4WUVeW0VZWMC9dxly9\njLm4hKJqMQD05jp9Jr2AgU3oD+NjdnxsmPQjnqXGURBRL+BJYDA+PrX/opMO5wjTd9J+Z3hG0JfW\nEjZvLOWcB/zS5xz0HR2cQ9/G98YTxtlePcc5hGDIiX+NbKAZxSnHzdlcvemoBT/02extz7hj9r2J\nvMxUDK7Frpjr+WtczUf9dr+PdRGAnOsF/O3dPf71rzdotCMHyj94t8qf/+Qy68vfnQOlG4TsDB02\nBzZ7jSbDR49IbW9Qa2xR3d9Bdad6l1UJaTGPtXad3Ps/wlq/gVY6HYgNeg6Pv2nyD3+3waDnkMro\nfPrH17hxa/GN9vKK0I9YeKcdnb9Oe0a+GQG9+deyCdAbs3mzzN6rcs19kzVyfHamHDT3OzaPdzp0\nBrMLVZIEC8WJwcpq3INXK1rPBbrGjsDjXrsnu102G/0ZR2hdlbm0MAvulkqp72XP94vU6xjnDkaH\ncSbpPb7tPGacmVpLVfi48iEfVW9yNXfpe7FoGIYeTv8pdvcho+5DfGfSEqMaJczcdaxsHMj9AtfS\nl/l8hBCMgjBi8GzvmMvm6BSQVzY0SoYeAbyYzSsY2luQN6cuJJDjGT1y0xWKED/0Z0HfFNBzvREM\nN9GHGxjOPlLsy9cSeR4PS3xzWKDdUxgOJEYDBc95xsVN9pEzbeRiHTnVQzaHoLpn7ncD0KQst8wC\nP9ZHFOVohfFxuMJt5zp2s0W++ZDiwS6lVpdK28NyZz8LV5VoFhQOCirNqZurzx+0FElBkRU0KWIh\nlTEbKc2ykmOmM5Gyxsd0ZAxJYEigI9AJyRoyvu2gigBV+CjCRxYecughhy6ELtJJ1vxzSpK1GOSl\nktB3ZR4IHAfCqykUxXquyYjjBhM2rx8FsR8HfpGb51x2dfp/Ks+Xdx4DgRmDlPn6ZAYn1WmDsxu4\n3D/8htvNe9xt3qfvDZCBkqpzq3CZdzMLLBkZ5GA006t3atSClpuNV4gBn6zlOAx8Hnc3I3DXeUJ9\nuJ88VZZkVjPLrOevsla4ylr+CgXj/Ol4PfkAACAASURBVFvUv4o6z0CuP/L4f/9hi3/zuy16Qw9V\nkfl3bi3yi08vs1h6/liKl6lQROHbW32brU6f7pMnSBtPqTS2qTS2yXXbMz8vFTSkRQN9dYH0ez8k\n/94fo5onf6cCP2S/3qO+3aW+E936sbW+piv84NNLfPzpJTT9/DFcQgQT2fWxHr32qbLryDU3BnbG\nccAny+c7FgEm51Bv6LLTHLB1pAfvqCGXqkgsldOsVmf778o588yssueHbDf7Mz13W/uDGSmooSlc\nWchwdWkC7mpF61wv/r2uet3jXN8bcK/5Fbeb9/jy4EFi0JXVM0nkzY3idbQLEkIeBXIfJIHcTv9p\ncu2VZA0zEwVym7l1NOPllQGv8/MZ+sHc+IQDx2XoHwd5sgRF/Xh8QtnUKOoayu/p4sj3HsjNq7Fl\n/7RVf6M1otNrUzU2eL9aZ7UQvb7ry3zVKHN7t0bbXaBaTCfuj7VCZN9fLZhs7Q/45ec7/PZBA88P\nUWSJm+t5fvRBgcsrOoHwEwA5DSSnWUQ3ZhBd30FpdTEabWr7LSoHfbQDG9GZdcAUQDeXpVk02c8L\n9vMezaJKNy3zXMjxOyoFMCUJS5Iw5an9+GbJEilJxpKl5Jghgf4cf1qARCCpBJJGKKuEso6QdFB0\nkA1QDCTFRFLM2C00hapaKIqJpmgokoI2Bq1TklvXC2Nw58VAz4m2Qy+KbpgCgdN9FXP/D/JY3mnE\nwO/Ifkonl4kcPdOm+kpkakcH557b507zftTvdvgNXnyxy+lZbsUuk6dd7IQQEUPrHolamApTP9HY\nAZDVdALyHMlky/fZsPs8HTbZHDQIpljfslmK+uwKV1nPX2UxXfterKwerfMI5JqdEX/1m03+5otd\nHC8gZaj86Rt2oOx5Ppt9m83+iP2dXfwnjynsblFtbFNq1lHCqUUWU0deMJAXVKQFA221Smbph6RL\nH6GZlWOvLYSg33UiwLbdZW+nQ7PeJ5zqIbZSGgvLORZWcvzsn1zHdp7DmficVSS77sZMXme2Xy8+\nbznB1H18zh5l8sbOmy+y+v+q67RzSAhBu++yvd+PAV5ssNIc4B6ZRBq6EpurRPl3y7HZSi6tn2k8\ndr2Azf3+jCxzpzlgehplGQpXFrIRc7cUOWZWCy8eMXNR6k2Oc27g8aD1Dbf373GneZ+eF/Wg6orO\nB6UbfFy9yYfl914oI/V1Vhg42L0n2L04kNudLE5pZi2SSyaB3K+WSf+urkMjPziekxeDvYF/fCFd\nBgrTYehTQK9oaKjfY5D3vQVyfhDS7Ng0WlPZaq0hjfaIZsfGm4P2py37L5V9ruW3KSiPUEQXiC5c\n6eKHpEq30K2luQPswPb4u7t7/PUXO2ztRxPXSt7kTz5e5o8+WqJwZLITDAc4W1u4U26RzvYWwpkN\nU5VTFnLFRBQCpLKOX6vwZekH/Da8Ski0EpxSJFbTCsspiQUzRJdjJvIkCeo0qEyO+3iBO/U8Hzd0\n4+M+58ETSIYY7BGDQGkGBFoSmPIRUBj/3FnLFwI7vo1CGE3fFwJHSHhIuMh4koKPQiApCFmdAnyx\nAU+oITydwNMIHQ3fi5hdz5XxbAXHkXBsCduG4BkqVVmGjKWSSakR+IudOwsZg0LGpJg2zwT6qtUs\nd588TPLdHnc2ks92Mb2QrFReya2+MpA0jlqYzdWbjV6YJ9P1hWAvkNgRKtt+wKY7YjQlmbYUMwop\nL1xjPX+VK7lL6BdkdfW0Ok9AbqPe4199tsFnUw6Uv/jkEn/8mh0o3SBke+iw1bfZOWgzfPwIa2eD\nan2bSmMHy570/ApZRllexljJIUoOYclFyqvIqkW68AGpOeZWnhewvzfLtg37ExmeLEtUFjIsLOeo\nLedYXMmRzU/YmfP0Gb2OGvfXTkDeUcA3/5wFkNVU5LxpFOYAvgKy8vqB/4t8PqEQNNujJBZh3H+3\ndzCckUwCZCxt1mAllmqexdnacQM2Gr0kvPzJXpe9g+HMFTZtqlxZzE7JMrPPxQ6e1xJC0PcD2o7P\nB5dK9Fon56m+rgpFyOPOBreb97i9f4/GKJIkjmNyPo4zTktm8Y3/blEgdx2795BR99souzKWh0qK\ngZldi4xKsuuo+us1czmPY5w9A/Linrz4fn8OyJOAgqFSNqYC0eOevJKhol7wHtYLCeT+5X/zV0KV\nJTRFRpKliA0IBX4Q4nghI8c/0dnQ0BRKOYNq3qJWslgspVgqpVgopShkjWPShih0fDsOHb87FTpe\nngodP36iCyF4tNPll1/s8Nn9Oq4XIktws6zwidHmyuEjvO0t/MOD2ScqCvriUmzxvxrb/F9CLRSQ\nJAl31KDX+BWDw7tAiKRm6Kd/yH2xzoOeT29K8lc1Na7nUlzPp1jLpjBe0k1LCIEvghgIuniBP5Go\nToFDL/Aw0woH7d4MeDwma53b1+jjBu6J/Y0vUxJgjMHfFLibAD7mPBY9flbJS5AAvhj8heIICGTm\nsfHWiU8nESgIz0B4OsRbMbM1wI/2CZ8h5ZJCZM1D0T1UPUDVfTQjRDdDQnVIO9hH0hxkzWOttMLH\ntQi81VLHmYo3UVHUwmCmP2+a0QvcDmEwiqzKQ8GWH7DtB2z5Ae2pCZaCxJKZ41pmgWu5S1wvvkMx\nvZzEbVyU+q4voEIIvnra4i9/vcHdx7EDZTXNX/zhZT59/9U7UI4lkpt9m63ekNbGJvLTx5QbO1Qb\n2xRazdk+zWIRa+06qWtXkKoyrlXHdeLAeUnGyr07EzcjhKDbtqlvd6jvdNnb7nLQ6M+wIumMzsJK\nLmbc8lQXMqin5Id915/Rd11CCAK/H7ttto8BPt9tnwz0FHNuht4Y9MmvwEL+VX4+fhBSP4wMVram\nDFb2W6Njy5vFrDFjrhIZrKSfmUU3cnw26r2Znrt6azbSJWNpMWOX49pi5Jj5PNl6b6pCIei4fjLZ\nPoxZlUMnurnxmP3zyxV+sfDmwdJ0CSGoDxt8EZulPO1uJscuZZa5Vb3Jx5WbrGTmL+C/igr8EXbv\nEXY3MioJphxr9dQyZnYdK7eOnl59o9EjF22Ms4OJu+ZRoNeb0xIjAXldnSvXLBka2gUAeRcSyP1H\n/9X/Kfzg1b2/BOi6gqEpmJqCrimYuoKhyVP7Cromo4QdJK+O5NfRZA9dCUilS+RKa+SL61hWCs0e\nIDV2EfVtvO0tulu7/GNP5/P0OnWzDEDO6/MDd4tPih61S1PZbEtLSOqzV7h9t0Ov8ff0D/4BEXpI\nikGm/CPs7A95OJR52B3yqDfCiwdLWYJLaTMCdrkUqxnztTaNvoqTP+pvDKYYwTHQ8/BCN976MUB0\no/15bOMUYJwra433/VNMW44BwATwMcP6jWWgY1B4VgAYCoGDhCPAEeAi4SDhCgkHGZeIAfSQcZFx\nhIwbatieRuAYhJ6K76h4roLryHiOjO+q+K5K6KqIZ4A+RZaO9/NNb6eiG1LGq5F3vkiFgZswehMZ\nZ5eO3eTJoMmG3Wfb96kH4YwgrChLrGoal80cV9MVFlK1qQnkOHYhe66yub6rC2gQhvzuwT5/+esN\nnu5F7//e5QJ//odXuLV2PDPyRavr+mwNbDb7NvX6Pu6TRxT3tqg0dqg0dtD8iWRR6Dr6lWtkrkfW\n/8bVq/jyAYPDO4w6D5IeESN9iVTpI1KFDwgCjcZuL5FJ1ne62KPJa8qKRHUxy2Isk1xYzpHJPR94\nuGiTnDddk8WZ49LNcdzCSb21kmKgagVUIz9x3kx69ApxDM7p38U38fk4XsDulMHKVizRbPVmVTUS\nUC1aMYOXifrwKmkWSqlTF0WGtsfTGNg9jsHdUXfOXFqfCTC/tph9I1JnPww5dPwEpB3EIO3A9mi7\n3tFUIwB0WYqMLMzIzOLffXcJdXS+5MltpxOHkH/Jg9a3ibS/bBYTB8z1/FWUl3B+FSLEHe4m0QDu\nYJtxv6qspmLgdh0zu4aipV/Fn/VC9X0a45wgjN013eR72nQ8Dm2X7gkgL6erU3JNPQF8JUNDPydR\nIxcSyP0H/+X/MfPmVxYyXF7IAuD6Ue9Sq+fQ6jvPdCJ8mVLCgIrXpuq0qbktqk6LmtsifSSg2ZcU\nDq0inXSF7cwyT8waDV9nTCJU8iZXF7Os1DJYuoqpR6DR1NQITOoRwDQ0BSMGlZoqI0kSoT+i1/wt\nvf3Poh4kSSFd+ohc7adIepmN/ohvu0O+7Q7ZHjjJyqGhyKxlrQTYVUztlU7OL+LJH4pwDtDzp0Dj\nEcYwOT4LJCO2MQKfYejGBi8esvBQRYAmAjSCGXAY9QRO+gSfB2SPGb5RzOy5SLhCxpNkfEnBR8UN\nDWzPxPFMXM9CCAt7KOM5SgL+HJszyTsVRSI31dN31LVz+v6bBn2RFKzPaNTkcecRj7sbPO432Bh1\ncKaAuiXBiqqwqiqsqAqLiowqyShabgrc5WKr9lwiCXuTfT9v+hxyvIC/vbPLv/5sg/22jQT86EaV\nP//DK6wtv5x8ZyyR3OzbbLd79J88xtrZpFrfptrYJtPvJj8rJAl5YSkBbdbaOvryCkgS7nCHQStW\nR/iRHEs1yqSKHxLI19mvywlwOzzSg5TNGSys5JP+tkotg/KSgc4XcZw7TxUBveGxoPTJ/RYinD/J\nl2T9hAy9MaOXolbLfWefz9D2puIRoh68rf0B/SOgRZElFsupCcCLpZqVwsnmJ/2RNwkv34tkmYfd\nWeBYzBoz4O7KYpbcnND0Z9U0wzGe/B460f2u689ttkipcixbmzAbY/CWUWfzfs/7OTTybb48eMDt\n5j3uHXzFyI/md2k1xYeV9/mo8gHvl2+cyV058PqRSUnvIXb3YaLwAgkjvRo5TObW0U5o3fku6rx/\nPq+q3CBMWLxDx43z8qKsvI43f7Epp00zebNA702CvAsJ5O49OhD/99894TcPGnRjW+FcSuNHN2p8\n8l6Ndy8VEmvfkePT7jsRsOs5tPsO7Z5Lqz+53+m7x8JFZ0oICuGQ1bDLot+m6rQoDg/IjNrIR543\nNC26qSztVJ5WeoHD1BKHegnHF9hugOsFxxqpX6QkKZKJTsCdjIqNIjqoko2uhqSsLJncMqlUHkNX\nkBWZjh/Q9Dwarkc/DJEUCUmRyJsa68U0N4oZ3imkyGgv1/fy+3Lyv0wFYXC8hzGIQWFg43sDgmBI\n4I8QwQgR2BC4EDpIoYsSeiixI6hGgJZ0S56tHCEYhbO9f6MQ+p5Mz9XoOTpDV2Po6jiujuvq+J5O\n6BmJ7BNx+jtKskDXQ3RTYJoCy5SwLJm0JZNOKWRSasL4pU0NQ9XRZB1d0dBkFU3W0BQNXdbR5BcH\nhaEI2R3Uedh+wsP2Qx52ntByJuBBlSSWNJNVVWFZClhRI5OdoxXJwaaD02fD1GU188ouwG/qHOqP\nPP6f30UOlP1R5ED5Rx8t8YtPLrHwAg6UoRA0Rm7Mto043NpB2nhCubFNtb5N6bCBPB2Nkslira2R\nWr8es23XUCwrOew7LQatOwwO7+A7kRRdUlII5ToHnVW2tzQaOz0ce3KxVVWZ6lKWhbivrbacI/0a\nGIq349zrrYmJ0mxQeuC28Z1OnIHpzH2uJGsYVhGU3BH55hjopd/4ZFkIQXfoJa6ZY4OVrebg2KKz\nrsosTxmsjJ00C5n5BivdgZuAunHPXbs/G7tQzpmJkcrYMTNlqEkO2DSrdniKsQRAXlNjVm0C0srx\nvnlKRp8fRIvt7dgZ+tNby7ijk3JMz1f5oc837Ufc3r/H7eaXtJ0OAJqscqP4Dh9XoxDyrJ4BItdY\nZ7AVsW7dh3ijveS1FC2bRAOY2WvIqjX3Pb/rejvGgReGkwUM26M5JRPunLCYkdMUSrFMszI+T+L7\nL9vmdLQuJJAjNjsJQ8HXm21+81WD3z5o0BtGK135tM6Pb9T45P0a11fzz5S3haGgM3AjkNfsMNjc\nxNveQmrsYrTqZHtN9GB2oLFljX29wL5epGEUOTBLuKUaqaxJVh+SkptktD5Z06WQVllYXGN5+UMy\nuQXCUOB4EaizvYCnez0+u9/g7uODxOFwuZzi6lKOcs7EC0IcN8Dxgsl2at+OX8txw9MB6VlLllAU\nCUNTSBkqGUNN5KVjRvDE/Xi7WMsyHDgYmoypR8yiqsjnZpXp+1ph6B3JAZzk/fn+MAKH/hBFcnHs\nASK0IXCeKwrCjyWedijR8xXajkrbVum6Gj1bZeCoDF0Vx9XxXCMGf88GfUgBkuaC5iBpLtJ4qzpI\nugOqi2YE6EaIrskYqjYF9Ka28smPRwAxeswJXJrDJnvDBjv9PerD/Rkzn5pZ5GqqzGUzw6qqkRMO\ngd8lcDsnsgRIcmTwoM9m6U0zfWe1bX/dF9BmO3Kg/OvbO7heSNpU+dM/WOXPfrRKPn32lfuu67MZ\nSyT3Dlo4jx9R2NuiGkskTWfS4yMUFe3yZTJr65jr61jX1lErx4NpA3/EsH2P4eGdqNEfECj0h8ts\nbVd5/DiFEJOLYb5oJUzbwnKOUjWN8gZWRN9Ocr77Cn07kWoeZfZCr0Pgj+Y+T5LUuW6bYymn8goX\nZZ5VQggOunYM7ibxCDsHw5nAcYCUocZ9d5k4Ay/NciVNdg7b1uo5PN3r8Xi3y7e7HZ7u9RiOjkQu\nWCpqVkPL6ahZHS2nI6tyYvU+j1Wb1zvk+SGdQbQw3u47tPtRXE+759KOt52Bk8zTxvWLn1zhX/yT\n9Vf0n3xzJYRgo7eV5NXtDCKQJgFXUhXeMUyuiT5FKf5/SwpG+jJWbh0zdx3NrF6I+dDbMe708sIw\nWfhoTjF6TftkkJfVlDgEXU/OqUq8NZXnl+teaCA3XUEY8mAjAnW/e7CfyBcKGZ0fv1fj0/cWWFvJ\nJaBOhCHefiNyiYzdIt2tTbz9/dl3kiT0hcXIcGRpBae8QD9bpa2kaPcnEs52vO303WPOVtNlqgH5\njEopl6WUiwxWilmDQsYgY6k82evzm6/qPNyO2IJcWuePbi3xJx8vUSuevjouxKzhS7+zyWH9c/rd\nXdxAJlSKyNY7oC/ieOIYIGyPPLq2Rz82iwmDEBEIRCDglL/prCVJxLLRiVR0nmx0dl8+BhKP7WvK\n23DV56yjg7MI/TjwfUQwJxR+NiDeTu6ftBp+tIQAJ9DpeWn6nkXPM+g5On1Hp+co9B2VgSMztBVG\njkwYPuPzlEJk3Y2An+qAZk+An+bAGABqLij+K0njkJHQFYOUalLQU9RUg5wskZYEKSnEIsAMPXTh\noolTej5kE0nLIMfgTjUKGHoJzSxG2XpqCkmSXtsFdKPe41/9eoPP7kcOlOWcwT/75DJ//PESpn46\nE+8EIdsDm62BzVZ3SPfpRuQi2dim2tgh3541b5LKFdIx02aurWNcuoSsnRBhEfqMut/Q3f8cp/8Q\niRAh4LBdYGurxl69gh+oaLpCbSk7MSVZzmG9gGTsVdTbSc75rmo1S31vf1auGYenjw1aJvK2IyUp\nCdM+z5RF0TKvvac2CEMardEswGsOqB+Oji3a5tI6C+UU+byJldNR0hq+IdMJA1qOjy9ExHA6AV7X\nxeu5BD0Pr+sSHInIqRYtri3lWFvMslpLk08bjJwgBmhR1E6759AeuHRi0HZUMnq0LEMhnzYoZCKX\n5Xy8/Wc/u4Z0Aut3EUqEPnb/KdvNO9w5+IqvRm22/TCZwFf1FLdK7/DDpZ9ytXD1wkXlvB3jXrzG\nPaTzcvLaznyQl1aVKATd0CiZOpWpOIWTmO7vDZCbLj8I+WqjxWf3G/zj1/sEgz41p80VuccNfUjF\naSHt7yHcWZZNyWQxLkUukcbqKsbKJfTlZWT97JOEUAh6Qy8CdjG4a3WHNA/3OWx3aA98uraO7Z+8\nKi9LEhlLBSQGtpcAw+Vyij+4UeXHN2pUC9aZbb/dUZ1u/VcMW3cBgaLlyNZ+Qqb8wxMtoN0g5El/\nxLedIQ+7Q3aGTgLqTGDFNFg0daqahg6JbNTxQmzXR9FUWp0RjjthHk9iFF/FV0lT5QTUjcHimA3U\nNXnqMWUWTB7ZPwoUVUW6EKtmz1uvanAWIiCcAnYR0JsGf7PHxkBRHOkjnX1NsH2FgavTdzT6rsnQ\nSzHwLAauzsDV6TkqfVumZ0sEz1Aqq4pEypKwTBnTAsMQ6EaIZgg0w0fRfRTNQ9JcQtnFE5HU1Qlc\nhv6QoTfCCZznit9QgKwskZNlcrJEfmp/vFVP+F75AvoChigMkbHRcGUNV9bxZZNAttBUA01WZxlH\nZcJGjpnH8VaVVDZ2HP6/3zV48DRaJFqtZviLn1zmk/dqc80WxhLJMdu2v1dH2nhCpR65SJabu6j+\n1Oq+aWJeXSN1fR3z2jrm2hpq9vTeuiAI2N/+mn7zNop4hCJHk8FuL832To2d3RpWpjjDthUr6XOz\ncPN2knO+6yyfTxi4McibF5p+Wv6lPCWtngJ5cdyCouVeOdAb9/E0Bg6PGz229vvUD4d0Wjajnktg\nHwdEqqmQzhuUihYL5RRXqhnWFnIUdZXQjcDZZmPAk70uuwdDDjo2vaF3ZnWPZagJOCtkdPIZg0Ja\np5CNYnAKWYNC2sDQT5yEXqhzKArkPpxEA/SeTAK5JRUje40gtcpDL+Be+yn3D79OclnzepZb1Zt8\nVLnJu8V1tFec+fY66qJ9Phel/FDQco7HJxw4Hm3Hm5vemVaVY/EJZUPjh9eq3x8gJ3wfd293imWL\nmLag3Zr5OR+ZjlVEWlym8u4ai+9fx7x0CSWXf+2T9sAbMGx/Satxh8N2k66t03csRvIqw7BK37Vo\n9ePVrr7Dae6cmiZTzpoJo1fI6hQzMcOXNSjGq15KLIHw3Ta9xq+nnC5NspUfk61+iqJlTv29e57P\nw9g05dvOiO5U82fZ0Liej0xT1rIWlqqc+eQXQuD54RFwF+K4frSdenwiIZ3sTwBkcARMBsckKS9S\nsiQlPYjzJKTT+2PHU0M/6n6qJGDSmAKPZ3W0fB31XQ/OQoQJAzhPBnr82ORnmAJTY9DXd3QGrkbf\n0em7WgwCdQaeOQGEtkIgTv+fa6o8cehMzbp35lIakubSCuvsORs8GTymPqzPQLuKWWIxXaNqVahY\nJXTFwE+iNqbiOnwHQgclGKGFDrpwMUIPE58UAWlJYJ3wqwoh6AtBLxR0wpBuKOJbmGztcZyFkAgO\nF/B3ryGGeQDk7AHq0mO0QmsiT5U1VCWLLFcQlMBPk2/0qTT24sy2bdLDiR22kCS8Wonw0iJcWUG+\nfAl9cRFN1Y9JWHVZQ5VVZElm2I/Ctpu7m4TOA/KZTVJWBOptW2evsYgbrpGvXo7ZtizGGTK5vqv6\nrs+jt3V6vRL35LFT7gyTNw30+ic8U5rqn51nypJDkmbBjRCCUTDVj+O4M0Yj8+zTYSLVyisyYc9n\n0LLptmwOOyNaXefEOKbTytIVTENFksD3Qwa2P6M2kiVYqqS5lgSY57hUS6Od0h83ry7CORQGLnb/\nMXY3Minx3cmcUjOrmNl1zNw6ZubKsUBuN3C5fxiHkB98ycCLTJpMxeBm+T0+qnzAzcp7WG975N5W\nXH4oaLvzc/Jac0De//Tv/cHFA3JCCLH3bRyendy2cHd3jlnuqcUSxupqJI1cXmGDHL9phPzDw1Yy\nuFULJp+8t8An79W4vPDmdPGec8jw8A6D1h18J8ppktU0qeJN0sVbaNYSfdtPQN2T3R53Hh2wUe/j\nxSBFliXCU2SPEpHkYgzsilmDfFrGFNvo3gMyWo+s6VOp3SK38BO0OB7htBJCsG97iRvm4+4IJzYv\nkIDVtMnHSwWWVJVLaRP1O1o9D8IQxw0n/Yhz2MDj96dA5DSYnO5HdINXEouuqyfIRo8BRXnusbks\no66cKd/rog7OQghE4EwBvinWbx4r6NuEwTCSgQqRgL6+qzNwNPox+Bu4Gv0Y8A3iY4E4/f+oqRJZ\nS0Y3BOgurtynL1oIdZj0+uVSOuvVJd4pXeZ64RormaUzW1aXSwZ7O9v4ThvXbeM6rYQtCL0ewu8j\nnfBNdAKN3+4s8evHi3RHOhKClcU+l9Y6KLkRnUBiFKZxRRY/zJLtCKqNw1giuU3hcH/GyKlvqeyV\nFfYqKntljUZJxdNO//9IoYQ5zJHqF7H6BYpuhiulHivLdQr5aPLrBzI73RzbQZZ2RkfPyhEITPoa\nVXRFj0GhGoPEGCzKasJC6rKOpqhJL6T6EsY4z1MX9Tz6fak38fmI0J9i8trHnDcDb/77CyRCJY0j\nZ+mTph2k2A8sDsMUPZGmTyqxr5KAnCKTCSWMUELzBZIXEDgB9sinN3CTPv+RczpoU5Wo/80PxDHW\nTZElFooWq7XICXwcdl7OmQigfjjkyW6Px3tdnuz12Kj3kr7+8fNXqukowHwpy7XFHCvV9KnXpPN4\nDgkh8Oz9xKTEGWwkeYiSbGBmr0XRALl1VD1/5tcNwoBHnadJCHnTjuZ9iqTwTmEtMUspmoXX8ne9\nSJ3Hz+f3uYIxyBsbr9ge//LHaxcPyP36P/vPhd/tzj4oSRhXrmJevhxLIy9hrKyipOfnb3h+wN1H\nh3z2VYPPv2nixCtdC0WLT96v8cl7C6xW34yr1UzoePvejK32vNBxzw/5x2/2+eXnO9x/Gq0MWYbC\nzasl1pajPsDElXMs7+y5pzJUmhKQNSJjlnKxRLlYnGH3xtKJeQNyEAq2BjbfxMBuq28nKwa6LHFt\nHHOQT1Ez5ztuXaQas4hjUDeWjU7vJ8ziNEg8A5B8FfmIiiwloG7SjzgbY1HMW8gI0qZGxtJIWypp\nSyNjaqQtjZShnhv52qsoIQQidI9JPI8zfvEx36Y/cumNfPqOmgC8SOp5HASGzwB9yEEcvu6SNiVK\nGYPFfI5LxRrVQo58xkzYv3Gf2rMuoOOohShXr0vgtul0u/zNfY9ffWsxdBVUOeAHKw1+emWbcjpi\nvsQoINhzcOoBYd1BaQyR3SmJpBoZkhhr15CvXILLq/i5VJLZOJPBOJXFOOp5DJshdhO8A4WgoyIT\nsrhwwMpSnUq5hSxH7bY7jsrdvDW+sgAAIABJREFUwOeBb2OHZzfaOWtJSJHraQL0jpjhHJGjPlOi\nmjw+BSxljeVakW7Leak8qbf1+uo7y2IUgnZi1z+iP2wzslv4XgfZ75AWA7LSgLQYoAUuA1ejZ+v0\nHH2qd1ij56bouwY9W8X1Tx+PM5aWyBune9ASuWNGJ5820OLIDSEE7b7L9n4UizB20NxpDo45a5u6\nkoC6lSTkPEPaVNg7HCUumU/3ejyt92fmGqoicamWicBd7Ja5XEklSqHzAhRC38buPWLUe4jd/XYG\ngGvWUmxSso6RXj3GpL5ICSHYGexxe/9LbjfvstHbTo5dzq7ycSzBXEovfKdzpvPy+bytk+tC9sj9\n6p//CyH84xd/SdPQKlW0ahWtVkOr1NBqVfRqDbVSQdbm97q5XsCdRwd8dr/BFw+byQrTUjnFJ+9F\nkQYr1dOlh6+qhAiwuw9PCLq9RarwAYo6MT1ptIb89Re7/Ns7u0kUw/WVPH/y8TKfvF/D0JT4dQWD\nmN2bBnnjaIaDTodWz2bgnK7ZzqW0hN2b2U7tK6rEoSLxu80Dvu0OadqTJuicprAeZ9ddz6fIvmTM\nwfet/CBM5KEnupTOkZPa8fHJfojjTRjF52URJSBlRuAubUZALzPeN+N9S5s8Fh+3DPU7lYy+6ooA\noDcX8AVT5i+DoU1n6NIb+HRHIb2RoO8o9B2NlqPTcTSGrobr6fAspk8JyZqCXEomY0rkUgq5dJzb\nlzEpZNIUchkK2SyWGfW47rdH/NVnm/zN7R1cP8QwFNbeKZNbUtHrD6nWNyjVd8k1mujd4cz7SQUN\nacFAXjCQF0yksh7HkpioMxELca6engMpw8GBRGMnCtqu73QZ9MY9x4JKuc3a2iHlQh1ZjsYwzVoi\nXfqIdPHmjJQ7FOGRDEZvkts49dg0aJwGkseOT2VBujPHIyAaiFdvrCBL8iQuI2YNZxjDKXA4BozP\n6ms8aV9XtAtnmPBd1euchI7d6qZz1cYyyJbtEgSRsUjgBIROQOgG4IaovkC4AX7MpvmnxBFJCFK6\nR8ZwyU7dxvdzKZVi1qSQzWJaeRRj1pTlrA650xUKQbM9SmIRxgYrewfDY0ZuGUuLg83H4C7NYjFq\nD3kSh5g/2e2y2ejPPFdTZS4vRODun//Zu5jfwddZCIE7igK57e5DnMEWSSC3YmHmpgO5X//8r2W3\nEwfMr9sPCUX0vahYZT6qfMDH1Q9Zy1954+f+WyB3/utCAjkRBGL3mw28RgNvfx93v4G3H+17+w3C\n4fD4kyQJtVCMQF61NgP29FoNOR2xb44bcPvRAZ/dr3P74QFePMiuVNIRqHu/xlJ5Psv3qisMHIbt\n+wwO7+D0H8d/h4yVe4d08RZW/t1Ej+0HIV982+SXX+xw79EhgqgJ+Sc3F/j5x8tJYPppJYRg0HnE\n9tPPaB7u0bV1hkEFW75M38/SmXLpdL1T2D1Vppw3yVkR6EulNFxFoi8LmmGAq0oohoIkSyxYehJK\nfi1rvdEQxd+nEkLg+pMYCyttsLXToT/yGNgeA9uP9kde/JjPwPaSx87KFEoSCdibAL1Zti9tqVP7\nGhlTxXrDweFvouZFQfj+kGa3w4PDJo9aPXb6NgcjCD0d4ekIz0D2dSQvim0Qz2L65pQu+/xQ2aDc\nPaTYapJxh6QDG134YFlYa2tYa9ex1tcxrl4FPYyzubqxHKwb9QK545yu+W50YShh2wYj28D1UmQy\ngnTqAFma/Lyi50kXb5EufYRmVl70X/lKKwiDGOj5MdBzj/cwBi7uNLicBoehh+e7SKGNr0r0bGcW\nNB4Bkmc1yHmeUiQlkZtGstJYajolPR0zkvPYyHks5dG+xvFj4/7Gi1gvOwkdTeWrHToeTdul0XfY\n79h0h+4EqLlBsi/cMLp/ypg5bnmYYc3Ssfplyigkl9ZRZAi8btSjN87QmzFl6cBca4SoVWNej97Y\neVM+Q4j1uPwgpH44ZLs5iBi8GODtt0bHvuHFrMFKNc1qDPAWSlbExO8Pkpy77eaAIBT8xU+v8h//\nfO3Mv8fLVOANYpOSKJR7rH4CCT29EmW65a6jp5ZeuyPpaTX0Rtw7+CoJIXfi+KuMlubDyvt8XLnJ\ne6V30J/j83vRegvkzn9dSCDHM1wrg34fr7mP12jEIG8/BnoN/FaLeTaJsmVNAF61hlarQaHMNwOV\nv992uPO4ncgFVqsZPnm/xqfv1V4oMPdFyne7DFt3GbTu4I3qAEiKQarwAeniLYzMlWQi3GyP+Jvb\nu/zN7Z0kEPTaUpaf/2CFT9+vPdNiHMAd7tJt/B3D1j0ip8t84nQpyRojx5+KXnAnEQzxY72hS6vr\nnDqFUXUFSZeRDAXFUFANhWre5EopzY1qjhu1DLnUxZdinsd6nsFZCIHrhTPALgF+tsdgNL3v0bf9\nBBCeFsUxXbIkJQxgxlInks8jbGAiA433TV258N8PL/TZ7G3zqPOEh+0nPOo8pu8No2HK19CDNBWl\nSl7k0H2LwFG4v6kzsJ9P3qPJPhnDi28+GTMka0IuJZO11Jj108mYOp4j02mHHDZ9DvZH+J6DqgYY\nhkfKcigUAtJpF0M7OPU9ZcVKWLyxwcN0rt53Ecr8IjXumXH6T3H6T7H7T2M3QymaHJtlNKOCZlaS\nfTlWTgQiiEGdH4HGBOj5MYvoxls/AZGzx2fB4VxmcupnXkepY5B4DBROgOTERVVP+huPMpKnSVhf\nR3/js+XJgr4fcDBy2e7a7LSH1DsjDnuRxb4z8glikBY6AYEbnISZgGghK5eOwdm0c2PGmJE75tJa\nIi182Yok1r0pkHcc8CFOAHqKFZ2PRmEO4Cuc6Go9XY4XsHswiCIS9gdsxRLNVm82mkYiijWIJJoZ\nFksWmiLzxz+6jD08W4zN85YQIe5gKwFu7nAnOaaoGcy4z83MrqGcU7MRL/T5uvWQ2/t3ud38kq4b\nfZ81WeOD0rvcqt7kVvl9MvrrIRjeArnzX99LIHdahZ6Hf9DEbTQSsJewec39Y5EEACgKaqnMMFVg\nV1g8HmkcKBnaWpbMyiJ/cHOFT95foFZ4MwOBO6pH/XStO4mOW9FypEu3SBVvoVs1IDL7uPPwkF9+\nvs3tRwcIAYau8JMPFvj5D5a5uni6NTiA77ToNv6ewcE/IoSPrFhkqj8mW/kURTt54KhWs+zVOxGL\nNwXyxtl7Y0lnq+ck/YnzSpIlMimNcs6kkjOn+vb0GXmnrr3tUXmeeiMmACLKKpwGegnblzB/MRCM\nQeAYJJ4VACqylDB+E/CnzrB9k/0JCDzPAFAIQX24zxNnm99s3Gezt8HQOaDYCdF3ahz0r9OVop7Z\nK8NdftK6y5XRHm6phn/pGk5tkVGuyMC06I58ukOP3iigOwzpjWDgSITPcO/UFZ+0HoM+3SUdbyMA\nCFkzJK0NSWkDdCWeJEoqmlFCNYpJLmHgDwi8PpwUOB9ndSna2N1vOkw9j6rljrnAvYkSQuCN6glo\nc/pPZ/LGFC2LnlpBkRyG/frUyv6kZMVENcpoZgzwjAqaWUY1iq+kx+ak39sfA8KTAOAc8Bcxj358\nPGYoZ4Dm5DWnn++/pv5GVVbn9CeeAgBjIHnUDKdUyHKw79EeShz2Qlr9kM4goDfw6Q+9SNoYg7TT\nVh0lCdIpjULaoJyL2whm+tCMxOn2vPUWCyEI/H6Sm3cU8EVAb/41WFbMeCFmDPIm+6peQFbNE993\naHtx9l18a0a9eEfz5lRFYqGUSgDeatyLVylYLyTT991uEg1g9x4hghgkSvKRQO7aub0GnFShCHna\n3UrMUvaGDSA6Z9YLV/m4cpOPqjepWM82rTtrvQVy579+74DcqS8qBEGnHYG8KRZvvB/05r9nXzFp\na1n8bJHcpWUu3bhK6fIKWq36WiMNhAhx+k9jk5T7STizZi2SLt4iVfoQVYsklYddm38bs3QH3ejn\nLi9k+PnHy/zhB4ukzNMnS4E/pLf/Gf393xAGIyRJJV3+AdnaT9CM0rGff56Tf+T4CbDba494dNBn\nuzXioGdHK6Lj/oJTvnJpU53p2StkJn17Y8OWbEr7XvVvvUyd58FZCIHtBnOYvwkQPIkZPGv2kSJL\nMfg7me2bAYLxY7omv5bz2QlCtuK8tq2BTaPRjIK26zsUGrvs2Ra/y96go2WRRMi7gw3W+Aqv2Gev\nouGuVFhafof1/FXW8ldZTNfmyuEc22dvp8PG0zab2x326n2Gnk8ohwRySCCD0GQ8JGxfYuiKM4G+\njOGR1l0yujcF+uLHxvdTMoaqIMkKIIEIESJAhO6J8k0AWc3MMnpaPmH5FD2PrFgv/ZkIEeKN9hLQ\n5vQ34qiLqBQth5G5gpm9itBW+GYXHu50KeYtFAnyVkjeGGApHXSpi/AO8ewmvtPiOIUjoxrFGNRF\nIE8zyqhm5dyyAidVKEL8RKJ6pG/xlP7G+X2N/hQb6SXS1mkgOe5vjNhqHeEaCM9AeBZ4WfAyCM+M\nZMquQuhKp143kEDWBbIeIOsequ6iGQ6G6WCaAtMiyqC0FAzlCBt5TI46a4QzcVHV45+LgOZ5M8YR\nQhD6gxNBXuC0k179oyUpBqpWQDXyx0DevHNTCEF36EWyzBjc1ds2T3a7OEciEnRNZrk8MVhZjQ1W\nCplZlY4IfZzBRsS6dR/i2Y3kmKIXEuBmZq6eiWG8SFUf7nN7/x63m/d43NlIZNzL6UU+qt7k48pN\nLmVXXmp8PM9zhbcV1Vsg9xwVjEb4zf0Y6EUAz67XGezsIfdaM3bdSek6eizZ1Kd786o1tHIFSX01\nq81h6GF3vmHQus2o8y3jyYOZvUaq+BGpwnvIikEYCu4+PuSvv9jh82+ahEKgazKfvhexdGvLuVNP\n+jBwGRx+Trfx9wRuG5BIFd4nt/Az9NRy8nOv4uQXQnDoeHzTHfJNe8A3zT6jkUfghISOTyqQMEOQ\n3BB75NHuu4yck1eIFVkin5ll8iYZfBPgd1Jw6fepvo+DsxCCkRNMMX9jKah/bH9aAjqwvTOH0quK\ndALzd9z5c9oUxphijAMhqI/cBLRtd3qEm5tUGttUGztU69tk+h2GssHvCu/xD/kbjBQTlZA/XJD5\nxR9eoXp9hc3hLo/aT3jYecKjzhOG/oQxSqkW1/JXWFKXyY7K0LBo7gxpNWeZo1zBnAnbLtcyKMrE\n1c4ebLO/d5f9+rd0RwEDR2cYFHDkRUZBgd5I0Bk4dAcuvVHwzP+joQakdXcG4KVjM4cI+MX7uoc2\nZvqQOJ0uUVDUNIqWjSaSRim+FWPQl52T1xXiDncnjNtgY7JyTzQBNDNXMDJX0FOX2TyUufe4xd0n\nhzza7j5zwUDXojzCQlplqeBRy9oUrSE5vY+ldFFFG0kcl5PJagrNqExJNSOAp+qF77Rn501VGAp6\nQ5d2P7LS7wziTNWBy2HP5qBr0xm4DIbPOGclkA0F1ZDRDBnDFBhmiGH66IaNbg5RtAGoDr7wEmnr\nNJD0Qj8xnHiVJUvysbiMeWY4Z3ZZnX782GMv398YAb3hsaD06biFkxZiJFk/IUMvHzN6KWq1HI1G\nl4OuHYO7QQL0dg6Gx9y2U4bKctlgIedSsQ4oaVtU011Suh8FcmeuYOauY+XWUY3yhWPdXrS6bo87\nzS+5vf8lX7W+SdjygpHno8pNPq7e5J3C2nMvJHwf5wrft3oL5F5RiSCgvb3HV59/y9bXT7HrdQpu\nj4LXoxT00YI5A50koZZKSW+eHvfmjd02ldSLaZ4Df8iwdY9B6w7uYCt+KxUrf4N06SPM3BqSpNDu\nO/ztnV1++fkOzU60+rxSTfPzj5f56YeLpE8J4hUiZNj6km7jV3ijPQCMzDVyCz/DzK5Rq+Ve+ckf\nCMH2wObb7ohvu0M2+iPGCjxNlriasbiSMqjKKqoXJpOBSS9ftO303VOle5ahUsjoM06cxSNsXz59\n/iQ0z1NvB+dJhUJgO/7JbN/Ii6WfswYwQ9s/s42FokhouoKkSGSDHkujJkvDBkv9BpVeE2VqwtjK\n1viHpR/xORW8MJKO/tmPVvmnP1oll5rf3B6KkI3DXb7Y/IqHrcfsejsM1UlQsRRKWKM8VZa4mr3M\nzcV3uHZpkVT6+Ov5TotB6w6Dwzv4TtQDJ6spUsUPSRdvoaeW506OwlDQH3l0By6doUu3H2VbdYcu\nnX607cZ5V72hewbQF5Ixg4jl0x3Smk3GOAICDe8I6DuhxkDuFMdKK/cuVuE9zOw1OiODe08Oufvo\ngPtPWwzsaFIkSbC2lOPmtRI3LhfJ5Uw2djp0B25y6wwn+73hSX2igrTuUU6NWMjZLOcdKpkRRWtI\nWh1w/N+roBhF9FimGUk1I9nmRWAZgjCkO/DoDKKe6vYgGo87AzeR33f60YLAqapqGRRdQTYUZD3q\nrU5ZGvmMTjlnspAzWS5arOQsKqbOpaXCC49zQogj/Y0TI5zp/kVvbIxzioT1VJfVKUbydRjjTPob\nj5jhKHP6Hk+Rs57ksqrJKqoIkP0B+OM4lJjZczr4bgsRzmlZASRZY/Xdfx/J+mju8SAMabRGbDW6\nPN3eZqvRZvfQo9nXEcyeJLmUzEo1x2o1mzhoLpfTWMbvnzO27TvcP/ya28173G3eTxb5LNWMQ8hv\n8kH5BtYp0thxvZ0rnP96C+ReU3UHLr/7ep/f3K/zYKOFGTiUvB43sgE3MgELDJHaB7j7DYJ2e+5r\nyOk0WrWGPmXAolUiRk8tFJHO0Cw9P3R8dlImgPtPW/zy8x3+8et9glCgqTI/vlHj5z9Y5p3Vk+Wh\nQgjs3iO69V8lzpqatcjq9X+Kr6y91lVkJwh53BslweSN0eRikVaVJOLgei5FfsrgJRSC3tCbMWcZ\n9+21p0DfePI2r2RJSvojinHOXnFa0hnvn9eLyNvB+eUrDAVDZ5btaw8dtjsj6l2bg4GD3e1TOtxj\nsbvHYr/B0nCf1BTzEyBTN0rsmBUeppbZshbwJJXxTF6RJbIpjYylRyYwscwzZSrIgcAfeTg9l35r\nhN1zUAEVkJFIVSXk5SGjXJumXGfX3pthGGqpCmv5q6znr3I1s0TG2WPUuosz2ASmF39uYebWX2lf\n1xj0daYB0MzWoTPw6A7PBvpMDTKmIGv4EeOn2aS0/pH+vkjqqSmnv1gQSriBjO2pDFwNLzTQzDzF\nXJ5qqYhpZpAVC1k1qVQrdLphJCGb08sXCsHQ9uf+nd0xyJ26H4QCRQoppUZUMiMq6RGV1DDZN9Tj\nQNQNLTzyoJZQzTJWqkY2VyObLSO/IkONk8oPwuRvavejHuhO30n22/HCWfcZn6Ekx07GuoxsKAlY\nU+JbMWNQzZksZA3Kpk7Z0CiZGiVDQzvlb7xI49zR/kYv8CNZaejNN8MJ/BlgOQ8onhbN4b3O/sYZ\n8KeSklXyskROlshKkCIkTYCBTy+zwoFcnY3mkFQMYWM6TTS7juQ0kMaLMLKGZF6hJ65xaNfYa5M4\naI4XpKerkjeT/rtIpplmqZxO8vS+7xWEAQ87j/li/x63m19yaEfZw6qk8G7pOh9VbvJR5QPyxnzP\nhIt0Dv2+1msFcjdu3PgA+N+B/+7Bgwf/440bNyrA/wosAl8D/+mDBw+8Gzdu/IfAfw1YwH/74MGD\n//kZL33ugdx0dfoOv32wz2++avDNZhtBJBa6cbnAJ+/V+INrecxRd9Z4ZT9y3PSbTeZm5qkqaqUS\nyzVn3Ta1ShVZn11pj0LHdxi07jBs3Z0KHS/F/XS30IwS3YHL397d5a8/36HeilZxlsop/uTjZX72\n4SLZExgBAHe4Q7f+K4bt+4BA0Qvkaj8hXf7hC+XZPG91XT8BdQ+7Q3pTJipVU+d6zuJ6PsVaNoVx\nhpgDxwuOgLtJ/ML48XbfOdWa39CVGQnnDOiLWb58Rn9lDmZnrbeD88tXIAT1ocPmwGZr4LDVHeDv\nbEcSyfoOlcY2hfasq6NSrmCtrSNfuoq/dJlRocb97T6ffVVnJ5Y9ZiyNhaJFNq3T7jkJAzhyz55/\npqsymdSsAYxpQWi2GCr7dNmj6e/iicnihyVJrKoyV1IV3ql+xDtLP8M4xdDoTVUYCnpjpi+WcY7Z\nnWlw1Onb9EfPzks0NciaAkvzsFQbS7PJ6g450yFnThi/s4C+6ZJkLQZ41sxWUcypx1LIM/etZGwU\nIloYOAb4xozmwMFze6iijSn3KKUGEdBLjyhYx2WaXiDTtlP03Cx2mCOQI7Cnm2Wy6TS52N4+l9bJ\nWLP9w2OANlYwdPoOrQSkTcBab+id7kysyhimimoooMsEqgyGPAFq8VbXZcqmTsnQEpBW/v/Ze7MY\nSfI8z+vzt9tvDw+PMyMzIzKrKrOyqrKqu6f6mtnuEXtoB/HECxIS4o0nHkDLG0iwD0i8gAQCgRBC\nWuCFZd9A7M5od8TO7tZOd3X3TN0ZVZV3nB4Rfpvb/f/zYObm7nFl5FVV3Z0/yWWHu5sf5m5m3//v\ne9gm87ZFzTbQn5Ee9+o4d3bl+sZzMhhn102op+EpQHKii5yN7hivf1J+owWsmzobpsE1U6c6dU7c\njxPuRQn345jtWDIhXYsZiqmhbJRXJh6ViEZFwqGNN7SIgtlBKCEUlYpgrq4xP2ey2DBZbNgszDk4\nhj1De53e/ndN3/i0pZRia7ibm6VsDScunuvVK5lZyi2WihMjmFf/oe9+vTQgd+PGDQP4U+AL4OMM\nyP0vwJ9ubm7+Xzdu3PivgDvA/wn8NfAHQAx8CPxwc3PzlDC4vH6rgNx0dQYBv9ps8eGdFl9v9YB0\n8P3mlTnef3ORH7yxMAOWlJTE3U4K8qZcNsNxZp7rnvo6er0+0eQd6+ZppSLB4N6J0HGrtEZp7jbF\nuVtoeoHNR13+4qMdfrXZIk4Uhi74/hsL/Py9S9y8Uj+zSxcFbeLBrznc+jB3uqws/JDywvszYeYv\ns1SmQxoDu/sDjyjj7GgCLpecPL9urew884WCUulF5sSVc3o6ceg87tQ1XeNMofoxc5aUymnl615k\n1tqrg/PTlVKKbhinoG3o89j16bQOmNsbA7dtmod7GPFkPwvHwVnfoHDtOs616zgb1zBqNSClDH34\nRYt//ItHPG6lFMhb63P8yY+ucuNyjfaBi9sLuftli/2dPv2uj0IRkx4kizWHcqOAXbExCyZSE3n2\nX2oKM+kU+mcCQIUoDNEqHbRyJ53aUyPaSqOYNKmJZRbMVVYLa8wVKifiIIqOgfEN5z9KGRG6j1N9\n2+AhwWgbVEIiYRSZBCwTaKv4qomXVBn4cND12WuP6AwC/OBitFjHVBm9M6RkBpQsb4bSmVI906mh\nAULLnDgurq0SwpgCdk46nQaCx4ChZhQQmoMfaTnA7Q9dvNEhSXCESDqYdCnoA6rWcIZ2GkvBMLDY\n65fY7Zc5cAt0Rg7D0CKUFlLpSKme6BprmxrlkkWhYGLaOsLWkaYg1AS+nurTNDulEo+PWY6uHQNp\nJo2su1YxX46L7Kvj3HenpJIzWYthEhJ5e1hyF+/oPlpwiMj+lYkwGJlz9I0aXa3MCHHCDCfvWE51\nK3NznGP6RhWZSK+M8irpdFRGehVIjg0wiwRRcNEKg/TYWBwiCgOE5SPEWN940ujmLN3iLEXVmERz\nnOGymj7HemH6xifVkdfOQ8i/7t3Pv7PFYjPX1b1//S2ODk+/znxV34162R05G/hPgIMMyH0FvLW5\nuRneuHHjfeDvAf8D8B9sbm7+e9lz/nvg/97c3PzTczb9Wwvkpqvd9/nVnRTU3d3pAyll7831ubRT\n98YC5cL5naxk5E4cNjOwNzZjidvt0zPzHCcHeEZzHlWKia02kXmEqBgITadQe43S3G2c2uuMAvjg\n0z3++V9vs3uU4uvFuQI/f3eVP3xnheopOpuFhQp7O3sMDsdOl37mdPk9qos/wbDrL+AbvHjFUvJo\n6OfAbtudZNzZusa1SoHXqkVerxWZt80XflERxcmJ6IV8mtM7wxPC7umyTC23vZ4Ge+P5ekb1vMhF\n9asLnPPLjxO23HG3zWenM8De22JhPzMkaW1Tcqe+PyGwVi/hXLuWAzdrZfUE/TkIE/7i4x3+7JeP\nOeqnFwffe63Je5fqaKOI/Z0eB3tDknjyO7AdIzcjWb5UZWG5iv0El9npihNJr9ficO9zjo7u4Y58\nRpFBIEtE2gqRmMeLzFTfFvUYihaBdYgqthHF/oxeS47KyGEdOZxDDuZQQQEQOJY+Be4mFNAzIyCy\nLuFFO9EyCQncR7k5STjamcnGMgvLmTnJOnb5CrpRIIwSvtzq8um9Np89aLN9MLkYqZctbq3PcX21\nxvJ8kSRRZ+r5+m7I8AmdJwDHzACfFU4A3ox7Z0K1ICgXBKYxoc+iJEpGyCTInYcvVELLgF6RBAc3\nKjEMCwwCh0FoMvAN+p5G343pujH9kWIUPtmBtGDGKfgTkGgmkW4RGzZ6wcSomBgVC7N0+nnJRlA1\ndBq2yULRYqVss+DYNByTovHNdzNeHee+W5XEI/z+PfzB13j9u1kWY1pW8RJO9TqF6muZDvf5QEwi\nk3MjOIIkNdVpHQUcdiLa3YROR9LvQ5LM/k80XeKUA6ySj1EapQDPGRLrLrF8ifpGoZ9panNCyzit\nXzxV1zhxVR27qE67rIZJmIWQf87n7U3CLIS85lR5a+4m7y68xY251zD1l8+uelVPVy9dI3fjxo3/\nlAmQ297c3LyUrb8K/ANSIPfjzc3Nv5et/8+BB5ubm//gnM3+TgC56TrsefzqzgEf3tnn/m6WDacJ\nbq03MlDXpHiO+chppeKY6OhwAvIODmYC0k/NzNMEomIhqhqiaiDqBZyVDcrr71G8cpv77Yh//tc7\nfHinRRRLdE3wvdeb/Oy9VW6tN3J6zvQJVCYhw6O/YtD6S5KoBwiKc29RXfwJVnHlub63Zy0vTrjb\nn+jr2sGkk1KzjLxbd71aoGx+Mzo3pRSuH08Bu1nN3njaH50f+lstmue6ctYrNuuX5zg8HJ67nd+X\nSqRizwsm3bahR7i3RzNnI07dAAAgAElEQVQDbAutbeaOWjOutFq1SuHa9Um3bX0dzTnbOr7vhvyz\nX2/x57/ZwvVjDE2wUXWYjyXJcKqLJ2B+oczSpSqv3VykWLGozT2bvX4SuYw6n6amR1kQrtAsivU3\nKc29g11ZP/diKU4k7eGQL9sPude7z2P3Ma1wh1hN3q8hHaywiRg1iPt1vE6JILr4BU3BNmbcPcfz\nRVvgaENM2piyhSn3KZgRRTPGMROc0krqTle+il26gmY4KKXYPnD59H6bz+4fsfm4lw+MmIbGjct1\n3t5o8NZGg9Xm0wWRJ1IyGEUnaI+Rgr2D4QwIdL0LgD4jnunmpbENIRVHpMHsRYtqycCxLLzYpO9r\nDDxB15X0RzG9kWIwgr4vGPgGXnT+Mco2Yip2SMVOQWa1kOoJDTNEWDrSsgitIiOjTF+V6VEh5BQa\nvVI4MkCPIkI3YtCTeANF4iUkXow61skTQKmQBs1XS1Y+rZbSzLXpdZWi+cI7u6+A3LdbqTvsdhYN\n8PVMILdmlChUX2Px0tuErHxjbJ0nlZSKw56XhZu7uf5u72h0olNdLpisLZRYbZZYaRZYbNg05wwM\nkxlznBMdw9NyGY9RUc+K83hZ+kYgBXeahaEZKQNExgRJQJINmmlo1OwqzUKDxWKTolE832V1GnQe\nc2Y1xHc3y/W3rb5pIHd/c3NzI1u/DvyvwH8L/GwKyP0XwL3Nzc3/7ZzN/s4Buek66Hp8eKfFh1+0\neLg/AXVvbzR4/81Fvvf6wnObaCilSPo9otYB0WFrJlIhOmiR9PunPk+UbMyFJeTCGp9Yq/xyUGQ3\nI8E2aw5/491V/uidFd641jxxAlUqSZ0u9/9VnvXiVK5RXfopdnnjW/1Tt4OIr3sTfZ031RlbKdoZ\nsCuwXimcK67/JipO5MRMYHDMlXPc6RsGhNE53T1Dm41iOCWDr162f+cE4TlFMqNHbrk+B0cd5va3\np7ptO1jhFMXQMHCuruNcu05h4xrO9esYjSfbWiulePC4x//zwX0+ftglUQoDWESwCJgICkUz77Yt\nrVZZXKlgZsY8z3IRKmWE193E7XyM378LmSLXqV6nNHebQu0NNP1sneuTKpEJ2+4u97oPuddLow+6\nQS+/39RMrlYus1a6zKJ1iTmxRBwZp8ZBTFNAXS8ijC9ORyzaKeBzLD2NnQgT+qNw5jc/X3V4fa3G\nrY0Gb6/PUS3bLzxH8rR9NAZ9p3X2+m5Id+jTG/r03IhR8Hz29rYBZUejVjaZr2Wa25Kg4kiqThrq\nLo2IQSLphIpOrNGNDbqJQ185xJw8j+gkVBlSFQOqDKmJYb5cYYQuzn7PIXUGcZOjUYPdYYXDgc5h\nX2Wf9ckXnyXHmAV8RSsP2q5OgcFK0brQsekVkPvmK44G+Blw8wf3pvIYNezyZZxK2nUzC0sIIX5r\n9lGcSPbbI7YPXbYOJgDvoOOdGLiZq9hcWiix1iznDpor86WZGJrnqeP6xhMaxswF9TSX1WkgOd2l\nDE8BkhfVNz5LHdc3TlxUrTyXcUI9NZ6Cwnr6ut92feN59U0DuU+BH2xubgY3btz4MfAfAv8d8B9t\nbm7+u9nj/yfgH21ubv7Tczb7rVpmfpO1czjkX/71Dv/yo23uZ/RL09D4/o1F/ui9S/zw1tJTd+ou\nUonn4e+38HZ36d//nP6DTby9XVQ3QA3iXAKigF27yV9XX+eLygaRZqCheKsc8fNrBX7w5jLF1WWc\npSU0cyLq7x9tsn///2PQuQtAsbrG0vofM7f4dhYY/O2VVIpHvRGfHw74/KjP3Y5LnI3EGZrg9bky\nbzYr3GpWuVwtfCdDxsfdvaOex1HPp93zOepPzWfru8PgXDe5asmiUXWYrznM1wrZNJ0fr6+WrO/s\nyNooinnQHXGv5/KgO+L+UR9zbwq07W9T7XdmnuOsLFN54w0qN16n/MYblNav5r/d8yoKY3Ye99h6\n2OGjO/v86mGHgzg9AdrAshC8vVpnfaPB2tU5Ll2do954MWHWg/bXtHd/Q2f/U2TmilmsrtFY+T6N\n5fcw7cpzvcbZr604HLW5c3CXzcP09qi3k9OMBILLtVVuNq9zo3mdmwvXaRYbJNGIQecew849Bp17\neINdokTgRQZ+bCOtFZS5SmI0CVUV1x+Do4BWZ8RRz8f1zrL2P72ESEfQy8UUGJSLJpWiRaVkUcnW\nV7LOUKVoZTeTomNeOGrEC2LafT+99Xw6A5+jnk+nH0zmBz6jcxxxAUxdYBoCIUBKSZwoouTJ78Ex\nIsp2jGMrTBs0U4BpIC2L2LKJrCKJZVEqWiyWHRaKNs2CzrwlaJgJdSOgJHxU7BFHI5JoRBxN5gPv\niCg4fZDvoqU5y8SiRphYjEIDN9TpexpdV6M9VBz2FYcD8CIDqc4Ga6WCmbMN6tMDURVnim6eTq0X\ndAH9+1RKKuJEksTpLY4lyXg5mSxHYYTb22PQ3cLt7uCPekipIaWG0ItYhUUMu4lh1pFKy5+fThXf\n+/EVNl5rftsf95nLD2O29oc83OvzcG/Aw70+j3b7Jxw0hYDl+RJXlytcXa5ydbnKlZUKlxbK37jG\n+GlLSkmYhARxyKPeDn+1+ykf7X/B496kw7pQmme9vsZadYWyVZp0I+OxJjJdDpJwZjm9f7IuSMKX\nkt+oCw1Lt9KsRT0FiJZhzqyzdWv2Mfn9U48xrBPbsXXzxLqX7Rh8rL5RIPdfA3+1ubn5f9y4ceO/\nITU2+YfAR8AfAQnwr4D3Nzc3zxML/E535M6q3SM37dTdaeV6D9PQuH1tnvffXOTd682XGmY9Dh0f\nHn3EaOcOqhui+hG6V0KMLPxezF+7Rf6qsM6+Mw9ANXK53f+K24O7NKp2brgydtqkLPD4miBIAZ1h\nzVFZ/DGl+fe+EafLi1SYSB4MvbxjtzcVc1A0dK5XCzkVc87+brznJ9V4FDSRMs9xmu3uzWbwBec4\nJhq6mFxQlad1e9YMvfNlX0ydRpEcHR6l9Mj9bZqtHZqHu+jJ5LOIQiGlR25cyztueuXJoEcpRb/r\nsb/dZ2+nz/52n8P9AT1gF8X46FS3DX58vclP31tleaWC8RTfwZNGqsPRXu5Cm0RZ596qUZp7h1Lj\nNqbz7VwcjSKP+/1H3Ove527vAQ/6j4mmAoMrms4lPXXIvGToLBomhfLlnCppldZmnBz32qOMLtnm\nzqNO3nUzdMHra3VuXKmzsVKlWrIYZSHvw6zL53rx1HyWDZgtn+c2O11CcFLv55gUbJ1Ywv6Rm3bI\n3fDc/wmkQHKsZR3Hl4xzKesVm3op7UCZx/RkXpxwMArY6nrs9jwO+i6DQR/fHRH5ASqSxIEkDAVe\nqOM/gWoJULQkZQeqRT3tdJUd6pUy9UqZWtmmVrLPpDwqpTJdn4eMPZLYTQPW3ceE7hYy8c541acr\nJSwUNrFKzVj8yGAUGQx9nb6n0x0Juq5gFKX0Ui8y8SKD5BgALNj6TFevWrIy+upJyueL6ppc6PMp\nlYEahZQpuJFS5SAnSVLQI7N5mWTrY0kiJTI++ZjZeZWDphPbOO95sXxi5MeLqp/88XXe+/Hlb+bF\nvsEa+VEWbp7dDodsHbgnjM90TbA8X8wjEtaaaQevWf9uDBKfdx7qBj0+OfyCjw8+48vO18RZ567h\nzHG7eYt3F97iem3jqbthY33j8+YyTlxW4ykjnOgEtfVl6htP5i5mYO9YLmPqlDprhjPRMBpTFFUr\nN8oZm+NcWm68NNfK94D/HWiSGq11gL8F/CNgHvgN8O9vbm7KGzdu/NvAf0na5/n7m5ub//AJr/97\nCeSma/vQ5cMv9vnwTis3ILEMjduvNfnhzUXeuT7/Uk9Iaej457idj2dCx53qGxSc1+gPqvy/v9ji\n13sRgRQIFNfDFu8efc51dwvt2B9HKxQQdRtVihFVA32uSOnKbSqv/RH2wknTiG+zBlHM3Uxb93XP\nox9NRtfnbZPXakVerxbZqBQofAsC/4vU09JZvCCeALspo5Z0fpIXJc85LpQcY2bkfHo6HkGvFM0L\nnbyUUnQyiuSWm9IkW50+9YwamWrbdiiMpnSAmoZ9aS3VtGWmJObS8oV+W2EQ09odsJ+Btv2dPn52\nQpYoegJauqCf0QNvXq7zb/3hOm9enXvmjttp+ygO+4yysO4xPVnoDqX6LYqNd7BLV74T3dEkGqaO\nksOHuIP7bLsttuOErThhO5a4U78TW7fYqF7lWu0q1+rrLFqr3Nsa8em9Iz570Kbdn4zprcwXeWuj\nwdsb89y4XH/mgSulFGEkc8pnCv4yEJivi2cpodn9p3UBK0XzGDjLwFrJngFuZ428K6UYxgltP+Io\nyG5+SDuIaAcRo1Nop4JUz9uwTeYzJ8hG5gRZ1QXesE+316HT79MbuvSGXhbGnjDwYBCkOXle9OTB\np5ItqBR1aiWbWqVIreSkWr4M7J2nc0viEZF/SOwfEgVHhKM9wtEWSp6v9X2eksogUhaRtBj6Om5g\nMvB0+r6OH5j4kYEfGQSRQRgbBLFBGOsopWEZGiXLoGgbFCwdx9RxTA3b0LEMDVPXMDWBoQuEgiRR\nGTiSU/NTACoDZqcBKPkUHeUXWZou0HUNPZtq2Xw61dANgaZp6IaGrgk0HVAeKhmgkh7IEZqm0DSJ\nYTnYhQZ2sYldnEc3zPR509sbv56hoWkinxqGxpX1+d8bvbZSiv4oSmmZGbgba/GODwJZpsbqfCnL\nviuztpACvXr5m2XAXPRawYt9Pj/a5OPDz/js6A5enHYki0aBt5tv8m7zLW423sAx7Jf9lp+qlFLE\nKjlVi3iqVvGCusbjtNdpR9UXXf/w3/kfXwWC/zbXWOD/yzstPvxiP89+s02dd1+b5/2bS7xzrfFS\nuyFR0E5NFdof56HjhlnCqd1CL7/FRw91/uLjXe5l1NBaweBHqwbvF10qg4kRS3TQOjUzD03DbM5j\nLi5jLiycyM7T7G/vwKCU4sCPctOUe/0RoRzTymCt5OSh5JdLDsYFKVovu16GLkFKNQkGPsWwZQz6\nvHO0MromZrV7GcgrFk0iA4YadKRkx/MxD1sstLZp7m+z2Nqh3jlATB2X9PochWvXMuB2Hefq+oV+\nK0opukcj9nf67GWgrX0wa79cqTk0lsscKMVH2z26bogmBO+/ucjf/eEVri4/P5VxvI9kEjDqfoHb\n/phg+CC9U2gUqm9QarxDofr6qWHU32TFYT93lAyGD4mDSX6e0Ezs0qTjZhZWOQp6mcbuPne7D9gb\ntfLHKwVqVEUO6phBkzcaG7y3fpm3Nxo0qs638fGm3pvCDxNcP8ILEq5cqhP54YWoUVIpemGcgbQU\noE2DtfCUi3pdwJw9AWnTWWtztoHxHANcMvGJwx6B16Xb79LtD+gO3DSfbxQxGCmGoYkbmAxDi2Fg\n4scXAH1O2v0qZy6lZcegZKe3oqVTtHQKhoGtp4A/CgZE/oAoGBGFLlHoIROZ0/OkEkipoZSZ3jCQ\nykApHSl1pBRT3SSFlJAkICVIKVDn0DNfZgkBmq6h6QLD0FMwY2hPBFC6pqFlAEo3tCnQNTs/3l4K\nuKaA17FtnwagLqLvjYMjvP7X+P27BMOHeUyR0Eyc8gZO9TUK1esY9txzfU+/LRq5l1lSKdp9PwN3\nbg70do5GJ5ysi7aR6e7KXGqWcoD3JIfzZ61n2T+xjPm6Ow4h/yzXURuawc2517m9cIt3mreoWi+H\n8v9dLqXUMf3iuHsYMaNpPKsbOQ02s/V//2//x6+A3O9KKaV43Bry4Z0Wv/xin4NuOiJiWzrfe73J\n+zcXeXtj/qUZWEyHjvvdz4ij9OJ3HDreTl7jg89dPvhsDy+IEcCtjQY/f3eV915voguIe700J29/\nB/fRJ/g795BdD9WLwD+dN63XajllcyY7b2ERvVr9RkevEql47E5iDraGfp4oZWmCjSzm4LVakUXn\nmxtZi8KEbnuU3TySSOL7Ue6ALoTI5tOpEAIEk3mOrWM8nz0+fcDsc6efM7XdMJG4YYwbxAyDmGGQ\nMPSjdN6PGWTz04eYYuyxGhyy6h+y6h+wEhxhT43oJ5qB31ghXr6MfukqhasbVBYXsouW6fcuZj4z\nQBQltA9c2q0hRwcuRy2XaCpMXtcFjcUyi8tlmksVCjWbX9494l98sscoiDENjT98a5m/+f1LNGvO\nzPclBMdeV8x8p2eVUgm22GXn/i9msh7t0mWKjdsU67fQjbNdMl92xWEXf5CCtmD4kDic6AyFZmGX\nLuNU1rHLV7GKKwgxO5DU6oz47H6bT++3+eJhBz/x0CpdjEqXQqNPbHeQTPZBw5njWu0q12sbXK+v\ns1JaeukZS+NSSuHGSQa8ohx49cKYWtHCVlAxDaqmTtHQkUAkJcMwppMBt3YQ0QkiTmNzWprI89Ua\ntjWTtVazjLxDrVTawTmz45NT8ib3T1PxUuqeyih5Z1H3JttNZIIuRhi6i6GPMI0RuuYRi4iYhAiV\n0hxDEzewGIYmw8DCDc0Lgz4DMKem6U3k89PrxSkyECFk1hkiA0QC3dDRdQPDNHEci0RKdE0hNIWu\nSTRNIkSCEAmaSBAiQogYjQghQoQKESIEQrTs8ZpQ2bw6dZ1CESYaQaLhJwZerOPHs3TPMDHRdAfd\nLGFbRWynRKlYpFq0T9A7iy8wM/SiJZMAf/AAv/813uBrknDKxMhZzKMB7NLlFzpw9ArInV2JlLQ6\n3izAO3TZa49OUF9rJSvv3o0NVlbnS89tjPe8+0cpxePBNh9lIeQ77h6Q/p83alfyvLrF4sJzvc/f\n53rpZicvqV4BuSeUUoqH+wM+/CLV1I2FtwVb53uvL/D+zUXe2mi8NJFtc77I43sf4XY+wevemQkd\nNytv83lriX/xyWEeil4tmvzh7RV+9u4qS3MTG2IlE9zOpwxaHxD291G9CCOcx4oXkf2YeJyh1z5K\nh2CPlbAnujzrmD7PnG8ijJfbyfDjhHuDSczBoT8BH1VT53qmrXutVqTynDEHSimG/SAFa0cpaOsc\npcDNHTxFPtW3XEIllIMjKv4BFf+AOf+QUjxLvWmbNXacJltOk12nyYE1hzzlwt4ErJmpwDq2Tr+g\nTthHsYfikNTk57gD5TN91mOguV4dsLK8z8pSC8tKfyvuqMhea4m9gxUCv3ASIGYbOgHKxSxoPA7K\nz9rGCVAOoGKk9FCJh0xGIKNcXi00Dd0ooBsldLOIbhQQmpgB+4lU9IaTzqwXJjm5umAbzFft1ESn\n6mAYOpKEjjigxT4Hao8WewRMzANMLBa1ZZa0FZa0ZRb1ZUzNzAcMZgcZjoH4qYEFss+uULjAAMlQ\nSQZSMlCSvkznn4kEqBQiVmiJRI8VVpLenBicROHECidRmHEKzmSufToGvKYA2bdRQjDp8BjT3SGw\nrQTHCXAcD8fysS0fy/IwjRFC8wnihGE4BnfWMdCXBpG7gYkfn38eEkDRMagWTSoFQcVJKNsBJdOj\noA8oam2KpkfZDimaEePTmmnX0K0Ght3EdOYx7SaGM49uPnmATymJTIJcByjjETLxJ7rA8fpsGsfp\nVEk/D7Z+UklJDvSmb35iIrERWhoAb5hFHLuE45QoFitUSmWqmbay5Dwb6FNKEXn7+IO7eP2