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"name": "",
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"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Graph MySQL data in Python using MySQLdb and Plotly"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This notebook uses the MySQL world database, which can be downloaded here: http://dev.mysql.com/doc/index-other.html"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Instructions for setting up the world database in MySQL are here: https://dev.mysql.com/doc/world-setup/en/"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This notebook was created for this article in <em>Modern Data</em>: http://mod.plot.ly/graph-data-from-mysql-database-in-python/ "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Questions or comments? Tweet to @plotlygraphs or email feedback[at]plot[dot]ly"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import MySQLdb\n",
"import pandas as pd\n",
"import plotly.plotly as py\n",
"from plotly.graph_objs import *\n",
"py.sign_in(\"XXXX\", \"XXXX\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 74
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"conn = MySQLdb.connect(host=\"localhost\", user=\"root\", passwd=\"XXXX\", db=\"world\")\n",
"cursor = conn.cursor()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 75
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cursor.execute('select Name, Continent, Population, LifeExpectancy, GNP from Country');"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 76
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rows = cursor.fetchall()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 77
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"str(rows)[0:300]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 78,
"text": [
"\"(('Aruba', 'North America', 103000L, 78.4, 828.0), ('Afghanistan', 'Asia', 22720000L, 45.9, 5976.0), ('Angola', 'Africa', 12878000L, 38.3, 6648.0), ('Anguilla', 'North America', 8000L, 76.1, 63.2), ('Albania', 'Europe', 3401200L, 71.6, 3205.0), ('Andorra', 'Europe', 78000L, 83.5, 1630.0), ('Netherla\""
]
}
],
"prompt_number": 78
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = pd.DataFrame( [[ij for ij in i] for i in rows] )\n",
"df.rename(columns={0: 'Name', 1: 'Continent', 2: 'Population', 3: 'LifeExpectancy', 4:'GNP'}, inplace=True);\n",
"df = df.sort(['LifeExpectancy'], ascending=[1]);"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 79
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Name</th>\n",
" <th>Continent</th>\n",
" <th>Population</th>\n",
" <th>LifeExpectancy</th>\n",
" <th>GNP</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>237</th>\n",
" <td> Zambia</td>\n",
" <td> Africa</td>\n",
" <td> 9169000</td>\n",
" <td> 37.2</td>\n",
" <td> 3377</td>\n",
" </tr>\n",
" <tr>\n",
" <th>143</th>\n",
" <td> Mozambique</td>\n",
" <td> Africa</td>\n",
" <td> 19680000</td>\n",
" <td> 37.5</td>\n",
" <td> 2891</td>\n",
" </tr>\n",
" <tr>\n",
" <th>148</th>\n",
" <td> Malawi</td>\n",
" <td> Africa</td>\n",
" <td> 10925000</td>\n",
" <td> 37.6</td>\n",
" <td> 1687</td>\n",
" </tr>\n",
" <tr>\n",
" <th>238</th>\n",
" <td> Zimbabwe</td>\n",
" <td> Africa</td>\n",
" <td> 11669000</td>\n",
" <td> 37.8</td>\n",
" <td> 5951</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2 </th>\n",
" <td> Angola</td>\n",
" <td> Africa</td>\n",
" <td> 12878000</td>\n",
" <td> 38.3</td>\n",
" <td> 6648</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 80,
"text": [
" Name Continent Population LifeExpectancy GNP\n",
"237 Zambia Africa 9169000 37.2 3377\n",
"143 Mozambique Africa 19680000 37.5 2891\n",
"148 Malawi Africa 10925000 37.6 1687\n",
"238 Zimbabwe Africa 11669000 37.8 5951\n",
"2 Angola Africa 12878000 38.3 6648"
]
}
],
"prompt_number": 80
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Some country names cause serialization errors in early versions of Plotly's Python client. The code block below takes care of this."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"country_names = df['Name']\n",
"for i in range(len(country_names)):\n",
" try:\n",
" country_names[i] = str(country_names[i]).decode('utf-8')\n",
" except:\n",
" country_names[i] = 'Country name decode error'"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 81
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"trace1 = Scatter(\n",
" x=df['GNP'],\n",
" y=df['LifeExpectancy'],\n",
" text=country_names,\n",
" mode='markers'\n",
")\n",
"layout = Layout(\n",
" title='Life expectancy vs GNP from MySQL world database',\n",
" xaxis=XAxis( type='log', title='GNP' ),\n",
" yaxis=YAxis( title='Life expectancy' ),\n",
")\n",
"data = Data([trace1])\n",
"fig = Figure(data=data, layout=layout)\n",
"py.iplot(fig, filename='world GNP vs life expectancy')"
],
"language": "python",
"metadata": {},
"outputs": [
{
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SOigHBPJA6AnkgAnmu2rhqMMNCtGonKTd49UcNLFVqmKq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QT0BOcnBHtNn/AKn/AIG//oRrw74WfHS58O/BXSPGf7RWrJol9e3M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"metadata": {},
"output_type": "pyout",
"png": 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4dbrZrkXgta14itoj8OqMQeDV6aYF3gsfeFkeWrAsp9EenVrL5CE9dB2poFoE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\nAq9ON9u1UgO8SEc2ceJE+dvf/ubE8qI0aNBA+vXr5wAwcvKyJKsAgVe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YhFfB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\nE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opacity: 0; stroke-width: 0px;\"></rect><rect class=\"drag sdrag cursor-s-resize\" data-subplot=\"xy\" x=\"-20.5\" y=\"288\" width=\"20\" height=\"32\" style=\"fill: #000000; opacity: 0; stroke-width: 0px;\"></rect><rect class=\"drag ndrag cursor-n-resize\" data-subplot=\"xy\" x=\"-20.5\" y=\"0\" width=\"20\" height=\"32\" style=\"fill: #000000; opacity: 0; stroke-width: 0px;\"></rect></g><g class=\"infolayer\"><g class=\"g-gtitle\"><text class=\"gtitle\" x=\"350\" y=\"50\" text-anchor=\"middle\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 17px; fill: #444444; opacity: 1; visibility: visible;\">Life expectancy vs GNP from MySQL world database</text></g><g class=\"g-xtitle\" data-bb=\"1954\"><text class=\"xtitle\" x=\"350\" y=\"472\" text-anchor=\"middle\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 14px; fill: #444444; opacity: 1; visibility: visible;\">GNP</text></g><g class=\"g-ytitle\" data-bb=\"1962\"><text class=\"ytitle\" transform=\"rotate(-90,42,260) translate(0, 0)\" x=\"42\" y=\"260\" text-anchor=\"middle\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 14px; fill: #444444; opacity: 1; visibility: visible;\">Life expectancy</text></g></g><g class=\"hoverlayer\" style=\"pointer-events: none;\"></g></svg>"
