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@jorisvandenbossche
Created September 14, 2012 12:02
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First exploration data IDEA Demonstrator: Buurttoezicht case
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{
"metadata": {
"name": "IDEA demonstrator verkenning"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<style>\n",
" .rendered_html h1 {\n",
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" .rendered_html hr {\n",
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" padding-left: 6px;\n",
" padding-right: 6px;\n",
" }\n",
"</style>\n",
"\n",
"# First exploration data IDEA Demonstrator: Buurttoezicht case"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import datetime as dt\n",
"from pandas.io.sql import read_frame, isnull\n",
"from pandas import DataFrame\n",
"import psycopg2"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Welcome to pylab, a matplotlib-based Python environment [backend: Qt4Agg].\n",
"For more information, type 'help(pylab)'.\n"
]
}
],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"conn = psycopg2.connect(\"dbname=IDEAminidemo user=postgres password=Vito1234\")\n",
"#conn = psycopg2.connect(\"dbname=gdidb host=172.22.2.66 user=lkm password=lkm\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"data = read_frame(\"SELECT * FROM idea_demonstrator_buurttoezicht_raw_data ORDER BY platformid, time\", conn)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Add some columns (hour + day of the week\n",
"data['hour'] = [i.hour for i in data['time']]\n",
"data['weekday'] = [i.isoweekday() for i in data['time']]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# divide in timeseries per platform\n",
"data1 = data[data['platformid'] == 'BCM1']\n",
"data2 = data[data['platformid'] == 'BCM2']\n",
"data3 = data[data['platformid'] == 'BCM3']\n",
"\n",
"# set time as index (create timeseries)\n",
"data1['time2'] = np.datetime64(data1['time'])\n",
"data1 = data1.set_index('time2')\n",
"data2['time2'] = np.datetime64(data2['time'])\n",
"data2 = data2.set_index('time2')\n",
"data3['time2'] = np.datetime64(data3['time'])\n",
"data3 = data3.set_index('time2')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def figuurBCM(data, xvar, yvar):\n",
" fig, ax = plt.subplots(figsize=(16, 6))\n",
" for plid in [\"BCM1\", \"BCM2\", \"BCM3\"]:\n",
" sel = data['platformid'] == plid\n",
" ax.plot(np.asarray(data[xvar][sel]), np.asarray(data[yvar][sel]), label=plid)\n",
" ax.grid()\n",
" ax.legend(loc='best')\n",
" fig.autofmt_xdate()\n",
" return fig"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def figuurBCM5min(var):\n",
" fig, ax = plt.subplots(figsize=(16, 6))\n",
" for plid, dat in zip([\"BCM1\", \"BCM2\", \"BCM3\"], [data1, data2, data3]):\n",
" ax.plot(dat['time'].resample('5min', 'last'), dat[var].resample('5min'), label=plid)\n",
" ax.grid()\n",
" ax.legend(loc='best')\n",
" fig.autofmt_xdate()\n",
" return fig"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Spreading of the measurements"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots()\n",
"ax.hist( [data1['hour'],data2['hour'],data3['hour']], histtype='barstacked', label=['BCM1', 'BCM2', 'BCM3'])\n",
"ax.set_xlabel('Hour of the day')\n",
"ax.set_ylabel('Number of measurements')\n",
"legend()\n",
"\n",
"display(fig)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
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I3IOPjw9Hjx4t1PfHaAerokMBXERERCQHFG4lr+hBPCIiIiIi+UgBXEREREQkHymAi4iI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\nyj0Arl/rAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x4045770>"
]
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots()\n",
"ax.hist([data1['weekday'],data2['weekday'],data3['weekday']], [1,2,3,4,5,6,7,8], histtype='barstacked', label=['BCM1', 'BCM2', 'BCM3'])\n",
"ax.set_xlabel('Day of the week (1 = monday, ..)')\n",
"ax.set_ylabel('Number of measurements')\n",
"legend()\n",
"\n",
"display(fig)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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Tp05BEAQYGBiw2SYiIiKqPzJru4AKvHpdZWVlOp8rCAJmzpyJmTNnVis/KioKUVFR1crt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\nrkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x13857c10>"
]
}
],
"prompt_number": 9
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Control of some aethalometer variables"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Temperatuur\n",
"\n",
"\n",
"* stijgt maximaal tot 40-45 graden: OK"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = figuurBCM5min('temp')\n",
"display(fig)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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xNdT5l5qaGigCfvPNN+d+YnEQ1TsBXdcxfvx45Ofn49JLLw35fmVlJQ4ePIjr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\nxhhjjJUh3CDIGGOMMcYYY4wxxlgZ8v8AEngj8taUsjUAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x138576f0>"
]
}
],
"prompt_number": 10
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Battery\n",
"\n",
"* Soms zo goed als volledig leeg => belangrijk dat die elke keer opgeladen worden!"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = figuurBCM5min('battery')\n",
"display(fig)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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zYZsCH8YOyXFIiymbCFRAt4iXo8qZYsNP+FochfzIrCVM2URZyKKJKA6zx6if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QAAAg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9+/dHYWEhgP/3WMzJyUFAQAD69OnTnC+TWikWDv9w7tw5DBkyBGFhYbhy5QqAux/Y+/fvR3p6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\niIiIiKgBFg6JiIiIiIiIiIiogf8BQrAjC+dN20wAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x13986bd0>"
]
}
],
"prompt_number": 11
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Flow\n",
"\n",
"* OK, flow van BCM2 en BCM3 liggen wel constant iets lager dan 100 ml/min\n",
"* Je hebt regelmatig uitschieters (tweede figuur is op seconde basis), maar dit is telkens maar voor 1 seconde.\n",
"* **Laatste keer dat BCM1 is gebruikt stond die ingesteld op een flow van 50 ml/min ?!**"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = figuurBCM5min('flow')\n",
"display(fig)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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EaowmyDRBpgkyTZBpgkwTZJog00T5Kro4XL16dey+++4ll+++++6xevXq9vc6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77ssK7NZkNgYCCUUtiwYQMAfkc0ZswE6TETpMdMkF1NrQLnzp0LLy8vdOnSBR4eHlBKYeLEidrj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\n",
"text": [
"<matplotlib.figure.Figure at 0x13a13670>"
]
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = figuurBCM(data, 'time', 'flow')\n",
"display(fig)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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JIK44LP2aulxSVpZ/+zhRdEKuVJf+9vnfqr0enN3MD2eq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\ny4YbDhljjDHGGGOMMcYYY9n8H8BSBxJcQQslAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x13b48270>"
]
}
],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### ATN\n",
"\n",
"* ATN is nog nooit boven de 40 geweest, dus op zich mag de filter minder gewisseld worden\n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = figuurBCM5min('atn')\n",
"display(fig)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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x2rBhQ7uNR4cOHap169bpa1/7mh566CE999xzmj59ul599VX16dOnN6fYuVhM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\nY4wxxhhjjDH2VP8f0nKacIE6wCMAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x13c41950>"
]
}
],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Status\n",
"\n",
"* Verschillende keren error status 32 = \"LED current out of range\". **Wanneer komt dit voor?**\n",
"* Verder: af en toe flow error (error status 2) => veroorzaakt door outliers is flow, zie hierboven)."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = figuurBCM(data, 'time', 'status')\n",
"display(fig)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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VVVOlT/Z+4vRSAAAu08LXQpL3HhsGAAAA4A4MBF0qGDi+07AbHxtesWKF00uA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\ngg==\n",
"text": [
"<matplotlib.figure.Figure at 0x13dc4ad0>"
]
}
],
"prompt_number": 15
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"First control of GPS"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Speed\n",
"\n",