vCYaP\nGbuYCd2hULmGU72OU7mOYVWfevsXrVdA7ukrihN2j0ZTGrwU4B03WIHUTXysv0uBXuqgedEB/Re9\nfw69Iz4++IyPDj/jbvdBrk9bLi5ye+Etbjff4mp17RsbqPtdqFdA7veglFLc3x3w4Z1UUzfWnBRt\ng++/scD7by7y5tW5FwrqZnPkAkbdO4w6n+AP7pNeBmsUqq/RE2/yy7s2//qzFm7m5Pbm1Tl+9u4q\n339jIT/YKKXw+1/Rb31AMHwEgFVcpbr4Uwr1m5BIonZ7Khi9RdQa5+a1UMEpQEYIjPl5zOYC1uIs\nXdNcWEQvvvhcm24woWF+3fcYxZOuw3LByoHdRqWAdcb+CIN4Cqx5+Xyv4xGfoqUpVWzqjQL1+SL1\nRnq7ut6g081G9VR6KFVKgcqobdn/WymVj/zl89l08phTHp+tU0w/HsIk4dAPOfIzWpkXYQw6zHd2\nme/sMd/Zpd47QJtyrVJ2Abl0GbW4hly8TLJwCexC2gGO5VRnb9Llc8MkXx5FCedJUXTA0TWKlk7Z\nNihZOkVTp2DoFEwNP5Lc7bg8zv43JVPnzUaJjbqDLsTsZ0Yd+05nv6/p73L8eNMYMV/folHfpmCn\nXewosmj3VmkdrjAc1U75To/tj+nXOm0/ZE+6yL78LpZCETouo3IHt9JhVO4QFqborlJQGFUpDuco\nDuYoDhuY0SyNVmqCuKATFwziokFc0EkKRrrs6HAK7VnEEsNLMLw4u03mdT9BGhqJrZFYOomtI22N\nxNbz5fF9p2178sYUepBghBIjkpiRxIwVVgb+bAm2UlhoGGdS7Y7R6aYodydodtPPm6LcnUbJ03Tt\nwo6dp+43GRNHfZKwSxz2ScIecXZLonSKSoilmKFwuqHFMLQZxWVGUSFd7+sMfIEXnv8jFUDRVpTt\nmLLlpwAvy+sb5/ZVHEWtUqFerWMX5jGcJqbTxLAbz22ypZRCZQDwONiTiUcSe0ThiDBwieN0cATp\noxGgiYv9AZViAvpik0iaJMpGag6a5qCbRSwz7foVCmVKxQqVcoWiYxC5D9OuW/8ucmqAzCqupl23\nymtYpUvPHch90XoF5F5ceUHMztGswcr2gUvPnc0M1oRgqVGYALzMYGVxroB+jK79MvfPMHT55Cg1\nS/mi/WVuilWzKrzTvMXthbd5Y+465rcsHfiu1ysg93tWUinu7fT58IsWv9ps0ck6NSXH4Ac3Fnj/\n5hI3r9ZP/Jmfts7688fRINPTfULkZS12zcKs3OKrzgYfbEZsPuoCqcPbT99e5ufvrbIyX8q3Ebhb\n9Pc/wOvdAVLqZmXxJ5Qb755K+VBKkQwGWU5epsdrtYgODwhbLZJe99TPoJVKmAuLp4I8o15/bgMW\nqRR7Xpi7YT4YeMTZ/0oHLmsGq4mgEirUMKSXgbbR8GSQu2FqKUjLwVohB23mKYYQ38TJM5aKvVGQ\n57U9dn16vQHNg53c+n+xtYPtjyZP0nTsK1dSbdtGqm0zFxcvNOKcJJL2gZubkezv9Ol1vDTYFIgA\nq2JjV22EY5DoGqM4yR06j7uJHS9dE2k+ULNEo+pMGbZM3DkLF6REJbHHqPsZo/YnBO5jIDULKtRu\nUGq8g1O9zuJi/Ru5wEn1MIepvm3wEH/wkCQeZqBOIPQidvEyduUqVvEKht2EcR9rCih2+j53HnXZ\nfNThq60uXpAOUgjgymKZ19dqvL5WZ22hhCbEEwcMJmB3epBhAkqHscuWt81WsMV2sMVesIdkMgBQ\n0GoUjGU0bRGpLRFr9VP3jUgUIpaIRKHFEhFL9EgiYoWQCqHAEGCKAKFGSDUijkdEyQhNT40jTF1D\nN3QMXcPQdXRTw9R1DMPAMAyEbqIMG6nZSM0gFiYROqHS8aXASwSj+HzvNEMIKpae0TiNdDq9bOlU\nTQNH174ThjcXKaUUMnZTYBf2iKMeSdgnHgO/qIeMRzPPiRKBm3X5RnGVUVJhFJcYhk4KAH2NgQd9\nL8l/g+e8A4pWNAP0qgWNasmiXilSr1aZq83RmFugVqmjv0Sb+NQJNDwB+gLfxfOHBIFLFI5IYg+V\n+Ah8DEJMLUTXLm7X7kc6QaITJToSE7QCulnFtMpY1rjrl4I/wyyi6QU0wzlBj34xn1myuFh7BeRe\ncg1GITvj/LuMorl14J7Qqxu6xup8cUaDd/vGEsTxSz+mhEnIF+2v+PjwMz49/IJhJs1xdJtb8ze4\n3XyLt+ZvUjS/PUnBd7VeAbnf45JK8fVWjw/vtPjVnVY+alMumPzBjZR+eePK3DONyF4EKIReK3fg\nS6LUCEU3K7j6O/x6a4F//Xk/v7h+Y63Gz9+7xA9uLOTGLZF/SL/1l7jtj0AlaEaJysIPqTT/AO0p\n9EMyCIgOD2e6eWEro2weHqTK+WMlDGMSpXCcstlcQLMuFroc+FFOf2wfuuy2hnTaI8JBwGm5u1bZ\nojFfZKFZmgFtpYr9VAfaFw3klFK0g4jHrs/jYcCW67M39Ci3W1lmWwraqp2jGdqRMT+Ps3E9jQC4\ndg37ytULf3fuMJiAtu0+B3uDmY6kZRt52PbypTRs2z4nczGKE456Ph98uscHn+3lnetaljPmRzHd\nYXRCfD5dlqnNRC5MG7bUSgYFdtD9z4jcryDrOtrldUqN2xTrb6Lpky7SywLbSiki/yDXt/nDh8h4\n0t3SjBJO+Sp2djOdhVN/W34Ys/mom2vd9tqTC+75qs1bG/O8vdHgzfU5Si8o6zJRil4Q0/JD9kYB\n+15AO4jphRHDKCCMD4iTfZJkjyRpoZh04gU2ur6Iri9j6Evo+gKOblK1xqAonRZ1SZS0GYYHdP19\nWqM9dt1dwmMuizWrimHo+FGQi86ft4RwEKKIJkoIrYihldG1MrpWQogCUEAJGzgbUGhIbF3i6IqC\nDkVDUDYEFdOgYhnULJO6ZVE2TWzdxtRNDKF/Z8GfTEKSqD8Be8c6eknYB07/TyY4eHIOT9YZRWXc\nuIgb2gwDg4Gv0R9F9N2AvhvjP2H3CRRFO6HiCKolg1rJoV4pUa9WqJWdTOeWRTYULp49+LyVDm7E\nyHiE5w/p9w7pdx8xcg8J/D4ykxwIoTA0gaknWHpMwYwx9YsDwFgaxMpGCRuhO2hGAcssYmWUT8Ms\n5aBP0wvoRgFNL8wMrsZhj8DdSmMqho8JvT2WN/4Yq/43Xvj38qrOL6UU3WGYg7px927n0CU8xuxx\nLD3v2k00eGWqRfOlHDekktzrPeSjg0/5+OAzDv3URE8TGm/Ur2cUzFvMOfUX/trfdEmliKQiSCSh\nlNlUESaSQErCbDlI5GSdlISJyh//n/3s1isg96pSx8Gvtrr88k6LX99p0R+lZ7Vq0eQHNxf54c1F\nXl+rX/jk9DQXob/I75gAACAASURBVEqp1Ka88wmj7ueoLNBYWEvcH9ziF/ccvniUbqvkGPzkrWV+\n9t4qawtlAJJowODglwwOf4VKAoRmUZ7/PpXFH2FYtaf9Kmbfm5TEnc5MNy9sTeblyD31ecbcXArw\nFhYxmgtExTojs0yfIt0hdDs+3fYIf3Ty6sGydeqNIuV6gbho0LMFO5qkYwiUnn7/c7aRZ9ddrxYp\nPmXMwfOChFGcpF223P4/QPW6WWZbZv9/sIseTz6fsG2c9Y00ry3ruBn1ix2Ik1hy2Bqyt92jlQG3\nwZQtvRDQaJZy4LZ0qUq9UbzwScYLYv7FRzv82a8e0+4HaELww1upA+WVpYmz1jho/TRXzulp/5T9\nOl0lO2auZNKoV2lUSxPQNxXLsH557oXYcudamOHEnGQ650s3Kzloc8pXMez5U783qRSP94d8ev+I\nz+63+Wqrl1vx26bOzSv1NBrg2jxLc88WdJ5IxVEQsuMG7Hkhh0FIN4gZRjFeIokuaNduCEFRF9ha\nH6FaeNEeXX+bYTTpvutC51J5hXlnDku38JOA/dEB+25rJldIExorpSXWyquslVdYq6xyqbxKySzO\n/I9OcyMLZ1zHwilnssyKOonzbKNxIG5qYR3OOpbleUgRYRIjMTPAV0Ro2VSU0LTiZL0onEuPUypG\nKhclPZQaIUjpfbqIMEWEqcfYQmLr2iTodiq7KM85ytan901ykPLHa9ZUBpL5wrUvSkmSaDgF7HrE\nWVdPyCG+10ElJ7VDaQl0s4Jh1ZBaDU/WcOMSrm/S9xL6bkTP9em7IQMvoe8J3NAkiM+negkBlYJJ\ntWRTK42nJzPraqXU3fO56KsqIXC3crrkmOkCoJvV3KTEKW+gGRPX1yBK6A1cBsMB7mjAyEu7fmE4\nIokyyqcK0PGx9IiCGec323hSp3NSUmlIpaOUQpCkhjGZ8ZNuVplfvY3UljMQWJhMvyM5sr9vJaXi\nsOflsQhH/YC72132jkYnolfKBTN1zZwyWLnULFF8QQN3kB5Xd9393AHz0WArv+9K5RK3m29ze+EW\nq6Xllz4YJZU6AaKmgdc0EBsDsxR8Te4fL4/vv+g57awSwP/8b37/FZB7VbMlpWLzUSft1G0e5F2x\nWtniD24s8v7NRV5bq52b9/WsQEHJGK//FW77Y7z+pGsx5Dof7W/wy68Sem76fq5fqvKzd1f54c0l\nbEtHJgHDw18zOPhFFpCsUWq8TWXxp1iFxaf/Ii5QieumLputFt7OHqPtXcKDFrJ9hDbqnWqBEWsm\nnlkhKtYRtQbmwgKF1RUqV1aZW1+lWD15EayU4misr+uNuDfw8LPOkABWi3Yec3C17DzRlvxp9k8s\nJbujcEKRHPp0hyPmD/eyvLa021Yc9idPEgJrZXUms81avXQhOurYtGVMj9zf7nOwP0BOmT04BXMC\n2lbTbpv1DO5cPTfkn/36MX/+621GQYxlavzs3VX+zvuXadaencLhuS12tz9lf/8u3WHIILAZhmVc\n2WQYlemNFN1BcGLkc7osQ5uNYpgCefWprt9x0bpSksjbmwJuj5BTF7K6WU1BW+YqaVhnZ911BgGf\nP0jDuD970GYwBVCvLld4e6PBW+sNXlurnauxTaRiEMUMooR+GHEYRBx4qfX+IEoYxQlBIs/oq0xK\nkLo8FoyUUtiwDZpO6vRYs02qZrr+uL5UKsmh1+bLztd8cfQlj4fbdIMeiZLHti8omyVWysvcmHuN\nNxuvs1peOVOj8W3pexKZTNlWhzMW1WPQF8QRgzjCjRTDWOLF4CXgJxqh1ImkQaxMkswT8qxSKkKq\nEUqmtFKlRkjpptOp9VzQEiYNyp0CfFMht9ap608Bkfn90yG504+zMITO4mI1j/CY7ujNgr5edr44\n/ZpG6A6GWcOwauhWFaGZRLGgP4rojUL6gxE912fgwTDT+Y31fm5oEcTnD7IJAZXiFMArpqHw1fG6\n8iS8vJzlbMZhLwdu/uAeSobjN4tTvoJTeQ2nev3MbvrTVhQn9NyQvhvRd0P6roc7GuL5Q8JgRBy6\nKeVTehgiomDOAr/xsmNeHAAKYUwBu7TLdxzs6fl9xXy90F5Ol+j3tcbHuDiR7LdTg5WtKYOVg453\n4p8zV7G5tFBibQrgrcyXXki2ccfv8snh53x08Blfdu8is2N402nkZinX6+soBNExEDXpeqkTIGvS\n/UqB2olu2AsAXRpg6RqWpmHrAkvTsHQNW9OwsuV04EzD1kT+2PHj7fGyrmFp6bIhBIuL1VdA7lWd\nXYmU3HnY5cM7+/x68yA3JJmr2Cmoe3OR66snHcBexAVOEo8YdT+f0RFJZfLAfYtfPW7yxSMfRerE\n+eNbqZbuylIlc7r8hH7rA2L/EACn+jrVpZ8+d2ByEkt6XS93hZw2HAn8Wb65UAlVzadpB9Q0j1Iy\nxA56aIMOsn2Eik5q3dB1zMb8RI+XUTdTnd4CmpOCi0QptscxB70Rj1w/N/QwNcF6uZADu+XCyZiD\ns/bPaRTJHden1D3KMtt2WDrYpn7UQptyCdUrVZwss61w7Tr2+gZ64WJAKI4SDvYGeW5ba6ePO6UD\nFAKaS+Ws01ZjabVKte48137cb4/4018+4l9+skecSMoFk7/1B2v8G99fe+Y8niRyU/1n5xPC0U76\n3jWLYv1NSnPvYFfWZzokSim8IE6D1ady9rpZ0PrQjzjoePTd8FztVLlgUi9pVOyIsjWkpHeoWCMq\nTkjFDpmrODQaaziVtOOmW6drxQDCKOHLrQldcnsqP69etnhro8FbGw1urTeoFi0SqRjGMf0wYRDF\n9KOYQZiCtaMwoh/EDOPk1Iy008oQAkfXKJs6dctg3rFYdCwulWzmHQv7AhqlSMbsDvfYGu6kt8EO\n28Nd/GTW8Khu11gtLVMyi0gl6QZ9toc7M48rmyWu1da5Xl/nWm2dy5VLM6Dud8GoIVEKN5rsv/G+\nHEQx/TC9DaKY4TmDDgC6UNhagqnFGCJCFxEaqZYL6SMZkSRDEhWc7FjKiPgFB+UKBJZhYQojB3uW\nZpwKIi1hUNIURSQFEhwVY6kQU/oYiY+WeAh1xvsTGrpZRTcraJoFQkOpBJUEJNEQ3x+ciGYYhjZe\nXEmpnoHFMNAZeOBH53/HmlAUrYSS5ee6vkpBp16rMz+3yHxjlXqlSLWcdfpeEqBJdbVtAvcxgbtF\n6D4m8g8AcuManyUCsYynGnhJNTWrGfn4vksYesTRCCF9/vh7TW5dLsxoA09Mz+yonlJCmwV6Ofhz\n0IzizLI+BQqF9nTyhN+XetIxLogSdqcMVrYyimbnmFO2ABbmJgYra1n3bqlRRGhiCmxNQNb0cnAK\nyHKjEYejB7S9uwyCB0iVDiYJ4WDoVzCNqxjGGkI8/SDvGHSNQdZpIOo4ELNPuX/yOIEhnpzh+Cz1\nSiP3qi5ccSL54mGHD79o8ZsvDxhlQtn5qs0f3Fzk/ZtLbKxUEEK88AucOOjgZnq6cdhwP6zzyeFN\nPrzn0HXT97KxUkm7dG8u4Vg6Xv9LBvsf5EDQKl6iuvSHFGo3zvxDKaUYueGsK2QG2gY9/4Szn6YJ\nqnVn1mxkPtWuFYqn672UUiRZZl50kLlrZgYsUatFMuif+jy9UskNV8Zgz1pcRM43eSwsvh54fN0b\n0fInQKhs6CkFMwN2NcvI988oTqbokek0HrpZp20n67btYgYTKh6GgXPl6gS4bVzHaDYvdIBSSjHo\n+WnQdqZvO2oNkVMX+sWSlXbbso7bwnIF8wUF2t/d6fFPfvGI32weoICFusPf/eEV/vCdlVx7+TQl\nZYTX3cTtfIzfv0s6qi9wqtcpzd2mUHsDTb+Y5u94jfdRIiW9YTihbw58DttHtHs9On2P3kjS903C\n5OyTlaGLGc3epKNnESeSvbbH/Z0eX233Uw2gALtgsH6lztpqhfn5IrqtM8gv+BN6QcToHL3gaaUJ\nKBmpKUfDNlksWKwUbZYKFnXLRH9Kipkbjdga7MyAtr1RKx+lhfSCfqm0yOXyKmuVVdbKq1wqr1Cx\nyie2J5Vk193nbvc+d3sPuNt9QCeY0DENzeBq5XIG7K5y6/I1cE107cUbQXzXKlGKYbb/B2EG+qKE\nQQb0xvNunJw78GBpItcjVsz0t1C1DMqmhqNBwVBYQiLEuMM4FYKbhIQyPkk9nVqeDtZVmmQU+Cfo\nrefbypxejoCqplHVRD6t5fMa5XN+uyEaPhq+0gjJLlRlmGb6ZY8xhYBEI5FVpKwTxWX8UGPkJbhu\njBeauKGZavxCi/AJkQ2aEFSK5gkq52nzTwJ9SsYEox1C93EO3qZNaIRmYhXXsMtr2KXL2MW1GRrn\nWSWlYmmp+sRrhRNREMemJ91BJzERZ3VaT5aYpXZmIFDPQeDpHUGhP9+g4ne9jl/LJVJxqpZrDLIy\nwDXwIg7bHkcdj27Xo9/1GfYD4vDYOUOAUTQxyiZGaTLVCxfX7WoCLKGQcpcgesAovE8sR9l9BvOF\nq6yU32Ct8hoVq5x3w6ZB1njZzoCY/pJA18uoV0DuVT1TxYnks/ttPrzT4q++OsjdwZo1h/dvLvJ3\nfrJB1X7x7mlKKUJvl1H7E9zOp8jYJZFwv3eZv9q5yufbqTWzben86M0lfv7eKuvLFUL3Mf3WB3i9\nLwEw7HlK8z8i4jV6nTAzHBnRPfLodUaEp7idFYrmDEgbz1dqzgt3M5O+R3RwmMcnROO8vFaWmXea\nAYtl5cYrqjFPp1xnq1Dha6PAfqGC1NML/QXH4kq9yIOOS3vk08gMSZqtHZYPtil32zPbNRcWUopk\n5iJpX76MZl6saxWFMa3dQU6R3N/p403R8zRN0Fwus7xay4FbufpiR0aVUnxy74h//JeP2HycXpSv\nL1f4kx9f5QdvLDy1PkUpSTB4kGk6v8hpTVZxleLcO5Tm3kI3T4KEp63xCTS9iNrO9W2Bu4WaMtYw\n7Hmc8lWkdQVPLTEIzKy7l3b28k7fMF133qFbGALdNtBsHd3WT51q1vn/a0fXmLNNFhwzpz02spDr\nsvFsphpKKdp+h63hDo8HE9A2DbIALM3kUgbYxsBtpbSMpT+7ZqPjd7nXe8Dd3gPudR+wNdydAQIC\nQcOpM1+Yp+k0WCjMM19o0Cw0aBbmKRrPphf8ba1xl3YQJhnYS+cnHdsU9Lnx+TQ7W9NyJ86TDp3G\nmTTa6TptQFEpRaKSc3SK4SxldQZEToPHCbCMkpBYhlgyxFYxjoopiYSSgJomqGTAzzzjdxArRV8q\n+lLm056crBtIxfjbMoWGqekYykZPymiyhIgdiBxkZJKEJkloEAU6YaARBoI4Pv/3pwkoFY0JnbOo\np9ENeh9HHOGIA8pWQMkKU5MUu5YCttJl7NIaZmHpmeMKXmZXO3UCDc4Ae1Ogb+wSmmcGepxloHNa\nzXT9jmv9poxfZtc7Lz3iYRp0BVParnBqOTil+zW9nAgYhXEO1OLnuPZXSiEiCaMY6cZEbkQ4DPEG\nITKe3a6ua8zVHRoNh4W5IsvNIqvNMvMVG9uY7XYZx87hUkkeDbYyXd3n7Ln7QHqsvl5f53YzpWAu\nFOef+bN8l+oVkHtVz11RnPBpDuoOCcL0lLNYL/D+m6mm7vJi+SWAOonfvzsTOt7zLT5pvc6vHzXo\nuOlv9FKzxPeuznG14hCNWjjap9Qrj9E0hR9Y3H94iUePV4hjA00X1OYmIG1uCrid53j4TZZKEuJ2\n+3SQd9BC+qfQUIQgqdYZVusclGqEhsnC4R6Nw130eEIZ0goFnPVrONfH9v/XMCoXC4NVStFtexlo\n67G/06d94M4Ah3LVznVtS5eqNJfKGE9p1HLRihPJLz7f55/88lFOEXz7WoM/+dFVbl45m154VoWj\nvRS8dT7NNDWgWzVKc+9QatzGdJov5H1LGRG62+hql/b+l4TuNmqK1mU6CzPmJLpZzulx/ZwSN6HH\n9YKYw1FAP0yIkMhIIYOYJEiQQUKS3WSQIP2EJExQ8XloD0xbxymYlEsW9YpNs+KwXHe4NFdksVZg\nrmxjnxJ7cZGKZcye28rB2rjb5sWzv+uqVUkNSLIu21pllYXC/EsPkvVjn/v9RzzoPWagemx19jny\n23SD3qmPLxgOTScFdc1pkOfM03DqvxfdvNMqlophppuc0DqnlrP5JwI+XctBXe5AaupULIPLC1Wk\nGzwR8L2skkqmBjhJRJAEROGAMOzkbpsyOESFHUTiYaj4TKAH4CmFKxXDabCXKDpS0pYS75y/rEp0\nVGShIhsiCxXb+bKKLIjsybx8Ag1NKEwrwbIllq1wClBwBMWCRqmgUSoaVIpG5t5pYRvWGTrGVO94\nabnxnaMnnxYFIWP/HDA46QyinkIHqNsp0NMLKL1IrJVI9CKxKBBrBSJhEwuLGIsIkxiDUOmEklma\n4bFu2LhbljzndbouBI6hYQpxUst1KuVQO7XbZU/dfxx0QWoi0u77KTUz095tH7jsHrnEyexnKNrG\nTDzCWjZ/niRif3TAxxmou997mA/ErZaWcwfMK5W139oBt1dA7lW90AqjhE/utfnkfptffLZHEKUH\ntaVGkfcz98tLC6UX/ocJvBH7j+9wsHWfztGQ4bDAo36ZR55Dh3EEOTSABQSX5hSvX99lYe4hmhaj\nMHFq79G49FNM+/mcLr/NUkohh8MM5E0BvMN0Pu50Jg8WAnttLe+0OdeuYS2vXDgfL/BjWrv9mdy2\naZ2gbmgsLFdYnjIlKVXsc7b4YsoLYv7iox3+7MPHdAapA+WPbi3yd390lcuLT9cpi8N+HpER+S0g\nNT8o1W9RbLzz3JpLyIDb8PHEnGS0nV8MSCWI7TXC4lUicxVPbzCUekZvmwC3YXQ+nU0lEhlLkGDq\nIqWq6oJQnk4yM6SirASFBIw4HUWVQULgxbijiO4woDcMT7iYTVfBNjKDFutUV8562cayE3bcvRnQ\ntuvuk0xdDAkEi8Vm5hq5mrtG1uzKma/9TdV0NyFMItp+m0Mvu/lH2Xw6jeRJM5BxNy8FeSm4m+7m\nlcziN/2RvnM1Bnz93CwnnjLOiXMQOHqChs/RtbyzN+7yVUx9CvylWXzmc+aDnlcy9vAH9/H6X+MP\n7uYDQgBmYQWnso5ZWEY3HJJwMJOrl4R94qiXG4AdL6XS/7IEEgUxigiNWC8RG2Uio4o0S8TCJIxH\n+EEXP+jgh30iFRMpiBUEiUmYlAijAkFkEYUWYaARhzpxYCAj8ylAnwQjRJgBwpydkk3/5M2f8Dev\n/JSSc7EMzm+70o6uOuZMqDIHw4QgiQmiAD8JCaLUZdZP4omRhlQZEBOESiNSGhEG8pxIkYuUjsTS\nFKYAS2PKNEPHNgxs3cQ29HNBlj2l7zIz0PVt6oATKWl1vBMAb78zOsEsqZWsY/EIJVbnSxSOmaD1\nwwGfHn7BRwefcafzVa7Nrdu1tFO3cIvX69cwfotCyF8BuVf1UmphocLWTpdP7h7xyzstPv76MHfo\nW5nPQN2bS6w2S0/Y0qTG+qoxBTLXrrVHuIOTxiG6LikVR+iOx35ict8t0w/Sg+WlZomfvbfKj27W\nwf2YQesXJPEQhEZp7jbVpZ9gOgsv5sv4DpUMQ6LDQ6o2eKUGmvNkHQNk1LZDd4Yi2TmcDeqt1p0Z\nJ8n5xfJLDdA9Xr1hwD/99RZ//pttvCDGNnV+9u4qf/v9tadyoJRJwKj7BW77Y4Lhg3Sl0ChU36DU\neIdC9fVTg+cvvv0Qb/iQTn+L9rBFzxvi/v/svUeQJEmapfepqjE3pxGREclZkc5iXU2qu6tnBgvB\nrsxhZgFZQAQCwd6BE0RwAq644I4zcMMBN1z3sAOMCICBLHamu5oWJ11VWckzgzk3qqo4mLm5uYdH\nZCTP7MpfxETV1M1JuIWb6dP3/+/ZgCkNJrZBLHtMZZsIn1F2dIWHKwUtRxEoSZZqplHGOMrIbZEm\nKT2FOoQZazqqSHsMitTHB02BNNYymmaVOEvdjqE/nlsxTOKjRCxMMaHzYoQXo7yMXstjs9vi3Noa\nr26e5Acnz9JtPJ+A5riTHGstw3TM7hK4m7WDdHVNbMNplABvfYHN22xssOZ/f9m8VZEbU2PzijZ3\nJXf70wL0lSxfdJ+6zkYN8LXdusegqtI62+7xAN+sFKBQmPwT6eQms1+0VI25NUD7lWOlY1tr0fl4\nrra50PbJ0wHWJPd9nYWQLo63TtC6QNh7C695HnnE32asITea1KSMo5i9ccT+OGYwSUply5TxNGc8\n1UwjzTSyxLFF66OvJ0qKSrXzqHq+btM7NuiztkgFTI8QzFiVcnhQUn7x8UcUL8SpGK66MiElEDN4\naFyR45Dh2gyXBMekODZGmSmOjVB6gmMmOGaKQ44S9/9QQro19c/gGOmfDU6e2mRnN36uQHaWa27v\nThfEVW5uT9gdHsxGOtENKoGVmT3C6Y0mriOJ84TP977kw51P+WjnU6Z5oQXQcALe3niDd0+8zVsb\nV2gco97zWcZLIPcynkgsT3DiNOfDr3f54LN7fPjNLlkJ6s5uNitQd2q9mKwlcb4A0magbbAfoVes\nurY6fmWMPTfJDml1fLJ4u2RUPiZLB1zd6/K7m+f57G4XbQSOkvz8jU3+w3dPcab5HaN7/1iJqTS6\nP6Cz9Zf4rQtP4Rt7unG/CWgcZQug7d7t4ULdoONKtk4X6ZGnznTYOtMhbD6cqMejxp29KX/3q2v8\n+49vk2tLO3T565+d55//5OyxFSit1UWa7t5HRIMvqlRGv3mecP1dwt5bqGOYzBtrmeS6qgMqUhsT\n+tMBg3hasGfGISLAHrEC6wjBWsMllLJiDtwyJSW3EGeae5OE3SglshbUweu4ADquYrPhV0BtzXfZ\nKIHbcRQgHya00dydblcs27XBba7v7TKZWmwWYFMfmwY4eRNHtzCpTxJLzBHz68BTC5YLa+25WMtM\nwKXb8lBPkE1ZFY9rtfoAmxft1hi91WyeFJI1v1eyd3M2b7Nk98KXbN7K85MZw7hk82Ys36jWn9Xx\nHQvweQWTN0vtbHsOLZnjZ3dwoqs4ky8ReuYFKfCaZ0vg9ipeePqx10hZo4kn14iHX5NMrpNF9x4c\n2CEQ0kO5LRyvixts4jZO4zfP4fi9h/rM1lriVDOcpqV9QVqBvtTA3Z1xtT+YpNX84LCQUuD7Ci9w\ncH2F4zsoXyFcifAkOBLtSowLVj1arb4rxSJ7NVMqPEo+fklevpKPlxJXSdTjrAE3ulT2rAu/xBg9\nPVADWD2uo8qv91ghVGn1sCgEs9oKYjYePnUriCjJubUzKS0SSoC3M2E4WVzol0Jwcn2uoHn2RJPT\nJxoMxR0+2f2MP+58wl5cZC85QvGDtdd4d/MtfnjiLXrPYcbWSyD3Mp5IHDXBiZKcP3y5zW8+vsN3\n1/u4xhIg6LmKADArJJhdT80FRmp1a921EPcYtTjWWpLJNSZ7HzHtf8I40vzh5kl+f/MsO5MCgJze\nCPln757mpxfGmOE/kU5vAuA1zxVKl50fPFerUo8S9fNjjGFve1IoSZYpkoO9aOH43nqjkv4/eabD\n+mZ45Krt04ivbw74t7+6xu+/LBQot9Ya/M0vLvCX75w6lgKltZZ0equqe5upsDn+Bs31H9Jc+yGO\nvwYsArT66v5yPc84y48skVfkNEVG2xV0vIBeo0XH9+m4DoGSGIrV43GWE0nBzf6U3SSjn2YrV4FN\nbjBxTmAFm6HH5fUWr2+1ORG4D6UC+aAR5zE3x4upkbcmdw5IyW82Ng7Us3W9uW2JsZZxtMjuVcze\nKK3EW2aelqtCCOg0vUVVzhLkzUDfWtun4T++FK6nkXZUZ/O2p7vsxHvsPgSbN0vXPNFY/96weY9y\nfrIZw5euSussWL9hlld+nodFIHLarqLrB3R8b57GucD6qft6f64KnU9JJtdJx6UNwPTWQj2tclp4\nrfOVMInXOFXUS2cj8nRAHu+QRnfI4h10OkDn01K86UhFJIQKwGlh3C65s06s2iSiSSQCYqsKRmsh\nldCSGUtmIDcUaZwGtBU4KigYsdJH0lqL1RaTakxqylajE3NwLDXcjx4TArzAwQ8cGg2XsOEQNlza\noUu7ZAB7LZ9e06MbuvhKVWzZ4wZdz1MUSqAxJp8uCL/opdo/R2bE0ah27OOygpjth0/cCmI4TblV\ngrqb22NulCmaUbJ4n3KU5MxGyJnNkM5GwtS/wa30G25Ht6tjLnUu8O6Jt/jR5tucDLeeiznhSyD3\nMp5IzG6gcZTNPdeW2DWzdAG2WBIgBrzQ5dzZLu+8scmlC2uErYNeaA8bddPx6eArvttr8dsbp/js\n7ia5EThK8JPXN/nLNxQnnT+Qjr4CwPFP0Dn5FzTXfvhIqXXPMnRuGA1jTGb58rO73L054N6dEXkN\nPHu+Kky2z8zTJIOH9FZ73GGs5cOvd/m7f/qOL28U4hKXT7f52/cv8tNjKlCusrJAheTNKwyDH7DH\nBsPMLEzYxnl+5HxBCUtL5oR2SsMOCIloiohQJPSCkLXmCdbap3EaZxlowW6csZcU226SsV8aY698\nbWPJpznxKEVHOXmU03EUV052+NGFNd68tH6gDuBxh7WWQToswdptboxvcXN0i+1od0HB0RGKM61T\nhcR/Ter/caWmZLmmP05XqHKW1gwl8MuPmFx7rpyDuxnDtwT8ui3vSIPzWTwPPnKpztiN58Bud6E+\n75hsXinEUoC+Px8270mdnzwdFumSo68ZD68y0ZIJDSY0Sb3TJM4WkewxNk612HNfwKcgdAShgoYD\ngbT4yhAogyeLVDul+6TJNmm8R5LskeWTqiZOAzghwmmB0wSngcEhN5rcWvISPOVWkBnQVqKtwFiB\nthJjJQaFReJaS09quiKnLTJaIqUpUkIR0yQiJOaw23FkPcY0GdsmY0JGNqz2R4REBIDA2gxrMxqO\nw7rfmqcY1lIOV/lyLe4LbG6Jk4woyhlNsgVmbzhJGU5TBuOivR/T56ij0zvr++FjXBB6nmP5N3Q/\nK4gCDE4fKu1FgwAAIABJREFUnxVEBfrCI60gimP9YzPG1lr2R0lVdzcDeLd3JlUZ0CyCZkL3TB/b\nvcNY3qnueVuNE5UJ+eXuhScutHVYvARyL+ORQ2vDsB8t1K1Nhgnbd8fEK1bQPV8teq6th/Q2GrgN\nlw+/KdQvP726VwkpXD7d5udvnOTnb2yx0X28uco6j0rT8Q/Z37/Nh7e3+O2NU2yPi4nMVi/gr97u\n8sPNr5HRh4BBuW3am+/TOvEeUj158Y4HCWstk3HKqPRtGQ7ihf5kdDCdYn2zuaAkubYRPnc3qFwb\n/umTQoHy1k6hQPnuqxv8zS8ucGWFAqWxlmmuq1X0cTLGjr4gnH5OS98pXhPFVXOWL+0lbtjTK4vN\nlRCVAt5MDa+lDIHex8/u4sXX8dKb+KQIAQaHtPEKU/8iY7XFkBb7qWYvLgDbKmNsCfR8lzXPwTUw\nHSTcuzvm1s0R2TTDakvDV7x5cb0y5N7qHb/m70HDWMO96fYCaLsxusUoGy8cFzoNzrXPcq51umLZ\nToVbz5zpsdYyifMasEsW+yXoG06PYPeAduguMnr1tM5SsOXS+TV2dsaHvs6zjoLNG9XSNQugtx3t\nshvtMkhX30crNq8G7p41m2etxViDtgZtc7QxaKvJjUbbclvqtzo+u/uj8jnFWG41pjwurz/HaLQ1\n5DbHGLPwWG4ysmxMmo3IsjG5TjFYtAUjFFZ6WOlikPP3srr8jDnaGowVSBEiZLNoRYiUZSuaCNFA\nyiZCHJ2ibm2KtTmWvBRF0vPFFFt6XwmFwEUIF3gc6W05Eo3AoITGJ6XLmJ6Y0GFCiylNIgKR4JPi\nkSMPqdmyCIxqYJwm1mlyZvMSxrRxvC7K7eJ43SeyUDpL76wAXgn2lvdn7VGLQbAI+lbV89Xbx5kF\n8LTjcS2G1K0gjI4OMH9P1wrioDn8DAAaY9keRBW4mwG9O3vTYk6qUlRvB7V2F9XdAVUswPqiwevt\nK/z8zA959+Qbj2R586DxEsi9jGOFtZZomlXG2HV2bdiPDigICSnodIMKpNVTIhvh/W8s4yjjd19u\n88Fnd/nsuz6mfINXz3T4+Rtb/OyNLdY7jxfUFUzNx4x3P+Tbuym/vXGKT+9skhmJlPDjV3q8d3GX\nM+5vETZFSJ/2ifdob72Pcp+egl4S5wz7EaNBXAK0iFE/rsa0Xv3bbHV8Ot2ATq/B6XM9Wl2PzVMd\n/OD5ZRejJOcf/nCLv/9NoUCppOC9NzZ5/8dnaHb9ss5l0aR4tgKO1VwUt3hdXOWiuIUSBmvhpj3J\nn7jMjrpI6IWVeEGnJmowEzhoKInJx5WiZDz+jijaZ0iLoW0xpMvYOclI9BiYgEG2+pbjSVEIidQE\nRTZ8F5lart8c8OnVfT67ulcJgwgBP7iwxpVzXd6+vM4rZzpPpP4r1WmZGnmzAm43x7cPsDgbwdoB\n0LbmP7iFw/MUuTYlqKuZrVem6/P+8upsPTxHFmlZs1q9JVXOWU2f6zzbNORZzDzUtDVokxPlCTvR\nDjvxPrvRHnvxPntxn34yoJ8MFtRDZyEQNN2Qptuk6TRouA0aTkCgAgLlIYRceA9dimMYqxeBVwW6\nasfVAJqugS1TgqyHMfJ+kiGFhyMDlPRRwkMJHyk9pPAQwkMIt+jjgHABB4QDOFgU1iosCoMqGTFJ\nsYzwqGERtlgkcrC4GDwsvrUEVtO0htBomlbjG41nNI7ReFrjmLxodY6nc5w8Q1iD1QaMwZp6q6t9\nYzW4OTbIMUEGoYbQQKP4sx/oe3WaBbDzujhu2Zab8rpI9WS9Ga21RIku2bxi0acAeEkJ+rKqP5hk\nxwB9km7TnQO/llfr+3RCtwR9Pg3/4bw2n1Q866yDZ2EFsYrxMwTsjB3u9AW3+4bbuxk39ybsmZvI\ntXuotXsIt6zFM4pmdobz/qu8vfEmr5zc4PRGE/8YJR8PEy+B3MtYiDzXDPajA6qQ/d2INDmoPhc0\nnKW6tQK4vfraFnv7k8fymYbTtAR19/j82n4FGl871y1A3ZUt1h6jrL21liy6zWTvI3bufcYfrzf5\n7fVT3B0XCpsbHZf3XzW8tf4HWs4AhKK5/i6drb94LF5iWhtGg7gEaiWb1o8ZDYp+cogKoB84dHoN\nOr2ATi+g3Z33W51F0/JnfXFeDmst09xUcvp3+hEffHSHL77YIc9M4e93vo13rok4Io1QCcsrzh6v\niaucMVdxKS6subsB7bdo9N6h21yncUQBfJYM2B9c4+7wLjvTIfsZDG2LgW0xosWU1WzYcVQg4zTn\ni2t9Pvl2j0+u7nF7d678udHxefvyBu9cXueNi2tcvvB4/ZVG6Zgbo1tcr4G2e9PthcmxFJLTzZOc\na53hfAnczrbOELpPjgF8nqOY0OUHVDn3xwl7w5hRnLGzHzOeZkdCjEYgaYaSZigIG4JGCI1GsfkN\ngx8YlGswFKAlX2aYTAlyrFlikJbAUQ0UVW3tcXOIdP0TifJCLSxIY5Gm6CsLwhb70gpcBAqJU9+s\nxBESZSVO+biy5XGW+b4VKASyaqnGpYXAc8gTjbBgUWjhFKBJKrR0yFFoocilgxaSDENqLbmATEpy\n5ZErl1z55I5f7jtk5XZofuExvx8nS3HLzcky3DxdGktxs6wac/L5uLCm+GyOR+b5pH5AHDSIwhbT\nZrtqc/cIhs9agmhCOBkTTsc0pqOinYwJp6NyfEQQTZCPMudrSMRGgOy5iHWvaLsOtBQNe5Lw8vsH\nVTiz4aETcSHdkr3roLxe0bo1sOd2EE+JNZ5dI+apnFkJ/kp2r0zrnDN9R3+Pc9Dnl6xevV9j/0Lv\nqYC+522ucNyw1mJtfijYO8gIxpVojF2Rjn5YZCZgN+pxb9Li20hzkwEjfwf8afk5BGa0htnfopuf\n48LaCc5tdji71ebsZouTa41jpfEfFS+B3PcwrLVMx+kCSNsvmbbxMD7ArklZN8leZNcOq516Uj/+\nwSTld1/c49ef3ePL630sxfrl6+d7FVPXfYzqidYa4tE3jHc/4k/XrvPbayf46M4mmVZIAW+dl/zk\n9FUud68hBTS6V+ic/Cv85rkjXtMynaQFOKulPc4YtfFwtZqUciTtbgHMOt1FoNbuNh6IWXtaF+cZ\nQJt5PR0mFjLK8sL7aJIxuTYiuj0BC9KVhBfatM+16IbeCu+nMu3RDHAmn5EOPkGnfQCU2yZce4fm\n2g/xwlMLn0tbyyDJ2U1SdiZDtsf77MYR+ykMbIOMg//XAljzHdZ9b4FdO0oF0ljL9btjPv52l0++\n3eOrG4MqZdh3FW9c6FXpkqfWF1NaH/YcGWvYiXa5Mb7N9dHNqp5tOY0uUAHn2jOG7SznWmc41dzC\nfUHrPx80cpMT5THTbMo0j5nmEVG5TbOoeCwvHouzKVk+ResYq2MwKZ6xYCzaWIyGLHfJE48s88kT\nnzQNyLKANGmg8wY6D7D28O9WoHFUjCtjXBnhyRhPRHgixhdRtTkYhLFIOwNGNUADJYgROGU7H6Pc\nBNLasi2BlgVpSxbHFEBLzFoLwthyrGgxllxaRgEMGoJhKBiEgmFTMmhKBk2FdlYoqRpLZ2LojDXd\nFZufFcsKueuRlVvRLwFLtT/ru/Mx5/DHjgQzxwlra8CqBrLyDCfPcPMMV+dFm+e4Ji/2tS77GieP\nq03lUxyTFThQCIRSheKfG6LcBtINEUqBlAUgkaJsJULJohUSlEJIAVIV/p9S1trieZlyGCuXiXIZ\nK4exdJgIh7GQjIUqWiTZfZjAloS2FLSUoO1I2kqWmQxzW4aW6yCVnH/W+mda+bUatra6K69z1lpM\nPq7M0/O0T54NF8Ce0dGKVy1Cue1DGT3H7SKfgaT8Mug7UM8365fA736gz3Xkser5uk2PwHs40Pei\nArlHCWvyI9I/56Bv+fFCKKiImwl8OBVc1SlDNZ/TmUkb3d9C75/ETtsoAZvtjFM9w6k1yek1h7Mb\nASd6DRw3PMAMCnEwTfclkPszjizTDPam9PeiRcGRvYgsPbjS1Wi6c5BWA22dXvDACoVP48ffHyf8\n9ottfv3ZXb4qhS+EgCvne/z8zZO8d2WTTvj4QJ3RKdHgc3bvfsxvvhrz2xsnuT0sUip7oeWn5/d5\n9+TX9BoJbngeGbzHJDrFaJgUzNpgxqzFK20UAJptvwJqnV6Ddq9oO93gsQq+POr5sdYSaVMz5K2r\nu819nEaZRh9xrZAC2q6DHGVsf9Nn51ZRb9Tt+PzFT87wy7dPsd5wCR2FXPrbdTZhuv8xk/2PSKe3\nABDSI+y9WQjShBeK+rRSUKSoU0vZixP6qcasmLg45PRUypqnONFostnqsREUwO24KpD7o4RPr+5V\nrNuoVot18VSbdy6v8/aldV492z0y5e445yjTWc1Q+3aRIjm+TaoX5ZbX/N4B0LYRrD1XKTwPGsYa\nEp0wzVaBsIhpHhUALS1AWKanZQ1GAcQUGl8IfAGBEEUfCK0gAAIBviiV61bYOzxI2EKiD6vBaNBa\nkBtJbiSZVqRWkViH2LjE1q0eKx6XC/si07hZhptleFmCnyYE5RamEc10SpDECG0LFYwHvVUvT8Dr\nYEIpEOW4klihyH2/BE1+DUg5jDzJIDAMvZyxmzFxUiIZE8mITKxerBJ4SNlBynbRilm/jRCtYwkZ\nCGvxBLhYAilwrMETohwzOCZC5SNk1scxU1xyXHJ8t0Ez3KDZ3KIZbuG7hYKh7yhcRyKVWgBMCLHy\n92OtJU/2SCY3CkXJyXWyeHvhGDfYLFQkm+fxW+dxvGf7W7S28FWbX7fn1/BhlbZe7GdHqD4JoOXW\nDNe91Snrzdr1/FHuRUanJXs3Z/PydIDOBhUAPOwHIKRfArsOjtdDuZ0FsKfc9mO3h3iQsNYyTfKV\n9Xyr6vr0fdQ7Z6Cv2zoo5rLc1kHf9xHIPWwcZgXRj/f4dHCNT4e3+Wa6jy7/J13toYYbTLZPkw5O\ngJ3/v7lKs9mcstWastWeFG1rSjvQOM4iuHvr/f/6JZB7kcNay3iYHFCF7O9NVzI7Sgm6S0Bt5sHm\nB4+vOPNp//j3Rwm/+fweH3x+jz/dLECdFII3LhZM3XtXto7tKXacSOMh/Tt/4Jvrf+J313w+vLVJ\nqh0Elku9Ee9fvsHrJ/aYTkK+vnqOW7e3sFbiB07Jqh1MgWx3AtRTqqU57PwsA7S65PYMrM369wVo\nzvxGPvNY6izczCV/+q7P//GraxUQv3y6w7/85QV+8vpqBUpjMqL+F0z2PyQafE2Mx4A2UfAqU+8C\nI9FlrxQXGeer03IaxHQY0RFjujJmo9Fgs7nGqd5peq1TyAdMyUkzzZc3ynTJb/e4sT1PKe61vIpx\ne+vS+gMtLCyfo3E2qST+Z6Dt7nR7IV1OCsmpcIuzrTOca5/mfOssZ9unabnNB/qbnlZkJq+A1wx8\nRVkNhGUTkiwizSfocgXU6gRrUqTJ8Eqw5ZdtBciq8aL/oJNkqy2kBpsaSBZbYR2k8pDKR3kuBotV\nIBTFP76iKE6SYGVZqDRrS/rLijLPcLY9wTBWYMpaLIQqVnSlg1BFvZYRDkYUaYcahUaRW0WOJLOS\nzCoyK0msJLWS1EhiK0lMsWlUKYXhlK2qtlUCQkCR8mSGWDtCMsaaEcYOyfWQTA+xHFab16Xjr9Hz\n11kP1tgI1jkRbnCysUHXD/GVxKkBrBMnmty6Vphxz7zVFgy5268QdF6j0XnloeucrclJp7dIJtcr\n8DazMoEiDdALzxYWAK3z+OFZ5DE8KZ/HsNaSaMOw5rd3cCGvuGfkR90fKABf23X4V2+c5bx6MmmQ\n1hp0NkanffKS1dPZcMFEvc6iLIYoQF6N0auYPXdWq/dsvFOXYwb6BuODSp2rwN/9QJ/nyIrN21wL\nCdwVILDsPyzT932NOI/5dO9L/rj9MZ/sfk6UF3YOgQo4616glZ4i3e1xd09zZ1+zXH7ZcDVb7Zit\n1oTN5pCt1pT//F//Dy+B3IsQaZIz2I/Y350usGuDvYh8BbvTbHsr2bVWJziWRPujxrNcxdkdxPzm\niwLUfXOr8FiSQvDWpTV+/uYWP/3BJs37gFZrLVGZ/lilPdb6k1FSpaC2mhNOntym72g+vrvBjUGn\nGPcyfnL2Dj89d4f1lkvzxPv0Tv3smShdWmuJdVmDlmps4HBrb1ylN9bTHu93A56ttFZ+SCvA2ioG\nbRZZbvinT+/wd7+6VtWIvfvqBn/7/gV+cH5RQENbSz9JubN/g7uDm+xMhgxsWAqNtMlWVNFLoONo\numJKy+zStvt0GNMRY3qOod0+S9C6iN+6iBs8uA+MtZab2xM+Lhm3L6/3K1lr15FcOT9Plzx7ovlQ\nr78b7zGU+3x682tujG9xfXSLfjJYOM5XXgHYStB2rnWGM81TuE9RLctYQ5wncxBWMmLTMi0xyqak\n2YQ8n5CVqmSz1ERMhoupAa5FABaU+w/q42QthRZ7ZrGJgVhjo6wAZolZCdAwEuW1UI0WKuyi2l3c\n7hpOt4vqdnG6vaLf7hSsVBmP4zo3q+WwJi88wExObjLSPCXTGWmeketyMym5ztEmJ00T0jQlS1Py\nLEXnGVZnYHKEyZFWo4TGEQZHGRxZblXf4qonWzNnEYW4h1CFEqFwkNJBSBcpHeQMVEoHIdyyVaTW\nEOmUSZ4yzmNGWcQwm9BPJ4zyqJDSp7g+5EBuLa4K6AZrdP0ubSFompi23qdtEjpSIIXAC0tD7s6r\neOGZh2JcdDYuAdu10rvt9kItl3K7+M1zBWhrnsdtnHymzM6ziOX7zYzZW2D8spxxpvmPXzvNL7rP\nbqHJ6HihPm9eo1e0Ojv89y1VowR3Za2e21lI45RO67kDOTNV32VGbxX4exDQd6CGb2V65/cjbf+4\noY3mq/43fLjzCX/c/qS6xzvS4Y2113hn4y1OOZcZ9EVhcF4qaN7dny6UQP2b/+k/fQnknpcwxjIe\nxgVYq6VEDvamTMYHV40cV9JbK0DajGVbK42y3Wf8g3le6PidfsQHX9zjg8/ucfVO8XmUFLx9eZ2f\nvnaCV060yKK0SnmcpUCO+vFKgAwFSO50F9MeO72AVjfAFXf5+tuP+XefDPnjzQ3ivGDpXtkY8NNz\nt3nj9IS1rfdob76PcluP5W9MtKlMqWc3zuEDpsQUK6R1g9p5f1b/0HbVQkrMg8Y0zvmHP97k7z+4\nTn+coqTgl2+d5F/87ByNjr+QArmXZOzEEYPUrEyB9CSs+x5rvktPZXTsPs38Do34W0K9gypZDuk0\nK9BWALfNh7qxDidplS758dU9BrXf47nNJu9c3uDty+u8fq57LDPyWWQm587k7pxpK9m2eMl0tet1\nFsy0z7VOc6Kx8Vh8azKdzUFYBcQKZizOxmTZpGLETB6XjFiCsDnK5isYsPm+9xDftUFihYOwCoxC\n5gKRgUgMNsqxkwQ9jDDDCXaaF2AsNdhEQ2ogrYm3tFoFCOt0Ub0uTqcAZQU465ZArYdsPJwK3uZm\nmzt3h6TGFCbIpjA2TkxphqxtOb74+HzfkGhbHmtIysePWkw5Tkio/LZkZhGZxiYGnWp0nJPFmjTK\nieOMNE6xebYC6BV9TxnaDUW3KWk3JO1A0gwEDR9CTxC4Fs+xKGkqMGpNsVEDqAfb4wsKPEzYCuQV\nAv0GWQJFB6U8lPLwVIDnNHBUUD0m5Iy1dEGoohYmHZInffJ0D5Mvini5wSZeeKZg3VoXcPy1lXUs\nL2N1PC9zhcPCWl3W6A1KNq9g93QtjfPQ/2WhFsCdqomxOF4P5XWQ8vnwaF0V1loarYCvv9s7CPyW\nQOCxQN+M2TskpXMxvfP7BfqstVwf3+TD7U/4cOdTbo4LE3KB4HL3Au+eeJt3N9/mZLhJlmtu7065\nuT3hxs6Y/+a/+MlLIPe0I4mzA3Vr+7tThvvRSun4dsc/4LnWWw9ptv3n9mbxPFyctTZMRkml/Hjn\nzojrNwcM9mPINe4hxd2er6rUx2VBkXbXx3HuP1G3Jmew9yW/+vAr/vEry7X9gqVreik/PnOPn57f\n5uL5K7S3/gI32Fj5GpkxhRhImlfiIPUUlhloS8zhq+oLNQu11MYz6y1EkldiIY8C0O4Xe8OYf/vB\nNf7dH2+TpBrHkZx/pUfnUoeJ4L4pkF0ZsdEIOdk9yVb7FB36qOg66aSwBKgXvCu3XYG2oHURx994\nqN9Irg1f3RhU6ZLf3Z3/L7dDt2DcLhWsW691PIZ1mkU1sFa0dyb3FiTeBYKT4Sbn2me4cvIya2KD\ns+3TdLzD074KViwu0xHLGrEsIsrHJNmENB2T51Py0psHnWBNhjAZyua42BoL9ogpiQiMcLDSBemV\nXj4BjhPgEKByAanFRBl2kmImMWYwRQ/G6L0RemeAHh193RCOg+p0a2xZHZz1isdK0CacxcmANrYC\nUUkJtOYgqgRe5f4yyJrt1x9PjSW/z+TlfiEFNeNjia9E2c4MkEX1uF/uH3i8em4B3tQh9VuHRZLp\nBVP1/ihdsGCY+e8dNVELPLVgubDWnvd7ba8yWp/ZaFhrwZpDQd68r+dj5TE6n5BF2+TJLnnarxgx\na8EqHy1dNBKEIc9TrMkR1iCxKFGo4T8o0/vAUbKQVSprCQ7F8rh0a8eoxWMPPL9okQfHFtsXhwF8\nHuYKjxLW2hLsDxaZvVrd3jL4r0dltVDW6C0Is7hdpPNsfV2Pe36MtUzjUshlnDCYLto01PujaXYs\n0FdX6JzZNBRjc0XPbtPH956td+mTiJ1otwJ1f+p/W6lLnwq3KhPyi51zSCFfip08qTDGMOzHNbA2\nB27RCiNa11Mr6tZCuusN3CfkPfEk42lcnGfedjOgVpfrH/UjxrX0x3pIJQhbPpmEvShnL05JgFxK\nXrvU4xfvnOZHr208thUhnUd8++1H/MMfb/G77xpEWbECd2m9z3vn7nDpQpfd5o+5x8acTUtzovt4\n04ROqRhWKTjWistndWiuWjlhedznp64CuZdk7CU517dHfPXZDrs3RoUCpScJz7cJz7aQrqwZYSs6\njGhmtwjTa3TEmI6Y0u2+Qrj2Do7bIpneJBl9Rzy5VqTmlaHcDn7rEkG7AG8PKxpgreXO3rRIl/x2\njy+u9UmyYnLoKMHr53oVeDt/snUk6LXWsp/0uV6CtZtluxvvLxznSreS9z/d3GKjsU7HbZNbzTQb\n4/gZu3u7ZNmYrARiNo8xJgGTIm2ONDkO5kBNWCDEQ01UNQojHaxwEcpDyADlBDhOiOuEeG4Lx2kg\nVIBUPkJ42CgvANkwQg9H6MGQfDBADwfk/X7RDgbY9LBalCJkGJbMWcGgiW4P3ethOj10u41uttFh\nsxDTsLYCWYmuAasZ0DqEDTuqrvM4oYTAk3Pg1PQdpLUFiKqBrDnomgOzOhCrAzfnKaS6P44w1jKO\nsgM+e/1xwn4J/PrjhHF0hNG6gE6zAHW9mtH62kL/oIGyNZpkco1o+DXx8Guy+G71mHK7Vbpk0L68\nkLq+fJ1LdMruzBx9us3u5A5709sMkgHjLEYAjig3BEqAi6DrBnTdJh2/Tcdp0HQCQuXSUC5KUDGQ\nq0HpwbEH8bd6qBDycJC3ElzOgSTSKVii+z5v9WvD4dYuq+JFB3LHCWvymghLWatXsXwF2DvUakE4\nKxi9Ip1zJtLyJK0WnsT5MdYyibKDRuzTlOG4bMvx0SSrfIQPC99VFag7kNZZ8+3rht4LCfpGyZiP\ndz/jj9uf8Pn+V5XPa9tt82bnCv/9X/9XL4Hco0Q0TVeqQg73I8zSioMQ0K5MsuciI72NkLD5+BQJ\nn4d4XD/+LM0P1qnNTLAHMXl2SPpjy6Ndpj0up0AuM5m3dib85vN7/Prze9zaKVbOXEfy7qsb/OLN\nk7z7ysaxfvzGWia5rlIcK9WvWkF4P0rYuz0hujUm3S8mtg0348dn7nHubMrV8DW25Vk6rnsgtbEO\n2tquwnkEg+iHOT+pNiVIW0yB3E0y+mnG7N897SdMvhuR7BRMmd90uXRlg7de32Cz6bNRgrcguUa8\n/xHR4IticgN4zXP4zYsIqQoBgfF1rJmL9iivV6VKBq2LKO/hTanHUcZn3+3zSWkNsFsTBzq9EfL2\n5XXeubzOlfNrh55/bTR3pve4NrrB1eF1boxucWdyF6OTBWDVVC4dxyOUDoEQuAIcq1FW46APiHY8\nTEqiRqCFwggXpAvSLwQ5KiDWxHOaeG6zkDpXs81HqgAh578LkyQ1ENYvgNmgAGT5oF/2++jRqFiR\nluqgHLxb+FuZThfT7qKbLfJmEx2E5EFA5gXkjlt4cklJUa42B2X3Ud6+bzhCrABWi2xWHWTN9usg\n636g6/swCX3QyHJNfzwHdvs1Rq9f+fGlR5ooe66k13TpNHLa7oRQ7dH2Y9p+QifI2dzYYnPrEq3e\n60ey7vXzY40mje6UoiTXSSc3luqfFEmwxcTpMVQNBkawm4wK0BfvMkrHK9+j6YRsNNY50VjnRGOj\naIOi7fld1IpJ9qq6yKKfLYE+vcROHg4OjwMkmbVPNMQhIG/ORs5AopQu5179D4jyR/dffZGjsFqY\nLNTnzdm9ITrtH2214LQOgr1SlMXxuggVPPR98llf4+qgb1VaZx38HRf0tUOXdqPYWg2Xlu/QDBya\nfrl5iobn4AiBMQatLcZYjDZla9Fm3q/GjUXXjln5nNn4rL/8WuW4nvVLixurBEYJtDJMOjuMu3cY\nt+5gVMr//l/+zy+B3P1Ca8NwP6pAWlXDtjtdac7sB84CSKvYtbXGU1MlfNZxbDreGMbDpAJnBZs2\n78cr2Eso0x+rOrVgod/uBsdKf1wVN7fHfPB54VN3Z68Q4vBcyTuvn+Ct1zY4ebJFZMxKuf1xlnMU\nh+ZKsSDFbMcjbnx1h2+vJcRp8XkvrA342YV93n/3CifO/LJYIX0Cser82BKI7iUZuyVIq4O2w1Ig\nm45i3XPQewnXv9xle7v43i6ebvOf/PJipUBprSWd3mKy/xHT/Y8rZTfldnD8DazVZNGdBRUxx1+v\nQFuxX8NLAAAgAElEQVTBuHUf+m/OteGbW8PKFuDb28OKsQ0DxZuXOrx6ocGF0y6em5BkI5J0RFoK\ndWT5mCQdFzdUk6GsrqUlziXsPcEDp6kaKBT/hIMtUxNdv4GxHkrNgZjvtfCdFo7bKMCXCpByBsSO\n/l+xxpCPRqSDAdPBgGg4IhqPiSdT4igmjmOSLCNJczIhCkDmuEt+XmXr+eSeXx7jYB4xlasAXRJf\nigMphnV2q86GHUw5nD/uPiWm61lPcl7UmAkuLIC94ZSd/V32BiP6o5RhLJmkh6sCCoo054OMXtF2\nGpZT3THT/a9JJ9dJp7cWQIx0WpUgid88h9c4feRvaIHNi/fYmfWjPXbjPXJzcC4ghWQ9WONEqa55\nIqiBvcY6jWegXlmktOrV6awLwE8vjh0HQD5EXeTWhX9GsPHPn/r38KKF0WlVo1f56qXDJauF1TMQ\nIb0FcDcHezNW73CrhRMnWty7NzwALuqgYxWAWdxfBDBa18aPADCz8QpIzYDR8nuU41qX6e9akxhb\npsJbMiwZkFGIJM369wsJuLXNoWDo3aVxBUglsUpUgMtKgS3HTDlejM02iXUkOLX92vONLI7XkoIF\nWhHWGrS+x//6r/7lSyAHc5XC/l5UgbSKXetHK02y273gQN3aWmmS/efErj1MzCY4s/THhbTHWn+V\nATmU3293Dszmcv0N2t0AP3j0YvKZlPKgJhBSFw3ZmabsRxkJtjBdPSQcIRaUGztLMvsz4RBfrk45\nyfKcX3/0Kf/v72/y1b0iLShwct49s81fvhHw5lv/AjdYe6S/tf43D9KcLHD45u6AvSRnL0lLj7WM\ndEXe+iwFcn1p2whc2krx+8/v8Xe/nitQ/ujVDf72lxd5/VwXIQR5ss9k/yMmex+RJ7tAIcktVQOd\nTxZSShx/g6B1qaxzu4DjdY79t2mjC3PntE+cjojTEXujfbb39xhORqTpFFdlBI4mUIbQNQTK4klb\nArKCDXMe4v8qtQUQm9WHWelW6YdKNXCcEM8N8d02gdfGdZooZw7EitXqxfc9caLF7XvDQ0QyammD\naUYcRcRRQpKkBRjLi9rJzEKKIJOyYL4cD/uIUt910DUHVcsga3Wt10o2TMpj+fM9j/ESyD18FH5r\nu3NrgPF3FdAS0iVoX8YJXyVVFxglwbxer1a3N+unhwhTAThS0/ZTumFhB7LebbGxts5Gt8dap6zh\na/lHejreL4w1DNNRDdztlv29+7J5M2BXsXr3YfNe5FhVF3nqzFl2dlZ/P38OUdTQLQGSEoDoZZCz\nzOysGC/AzhKAMRajNYIp0k6QcoISYxw5RakJrpriOlOUWs3GWitIUp84DogTnygKmEYeUeQzmfhE\nsY/Wz5f4iFQCKQVSSqQSKFX2pSj2y3EpBUJJiuLYAijhSIwUxKYAerExJLkhzk1x78wMSarJMk2a\nmpW+y8shlEB6CulJpKdQs76vlsZl8XlW/U2AW95LPSlxpajunW55r3Srxc75Mf/ZDy98v4BcnmsG\ne9GBurX+3pQ0OXiygoZbsmqL7FqnF6AOORnft8hSXaQ61lIgkyhn596YYT86NP0xbHlz4+sStM0A\nW9jyH8kmIS2lj5fl9YdLnjdHKjmWZtUdV6EMTIYJd+5OGA9jdKJxDLxzrsf7V7Z45/LGI00EZnF3\nd8j/9as/8I9fRIyTopbuXHfIzy+N+IsfvcH6qR8fS+UqN5bdJGU7ytiOU7ajtGjjdCVYc6Vgow7U\nArfaX2WEPY1z/uEPN/k/f3OdwUyB8u2T/M0vLnB2s4XOI6b9T5ns/pF0eqN81uw15u/vBpuVOIkX\nnifDEqVDonRInI5IsvFcuj6PMCYGnYLNEKZQTXQweBQmwA+TkphbSCnAWGwhNprIGhILibUk1qJx\naHht2sE6G81TnOlcYLN5BtcJEcoDBHm5MHCoYEZVz2UXVAvrxy8LcDyqOLzKMtw8xTUa1xg8YfFE\nAbh818FzXYLAJwgCgrCB76hDUg4L4OYq+eRFIl6geAnkHiyMTohH3xIPvyYa/Qmdzi013OAkQedV\nGp1X8ZsXjmTHjMlIJzdJJjeIx9cZDm4zmBqGscco8RglIVO9RmTa7E8cBlPLcJId6Y3earg1gRbv\ngGDLWtun9ZCLtDM2bzvaZXeB0TuazdsI1jjR2ChA3nPA5j2JOOo3ZK1dADBHMjv3YXz0KsD0EOzR\nscFX+diznSovhuPkBEFC2IhphimNMKERJAR+TBDE+F5yGPlDrl2yPCTPG+SmSa6baBtibBNLC0uI\nVLICVjOQpZQo9+cgaxX4shKMFGhAC9DCkiPImVuMaCDHkhpLVgpXVW3tPls8XtxLs/KYRzkN1lpM\nZjCpRmYGkVko921qyFNNnmiyOCdN9WEe9FV4rqLddGmHhWBLr1lec5r+Qj1fp+kdSwX7z1LsxFrL\nZJzOQVqNXRsN4gPHSyXori2aY89AW/AYTaRf1JilPxZM2lIKZD9aKd4ChYDLLO2x01usVWt3A5yH\nEHFZpeQ4A2r1WrTkiPqLmZLjAYGQSjTkcCVHay1X74z44PPC0mB3WPw/NXyHn75+gp+/eZK3Lq3h\nPCLIz7Xhd599w//9my/54o4PCHwn54end/jLN3zeeP0n+O1LJMayE2Xcq4G1e3EhOLKM1xwhOBG4\nbAYeFzdaNLStQFvLOZ6p5/4o4e9/c53/5/c3iVNN4Cn+ox+f5a9/do5eCMPdPzDe/QMmuVd8X7Cg\nDZqhyIQiKyXBhdU41uAKi8dDpCRaS4IgNYLYQJQLEi2Jc0WmHRy3QTNssd7p0Wq2mOqcfhZxNxlx\nY7LD9ek90qVJVNvr0fNP0vG3aHmbNLwtJCGpnbFitgbC5pLxj3pFdHSOm+c4WYKTJLhZgpOluFla\nttl8P0/xpcR3XXzfI2gUQKwRNgk6LcJ2m0avi9tbQwYPXx/xMo6Ol0Du6LDWkkV3C9Zt9DXJ+Dqz\n9C+hAhqlIXfQfuVI9j1Ph6Sl2XYyuU46vUM9jczx1sr62sJ0u7AZkQvnJ9eG4SRdyejNavr2xwnJ\nEavvjhKlCmctnbOmyjnbfxALkhmbtz0tAN7ucdk8N6zYu0U2b4O1oIsUcrEW5wDoOAqEHHzOKgCj\nV6S7HQBGK9mjOTASCLI0r2qBlkHW8xgzoKLUQXAiZY0NqgEVVT/mCPaoGJMH36McV0tMVHX88nsc\nGJ/vH3Y/sFajs9GC+qarpowHO2TpkDgdkxlLhkOOQ4Yit2VfuBjVRqsmRoZo2SAXAbnwyPHIUWRW\nlKCrzDKpAbHHdaodISomy62yPgoWyy37bm2svu/OskeWnl+93hHf3SyMsYxqQi4L9XyTlOEkYTDJ\nGE5TRtP0vkC/4asFy4aDdg0+7//o7IsL5LJULwiMzEDbYD9aSYWGTW+RWSvbdtdHPoJwxIse1lri\nKDuQ9jjsF8B3PExWXlClFLQ6/oG0x04v4PKrm4wn8bEnkNpYxnlNIKQO0tK5gej0iBQauL+SY9tz\naB2i5PigYa3lm9tDPvisMB/fHxViGc3A4ac/2OTnb27xxoVHB3X39of83b//LR98lTGJi/SGsCNo\nnmkiTnaRS0xgQ0k2Gx6bgcdW4JV9lzXfrYDS8gTUWoPRCSaPiLIRcTIsasTyCXk24e5ewgdfBnx+\nvYWxgtDP+MmF2/zk3G26bmHL/TBfaWItqRXFyptQZWqiA9JHlPL1QjWQqolQIVK1mKYeN/fhu23N\ntb2UzBRpDcIR9DoBvU6AH2Zk7DFKt5mm20T5NpnuL727RMo1lNxAqY2qFeLwupxZuFIs1GV5Alyt\ncXVWAK0kwYkjVDRBTSao8Qg5HuAMhzj5EijLUpw8Q1o7l9bvdQk3N9BBC6fXq+T2Z75nTqdzQFr/\nZTz9eAnkDobOp8SjbwrWbfg1Jp8DES88Q9B5jUbnVbzw7Mq6HGsNWXS3BG03SMbX0dmcuUNIvMbp\nhfo25a6253iY8xMleSnQErM3TKp+kdZZTsbuMwFreIpW4NDySyEFX9HyHEJPEbqS0C2Y7yrt7gj2\nKNUpEzFkLMZM5IhIjpiqCZEzJnYnWLHinmgFXtLAS0K8OMRNwqKfhHhxA2We3QL1HJQUoMNxi/+B\nRcAyBx0VgFkBmA6Mz4DR8mvJFcDofuMzALT0OR4lU+hJhrVHsVS1cW0Ktqrq2yUWa3Est5Ykf3Rv\ny1kILK4oF28rwKTwlYPnuEuphGIpnXBVumHZlvsvUsZIHfStsmmog8DR9PCMghfSEPx/+1/+0d67\nM2IySo48rhG6rG822dhssb7ZpBG61YqGUnL+g5+tcqx47M9lJTvLdAXSFpQfy3TIw3KAw6a3IChS\nr1lrtg9Pf5zdQOtKjjNRkHot2gyoTXJ9JKMRKFnVmi3Xoj0uJcdHCWMt39wc8uvP7/Kbz+/RLw2j\nWw2X965s8vM3trhyoVd5KK0KbS37yTwVsmDZiv1Ym6Kmbzcmujkm2Y0LSX8Fp05mvHMx4e1zHc6s\nnaPpeliTFMBMRyTZmCgdkpTmzlrHSJuBTlHMGLHVn+m7/Q7/37dn+XK78LrbaE75q0s3effMPVQ5\ngZj9RqwtlBOnwmUqQhLVxMgmVgZY2cDIECNCtAzQIiTHJ0ctsFsLtV/6/ikR1hqMHaL1LsbsovUu\n2uxi7aLClxAevnOChrtJ092k62/R8U8QOE4tdbAGzJTEA5wkQo0nqMkQNRwiRwPo72FLBceZeqPN\nji6dlmG4ZES9ot/pIpvN6vt8CRKe/3h5jorfYDq9VQK3P5FObwG2ADqyhdd8Ba95GS+8CCI4wPjk\naUwyvUc8vUcy2SaL9tBGY43EWAHCR7nrSGcN4fSQTgdrqAkglCIJB9gcg+Mo4ihbqik6SmVukVk6\n9G8uxRNSqLV2aR+OqqwRzMUSvKoVtf5MSGHx4lwHF0JB7qVk/pTEn5B6U2JvQuxMiJ0xqVo9R/Ks\nT8u2adGhLTq0RZeO7NBRPVqyheuo4zE+cj5fWsUSrWKPludU36ffUD4DS7UU+go06flj9bEj0wf1\nHIA9avpgPeosVcObW6zUQdUqQOVJiSssykZIPUXpMTIfllsfkfWxaZ9CcuRgFFYLnZrFwrIKZ6e0\nuPj+hTaG8TSrFpIG43n73/7rn754QO5//O/+zVN784UVnrKt+lIinTktrhw576uD7f3G6mBSzh6T\n5euWF9DFfnFRFEJgjF0wv66YtUGRAjmdrPZwcj11QKK/XWPXDvOws9YSaVMJg4xKs+pZP7KW3Wn6\nwEqOCymONdEQ7wWqRzTW8qcbg4Kp++Iew/K774Qu713Z4idXNumdCNlNipTInWlEPx4zTqY4NsUT\nGT4pHhm+yOgpTcfRtGROQ2Z4ZIzHMb/9LuR31zcZxAEAJ9tj3jt3h3dPbxO4RxfnGmtJypqwFEmO\nIhcuOS658Lh2b53Pr/bY7Rfs1Hov57VLMT84scOm3KcrCpuGzDpc4yxfmVe4ZrcwPNp5moEoaUFn\nmjjOmU4zTG4xOkWIAWE4wvWHaLnHKNshX1JC63pdzrbPcK51hgvts1xon2E9mPvLmTg+WlJ/OCDv\nD9DjEUcuuyuF0+lUDNmcOauDtMK0Wrr3Z/mW4/s0wXlR40mdo6o26BCRhPuNH5o6V0tZO/S1arLY\nh9UF6TxH5yk6z9BaYwxYIzBWYK3CmOdzAXTOuNTqd2pAZaF+R65gY5YBzBJ7pJZeKzcwzXKmqWaS\nasZJzjjOGCU5oygrt/xIyfSGr1bW683UOdfaPp3QW7moGucJu0sKmzvxLrvRHrvRHvkK7zIlFOtB\nr6zHm9kprLNR9htO8FjPyfN0nTN2kblarrVKzbx+eZn9moOuRZBVZ7see/qgOpgq+LjTBx/3+Sms\nFqYLhukLbTaoFK1XhXRac8P0SnWz8NVTXq/I4vkzIWCOGy9kjdxwENnte6PqRjXL7dba1MZmOd/l\njSg31c1I56ZavdP5/CY2O77+GrPXPzhWe61HNTx6wqGUwHEVjiNxfQfPU3i+Q9BwcD2nAJFOLW1A\nClJsURMEJNYQG0tsLVNriLRhYgxagJUCRFGoWu8rR9LyHNq+Q8dzH1jJ8UUJay1WJxgTY0qzZqNj\nrE6I0imjZMLucMQ4GqN1gu/k+DIrwVoByhzx4OawqRUkVpBbuLXb4+ObW3yxvY6xEkcaLp6acOFM\njNeVRCIkEiEpDVJ8IhsQWwVLK73WWKLbEybXRuhpsWIWnPB5/dKUn69d5Zy4gxQWYwU37Cm+4TJ3\n5AWU8kolwmUVwyUJ+VXKhuWNJooyvry6z6dX9/nk6h6jdIIMh8hwRGsjwmmOmNKnvuYoheR08yTn\nWmc42zzFGdXjZN7AH8dzkNbvkw8XAZtNjmbyZRAU4KwGxJxuCdJ6vWpMNVuIJ8gAP08TnBcpCo+u\nw4QMjq4LOkoWexV74/suk3EyZ4OWX2vF+AH2aAlU6edMIGEWQoAQFikNQhiksAhpysVGF+V4OK4/\nFzyQAqUAm4KJsDbCmgmCbOG5rtfC9du4QQcv6KIc7wCwWmZ2lhXqDkuR29rqsLc/qcDX83ivMdYy\nqmr30tJnr6bQWdbxTVZYHc1CCkG3LtBS1u0tA8CG79Te1zBIhnOQFxftblmfN8qOqM1rHLRS2Ajm\ntXkPEg9ynTtW+mAdgC0Dslr64PIxWZlG+DhiWX1wDqDm6oPeCgDl1UBWPV1wDtKefvrgs7gPGZMd\nAHfz/SF5NgB7mNWCu+Chd9BMvf3EbJ2eVbyQQI7nyBAc5hOHBVCYm6X+aqBYB6FZqokmKdNpSjzN\niKOMJM5Jkpw00dhDlnNEtRK4eKNaXNV9dufrcbCaq9jMR2U1hRBIpcEktVTEGKMTrI6rfr21S2N1\ns+rjhraSxLok1iExDimKXLpkwiXBJbYOiXVJ8Uvw1SDFJcUlKaAfdon5ajPmSvYl09tTfn9ji/2o\nUDRzm4rgTIvOaZ+Gr/AdF9/xaAUuQhtcYbDxmBtf73L124QkEQhhee30iL+6dJML7X3kTJwgOEnQ\n+yGttXcI/PYjTYrSTPPVjQEffbvDR9evcze+WwC35gjVHIG7KErkC5fTsstpHbI1VWwOLOu7EfSH\nBWgbDcEcwf0Kgep0cDrdRZDW6+EssWjS9x/673qc8ayAXF0u+/6iCAdByMrxFeapB/yCliW2D1GZ\nW2Wquvxaz2McyfgcImxwXPZo+bmL6W4Hn3PYa9XHTT4km1wlmXxNOvm2AGQAQhG0LhS1bu3XcIIT\n1bVAZ+Oirq0SJbm9YC+i3E4lSOI3z+E2Tj7RSdWf02JIkum5qfqSQEu/Zrquj7jXB56aC7SsYPl6\nLY9uy0NJWWPzFsVX7s/mrbEerNHz1+j467S9Hi2vR+j2EHjz1MISSDm+S38c11iwpbqtJ5A+KKAC\nRXWQVaUPLoGsg6Dr4Nh8/+l4WD6teB5/Q9YadD45lNHL0wFWHxQ2LEKg3PZCuqbyeiWj18Xxekj1\nfMwBjhsvgdxTjFn640pPtUHMdLw6/dFx5YG0x7psv3BEVWtW1J8tCoQMU80ozYgzg7AWYSzCALW+\nsJZQymprSEFDSAIp8JH4ojBCdCiYm/uxmo5SRFH6RFlNIQyOo3GdHMfJcd18vu/muI4uxmuPLR8n\n5YO9r7WQWbcEWh6JKMBVAbTK1rqk2iHLy007ZJki1w6p9dBCgSzNIWesZtk3woLUICzKAUeB70gC\nx6HhuDRdj7brEyhnyZer9PayMWLw+/+/vXePlWVLD7t+a616dO/u/TiPfe/cuXNn7p2xqBmPcRxb\nkzHIlmNARJAghyRGkCgEh/wTECARi/wFBhE5CIeHiIgEOBAgwUCwMJCHAliKRKLEkWMRS8xM23PH\nM3Of57nfu7uraq3FH/Xoqu7q3r332Wfv3vd8v6M+tWqtVatqV9Wqqm993/o+vvXub/L3v3ufrz96\nUGvpvvT6U37oMx/z+dc1ew8/z3sffsjf/o0ev/rep0htQBzkfOVzz/nqZz9gOypMJ020y+DeP8zg\n/vcT9h5e+hrNzpvnO4+P+LvvfpOvP/42z8cfQu8IPzjDB20BbDtV7B979p9OefBkwv5Bzu6ppetJ\npaJo5gCk6Qxkbh6a2d55qdqz5t/pvV+p2VkZ8LRRbzCIOTw8XzJ/Z522lrjYvsBEb1O1QRd5Zlt0\nWLBqbs9qt9irnSLM1h88GHJ0NG631aE9qkzgNxnvcian32Fy/E3GJ++ST57WZUF8n952GRpg+Dba\nRIV2ZPK4dkiSnr1Hnh40WlRE/U8RNZySBNHujf5Nm/gR+jJx3nM6zjq8ck45OElrYe90vHxOr1LQ\n74ds9UP6WwFxPyTqBUQ9g+kFmNigIpj4cyb5EeP8iEl+RGqPye0xzh/jffdHtFI9tNpG6x203kar\nbYLwbbRaNNecNx9sz8/qcoRRabHmTAuv6H1QKLirfcjZ6RKN3lEZSP2YZXEClIlbgdPng6mbcLg0\ngPptIILcNeK9ZzrJOz0/VkJbl2ZMKRju9BY8Pw53e+hhSGrUnIv9y3py1C0HIdulg5CX4cmx4qLO\n773Hu3Sm7crHWDvBphNsPsbaKTYbF2aLdoJ1k9KEcQp+ivIpasmE2VXkrnBLXwtYtaAVkOcBqQ0K\n4UzHTIOY8zBmHPcZRzGpjin9MwKgrCM4zwnP8nKZEZzlhOOcLkdiL8JltZqBcdzf/Q5x77f42uNt\n/v57r/PsfAuAnTBjL055/3QLh2IQWX74c4/5ylvfphdaPBGE34OOv4iO3yQIzFpzNX2eY4+PyY8O\nOTl4zLeef5ffPPyQj+whB70JJ0NXCK0lynnuHVv2D3P2n2fsH+Q8OMzpTxVqZxe1XQhlergL29vo\n4Q56sA2DIWpriOoP8EGAc7SFnBXao6WODTrcYq90ilBplTra2kQuEmC63GVf5BZ7QbNTCTqrhKyO\n/EUvc4umdJv60XVXP3KgCsj9vBbcpiffbgXkjodv09/5Hno7XyCM7+PslPT8A6anpTfJ8/fxdmaR\noEyPuAoBMPgM0dabaHP5uaHXyV28Pl3mg/NztC5jPtg0P6zMB7312NTiphY7rZY5bmKxqcNNc+zU\nsmqCu9IK0zOEvYCoFxD3i+kaW1sRcd8T9ibo4IzMHTMtBb6z7JCz7AjX0OZ95c2v8rve+j2N+VyF\noHXZUDTCy+Eu9qF18N6VoRYOC3PNDqHPu27lCug5pyzlXL1G3k0++0SQuyR5bmeC2XxMtaNxZ1Bx\ngN5WWHt+3N6LCXd76EGE3zJkgeY0rxyFzLw6nmZX8+TYdBoyDA3hS9BEeJfPmR5OaqErzyeEkeXk\n5Jg8b5gluinYKcpVgtjl7iHrVa31mhIVmi/CWhs29Y10le+L+hkRmJhIB4QaAqVRqnhP5eXLbpJb\nss5DysCdktlDrD3E54e4/ADsKcprlNMYDDvBDtvBNttmyCAYMjADtvQWfb1F3/SIiBre1rrnamaZ\n4/nxhOdHY45OUrz3KCAymmEvoB8FGEXnXNAuraZSjjc+9ZTPv/0eB7nh197/FP/fxw+xXnOvN+FH\nv/Ae3//px2jg8ZP7fPDh6zx+eh/nLnvP+OKfcjjt8NVPVT+P8qCdRjuDcQZti+C6HrWRWqAKpVgh\nhHS7v17QBDXyTUOAWaUB2tvrc3o2XTovaMEMr8tE745og+4qd+0jx9mUyelv1R4mbToLyRH2XmsF\n5Lb5KdPTmZlkNn5EcwQ7iB80BLe3WiaWm8LLuD7ee6z3NB1hdAUhTl17/lXbicac4DUXV+s6aJkP\nznkWXG0+WNQLlMLllsl5zvg843yccXqWcnKWcXyaclTO3zteEke2OobtQcTecBZnb3cYEm/lqN45\nzpzzo1/8AQZua+PuHaHgrj3jrovC/8GEvFOjd4TNjrHZ8vOiTX/O42Z7rp4OBtd2z4sgN9+wr7w/\nFm75a3f9RxNODsecrTB/HO722LrfJ9rtoXcifD/AxprUKM6sqwW1kzxf6b3oZXty9N7VQleWT0iz\nMWk+JssLIczmhWBm7QTKeWCF8DVFuxTjU/RKx8rdTOcEr9SHpcA1M0mcEpGpEK9ivI6LeGImRuke\ngQmJjSEyzRheul6PzeIk4rPM8mw65YOzEx6NJzyfWo4zhfWL5865E5w9xNkjnD3G50f4/ITAW3bC\nHXbCUlALthmGA4ZmwJYZ0NdbxDoGT8NkdInGZ875wSq32HnuOD1POT3PGE9yoBDqAq2IAlPY4a89\nD9Lz8MEBX3jnPba2zzgY93hj55TDwx0++PA1Pnq0T5atji3k8ViTYYMMZ3KctjhtUahSoC2W2hm0\nDdDOoJwuyjoNI28WpZgzyWuEHyk1jpU2KAh06QRofg7m4nzM6/ZAW/GqvkDvEpt+jSrzx8nxNxkf\nv8v07Lu1kwClY3o7n6e//QV62+9g8/NiXls5x631kaIM8daniar5bVufwYSDW/qrLqbyPri9N+Dj\nJ8cdQlczppZfInR1uIgvha7rMrjoNB/sMA1cjJk1Z1rYEMyqvJsyH8ytK+fuNRy1dARdT1dYDoWB\nrr1w7g2jBa+c1Zy+MNgcc7ZXhU1/xt0m3uV1APVCuFucs1dZOSygzFyYhUKrF0Q7dd66oRZeSUFu\nOslqs8fKPX+dPposTJb3AIEiftAn3OsR7MQwCLGxIQsUEwVn1nKS2ZVej4xShRBWmjW2tGm1qaMh\nNt2eHHPnmVpLmk+ZZmPSbEJmJ+RZaZbYcNThbSF4KVcJX1OMTwnICFkd86qL3JtSEzYTwiqBzKoI\npyOcigsBTEUE8Ra5NUCM1jGKkFAbAiDwCoMvl2AcGO/RzmNcYXK3rlvsLM85y1OOsJwaz3mgmYSG\nNArI4wjmJx07TzBOMecZ4VlGeJYTnlmCM4u5ZnPI60BphdaFVzLvC0cP1tpCU+c9RnviQNELFIH2\nKOfQ3qK8Q7kc5SzK2iJtM5TN6W+fs7U35fRDgz0F5R0aV2zjHdo7sshz+tBwdF9xuOt4Pkg5iLiF\nyBwAACAASURBVCbFHL4KD0y28Oc7+PMddvRDkv3P8gNvv0ny2fv0e8GCS+xi/li3l9nlHmi751fW\nmsgVczXX9UC7Sqt5k5jSNFZrXYT+ULSEwUUBcS4Wpp55oK2F09IEskh3t9UVV7NLgJVR8zab+JHj\n8jGTk99ifPxNJifvtgSyqP8GvTIYN/jCVPLsPdKzD1sfHDoYNJySvEXUfwOlr88pyTLzwbY3wsVA\nxjMtVjuvy3zwOtCKthdB3Xbf3u30opHW894KX03zQe/9LNB6yytnyji1fPzsjMOTIgjyqis37Ict\nBy210Ndw2DLsh/KcukY28Rl3V6hCLVQC3rxGL0+PcPnZ0u11MFiYn9ecs6dNH6XUzQpySZL8IPDL\nwEdl1t8Dfhr4S8CngN8A/uBoNFopafy5X/nv/GSaoVGAKtwiU7i+VyjwkE0tWWpJG8t0Unh/dHl1\n7AoUOKPxRqMjg44DVGTwgcEZRa4g85QaNFVOj1Kz7UtdQ88UAljfGHqBITKGSBXei6oRNIXCO4f3\nGcrl4HKUy9A+R7kc7XOMzzA+J/CWkIwAS0hOhCVSRQjlyzpEch5SCk+IGQGpD8gav9wHZC4kdwG5\nC7B54Zgjz0PyTGMzg881yrriZOQelTvIHD4vnJ9UDgOVbxxcmVaNdHW+8HXJWtoaD7hQkw0C8kFA\nthWWywDbXxy1ULkr5qyd5wTnGdE4I5paotQSGoMxmjAICIxpmcUtOlJYMufHFC9hrXwhLPlCYNLe\ngrUoW1xbZXNUnkGelcsUshTyFJVOIZ2ishTSSfmbwnQC03GxzeUudScqCFBxjI5iVByho5h4Z4jf\nGqJ3djjf7fN46Pk4mvKROuHD7DnPpgetNjQGk+4yPtzCne/gz7fp2Xt87+de4/veuc+X377Pg93r\njS90GyzE72qFLZlpUC/yQNtMr8pbWuZc8RzL7ELZJ8kD7XpazSWazjW0mi+bTfjI8d4XAblPyoDc\nZx9QmUDqYIve9ucJoj2Ujsinz5mevU8+fdpqI+y9XnuSjAdvocNdHCxoqZrzr5Zrsm7PfLAVtFhr\ntrciXGY7hK5FQawrDtcnyfvgptLsQ7l1HJ/NnLIseuUstH7TdLlFUGBUIeSVWr1a6NuOWuvRkhi5\nQptNeMZ9kilCLRy3PG62vXAetzz/NlE6xIS7/LYf+5NXelBdNbT6EPiF0Wj0r1QZSZL8PPDzo9Ho\nLydJ8h8Afwj4C6sa+Zvf/juX33Nc/tYlpzP4fATEShXeHFWRjpUitoqegzhXxOmsrFeWRwp6ShGu\n85GhaIX4mvoiptuZ8zzzxfq0DOg89Z6Ja6+3yry/gv4NClUZlztnL0L9XlcoNcSYPbTew+hiWfwW\nBQXnzvD5Y7w/wvtjlD9B+xO0Ssn7GtuH9IHivJxrpjyF60nv67Tyvti/d7U3z1naoZyH3IErNF44\nT+lhoxZKZ8uy3Wpf5bJZjgFlQEXVXwxKaZQ2aK1Bb6HNEKUNSmu0NihjivLGEhOA0pxMHAdnGYfn\nObnXODT9rZjX7g/51P42w62Ycoij/MhV6MjzzSff4f3T3+QsO4cMqhtlK9jiteCz5KdDnj+KmBwN\n8ZMttDJ84c0dvi+5z5ffecDbn9pe0LjddZRSpTYKig5weyx7gb40reayWJsXaDXzzGInm6nV7DJx\nvUirWc+HbNZfotV8/viM09PpjWs1bXbK+fG3OD76Fqen75HmGRkBOQE++iJOb5GriNR5Js9Pyfzz\nYtCOgFx9D878dqwZYHWfXEVkFtIDT/bMkbrnZPbptZoPVqaBW4FmTwfXYj4YmWIe16rzKR+hd4vA\naO7v9Li/s3pQsKndO2wKfY30ux8crZx7PegFDSGvIfQ1zDq3t8JXRmsq3A5ah+jeA8Leg87yQqt3\n2tboZcfY9LDwvtmY53xZrirIbQPzUSZ/DKgEu18E/gQXCHLf8xv/GKnxuBjySGEjj43AhR4bggs8\nLvB4bwEH3uLJMVgiMmJyYpURYYmVJVKWGEusHLFyRDhi5ct1ynQh01z2JWxLYWrq4dS5BYFr0iGA\nTep0sf4yP4s0GqMNRhmMKtKBMkWeDoo8ZQjqOqZVH1XM0/JlqGbvHbmzeOM4n4xJXUbmcjKbkbuc\nrFz3aLTexajdUmC7hzZ7aL2LUnO3l3fgTlDZE7Q9QtkjVH6It0coNy0mpeJr1+9VOi/PXKX8q86j\nV+VsM9UomytHgQ9Ue9ty6ZWGl+p61pW/C7xy+vIXlb97s6LT8vetJ6ub2O8/4As7nyfM9jh93uf9\n7xqePvU8K0cSXtvr88Nfus/3vXOfL37uXiugrHA7KKUIAnP1p/BLZm2t5tJYm9en1azanU5tbXp7\nU1pNTxFaxJvZzxmFCjSFx6XGMtB4oyDQOKPq7ZxROKVwGqzyOOWxCqzWeNUHvlz+GozXODBHPXCj\nSVtmgYOgHZi42zFGl7nhYmDjV8l88DrotnS6IM+vqgedkdfW3k8j33fkLUldZl/Z1GOzs+6Wlkhi\nofK8tgOv7Rhgq/y1z4nznpPzlOOzlKOzlKOzKSdn5XqZf3x+zoePLB8+mm3avFuNhu2tkJ1BVPy2\nInYG4Sy9FbKzFRGFpvs8r33ul9Rd+5y8vGt3YraYnJyvfZzt5Iuck8vczxdtt/51WHnMV9kPV+zX\n7QbqpDY9ItOD3n533UvwIhq5H02S5FcoXiV/EuiPRqPKg8hj4PWLGnE/dI+ByojIiEiJyYu0Ssu8\njJiUSJXLMs9c2Sd80bU9Bqdi0BFKxygdFT8T4XUIOsCbCKcDnDJYTPHSdRblLKEvTO8iZxl4i3WO\nHIt1FudzrHdlulha3/g5W5R7W3z8VHnl9t477Fyk+2Wvz8X8SnAoFkrNVpvbeNqKykrLVBqNlhos\n0N5jnGfPg/IBWg9QehtlBhAMccEAX9r2zvAod0Q4/YBweko0PaU3OSUan9CbnGGcQzvQZft12vky\nD7Q2GBOgTYAOAlQQosJyGQRluvqF6DCAoJnXLleBma2Xnj/b/djXnb7oqOVa2elcJWn5qmRWXomY\nRVXfeHg082b7qEXSRlv18TSOo2o7yy1PjsY8Pjjn4GRaP0i2t0Ie3uvx2t6AowPPk4OU5+9N8Byw\nzQHff1+x/06f1+/3eW2vz6Cfgf8Y+Jj0OaSzo1y4i6qSjhO1vN7c+ewufbEPmVnp1T401t3nhcd8\nyRfw6cchk0l2Qd0X+1BY/yNvjf3Xl/7i41SUL5FqX5UFQHjxftqHd/Vr573HNX6+/Pgr8svysj/6\nsl85Zum6J/r5HlwuG4+3Lg+9F3ntVXPHXDxvfcM03c/ym+nyBDXr1dYBZb16H74umNs3jZkExfOd\n8nldPbabj2+lSqV+tQ0KlC/tAHzZVpVumNwXB9Ewr2+We2hs33GYs20WUsXaB0rNCe0v8SOvlbxM\nH3q1+eAlt2+A+8B9TaFK2L6GRjPgCLIjeHYNzW0yj2/7AIQLeedLv/NK211VkPsHwH8yGo3+5yRJ\nvgT8NWi5P6zkhZX8ZPA3rrj7F0NhUf4c7Hl91LNP6hm6/F3rgPlSBZBeVbgh5MBR+VtB9SE3bGZW\n6qarYvGsDuPQqFr8phdV3GwUxRl7U8Gb9yneYvOcwTCCN19n6dBJfghHV9faCy/I8inQwovQ/Nb2\nc6JBtWYWcjq2r8rVfNU5QaVeUa0SpebqKqjMur130ByYa+yjkuFm7RQWAkWA2tm7wM/LF74jvyFt\n1gNIvnwNVzLf3MCTdw2Bpm6r0U6roFmvXdKiJThV9RZO7Ky4Op+dy9Jypp4731jWwujcNkrNhFal\nULq5TVVezscv/pul6/ZUo11akm7nPPBOTaXqSF1cdyboXjB829HO0m0uOj61mHfRPjt722JHWX58\nF9Rt962ueqv32Xmkqrg908wyTS2T8lek88Z6Tpov3t31WImCOAzoxYZeFBS/2NCLQnqRoRcH9OOA\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4731wQbO1IHQtarKsUozTvF6/bu+Dlfv2rSAgbHgSXBS6GtquhtDV6ZnwmrwPvoooVYS+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\nIAh3DBHkBEEQBEEQBEEQ7hj/P+pa6qWx2QfyAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5bf8d83438>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,8))\n",
"beach_month_avgs = mapped.groupby([\"Beach\", \"Month\"]).mean()\n",
"for beach in beach_month_avgs.index.levels[0]:\n",