],
"text": [
"<plotly.tools.PlotlyDisplay at 0x7f40daead750>"
]
}
],
"prompt_number": 105
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# (!) Set 'size' values to be proportional to rendered area,\n",
"# instead of diameter. This makes the range of bubble sizes smaller\n",
"sizemode='area' \n",
"\n",
"# (!) Set a reference for 'size' values (i.e. a population-to-pixel scaling).\n",
"# Here the max bubble area will be on the order of 100 pixels\n",
"sizeref=df['Population'].max()/1e2**2\n",
"\n",
"colors = {\n",
" 'Asia':\"rgb(255,65,54)\", \n",
" 'Europe':\"rgb(133,20,75)\",\n",
" 'Africa':\"rgb(0,116,217)\",\n",
" 'North America':\"rgb(255,133,27)\",\n",
" 'South America':\"rgb(23,190,207)\",\n",
" 'Antarctica':\"rgb(61,153,112)\",\n",
" 'Oceania':\"rgb(255,220,0)\",\n",
"}\n",
"\n",
"# Define a hover-text generating function (returns a list of strings)\n",
"def make_text(X):\n",
" return 'Country: %s\\\n",
" <br>Life Expectancy: %s years\\\n",
" <br>Population: %s million'\\\n",
" % (X['Name'], X['LifeExpectancy'], X['Population']/1e6) \n",
"\n",
"# Define a trace-generating function (returns a Scatter object)\n",
"def make_trace(X, continent, sizes, color): \n",
" return Scatter(\n",
" x=X['GNP'], # GDP on the x-xaxis\n",
" y=X['LifeExpectancy'], # life Exp on th y-axis\n",
" name=continent, # label continent names on hover\n",
" mode='markers', # (!) point markers only on this plot\n",
" text=X.apply(make_text, axis=1).tolist(),\n",
" marker= Marker(\n",
" color=color, # marker color\n",
" size=sizes, # (!) marker sizes (sizes is a list)\n",
" sizeref=sizeref, # link sizeref\n",
" sizemode=sizemode, # link sizemode\n",
" opacity=0.6, # (!) partly transparent markers\n",
" line= Line(width=3,color=\"white\") # marker borders\n",
" )\n",
" )\n",
"\n",
"# Initialize data object \n",
"data = Data()\n",
"\n",
"# Group data frame by continent sub-dataframe (named X), \n",
"# make one trace object per continent and append to data object\n",
"for continent, X in df.groupby('Continent'):\n",
" \n",
" sizes = X['Population'] # get population array \n",
" color = colors[continent] # get bubble color\n",
" \n",
" data.append(\n",
" make_trace(X, continent, sizes, color) # append trace to data object\n",
" ) \n",
"\n",
" # Set plot and axis titles\n",
"title = \"Life expectancy vs GNP from MySQL world database (bubble chart)\"\n",
"x_title = \"Gross National Product\"\n",
"y_title = \"Life Expectancy [in years]\"\n",
"\n",
"# Define a dictionary of axis style options\n",
"axis_style = dict( \n",
" type='log',\n",
" zeroline=False, # remove thick zero line\n",
" gridcolor='#FFFFFF', # white grid lines\n",
" ticks='outside', # draw ticks outside axes \n",
" ticklen=8, # tick length\n",
" tickwidth=1.5 # and width\n",
")\n",
"\n",
"# Make layout object\n",
"layout = Layout(\n",
" title=title, # set plot title\n",
" plot_bgcolor='#EFECEA', # set plot color to grey\n",
" hovermode=\"closest\",\n",
" xaxis=XAxis(\n",
" axis_style, # add axis style dictionary\n",
" title=x_title, # x-axis title\n",
" range=[2.0,7.2], # log of min and max x limits\n",
" ),\n",
" yaxis=YAxis(\n",
" axis_style, # add axis style dictionary\n",
" title=y_title, # y-axis title\n",
" )\n",
")\n",
"\n",
"# Make Figure object\n",
"fig = Figure(data=data, layout=layout)\n",
"\n",
"# (@) Send to Plotly and show in notebook\n",
"py.iplot(fig, filename='s3_life-gdp')"
],
"language": "python",
"metadata": {},
"outputs": [
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av/PQfka2vCegX2u6rHHY3DwCAiSS4TIMQzwQfX0/+tXp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gt7uXUIQtsg8u6kLmSdeOJGMspZx8x8x8n5jkA+e9K+J/xmk+F2u/Ea4j1NLSf4f6n4hhvL5NJ8\niz1SOBZIEs47aR5Xgw0uRcqzAxIGOWZR0PxA13xd8NtTg1W41tfEGqWPgXxVq/n3djAiRzRTaTtV\nPKRXW3Qu5KFizKBvZyqkepQ/Dr4fW8+q3Vv4F8PRTa7DJb6rImmQK1/FJ99JyFzKrZOQ2Qc81sTa\nZptxeR6jcafbS3cMEttHO8StIkMpQyRhiMhXMUZZRwTGmc7RgA861681Xwzoem6CfiP4r1zWvEN7\n/oFxp9npIu3VIDLIkXmQpapEFRn3SBmwcBiSK2Pgx4p1Txp8NdI8Q6zcefeTG5hlm2xqZfJuJIg7\nCImPcwjBOwlMk7eMVdHwr+GC6S+gL8OPC40uS5+2vZDR7fyGuMbfOMezaXxxuxnHGa6Cw07T9KtV\nsdLsLeztlZ3WG3iWNAzsWYhVAGSzMxPcknvQBZooooAKKKKACiiigDxv4mfELXfAXimZtI+Jnhu/\nnuwjQ+Db7Tppr7hFB+ztZB7gBiNxL283L8EDArd8D/F+81+80zRfG3w61/wXqusCT7BHqASW3u2R\nGdkjljOVfy0d9kyROVViF4OMyXxrH8OfiB4wk8XeFdde21m6tLrR7/RvDE9+tzCtnDE0MslnC7+c\ns0cuPOI+RowpwMDqfhzHr2teEtL1jx/pZGsLe319apewRC4s4ZJ5xbBgowky2kiRvt55cEnJyAdj\nWBd+OfDdp4li8Im4vLjVZAjPDZ6fcXK24fOwzyRIyW4bBwZWUEAkcVv14FqOieJtF+IfiOXTIvGP\n9vax4s0zUdMmtRcnSJNM8uziuftBQfZgVihuEKzfvfljMXJWgD1Oy+KHgbUPEM3he21pvt0Ek8Ja\nS0njtpJYM+fHHcsghlkjw29EdmXa24DacbkeuaLNIsUWsWTu5Cqq3CEsT0AGeTXhNt4TufE1n4c+\nEWv+ENWkj0rxHrV1rs89jNFZTabPFqMYeO6wI5GnW9jBSNy6h5NwUqa6TQ/2Rf2c/DWt6f4j0P4Y\nWVrqOlXUV7Zzrd3JMU8Th43AMhBIZQeQRxQB2FFS/arj/ns350farj/ns351kakVKcdqk+1XH/PZ\nvzo+1XH/AD2b86AFggEwYliMccdvc+1Q1L9quP8Ans350farj/ns350ARUVL9quP+ezfnR9quP8A\nns350ARUVL9quP8Ans350farj/ns350ARVLL/qof90/+hGj7Vcf89m/OpJbmcRQkStypzz/tGmBW\noqX7Vcf89m/Oj7Vcf89m/OkBFRUv2q4/57N+dH2q4/57N+dAEVC43DPTNS/arj/ns350qXF07BFl\nYknA5oA4j4iH4l3nijT9P0KxmudEcRH92gMZbd8/mN1Xj3HHTmpfGniTwn8HhKPD+gQPrOsnzpck\njIHAd25OM5woxk7jxyToeL/jBofgWX+yJFm1LUVALxREKsWRkBmPQ+wBP04ryr4yakniLUNN8WWk\nUy2V3aJAHzuWN9zEAkdM7u/cEdcV5+JxssNTqRo1G22rq+i/Q+2yfJVmtfCyx2GUacU7SSs5vdXe\n/wDnrbc3PDn7QFzd6jHa+LtJsktJmCGe1V1MOT94hmbIHfGD9eles3EQhkwrblYblPqK+UtJ0jU9\nZv4dNsV3TTOEXJwBk/eJ7KO5PSvrOLK2cFvYahHcraRLC7ROG5AHXFRldatiISdTVLqHGuW4DLat\nL6olGUk7xT7Ws7dOvrb1Iof9Vcf9cx/6GtRAlTkEgjuKuQSXjxTMDIfkG04PXctQtcXSHDSOD6Hi\nvTPiRpubgjaZnx9adBMttHcXj4xBC0hz7DP9KT7Vcf8APZvzqSFnvEms5pWKzxNHz7jFHoONrrm2\nPlG08VeILG7uL201OWOS6kaaXoys7HJJU5GaXVPFniLWYfs2o6pJJF3RVVFb6hQM/jVC9gu7C8ns\nLklZraVoZBnoykgj8xUPmyf3zXxTnNLlbZ/R0cNh5NVYwjfo7L5am5qaSSfBbXBHk7NQjZwD/Duh\n/r/KvFq958F+Vrmn6z4Nu5do1W1byWJ+7IAf16N/wGvDr6zu9NvZ9PvYmiuLaRopUPVWBwRXLj4t\nqFRbWt80/wDgntcNVVCeIw0vi5ub1Ukl+aaK9d9cWFr4i0O1jvTtkeJXSUdUfHJ/+tXBbm9a9JtY\n5LSwtbYkh44lDfXHP65rLBSlCblE7c9jGdOMZdbnnmoeEdcsJCBZvcJn5XgG/P4DkflXceFNG1O/\n+Efi3SnspozCy3YEiFeAFbPOP+eVXxNKOjmuu+HU8d5e6hoF4+YdUs3hI9Tg5H/fJavoIY+dVeyk\nlqmvvR8JjcDHDwWJi37jjL/wFpv8DyX4d2AshfyE7nKoCew+9wK6mq2kaRdaBbT2d6hjuvPdZFPV\ndp24/T9at+bJ/fNePTUlFc259NjKkKteUqe3/AG0U7