"* Wel een aantal outliers tot 40-50 km/h (**Klopt het dat dit km/h is, en niet m/s?**), maar dit blijken uit de histogram ook echt maar outliers te zijn.\n",
"* De snelheid van 10-15 km/h komt nog wel aanzienlijk voor => fiets?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = figuurBCM(data, 'time', 'speed')\n",
"display(fig)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
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MLlwQ1uNibY1ajz17KCkpiXJyclzXQ5i/zvWY\nNYsmC52RpaWerUfXrl192x71rUeKy5oQke/rQeR+e2i1Hv7cHnpYjwEDBphiPfSwPSrPXiBaRpSX\nm2fo9XjooYca/zovIEqdmKq79WBm2m+bQlT2MOXlNT5X6b+nOy94B9Xs7CWtB1Hdr4/jq45rlqvJ\nkydr+jqnAiJaRrrLVe31IPJ+f0VUsx5/+ANRv37er8e+fW6OS86f92g9vN3vTp48WVfbw5f3j1Wr\nZtHq1cZfD9nbY/LkyZqvB+0nIudyfV4PooufP/SwPYho9XPPEc2d6916SM6VfT68PtRbj9rHJRuP\nb1RtPSiNaMT9IzRZDxnvH7SWal7YXq6H/bhk7IKxTpN9Wo9nnqlZjylTpOdK9utD0/ePizUuI9LF\n67xHjx50C9X0K9n/FX9a7NKWW+yh/Px87tatGzdv3pwPHTrk9NiFCxdYURR+7bXXXOYbPnw4X375\n5XUud/fu3UxE3HJSSx6xcoSnZdWtZsB+zb9bbvF9GURO//XU9dez88xeLuibb4RZvS3IC++++64m\n7VRWqrdaRMwtWvi+HD0rLdU0Bk60yoReETFffbU6y0qcNJRpKvHJ/JNcXOzbrkumxmaCphLTVOLl\nB5b7uSLPVVura+rr/jGfONH4+fZk7XGsV+1/ejNsxTAesGiAZu1pvZ/Q69+9Nm/32d27+3wY4VLD\nxXEiNf8SE71foAfM8N5h/5P997/y3oPNRNZ+QtX9xR/+oJ8wtGsnvMiNxwz7Cb3o2tU18+/8/I7P\ny629vAtlF1SotGFa5KL2fsHXdcwtzXXMP2TZEBWKc+6f4J07fV+mwWm6rxg3Tn/7VSETUROjmIh4\n9+7d9c7m0QjB8vJyGjx4MKWlpdHXX39NXbt2dXq8adOm1LZtW9qyZYvLvFu2bKFrMJTVFJKTkzVp\n59w5TZoBFWiVCTAOs2XiTIBczcKfzJYJ8J2ZMlFdLbsCczBTJkAdyAS4Y7RcBCl+vlnXjh3+Xb4B\naJqJ8nLt2vKSlRt3z4pGdwharVYaNmwY7dixg1asWEG9e/d2+7xHHnmENm/eTEePHnVM+89//kNZ\nWVk0evToxjYHQGXGvskqBJi0NHWWU1mlznJAXdgfAQCYnyrXMj9yxPdlqEVRZFcAOuJy5Qkwj6ws\n2RUEFhPdIDa4sU/8f//v/9FXX31FgwcPppycHPrkk0+cHn/wwQeJiGj8+PG0ZMkSGjhwID322GNU\nVFREc+bMoX79+tGQIUMabOeq05XU9bdzRPd5uCZgOvi2HYykvJwoP5+oaVPflnMmm4hcb9QOAOAX\n19I+akenaB3dJbsUAOn++d0/aeE9C2WXAaCZcyU4JQsgkDV6hODevXtJURT66quv6KGHHnL69/DD\nDzue17p1a9q6dSv16tWLZs2aRStWrKARI0bQhg0bKCio4aGyby3Pp5de+q93awOacL2wuX+sXKlJ\nM6ACrTKhd6WlsivQD2QCRMiEev73v5qfatwcch91o7V0t+8L8gIyASLZmfhvuo+fQYqK1CkEHGRn\nwuyOZRTILsEryAWIkAnvNLpDcPPmzWS1Wslms7n8swpDJhMSEujzzz+nrKwsOnbsGL3//vsUERGh\nevEgx7PPPqtJO6dOadIMqECrTIBxIBPOLou6THYJ0iET6rPZZFfgG2QCRIbPxMGDsiswHcNnQueM\n+j6CXIAImfCORzcVASAimj17tibtZGeruLCE7XTh3r50vuS8igsFO60yAcZhqkwMfMbnRZwtOatC\nIcZmqkyYUBhpf4FsZAJEhs/Ezp2yKzAdw2cC/AK5ABEy4ay8unHHdegQBI8lJibKLsFz4flU3Xo7\nVVorZVdiSobMBPiVqTIRmYsLcavAVJkwIQtpP0wEmQCR7ExkFmZ6N+Pq1US//IJrh/iB7EyAPiEX\nIEImvIMOQY3l5l76/e235dUBADqV8DMREZVUlkguBGp74gnZFQAAgG49/zzRsmWyqwAADZzIPyG7\nBADVoENQY+npl36fNEleHQCgUzGniYioylYluRAA4yqtwigd0FZZmewKAABAC8WVxbJLAFCNuTsE\n/XSOVzTJv4NYXp68tlNSUuQ1DrqETKjv88+J8vNlV+E9ZAJEWmbiXMk5zdoC75lpPzFs2KXfcYkB\n75kpE6AOZALcQS5AhEx4x9wdgtdco96y2rZ1/Bruw4W3775bjWLknr5WqtH1URRFk2ZMqVzja8Nr\nlYlA8q9/ET39tOwqvBfImWjsRXwDTSBnoi4PPVTzc/BguXXIYqZMVFRc+j3Ty8vQgcEzUVAguwJT\nMnQmwG9k5gJfOuoT9hXeMXeHoNWq3rJqdQj6olUrVRZDJRIvLzZt2jR5jUOjnDqlbXvIhH+kh3xN\n1G2x7DK8EsiZ8Pqi9CYXyJmoi+XiUdjXX8utQxZkAkSGzcRvvxEtWEC0b5/sSkzHsJkAv5KZiw92\nfyCtbagb9hXe0W+HYN++RCdPqrvMTZu8n3fXLlVKUGyXOik/oHGqLBMAzOlMsy+Iepj3oEPvN07Z\nsFF2BQAAYCh6u7EITreBBgRZgmSXAAAS6bdDcPt27c97dMd+lWibTZXFxZZlO36/hg6oskwAMCez\nn3Y2/cfpskuo1513yK4AAAAAZDh2jCgrS3YV/tcusovsEgCMTVGIUlNlV+E1/XYI6kWR/BuI6E1O\nTo4m7TBr0owp7d2rbXtaZQKMo6FMfLj7Q9qVpc7IazAGLfcTXOsNJK9M4l246rF4MdHChbKrkAvv\nHSBCJkAkKxNduqh2xShd++DY82RjdQa+aEnmvuKBqx6Q1nadXntNdgXSaZqJnTud/7/YmJd4IkKH\noOas1bIr8N3o0aNllwANeEDj9ylkAkQNZWLc1+NoU7oPl3EAw9FyP3Gy4NIlRwYuGahZu57Apcbw\n3gGukAkQIRP+VVSdTwfPHZRdhsdk5qJr867S2oa6aZqJY8e0a8vP0CGosc9XyK7Ad1OnTtWuscQt\nRIOe0q49Aysulte2ppkAQ0AmQCQrE7uzd0tptyH2K5IEMuwnQIRMgAiZAHeQCxAhE95Bh6DGQqhK\nleVUSxxpeN1112nXWMsDRD3naNeegcm85KammQhAvtwPSRZkAkTIhLM5eGtDJsAFMgEiZALckZmL\nogpcUkyPsK/wDjoENXYZnZVdAgAAAOhMQYHsCgAAAKAh2zK3yS4BQDXoEDSbr7+WXQEAAAB46NAh\n2RUAAAAAQCBBh6DZDB7s9ybmz5/v9zaIau7gDcagVSbAOJAJECET9auokF2B9pAJECETIJKRiXnz\nNG8SPIR9BYiQCe+gQ1BL1dWUQv+QXYXP9uzZI7sE0BlkAkSmyITFKrsCU9EyE8ysWVvgPVPsJ0BV\nyASIZGRi7lzNmwQPaZmL/PJ8zdoC7+H9wzvoENTSd9/RTfSj7Cp89t5772nSztlal1ssKdGkSfCS\nVpnQu+ho2RXohzkyoW6n0oWyC6ouTw2lVaV0uvC0Jm1pmYnE2ETN2pLJ6P2e5thPgJqQCRDJyMSv\nv176fckSzZuHRtAyF6/8+IrT/2f8OIOyirI0ax8aR+r7h4EPyNAh2IDD5w/LLiFgHTx46feBA+XV\nAdBYOM0d6hOfGi+7BBfbM7dTwtsJsstQnUXB4Q0AAPhu5kzZFYBsNra5TNuT7dloNByXgF7pO5ld\nuxJZ5Z6y9edFN/lt2X1pu9+WbTbbcDMnADA4VnnEIYCa7qK1sksAALXhm0oAAP/77TfZFXhN3x2C\nACpLSZFdAQAAgP68Tv+UXQIAAAAAaAgdgl5gCuxv25KSkmSX4LVZs2RX4D8219HsmjFyJsA/kAkQ\naZWJD3Z9QP/++d+atCXb4MGyK/AN9hMgQiZAhEyAO8gFiJAJ7wTLLqBBVVVEQUGyq4BaJk6cKLsE\ncKOwUF7byISK8tsTxaURWUNkV+ITZAJEWmXi8bWPa9KOHnzzjewKfIP9BIiQCRAhE+AOcgEiZMI7\n+h8heO21sisAwUCN7vAh+fKRhiPz5kZaZSIgnO5Z87MqUm4dPkImQIRMgAiZABEyASJkAtxBLkCE\nTHhH/x2Cv/8uuwKQpKxMdgXGkpkpuwIAk1EknocPAAAAoIGtW2VXAGAgRUWyK1CV/jsEAaBR8vJk\nVwBgMldslF0BgGYshA5wAACRzDNwtLJqlewKAAzEIKNwwqsa9zx0CILHVq9eLbsEn1Q18sVhNCdO\nyGvb6JnQlfCCmp8WY58zb4pMtPpVdgWmYopMgKqQCRAhEypr0kR2BT6TnYlfA+JQQL0bZh48d1C1\nZdVHy1xkFWVp1hZ4T/a+Qm9CGvlREh2CXlAoAL4qqseyZctkl+CTu++WXYF/nDwpr22jZ0JXOl4c\nlRZq7OHopshECK5boCZTZMLEgqla8zaRCRAhEyr7859lV+AzZMJY+n/cX5N2tMzFN78b/A5eAQL7\nCu+gQ7ABlsDu+3Nr+fLlskvwyYYNsivwj7Nn5bVt9Ezoyom/1PysjJZbh4+QCRAhE/oWQtoPn0cm\nQIRMgAiZ8D+DnAHpBLkAETLhnWDZBehdkwrZFQA0zvHjsisAVYQW1/y0WIlaHCKKyJVbTyCzaD9i\nCkCWCMKIWACAQHT4sOwK9I0D4UKSELAwQhDAJOLjZVcAqmi9u+ZnSAlRwg6ieNxpXRp0CAKAF/bu\nlV0BwEWKeteGAwB1rDu2TnYJAA7oEAQwiYgI2RVARobsCoxr43Hc0Rf8R5mmUG4pRtuCNs6dk10B\nAACopUmYujfnqbKZ9A6XYEjoEGxAmLFv9OkXo0aN0q6x9t8TBWGUTmOUl8trW9NM6Ng118iuQD88\nzcSi/y3yUyWgF7L3E7/nYbSt3sjOBOgPMgEiZALc0TIXneI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Xu302Pnzp3jsLAwfuutt/jRRx/le++9l9PS0vjUqVO8dOlSDg0N5RtvvJEPHDjAzHUfoyATxpGZ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\nsurqammM2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aHBgweTpaUldevWjbKzs+n777+ngIAA6tChg5RDxh6Lxi6RrG+VlZVITEyE\nEALr168HAPz4448ICwuDEAJWVlZwcHDAJ598YrQfl7w3XZwJJseZYHKcieYhIyMDLVu2RGZmJgBg\nzZo1cHJyQp8+fXDp0iVpu7KyMowfPx5OTk7Ys2cPgJpu4cuWLcPo0aMRERGBXr16obi4WNqnuroa\n8fHx8PHxgYuLC/z8/LBv374G/Xzs4XEmmBxngslxJpih+Ph4tGzZErGxsTh//jw+/fRTjB8/HoGB\ngVLX8hEjRuDEiROorq7GzJkzIYRATEwM9u3bh127dmHx4sV44okn0Lt3bxw4cADA3RaGu3fvhpub\nG3r06NGYH5M1UU2+QBAAzpw5gwEDBsDX1xdFRUUAai7GmZmZWL9+Pa5du9bIR8gaGmeCyXEmmBxn\nounSd7k6dOgQHB0d8fHHH0vLvvnmG/To0QMBAQHYsWOHtM+lS5fg7e2Njh074u2338a8efPQq1cv\nLFy4sM73ycnJQXR09D0Fx8z0cCaYHGeCyXEmWG2uX7+OZ599FkIIoz9BQUGIjIxE9+7dIYRAaGgo\n8vPzodFoMH/+fHh4eEAIAXd3d7i6uiImJgZlZWXS6xp2D3/99dcxefJkHjuQPXbNokBQq9Vi48aN\nsLCwwJw5c2ode6G6uprHZGhGOBNMjjPB5DgTzYOPjw8mTZok/XdhYSFeeOEFCCHg5eVlNIvk/v37\nMWDAADg6OsLR0RETJkxAZWWltL62cSM5H+aHM8HkOBNMjjPBDOXn52P9+vVISEjAnDlzcPToUWmC\nuYKCAkyYMAFCCKPxpn/77TdkZWVhx44d+P3336XlhoV++n/fuXOngT4Ja24EADR2t+WGcPnyZZo0\naRLt3r2bcnNzycXFhQCQEEL6mzUvnAkmx5lgcpyJpu327dv02muvUUFBAaWlpdH69espPj6edDod\nRUZG0unTp2nfvn20ePFiioqKIrVaTRUVFZSXl0fW1tbk5eVFREQ6nY7H82kiOBNMjjPB5DgT7EFo\nNBpSqVRERJSVlUWDBg2iZcuWUWxsbK3b63Q6IuIxqFkDa6ySyMaQlpYGtVqN+Ph4ADxdN+NMsHtx\nJpgcZ6Jp++c//4k2bdqgU6dOUCqVGDt2LPbv34/KykrcvHkTw4cPhxACo0aNumdfrVbL40Y2QZwJ\nJseZYHKcCVYb/XmtqqoyWh4XFwchBL766qta9+MWoayxNIviZ/z/RpCBgYHUu3dv2rp1K1VVVZFS\nqWzkI2ONhTPB5DgTTI4z0bTpz+/w4cPp6tWr5OPjQ99++y0tWbJEmvHRxsaG1q1bR9HR0RQQEHDP\naygUCq7Jb0I4E0yOM8HkOBPsfvTnVT/bcGFhIS1dupTWrl1Lo0aNovDw8Fr34x4nrLGoGvsAGoL+\nC6ZWq6mkpITc3NxICMHNtJsxzgST40wwOc5E06Y/vzY2NuTm5kZPP/00hYWFSetRM84yOTg4UHJy\nstTthzVdnAkmx5lgcpwJdj8A6MyZM3TlyhX68ccf6fjx47R161YaMGAAJSQkkLW1dWMfImNGms0T\njUajocTERCoqKqLg4GCysLDgB7pmjjPB5DgTTI4z0fR5e3vT7du36fr166TRaKTlQgjpXKtUKtLp\ndNL4Pqxp40wwOc4Ek+NMsNoIISg9PZ1CQ0MpOTmZTp8+TatWraL09HTq2LGj1MKUMVPRbCYVISKK\niooie3t7Wrx4MdfWMCLiTLB7cSaYHGei6RsyZAjduXOHfvjhB24ByoiIM8HuxZlgcpwJVps7d+5Q\nVlYWqdVqCgoKkpYbTjLCmKloVgWCfKFmcpwJJseZYHKciaYNAL3wwgu0detWunbtGrVu3bqxD4k1\nMs4Ek+NMMDnOBHtQXBDITFmzKhBkjDHGGJM7efIk2djYkIeHR2MfCjMRnAkmx5lgcpwJ9mcA8IQh\nzKRxgSBjjDHGGHEtPrsXZ4LJcSaYHGeCMWauuECQMcYYY4wxxhhjjLFmhAdFYowxxhhjjDHGGGOs\nGeECQcYYY4wxxhhjjDHGmhEuEGSMMcYYY4wxxhhjrBnhAkHGGGOMMcYYY4wxxpoRLhBkjDHGGGOM\nMcYYY6wZ4QJBxhhjjDHGGGOMMcaaES4QZIwxxhhjjDHGGGOsGeECQcYYY4wxxhhjjDHGmhEuEGSM\nMcYYY4wxxhhjrBnhAkHGGGOMMcYYY4wxxpoRLhBkjDHGGGOMMcYYY6wZ+X9VRFMRbHuBSQAAAABJ\nRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x13dc49d0>"
]
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = figuurBCM5min('speed')\n",
"display(fig)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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/Dx48qMlyuG0zDq0yEUwaNpRdA/9wJpgaZ8Ld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\nMcasCBcIMsYYY4wxxhhjjDFmRf4P+B1bpm/NGdsAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x13ec1fb0>"