" plt.plot(beach_month_avgs.ix[beach]['key'], beach_month_avgs.ix[beach]['Escherichia_coli'])"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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kXhZAAKeZAc7ZkM87H9fx/Ls1XHPuiqSM485YQ1rgTNpC22g6+jLZhVcmZRwRERGR2TRV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\nBIEbmQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5bf6368198>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(14,7))\n",
"beach_month_avgs = mapped[mapped.Escherichia_coli > 235].groupby([\"Beach\", \"Month\"]).mean()\n",
"for beach in beach_month_avgs.index.levels[0]:\n",
" plt.plot(beach_month_avgs.ix[beach]['key'], beach_month_avgs.ix[beach]['Escherichia_coli'])"
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x7f5bf8877048>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"month_means = mapped[mapped.Escherichia_coli > 235].groupby([\"Month\"]).mean()\n",
"plt.figure(figsize=(10,5))\n",
"plt.plot(month_means['key'], month_means['Escherichia_coli'], 'o')\n",
"plt.xlim(-0.1, 4.1)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here I'm looking at the ratio of number of high test readings to number of total readings taken grouped across years for each month. "
]
},
{
"cell_type": "code",
"execution_count": 140,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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RMUz1O/wmrSH/iHhORPx26/6Pad0HqsfhDn7x930L1RDlzHbtgXu2Hs2LWp/X\nto67iy5+nTWYleVjwL+0jX1/D/jXiPhHqvH0a4G3tfZ9mqrLePuiV6n/RjWMtQt4P9XE4cdGxFaq\nIa7px+8B/9gzcx9VL+hNEfFlqkmzP12MovUAD+Zx3AY8EvjC4pW5pL0A+MCMr/0dcBvwNxHxbmAC\nWNaa83RLa2ThL6imERyhmp/2OxHxd1SvmctaQ2pnR8Q/RcSXqCaS30N1AsA/RMRj6v/RultmbqUa\nOv5GRNwKfAr4Y6qpNVdExE1UZ21OT+dI4JrW6943MvM24BvApoi4Arhylnazzfuctgw4q3Wy1WXA\n33T766zXyuxSEfE04Pcz86VN1yItFa0zAM/OzKuarkW/KCKWAS/OzA+2enF2AY9vHxpTM1pDmZ/N\nzLVN19INnGPWhSLiDcBvUf+aPpJaWr0zZ1Mtv6DCtE4OeFyr9+Yw8NeGsqLYC9Qhe8wkSZIK4Rwz\nSZKkQhjMJEmSCmEwkyRJKoTBTJIkqRAGM0mSpEIYzCRJkgrx/wFOM8vrSA5PGQAAAABJRU5ErkJg\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5bf4fc04a8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"month_counts = mapped.groupby(['key', 'Year'])['Escherichia_coli'].count()\n",
"high_month_counts = mapped[mapped.Escherichia_coli > 235].groupby(['key', 'Year'])['Escherichia_coli'].count()\n",
"full_counts = pd.concat([month_counts, high_month_counts], axis=1).reset_index()\n",
"full_counts.columns = ['key', 'Year', 'Total', 'High']\n",
"full_counts['ratio'] = full_counts['High'] / full_counts['Total']\n",
"\n",
"plt.figure(figsize=(10,5))\n",
"ax = sns.boxplot(full_counts['key'], full_counts['ratio'])\n",
"ax.set_xticklabels(['May', 'June', 'July', 'August', 'September'])\n",
"plt.xlabel(\"\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Just looking at the total numbers is potentially misleading as there is far less sampling done in May and September"
]
},
{
"cell_type": "code",
"execution_count": 142,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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kSVLtWAhJkiRJqp3Sl8+WJElaiKGhISaGx2jc+oN2h1KaiaNjDE0MtTsMSdgj\nJEmSJKmG7BGSJEnLQl9fHyOrRum/6PR2h1Kaxq0/oK+3r91hSMIeIUmSJEk1ZCEkSZIkqXYshCRJ\nkiTVjnOEmvbs2cW+fXe3dOzQULH6S1/f4sf8bt58HgMDW1pqV5IkSVJr7BFaAiMjw4yMDLc7DEmS\nJEkLZI9Q08DAlpZ7ZrZuvRyAwcFrlzIkSZIkSSWxR0iSJElS7VgISZIkSaodCyFJkiRJtWMhJEmS\nJKl2LIQkSZIk1U7HrRq3Y8d2Go2DlbY51d7U6nFV6O/fwLZt2ytrT5IkSeokHVcINRoHefzxx+la\n3VtZm5PNjrWDTx6ppr3Ro5W0I0mSJHWqjiuEALpW93LSiy5udxilOfzQl9odgiR1vIhYBzwAvAe4\nB9gFbAIeBC7LzNE2hidJOkHOEZIkaXZXAz9sbl8DfDIzXwZ8H2jtCtySpGXDQkiSpBki4iXAacDt\nQBdwIfDF5t17gYvaFJokaYlYCEmS9EyDwAcoiiCAdZk50tx+FHheW6KSJC2ZjpwjJElSqyLincBt\nmflwREztHpn2kC5gsvLAamLi6BiNW39QXXsj4wCsWtNdTXtHx6C69ZwkzcFCSJKkY70BeH5EvBV4\nPvArwPMiYm1mDlMsmPDwfE/S37+Onp5q/rjuFD/1Uxvp7q52sMpjjz0GwCknbaimwZPguc99Lhs3\nrq+mPZVi6vfUn+PKZiEkSdI0mfmWqe2I2AHcCfw8cCmwExgAbpnveRqNai6p0Em2bv3DNrRZXAPw\nmms+Xmm7Bw4cqrQ9La3x8QnAn+NKMFex6hwhSZLm91Hg3RHxPWAjsLvN8UiSTpA9QpIkHUdmbpt2\n88K2BSJJWnL2CEmSJEmqHQshSZIkSbXTcUPjhoaGmBx9isMPfandoZRmcvQoQ0Ou3CpJkiS1yh4h\nSZIkSbXTcT1CfX19DI93cdKLLm53KKU5/NCX6Otb1+4wJEmSpBXLHiFJkiRJtWMhJEmSJKl2LIQk\nSZIk1U7HzRGSJKkT7dmzi3377m7p2KGhIaCYR7tYmzefx8DAlpbalaTlzEJIkirmH7Sq2sjIMNDa\n740kdSoLIUlaQfyDtr4GBra0XMhu3Xo5AIOD1y5lSJK0olkISVLF/INWkqT2sxCSJElSLbU6VLnR\nOAj85OTUYjhMefmwEJIkSZIWYc2ate0OQUvAQkiSJEm1dCJDlbXyeR0hSZIkSbVjISRJkiSpdiyE\nJEmS9Ax2sOo+AAAPCklEQVT799/P/v33tzsMqTTOEZIkSdIzfPGLewE444yz2hyJVI7SC6GIOAu4\nGfhYZn4iIk4BdgGbgAeByzJzNCIuBq4CeoHBzLyh7NgkSZL0TPv330/mA09vWwypE5VaCEVED3Ad\n8NVpu68BPpmZn4+Ia4AtEbEbGATOBcaAfRGxOzOPlBmfJEnqDF4PZmlN9QZNbVsIqROVOkcoM8eA\n1wOPTNv9GuCLze29wEUUBdA9mXkoM48CdwAXlBmbJEnSmjVrvSaMVFOlD43LzOGImL5rXWaONLcf\npRgit6m5PeVAc58kSdK8vB7M0rrkkjfz0Y9++OltqRO1Y7GEkWnbXcDEjH1T+ycri0iSJElPO+OM\ns4g48+ltqRO1oxAaioi1mTlM0evzMMXQuVOnPWYTcOdcT9Lfv46enu5n7O/urseK4N3dq9i4cX27\nw5BUsanvOD//kspmT5A6XTsKoduAS4GdwABwC3AvcE5EnAyMA+cDV8z1JI3G7OsojI9PLGWsy9b4\n+AQHDhxqdxiSKjb1HbdcPv8WZFLnsidIna7sVeNeDtwInAKMRcR/BF4HfCEiPgTcB+zOzImIuBK4\ni2Ko3NXNHiNJkiRJWnKlFkKZ+S3g7FnuunCWx94E3FRmPJIkSZIEJS+fLUmSJEnLUTvmCJVucvQo\nhx/6UnXtjReL3nV1r6mmvdGjwLpK2pIkLa0dO7Y/fRHPqpzIRUNb1d+/gW3btlfWniQtVscVQv39\nGypvs9F4qmj72VUVJ+va8jolSSeu0TjI448/Ttfq3sranGwOADn45OwLDS15e6NHK2lHkk5ExxVC\n7Tj7NHWGbXDw2srbliStPF2reznpRRe3O4zSVDkqQ5Ja5RwhSZIkSbXTcT1CkiSdqIi4DngNxSUd\nPgB8C9hFccHvB4HLMnO0fRFKkk6UPUKSJE0TEW8ATs3Mc4A3AR8HrgGuz8yXAd8HtrQxREnSErBH\nSJKkY90O/D/N7R8CvRTXv3tvc99e4P3ApyuPTJIqsmfPLvbtu3vRxw0NDQHQ19e36GM3bz6PgYHq\nzjNZCDW1+sOGE1uWtOofuCRpbpn5FPBU8+blwI3AuzJzpLnvUeB57YhNkpa7kZFhoLVCqGoWQktg\nzZq17Q5BkrTEIuI3gVcDlwDvmHZXFzDZlqAkqSIDA1taOlm/klZTthBqavWHLUnqPBGxBXgLcHFm\njkfEUESszcxhigUTHp7vOfr719HT0/2M/d3d9Zie2929io0b17c7DEkVm/qOWwmffwshSZKmiYjT\ngN8DXj1tZbjbgEuBncAAcMt8z9NozH7x0vHxiaUJdJkbH5/gwIFD7Q5DUsWmvuOWy+d/roLMQkiS\nWrRjx/an5whW5UTmJLaqv39DWy5W3UZvB04D7o6IqWFwvwR8LiI+BNwH7G5jfJKkJWAhJEktajQO\ncvDgY6zvW1NZm1MjrUaHn6ykvUNDI/M/qMNk5jUUy2XPdOFSPP/Q0BCTo09x+KEvLcXTLUuTo0cZ\nGnIalaTlzUJIkk7A+r41/IctZ7c7jNL8l13faXcIkiSVwkJIkqQK9fX1MTzexUkvurjdoZTm8ENf\noq9vXbvDkKQ51WPpGkmSJEmaxkJIkiRJUu1YCEmSJEmqHQshSZIkSbVjISRJkiSpdlw1TpJaNDQ0\nxPDwSEcvMX1oaIS1Y0PtDkOSpCVnj5AkSZKk2rFHSJJa1NfXx5qe8Y6/oOrqtX3tDkOSpCVnISRJ\nkiR1oB07ttNoHKy0zan2tm69vLI2+/s3sG3b9kUfZyEkSZIkdaBG4yAHDz7G+r41lbXZ0138Pzr8\nZCXtHRoaaflYCyFJkio2OXqUww99qbr2xos/FLq6q/ljaHL0KLCukrYkzW1935qOH8LdKgshSZIq\n1N+/ofI2G42nirafXVVxsq4tr1OSFsNCSJKkCrUyjv1ETY3VHxy8tvK2JWm5cvlsSZIkSbVjj5Ak\nSZLUgbzw99zsEZIkSZJUO/YISZIkSR3IC3/PzR4hSZIkSbVjISRJkiSpdiyEJEmSJNWOc4Qk6QQc\nGqp2NZ6nhscAeNbaar6+Dw2NsGFtJU1JklQpCyFJalF//4bK2zx85CAAq9c+u5L2Nqxtz+uUJKls\nFkKS1KJt27ZX3ubWrZcDMDh4beVtS5LUSZwjJEmSJKl27BGSJEmSOpRzWY/PQkiSJEnqQM5lnZuF\nkCRJktSBnMs6N+cISZIkSaodCyFJkiRJtePQOEmSVoA9e3axb9/dLR3baBRj9qeGrCzG5s3nMTCw\npaV2JWk5sxCSJKnDrVnT4pJKktTBllUhFBFXAZdQDNn7jcy8r80hSZL0tHbmqYGBLfbMSNISWjZz\nhCLi1cB5mfkK4DLgz9sckiRJTzNPSVJn6ZqcnGx3DABExB8CD2fm9c3b3wE2Z+ZTsz3+wIFDyyNw\nSVqkpZjr0co1E8qY67Fx4/quJX3CZcw8JalOWs1VKylPLZseIeBU4NFptx8DntemWCRpWVqzZq3z\nPdrHPCVJ81hJeWo5zREamXG7C/BsmqSO41yPFcs8Jak26pCrllMh9AiwadrtjcCPjvfgOg3HkCQt\nC+YpSeogy2lo3FeASwEi4uXAv2TmcHtDkiTpaeYpSeogy6YQysxvA9+MiP3A9cD72xySJElPM09J\nUmdZNqvGSZIkSVJVlk2PkCRJkiRVxUJIkiRJUu1YCEmSJEmqHQuhBYiIl0TERES8csb+/RHxR+2K\nazmIiAci4smI+N/aHctyNd97FBF/HRFnVR1XVSLisogYiYjFX2J6ce28OiJOLrONhYqId0fEvoj4\nekR8MyJ+YZHHnxQRP3eCMXT075WOZZ46PvPU/MxT9ctTYK4CC6HF+J80l02FIukAK+OyuSXKzDOB\nW9sdx3Lme8SvAQ8Cbym5nX8HPLfkNuYVEacClwM/m5nnU3xv/MEin+blQOV/tEWE171Z2cxTs/A7\neH6+R/XKU2CumrKcLqi63N0HvG7a7TcD/x2Kihr4dWAM+HpmbouIbwC/lpn/GBGnAV/MzHOrDroi\nXcCmiPjTzPxQRHQDD2XmT0fEzcDfA6cCZ1O8J/8UEe8A3t48/o7M/HB7Qq/Mcd+j5v09EfEPwMsy\n80hE/Bvg9zLzzW2LeAlERD+wmeLL/4PAJyLiK8AVmflgRPwmcFpm/lFE7AAuBP6J4qKVv0XxOWtk\n5ici4l8Dn8zMn4uIbcAvAs8Cbgb+B3Ax8L9ExFsz87FKX+ix+ih+3j3AWGb+I3BhRLwQ+Atgovnv\nNyhORt0GfIPiNf8oM38L+BjQHxHfA+6Z5bgx4L8Bf0vx/t5GkVxfCtyWmX/ejOXfR8TPAL3AQGb+\n82yfvYj4PeBlwJkRcWFmPlXSe6NymaeOzzw1P/NUffIUmKsAe4QWYxz4XvMHBfBvga9R/BI9C/jF\nzHwt8EsRcQrwWeCtzcdeDPzXasNti8lZtieBRzLz3cAu4NKI+CngXZn5usx8HcUH74yKY22X2d4j\nKL4s/orid4Xm/7uqCqpEA8CXgK8C/2tE/KvZHhQRp1N8hl4NXAmcT/FFOtPUe/auzHxNZp4HPJ6Z\ndwLfAt7d7uSSmQ9RvN7vR8T1EfGm5h8UfwZszcxfBnYDH6D4Xgng9zPzV4EXRsTLgOuA3Zn5l8c5\nbhJ4MfCHwJuAq4A/Bi4B/sO0cH7U/F76JPA7c3z2xoH1mfkqi6AVzTw1P/PU/MxTs+ikPAXmqin2\nCC3cJPB5ii/IQxRnA6auKP44sCsijgLPAzYAf0nRzfynwBuBd1Ud8DJyb/P/A8A5zX//OiKmEvTJ\nwE8D+9sT3rLxWYoviL8EXkvxxbHSXQZcnZkTEbGXIuHMdvGyMynOZpOZ/zMicp7nvSMibgO+AHyu\nuW/ZDOvKzN+NiI8CbwDeC/wu8ELgumaXfg8w9Rr/ITOfaG5/jyLZTHfucY77p8w8ChyNiB9m5o8B\nImL1tGNvb/7/TeBXOf5nD2DfCb5stZ95qnXmqYUxT9EZeQrMVWAhtFi3UZwF+DGwF+imSCZXA+c0\nu4rvAsjMgxHxLxFxbvP2w22KuRTNYRQ/yswxip7F0Wl3z/y9Gp+2PfUl8LXMfFuJIbbdIt8jMvO7\nEbGp+Tvz3cwcqSjUUkTE84FXAX8WEVB0eT8BTD8TNvU+zEwOkzP+n/5YMvM3mpMrLwW+ERHnLGHo\nJ6R5Rq03Mx+hOLv1yYi4l5+ckR+d9tjnUnyPTFnFMxPwJPALzd+jqeOew7Gfq3FmN3W2cnLav2d8\n9iLixfzkD2atbOapJvPU/MxT9cxTYK6a4tC4RWj+UiTF2YKpSYX9FGNDj0TESym6ANc079sJ/F8U\nZwM6zV8Al0TEWuAlFB/+U5r3ncvsZ1Om/D3wsxHRBxAR10TEs8sMtk1aeY/2UPzOdMJwg18D/iIz\nf6b57wyKP8gO85P3YWqFq4coxv3SHJ/84ub+J2Y+NiKeExH/e2ben5lXA0cozhZNANPPMLXLW4HP\nTZ3tioiNFPF9i+aQkoj45Yh4ffPxL2o+BorX+ADHvpZ7KIYRzDxuelI+3lnG85v/b24+77epx2ev\ntsxTxzBPzc88Vc88BeYqwEKoFZ8H/nHa2MTvA/8cEf+NYrzjnwP/qXnflym6GPdWHmX5/g+KLvFv\nA5+imAj44ojYRdFdPvX+PONLNDMPUJydvD0i/gfFJL0nqwi6Yq28R3uA04C/qS7M0rwVuGHGvk8D\n3wU+HhGfAEaAVc2xyvc0z1T/PsUwlTGKcdtvjIhPU3yWVjW75k+PiDsj4m8pJlw+TjER9aaIeFH5\nL+34MnMXxfCJv4uIbwJ/DVxBMezovRFxO8VKPVNDcRIYbH4W/i4zvwv8HbAlIt4LbD3Occcbxz9l\nFfCCKCaC/zvg4zX67NWdeapgnpqfeaqGeQrMVVO6JifnOiGiExERrwPenpnvaHcsWhmiWJ3m9My8\nqt2xVCkiVgFvy8zPNs9OfRs4e3oXeydqDje4NTM3tzsW1ZN5SotlnqpXnoLOzlXOESpJRFwN/Dzl\nr0mvDtE883Q6xVKctdKcpPqS5lmpUeAjdUguTZ6NUluYp7RY5qna5ino0Fxlj5AkSZKk2nGOkCRJ\nkqTasRCSJEmSVDsWQpIkSZJqx0JIkiRJUu1YCEmSJEmqHQshSZIkSbXz/wMRkRuwVLbYMwAAAABJ\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5bf53b97f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, (ax1, ax2) = plt.subplots(1,2, figsize=(14,6))\n",
"month_counts = month_counts.reset_index()\n",
"high_month_counts = high_month_counts.reset_index()\n",
"sns.boxplot(month_counts['key'], month_counts['Escherichia_coli'], ax=ax1)\n",
"sns.boxplot(high_month_counts['key'], high_month_counts['Escherichia_coli'], ax=ax2)\n",
"ax1.set_ylabel('Count')\n",
"ax1.set_xlabel('')\n",
"ax1.set_xticklabels(['May', 'June', 'July', 'August', 'September'])\n",
"ax2.set_ylabel('Count')\n",
"ax2.set_xlabel('')\n",
"ax2.set_xticklabels(['May', 'June', 'July', 'August', 'September'])\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.1"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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