zZP75o82T++a0OY6Twt4is4bebw14ihW50\na+GyRH5ERP8AEO+M88cg8jnrwPxD+HF94MuRe2rG80a6O62uk5Cg8hXI4Bx0PQ9R3A2vNk/vmuj8\nPeMG0+3fRtatl1DSJxtkgkAbYD1254x3x+WKqUYYiHs6mjWz7eT8vyMaNWvllZ4nCq6l8UO/mu0v\nz6njekalNo+qWmqwAGS0mSZQeh2nOPx6V23xY0qI6lbeLdOPmWGtRJIHHQSBRwfTK4P13elafiz4\nQfaYW1/4d3A1GwbLNZ78zQn0XPLfQ/N0+9WX4I8S6dJYzfD/AMaIyWE7kQSuNrWsuehJ+6N3OexJ\nzwTjoyfFTyjE2rL3ZdenyPK46yejxxlPtMA71aetn8S8mt+/3tq+hwlFdH4u8Dax4SuCbiIz2Ln9\nzdxjKMOwP90+x/DNc5X6RTqRqx5oO6P5RxOGq4Sq6NeLjJdGFFFXdI0XVNevFsNJs5LiZuyjhR6s\negHuapyUVd7GdOnKrJQgrt9ET+GdCuPEmuWuj24P75x5jAfcjHLN+Az+OK3Pi1rNvqXij+zrHAtd\nJiWzjCn5dw+9j6HC/wDAa6C8uNN+EuiyadY3Ed14n1CMCaVeVtkPp6ew6k4J4AFeVs7sSzMSSckn\nvX57xJmkcVNUKT0R/UHhNwfVyehLMsWrTnsuy/q/rd9riAEkADJNemMnlRxQ/wDPNAv5VwOiW7Xm\nq20HJBkDN9Byf5V6v4f8MeIfFuoGx0GyknZSN79I4x6sx4H8z2zXh4KnKd1FXbP0TP8AE06Ci6sk\nlFNtt2SMaOOSaRIYY2eR2CqqjJYnoAO5r3v4WfC9fC6R+J/EsKtqbrm1tj/y7g/xN/t4P/Afr01/\nA3w10jwMiX146ajrOP8AWkfu4D6ID0/3jz9K61ry5dixmbn3r6zA5d7FqrW+Lou3/BPw/ibi946L\nweAdqb0cusvJdl36v03jkkeVy7nJNNqX7Vcf89m/Oj7Vcf8APZvzr1j4AioqX7Vcf89m/Oj7Vcf8\n9m/OgAg+7L/1z/qKiqzDczlZcytwmRz7io/tVx/z2b86AIq7CuU+1XH/AD2b866uqiTIKKKKsgKK\nKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAPn3xl478Jn4m+KPDvj347a14Q\nbSpbRdN0/TrmK3iNq9pDIZJHMLlpTM0wKluEWMhQGy3r3w6utFvfBun3Ph3xbd+JtPfzfJ1W6nE0\ntxiVw251VQdrAoOBgKB715Z8SPGHxHsfFd7KfiHa+B/C1hrttozXlxpMMsSwS6abhbySec7cG7ZL\nYAbQMcnJGO/+CviPVPFnw10rXNZ1hdXu5JbyF9RSJI4r4RXUsS3ESoAoikWNXjxn5GXJY5JAO4oo\nooAKKKKAOPooorI1CiiigAooooAKKKKACinp5KJLcXUmyCCNpZGxnCgZNc/4K+IHhX4iwahJ4bjv\nIX01lEqXKBSytu2sMMeDtb0PHIraGHq1Kcq0Y3jG132vsZSr04VI0pP3pXsu9tzdqWX/AFUP+6f/\nAEI1FUsv+qh/3T/6EaxRqRUUUUAFFFFABVnTwPtIz6HFV1UuwVRkk4Fc94o+J3gTwFfpp+u6tI1/\ngM0FtGZGjB6bscDI7E5wc4rbD4eriZ8lGLk+y1Mq9elh4c9WSivM+dNaN5ca5qEt8W+0NdStOX6h\n953Z/HNWvC3xBbR5DpljqFtdwuTm2l5UnvtP9Bke1eoeKPAXhD40aNqHij4c+IFgvZcC7haI8vxn\ncnDIxAPPIbt3Nef+DfhNofhvXrW71PW01nU45lNlp9mvJlByrNyTweedqjGScV8jisBjMFivZyjb\nXd6fhvfyP3jK8/yTOsrdZyu0vgSvql32t53Vl9xvfGXx1feGdVh0jRtFsdLuJLbMxjhUMnJAIAAG\nSQeSD0rzPwJ8QNS8CeKLbxIb2d457pIruIsT9qV3AYEHq3OQT0PNe3fHL4N+I/GmuQ+J/DEtvcy/\nZkguLR5BGwYFjuVj8pB3dCR+OeOBtvgLqmg6bF40+Iktvp+naHcR3r24mWRmZc7d5XKhQxXgEkni\nv3LKcRlccvjRk1eSs4/ab7W332P5KzelmdTMJ10no7qXRLvfyXz6Gj8UPjF8Q9O8V3VnpOu/YbMQ\no8UMMEZ25xnLMpJORXQ/CL46X/ibVYfCPjbyZJ7r5LS+RBGWkxwjqPlyexAHOBjnNeD6/wCKrHxf\nr99qVrfQSGUgRxLICVjXAXofQc9sk1d+H1he6h470CzsEcznUYHG3qoVwzN9FAJPsK7MRkmF+o+z\nq01GSjvazTS3v+fc4sPnOJ+u89Ko5Rctr3TV+35dj7KkjMUjRt1U4ojkMUiyL1U5qW9IN0+Pb+VQ\nV+U7H6eeSfG34fzC6fxxokBktrgA30aLkxOB/rOP4SBz6Hnvx4/X1/DO0OVwGRuGQ9CK4XxJ8FPC\nOvyvd6NdPotw/LRqgeEn/cJGPwIHtXi43LHUk6lHruv8j9I4c4zpYWjHCZhe0dFJa6dE1vp0av8A\nqeAWd3cWF1Fe2shSWFw6N6EVveMfB9p8ULIeJ/DIih12CMLe2ZOPOxwCD68cHuMAkEV2x/Z213zA\nF8R6aY+7FXB/LH9a6jwn8FtE8NXkWqarrk99cxcrFBmGPPocHcw/EA9x2rjp5bXqJ06kfdfnt5o+\nixfF2WYZxxeFr/vY7WTd11i1orPzas9UfK+h+GL6PUWfV7OW2Wzf5o5kKsXHbB7Cuodt7Fq+tNZ0\nrw54iiW21vQLS5jQbYyUAdF9AwwR+BFcvJ8H/hq8vmLpd7Guc+Wty23r7kn9apZHOlpTkmvPQwfi\nVhca+fFU5RfZWa/NP8D5x68CvXfhN8LNU/tG28WeIkextLc+ZBA4xJOccZB+6vP1P05r0vRvB3gn\nw46zaL4bt0nXlZpsyup9QWJI/DFa8k8kzhpGzzwOwrtwuVKlJTqu7XRbHzudccSxlKWHwMHFS0cn\na9vJK6Xrd/I8L+PXht9J8YnWYY8WmrL5gIHCyrgOPx4b/gR9K80r6r8d+F4fG+gXuhuVW6ikaezk\nP8MgzgfQ5IPsfavlLWZ28OxTNf27JcRSGHyXGGEgJBB9MYOfpXnZpQ+r1XU+zLX/ADPq+C80/tTA\nxw29SnaNu6+y/u0foSiGRuQv50jROvJXiuAvdb1O+kLzXcgB6IjFVH4CpNP8Qanp8qsty8sY+9HI\nxII/Hp+FeL9ajfY/RHk1VRvzK/b/AIJ3NFNt7qC/tI762+5IOQeqnuKdXSndXR5DTi3F7ouaXrGp\naLci70y7eGTvjkMPQg8EfWugvNV8E+NYxF420MQXZG0ahaDa49zjn8CGHtXJ0VpGo4rleq7PY5au\nFhUmqqvGa2lF2f3/AKO6O30vwt4l0i2MPg7xLp/iXScYNhfsA6Kf4VcZ/IgD2rJ1Xw34bZy+v/C/\nW9OmPLSaennQj8Ym2/8AjorBimmt5BLBK8br0ZGII/EVuWfjvxXZDbHq8si+kwEn6sCf1rqoYt0P\n4cnH0d1+Ov4njZjkcMxd8XTp1fOS5Zferxv58tzBmuPg5pMmZdF1m5lHIilDJg+4LL/XpVLU/ivd\nRWbaZ4P0e20O1bILRKDKffOAAffBPvXfJ8VfEipse30+X1LxNz+TAUJ8T9ahCyRaXpKMcjKwOP8A\n2ejEYmtiVadd29P+CPLMowGUy9pQy6PN351/8gvxueJW2k69rUrTWmm39/JIxZnjheVmJPJJAOTm\nup0f4MeP9XKs2krYxN/y0vJAmPqoy/6V39x8T/FM3+rktYP+ucOf/Qiaq6XL4s8c6zbaEmp3Uz3b\nhSpciNF/iZlHGAMnpXBDB0LpXcn93+Z9JXz7MVTc+WFKKV223KyX/gK0O1+E/wCz54b05JfEPiTV\nW1Vk/dJDB8kO7+IEg7m5wOq9+K9ktVtNNtF0/SLKGytk+7HCgUfXjv71FY6XY+H9JtPD2mLi3sow\ngJ6s3dj7kkk+5NSV9jhcLTwlNRpxs+v/AA5/P+eZ5i87xMquIqOUb6J6K3TRaJhRRRXSeIFFFFAB\nRRRQBLB92X/rn/UVFUsH3Zf+uf8AUVFQAV2FcfXYVUSZBRRRVkBRRRQAUUUUAFFFFABRRRQAUUUU\nAFFFFABRRRQAUUUUAFFFFABRRRQB4xpM/wC0Dd654w09z8OdUt11WMJbXOpXLfZoWsbbEZiWNjGr\nENJtfnMjEZUqT33wzi1CLwdarq3iWy168NzePPd2Jzbo7XUpNvFkk7IM+QoJyBEAcHIrzjxHf3Wg\n/GG88O/Dz4o6XpeueNJopb7S9T8M3Opwx3cdidsi3EM0KQSNa2YPlSudwi3KBk59A+E2m6LpPgW0\nstC12XWoRdX8lzfyxeW9xeveTPdsUwNh+0tN8uPlxjtQB2FeN+JLDxD4S+Itz478TQahf+Hr3XdM\ntNPksvGGoQfYFnS1tEWTS1C2sqG7Z2ZizMVlB2nbivZK5i6+G/hK+8RJ4ovrW/ubyO4S7SGbVbuS\nzSdAAkq2jSm3V1wCGEeQRnOeaAPMjpvj7wZ4ouTfiSbWfFmo61aeGtUl8XaleWENw6XV1ZRXWluE\ngijSCEKTFvIMZ6bt1T+H9K/bGj1/TZPE/iz4WzaMt5C2ox2dhercPbBx5qxFjtDlNwUnjOM16Np3\nw38JaZ4gHiiG1v59QR5pIGvNVu7uK1aXPmGCGaVo4CwJB8tV4JHQ4rp6AOUza/8APOX/AL7H+FGb\nX/nnL/32P8KiorI1sS5tf+ecv/fY/wAKM2v/ADzl/wC+x/hUVFAWJc2v/POX/vsf4UZtf+ecv/fY\n/wAKZCYxKplHy55q3dmzQ27JazzfaJRDmBMiPIJ3N6LxjPqRVRi5aIltR3K+bX/nnL/32P8ACjNr\n/wA85f8Avsf4UTWssRY7GKKfvY7VFUlFiKa1iLfuZGVgVZWYEEflVHRtE8K+GoLi38OaDFp6Xb75\nvIAUue3boMnA6DJxU1FWqs4xcE9Huu5DpxlJSa1WzJc2v/POX/vsf4VJKbbyocxy42nHzj+8faq1\nTFd626ZxuGP/AB41KLsV9V1A6RoOqazp+nS3l1YWsk8MG7PmMqkgcDPbtzXG/Br4i638SNK1afxH\npcUX9nyRiG4t0KJJuDEpznldozg9HHHqeKPjLb+EfGB8Nx6B50Fs0aXM5chzvUN8q45wGHXr7da9\nA1CR1cwrtVD82FGM5Pf8a3w+Ow0qFSgoJzuve7eXncvHZNjsJUoYqq3GnOLaWj5l330tdP8ApkGb\nX/nnL/32P8KM2v8Azzl/77H+FRUVzkWLlkbX7QuEkB5xlh6fSvivx5Ffw+Ndcj1lZvtgv5jLvPJy\n5II9iCCO2MYr7IBKkMpwRyDWP4l8DeBfGkyXfijw7Hc3UahRPHI8TlR0BKMpI68HNe/kGb08qqyl\nVjdSXTdHh55lVTNKUY0pWcX12Z4z+y2t+vjLUri3EwsE08rcnPyby6+WD78Pj23V9EJPYRzPcQ6f\nHHNJ9+VQoZvqcc1maNo+g+GNN/sfwzpMWn2hYsypks59WYkknpySTxVmuXOMwjmWLdeEbLRLvp3O\nrKMDPLcKqEpXfXtr09CfzICxYLPuPcOMn9K8++OnipvDmnaLYXulyXui6sLiHUI2w27ATaDng/ef\ng8HHtV74o/Em2+GOiQyQW8d1rOoBhaRSfcRRjLvg5wMjjueOxNeHr8Yb3xZYXOgfEmaW9sbmQSxy\nwRqjW7DptCgdOxHPJB3A16eRZRXqSjjZRvBPbq+l16b+qPMzvNaFOMsHGVptb9F1s/Xb0ZycnwV+\nH2pagNU8J/EldIQtvS2uo1d42J4Vdzo2O2CD9T3+pfAfwr8KfDRje25nv9Xmi2Pdy4XYp6qi9FHH\nuffHFec/BnR/g1ceJYoLW/vNU1iNDNZi8XEe5eSQvlqC4GSM5HBIwQDXtk7vJKzScNnBHpXXxNm+\nKm1hHOXKl9pJNr7rtepy8N5ThoJ4pQjzN/ZbaX42T9B5e1YlikxJ5Pzj/Ckza/8APOX/AL7H+FRU\nV8YfX2Jc2v8Azzl/77H+FGbX/nnL/wB9j/CoqKAsS5tf+ecv/fY/woza/wDPOX/vsf4VFUOpatp/\nhvRb7xLqz7bTT4jK2OrHso9ySAPciqhCVSShFXbJnKNOLnJ2SH61q/hvwxpp1fxJqI0+2BwDJINz\nn0VQMsfYAmvLtU/ab8F2czRaN4X1G/RTgSTSpCG9wMMcdOoH0rwzxx441vx7rkus6xO23JFvbhiY\n7ePsqj8Bk9SeTXPV+iZfwnh6dNSxfvSfS9kvu1