]
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots()\n",
"ax.hist(data['speed'][data['speed'].notnull()], 50)\n",
"ax.set_xlabel('Speed')\n",
"ax.set_ylim(0, 50000)\n",
"\n",
"display(fig)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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Ky8uz27Zv3255eXlZW7ZssdsuXLhgdevWzRo+fLhTnxMnTrQcDodVXV1tt+3a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\n",
"text": [
"<matplotlib.figure.Figure at 0x1431a410>"
]
}
],
"prompt_number": 18
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Longitude, latitude\n",
"\n",
"* Nog een aantal outliers => eens kijken naar de ge\u00efnterpoleerde waarden"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = figuurBCM(data, 'lon', 'lat')\n",
"display(fig)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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88sknODk5kZ6ezvvvv4+/vz9eXl4YjUZSU1PJly+fpft7Iqq6VeXQkEM2Oe/T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OcxP1cBrAG6qvXN3KkvgL4AgJB6NSBy5IBdi9ZwqFEHq66vRfTff6HPM6n/jYxAsXeG728KyTTq\nV57KAfy96RPWpkiNxScUCIwRgdXFxJNdTsI5uTPCPwfBPkZMVDZvBv8LuzH3KDDmrIEb3rxJL4gq\nZHTy5Ngv0c4+ibkgMQzDMAzDMAzD/ASwoMgwicRffwH//UcpupqmH0mJQ4fIDdnBIf5j5clDtQmF\nSLjU5wsXgAoV5G0PHpg/3oYN9KPJ4cMUzLdpk9SWOzelKKvEzF69gFWrpPM1asifc/Fi+Zj29kDT\npiQs6uLiRTKY+fdfO6AetQ1JNg2nIhrhDgrBOu1dnLIvif+9Nv05VaQ+FFPk8J91+JAcyJkJqPNY\n3seQmLi4PLCmJND2FjDujOn3v1MqO3r6v4CiYiVg+y40KNcR+S5slM73u4MBBweghlcNQAgop1J7\nlBVw6NZuNIp59jThQLM2wDofcrEOtVMgTZosyFuvPVwL5oftmjXSF6tmpW7TNwk6ITEMwzAMwzAM\nwyRxuIYiwyQCz58DY8cCffsCVaok7lx8fHz0nvv0Cbh0iVKVE4KSJYGgIODZs7j7GsPq1dpi4uPH\n2mnF6hgTIZkhg2TIoj7uzZsUsalCVXNx2zbaDhwonXN1BVxcgGzZKNpRnZkxpQ/Dw7XFxDlzSHAV\nQnKrrlhROv/nmCm41nAVIuy/4ZudEmX/IAMVm0nS1nkUkGswUL4n0LtR3M+rIn2YtphoCMUUYGg9\n4GZGYHwt469Tp5D/C9hFA8lu3Aby50e+P0lM9I0RbgumL4hdrXdBQODWX9J1Nkog30egQ3PgQ3Jg\nfkXApyCAjBnR4lEyNInKA9e7b7HLdx7Kz8qFq6/VQjzV89WrVjVv4jC8dhiG0Q2vG4YxD147DGMe\nvHYYxnKwoMgwPxghSEh0ciLxKLHZsmWLgXNkDtKsWcLcq2JFitgzxqAkLvr1o4hAdVauBHLlMnxd\nvnz6z02aBLx/D7x7R2nP6nUT376l7c6dtB0zRkoDr1aNtoULUyQjADx6RFuFgoRZdQzVXxw9WrtN\n3f17lmdVuKVci1y90qJ2rdI4tRY4NbMUdsxyw4p9QKdT2ZHpWV4oAASkBdaWBHpqmttFRAAHD0Is\nW4aHDavrn4wBXrYjpbJ7ye4AAGcDadvm0DCAaiKeqJQVTfs44c18oNAHOvfECejcDCjUH9hcDDiY\nF6jzCPg+4TtS+xwEhg5F6vLVUKB+Z4z2T47z016jZI5y0uAREdJ+PEJvDa0dhmF0w+uGYcyD1w7D\nmAevHYaxHGzKwjA/mNWrSQjbuxdo3DixZ2OYUqWo7uGePQk3ZokSQNGiutOK40IIcsP+/l2KDlRR\ntWrcQmWtWsBxA/4b6dJRPUZ1rKzovps2Ae3bSynMX78CKVLQfnQ01UFMlYr6qiIkP32iCMQ+fXTf\nz9kZOHMGKFRIatN0wr55k5518Z/m54hPy9QIk976xh6P2jsQdQo1Ru3ctaFQKKBURuPisfUo07AX\nnqWKxr+uQP/LhscMzJwaJdqFYHkvH8w6OwvdV1xCb7+YkwEBkhV2AtO7EaVYR6mZMx+07Y5649dQ\n6KuLi/yC4GB8X7oYdpOn6R7w7FmgUiWLzJVhGIZhGIZhGOZnwhR9jSMUGeYH8vAhMGQIGXwkdTHx\n6lX60YwCjC/u7uRorFSafm1ICNWe1BQTAeDkScPXjh8vFxMLFNDuExgIfPkib5sxg7ZLl9K2bFng\nn38kMREArK2lKEKFQjJycXLSLyYCFFG5YoW8zcqKIiTv3CFDl2LFgD//NPxscaEuJgKAh/tS1Mnj\nBoWVFaBQwMraBhXcusM2Mhp5guIWEwEg3ZsQvFwINCnYFMf8isSKib7jWkphmoBWyOW9dOY/R44h\nwMoyJCaOqTwGfzf8G3vb7kW9fgsAGxuyIhcCOHGCnHAA4Pt32FXQ45Dt4kLW5ZcumT8phmEYhmEY\nhmGY3xA2ZWGYH0RUFDkIZ8okaR1JGS8vIGNGoF69hB23Rg1g+nTg9m2KVDQFlUmvLlRRgVevUhSk\nOuPHA7NmSccbN5KZii4cHUmcnD6d0p5V1124QNuLFw3PUQh5zcRGjciIRkXq1CSMAkCLFrrHyJRJ\n//jta2fFnsqBOFNzK3pVzQYnfEIUbBCKFJg6LgINS70Bzp8HFi40PNEEJOWKNbH7zax3ILL/Dunk\n3Lmxu5tG18fUrA/xYJBUyPJaJqDEW+Pu82wxsHRuc7j/sRA5nDSKXFauTLUERo8GPn8GAFwvkh7F\n3TrpH/D2bVL306Y1bgIMwzAMwzAMwzAMAI5QZJgfxqxZFAi1YYPMZDZJEhkJbN4MdOhAgV8JSenS\ntL1507TrNm8mx+m4KFmSogSXLKE05L595WLi27dAjx7SsaOj9hjVqwPHjlEdRJUxCkCpzYZ4+pTq\nKQ4fLrX5yoMDY8VEU1AvTLH56CtM+S8Z7h1agzx4iFT4gg1ro3ELRXDBqiKplAsWSM4uISEITpvc\n9JvGQYk+QL+G2u3qqcgA6CWK4fa1I5hSfUrsceM/UiLs0jmMUzN0OdWiDAIqF8Kb/FkR4qD9n6iB\no3chR5qclL9ubw+4uZEbzpUr1CFGTARgWEwEaCF6e5P9OMMwDMMwDMMwDGM0LCgyzA/g0iVg2jSK\nlNN0JU5sunXrptV26BDVEuzcOeHvp6oPaMiJWRNPT5kuZRSDB1NasnpKcUQE4O9PNRhVxCVs+vlJ\n+1FRJDIuXiy1vXtHadgKBRnCnDlj2jwN4eRE0ZSajPz3C9rP2outaAsfNINLt1oIhwPaLc2A6y2q\n4N62vxB14T8gOBhwdETkd8kxpVUrMjOxngSkynUdS8sCEdZAsb6A6yDj53Y9E/D3/4Cee3pgtVpp\nDadv0v6r2WOB7NkRkcYR/pmBDral0eijc+z5vSs+o2L2ihjk/SS2rfK2C9g2sz1cOrxD7cUl8Wr1\nYoSFf8GSqQ3kEzh+nL7II0eAZcuoqKWpxNMVSdfaYRjGMLxuGMY8eO0wjHnw2mEYy8EpzwxjYUJD\nKb22VCmptl5Sws3NTavNywsoXpx+EprQUNqq1yA0xPnzlJVqCuvWAV27arfb2gIN1HSp/fv1px2r\naNlS2re3l/aHDjVtTqZijl1WoZAPwK4PwK6zsvYMavvbt9M2xA6wTV8PyS8B78fOh1PePejoaboa\nutp9Nc6M2AAgAsiVC8FzJXEw08hpiCpaFLvyRCK7MgNKRqeFooaUQ6+IUZczpcsJkTYtFEFBaL6k\nInw/X8HYymMxudpk2FrbAgAGTdqPzU03IUXnnmhyPdzkeepk7FhKd+7VS+6EYyS61g7DMIbhdcMw\n5sFrh2HMg9cOw1gOjlBkGAszYgTw8iWlOtvaJvZstGmnUZjwwwcyTbFEdCIgpQ1ba6bG6uDly7gN\neN3cSHw7dkxq++MPiuybP1/e199f2m/QAFizRsqUTUyqVJH7mACkb6n/bIBU9PHcvIno3Qh4NXUU\nhmIh5mA0hWT27x/nvbKMscWZNVOxrUYGJH/5BgAQfGUzNhSagFHntPvPifEzOZFT3n53GXCq3D/A\n1auoEhBBjU+eyPpYt+8Am7v30PbyN1Tyew/FwYOx56Levpb1PTWF/nrcZeNtnOxyEjNqzogVE1W0\nL9YBDffcgf+WRXhRs4zs3M1mlRC0bgUi797G7ls74HF2Lvbd2AGdjBxJ24oVgd69gSZNgPfvdfc1\ngObaYRgmbnjdMIx58NphGPPgtcMwloMjFBnGgvj6Usrt338D+fMn9myMY/162lpKUEydmrbBwYb7\nRUYC2bPrP3/sGKUbt2tHgqIq+rNwYYp+nD4dyKAWmvf4MZA7t3R84IB5808IUqWSu0mfPk3bbt2A\ntWt1X5MCobH72duPx7bopXiW9Tr+tR+DfeGdIG5/h8LXF1i+PLbfxmJArcdAZrVs4C61h6NKrUmo\nHPANyqPz4NM4L+rs90d4zbpa9+zcDIiM+bPTSycrNGujxO6tdFwgEChQv7fhB922Te8pm4yZAQAv\nQl5g8KHB8Pm4G0oAzf1CgRxVdF/0/j1scuZGKQAID8drv1PIUonmXVQtKrMZCtHOzp26x9myhV6c\nzZuBvXupqGahQmQg062bafn4DMMwDMMwDMMwvyH8ryaGsRDv35NO0bAhBUH9LGzaBLi7A+nSWWb8\nlCnJxfjuXd3n798nITZZMv1jnDgB1KwpuT4fO0ap0QBpRRMn0jiqeob16wOrV5s+VyG0Hbk108Cd\nnSmN25Txd+3Svg+g25g5TRp6f6LLlI9tC/tsh03NN+HSq0uwH1oC81zKQ5w5q1VoslNzIMsI+XhT\nqk0BfH2hmD0HVlHRaL75Kqz79kf6MGixfjewJUaT63RNiQWHtfuYw615owAAF15eQIHlBXD+xXls\nbaUmPl6/rvvC58+lfSsrfL1wyvCNhgzR3f76NTB5Mu27uwO3blHIas+eFBKrHsrKMAzDMAzDMAzD\naMGCIsNYACGoLJtSSUKTGeXZfhhnz0qRXYGBwNWrQPPmlr1nmTLAxYva7QoFUKAA0Lix7uvq1QPC\nw8mFWcX375RWruLJE6CuRrDd1q1yp2cVXbsCQUH0falrVSoaNwZmz5a7Ql+/Tu0qAfHjRyB5cuoj\nBBm/nDsnd3rWpE4d+XFAAG2dnKS2GzdovKAginLNM6517LnXr4EGeRvgau+rKJGlME53n4gm5Yrq\nj8hT43vHtvIP2MEByf9crv8CNXLHEVWqzr10wP68wLHcgGKK/FyRYbMBAKUyl8L4KuPxYOADtCrc\nSoqu/PqVHv76dcp7jyGseCFpEGtr5JxMaq9wcNCewP37smtjSZcO6NJFHjKcMSOF5p46RfcuXZrU\n6gcPDD6j+tphGMY4eN0wjHnw2mEY8+C1wzCWgwVFhrEAnp6USbl6NUXjJWU8PDxi91+8oG2ePJa9\nZ968cgHv2DHDAhwAtGkDHDwI2NnJ24cMkUc7XrwI+PhIx1mzAo6O2uOtWwcsXUoO3E+fUj9NfH0p\n0lRdp1u/nvqqG8W0aUO1HMuVA0qUICOXJUuk83/+afj5dGUG37ghP05bKmfs/q1btM3hlAMHO+4H\ntu6Eb5lX2FxUfk2BD4BCw9zFcasP4kNECnuttn4NgcN5FDLhsEAgUOdtCqSq0whrm2jkccekFCez\nToZxVcbB0S7mC2ralLZr11KfEiUo7/0cFXf8Z0kX2RjJvpKltEL9Cw8OBjw8SJnWxbdvwIwZus9V\nrUrRiatWAWfPUhr0gAHy/HQ11NcOwzDGweuGYcyD1w7DmAevHYaxHCwoMkwCc+cO+WP06EFeD0kd\nb2/v2H2VyGeodmFCkDYt8OmTdPzyJbBDj3+GisuXtQPGNm6k6D117WjWLKC1FMyHV6+kffXIy65d\nqZZhvXpArlyGTWLU59q5M91TnY8fqTZkkSIUfdi7N6VKb90K3LsHDBpEadcA1XbUZOJEICpKEnQB\n4O1beR/16MWXz5Vq7QrgbnNg+R3caPg/2TV3lwOr9+p/Ln3sLEjbAQ00Tsydi2SfvgBKJZRqCmzJ\n4fNxc50HdraWlNfvGdMh2ZdQFNtzAS26zI1tP1I8FbBgAQl2AQFyO+ssWSh81dNTft/KlYFJkzB0\nBL0kYtw4fNinpsLWrEnbiAh6uUaP1v9wEyfSffRha0tqcUAA1VRctw4oWhQ4ckSrq/raYRjGOHjd\nMIx58NphGPPgtcMwlkMhhBBxd0va+Pv7o3Tp0vDz80OpUqUSezrMb0xYGFC2LGkkly6ROcjPxPr1\nlA0aGkppvJZizRoSXL9/l9dK1JUa3r49mRf37EkO1GvWUF3KW7eAChXoMzeW588BF5f4z18TY36L\nHj5MEZF791I6vKZmZtR9IH1AH+q0R3rrIODRI9wOsEVh3DF9QJMnoPagb98CmTMnzLjjx5MKmz07\nMG2aVN/QCKKqVobNkmWUtjxzJrBsmf7OVapQAU5jLMZVPHlCL9/x47RduJCUaIZhGIZhGIZhmF8M\nU/Q1jlBkmARk0CByE9627ecTEwEgXz7a3r9v2fuoDF+uXJHaRo3S7lejBkUhViisdOwAACAASURB\nVKxIBitFipCHhoMDmaOYIiYCwIQJtC1a1HA/TXr0AGrXBoYOBSZNopqNpgqTbm7Avn0kmuoyXzGV\n9Ec2A4cOAQEBCSMmTpxI9QPv39frMHPnwx1M2tQTjwtnSTgxESAh0MWFUozVw0HfviWB0IBFus3p\ns5QanTmzJCZOmIDgCRpuNKlSARs2mCYmAhS+evQosHIl4O1NarZ6KCnDMAzDMAzDMMxvCEcoMkwC\nsW8fiV2enkD37ok9G/MICCBR0deXdBNLMXOmJO5lzAi8e6e/b8mSwJw5JMgJQQ7JLVvG7/6XLlEd\nxO3b5UbAVasCnTpRBKEmSqU8glKplLQpc36Lfv5MadL6aNOGsncVCiBDBqoDOXRY0nX3ad9SgQfV\niqBsptKoG5IeTXrOAwDcr5Qf/y0cjq7l/jB90JMnKb88OBhPbp9DrpdfjbosOvQrrFOklDd6eVG+\nenw4exZo1Yqccjp0oJTo9OnjNybDMAzDMAzDMEwSgSMUGeYHo1QCU6eS+3C3bok9G9MYOXJk7H6u\nXBQFOH26eSKZsQwaJO3rExPDwig7NWVKcm1u144MV6ZOjf/9y5YlQVFdTARIvypZUvc16sYpUVEU\ntKZOVBSJf40bU/SkQkE/jo7AhQva42kaxUyaRIFv0dH0Pnl7U8BdunTA2LEUjKgiE95Akckf1tXH\nw7XKPDROtsnoZ09IPkwbE7vv5TocVwbcwF8t16KJb0BsLnv+AVPQtWwvhE8aL7s2fNJ4XOgXR5HR\n6tXpg/j3X0lMNKQ+A8CrV9piYoMGpBTHl8qVKYJz5kxg716MzJGD5vfz/12OYX4Y6v/NYRjGeHjt\nMIx58NphGMvBgiLDJACrVwN+fsCUKbrrACZlXNRyd21syC/j4kXg1CnL3dOYjNHs2cnV2cuLag96\ne1PNxJs3LTcvhYLEQE9PSqtWeX0AJIK+eEE1JjNmJJFT/TpbW9r39ZU7NH/5AlSrBkRGyu8VFCQ/\nnjaNntnamgyOFQranzaNnK3d3aW+ZRtnAt6WhPLkDDw4MQILPPNgBOYlzIdgJDd6uSP9xNmxx7b9\nBtLOgwfAnj1kfJIiRezEL2eMxGFX6Xr7Rk1QfrkPIASUymhkHWGFoXURNxkzyo/XrJH2o6IQ3LWN\n/LyzMy3QhFqYjo6U837nDlwKFCClu0UL7S+UYRiduFiikC3D/Abw2mEY8+C1wzCWgwVFhoknV6+S\nvtC9OwlHPxsDBw6UHavK1b18aZn7hYcDtWrpPx8VRZpU587AP/8Arq6AxhQtgrc3+W5s3Eh1ML99\no2MV799Tmb/16w1rR/v2AcHBFGUYGkptERHA33/L+6VNC/j7Gz+/EQO+xe67qglz06YB67oex3yY\n/tfXL7OmIHz+HPw3oi0eDOuK0+0qYpdbdjz5X544ry22am+sSCeSJZOKSi5aRDnaVlZAs2ax7j5/\nZXyO0SNLSLn0ZcvGFsG8+e4mXqdUouhsT/qwVGjaaevC2Tl2vODbfkhz5Kz8/KpVCVvvUUWGDBjo\n70/25KrQVl9fjlZkmDjQ/G8OwzDGwWuHYcyD1w7DWA6TBEUhBKZPn47ixYvD2dkZDRo0wKVLl4y6\nNiIiAkOHDkWBAgWQKVMmNG/eHA8fPtTqN2vWLJQvXx4ZMmSAg4MDXF1d0bt3b7zgIvhMEuTRI4pU\ny58fWLw4sWeTMIwbR2XhmsSRjWoukyeT14Y+rKyAvHnJuOTVK3mUoCVp25aEzm7dKCrSGJfrfv1I\nfAwLIx1JCKBRI8DJibS25MmBvn2p7+DBUhp0kya0NaXkazlcjN1/8EBqn+azEQ/cNho/UAxdO6RA\nyjGTYD98NCrM24J8C9ai6uZzaP7vc+S6FKAtjAkhd9FRQxERASgUCCtdjCIGq1ShD6Z9ewBAZHQk\nDgQcQNP8TUl0U5EiBYQQGHlkJFzTuKJz8c4QMeefFspCwiRAH+i9e9J19vbSfsyLGr1tK9IULyef\n2MCBJGpakhYtgGvXgDx5KN+9cWPg6VPL3pNhGIZhGIZhGCaRMUlQ7Nu3L6ZOnYrKlStj4sSJeP/+\nPWrXro3Lly8bvE4IgSZNmuCff/6Bu7s7hg0bhtu3b6Nq1ap48uSJrK+/vz9KlSqFCRMmYMGCBShb\ntiy8vb1RvXp1fFJ3/2SYRCYkhLSD1KkpNTdVqsSeUfw5cwbYvJm8JizxPKdOAR4ehu+vnpkaEgIc\nO5bw89CkXz9gyxYqjxcaSqnNoaFkOqzOkiXA4cMURCcEsHw51Z10cKDzX79SSvbx48DWrSSK3r2r\nfb+9e02bn5MTcB3FAQDr0AUHDgCAQNoK47AweSdsPqzjJnHwrGIhKIxNA27enLaqBwWgnDwZxx4e\nwctMkvKa3P8mfTg7dgAAROPGwLhxOHplGz5//4ymBZpSR7U/EEXYWuHI4yNYXG8xbKxsoIi519NF\nU4D586nTqlWk2qvme+0afQHFisWOY50zl3zO//sfMO8HpYG7uFBRzd27gevXgcKF6UVXj7ZkGIZh\nGIZhGIb5lRBGEhAQIKysrMS0adNi20JCQkSuXLlE48aNDV579OhRoVAoxPr162Pbnj9/LlKnTi0G\nDhwY57137twpFAqF2Lp1q87zfn5+AoDw8/Mz8mkYJn5ERgpRt64QTk5C3LuX2LOJH3fv3hVCCBEe\nLkSRIkKUKydEdHTC3+fpU1UMn/bPuHFCREXJ+wcG6u9viZ8uXYS4dEmIkBAhrlwRYupU7T6HDtFn\nExYmzfPWLSHGjxeiQgUhbGwsN7+0oA+kK9YIWEUIuPcQM6tAhFjbiYc9h8g6f1dYxTng0/yZhHj/\nXv8X9vWr1P/zZ2rz9JTabt2K7aosUdyoh1COGiVEUBBdtH+/7NyJu4fow485Do0Ilc5HRAjh5yeE\nQiHE9Onac9H8cXIS4smTeL+zcaFaOzI+fxZiyBAhrK2FyJ9fiOPHLT4PhvmZ0LluGIaJE147DGMe\nvHYYxjRM0deMjlD08vICAPTp0ye2zdHREe3bt8fBgwfxzoDz5rp16+Dk5IT2MelvAJA9e3Y0atQI\nGzduRFRUlMF729nZAQDSpk1r7HQZxmIolUCfPhSQtH27VHPwZ2XUqFEAKNX5wQNg5UpKO04o3r6l\nrNScOfX3ad+eDEhUKJXkbvwj8fKisn6pUwNlylBqtib16pEnSPLkUvpykSJk+vvff1T/UUX69FJZ\nQXNQlRpUEQRnHEB9/IV+mJ8vH7LnXIe5wX8jb/QzzKr2XtY3mVAaHHvSlGrIFhwNtGqlv5N6KGlQ\nEEl179XukzcvbV+8gOL6Dap3OGAAAOB0AQc8GPMHnueTG6goPDyoeKRCAbx8icMjpHTk6gXr0YcP\nYMuUFkg+KsYV2tGRXo6+fenDHj2aXG969NA9b1tbYNcuwy9cAqFaOzJSpaI6klev0ktQsybQujVg\nZHkQhvnV0bluGIaJE147DGMevHYYxoIYq1I2bdpUFChQQKv90KFDQqFQiBMnTui9tkSJEqJevXpa\n7StWrBAKhUI80RFJ8uHDB/H06VPh7e0tihYtKkqXLi2USqXO8TlCkflRKJVC9O9PgVJeXok9G+PZ\nuFGIv/7Sfe7Zs2fi7FkK7Jo3L+Hu+fGjEG5uxkXfeXtL10VFWSbCr2FDIerX/zHRjs7OQtjaGu7z\n/bsQ794J4eEhRKVKQkybJsSOHUIcOSLE69f0WSiV8mtS4rOYjMnik5W9EIA4jupiNkaL4y6GQyP9\nMqsdz5hBgz9+LMSNG/q/wLgeUsWMGUIkTy5ESIiIfBQgBCA8Jzaic1u2CAGIb5XLi/HTqhv9Ab6d\nPEI6fvRIiO3baf/UKQoPNXT9unUJ9xLHwbNnzwx3iI4WYvVqIfLkobm1aiWL7GSY35E41w3DMDrh\ntcMw5sFrh2FMwxR9zcZY4fHNmzdwVrlpqpEuJozorQGXhTdv3qBw4cIGr82pFk3y9u1bZMmSJfa4\ncePG2L17t/H1vhjGAghBbs7Ll1MUX+fOiT0j4zlxgkq7qQxC1HFxccHt27S/Zg2QJQsFVNkY/dtB\nTmgo3WfDBuOvWb8eaNOGag8acoCOD1u2ULBbQtO+PZAjB5UXDAyk6Eo7OyB3bnqenTspWK5+fcBT\nzcT49Gmgdm1g5Ej60YVCAVSuDJw9C6xbB3Ttmgrr0RnplIHwRym0wna0xjZkf2k4yrvUG7WDLl1o\nmyuXzr5Go1CQxfTKlUDLloCjIx7MHw1Xa6BUp5i/BLdrBwCwX7QUM8qUASYCrwKf4FXlYih7/6ve\noTNOpdqJ4WdPwT53bqBnT6B8eaBSJcMv5pQp0vP9AFziCkG1sqJIyq5daUFMnkxRlqVKkftPp06x\nUZkM87sQ57phGEYnvHYYxjx47TCM5TA6sTEoKAiOOv41rmr7+PGj3muDg4NNutbZ2RlHjx6Fr68v\npk2bhjNnzqB58+YICwszdroMk6AIAUyYQCYbS5cCvXol9oxMI1cuw8az9esD589Tvw4dgIIFgbVr\ngchI4+/x5QuJgilTGhYT16yRpwYDwIEDpE9pione3sbf3xBHjpB2Y4iUKclLo0QJ08bevBmYPRuY\nNAm4cIF8QObPp89i507qc/8+vT/qqeT16mmPtW4daWfPntGxECQmApQCnQWvcAy1UAdH4IOmaICD\ncMVjJMu7x/gJZ80adx/1l0UIPLxwAB/y6rhu0iTg5UtShD9+hNi3F5fyJkfxPJUBdbOuMmWk26fL\nBe8OZDBzML8V8PkzCYU66LyxOb6lTkGK+IgRhsXEQYNoPkkRa2sSFR88oJcie3Zg6FDaDhsGPH+e\n2DNkGIZhGIZhGIYxCaMFxbRp0+Lz589a7ao2XdGL5l5ra2uLmjVrokGDBpgwYQL279+PvXv3Yv/+\n/Qbn2KBBA7i7u8t+KlSoAB8fH1m/w4cPw93dXev6/v37w9PTU9bm7+8Pd3d3BAYGytonT56MuXPn\nytqeP38Od3d33Lt3T9a+dOlSjNQIQQoLC4O7uzvOqtSCGLZs2YJu3bppza1Nmzb8HIn0HF27dkO/\nfsCsWSQUDRjw8z3HmzdbEBjYDV81gsLUn6NCBWD/fmDZssP4+tUd3btTlN2CBSQW6nuOBg3c0aFD\nIBwdgW3bYp8EgPw59u59jsaN3VGhwj0cPix7EgCaIXphqFjRHdOmndVo3wJA+70C2gDw0Wg7DIC+\nDycnYE+s5tYfgCc8PIC2bcnJ+e+//eHk5I4XLwJx7RqQLBmJosOHaz8H8Dxm3Hsa7Utx6dJIODiQ\nOEoB2GFwcnLHiRNn4egI9O9P0YvAFkRHy59j+HCgW7c28PT0Qc6cVJORPqfDSJHCHam/v4dfmtqw\ntVaiNo4iGBMB0PdR/T5ZcvvHzEz+Vml8G/nyAdu34/nt2/rfK1X0YozqmaVoNfQoUApnq1eX9ZV9\nG+nSofC11witUBpt27aFT9my1P74MQBpfQghUHPjOQDAp3EjoKjliGUd2yIw9AOcRwEXsknP8deK\nj3D4TH9ICuvTQ8dbFfNt5MqFe336yCzCk+TvKzs7oHlzTC5eHHNHjaJfJuvWAblz43mzZnCvXj1h\nfu8GBdG4CxYAe/agTcuWP9Xvq1/pvx/8HPwc/Bz8HPwc/Bz8HPwc/Bz8HEn1OUqXLo2aNWvKNLTW\nrVtr3UsvxuZRN2nSROTLl0+r3dgaim5ublrthmooapIlSxbRpUsXnee4hiJjKb59E8LdnQxbPT0T\nezbmc+4clXDTVTJvzpw5Oq+5eZOcj21thciXjz4LdZ49EyJ16rhL4l2+LL/u33/jviYoSIg9exKm\nnmHHjtptR4/SXHx96fjqVTpWKoV480aIT5/kc9Y1RkL8/PknuYTb2xvu54hPIjR/CRHmlEm4IkCr\nruJj5BQnUE2kcIimmoalShk/ifLlhTh5kqzLVajOadp9Dx1KzsUPHwrRoYP+Mf/7T7vWohBCqVSK\nTPMzxZ7DFN0/zdqY8CGOGkVfXCKgb+2YxJcv9CLkyEHP07Ch+dbxnz7R55EiBRV6TZGCxnRxEeLw\n4fjPlWESgARZNwzzG8Jrh2HMg9cOw5iGRVyeixYtiocPH+L9e7mb6OnTp2FtbY2CBQvqvbZIkSK4\ndOmSlpvz6dOn4eTkhGzZssV5/2/fvhk7VYZJEL5/B1q0oCixffuA7t0Te0bmowo405X2rK+UQJEi\nFOR05QoQEEBZrQDtp09PdQNDQvTf89gxUnzUsl1x/DhQt67+aw4fpmuSJSNn6IRg40bttoULaevm\nRs+iStFWKIBMmaSydlFRQOPG2mO8eSMpWkolcOuWVC+xXDnj5zZ4MFCgABAeTse7dlFAn2bJ2e+w\nw9fcxfFs1RE8Qh7Mny+du4YSyIWn6InVCP1mBYwfTxbkxnLhAlC9OrkjKxTygo6auenv3pHNtasr\nfShCAFFRiPTZJe9XoYK0f+kS9QMQGBYIvKF6u9F6SuK2uwns2mrk3CdNAubMkUUm/kgSpAxHypSU\nrh0QQC/ivXtA0aJAv360bwyRkcChQ3TdsmXAkCFkr/71K3D3LpAnD73sgwZRuDHDJCJcvoZhzIPX\nDsOYB68dhrEgxqqUAQEBQqFQiKlTp8a2ffr0SeTMmVM0btw4tu3Nmzfi7t27IlIt2uXo0aNCoVAI\nLzVb3GfPnonUqVOLgQMHxraFhoaK0NBQrXvv2LFDKBQK8Zcem1qOUGQSmvBwChSytyfX3Z+d6Ggh\n7OwoEMocWrcWIlUqIdq2jTtgbMcO7YCxjx/J+Tiua6OiKIrSEtGAmj8qBg4UIlMmCtB7+1aIsWPj\nvrZQId2fk7ors4eH1B4cLMSxY4bHVEVJqqhbV7vP3LnyY3f4SNF+UErPdeECtU+dKgQgiuNq/D6s\nmTMpzLVePSGaNdP98HGNMW2aCAp6Lb7a0rFbR3lUou1EM+b0KxIWJsScOdKCqV+f3K3VF5VSKcTt\n27SgGzUSImVK6lupEoUOa6JUCrF4MblxZ8kixNatiRbVyTAMwzAMwzBM0sUUfc1oQVEIIXr16iWs\nra1F3759xcKFC0Xp0qWFo6OjuHjxYmyfLl26CIVCoWXP7ubmJhwcHMTIkSPF3LlzRd68eUXmzJnF\n48ePY/tcvXpVODs7i/79+4slS5aIZcuWia5duwpbW1tRrlw5Ea2ZfmfGAzNMXKjERDs7IQ4dSuzZ\nJBz58wsxZIjp112+bJy+M3IkCYLqPHsmRPbsP0YgNOXn/Hlpjqp0cEM/tWvTZ6fepkuPWbHC8PkN\nGzQEQXchXr3S7hcVJfVxcNA9J0d8ij04+vcD8eKF2ue/apUQVlZCDBkilJkzi3JllYYfUCVIGfOT\nLZsQ795Jk42MpLTd2bNN+hKK94HAZIgmbQ30u35dfnzwoBCbNtH2V+fbN3phihalZy9WjJTvHDno\nOwCESJZMiBo1hJg1ixZqXCLhs2ckCANCuLkJ8eDBD3kUhmEYhmEYhmF+DkzR1wxYZmqzcuVKZMuW\nDTt37sTWrVtRrlw5/PXXXyirKr4PQKFQQKEj/Wzfvn0YNWoU9u7di+DgYFSqVAkeHh7IpcrFBJA9\ne3a0bNkSx48fh5eXF2xsbODq6orp06djyJAhsLIyOkObYcxCleZ89Ciwdy9lCf4qxOX0rE5UFKV5\nz50LXLwYd//gYDI+UfHhA2XFxje7skkTdTOVhCF9eqB8eeD2bUrr1sekSeSZkT691LZ4sXx/6FDp\n+NkzoE8f2h82TDsL9+pVymJNlUr6XLZtU5m0yFE3rfHx0Z0mfi9rLeAVgN69UatPXvnJGzeAvHkB\nPz8oKlVCm4oK4FLMOSH0P7SK4GBg7Fjgn3+0z718SWnPmjg4AClSAKGhcY8P4NoKAycfPQLOnAGK\nF5favn+nXPjfBXt7oGNHsl0/eBDYtIk+Y2trwNGRLNGrVgWSJzd+TBcXyqvfvx8YOJAWwJgx9OPg\nYLlnYRiGYRiGYRjml0MhhDH/ukza+Pv7o3Tp0vDz80OpUqUSezrMT4pKTDx2jESsX0lMBIC+fck5\n+No1eXtgYCDSpUsHpRI4eRLYvRvw9gYCNa2CdeDpKa8tGRZGGoefn+7+o0YB9+8bJxIuWUKaR/Pm\nNCdzSZ3acK1HFVWrAhMn0lafbqUpEqp+eyqVQPbswOvXdPzmDdViVPHkCfC//wEfP9Jxw4YkFNro\n+ZNOnTokas+ZQ7Uq27WjZ9izB+jcGWgIX/iiMXWOiKD6h+pUr05K6P79wPTpmPV9ODKM74me8DRN\nmDt/HqhUybi+CYCoWROKoUMBd3e58BkZqf/DSkRUa+enJCwMmD0b8PCgd2XUKKBXLxYWGYvzU68b\nhklEeO0wjHnw2mEY0zBFX+OQP4bBry8mAhSh+OSJdoBaly7dsXQpaQq1apGnQ1xiYrt2JKKpxMTv\n34FOnShATZ+YWKMGMHMmaVzGMGCAdJ25FC1qnJgoBHDqFFC7tmGtzd9ffnzhAm0XL5bExC9f5NGa\nX7+SPqYSE6tVA7Zv16+PvX4teaq0bk3i4qlTFNnYqRPghGBJTDx/XltMFIIiFF1cgG/fABcXDBgA\nXMtUX5qgsVSsSNGK27aRW4wQFLKqCu2sWZOU0b175cqyq6uUqBwRAXz+DJw+DSxaBMyapfd2iuPH\nyQVH9ZIWLUr7SVBMBIDuP7NTU/LkwPTpFKpbuzaF1ebKBSxYQC8tw1iIn3rdMEwiwmuHYcyD1w7D\nWA4WFJnfnsBAEhD37yeto2bNxJ6RZciZk3SdT5/o+NMnisg7cGAKBg0CgoKMH2vZMorWi4igMezt\ndbspq7Suli0BLy8SCTWNgwHSn9Tp2ZPGF4KMac3l5k3ttkOH5HPIksW4sb59owxcdbF5zBjgzh1g\n+HA6PnKEIjDz5CGtLyKCRMHbt+l8oUIUbWkoCGzdOtrmy0f6jrMzRU2qoiNv5WsBALiT113upqzi\nxQsSATNnpuOMGeHoCLiUyQAAEO/eG/fAKpycgFatJKvwsmWB69fJ0jo4GGjalBTTNWvIsXjoUHkY\nrK0tqaFVqpD78NixktjYsaPhe//xB/DwoWnz/YFMmTIlsacQf/LkoZfu/n2gUSN6qXPkoO+TYSzA\nL7FuGCYR4LXDMObBa4dhLAcLisxvzZIlFJl3+jQdDxtG/6aOjk7ceVkClR70558kcqVJA8yYAQD6\nw5jz5CHxTaX/tG1L7TVqUH1FOzvVGHKGD6fxlUrSn1KkoLF0leRbvpxK5qmzejVtmzY1+TFj0RVp\nWL481SNUL8c6eHDcY12/TgFd1tby+oanTgGFC9N+r14U6JUvHwmkVarQ53PsGGWVAvRZpUmj/z5C\nAOPH076jo44O+/Yh64MTAIAKAetx4gSJr1WrAl27Ugp6tF+MmJc1K20zkJBYtX02AMCdwy/jfuC4\nsLKiXHQ/P6p1uH49cOIEhWEuXEjCojHMm0cvVYMGwIQJJDyqM3Ag1YJ0c5MWaRLilyqx4epKC+/R\nIxKIe/QAJk+mRcwwCcgvtW4Y5gfCa4dhzIPXDsNYDhYUmd8SpRIoU0YuJnXqRILX4cNUWuxnJyqK\naibu2EHHqjTcqVMp5dYQ48aRuBUQQCKain79aHvjBgUyadK7N6UY29pS8FrVqiTGeXnpNh9p1w7o\n31/3HM6coUxac4mI0G7z9aXtt29SW/ny0v7atfSjzqtXQIkS2mPt2iU/7tSJtqlSkb6m0mEiIqgE\nIBC3zqZKoQbI5EWWnh4UREIPgF5pd+IzUqNmTap3mSULcPcuiZr/9LuGiFTOUNaoBWzZQqnPAEo1\nolDMx6cTQFBUoVAAlSvTw1evbrppSqZMNMeYWo/4/Jk+uCNHSNlXceQI5Ypv3pxwc2d04+JCi2D2\nbGDaNFrEd+4k9qwYhmEYhmEYhklisKDI/HaEhZFIpqr1FxJCws369ZRhOWECBeYkwYAok1i4kErg\ntWpFuk++fMZd9+oV1TpUR6mk8apW1X1N06aUQr1iBZm/zJlD7SdOUH1FQHfpvr59pf0nT+Tn9N0r\nPqhEvrdvpbbcuWkbEgKMGEEirIr374Fs2eRjzJ9PIqGmY3bRorS9fp20r4wZKYqzQAESaAGKYDSE\nupj54YOG8KvK/W7WDLPuNot1n7axoajLCxeovGGhiGs49aUkCtfIgFVf2iLcilyAkwn6IhJUULQE\nCgV9UPv2Ufr29u2kgrdoARQsmNiz+30YM4YW8IcPlOtfvz6FHv/7768Zws0wDMMwDMMwjEmwoMj8\nVjx/Tum3AGX4RUVpp5ZOnkxRa/37/9z/btaMoNOPJwBKx42KktcUFIJ0HScnqU6gJkFBVBfw+3dy\nOlYPIrO2pjJ53t66r1UXDbNkkYQ3S/HmDW3VXaZVz7t+PXlRqMqs3LxJoqA6d+/S5/DwIaXHq1i8\nmD6jnTtJxHV2Bi5fJuPccuWkfi8NaHlhYcCqVbRfty4FIw4dGiPE7t4NbNoEbNgA7NqF9BkUeP+e\nPvumTckPpV49ym6u6ngN+duUQMGCFDHq4kLnj3YktbLR500mf26JRrZsVIBz0iQKtS1ZMrFnJMPT\n0zOxp2BZqlcnhdzDgxbz9u30ohUqRGY8DGMGv/y6YRgLwWuHYcyD1w7DWA4WFJnfhhMnyGsAoNTd\nhw/l6bwqrK3J6PTWrZ8zw/L+fQpmu3jRuP4pUvjjxg2q3af6PISg1O/y5UnY0hVd2LEj8L//kQg5\nahSJb+qC2datQHg4aWCtW8c9Dzs7eXSguajMS3RRvDj5mKiLgap6ikeOAJUqkcC4cCFQrJj82qgo\nijYESE9RZ+BAEiJbtqRM3TNnSFz9809K954/n7SxgQP1z23oUGl/61aq7/npEzBnRCDQpw/QpAnQ\noYPsmjRpyE/Dw4O+r+I5P8Hq6ROM3VoCu3YBDx5QWvmtW0CbExQOGpY+h/5JMCbhr2n7/Stib08v\np68v5eFfuEBhvc2bJ8yCZX47fot1wzAWgNcOw5gHrx2GsSDiF8DPz08A5NNXsgAAIABJREFUEH5+\nfok9FSaJMmeOylZEiI0bjbumWTMhsmYV4vNny84tIYiKEmLPHiHq1KFnTJ9eel5DP3/+KUREhHys\ns2eFqFLFuOv1/cyZIx9zzBjp3MWLQixbFr/x9f2cOSOEp6f+8927y48LFhTi/Hn6/PLkEaJCBd3X\n/fef9CwZMmifb9tWCIVCiOnThVAqqd+8eXRu5Eg63rhRmqMm379LYzVpIrXPmyeEN9qIyNRphXjz\nRu/3v3+/ENbWQlTBKSEAUQi3xOPH8j5KpRAfb7wU0R8+xvE2MUwcvHpFL+uWLYk9E4ZhGIZhGIZh\nEhBT9DWOUGR+aSIjyVBDZSBy/bpWkJdeFi4k01pdLsZJhW/fgKVLKX27SRPytNiwwThTmXnzKJLR\n1paOr10DGjYkj40zZ7T7v3kjuTzrI1062nbsKG9Xjbd5M7k+L1xIxytXUlSjPmMWU6hThyIHe/TQ\n32fNGvnx3buUomxjQxGr+gKuNsVkCX/8SHUVNfH2pqjCCRMo9btHD2DkSIr6nDuX+rRrR1GPqvqS\n6oweLe136SLtD8m6HW2wFRPSLMf3NJn0PleDBhRBWTbZNYTDDveRH7lz03xVKBRA2qJZYZUurd5x\nGMYoNmygkOI6dRJ7JgzDMAzDMAzDJBIsKDK/LE+fkuns9et0HBSkncZqiJw5SRRaulRu4pEU+PKF\n0lxz5gSGDKFU3UuXKBuxRQugZ0/d16mXoFPVknz4kMSukiWBAwe0rzl+nGLn7O3lxi6dO0v7qVMD\nefIAgYF0nC0bcOUK7fv4AOfPUxm8du2o7fFj2vbqBWTNCixbZvJHoMWRI1S7UJ3Nm8lDIr4sXkxb\nlWCqomZN2nbtSuY3y5cDmTOTcDl8OInRqhRsKysScA8ckBvQhIRI49vYkDiowib8Kz426oxFr9pg\n5EjDc4yOJkHxJopijZcNAPI0YZgE5+xZKoCqueAYhmEYhmEYhvltYEGR+SVZvBjIlYv2mzQhsSVN\nGtPHGTaMRElVlFliExREtfpy5KBouCZNqE7epk1UzxAAbt/WfW3JksCdO9Lxx49Ap05A3ry6TVNO\nniQhsVQpMtnNmZOiGocPB969A5Inl/r6+QEBARS95+FBdQQzZaKox44dSeScPFnq//gxRY9akhQp\nSAD18orfOJs2UW3J8ePl7efPk9gKkDv0q1dUaq5BA/qc58/XHqtdOxJfV6yQ2lQmMAAJk3Z2ahd0\n6wbnfV5YuEiBpUt1j6k+zzxfryFn0xLo3Jm+uxIlTHxYhomL8HASFFW/cBiGYRiGYRiG+S1hQZH5\npfj2jdx2VQYXvr4UIWdl5pvu5EQRgCtWSA7BiUFgIDB2LAmJHh4kBD56RCnDrq7yvirjEE1atKB0\nXBUTJwIbNwKAu1bfVq1IgJwxg4TEOXOAbt1ICJw/n4TNVauA6dMpqk4V2Zg+PUV17ttH7e7uNB8v\nL/l3kCsXnVdx6pQ5n4phQkNJrPP3lzstm0r79kBEBDBrlrxdCGm/cGESsVOkAP7+GyhYUPdYyZPT\n5+jpSVGvgYFSdCKgPx2/Xz9Kix45Unc6+rt3wIhhSmRPHoT0tVlF/FG4u2uvnV8eX19yC1IPUWYY\nE/gt1w3DJAC8dhjGPHjtMIzlYEGR+WW4eZMEm5AQOv74kWoCxpchQyhqTFftu4QmOppEpogIOr53\nj6Ikc+aktOD+/SmV+88/yUVYk337gFSpdI8dHKzvrgO0WrZvJ9FvxgzSDR4/BhYtoqhDAJg5k1KV\nR44Eatem+oHqhIcDTZtSXb89e+TRjJqsWwdUr67/fHxYsIBSnr9+Ne96lYgsixoERVcuWkT7Y8fS\n9vRpihh1dDQ85sCBgFJJqdHp00vtWbNSFqkuFAqqi5kzJwnBmtGdgwcDQmEF8eQpOUIzP4QBA7TX\nzi/PyZNU3yB//sSeCfOT8luuG4ZJAHjtMIx58NphGMvBgiLzSzB4sFQfcehQEmzSJpD3hJMTiXr/\n/ENprQlNaCjV+qtRg9Kr06cnUSpPHop0W7+eau89eUKiZoYMuseZP58iAvWxYIG+M246W4OCSDNI\nm5b2Vbx+TQLi4MEktNWvT2YmoaF0Xgiq4Xj9OrB3Lwll+hCCIvYsRf78FNWpLw3cEB06kIC6cqW8\nfdgwSuXesYOOp08nIfjhQyB37rjHzZWLoks1v4927QxH0ioUJL6eO0fvw9evlObs5kbfx6JFMe+G\ntbUpj8nEAzc33Wvnl0UI+qtF3bqJPRPmJ+a3WzcMk0Dw2mEY8+C1wzCWgwVF5qcmOJiEliVL6NjP\njxyEVUYYCcXgwYCDQ8LVUrx5kyLVGjYkAbFDBxJBly4Fdu6k+9WuTaLVq1eUbqtpCKJJpUrkWAxQ\n3/jWz8uWjQS1xYtJrB09moS5du1I8Ozenfo1akRz37+fjmfPJqFr3jyqzdi9O7lD9+1LUXzqqcKD\nBxs/H3t73e2FCuluj0+aM0ARllu3Ar17y9tHjgSqVKH9adNIvzt8mERXY01v06ShKE47O2DtWmoz\nxn28WjWKVF2xgiJRO3akNP+1a413L2cYs/H3B54/B5o1S+yZMAzDMAzDMAyTyCiEUP/n/c+Jv78/\nSpcuDT8/P5QqVSqxp8P8IFavJpdggCLD7t+X1+VLaGbMoJ9HjwxH3cVFeDjVFXz2DKhVi4J9WrQw\nLrotLqZMISHv+XMyYM2QAfjwwbyxXFxonMuXqQ7lkiXkLg1QlJxKvARIvEufnsTDFi3o+QIDSWjM\nm5dqCz59SqnTJUpQGnmJEnLRs3VrYNs26Tgigsbat8+8+dvYUMq1Ju7uFDlpDlevAgMG0PMD9NlG\nRpJxTb58wIkTxtXrfP+eoifbtaMU/WvXgFu3jBfCz5+ndPgaNSTzIYaxOIMHUzj1mzeW/WXLMAzD\nMAzDMEyiYIq+xhGKzE9HYCAJLyoxcdMmEvks/e/bQYOoFuDs2fEbx8uLhLq7d4GjRyniLSHExOBg\ncmPu0YPExMBAEvLixkdn6/PntD1+nITUY8ekc5q1/nr0oAjFFi3o+N49ipi8exe4cIGuDQigeorX\nrpGbsbqYOG4cXaPiyBHA1pYiTs2lUSNpv1o1ad8YMXHiRN3tJUtKYmKfPvTONW9OIuLWrcab/4wZ\nQ+/w6NEk1nboYFpUbcWKJN6ymJi4+PjoXju/JCEhwJo1FLLLYiITD36rdcMwCQivHYYxD147DGM5\nWFBkfhqUSqqPqG5kERJCLrw/AkdHYPhwcjd+/Ni8MaKjKYJQFcWXkKhqRlauTOJU+vQUFRg3Wwye\n3b2bxMqyZaW26Gi6x7dvdKwu2HXrJkU1ZshAUYIzZ1JqcJMmuu/Rpg1w44Z03Lcvjf/6tbyfs7Mx\nz0PCqur/HapUkVyky5eP+9otW4ARIwz3KVCAnJcrVqTI2N27JcOauLh4kVKUZ84Ezp4FwsJ+3DvM\nJCxbthheO78Uq1eTTXz//ok9E+Yn57daNwyTgPDaYRjz4LXDMJaDU56Zn4IzZ+RRcd7eJEL9aL58\nIbOUlClJNDPV+GXvXhLVLlyIf40/dcLCjI1GjBs7O4oWzJmT0nk/fZIbwfTuTQY1Kt6/p2jAS5fo\nWPUbRQiK6ly2LGHmFV8GDZJqbQIUhTh9unY/IfRHC27eTDUb37wBunSh9+DAAdMMb2vVolTpq1eB\nxo2Bz59JWGSYJItSSb/4KlUCNmxI7NkwDMMwDMMwDGMhOOWZ+WX48IGEMpWYWKcO1SBMDDERICOM\nM2fIgKNPH4rUM5aQECpBVr16woqJANVOTCiioqi+I0AiobqYGBJChiAHD0ptGTJIYqLq+lGjKP1X\nn5j49ClQpIj5cyxe3LT+NjYkQqvo0EG3mAgAmTPrbj9xgmoePn0KtGpFguuFC6aJiTt2UAr59OnA\nx49k5sJmKkyS58gRspnv1y+xZ8IwDMMwDMMwTBKBBUUmSRIZSRFgGTJQ9B1AdRIPH6YIusQkXz5g\n5Upg+3agXj0K3omLqCigZ08SkdasSfg5DRgALF9O0XW3b1NdRlUNRFPJnp1SmF+/pvRpFe/fU9o3\nQM+tCysrqn04b57u815eNMcFC8iERJPjxyn1+flzEm31cf163M+hnhofFUU/OXLQ8aZN+q97+1a7\nrXNnqndZvjy5P9esSXUh1e8RF58+kbN306ZkDLNtG0VCtmpl/BgMkyisWEFW78bUDGAYhmEYhmEY\n5reABUUmybF5M5AsGbB+PR1v20YiVEIYlyQUrVqRCcfRo8DSpYYjFcPDqb+PD7BunWWMNFxcpOCh\n9OlJiG3Y0Lyxnj6lFFx1J+t37+TiWZ48uq/VJ66OHk3fYfv2wNy59JlpMmoUuRYXLUqi5rRp5s1f\nhaa79R9/UA1Oc/jvP8DDg1Lct22j7zJlStPGmDAB+PqVnl2hIFGzbl0gXTrz5sQwP4TgYMDXl/4i\nYopzEMMwDMMwDMMwvzQsKDJJhvv36d+rqhTQ7t0pUjGpRnA1b05zGzKEjD+iorT7PH5Mxh2HDpEI\n1by5Zed09CiJiyNHAjdvGntVN62WKlWk/ceP5WnPY8dStKgxTJhAQuKcOVQzsHhxcjjWZNgwqsv4\n5QsdBwUBixfTfkKZ18yZQ9+VLpo1M3ytszNFRR44QN+5qbrK5cvAX39RqnO2bPT5XbjA6c4/O926\naa+dXw4fH/qLScuWiT0T5hfht1g3DGMBeO0wjHnw2mEYy8GCIpPofP0KlCkjCUfp0gGBgYCnJ9W+\nS6rY2FC02sGDJA6tWCE/v2cPULo0mW7895/5EYOmkDs3RUTGRY0a6kduevv9+688onLNGhLmVDx6\nRMavunj+nAS06Ghg9mygVCngzh3tfsePk9AXGkpGsgBFKQKUouzlFffzqGOs27I6bvo/AsybRxGb\nBQuaPi5AUZv9+pGYOmAAtW3eTLVB3d3NG5NJGrgZenF+FbZvp78w6Csuyvx0XH51GdNPTcfSi0ux\n8cZGnH52+ofe/7dYNwxjAXjtMIx58NphGMvBgiKTaAhBaa2pUgF+ftT233+UqursnLhzM4V69Sia\ncuJEMjO5d4/ce5s2JQOWK1eAEiUsO4fQUGDGDLpPqlQk5B06pL9/r17qR+309lMX0SZMAHr0kI4H\nDSIBM1kyyohUZ/BgSgl+/JjqMY4bJz+vSj2uVo3EzezZKR160SJ6B16/pvPXrgH/+x/VZjQWXTUQ\nDXH1KtC3r3Z7v370jo4YAVhbmzamOt7e9A4sWUIitBCU7tysWcI5czOJQ7t2+tfOL0FQEBmyJNUw\nccYs7gbexfLLyzHiyAh02t0J44+P/6H3/+XXDcNYCF47DGMevHYYxnIohBAisScRX0yxtWaSBocO\nAfXrS8ceHiTc/KwluoKCKALv0ycS97Jlo2dq2dKyzxQVBaxdC0yeTIYv/foB48eTAJc3L0V95sql\nbUKSOjU5NsdF48YUaTlsmJSCrEL9N8eZM5ITtyEaNqQox4wZ6Tg8XDLZuXmTfB9UzJxJ6dFubmSA\nYgkKFyYTG11ER5smZOoiMpK+g8KFgb17qc3fnyJXDx7Ub27DMEmClStJbX/5kiMUf1G+RX5DeFQ4\n0jikSeypMAzDMAzDMEkAU/Q1jlBkfiiBgeSSrBITS5WilOeRI39eMREgs46DB0kwmzcPuHvXvFp7\nxiIECVTFipHZSI0aFBm5aBGljK9aBXz7BuzaRQLegQMUAaiiaFESP5VKGuvjR9332bePRDVDYqKn\nJ5mLODjon2/nzhQ56Osr1VBctUru2K1Kc1bh5kbGMOaKifnyUYSoIfSJiatWxV9MBOizf/KExFEV\nmzZRTcrateM/PsNYlJ07Sf0PD5cvemO4d49+Gbm7U67/16+WmSMTLxxsHVhMZBiGYRiGYcyCBUXm\nh7F+PTkFBwTQsZ8f/fwqaZ8FC5JYNGQIYG9vuftcvEipwk2aAFmyUDrtpk3yWoePH1OEYsaMlJJc\nv768tqCvL0UpKhTA2bNnMWIEkCYNpWnHhcrJWQgSB3v2JHORoCCKxFOlQato1YrqIKqiErt1A4YP\np+vUiYiQ9jt1oihPY9KXhw3Tbjt7lkx+TpzQf13OnLrbS5YkUViXyY4pREaSkNi2rSSWRkcDW7YA\nbdok7fqgjHGcPXs2sadgWYoUAd68oUWdMSP9Ihk3jorHXr9O4dj6OH6c/lKxbx+wfDnVYmAY/Abr\nhmEsBK8dhjEPXjsMYzlYUGQsTnAw1dPr0oWOR40isYWz003jwQMS58qXp3TlQ4eovFnp0tp9U6Wi\nyDhVUNGXL8DChdJ5dRHXw8MDr15RtOPu3eTBoI+ICBIhIyNJEJw7l8ZdtYpE1KpVgeTJyajl2jW6\nZvt2uubff+m4ShWKHBw3jjIpVZQtK+3fv09RnsagGV05ejRQqZI0X308fard1qkTPcuDB9pp4qay\nezfw4oXc1frkSdJn2N3518DDwyOxp2BZFiwA3r+nv0D07UsquJcXKeIlStAv9qxZgcqVgY4daVEv\nWUKC4549iT17Jonyy68bhrEQvHYYxjx47TCM5eAaioxFWbWKUnJVPH1Kzr2M8dy6BcyaBWzdSv92\nnzGDBClDRiFHjwJ16tBnv2gR9ffxkc7fuwfkz0/7YWFh8PFJjg4dgI0bqW90NPDPP0D//tI1U6aQ\n8cyLF0DXrhQFuGYNiXAqli8nw5WvXylKMSSEUpcvXdI/V29v0iZULt9LlpDhi7U1zSNZMkkYzJtX\ninDVR1SU9NmkTk0u28