Z8DjuKMRObjhfdj3tdv79EfTGk/tL+Bb6cQ6z4\nd1HTVbjzY3WZV9zjB/IGvUdK1DQNe0+PV9Avl1Czk6SQyg4PcEYyCO4OCK+Fq6v4cfELWfh7r0eo\n6fI8tpIwW8s93yTp9OzDs3b6EgzmPCdCdNywekl0bun9+qKwHFFaE1HF6xfVaNfdoz7Ilkgju5HC\nS7lkPIcev0rxL9pn4bvrtvZ+LvD1uTdRxO15br1mUBfnA7uB27jpyMH2NtQ0a9srbXYdWtYrPUYx\nPA8sgTcGGe/fnp2pmtaNc6zo6rp11ALqH97ayk7o3/2WxztPqOnB5xivzXH4N4ijKlUj/wAOj9W4\nazmWT5jSxlGS037NNdfL/h0fn58vvR8vvXvPxI+DUusyTazoOmtpmrDLXWnSgKkzd2jYfKSfUfKf\nY5rxaLQNXkvX09rCaKaJtkolQr5Z77s9K/P8RhKuGnyyXof1FlWe4PNqHtqUkmt03qv812a0Z0Xg\n0k6TcBg2wTcc+wzW1mP+6351DZ2cWmWUdhCd2zl2/vN3NSV104uMUmeJiqirVpTjs2OzH/db86Mx\n/wB1vzptFWYDsx/3W/OjMf8Adb86bRQA7Mf91vzpzFNi8N371HWjo+h6r4hvIdM0aykuriQnCoOg\nz1Y9APc8U0nJ2W5FScaUXObslu3sVLeB7ueO1toJZZpnCRonLMxOAAMcnNfSHwz8BWvgLSjdagm/\nWb5B5xVgfITqI1OPxJ7n2AqL4f8Aw003wFENRvmjvdbkXHmAfJACOVTP6t1PTgZz1bu0jF3OSepr\n6LL8B7D97V+Lt2/4J+ScVcUrMr4LBv8AddX/ADf8D8yQtak5Mc3/AH2P8KM2v/POX/vsf4VFRXqn\nwtiXNr/zzl/77H+FGbX/AJ5y/wDfY/wqKigLEubX/nnL/wB9j/CjNr/zzl/77H+FRUUBYlza/wDP\nOX/vsf4UZtf+ecv/AH2P8KiooCxZhNttlxHL9zn5x6j2qPNr/wA85f8Avsf4UQfdl/65/wBRUVAE\nubX/AJ5y/wDfY/wrq64+uwqokSCiiirJCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAK\nKKKACiiigD50+LyaR4Y+JEOs6N8Y9K8P6kNSj8R3emXnh641cxXP9my6aLg/ZpUaGNrd/uyfKXiV\ngQN4b1/4VaRoei+AdLtvDviNfEFlcCbUP7WV0YX81zM9xNOCnygPLLI2F4Gcdq4e61DxzpnxB8cQ\nfDif4fSlprbUNVi1jVrqO7t5fsMEayvGkBCQ+XEmMMwJVjuB3Ksf7P6/EaDw1pUZfwLqPhi5utSu\n5tS0i/u2eaWa5nlka3jeBU8r7Q7Bfnx5eCrMMEgHtFFFcu3xI8L/APCVzeC4hrNxqdtNHb3BttBv\nprWCR41lVZLpITBGdkiMd0gwGGcZoA6iiuX074meCtW8SyeErDVpJNRjlnt13Wc6W8s0P+uiiuGQ\nQyyR4O9EdmXa2QNpx1FAHH0UUVkahRRRQAU+KeSL7jkAnkCmUUAPW3ul16bWn8QSPYSWohXTfLG1\nZAc+ZuznOMjGO/XgUyrkC2htiZCu7Bzk8j0wKp0WsXOpKpbm6JLZLb039dwooooICpZCRHAQeQpI\n/wC+jSWwQzoJPu5rJstW+Jdpqmtza5oulJoVszNp8yS/vHjG7GQGP+znIHJIHHI6KGHddSs0rd3a\n/p3MK1dUWrpu/ZXt69i3faD4b1HUodc1Tw9bzahBjy53TnI6E9jjtnOKtTStNIZG6n9K8k8BfGfX\n9f8AidL4Q1B4NQ0u9lnjt5I4QrQ7FZgQV+8vykZPsc+vrUi7JGQH7rEVrjsuq5bUUKqV5JPTzFhM\n0jmlLmhJtRbir9LdF5egscE0oJjjJA701lZSVYEEdQaw/Hfh/wAaeJtK0608DeJ00aeC58y5ZnZC\n6fVQScHnaeDnk8VmeI/jX4F0DxcnhHURdTzRFILq9iVfJilPUH5s8ZGcA46c4NVRy+piYJ4f3pat\npbpLv69DKrj6eHm1X91aJN7Nvt6dTrqKluYfIlMecjqD7VH5cm3dsbb644rgO0Siip4bXfE91PIs\nUEYJZ2OOlCTbsgbtqz52/akgul8a6ZduCbaXS1SE4wNyyyFh9fmU/iK8Zr6P+IfxB+F/jpp/Auq2\n15b3FhKy2uozBYljmHBwTk7T3DBQQOxCmvNrP4La9qN6sEOq6OltKf3V087hCvYnCHB/Me9fqmT4\ntYbBQp4pcjiuvVd1/Vz8yzbDPEYydTDPnUn06PszP+C9teXPxM0JbINvS4EjkDOI1GXz7bQR+NfW\n90QbiTH96uR+Gfwk0r4X21zetdDUNZuIQr3OzakablykY7DOMk8nA6dK6kkk5NfF8R5lSzHFKVH4\nYq1+59hw/l9TL8M41vik727BRRRXz57oUUUUAFeX/tK6lLZ+A9M0uFtq399ul/2lRScfmVP4CvUK\n82/aN0ebU/h3aapApb+yr1Wlx2jcFM/99FPzr18hcVmNLn2v+PT8Ty87Unl9Xk7fh1/A+YKKKK/X\nj8pCsrxPrj6HYIttj7VdEhCR9xR1P15GP/rVq1yXxDifzrG5AJjZGTPoQQf6/pXTg4RqVlGWxy4y\ncqdFuO56l4Lv7jxD8CLp9QmeaTRtVMcbucthmQ9f+27VZ+HnxM8Q/D3VIriwupZdPZwbmxZ/3cq9\nyAeFb0Yc/UZFVvCVo/h34DKlyNkniDUTcIh67AVwfoRCD/wIetc1XlzoUcTKvTnFODnLT7r/AI3P\nTp1quHjQqRdpqK/4H4WPvGHWEvLO11TT5VmtL6BJ4WI6owBH6EVkeJ/DPhvxrAIdfsQsyjEd1B8k\nqf8AAu49jke1V/BdhdaX4C8N6ffBluIdPi8xG6oSoO0/TOPwrWr8ZxVKCqTpbxTaP2LA4qtRUMRT\nbjOyemjR4n4j+A3ibTy9x4dnh1e16qoYRzAe4J2n8Dk+led6jpGq6RL5Gq6bdWcn92eJkP6ivrFJ\nHjOUcqfY1K90Z4zDdQxTxt1WRAQfwrxauUUp603y/ij7vA8fY2glHFQVRd/hf6r8EfH1FfVN14R8\nDXzb7rwfpu71jgVCfrtAzVYfDz4cq5lHhK33HqCzEflnFcryap0kvxPdj4hYJr3qU0/k/wBUfL9a\nekeGfEOvuE0bRry8ycbooiUH1boPxNfTVn4Z8G6dg2PhHTEYdHa3RmH4kE/rWqb2YKI4wsaAYCou\nABWlPJv+fk/uRyYnxDVrYahr3k/0X+Z4z4a+AGoylLrxhqUdjD1NvbsHlPsW+6v4bq9b0jR9E8La\nZHYeHNPjtYmzvfGXkI7sx5J+v4YqVmZjlmJPqTUkn/HvF9W/pXqUMJRw38Na9+p8TmmfY/N3bEz9\n3+VaR+7r87kRJJyTkmiiiug8cKKKKACiiigAooooAKKKKAJYPuy/9c/6ioqlg+7L/wBc/wCoqKgA\nrsK4+uwqokyCiiirICiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigDwrxX8\nPvAXx91vRtb8QeMzc2OsaQdT8HW1hYi3kFoFt2luJmlRmnHmTRHyJAIdrKHidgWHp/w41SfVfCNv\nLda5ZaxPaXN5ps17Z2T2kUslrdS27fuXJKMpiKtg7SysU+UrXmfh/wDZ++IHhkeF10r42so8IaNL\noOmb/DcDbbSQW4YP+8+Zv9Fh5PofWvSvht4Mm8AeE4vDdzrTatcfbb+/nvGgWEyzXd5NdSHYpIUB\np2AAPQCgDqK8c8WWVtB48Nx4AsPG1r4svdf02fUZFj1FdFuLVfs8V1JKX/0Fv9DiKAp+93omOc17\nHRQB88xeEbzxRYeHvg/rXhnXIxpniLW7nW702k8Fq2nTw6jGssN4AEd5hexDbG5dd8m4KVNbPh/9\njr4HeGNf03xLpOla2l9pN5DfWrSa9eSIJYnDoWVpCGG5RkEYPQ17bRQByn2mX/Y/79r/AIUfaZf9\nj/v2v+FRUVkakv2mX/Y/79r/AIUfaZf9j/v2v+FRUUATJPM7BBsyxwPkX/Cneekgn+y3lvO1rL5M\n6oqkxSbVbafQ4ZTj0IquCVIZTgg5FTS3UkqlCFAJy20Y3H3qk1Z3E076CfaZf9j/AL9r/hR9pl/2\nP+/a/wCFRUVIyX7TL/sf9+1/wo+0y/7H/ftf8KiooAl+0y/7H/ftf8KmnuBPaC0vYY7i2uImjmid\nAVdSSCCMYII4xVSpZf8AVQ/7p/8AQjTTa1Qmk9GYvh3wX4G8H3cupeGPDkVpdzKUaVneQqp5IXez\nbR9MVtG6mJySn/fC/wCFRUVpVr1a8uerJyfdu5FKjToR5KUUl2SsTR3kyOHGzg/3F/wriNa+DPgT\nX/Fh8XXk14kksonuLNNohlkHUn5cjJxkA889M12sFvJcMVjA46k9BUp067yNse4EZBB4NaYbF18I\n3KhJptW07GeIwtDFJRrRTSd9ST7cXkluHQMkMbOFCAk4ry20+LXiZ9ZSWbyGs5JQptREuFUns2N2\ncdyfwr0xVuLKQSPEw7HPQ1kw+FfB9vqQ1eHR8XCv5iruPlq/qFzgflXz+a4THYqVN4SryJPXfXbt\nv6PQ97K8VgsNGosXS521ptp/l6rU2ryR4ZyqbACM42L/AIV5J8dPihD4b1bT/Csmhx36wRJqG5pB\nHsm3OqkfKeQAT2+9XqUsrTSGRupr59/af0K5g8Vaf4kSIm01CzWHeP8AnrGTkH/gLLj6H0r7bhul\nRr49QrbWdvU+N4hq1aOBc6XdX9DyTVdWutY1K51O62CW5kMjBV4Gew9h0rL1TWrDRIlk1CXLv9yJ\nFBZv8+tWolJkXI4rzLxNdS3Wu3rSkny5WiUHsqnA/l+tfsGCw0a0uTZI/JsdiZUY8y3Z9n/s8/Hb\nTNa8CX9h4iFzGPD7Kn2llEm22YZTdjJO3a44B4A9K9pF0k9vDfWVzBc2twgkhmjVWV1IyCCBzxXx\nZ8G7CXw/8KfFPiS7QxrrZWztgeDIq7k3D2zI4/4Aa98/Zq1W8vvA+p6XdOzw6deA2+f4FddxUe24\nE/8AAjX5xxPk1CjUr4rDaKMkmumqV/ukz9B4azetWp0cNiNXKLd/Ru33o9W+0y/7H/ftf8KPtMv+\nx/37X/CoqK+HPtCX7TL/ALH/AH7X/Cj7TL/sf9+1/wAKiooAl+0y/wCx/wB+1/wps6WuqWVzpGqw\nxzWd7E0MqFAAVYYPb9aZRTjJxaknqhSipKzWh8nfEz4Z678OtVdJo3uNKmc/Y70ICrr1Cvj7rgdu\n+CRxXFeY/qPyFfdEhgurWSw1C1hu7SVdskMyB1YehB4I+tcLqfwJ+FWqTNOmmXmnsxyy2twQufYN\nuA/DFffZfxfT9moYyL5l1XX1XQ+Hx3Ck+dywjXK+j6fM+UfMf1H5Cu6+G3wbvPivOItXt5Lfw/E4\na4vMbSSP4Ij3bsT0UZz2B930n4HfCrR5hcHSLnUXXlReTF1B91GFP4g13IkSOGO0tYI7e3iAVIol\nCqqjoABxilj+L48nLgU1L+Z9PRdx4HhOTlzY1px7Lr6s8W+I/wAD/HOr6hbWvhttLfR9PiEFpCJP\nLaMAAHKlcDoAACeFFWvh7+zyuhX8OueO761unt2EkWn2674yw6GRmA3Af3QMdMkjivYLlmW5mwSP\nnbp9air56XEeOdD6vFpLulr957seH8Eq/t2m32b0+4sS3s0rl/kA7DYDgflTPtMv+x/37X/CoqK8\nK57diX7TL/sf9+1/wo+0y/7H/ftf8KiooAl+0y/7H/ftf8KPtMv+x/37X/CoqKAJftMv+x/37X/C\nj7TL/sf9+1/wqKigCX7TL/sf9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GTH+6aAI6Kf5E+ADExOBkhCATjnA5x+dHkT/88X/75NAD\nKll/1UP+6f8A0I03yJ/+eL/98mpZYZjFDiJ+FP8ACf7xoQFelH8PzsuHVjtCncB1U7geD7YPoad5\nE/8Azxf/AL5NHkT/APPF/wDvk0AMop/kT/8APF/++TR5E/8Azxf/AL5NADKKf5E//PF/++TR5E//\nADxf/vk0AMoVWY7VBJPYU/yJ/wDni/8A3yaltvOt5N5t3YYx900AVyCpwQQR2NFT3AnnlMn2dxnt\ntNR+RP8A88X/AO+TQA6H/VXH/XMf+hrUVWIYZhFODE/MYx8p/vrUXkT/APPF/wDvk0AMop/kT/8A\nPF/++TR5E/8Azxf/AL5NADKKf5E//PF/++TR5E//ADxf/vk0AMop/kT/APPF/wDvk0eRP/zxf/vk\n0AMop/kT/wDPF/8Avk0eRP8A88X/AO+TQAygdR9angtJpZQhjdR3O01k6D4p8NeKdRv9J0Oed7rT\niS++MhXAOCVPcZ47daTlGLSb1extToVasJVIRbjHdrpfTU07r/j5m/66N/Oo6sz2tzJcy7IHPzt/\nD70wWd0XCeQ4J/2TinYxuQ0VVn1/wra6wvh658QW8epMQghJ6Meik9AT6E55FVvGvi7wx8M9DfxJ\n4zunitlfZFFEu6SZsZwo4zwCTkgADk0otTdou5u8NWUoxcHeW2j19O5N4j8SaX4K0V9e1dtx+7bQ\nD700mOAP8ew/CvmzX9d8QeOtbk1C8Et1cycRwwoWEaDoqKM4A/8Arnmuy+JXxA+FXiC2stf8W+I9\nV0i4kg32mkNGDNHEeSzIgfB9TnGRt7Vtz6VY+EdMtLfwmftJvl3tcsoZz14PA9D24x0r5niLHLL6\nEsTim40o9tW29rLv+W5+i8Nxw2UUVPkcsRO6u1ZJLdJ/nbd6Hklzoms2cRnvNIvYIxwXkt3VR+JF\nVI45JXWOJGd2OFVRkk+wr2Wzl8RxuPtLR3Mb8PC5GSD6HH/1qPFl54d+ENlc61pelxPcyR+ZuYcK\n7Ywqjtyy4HQA55xXgZHmuDz+nOph248mslJWaXfRtNaP0+4+klxFKnJUnT5py+FRejfZ32/U88tP\nhz44vYvPh8NXgT/pqojP5OQaztW8Na7oeDqmmywKTjfwy59NykjNcnqvxu+JurXpvJvFNzEu7Kww\nhY41HpgDn6nmvQfhv8W7jxG50PxSwuA67X8358oeNwJ5wOMqSeOR3ojm+CqVfZrmSf2na3zXRHpT\nlmuHh7arGEkt1G9/vej+4520s7q/uY7SzgeaaU4VFGSTXQ3/AIe8MeGIYf8AhOvGun6TPKNyWvmK\n0rAnqFzk9OwI96f8W9at/gJ4VuL/AEqMPrmuyNBppkAJt48ZZiD1CfqSmeM18ha94iudO0+48W69\neSXep6i7FZZ3LMzHqxJ5x/8AWHFfV4LKvafxDknmFXGx9phpcsNk7ayfz0SR9g6Vo/wo8QyR2+lf\nFzSre4mOIoLtlSSQ9NqhyhJ9hk1bvvhnBDOLKw8XaZdXbqWjh3KpcDqRhmJ/KvzY1DxTdXt01y6m\nSRj9+Q5P5dvpX0b8A/iyvxG0uf4U/EJjPcwxfatD1AsTPE8Y4XPUlR8wOc7d4JxgV6dTI6FvdOTE\nVMywUfbKs5RW65Y3S77a+Z7vdeFPEdpctaSaLeO6c/uoWdSPUFQQRWr47TWfBHw2ttLstNvIrzW8\nveTrCw8qLAJUnHykgquD/t1x/gD45+P/ABbYah8NdR1yO11O3hlTS9TEaPMHj+Vo5d4O5lIJ3AZK\nhs4ZcnzbxP8AtJ/Gjw54lFpqGuxXwtUMclteWkRXcHYMMoFYdMcNXm1codGEuWWr0+83weOxePxV\nOFSEXyPmau/estOj0vrbutR9dD4b8Qm0Yaffvm2bhGP/ACzP+H8q0/C/iPwR8eLGdNMsY9A8YW0R\nlktQf3V0B1ZTwCCSMnAZc87gMnlTpl+uo/2S1q63fnfZ/KI+YSbtu386+Vr4argqiTP0fDY2hm1K\nVOouWUd0915p9V5/eeyeFPCv9t3El1ezeRploPMnmJwCBztB+nU9h+FN8V+O3vU/sTw2DY6TANii\nMbWmA7nuAfTqep9AviXU18PaFY/DqxmJaCFZLuUHmVjztP4849No7Vx20+hrxc9zaVNvBYd2/mfV\nv+X0XXuz5PC4T63U+t19Y/YXS38zXd9OyO90HUG1TSVklJM0B8tye/ofy/rV2ue8Dl8XyYOCqH8f\nmrotj/3T+VeNSlzQTZ5OOpqjiJQjt/nqKnR/93+tNBIIIOCOhp6I2G+U/d9Kbsf+6fyrQ5D0PwR8\nRXVk0TxPOZLdsLDdOfmjPYOe49+3fjp7ZXyhsf8Aun8q+r6/SeEswr4ulUpVnfktZ9bO+nytofnX\nFeAo4SrCrRVue9100tr87hRRRX158kV5tQsLe6gsri9t4ri53eTC8iq8uOTtUnLY74qxWbfeHNF1\nLVbLW72wWW907d9mlLMDHnrwDg/iDjtWlUrmu7/I1qKnyx5G721v3u9vK1t7a3CuL8QfEu10H4g6\nF4FbS5J11VM3d8soVNPeQSfZFdcc+e0E6KcjDIBzu47SvIPEnwLn8VN4q8TahrF3B4q1G8W60WW2\n1q+jsbT7JtOnedbI6xS7JIxM4eNsPI4BICmqMjvrfx54bvPE0vhKzlv57+3kMMzxaXdPaRSiMSGN\n7oR+Qr7CDsMm7kDGTisW0+MXhFfDPhvxJrU9xaQ+I9Ns9Rjmt7C8ubOFLhUKGS5EAWJCXADTCLPU\nheQKFt4K8Yj4l23iy2sdI0KyeUzavJYazczHV1+zGNY5bNoEhV1k8si4DmTbCFxhiF4HUPgX8Vbn\nwBpXgD+3dMmtbLwhpWhqRrl9aQWd3bQ7J2FvDGFu0lIQBpiNgH+rPKsAfRFFFFABRRRQAUUUUAFF\nFFABRRRQAUUUUAFFFFABRRRQAV4V4g+HPiu9+KNz4qh8KXkurf2/p11p2ux3tuumwaXEsayxT2zS\nB5J9jXaq/ku4MibZUUYT3WigDxDT/h54n1B/D/w78R+DY5fDvh/X9U1O71K5mtprTU7KdL1IbdYd\nxlLsLxRKJI1TEcgBcMK7jT/gb8FNIv7bVdK+D/giyvbKZLi2ubfw/aRywyowZHR1jBVlYAgg5BAI\nrt6KAOR3yYzvP/fVJvf++350mTjGaKyNRd7/AN9vzo3v/fb86SigBwd+P3mOec5JIwenPHOPXjNJ\nvf8Avt+dJRQAu9/77fnRvf8Avt+dJRQAu9/77fnSq7FhukYDPPNNpdo5AkQuqq7IG+ZVYkKxHoSp\nx9DQribS3HnzBGrMzhiqlgMlcnPAbAzjHoOo9adM8ggjKnLeWxUFyoJycZODj8qhqWX/AFUP+6f/\nAEI0IbHSrJFwxYZ6Ek5PP5YxUO9/77fnTpJWkxkKMEn5RjJPU0ykr9QF3v8A32/Oje/99vzpKd8m\nztnHqc5z+WMUwJ7i3lt0DmYtk4PUc/1pgjuDF5wJ28n73OKiZ3cAM7EDpk9KuLcQCx8vI3hSvTnk\n+vpT0YFPe/8Afb86N7/32/OkopASRLNM4jRjn69Kltbi3l81bLVI7h7dx5yQSqzKRn5GHOP0PFMt\n4GuYri1DvH58TR+YnVCRjI964b4ZfCnV/AuvXeq6lq1tOkkDQQxQFsyAsDufcBg/L0GevXjnOU6k\nZxUY3T3fY78Nh8NVw9WpWq8s425Y2vzd9eh3UTuY7g7j/qx3/wBtah3v/fb86tatdaHoFn5uq30d\nqtxiNCSSW5B6f5H51BNEqbWjkWSORQyOvRgarni5OCaut1fVepxcklFTadns+j9Bm9/77fnTwtyV\n3BZMeuDilgkgtkmvrlS0VrE0rADOQBn+leXT/FDxddaos1jOioz4S1WBWUjPC9Nx+uc/SvNzHN8P\nlfKq125bJK/z3R6OXZTiMz5nRslHdt2/Rnpu9/77fnRvf++351IGlu7C11J7VoHuIw0kZOdjY5GR\n71DJd6Rb6jZ6Jdagseo6gjyW8G0neqDLc4xwPUjocdK9JTTipJ6O347HAqU3JwSu1e9tdt9ui7jt\n7/32/Oje/wDfb86fKltaBP7Qv7e1MrbIxK4Xe3oMkZNJdJBp8E95qd3DaWtsu+WeVgqKvqSaqPvS\n5Y6szl7q5paIfEAY3nnuDHFGMsxNBMcsAurO6MsROMg9DUelXmieItKkl0nUrfU7GYlGktpA21h2\nODwen6UajdaX4P8AD1zf3EUhtrX5yDgtI5IAH4kgVhKGOWNVJRXsra78/PfRW2tb53JlWoQoOtKW\n2t+lrasfBNPG4lTc23r1xXC/EnXYvhpZR6j4O0KCzvted/tF8sYYRsMHGCCMncTjgfKTg1xmvfH3\n4j2uu2H9i+H9Pm0tyPOiEbFsZ6GTPy8d8evFeueIPGPhSx8CXHjrV4FuNEjgE7wPCHJcsFEYU8bi\n5C+mT1xzXfjssr0qavo3s97Mz4a4lwOLxaVJe0j9qGq5lsrrqr2dn80eFftDfGnxz4fk03w1pOry\n6Sosxd3V/GBFJcEu6DDfwqNhztxkkjoKNE+MvxUh+C+m6v4eaTXb6W4ZZ9SMX2p4YhJIoyBnOSqj\ncc45HUghde1T4V/taaWnhnxJYS+HNas7ny7F4bseY8RPC7tmCpPbadpHvk+u/Bz4QaR8D/BsnhTw\n489w9xctczzTzeYzMQB1IUAYXoqqMk8d6aSpwUZbo+rxNbC4fDqFSlaopX5bKzXr2/4a1jkU+HXi\n34j6J4e8Ta5BBpWqXn76/OGjdIySc7Dk7sAEAnjdziqv7TXhux+LEUHgbw7q1vP4g8PA3t5YtME/\ncSKvBOflJwhGeCM5Iq98d/jX4p+Fmu6HpejaRayw3UP2q4uLlGYSAPtMaYIAIAySc/eXp3wdT+HQ\n8QeMJfjXoGqQ2tl4u0uOK/guWkimtd0cWGQqCRwoyDtIJJz2HLGjTw7lUWnNv8jpw+IxeJdGtWfL\nGCl7Oyvq2tH12vb0PN/iF8Gb3xrd2XxIsb/TbS6Onpps2n3VxyqiRn3KVVgW3ORj0Gc9a961zwtq\nth4HtdR8LeXqVzNCp3RONisxzuUsRkDcevoMjmvnrT/2ULm21mO78U+NLXXvCujq14bu4uJJZpQC\nSEkBBBABYkBiDgDjJA6l/jTqmrXJ8GeHbqTStEtLYRWwsyEZdmFXLD2x047Y71y5lkdHijDPA1na\nDa1W6a2tucXEuf0uHqdKcZurKN3y8tvd87u/6+po+HPB/jhPFFpNqNldjc7l5jKHVfkPLFScc1R+\nLmsweK/DOradp1wLi58OalJBdhOcFSMj3wu3OO6sOxrN8OeMfi1pmqw3Nx4tiuLBZAzifc7SIDyP\nmJK59VYV1fxB8A6x9rtPi18HNHTULbVE2a/ogkRHnZc/vUyceYPmBA65yAdxryMFwDhuG8PWp05u\nXtVbmfTsraevmRw7xvhuIMfBu0KlPVJ7Oz7+a08na581VveBILy68X6Xa2CM8884iVV6ncCCPyNd\nVH4O8MeKb5otPttd0PUGOZdOutMlVoiewVlHf0Yj6V6j4N8F+Ffg7aP4vv8Affa00bJZRyYyhYYO\nAPukg4PUgE884r5GPC+KjVtWaUFvK/TyW/3o/Y8TxFQdLkowk6slZRt1fd7W877Hmn7dEFyfE3g+\n3DFoBYzQoccebvTd+OClfIHxpncajpunpkW9vbHaM8biRn9Atfc/inQx8bvCT6RfXccfiXTLlr+x\nlk4EhJyUPopztOOmEPOMV8g/GPwHrkF7Lo+q6XPZazp4DrBMu0uhGDjsQdoIIyDgYODmv0/La0Ks\neaJ42AX1JU8HWfvU7p+d+q8tTxFRlgK7r4Ctdy/Gjw2LPO5LiTOM/cEL7+n+zuriY4Jjci2EL+cW\n2eXtO7d0xjrnPave/hv4UHwJ8M6h8WPHlv5GtXULWui6ZLxLucZy46qTjkdVUNnk4HrN2R6OYVYw\nouG8pKyXdvT/AIc3PhZqLT/tWX3h+zJMNzrs5ALfdYkpNjH1Y/hVb9oCxT/hOtTvbZcql00cuBjD\nnBP/AI8W5rqf2Mfh3fabr2q/tBePEkt7HTrK4ns2mGHnlkB3zY9NnmAeu4noAT5/eeITr2r6neay\noZdXuZbmXnhXdixx7ZP4YFefibSfIcWAbhmEqlLVU4xi/N63t6L8TlvD2van4X1yx8Q6POYbywmW\neJu2R2PqCMgjuCRX2xbaZYeJPHHhbxvZRBbbWdN/tJkz/GsalT9f3kf/AHzXxVrGg3WluXVTLbHl\nZVGcD0Poa+4Phvatpek+BNLvcLdQ+GJN0ZHKMfspx+jD8DXz+OpJqKmtmvzPex+JUUq1B6yjOLt2\n5W/wdjzrxDqcuoeIr7U93Mlw5T2UHCj8gBVlZBLGsqHhhmsNlZWKsMMDgj3rrPB3h+41ME3atFao\nQ+TwXHoPb396/DlKeIrSb3k2z6XFeywmHTbsopL5HSeEbR7XS5bqQFWuWG3/AHR0P6mtjc394/nQ\nxQKscShY0G1VAwAKSvXhHkionwdeq69WVR9R6M2G+Y/d9abub+8fzpU6P/u/1ptUYi7m/vH86+r6\n+T6+sK+84J/5f/8Abv8A7cfDcaf8uP8At7/20KKKK+8PhgormtcsfHc/izQ7zQdbsLbQIPN/ta0m\ni3S3GR8mxtpxg/7S4/2uldLQVKPKk73v+HqFc3e/Er4c6b4iTwfqPj/w3a69JLFCmlz6rAl20kmP\nLQQlt5Zty7RjJ3DHWukrwnRvGEejfHfxvoMnxQ8E6IL/AF/TANE1SHdqV+X0yyQfZn+1x43HCL+5\nk+YHr90BJ7tRXgen/ECVJvDfhO48W3D+If8AhZOsW97Y/bGa6TT/ALXqL26zJnctuYfs2zd8m0xB\nf4azPDstzpvwg+FfiDxb488RppniuDT7vxZrV1rtzGY1fTJJIVMwkH2SJpzErSRmMuQodiXJIB9H\n0V8y23jCw/4SHwraeNviPrOn+DJ4fFn9n6jJrlxZLf20N3p62ck10rozBVknWOVnzINh3P5h34d9\n4x+Jd3aafHrPjGz8Pzy+Grabw1qOv+J7nRFnu2nuQs8kMcDJfSmNLMyW8hGA/CgyFgAfW1FIu7aN\n4AbHODxmloAKKKKACiiigAooooAKKKKACiiigD5zT4f/AAQ8GeHbjSNV0bxL4l1fwzc6f4cuXh1G\n7W51fU5raCRREhuVTe6zJI2WVEBYkhVJrtvhX4C8Bm/034meA4dX0mE2eoaVeaZe3U8rGcXMaOsq\nySuqyQSWs0fy5BLtyRjPN6j40+CXhv45eILrx9qNlo3iDSZba5sHk1GdredZLGOP7S8AYwpdKrSQ\n5K+Z5PlkHa1eq/Do+DZPCVtc+Ab6O90W6uLu6iuI5WlE0stzJJO+5uSTM0pPvmgDpa8k8e+E7G7+\nIfhnTdD1zxXbaxq2of2vfGDxTqa28GnWhRpsWon8gLJI1vBt8vG2ZyBla9brOi8P6RD4guPFKWn/\nABNLq0isZLhpGb9xG7uiKpO1RulckqAW4znauADxw6b4+8GeKLk34km1nxZqOtWnhrVJfF2pXlhD\ncOl1dWUV1pbhIIo0ghCkxbyDGem7dU/h/Sv2xo9f02TxP4s+Fs2jLeQtqMdnYXq3D2wceasRY7Q5\nTcFJ4zjNejad8N/CWmeIB4ohtb+fUEeaSBrzVbu7itWlz5hghmlaOAsCQfLVeCR0OK6egDlM2v8A\ncl/76H+FGbX+5L/30P8ACoqKyNSXNr/cl/76H+FGbX+5L/30P8KiooAlza/3Jf8Avof4UBrUZIST\nODjJBAOOOOM/nTEOcKM5yeBjDZGBnIzx14xSEL1V1cZIypyMgkEfgQR+FJ66Dt1JWa0LErHKBnj5\nh/hSZtf7kv8A30P8KiopiJd1sOizA46hhkfpTmmhZdhE23OQu4YH6VEEyB86hiGZVJ5IXGSPpkfn\nTaLhYtSpYrGrKXJPYOM9O/HFJKbbyocrJ904+Yf3j7VWqWX/AFUP+6f/AEI0IAza/wByX/vof4U4\nLaeVJPIxiiiUs8kkgVVA7k44qCq+qaXpHiHRrzw94gsjdadfIEniDshYAg9VII5A6HtTVr6jSV1f\nY1HtraNQzbyCCwIkXHt25zUGbX+5L/30P8KiSO1tra2sLGAQ2tpEsEMeSdqKAAOfQACp5xBgeSBk\nnjBJJGB1z0Oc0n5C9BubX+5L/wB9D/CjNr/cl/76H+FSJp104yEH0zTnsRFEWlb5ucYPGew9aNgI\nc2v9yX/vof4UZtf7kv8A30P8KcljcN8zLsQDJZugFc3cfEf4a2l01lP4rjMqttJjikePP++qlfxz\nUznCn8bS9dDow+ExGLbWHhKdt+VN2+43dVtb7UdJFpoWqnTrlZVdpGwdy85HT6fljvVnVdb0Hw6s\nN7rmprbiQeWrEZ3nuQACf8Keh0y50uO+sLiG5hlUNHNEwYN7giue8YeBYPHlpZFdS+yXFjuQZTcr\nK2M8ZHPyjn61thqNF1+epJpO19W9r2stjzsyr4ulhJRwsFKcdk9NW1e70enZstXPg/wvrmjW5m1K\n6ureMebBcRSDLIxUYzgg5+XJxnjtWmws0hhggglSCBBFHzwABgDn6U3SdBg8NeGYtEtrhp0tY8F2\nHLEyBifzJ4qxBHNcRiEQsFYAFtxxgHPA9feueOEw+HqSlQilfS/VpbXOqOMxOJoQWJeq1tfRN72+\nY2M2FvA9xfOsNs6lHaeRQpB+vFc3pfwx0PTdQPiGx1oPZqrtGjhWVeDz5mcYHPOOneuL+PWv61Bo\nsWpeHrJ7i1s5GtQqqWAmyBuYDt1GfbqM1h/Ctdc1n4b+J9K+K2s/2VoXiWA2NrOzrbyQmVWjZ1yB\ntzuXaT1KdMHJ8KdanmGaxwVag2oaqWva99Ol9PU+ppZdWy/KZZhHEKHNpKOl7Xt96WvTQ9b8GaXr\nMNzqcuq+JodRhmGba3imZ/LXJwQG4QYIGFyPfitgXVsCjtbbpIgVSRsFlB64OK8N+B/wp8Ifs52H\niLxLpnjSTxre6gE854tqsqJyF2h35AJySc+3SvSfC3xG8HeNJRaWFzJY378i2ugFLn/ZIJDfQHPt\nX0uJxFP23s7q/a1j56hks6GHlWwPNUopv39Xvq923bXd6Gj4j8I6V4zksmub64tntcqQuDvU4J69\nDx1/SqHjHTtB+LXhHVvCvh3xAqzWcyRu+G2rIjZCtkDcpweRkcZGcYroVE1tOPl+dT065p1rYQQe\ndHp2kQ2X2qQy3DRxBPMc9WbAGTWOFgsHifrdBJTbTb7228tCK844vCPC4ltpK0VpZXfvX0vr010P\nnr4pXniT4A/DvRfC/hzUVt77X5JpL69tc7lMYTIRiAQWMn3sA4QAY5qD4E+MPEHxL8Pa58Odb127\n1C/K/brWW9maV9qlPl3nJ25GDk8bwR0Nep+J9Y+B3xEhbwD4m8UabeTRy/uRHNtkSYcARSDgv1G0\nE5zjB6Vn+Hfh9oHw6sr5vB9pdaWbxfJbULmVWunj6jaTjaO4CryQCc4Fd2Ix8ud16ms27noYbLcL\nWyp5VKny3VrtW0fW++3Y4seB/FUd4bCXRL2KRT8xdMIB6lz8oHvnFdP4n8UeGNE8GWvw1ubfTdUk\nMe+dbl1ZA+/zAQhBz8x4zzgZ4zVnUpNSHgfW7bRvEOoSaiqhhJPGu7ZwWw4Rc/KHOck9a+er/wDs\n7Trh/wC1ppb28c7pPmJ5Pcknn8TXrYPETziClKKsntfqfk2dZbR4DxLhQrv2klpJpaK/RNb6av7j\n1bwP8M/A/izX7TxBfWltoV1oU6ahJBZyfJcpGwYADaBtyBkgBue/WvM/iv8AH3xt4w8R3kWlaxqO\njaRBK0VvaW0rQOVU4zKVwzMSM4JwOwrf+GuqWt3r1rY21tdWqySM0jIeBGF+Yn2wD2rh/i34Qn0f\nxZfajDtm06/uZJIbiMfKWJyytjgHOSPUcjuBz43DLDVlG1ro/RfD3PHxJQlVxclOcHyp2tpo7276\n/gXNH/aF8TeGdAEetafa+IYdOG62GpHzNpHAzuBHHAyAG969h0z4geC/jJ4Di1XUrlbO01p0sbqE\nNkWd3uAAzj++UIY9coSBk18SeNdfjuNDnjtmzCZhEMHhsHr+Yr1j9m7T9e1D4OeKmsdNkuRNqUYt\nUGAPNURZbJwAM7OScfKfSvmc1qrlair6fefs+CyCjTpRxTfs586V07Wu1rrorPX5HtWu/DTxNpHg\nvxNoll5F2UkR45opAA0GI2JKnlTgPnr+NeZRR2Pgm1aKMpc6rMmHbsgP9P519A6FpM+iy3PxF1TW\nlt9Pn0kQXumNOWjWQEktjOCwGU9CPzryrXfg7ca3LJrvgPWbHVrK5cuI/PAdCeq7jwce5BHQ560Z\nbmNHAU/q/wAM3qrvp/Xc/JfELKMdnWKjjIS9pCKUZ8qa95a2ffztvp0280m1K/uGJkupOewOB+Qr\n2Dwn4k1/w/8ABW61Sz1S4tbg6kBavuyCMxg8HII+V+o9a5vS/gl4nadX8RtBpdopzI7TK7Y9tpKj\n6k/nV/4meINM+w6b4K8PKF07SxvJH8b4IB/Vj75z3rwOKs8hh8FOEal5y2s9fX9Tp8N+EsVXzWni\na1Llpx3TW/qn06a739TodE+KepeNoDoWr6gthqrrttbyKCPDN2BBBGfboe2DivJfEmoeL9G1+5tN\nb1W6lu4WwWkkLoy9QVB42kcgYH4VAjvG6yIxVlIIIOCD611/xKVfEPhDQvGZUfacmzuSBjcfm5/7\n6Vsf71fH5Vm1bM6UqVeTc4K6fdba+a016o/ozC4LD5RjIxpU0qdXS1l7srXVn2dnp0exgaT47kgn\njkvI2jkjIKTwHDKfXH+H5V7LpHi/wp8R9Ft9H8aadpeoz2xP2K8ubeNwDj7rBlIB9RgZ47gGvmur\nNlf3enSrPaTFGHUdmHoR3r28JmVXCyunodGc8LYTNaei5ZLZ9v6+49rvNMtfCl9JOf2adNadM+Vq\n3h4wzySADuMRSr9CSM9M1i3vwitvGd8njuf4U6jLcWy4aXxDcr5dsg5+SASSAY68Rjnkt1NVvDPj\n/VbmDyLLVbi1mjGTD5hKEeqg8Yrbs/HniuxuxcHVp5gOHhlYmNx7r0/HrX01LPU1ex+eYjhfFYaT\nVNpSXnLVfe9/Wx5T8afjBZXejf8ACv8AwpeLNb7v9OuoMCN+nyIR97OME9MDaM5NeFfL719g61on\nwY8bzvfeKvBBtNQlJaS5sXMe9j1ZthXJ78qfrVPT/AH7P2gSrd23hO91WdDuRbyVnjB9CpYKR9VN\ndP8AaFGS5nI68EngKXsYUJ367O79b2PLv2fvhhqvjHVote1u38vwlpr+bdSXIxHclOTCmeo4+Yjg\nDPcivp218beA9Z8aW99deGWikybKCeNto8tiQOAVxknPTjNcPr3jC/1qBNOggisNOiAWO0gGFAHQ\nHGM49MAe1YKsysGUkEHII6g15mJzF1JJRWi7m39kyxblWxLcZNNJRbVk97tbt9ehteLrXRfD3ifU\nLW00UDEzSRGTBwjfMuM57HH51W0DWrmbW4VmbEcoaPYvAHGR+oFdL4mtR448M2/iawTdqOnp5N7E\no+ZlHJIHtyw9ifSuC0uQxalaSAgbZkPP+8K/Ms3wssBjWl8EnePo/wDLZnp4JxxWDcamtSKcZXd2\nml+u6PRHEasRhuD60n7r0b86WcYkNMpHz5Inl4bhvu+tN/dejfnQnR/93+tNoAd+69G/Ovq6vlBV\nZ2CIpZmOAAMkmvq+vu+Cf+X/AP27/wC3Hw3Gn/Lj/t7/ANtCiiivvD4YKKzL7X7PT9WsdGminabU\nN3lMiZQbRzuOf5Z98Vp1EKsKjlGLu07Pydr/AJMuVOcEpSVk9V59P0CiivILP4j+KNJ+LviXRvEV\n5HL4VuNUt9E0mQQop06//s62uVjkcDLLcGeUKWJ2yRqg/wBYoFkHr9FeLeGfjN4sufA2jahbeGYv\nEd9p/gzSvEniS5kvlsnY3NuzlbeNYmSSZvJlbYTEgyg3DPEvib41eK5vD3xD1rwP4S0+Ww8F6bJc\npql9qbRi4kOlQX8ZjgWFi2FuAGVmQcLhjuYIAem3Phmwu/Fum+MpJrgXul6de6ZDGrL5TRXUttJI\nWGMlgbOLaQQAGfIOQRr14hf/ABA+Jnh/x14mvZPCljqEemeCtJ1i+sE8QyLa2u261Xebdmt/3k8s\nccfBjjU+UFZ8KpPX/FT4j2PhX4af8JNb+ILLRZNaNrY6bqF/JHHFay3bKqTv5h2YiVmlIbgiMjnp\nQB6BRXkfh/40XureBPAuq6HZab4m1bxPqknh6aS31FYbQXlvbXck86yokgMRaykK7Qco6sM8AzaB\n8Z9cvZtOn8R+CbXSdMvtc1Dw49zHq5uJI72zW5MjiPyFDQE2cqq+4PkqTGATgA9WorwrSf2qNC1X\nRNa1q307SLr7D4Tv/F9lbaf4giu52trVEZoLxUT/AEOciWLC/vBzJyShFdBrfxV1vwrqFrf+M9Af\nTLZfDOu69Jp9nepdO6WkunrEr7oUInIunXaknlqSQWkyrIAeq0Vw2peM/GOgeFJNc8UaF4R0a8+0\npFFFeeKmisxGy5zJctajZJnI2LG4OOGI6a3w78Z2/wAQfBuneLra2S3W+WQNEk6zoskcjRuEkUAS\nJuRtrgDcMHAzigDo6KKKACiiigAooooA8I+JHjD4j2Piu9lPxDtfA/haw1220Zry40mGWJYJdNNw\nt5JPOduDdslsANoGOTkjHf8AwV8R6p4s+Gula5rOsLq93JLeQvqKRJHFfCK6liW4iVAFEUixq8eM\n/Iy5LHJPmfxC+LsvhL40afpPjr4gWPhzwwNWFk2k38NvFb6jpr6NcTtetNKpdtt6qQBY2UAqoYMZ\nFr1P4R63rPiTwFY63rcciy3VxetamW2+zu9iLuUWbtHgbC1sIWxgfe6CgDsa4zWfi54N8P6uNF1i\nPxHbyteQaes58L6m1o080ixxKLpbcwEM7ooYPtycZrs64bX7DUfFHxM0PTJrC4TQ/DMDa5PO8TCG\n5v33w2sSsRtfy1+0SsBnaxtzxkUAaOnfEzwVq3iWTwlYatJJqMcs9uu6znS3lmh/10UVwyCGWSPB\n3ojsy7WyBtOOor55i8I3niiw8PfB/WvDOuRjTPEWt3Ot3ptJ4LVtOnh1GNZYbwAI7zC9iG2Ny675\nNwUqa2fD/wCx18DvDGv6b4l0nStbS+0m8hvrVpNevJEEsTh0LK0hDDcoyCMHoaAO9bGeOlFSm4nH\nUp6fcX/CpYZtykyOgOe4UYGDyOOeccVi2kakdq0Ky5nAK44yMjNNuGjaZjCMIenGKX7TN6r/AN8L\n/hTklncZDRjJwMqoycE4HHoDTbSWoEFPk3sNzuzHA5Occ56HvTvtM3qv/fC/4UfaZvVf++F/woAi\noqVbiZmC5QZOPuL/AIVYuvMtwpWRTk4OYwP6U7dQK0DI7PF9qQJGxWba+dhABIYDocFT+IpJkEbK\nAGUlQWViCVPcEjjj2p/225yD5gyOnyjj9KT7VMeSV/74H+FJgtiS2mgjiZZUBJP93ORjpUcv+qh/\n3T/6EaPtM3qv/fC/4VJLcSiKE5XlT/AP7x9qYitRUv2mb1X/AL4X/Cj7RPjd8uPXYP8ACkMip8LK\nkqOw4BBNZXirx3Z+ELu20+fTWu5poxLIQVUKhJHHBycqeOPrW3JdCSKG6tWHk3EayplBnBGR2965\n6WKoVqs6NOV5Q3Xa50VMLWo0oVpxtGWz7nn9z8K/E+o+KfGGq3HjhoNN8R2qQWskUj+dagRupTbw\nuwFgeG554BOa6H4YeDIvhx4OtfC9zrx1V4ppZmnbKhSzZVUQk4UD365Pfjb+0zeq/wDfC/4UfaZv\nVf8Avhf8K63UbVgqYqrUh7OT006dlZHJa7YeKtG1LVdQ1bxHHd6JrH7i0sxI2cseEAIwvAK8E7sk\nnGK8lfwZ4SsZ00jVfFfl6o4X5FUbFJ6A5HuOpFfQV/p9t4gtIrO8KrLbzC4t32j5XAI/kzD8a881\nn4KeINR8QC7tdRs002fLXKOCZNxxnb2IznGcde2K+bzijioRjLC0/aO/VvRPfquv3H2/D2eUIQca\n9X2TtrZJX5dI9HfTfq38iL4Mpq+ha/rHgm/laW0Fr9thPOwHcF3L6bt3I9U9q9IBI6EimaToOn6H\nqM7reRPq1zapH5ZIJWFWYjGeTyxye+B6VY+0zDglf++F/wAK9rDUpUKShLzPls7xsMwxksRBbpX6\nXaWr+ZYsWeffBIxZNgwD/vrXgvxJm+Jl347vF0n4pDR5bSUix0mBzGpjA+VpADly3U7lYc8cV7hq\nGs3ejaDe6va2Ru54NgEaR5IUuqliF5IUMWPsprzF/AOrazrC+NfEmm2VvGbo3RvZMbkjD5XCnLZ7\nKOR0xwayx2LxGDjCVCk6l3Z+S/r5GmS0qLnOpXmopLS6Tu+1n/w/YhuvGNz4W8P6LF8SbVrIa5Ew\nuZIVBVZgFAdeDjP3h1xgdRXNfFnRoJPEGl6hNrVxfaPbWons4ygSBZdzAngYZgoT6Z967fX/AIze\nBfHV8fBvh3WLd9TjkkEUV5bkw3BVcnYQcNjnPOcAkAgGuF1D4jS6hA/hnxx4ftrm2tXKCOEFTGV4\nwMk/mCOPWtqGPWU4vmq6x6abadzrzXhrE8WZR7DCx9nW3ld6NX00tddtG+nocv8ACq/1C58fu9qW\nNtcRym5Xt5YHyE++7aPxPrVK+VYtauV05iqpcv5DIcEAMdpGPwroZvGOkaVp82neDNBXTRcDEs7H\nMhH1yT+JJxXLJeyWSSXyKGe2UyqMdSvP9K8jOcfTzGupU0fY8A8M4rhjL50sU7t9Oi/r9WehfF/9\npm/+F/huy8N6ZFDqXi5bVZb25kUFIYuQGx0LsVbrwNpJHIrhPhz+0J8RfHOheJvD95rwn1vVdKlb\nTYJkijAyjqxVkVSvLx89BkHtXA/Hjwvqd/4qTx7p0cl1outaXDF9pVcpHKu7Cseg3IQRnrhvSvMb\nKT+x9astWsvEUVnqVtCIoBG4EgckcAZyc8DGOc4r7PCUaLw65t+585LL4Tv7GKvKz2WjvdryS2sj\n1H4X+CtT1bXpvF2u6dfxWvh9QY7GaNkP2zJ+Yjp8m0gE8biCDxXXfFf4leLfEfiba+q3ccVvCqpB\nbSNHHGTk9sZOCOTz/KvX/D+leOtV+DVn4R1HVrK4129t/PkeEKGRixfBA+UEZQHHcNivCfE9qNT1\nCSwtpRZ6lZHybiKUbWZh1znng9/zp4T2eIjNte8n+HkfAcb5jjIY+jG9qKUtm7Xvu9Nu3qelfBjx\n/quh+GNb1fxFPPf2gdLSNJzuZScD7x6gl14J7dqo6/4M+H14V1Wx8YRaY0+XMN2FO09Tjcyn9T3x\nS/BTwlq/ifR9b8GXjRgvsu4nByNy44JxgfMie/J9K8x8a6k8/iG405oniWxdoNjjBDrw3H4Y/D3r\nqw0lhFJ0nyyb20/L7z4nNKTzqdKGLh7Skk9W3vezSkmn208vI7608ZeD/h7DPb+Hbt9W1K7UxS3h\nQbIVP93jkd8DOe54Ao8K+Ctb8VeBvE/hbTLkalHc2cl5p4eQLJDIc4wzYBG/YeoPLeteSOwRSzHp\nXvHwpvU8IeGYfG+qTG0stQhGl27Fiu+RiAD9N6gZ7YY9q5sdilTw9SdZ3emrPd4WwFaGbYanlkOV\nJv3UtLWb163bt6ux4b4N/ZI+IPiTQYJvGT2fhnRLaUz3t3PdRSMsQ3FtoRiAcf3yoFUvi5+0Np3h\n7RbP4RfAKY6Z4b0hDHNqkQxPey87mRscAkli45YnjAHPe/tVa/qngz4aWfwetdWvLhpG/tC/nnna\nSSaEyfu0LE8gvvJHby17GvjSvlZSk4R5lZtH9VZRhnmk5YzEyUoKT5IpWj/iad7t9L7ep9F/A3XL\n+/8Ahl4zWe8nursXS3E7TOXZlKLySTn+BqfYamLORrqwmu7OXHLW8pjP5qRXn/wC8a2nhfxe+k6v\nIqaXr8X2K4LHCq/PlsfbJZfYOT2r0nxV4auvCmoSWE6sY5CXt5D0ePPH4joR618bxVh6n7vFR+FL\nlflrdffc9GlCFHGVaE9Oe0l5qyTXyt9zN/SvitrNuVttWuLnUrY8F7mUySp7gsTn6E/lVzWLKMqm\nr2M5uLS6+YPnJBPY/wCfY15xXZfD/UhM9x4bu2JhukZ4gf4XAycfhz/wGvhMRH2yu3qehThHBv2l\nJWXVd0LXZawfs/wat1mJBub/APdA+zN/8Sa5/SNA1DWdXXRrSPMu8q7Y+WNQeWPsK3fiW11qE1j4\nP8Madd3lroqbJDBA0m6bGCDtB5AHPuzV6fDeGnH2uJa0tyrzba/JLU2xdSFbFUKCe0udvskna/q2\nkjzKlP3RWlc+HPElmnm3egalAg53SWjqPzIrOLHAr3XFx3R9JCpCqrwafoLFLJBIs0LlHQ5Vh1Br\nvNF1dNatjuAW6iH7xR/EPUVwO4/5FWdO1CfTbuO7hPKHkdmHcGtKNV05eRy47BrFU9PiW3+R6DRT\nkuUuYI7u3YGOVdw4FHmP6j8hXpbnyTTTsxtFO8x/UfkKPMf1H5CmI1PDfiK88N6gLy3G+NvlmiJw\nJF9Pr6Guhv8AwZYeJZI/EHgdlfdKrT2BwrI2edo7fTp6HtXFeY/qPyFdH8Onvn8b6LDZ3DxGS9iD\nlDjMYYFgfUYBqamGpY6Kw9dXV9O6fdf5bM83HU5UFLGUJcsop37SSV7Nfk90b1/bz2t09vcwvFKn\nDI6lWU+4NV6+htYt9J1aRodW0q3ugnyqzINy/Q9R+BrnZvh54Lmbckd3AP7qSZH6g1zYng/Ewl+4\nmpLz0f6r8T85w/F2GnFe3g4vy1X6P8Dx1Oj/AO7/AFqWx0+91O4W00+1luJm6JGpJ+vsPevYrP4f\neC4C7tbXNztXdiWQgdR/dxW3aG00yH7PpOn29pH3Ecagn68c/jVYbg6vKSeImkvLV/ovzJxPF1CM\nWsPBt+ei/VnLeD/h/b+Himra7smvx80UAOVhPqT3b36DtnrXqtcobudjlmUn3Qf4V1dfc4DBUMBS\n9jQVl+L82fE47G1sfV9rXd3+C8kFFFFdpxBRRRQAVyWqfDPw3rNh4s07UWu5IfGFxHd3mJArQTR2\n8EEbwMBlGT7NFIrHJEg3A9AOtrh9d+KltpmuahoGieC/E3iafRljOqvo8EDR2JdBIqMZpozJIY2V\n/LiEj7WU4+ZcgGa/wJ8PJpNloumeJvEemWsOg2nhm+FpcQK2qafboyRJOWiJVgskg8yHyn/eNhgA\nuN9Phn4YXSvFuhmOdtP8Zsf7Qt94VY0NhBYmOLaAVXybZOpJ3FjnGAJYPiZ8PptP0LU38Z6PbQeJ\no45NI+1Xkdu96HxtESSEMzfMo2gZBOCM8Vo2/ivwvea7ceF7TxJpc+s2iCW406O8ja6hTj5niB3q\nPmXkjuPWgDn7P4XafFDrI1LxJrerXWu6DB4evLu7a3WVraF7tkYCKFEEg+3SKTtwQkeRncW1B4J0\nr7Z4au3ubtx4VhkjsYmdfLLtCIfOcbcmRY/MUEEDE0mQcjDrHx/4E1OLVJ9N8baDdx6GjSao8GpQ\nyLYqoYs05DHygArElsY2n0NQv8RvBstpLeaR4h0zV1tr+z024Ww1C3kME1zcJBGrkyAKd8g+Uncc\nEKrNhSAVf+FZaCPEsfidLzUEmi13/hIlt1kTyBdnTpNPbjZuCtFKWIDf6xQ2eWDJD8L/AA9DBp9v\n9pvnj07xDfeJYw7oQ9zdtdNIj/JzEPtkuAMHATLHBzsWfjHwjqOu3PhfT/FOkXOs2Sl7nTob6J7q\nFRjJeINvUcjqO49a2KAPPo/g5YL4Q1j4fzeNPEtx4b1TRZ9Bh06WS1K6fayxmPEEggErMqHapmeX\nAHOa2vFfw68OeNL8XuvpcTJ/YmpaBJbrJsjktr57ZpicDcHBtI9rKwxlupwR09FAHA3Xwnlv4NLa\n++JPiu41LRb17zT9UkGnm5tw8DQtEF+y+U6lGb5njaTJJ310fgzwlp3gbw7b+GdJuLue1tpZ5Vku\n5fMlJlmeVtzYG75pCATzjGSTknbooAKKKKACiiigAooooA8O+I+r3dt42v4Ph14s8bX3iiNoWudB\ntNITVNKhfykMfmG48qK1JTY2EuoSdxbBJJro/B/j74m2mpaF4e+L3gbTdMu/EDy29lfaNqBuIDcR\nwyTmKeJhugYxQyMNrzJlcb8kZ1fEHxc0LQtcu/D1r4e8U65eaf5a3v8AY2iz3Uds7oJFjeRRsDlG\nRtoJIV1JAyM9P4d1tPEejW+sppepactxvxbajatb3Ee1yvzxtyuduR6gg96ANKiiuYbx1FN4rl8J\n6P4c1fVXsZIotTvbUQLa6c8iCRUlaWVGZvLZHKxLIwV0JA3DIB09FcRpPxRt9UudUuJvCes6b4f0\nifUILrxHf3FhFpymylkinY/6SZ1QPFINzRKMKScDmjT/AI5fBTV7+20rSvjB4Ivb29mS3tra38QW\nkks0rsFRERZCWZmIAAGSSAKAJySepJp8TqhJOeRwQBkfn/nmkMUgJGxjg9cUeXJ/zzb8qxavoaiM\nQzEgYBOQPSlWR0BCOQD1xR5cn/PNvyo8uT/nm35UwG0U7y5P+ebflR5cn/PNvyoAbSlmb7zE49TS\n+XJ/zzb8qPLk/wCebflQA2ineXJ/zzb8qPLk/wCebflQA2orvVdSg8V2HhyLwvNNps9q0kmpgnZE\nw3fKeMZyAOoPze1T+XJ/zzb8qsvLdLbxIpcDac8e5pNN7O39bGtKpCDfPFSumtb6N7PTqvuK0ihZ\nGVTkAkA1eWeOeAW8akuyhdpHA96o+XJ/zzb8qu2VrPFKHcAblPyn72PX+VUjEoX+k+HdfAl1G2td\nRlsCY2KSZaM91bB/Q/lUk83nMCFCqo2qo6AVjeDPhxY+B31WfTr27u21EgbZcDYo3YH+0fmPP6da\n1zDKpw0TA/SsaUErzcFGT3t1ttd9TtxjpxqeyoVHOnHZtNbpX0vpr942ineXJ/zzb8qPLk/55t+V\nanGNqRLiZCpEr4U5xuOKb5cn/PNvyp0VtNK2xIzn3FAEhXTE1CbWUid72ZFjBc8RqB0A/nVckk5P\nepvsrlGkieOVVJVvLbdgjqDUYilPAic/RTQNtt6nH/FL4h3ngTT4NM0PauqX8ZlM7KG8mMMBkA8E\nk5AzwMH2ryTxvqXj/wCKfwpvNK0bXpptcsrlbh7cyCP7VEM/JgYXkMcZ4JUdOtd58ffCuo3gs/Ft\npbSSww2wtbrapJiAfcrEemWYE9uPWvG7G6vdPnF5Z3UltInAkRtp+nv9K8HFYyth8W73stkfrPDe\nU4LFZTTq0FF1b3bau7p7Pra3T5mb8Evgz8QvFniTS9c1Hw1faLDol2t1NLewtAGkj58tA2C27OMj\ngA8n19T8Y2HgfRtcuZ/Es91PeXD7jbQcbABjJxj07n8K9L8AeI7XQvDVjbeMPEsUOpajOZlSdRHs\nX5QEJAAzgAnPdsVyHxf+H1xqXiWfV2sp2S8CNHcwIWHCAbWx9PyxzWXEOLrLBRxGHgpTur31smnq\n0vu+ZxZbjpLNp0MVJwp2ai43V7NXs3uvTscHrXhfSZdH/wCEl8KXz3NkjbZ4pPvxH8ge44PrnkVz\nNsjyzpDGm9pWCBfUk4Ar2j4ffCHVoPDurx398LZNVjEUKywkMo2sN+3P+0P++fpXUeDvhD4X8H3s\nOoTmbVdQjcGOWZNscTf3lQcZ9yTjjGK5cDgsTjaFOtUhyOS18tei31Wp61fi7A5aqtF1HVcX7umr\n06vRaPRvfyPEPiZ4zk+CPhm1+FmgeH7fXBewm51S2uZANkchJEY3AgE8t0OAVGMkmvGtB8aeHPDl\npqGr6R8FtF0jUY4nktrhrlZmRsEkgCMFR7BgeTXXftKRX0Xxo8QPd7sym2eM4ODH9njAx9MY+oNe\naxqZC0cgLI6lWz6GvvqbUaCpJfPW581g8NTqcuKm23O0pK+jvr/wDiNA+MvxE8PfEGL4jWXiGb+0\nVlQyxn/Uywg/6lkHGzBIx1GSQc819q+ILnwv8UvCujfFfRfBMWsJrEYFykMqJPDMuQyksV3YZSp5\n7A4wa+ANesW0bUprOQEhXO0gdR2r6P8Ahdr+p+HP2bnvUurm2a51d/sjQztGxXcoIBHukn618zi6\n8qFKTbaa7bn6FmORYXM54epCnF3ajZr3XF9Glbbddj3z4eave+GNQi1HVNGsvC+kx5iSJ51eeaR/\nlUkr8qjpxkk+oA54Tx7qHgHUfGF3p/jfTbvSb4zeZFe2wLLPCxyhyAckDg5U4IIzXjF/4w1LW2X+\n1NUvZWThGmmaTb9CxOK9X8M6jonxI0FLPx/P9muNNUi11jIAbj+I/Trng9cg14lDMq9R2oztJapt\n7909reRrmPBuAwkefH0VKk1ytQVuS3wuKd3Ld33eui0M+5/4UroqPeHU9T1p4Tn7N5TKCe2cqg/N\nse1a/hD4j6V8U7+DwB4htItOsvtkEukIh4V1YHaT03cccAYLL9edf4IeKprh7jSNU0rULWU5WQTF\ndyk9cYI/ImtTQvhP4a8E6ja+JPH3iS3gazlS5isbRiWkdWDDnG4jIHCj8RWVbF5liaieI+Fb30Vv\nX/I6sDkfCeT4Scctb9q9YuOs1JbWSS69+jaujz74+yatcfFfxT4c8Qw+ZHDbWsNo5yfk+zRtwe/z\nOa+dmt9OJ4nkX1BHT9K+uv2nnaDxXZeOktgdJ8SWcJtnYcu0YCMSen3PLNfMniO3gsNWm2WUarKf\nNQ4Hfr29c19ZOEXSi4u6ODh7FScOWUeVtLba8VaXz7mZZ21qh82NGYDne/H5V7D4N+OWn3OnR+Ff\niXZSX9hFhbe/QFpoQOBv7nA/iHOOCGrxuWeSXhjgeg6VHWElGcXCSununsz28Rg4YtXq3utmnqvN\nM+mbfwh4T8QKLjwl49025jcZWKWRRIvcBgDuH4qDXS+AvhdDL4w0u1ufFliJWmUmG3YNIy5wcZI4\nweuDXyDX1T8KdC/4VVo2nCGFV8TavGby6mK5a1iA+VeehBKjH97cedorzKHC+X4qslGlq/N2/M+W\n4ozarw3ls8VWxDslouWN38/w23aPaPGPi34ffCW5u9G0CwN/qzkGYlgdpKj7zHofw47AZzXleofG\nTxhcsRYvaWEY+6sUAYge5fP8hXH6rdvf6lc3jyNI00rNvY5Lc9SfWqtfX4bKsLhYqEIKy8tPuP53\nxvFeaZhLndRxvbZ6/N7/AJLyOytvi946gkDy6nFcD+5JbRgf+OgH9a14/F3gnxuRaeNNEi068k4X\nUbX5QGPdu4H+9uH0615tRVYjLMLiY8s4L5FZZxZm+VVlWo15Nru2/wDg/idB4z8Daj4QnjkaRbvT\n7nm3u4x8rd8H0OOeuCOnfHM16P8ADvxHBqUT+APEp8/TtQBjti55hl7BT2yeno2PU1xPiDRLrw9r\nN1o13zJbSbdwGAy9VYexBB/GvznOMrlltWy+F7H9V8B8ZU+LMFzS0qx+Jfr/AF3XotzwZfGWKbS5\nD9397H9O4/PH5mt6uE0G5Nnq9tLkhS4Rvo3H9a76VCJDge9c+GlzQt2PUzWiqVfmW0tfmMopcH0N\nGD6Gug8wSvRfgRpP9oeOVv3X93pltJOT23EbAP8Ax4n8K87wfQ19B/BHw7Jo3g2bWZoStxrEuU45\n8lchfzO8/iK7stpe1xEey1+7/gnzXFuOWCyqprrP3V89/wALncSPvdnP8RJpKd5cn/PNvyo8uT/n\nm35V9Ufhg+D7sv8A1z/qKiqaGOTbL8jf6v09xUflyf8APNvyoAbXYVyPlyf882/KuuqokyCiiirI\nKs+nw3F3Beu0ge3ztAbAOfWrVFFZU6FOjKU4Rs5O783ZK/3JIpyckk+gV5dFF46+HvinxbNovw/u\n/FOn+KNRTWLSeyv7SA2s5tILeSG5FxIhCZt1cPGJDhyNvyjd6jRWpJ4p8OvAni/4Va1aG78MSeJU\n1PRNO064vdOnt0XTbiO4uZbgFbiSNjblroMpjDv8hymdtUvCPwz8ZaL4th/tSPxNdHR9b1rXNMvP\nP0ldHeS7+1bPN2oNQJK3O10O5Q6ghiFXHvFFAHzXfeAPjF4q0XxTNregan/aOqfDfVvD6Q3k+lxo\n2pzKhSK3FqflgLF9jTOWGDu2dX7P4h/DrxFqfi62vfDehodOhj8LxAxyxRqqWOvw3Uq7SwOI7dZG\nAxzyq5Y4PrKahYSX82lR3tu17bwx3E1ssimWOKRnWN2TOQrGKUKSMExuB904sUAeJaP4e+LGqfE3\nw5r3inSb6K10XVNWe4bzNOWwWCaGdLdrVYs3TgjyvM85gd5BCEcp7bRRQAUUUUAFFFFABRRRQAUU\nUUAFFFFAHznrnj/w7pfjbXNc8L/tN+FdAtNea1vJdMudDF3iUWsUYm8wzqSzxxxcABdqrxncze0f\nDrWP7f8ABun6t/wl1j4n8/zf+JrY2v2aC42yuvyx7327cbD8xyVJ4ziuL8Pf8NOaVoGm6Xq2mfDz\nVr6ztIYLnUJdcvY3u5UQK8zItlhS5BYgcDOBW14bh+NN34vtdQ8aJ4W07QrbT7qKS00jULi6e5up\nJIDFI3m28e0Iscw4bnzeRxwAd9XhOtfCzW18eazfab4JFxfav4n03XLHxYLqBTplrGLVbm3YM4nU\nstvMoSJGjkWZQ5GGr3aigDxub4eWuvfECzu7P4M23hu0F7qDeJNSmWw8nxDZz288bW7xwSO9wsss\n0czfaEXHlnqxrrdP+BvwU0i/ttV0r4P+CLK9spkuLa5t/D9pHLDKjBkdHWMFWVgCCDkEAiu3ooA5\nLz5/+ez/APfRo8+f/ns//fRplFZGo/z5/wDns/8A30aPPn/57P8A99GmVNJAEiEnzdFOTjDZ7DnP\nHvRqAzz5/wDns/8A30actzKAMzSjBzgEfMMEYOQeOQeMHIFRUUAP8+f/AJ7P/wB9Gjz5/wDns/8A\n30aZRQA/z5/+ez/99GrdnmWMs7u5DYP7wjAx1qjRTTsDRLJNKrsqzuQCQDuPSnyzTCKEiV+VP8R/\nvGq9Sy/6qH/dP/oRoARbiZWBMrkA5xuNeS/Ez4Y61f8Axg0b4hjxlHaadbG3lkVpJBNapGfmEY+7\ntbBzlh95sg9/VqzPEfhDwp4xktbjxFYyST2g2K8chQsmc7TjqM/zODzUynUjF+ztfzO/La9LD1+a\ns2otNOyTevk2jiPjZ4g8eWPiSxXw/e6hBpksCSWz2RYLNITyCV+8fu/KeMEcc16Tp9zq8mhaXNrG\n6LUJLVGulHy4k2jOQOhznirX25olWG2RY4Y1CRpj7oHQVBJI8rF5GyTWNOi6dSVRybv07G2MzKGJ\nwlHCxpRi6d/eW8vX9d9ewvnz/wDPZ/8Avo1JCZ5mP+kMqqMsxY4AqCotR099Z0LVNEhuBBLf2skE\nbnOAWUjnHbnn2zWzbS0PNpxjKajJ2Tau+3mLo3iLw94jvJtP0LxLFd3FuMyKjEjHqD0I9xmrlzbj\nVdK1LTLDWCs1xbSQLMrZMTMpUMMHsTnr261434E8GeNfBev/APE40lrXTpopBNdpIr4K42gbSTgh\nmyTjGK7T4a65pt5r+p2Nr4gg1MeS0kYRlYwqHUfNgnrkdcdD71wQWbV5Up06CdJ83tG3ZxXSy8/n\n8tz0c4jl2V432GFrc/wuL0d3u9tCv8K/AHiDwFJqd3rmpQFLpFjjggkZgxBJ3nIHPOB9Tmpvib48\n1nwk1lpmjFUmuIvPknkXecZwAAeOxz+FdVVXW9C0HxRaw2uvWjSG3J8qVGKuueoyPXA/KvVy5UMJ\nKMZq8UeNxNiMwzyFSrSmo1pW1Wm1u22i3Kfw48aaj4s8P3suqRxtc2bCN3C4WVTjkjpnqDj2rjPi\n14i0rwZqtnY6P4R0uO5mt/tRuVgVDuLEclVBP3Sfvd69I0jTNI0PSpdK0S08iBV3sScs7b1ySepP\n/wBauW+Jvw/fx9plvc6ZLHHq2nqVRZDhZoz1Unse4PqSD1yOfNf36k8Mrdj1eC5rAVqNPNZ3VrSd\n3a/S+10trv1Z896rrOpa1dte6jdNJIeB2Cj0A7CvfPgX4j1TVPB1zYXdw8p0ycRQO5yRGQCF/DkD\n0GB2rya3+EfxDuLoWn/CNzRknBeSRAg992cflmvePA3hGHwRoMOgwzrPdzS+fdyqOC5xwO+AAAPo\nTxmvEyujXjXdSSaXW/U/ReM8wy6eWrDUZRlK65VFp2S3em2mnnc5/wCKXxZvvCF2mhaIsLXoiE1z\ncTjKRKegAyOcc88AY6544vwR+03c3mvQeG9ctor77ZIIYbxB5WyU8KCBwwJ44A5Pesn9pTw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6N/wGvDr6zu9NvZ9PvYmiuLaRopUPVWBwRXLj4tqFRbWt80/wDgntcNVVCeIw0vi5ub1Ukl+aaK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\nB2nbivZK5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FQVRd/hf6r8EfH1FfVN14R8DXzb7rwfpu71jgVCfrtAzVYfDz4cq5lHhK33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\n9UFFFFABRRRQAUUUUAFA6j60U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"metadata": {},
"output_type": "pyout",
"png": 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NhlmQMQgCgoAgIAgIAoKAICAIJAwBIbwJg1Y6FgQEAUFAEBAEBAFBQBBIBgSE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wqpQsKnH0oCtJ3aQMQEqI0bpAHxrw2UM4RaDqaXrFSoDLuRVfCflAekZ3RUlwbMEIBwtBq4TDJd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v1Uz2PBAYwGtv2fZaQ24MPxMnThSZ/s899xwtWrRISJGBa3TxxRfTVVddZag0LFiw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\nIa+++qpcd911CSGnWQhAAAIQgAAEIACBYhKoCOF9440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@habinez habinez commented Nov 25, 2016

after you have created the connection to the database, you can use the read_sql or read_sql_query function from Pandas. This is more efficient than using the cursor and transfroming the results tuple to DataFrame.

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