ai+m3YsiVFft6/L0/LNoVKlWju6lGS3bsDp0/TM/zMKf4MERYWhuTJkyf2\nNH48gYH0Eqt+nj6ln+fPgXfvJOv3qVOpwCtAbeqhy8xvy2+7bhgmnvDaYRjz4LXDMKZhir7GgiJj\nEQIDKb1ZxaJF5PzLIorxXLlCKbM+PoCLC0W6detmXDq1ECQIDh1K5c8AChhq0oT2t24FWreW9+/W\nDdi8mYKR3Nyofe9e6RqA3Lc/fqTsx+3bKdpQnVu3KL1Xc/zTpylN2xj0GcYULUrGLYZ49YrSwAHg\n/HkpUtEY1A1i7tyhbM+lS+WiqrEMHUp1J3fuBJo3l8bPmPH/7d13eFRV/sfxzxA6wkYSiooICihI\nk6CoiCBSFoSAuqvCghQhwC4WVMBGUdAFLIigdKTKD8uKiAUFlKaIElcJTUJHSqSEYoCQ5Pz+ODtJ\nhiQwc5NhMpn363l4Mty5d+Zckg8n+eYUm4OXXvL9NYGgYIwN8MmTdvt2AAAAAEGDTVkQUE88kVFM\nLFbMrq33xBMUE721Zo1dquzmm+2mITNmSPHxdsaht2szulxS3752SrLbPfdkPP7Pf7KeP3WqLSR2\n7GhHOEp2P4UzZzIKh488YmczbtmStZgo2SJcy5Z25qN7kJJkp0IbI4WHZxz77DNp7VrP68PDPadw\nZ65HXOzrZ+LEjGLi3r2+FRPfeMNzJGKtWnbk5YgRF14mLjtJSRmb2LRvn3F88WI7WpLpzijQXC4b\nZIqJAAAAQIFGQRF5ZudO+7PkuHH2759+aotRl7OBpNe++cYuR7Zvn928Y/NmO3KwSBHfX2vvXjs9\n2r1eYu/eGRu3LFiQ9fwiReyowzvusEXB3r3tVONixWyB0+WSXnjBruOYuTB4vjfftF8LU6dmfe6H\nH+xUaWOktm2lRo0ynnvsMTv68fRp+/ewMHsPkr3m11/t4+eft2scnq9vX/txzx47otMXAwZkPTZ8\nuC2GT5jg22u99JL9N9u61fPzNm+eLZa6p5oDAAAAABCsKCgiT3TvbjcClexotNRUqV27gDYpKDVt\nKn3+ud1A9aGHLrxO4oWcPWsLf8WL26XNpk+305l37sx67sCBA9MflyhhN3uZONHuyv3gg3aTk5de\nsiMSvdmRu1Yt2/Y33sjYEdqtRg3PkYOrVmU8dq/b+P339u9lytiP9erZjV4kW9gcOdK+zvl277bF\nxDvvvHgbM8u8MUxmVatmbDyzZ493r7V7t53e/+yznm08dsx+XhmdWLBkzg4A75AbwBmyAzhDdgD/\noaCIXHGPSpw1y/597VppxQqpEF9ZjhQqZItmuf33e/JJ6eefpQ8/lCIj7WYg332X/bmVzxvOV6iQ\nHe33wQd2/cYxY+y6f59/7n27+va1Xxs5vadki42ZRwbed5/06KP28Z13Sg0b2sfr19ui4rp1dpq0\nW716duq1W5UqdsOf3bu9a6Nki5tXXZXz80OG2CJqnTrSzJkZm7bkZNgwOyL3qac8j3/0kd0s5qGH\nvG8b8r/zswPg4sgN4AzZAZwhO4D/sCkLHDHGbhIyZoz9+913S19/zTqJ+cGcOdLDD0uTJkl9+ng+\nt3mzHUEo2Q1H+vfP+XXuv9+utVilSvYjGy8kLc1e17693fk5O7NnS9262QJchQp2/cUPP7TPxcfb\nJdjCwrIfpZmcnLFh7J9/Spdd5lv7MrfzYl+ziYm2oDp7th2pOWRI9ufFxUl162a/kctdd0mFC9uM\nAAAAAACQH7EpC/xq2zY7Us1dTFyxwm7iQTEx8P77Xykmxq67GBOT9fmaNTMeP/qoLZBl9yuFr7/O\n2Lhl61bf25GcbNc/fOedrNOe3aZNsx8TE+0oQXcxcdw46brrbMEwpynf7mKiZEcQZr6vvBYebkfg\nfvKJ/XfNyXPP2WnSvXt7Ht+3z2aE6c4AAAAAgIKCgiK8duqUHd3mXhuuUiW7o62va9bBP44ds9OG\na9WyowIvVuB9+WU7Rffllz2PHz5sd3uW7C7TmYt33po5M+Pxzz9nfT4lRYqIsI+bNpViY+3jJk0u\nPGoyJ998c/Fz7r0367HMU6YvJjrafs1nZ/VquwnRyJFZ/73mz7fHsnt/AAAAAACCEQVFXNQ339ji\nVOnSdsqsJP34ox2BVqJEYNsGKy1N6tJFOn7crtfnzeflmWfcU3i36IYb7Lp/Bw5I5crZ5996K2N6\ntC9mzLAbubj98EPWtnbqJC1eLE2ZYnc+PnYs41on60dWqGA3dbmQjz/OePz77/bjSy/5/l7nS02V\nBg6U6te3m9icb948O/X7L3/J/Xshf9niS0UagCRyAzhFdgBnyA7gPxQUka24OOmBB2whsXnzjOPz\n59spsu4NM5A/jBghffGF3cm5ShXvrjlwQHrhBalhw0Fq1kx6913pyivtcyVKZGyQ4ou1a6VHHrE7\nfI8caY998IHnOW+/badTf/CB/Tp6/XV7/M03pWrVfH9Pt0KFMtp/vsyjA3v3tufdeWfupumfOyfN\nnWvXfly71u4GfX4xdONGu2M3050LpkGDBgW6CUDQITeAM2QHcIbsAP5DQRHpTp+2I8RcLrurrbsQ\n1LChXQfOGHapzY8+/1x68UU72q5164uf7562+9NP9nP90UcTNGmSnf7rXrPw9Glp/37f2nH4sPTY\nY3Zjktmz7aYukvTtt57rKM6eLXXoYEftxcTYdQdHjXJWwMxs27asbZ40yd5j5tGJU6bYjzVqSJs2\n+f4+qal2bciqVaWuXe16j999lzFNPLN58+wajG3a+P4+yP8mTJgQ6CYAQYfcAM6QHcAZsgP4DwVF\naMMGWxgpWdKOLnObNUs6e9ZOb77qqsC1DznbscOOfmvXzm4K4o377rMfT560HytXrixJKl9eOngw\n47yrrrLFQMmOZrzqqux3bN60SbrtNjtVets2W8QLC5Ouvz5jBOCYMbYg/dNP9s9DD9mi3Pr1tug2\neLCzqc5uxmSs7SnZdRklqW9fz01nvv8+43GrVnb04K+/ev8+v/0mtWxp13ls3txeu3ixvf/zpaXZ\nEaN//7tUrJhv94Pg4M4OAO+RG8AZsgM4Q3YA/6GgGMJ27JBuuMGOKJs71x67/XZbQDRGevhhZxty\n4NJISrLFwYgIO+rP24Kcu/iVkJD1ucjIjEKjJN11ly0KTpxoR//17++507ExdrThiRPS5Ml2jU33\n67tc0q5d9vGzz9r2NW9uv+bq17cF0L59sy/G+Srzmo0REXaDlMsv9zznhhukW2/N+HvHjnZd0MWL\nL/76cXG2MHjDDbZoumyZ/TevUyfna77/Xtq9m+nOAAAAAICCh4JiCPrjDztd87rrpK1b7bFhw+zo\ntDVrWB8xGBgj9etnR8z95z92Wq236ta1H3/5JfvnL7vMjq6rWTPj2IgRGY9nzsyYwvzdd1J8vN3A\nJSZGqljR87UqV/bc5bllS1toe+YZ+z7//rf37c7JwYPSq6/ax488Ij3xhC0Ujh6dcU6zZhkbCrkV\nKWKPf/11zq/93Xd29G69enY05aRJtqB4110Xb9e8eXZ6eZMmvt4RAAAAAAD5GwXFEGGM9NlndtRY\n+fIZI8dmzbKbSwwfbnfKRXCYNMmOkJs6NaNA6C331GD3VN/RmStv/+Ny2anMP/3kefzmm+3XUqFC\n9uspOtqO0nNPMc5O/fp2RJ8kPf+8tGKFXdPwrbfyZufjK66wH7/8Upo2zW40I0lly2acs3x59te2\nbi2tXm13x3ZLSJDGjbMjJxs3tkXFN9+0a0zGxEjFi1+8TefOSe+/b3ezzs1UbuRv2WUHwIWRG8AZ\nsgM4Q3YA/+FH3QJu/367+UWhQnadPbdPP82Y1ly4cODaB9+tXSs9/rjdxMTJdFr359s9QjEpKSnH\ncyMjPXeN/vFHO/X3+eftVOfbb5e++ebiX0NNmtji4Xvv2WnT99wj/e1vvrf9fGPH2o9XXOG5IU1a\nmufr792b/fXR0TYHs2fb9UJHjJCuuUZ66il77wsX2hGJjz7q2/T/JUukI0eY7lzQXSg7ALJHbgBn\nyA7gDNkB/MdlTOYtCy7MGKORI0fqww8/1L59+9SoUSMNHz5ct9xyy0WvTU5O1uDBg/XFF18oMTFR\nt99+u8aMGaNq1aqln3P69GnNmDFDn3zyieLi4nTq1ClVq1ZNMTExiomJUaEchvrExsYqKipK69ev\nV4MGDby9nQIrNdWO1Orb1/N4kybSnDm2YILglJAgNWhgpxJ/+61auyQYAAAgAElEQVTzNS7dm6Vc\nKP3bt9vdiVNT7Xtt2GALgZItID7zjJ0q721BunNnaf58qVQpuyZh5kKlEydOZIxwPHPGc+OTv/7V\nFvUkO1Kxc2dp/Pisr3H2rJ3OvHOnXQZg+3bpySelp5+2m8w41amT/ffasCHj3xoAAAAAgPzMl/qa\nT2PT+vXrp2nTpqlPnz6qXr265s6dqxYtWmjZsmW6+eabc7zOGKMOHTpoxYoV6t+/vyIjIzV9+nTd\neeedWrNmjapWrSpJ2r59ux599FE1a9ZMffr00WWXXaZ58+bpn//8pzZt2qS33nrLl+aGnK1b7WjE\nbds8j3/4oXTvvUy9DHYpKXZ35HPnpA8+yN2GOQsW2KnvOVmxwm74UrasXWPw6qvteoCNG9vRfr/8\n4tu6jVLGlPo+fXJfTJQyionz5nkWE1NTM4qJX3xh13AcOtSuOXnypLR0qc3I7t3Sf/8rJSbac5OT\n7d9vvDF37Tp5UvrkE2nIEIqJAAAAAICCyesRivHx8br++us1fPhwDRkyRJJ04sQJ1a9fX7Vr19ai\nRYtyvHbZsmVq2bKlZs2apa5du0qS9u7dqzp16ujhhx9OLxQeOXJEu3fvzlIFfeSRR/Tuu+9q3759\nuvLKK7O8fiiPUDx71k4/ff11z+N9+9pNKcqUCUy7kPcGD7af56VL7WYi/jJ1qvTPf9p1Ed9/P2Mt\nwoULbWH688/tyEVfnD4tlSxpH2/cKNWqlbs2vv++9OCD9vH5/4NlLuIZY0cv1q5tC30JCbYddeva\ngqr7v6369e26jnlR6Jwzxy4lsGsXo4EBAAAAAMHDl/qa12PWZs2aJUnqm2kebZkyZdS5c2d98cUX\nOnToUI7Xzpw5U+Hh4ercuXP6sauvvlrt2rXT3LlzlZKSIkmKiIjItsEdOnSQJG3atMnb5hZoJ0/a\nXW1dLrtBhLuYeOWVdoSVMdLEiRQTC5KPPpLGjLFF4rwuJh4+fFiS/bp58km78Ujv3nZ0n7uYmJoq\nPfec3aXZ12KiZDf9cXNvCJQbqan244kTnsfXrct4fPKk/Vi8uPTGG7aYKNmCbKtWdpRl0aLSSy/Z\ndSnzopgo2XUi77iDYmIocGcHgPfIDeAM2QGcITuA/3hdUIyLi1ONGjVU7ryFxZo0aaLU1FRt3rz5\ngtc2atRIYWFhWa5NTEzUvn37Lvje27dvl6RsRyeGij/+kKZMsUXEMmWkQYMynhs/3hZYfv/drgeH\ngmXrVqlHD7vJyJNP5s1rjhsnXXed3TikZ8+ekuxI17Fj7dfTO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"text": [
"<matplotlib.figure.Figure at 0x14308150>"
]
}
],
"prompt_number": 19
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Number of satellites\n",
"\n",
"Hier is nog niet zo veel op te zien => inzoom nodig"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = figuurBCM(data, 'time', 'nsat')\n",
"display(fig)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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s7Gw0b94cd9xxh3v99SkvL8dDDz2Ef/3rX0hNTcWKFSsMncsioMk4SF+hOpdh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nYqhqRSyLPnR3jQoEFH/p+frz6aXqdPR9dLufFhPg01YRodOsB996l1/KZOhdWr1Ui/+oYeNTXm\njyEC8GZ5AXTX6bNEE5Zh70Gk3nTVG9Fnd91BKzQhkYlHcUNEX3gdJwQjEE2gGn1geVQfwD9O/QdD\n8ofwlwV/4cfdzijCbbcmIsGjcdsc7daE4DzqNeHxeBhXOI75389n14FdNo/KHbjC6ANCj+pLSVEf\n9dw1S083JqKvXbugjL5uKT3hlxOhjz1NOcaMGXPk/+3aQevWUqcv0mmoCdNJSlIj+9atgzfeUKN6\nR49Wo/weftj2K1u3nSz50iW9C3HRcbrr9FmqCRPwOKDTbj0l+0tIiU8hKS6p2dfoTd214m6z2zXh\nNuqNPid7n6IJwRfRBLYafVGeKGYNm0W71u0YPnc4+6t0lDcyCNGE4ItoQvCloSYu7X0pUZ4oZq6a\nad+AXET4Gn31EX166vRlZBibuhvMWfnXxZC7GFq3bAyaicejpu+6rfOuEAZERcHgwfDee/D11/Cn\nP8GkSWodv7/+FTZssHuEriQmKoa8zDzpvOsgWuq4C0eNPoloE+pJT4fqajh40O6RCIIQEm3bqqWB\nbKpHnJqQyqLRi9i6byvFrxXL74og6ET2IWvJTMxkRMEInl75tDQXCoKgjb7vvvuOCy64gG7dupGU\nlERmZib9+/fnpZdeMmdkdUZfeqt0MlplBDb6/O1kASL6gt4pjUzdra4OLiJpzWiojYHjX9C/XZ1Y\n0nnXo/0AKcfWCKBPH5g5U737/be/wUsvqZ16hw+HZcssFUE46K2+IUckY3eaa0NKyksC1ucD1eir\nVWopr9ZRhkIIK9LS1Eenp+8KgtUEOr93xAV5VJR609KGiL56emT1YNbwWcxfO58HPn7AtnEIBqPj\nekrQjpPOKSOF8YXjWV+2ng82fWD3UBxP0Ebfli1bKC8vZ+zYsTzxxBOMGzeOqqoqLr74Yv71r38Z\nP7K6rruA2nl3j8aIPiek7rZtqz62kL7r8QAH02HtcOj7vOWHjuXLlzd6np8vqbuRjq8mbKNdO7jr\nLrWO3/TpqjBPPRVOPFE1/4xuD+0HJ1wj6KUgu0B3RJ9jNBEGlOxvOaIvNT4VQFf6rtmIJqzFDUaf\naELwRTRRR06OrUYfwLAew/jnqf9k0ruTWLJ+iW3jEE0IvogmBF98NXFKp1PwZnmlKUcQBG30nX32\n2SxevJjbbruNyy+/nPvuu48vv/yS3r17M336dONHVtd1FyA3I1d7jT4/qbtKsP67kam7EFSdPgBW\nFUP2WsvrZzz44IONnuflwa+/wj5nN3wUTMRXE7bTqhWMGwdr1sDixZCZCRddBF26wP33G7O/hjHe\nLC87D+ykrFL75+Q4TbiYYCP6wNlGn2jCGIK9mVBv9Dm5865oQvBFNFFH5862G30AU06bwlndz2LM\n/DFs3LPRljGIJgRfRBOCL76aqG/KsXDtQnYe2GnTqNyBrhp9UVFRxMTEkJmZadR4jlKXugt1EX1a\na/TpiegzMnUXgjf6Nv4Z9h3LrwesrdM3Z86cRs8t67wrOBZfTTiGqCg46yxYsgS+/Vb9/5QpakrM\nNdeIaJvBm13XeVdHQw7HasKFBBPR5wajTzRhLW6I6BNNCL6IJupwQEQfQHRUNC+d9xIZrTIYPnc4\nB6oPWD4G0YTgi2hC8MWfJi7pfQlRniie/9qeBqZuIWSjr6KigtLSUj777DP+8Y9/8O2333LDDTcY\nPzIfo29H+Y7QahTFxkJCgr5mHOnpqtFXq7PYY+vW6nxKSoJ7vRINqy9lp8WtoxMTExs9z81VH8Uz\niVx8NeFIjjsOnn0WtmyBiRNh/nzVpR4yBN5/Pzxybg0iLzOPKE+UrvRdV2jCBkKt03Kg+gD7q/eH\nhdEnmrAWNxh9ognBF9FEHTk5arqMA7rppLdKZ9HoRWwo28CVb1xpeR1D0YTgi2hC8MWfJjJaZTCy\n50hpytECIRt9N954I23atKF///488sgjvPfee4wcOdL4kfkYfQAbyjaEdtGekqI/oq+2Vt866qnv\nvBssq8ZyWDmsf7s6SElRS6NJnT7BFbRpA5Mnq3fKn3tO7Wo3YAD07Qv/+Q9UVdk9QttJiEmgS1qX\niG/I4QRKytUbPy2l7qYmOL9Gn2AtiYnqvUwnG32CIDRDTo76uGWLveOo47g2x/Hc0OeYvWY2j332\nmN3DEQRBCIrxhePZuGcj72581+6hmIbemy8xob5hwoQJjBw5kl9++YWXX36ZoqIiZsyYwdChQ3UN\npAlJSerdrtraI0bf+rL19A5lHcnJ+iL6MjLUxz17jt5C10oQRl+j77KsO6lZKYABJqMO8vKcG9En\ngVqCXxISoLgYxo6Fd9+Fxx5T///3v8O118JVV0FWVourCVd9GdGQQ9DP9v3bAWif3D7g6xJiEkiI\nSRCjTziCx6Oekmg1+u5bdp+xAwpXTmm66L5l1g9DCJ6f9/5s9xBapt7o27RJPcl2ACN7jmRFyQpu\n/t/N9GnbhwFdBtg9JEsI1/M8QYgE+nfsT0F2AU+vfJozup1h93CciaKTQYMGKQUFBX7/tmLFCgVQ\njgFliM+/k0FZuHBho9cvWbJEGTJkiPpk9mxFAUXZv1+55pprlFbntVLuX3a/osybpyigrKhbzy5Q\nlEmTjqzj9ttvV+6//371Sd++inL11crmzZuVIUOGKGvXrlUURVE+2fKJ8noeyhOg3KQe5xUF6h4O\nKDBEWbZsmaKsWKH+7auvlJdfflkZO3ZskzmOHDlSWdhgHQooS+rG9lt+l6MvHDFCuebYY5Vnn322\nyWc0ZMgQZdeuXcrXXzdcze3K9f2PO7ogPr7JPOp54oknlJtuuqnRsgMHDihDhtTNowGB5jF06NAm\n30dOzhClT5/Gr73mmmsCzqMhjb4PRVFuWnqTwgQU8lG4DoXkXzTPIzNzrMIU1H8oSlJS3fcRSFcG\nzUNRFNO/j/p5HNXEEqVnT2vnceKJJxo2j3ps+T6KixVl/HhFadVKURISlAPFxcqQ008POI9XX234\n2Y9UBgzQPg/G12l+Ikc1OwWF07BcV8OnDFdyHsvRNI8VK1Yo3bp1a/b7aDS3hvv5lKM/NaHOgz4+\nn9kUdOnq6U9mH/0+TpysNPwVbElXjcZxNgr9jz7Pm5oX0vcx59s5Cj1RXpr70pFlo14ZpZx757lN\n5tH24bbKScNOanb/eHvV2010xUD1/3PXzG0yj4YYoav8/HzT9/M3f3jTr67qtWX0cVfPPGBXw1OC\noI9XW7cqCjyhwE2N3g9N55GbqyiDB7cwDz/nJQooDw5spbS9L1PJejBLSfh9gtJ6RGsl68GsI//S\n/pqmxBXEKRmTMxotbzWwlZJ4dmKjZem3pitxBXFK2k1pjZbHdo9VWp3WqtGyzLszlbiCOCX16tRG\ny5MvTFbiT4hvtCzrwSwl7vg4JfmS5EbLUq5IUeIK4pq81ox5cHOWwp+TFE5spf7/ZnfOI+vBLCVp\naJLt30d8v3jT59HoOHg+jX4/6n/3QtrPQXnW5xz/yPWH1vOS6mrlCY9HuWnQoEavDfl4BY2vPwLN\nI4jj7qHDh5SBswYqrQa2Um6ZfEvL81D0H3dvuukmy88TYYgCaxVQlJdfNmYeimL/+S7nXt3kvIQp\nKFOmaJ/HjJUz1PVcXPe72+Bczqx53HTTTaZ/HwcPHWx8rDgRhaLG5xTBzmPR2kWGne+OPfNMxefH\n/+h+7mcevrjlujbUedx0003NzuPMy89Uos6IUkr2lxgzj7rP/WVQxvocX/XOQ1FC/z7ye+Urf/Lx\n0LqBAigrVqxosk1fPOqctPP0009z1VVXsXHjRjp37tzobytXrqSwsJAVQD+f91WltiZ+b4Bou9df\nh6FD1Si4Y47hhKdPoG+7vjxzcBD4pgpPmgT33NN0Haedphbnf/HFRou/LvmaX07vx2CfSDVPgxpL\nioJ6t61LF1i6FM4I4BR7PH4X7+/RleS1G9Qn118PH34I33zT7GpWrVKzDOupfGEmCRcXq0/y8kzP\noZ06dSrXX399o2WPPAK33w7l5c1OMyQmfzCZOz+8s8EGfkH5LXBES3OcdBJ8eW7doKYoJCWp4ww3\nGn7ujz4KEyZYt21/mnA1u3fDU0/BtGlqzcyzzlI/0DPOaCLw+fNhxIijz8eOhec11nz13NH8zqNM\ntvaW8sxVMyl+rZjyW8tJiksK+f2BNGHGPP2tU89ntuyHNZw6p5f6ZPYi+GFo0Hf1A80vLzOPH64L\n/hj9+GePM+ndSRyYdABPCwdX75Nezsk9h0cGPeL37+9ufJeBLwz0+7eRPUcyd8TcoMelBSuOE+//\n/D4DZvmPMrF6H2oJ368zWH1t26aesvjDdx0nnQR9+sDTTzezMkVRmxb5IzoaeveGWbOgZ8/gBhci\n4fDb4W+3lAgg7VihiXnfzWPUq6P8/q1zWmd+/muIEX+Bjs16xNCxI1x6Kdx9t/Z1aD3QBGB3xW5O\neOYEMlplsLx4Oa1iW+leZyDsOE40/NhefhnGjLF086bhOfdaOOn/miy/O/Yw/5ikrffmc18/x+Wv\nX95omdm/t1ZoovJQJYn3Nl8LMJQ5frzlY055vnH4t+bP6P331ZJDfgcVuT8+gTSxp3IP7R9tz+2n\n3s6tf7xV/8aaO+bb9Pl/+cuXnHjsSY2WrQQKgRUrVtCvn6/D1hhdXXcBKisr9a7CP0l1F6B6Ou+m\npBiXuquXUGv0oaZs1WOFvPztRPn5UFEBv/xiwQAEx+H2C7UmZGaqNwY2bVIvcnfsgDPPhF69YMYM\nRxTHNhtvltp594fd2m4chJ0mbKKkvIR2ye1aNPlAbcihNXV33nfzqDhUoem9wSKasJ60NB2nJp9/\nrh7rCgvh4YfhsPH1gEUTgi+iiQZ07uyIzru+ZCZmsnDUQtbuWstVb11lenMO0YT5lPOr3UMICdGE\n4EsgTaS3SmdUz1E8s/IZacrhh6CNvl27mnaAPXToELNmzeKYY45pEs2nGyOMvuRkfY00kpPVO99l\nZdrXUU/btlBaCocOaXp75SGTDNUWqC8f4tQ6fYKgibg4uPhiWLlSvYPWrRtceSV06gRTpqgd8cKU\nHlk9AKQhh82U7C9pseNuPXqMPoBF6xZpfq9gHaFcU+up0UdhIaxYoWYaTJwIp58OGzZoXJkgCCGT\nk+NIow+gT9s+PDPkGWatnsWTXz5p93AEnexVNml+rwcDUrlciBhG7mJ84Xh+3vsz/9vwP/M24scH\ncwNBG33jxo1j4MCB3HnnnTz77LPcfffdHH/88axevZqnnnrK+JH5Mfq2/baNqprq4NfRTESfEmx8\nnMcD6enGGX2Kolko+6r26R+DBrp0gZgYM7OGtd8tjOAoZsEoPB71Ive111SRjxwJDz0EnTpR+ORl\nHMe3do/QcFITUumQ3MHyhhw1tTWWbs/p1Ef0BUNaQhr7Dmr7DTj+mOP5z+r/aHqv4FzS03V23U1I\nUI91H34I27fD8cfDv/8tP6yCYAUONvoA/nL8X/jbyX9jwpIJLNssHWjczB7FuTpzKmWVwV/3B+0p\nCKZx8rEnc1yb43h6ZXO1TAzg44/NW7eJBG30jR49mqioKP79739z3XXX8dxzz+H1evn8888pKioy\nfmT1Rl+FmnJU33l35wE/kTbNnZimpOiL6AM1fdeo1F0ILX23QUrX/ur97K/SkYYcBOvWrWuyLDYW\nunZ1R0SfXJ8Yjz9NhC25uWrtvm3b4M47abN6Kd9yPEs5g7N5G08Y3eHzZntZu0ub0adVEyX7SzS9\nL1wxMqIv0Inmpb0v5Z2N7/DLb+bVX4io44RD0BXR15A//hFWr4ZLLoFrrlFLGWzbpnu1ognBF9FE\nA3Jy1P1MY5aPFTw48EFO6XQKI14Zwbbf9B8T/CGaMJ+9bLJ7CCFhhSZaMud2lIdWassw5ELWLy1p\nwuPxML5wPK+te828a41l7rzhEbTRN2rUKJYuXUpJSQkHDx5k48aNLFiwgMLCQnNGllhXJLNBRB+E\nuPMlJ+ur0QfGRvSB2gBAA4qiMO+7efrHEYCJEyf6XZ6fb3ofEMGhNKeJsCY9Hf9YUNgAACAASURB\nVG65hf/+38+M4WXS2MvbnMvdi3qqjTwqzK13ZgXeLK/miD6tmtiyb4um9xlNrUNOpErKDTT6Asxp\nZM+RxEXH8eI3Lzb7Gr1E5HHCZgwz+gBat1aj+f77X/j+ezjuOHjhBV0XHaIJwRe7NWF2vbmQyMmB\n2lpHF8COjY5l7oi5xEXHMWLeCKpqqgzfht2aCCs8/vWtJ6LPjmg1J2jCNqNP8Eswmrjo+IuIi47j\nua+fM2cQy5ebs16T0d2MwzR8UnePSTqGpNgkSspDMMqMiugzwuhr00Z9DBDRF6gme2JsIs+v0tjy\nM0imTZvmd3lenjsi+iIBq89Tm9NEJKDExDKHMZzEF5zCMranFqgRL506wT/+oaa7uRRvlpf1Zeup\nPhxCKYQ6tGrCKUafE6iqqaKssiz41N147TX6UuNTGdZjGP9Z/R/TLnQj+ThhF/VGn6Ff6Zlnwrff\nQlGRGuF33nmwc6emVYkmBF9EEw3IyVEfHZy+C9AmqQ0LRi5g1Y5VXL/Y+CYJognz0VOjzw5z3Ama\nkAwUZxGMJtIS0hh93GieWfkMh2uNbzDGypVHPCk34Vyjzyeiz+Px0D2je+gRfRUV+jrKGZW6GxsL\nWVkhd96tJzUhlY+3fsyPu81z3Dp16uR3eX4+/PwzVBl/M09wOM1pIrLw8DGnMO1P8+Gnn+Cii+CJ\nJ9SueZdcAl9/bfcAQ8ab7aWmtib0Bkdo14QYfUepv2HVPrl9UK9PTUhl78G9mk+6L+19KWtL1/LV\n9q80vb8l5DhhPWlpUFNjwnlnerrakXz+fLUmTc+esGBByKsRTQi+WKEJ1zQPqP8sHG70AZzY4UT+\nfe6/eWblMzy9wtgaWHKcMJ89Oow+O3CCJiSiz1kEq4nxhePZvG8zSzcsNX4QNTXw2WfGr7cF9EbV\nOtfoi45Wi0U3OIsN2ehLSVEf/TbkCBKjUncB2rULaPQFuoZrHdeatIQ0Zq6aacxYQiAvT80w2LjR\n8k0HxElZGEKE0LUrPP64Wlvn/vvVQvb9+sGf/gSvv67uKC6gILsAQHOdPi1s+U2Mvnrq7xaHkrp7\nWDnMgUPaXJ0zup5Bu9btpClHGJGWpj4alr7ry3nnwZo1cMopcP75apdyI256CoJNOKpofmKimunj\nAqMPoLhvMdeceA3XvX0dn2791O7hCCGwl83OSlt3ATsOiNHnRk7qcBLHH3O8OU050tNdmb7rXKMP\n1PRdPUZfcrL6qCd916jUXVDr9GmM6IvCw5jjxjBr9SxzQlIDkJ+vPkqdPkGoIzUVbrwRNmyAefPU\ncNehQ9Wd5cknobzc7hEGJDsxm4xWGZZ23t26b6tl27KDUCJJ6iP6Qum6C2hK3/V4PERHRXPR8Rcx\ne81sU+osWYGjLtIdQHq6+mia0QeqEbFggRrh98Yb0KsX/5+9Mw9vqkz7/+eke5s2aWkhBdqErSUs\nFqiOqK04zghudGSRKii1bujojL46OqPjiL4zoz9gZnRe91FUkEV2xB3XwQ0X9lVZZQs7lBZoS5ff\nHw+BLkma5STnJHk+18UVbZOT5zR3nvOc7/O975sPPwziG0okgaF4qoGjN3TeebclTw15il90+gUj\nZo+QqY1hxClOcuDEAa2HoSvaEj5lfIcnzqYcb//4NnsqVS6vVFQUlg059C/0NSl83yOjB4dOHPT+\n9R4cfV6jVuou+C70tZiIyvuVs7tyNx9t/Uid8bRgwoQJLn/eoYPQTGWdvujDXUxEAy3XAS7XBbGx\ncO218PXX8M03wt13zz2QkwN//KMq3SuDgaIofjfk8DcmZOruWRyVDuIMcbRLaufV8wMR+pyUFZRx\n+ORh3t30rt/HcEc0zxNq4ovpIuiOPieKItx8a9eKNN7LL4c77mhzM0PGhKQlMiZaEGZCX3xMPHNH\nzQXg2jnX+lXjtyVax0Q46cKB8PPR8IkzrWMCZOqu3vAlJsb0HUNCbAKTl09WdxBFRSJ1V8ed0l2h\nb6EvObmVo8+nPX2n0BeIoy89XYiN1dX+H8NJAI4+gHM7nkvvrN5Ba8pxwk03UUWRnXejFXcxIXHB\nwIEwa5Zw+d1yC7z4InTpAqNHc64OG+vZs+x+pe76GxNS6DuLo8qBxWjx2n3SltDnjdutd/veFGYX\nBiV9V84ToSdkQp+Tzp1FV94XXhAdeQsKPO5uy5iQtETGRAusVti+XetR+ITFaGHeqHl8t/s7/ufD\n/wn4eDImQsP2o9u1HoLX6CEmfGr8KQk6vsSEKdHE9X2uV78pR3Gx0KRWrlTvmCFA30Kfi9Rdn3Cm\n7gbq6AN1XH0BCn2KolDer5yFGxdy+KRK6cRNePzxx93+TnbejU48xYTEDVYr/OMfws33z3/Ct9/y\n/cuw5FUYtgEMOinjZ8+0s/HgRhoafRuQvzFxpPoIlTUBzMUqoYdaNY4qh9dpu6COow+Eq++9Te9x\n4Li6aTxyngg9IRf6QOz63XEHrF4NHTvCoEHwhz+43AiVMSFpiYyJFlitsGNH2NT2dXJBzgU8e+Wz\nPP/987y2IjDjgYyJ4JNAqt9Cnxap8HqICeno0xe+xsS4wnHsPLaTDzZ/oN4gCgtF74gwq9MXVkJf\ndmo28Ya41s9zd+PmxtHn042e2kJfVVVA9btuOOcG6hvqmblmZuDj8QHp6JNIfCQ1FX7/e/jpJ4aV\nQqMC82fBpmfgnqWQqnGptF5ZvThZdzKkKR07j0V2nT5vcVQ6vG7EAeoJfdf3vR4FhRlrZgR0HIn2\nJCZCQoJG/TG6dYPPP4eJE+GZZ0TJgh+C09FZIolYrFaorYV9+7Qeic/cXng7tw64lTvfvTNo3dwl\n6pCu2Pi5InxSd/XA0eqjVNepkMkn0YRzO55Lf0t/dZtyxMfD+eeHXZ2+sBL6DIoBi9Hi/euNRvEY\niKPPWfFajYYcltNjD+Ci3sHYgavyrgpa+q478vLgwAF9N93TgVFHImlNTAwL7TCoHM69Hb7pDJMW\nw85/wT8+RLMaPfZMO0BIG3LoLn1X0WbS8NXRlxibSEJMQsBCX2ZyJlflXSW770YIZrMHR1+wL4gx\nMcLNt3w5JCWJ0gXjx4dd/RpJZOFLUyTNsVrFYxjV6WvKs1c8Sz9LP4bPGs7+4/u1Ho7EDWbFGlap\nu3pBuvrCF0VRuL3wdt756R12HVOxVnpxsXD0hZHgoH+hr0VetiWlg/evj40Vdf4C7boL6gp9jsBy\n/8v7lbPMsYw1+9YEPqYmHDzovtGJs/OuntJ3w+h7phqhdtF7igmJ7yzrCDeMgC73wvPnQflKoGtX\nGDVKNPMIITmmHJLjkn2u0+dvTBgUQ8R33vWWPZV7fHL0gXD1BSr0gUjfXbF3harXDzlPaEN6eohT\nd13Ru7coUP3II/D3vwvBb906GROSVmgdE7oTAcNc6EuITWDuqLnU1Ncwas4oTtX7LvJrHRPRQDrh\n5ejTS0x4K/TpoRxMpONPTIzuO5qk2CR1m3IUFQnXk57EkDbQt9DXohkH4JujD0T6XKDNOEC91F3w\nvk6fG1Xnqh5XkZWcpbqr7+abb3b7ux49xGMYxbZEBTzFhMR/dqfBw7+GnP9BpL6tXAkXXihukmfP\nhrq6oI/BoBjomdnTZ0efvzHRMbUjO47pzNGnAXUNdRw4foCOqR19ep1aQt+VPa6kXVI7pq6eGvCx\nnMh5Qhs8OvpCSVwcPPYYfPutqNc3YAA3DxoE9SoWwpaEPXKeaIHZDCZT2Ap9AJ3TOjPn2jl8tfMr\nHvz4QZ9fr3VMRING43T0hYsgpXVMOJGOPv3gT0ykJaQxuu9oXlnxCnUNKt1TXXABGAxhVadP30Jf\ni9Rd8EPoS0sLLHU3Pl6MQw1HX3q6OF4ADTkA4mLiuOGcG5i2eppfO2jueOyxx9z+zmiETp30Vacv\nTK5ZYY2nmJAEzol44Le/hY0bYdEisblRWipqYP3jH0G/i7dn2ll/YL1Pr/E3JnJNufpL3dWAfVX7\naKRRVUefLwv4+Jh4RvcdzbTV01Rb/Mh5Qht0I/Q5KSyEZcvg97/nsfXrRbOOzZu1HpVEJ8h5wgVW\na1gLfQAXWy/mqSFP8fTSp5m+erpPr5UxEXzSFRtVtVUcqdZx7aUm6CEmYpQYHJWy865e8DcmxhWO\nY9exXby/6X11BpKWBgUFIa3TF6hAH3ZCX4cUP4Q+F44+nwz8GRnqCH2K4rHzri+fZXm/cg6cOMC7\nm94NfFynGTBggMffy8670UdbMSFRCYMBhg6FTz+FFSvgkkvg4YchJwfuuQe2bAnK2/bK6sWGgxt8\nupD4GxN6Efq03tV2VInFoy81+kAIfRU1FaqMoaygjL1Ve/loy0eqHE/OE+rga2jqTugD0SVk0iQG\nLFkiypQUFMALL8idOYmcJ1xhtcL27VqPImDuOu8uxhaM5ba3b2OFY4XXr5MxEXzSFRtA2NTp00NM\ndDB2YO9x6ejTC/7GRGHHQgqzC3lp2UvqDcZZpy9MCDuhz2J0UaPP0wIyNTUwRx8IoU+tLhQehD5f\n6NuhL4XZhSFtyiE770qimZDdp/brB1OmiF3+e++F6dNF7vzw4WIXScWB2DPtHK0+yr7jwe/6pxeh\nT2ucu8SqOvrwLSYGZA+gd1bvsGrKobVAq0d0KfQ5KS6GVatg7FjhWh4yBHbKGp0S7fB1ngwJEeDo\nA1H8/sWrXsSeZWf47OEcOnFI6yFFIa7j26yIWpDhIvSFgrbmgmxjtkzdjRBuL7yd9ze/r979R1GR\nMF8E2G8hVISd0NcuuZ1vx3Dj6POJ9HR1HH3gUejztdFCeb9y3v3pXfZVBf8mHYSjb9MmaGgIydtJ\nJNFNdjb89a+wYwe8+KJI7734YjjvPJgxQ5Xulvas0513fWzI4Q+5abnsrNhJQ2N0TyCOKgcGxUD7\nlPY+vU6tGn0gbsrGFoxl4caFqh1TEnrMZvX2IIOC0SjcfB98AOvXQ9++MHWqdPdJgoYS6o5lgeIU\n+iLgO5EUl8T8UfOpqq3iunnXqVcXSxIQKWSSHJfMz0fDX1AOFRajRabuRgjX97me5LhkJq9QqSlH\nUZF4DBNXn/6FvhZddw2Kj0NWy9EXAqHPV67vez0xhhimrZ6myvEmT/b8JcjPh5MnYZeKnaol+qat\nmJCEgORkuP12WLsW3n9fzEdjxkCXLvD//l9Ac1O39G7EGmJ9asjhb0zkmnI51XCK/cf3+/X6SMFR\n6aB9SntiDDE+vU5NoQ/ghnNu4FTDKWavmx3wseQ8oQ16dvQ1i4khQ2DNGigpgbIy4U7eH93zQDQi\n5wkXWK1QVaVzxd57rGYrs0bO4tNtn/LnT//c5vNlTAQfRVGwmqxsr9ju82u1cNLrISYsRos2jr4I\nEPyDQSAxkZqQypi+Y3hluUpNObKzRR31ENbpCwR9C33JycK1EohzRQ1Hn1apu2184TOSMrim5zW8\ntvI1VSbj5cuXe/x9fr54lHX6ooe2YiKS0d311mCAyy+HxYth9Wpx8/zYY6KO3113+fXFjIuJo0dG\nD58acvgbEzmmHICITd/1Ni3MUeXwOW0XwJRgUlXo65jakcu6XqZK+m40zxNakp4OFRX6dNm3ion0\ndOHmmzcPvvoKeveG+fO1GZxEE+Q84QKbTTxGQPquk0u7XMqkyyYx8auJbW4kyZgIPo2NYDPbwsbR\np4eYyE6Vqbt6ItCYGFc4jj2Ve3j3J5X6GhQXS6FPFVJSxGPT9F1f775dOPoafa3UoXbq7r59qq3M\ny/uVs+7AOn7Y80PAx3ruuec8/t5qhbg4/dbp050wEwG0FRMSjejbFyZPFmm9Dz4Ic+dCz57CMfPZ\nZz59GZwNObzF35jINeUCOhP6GkOf5uWocvjciAPOOvpcbeoovrWXOkNZQRlf7/yaTYc2+fV6J3Ke\n0AazWSwlqqq0Hklr3MbE8OHCnVxcDCNGwI03RoybSeIZOU+4wCrqp0WS0AfwPwP/h+v6XEf5W+Ws\n2bfG7fNkTIQGm9nmV40+LVLh9RATlhTh6JO1gfVBoDHRP7s/53U8T72mHEVFwnBRoU6DvGASfkKf\nr6jl6FNT6Kurg0PqFKq9rOtldErtFJKmHLGx0L27dPRpibzmSJrRvj2MHy9uEl55BbZtg0svhQED\nREOPmpo2D2HPsoekRl96YjopcSn6Evo0YE/lHr8cfeZEM3UNdZw4daLV7/wtMn9Nz2tIS0hj6uqp\nfr1eoi1ms3jUa/quW9q3F86+N96At9+GPn3gww+1HpVEEnqysiApKeKEPkVReGXoK3TP6M6wWcM4\nclKK+VpiNVllM44mtCXgWYwWTjWc4vBJle79JZpze+HtfLD5A3WcrcXFYpf1m28CP1aQiXyhLzVV\nHaHv6FF1XHgWi3hUqU5fjCGGsQVjmbFmBidPnVTlmJ7Iy9Ovo08iiVoSE+Hmm8UO00cfiRoSN90k\n0oL+9jc4eNDtS+2ZdhxVDiqqg7szpSiKLjrvat150VHpoGNqR59fZ04Uqo6a6btJcUmM6j2Kqaum\nRn2TlHAkbIU+EN3HbrhBuPv69BFlCe64Q5/2RIkkWCgK5ObC9u1aj0R1UuJTWFC6gMMnDzNm/hjq\nG+q1HlLUYjPbqKipkM23vMSZdSHTdyOH6/pchzHeyCsrXgn8YD16iA3LMGjIER5C34nWDgavSUuD\n6urA6vylpwuRL1DBEFQX+gBu6ncTFTUVLNy4ULVjuiM/X2VHn+L/Tbd0t0kkLVAU+PWv4b33RJfL\n3/wG/v53Ucdv3DjY0Nq5Z8883XnXh/Rdf9GD0KclDY0N7Du+z29HH6gr9IFI391RsYP/bv+vqseV\n+I6v1zSn0BfWma+dO4uuvC+8ANOmwTnnhE3tG4lEFZyddyOQruldmTliJh9s/oDH/vuY1sOJWqxm\nkSIeLnX6tMZiFPfqjqq2O+9qvXks8Q5jvJEbzrmBycsnc6o+AE0IxL1WUVFYrFXCQ+gLNHUXAuu8\nm5EhHtVI3/VF6POyNkJeuzyKcosCTt8tKSlp+73yxMZjdXVAb6UKUugLPt7EhESn2O3w4ouwcyc8\n8ggsWgS9esEVVwjX3+kvUH5mPgqK1w05AomJXFMuO4/t9Pv14c7BEwepa6jzu0YfqC/0XZRzEd3S\nuwXUlEPOE9rg0dGn8QXSp5hQFOHmW7UKOnWCQYPgD3/Qx0JDohqhmCf8rVeqKREs9AEM6T6EJ371\nBH9b8rdWhgR57QgNNrMNgJ8r9B9neogJp9AnHX36QK2YGFc4DkeVg3d+eifwgxUVwXffeVUiKRAC\nFZL1LfQlJ4vHQFN3QR2hT41t86QkMJlcCn2BrMvL+5Xz8daPA3LL3H333W0+Jz9fjHPLFr/fRhIA\nob538yYmJDonMxP+/Geh0E+ZIuaewYOFc2byZJLrDdjMNq8dfYHERE5aTlQ7+hyVYnc4lI6+tm58\nFUVhbMFY5q6fS1Wtf2mTcp7QBj2n7voVE926weefw6RJ8OyzotboD4E3GpPoAzlPuCHChT6AP170\nR0bYRzB2wdhmNYFlTISG9intSYhJCIs6fXqIieS4ZNIS0s6s2STaolZMFFgKOL/T+eo05SguFpuR\ny5YFfqwgom+hT01HXyBpt+np4lHNhhwqpu4CXNvrWpLikpi6yv+i6oMHD27zOXl54lHW6YsOvImJ\naCHsHaQJCTB2LCxfLjrzdukCt90Gubn8dUksjs0rvTpMIDGRa8pl//H9Iakn6g4tP0dnGoieHH0A\nYwvGcvzUceZvmO/X60MxT8j0mNbEx4v9UD0KfX7HREwM3H+/WDwnJcHAgaLhUCDlVyS6QK4n3GCz\niQZ9gdzr6BxFUXjtN6+RY8ph2KxhHKsR92QyJkKDQTFgNYdHQw69rCcsRgt7j0tHnx5QMyZuL7yd\nxVsWs+3ItsAO1K+f0Kl0Xqcv8oU+NR19Ohb6UhNSubbXtby+8vWgtgPPyhIuAtl5VyIJUxQFLrlE\npPL++COMGsXId7cx+Xcfwy23wJo1QXvrXFMuALuO7Qrae+gZ5+6wMy3EFxJjE4mPiXcp9AU659vM\nNgZZBwWUvivRBrNZn0JfwPTuDUuXwl/+Ak88AeefLxp3SCSRhlXUT4t0V19qQioLSxeyt2ovYxeM\nlQ2gQozNbAuL1F29kG3Mlqm7EUhp71JSE1IDb8oRGwsXXKD7On36FvoSE8VNqdaOvtRUscusVsXr\nIAh9INJ3txzZwhc7ghd0iiI770okEUOPHvDss8x+/5+M/yU0fviBSOm97DJ4/311Oo03wSn0RWv6\nrqPKQbukdsTHxPv8WkVRMCeag9Y1r6ygjM+2fRa1n024ErFCH0BcnHDzLV0q6uAUFoq03nrZvVPi\nO7qt3xclQh9Aj3Y9mDZ8Gm/9+BZ/X/J3rYcTVVhN4eHoCwXezAUWo0Wm7kYgKfEp3HjOjby64tXA\nm3IUF8NXX6l+r6Qm+hb6FEW4+gLpuut09DUR+nx2PyiKSN/VsaMP4GLrxXRN7+p3U46FC73r2qt6\n512JbvE2JqKBsE/d9UC37ucyoQhWfbMQpk8XysGVVwpXzUsvNZuDA4mJzmmdAW2FPi1TQB1VDr/S\ndp2YE80crQmOqjOy10iS4pJ4Y9UbPr82FPNEMJ3q4YxehT5VY6KwUKTy/v738Mc/imYdmzerd3xJ\nSNB6PaHb9P+OHYU7ZPt2rUcSEq7Ou5rHL3mc8Z+P55HnH9F0LF72PAwPFNfx7TxHm9kWFl13tZ4n\nnFiMFuno0wlqx8S4wnHsrdrLoh8XBXagoiJhAlvvXTNDLdC30AeiAE0gjj6jUTwGkroLIn03yEJf\noBccRVG4qeAm5qyb41dR9ZkzZ3r1POnoix68jYlIJJp0BXumHYANRzfD6NGik9QXX4guvXfeCbm5\nonOvwxFQTCTEJmAxWqK28+6eyj10TO3o9+vNiWYqqitUHNFZUhNSGW4fzpRVU3wW1aJ5ntAas1m9\nZAM1UT0mEhOFm2/JEnA4oKAAXnghuibqMEfOE26IiYHOnaPC0efkkYsfYWj+UCa+OJFNhzZpNo5o\nmj6sJiuHTh7yu+lWqNDLPCFTd/WD2jHRt0NfLuh8QeBNOc4/X2zS6LhOn/6FvpSUtoU+TzN1TIwQ\n+wJJ3QUh9KmZunv4cNstmf24ApX1K+PEqRPMWTfH59fOmjXLq+fl54u6wYcO+fwWkjDD25iQhDfp\nSelYjJaznXcVRexUzZsnnDM33AD//jdYrcxKSIAVK/x+r2juvOuodPjVcdeJu9RdtZwqZQVlbDq8\niaW7lvr0OjlPqIM/N53p6fp09AUtJoqKYNUqKCuD3/4WhgyBndG5cRBuhGKeUMLVohUFnXebYlAM\nTL1mKl1u78I1s67RvfgUCdjMNgCfXH1apLuHYp7wthnHkeojVNdVB308Es8EIybGFY7jo60fsfXI\nVv8PkpICAwbouk5f5At9INJ3A3X0qZ26C7BvnzrHa0KuKZdfdf2V3+m73uDsvCvTdyWSyMGeaT8r\n9DWla1d4+mnYtQuefBL++19xYfvlL+Htt32uTZFryo1eoU+N1N0g1egD+KXtl3RO6yybcoQRek3d\nDSpGIzz/PHz4oUiZ6dsXpk6NLnuOJLKw2aJK6AMwJZpYWLqQHRU7KH+rXJZnCJRGz6KcU+jzpU6f\nbtPdQ4Czadq+KvXv1SXac23vazElmHh5+cuBHai4WDr6AqKl0OfPhSAtTR1Hn9pCXxDq9IFoyvHF\nji/YfDg4NWx69BCPWqfvyjWBRKIe9iw76w94qDNhMsH998OWLTB7NlRXQ0kJ9OwJzz1HY5V3O/LR\nKvQ1NjYG7OgzJZiC0nXXSYwhhhvPuZFZ62bJXewwISqFPieDB4tOvCUlwuE3fDjs36/1qCQS34ky\nR58Te5adqddMZe76uUz8aqLWw4loslOziTPEyYYcXuLclJXpu5FJclwyYwvG8uqKV6mtr/X/QEVF\nsGOH+BcEAl3fh5/Q5w9qOPrUTN3NPn2jFyShb1jPYZgSTLy+8vWgHD85GXJy1HL0+R/AUuiTSNTD\nnmln06FN1DXUeX5ibCxcey18843417+/KJKfk8OTH0OnNvZUnEJftO3eH60+Sk19TVBSd9WkrKCM\no9VHAy9SLAkJUS30gfgDTJ0K8+eL7ne9e4v/lkjCCatV1J5sq6RPBDLMPow/F/+Zhz99mMVbFms9\nnIjFoBjINeXyc0X0Ccr+4HT0Oao8d95VdS0bZetirRlXOI79x/fz1sa3/D/IRReJR52m74aH0NdG\n1902vxZqOPrUTN3NzASDoZXQ1+r77WetkaS4JK7rcx1TVk2hvqHe69eVl5d7/dz8fO0dfZLg40tM\nSMKbXlm9ONVwii2Ht3h8XrOYGDgQZs2CrVvhllu483vY9jRMnweFe1y/PteUy8m6kxw6qU2RT60E\nRudiUc+puwD5mfmc3+l8n9J35TyhHWazWN74mEEfdEIeE8OGCXdfcTGMGCHqiuqxS0kUI+cJD1it\n4iYgyupNOmPi8UseZ0i3IVw397rAamZJPGI1W3Xv6NPLPJGZnEmMEiMdfTogWDHRu31vLsq5KLCm\nHFlZIrNJp+m7Pgl933//PXfffTe9e/fGaDRitVopLS1l06Ygdkzyouvu8baKuKam6it1NyYG2rcP\nmqMPRPrurmO7+GTbJ16/ZvDgwV4/Ny9P1uiLBnyJCUl4c6bzrqs6fU1wGRNWK0yaROf74A+DYeAu\n+OE/sORVGLYBDE1EiJy0HAB2VujghkYJnejnqDwt9Kng6Au2WFlWUMaHmz/0eoEbinkimmsFecJs\nFvpARXCaMfuNJteO9u1FA6E33oB33oE+feCDD0I/DolL5HrCA1areIyy9F1nTMQYYpg+fDoZSRkM\nnzWcE6c8Gzwk/mEz23xy9GmxMRqS9YQX52VQDHQwdpBCnw4IZkyMKxzHJ9s+CazcWXFxZDj6JkyY\nwKxZsyguLmbChAn86le/4v333+e8885j+/btwRmhF6m7R6rb2LVNS1MnX9KmIQAAIABJREFUdffk\nSVGXSg0slqAKfb/o9AvsmXafmnJcf/31Xj83Px82bYJ67w2DkjDEl5iQhDcWowVTgokNBzwLfZ5i\noioB/m8g9PgdDCsVP5s/CzY9g+jaW1lJrikXIOrq9Knl6DvVcIqTdSfVGpZLSvuUEmOIYcaaGV49\nX84T2pGeLh71lr6rWUwoinDzrV0rhL4rroA77gAva4hKgkcoYkKLLqGqkCM2wKJN6GsaE+lJ6Swo\nXcCmw5u47e3boq68RyiwmWy6d/TpaT1hMVraTN2VBJ9gxsTIXiNJT0wPrClHURGsW6eeIUxFfBL6\n7r33Xnbs2MGLL77IXXfdxauvvsry5cupqanhySefDM4IvRH6TraxwlUrdRfUSwUJstCnKArl/cpZ\nsGEBR06qn76SlydKiURZloFEErEoiiIachz00JDDSxoMsNAOF98M594O33QG/vAH6NyZ9o9NpEdl\nvGZCn1b3Dnsq95CWkEZyXLLfxzAnmgGCnr6bkZRBSX6J7L4bBphFSLQW+qL9JrlzZ+Hme+EFmDYN\nzjkHlizRelQSiWsSEkT97igT+lrSt0NfXvvNa8xYM4Onlz6t9XAiDqvZyv7j+6Vj0kssRot09EU4\nSXFJjC0Yy2srXvO/KUdxsXj86iv1BqYSPgl9RUVFJCUlNftZ9+7dsdvtrFu3TtWBncELoe9oW46+\nFs04/EoBysgQj2p23g2i0AdwY8GN1DXU8ebaN1U/dn6+eNRTnb5ov6+RSALFnmlv09HnK8s6wg0j\ngG3b4M47USa/yvqnarn4wWdFM48owVHloGNqx4CO4U7oC0Zaa1lBGav3rWbl3pWqH1viGn+uYW6F\nPolw991xB6xaBZ06wSWXiM7hamVmSCRqYrNFvdAHMKr3KB648AEe+OgBPtv2mdbDiShsZhsQfRkV\n/pJtzD5TdkUSuYwrHMeBEwdYsGGBfwew2aBjR13W6Qu4GUdDQwPbtm2jY8fAbmDc4kUzjiNtuRvU\ncPQ5hT41HX2O4E4eFqOFK3pc4XX67pc+BGhurtiAlHX6IhtfYkIS/vTK6sXGgxtpaHRf2d/vmOjc\nGf7f/4OdO3luTB7tf9oDF14IF1wAs2dDXRvdfsMcR6UjoPp8EDpHH8CQbkNon9LeK1efnCe0Q69C\nn65iols3+PxzmDQJnnsOBgyAH37QelRRh65iQo9YrVEn9LmLiSd+9QS/7PJLRs0dJUUpFbGaRC1I\nPafvhmKe8HZzVDr69EGwY8KeZac4t9j/phyKots6fQELfS+//DIVFRWMGDFCjfG0xotmHL46+vzC\nmbqrtqMvyDa08n7lfL/ne9btb9txOXHiRK+PGxMD3bvry9EnUR9fYkIS/tgz7Rw/dZxdx3a5fU7A\nMWE0snLEhYz4396waBEkJUFpqbgZ/+c/9ddVQCUcVY6A6vNBaIW+uJg4RvcdzfTV0zlVf8rjc+U8\noR0mk3jUm9Cnu5iIiRFuvmXLxLpy4EAYPx5OeY5tiXroLib0RhQKfe5iItYQy5sj3iQlLoXhs4Zz\n8lRw69JGC53SOhGjxPDzUe/iTFFCX/NST/NEtjGbvVV7Zb1IjQlFTIwrHMdn2wNwEBcViQ3Ek/qa\nqwIS+jZs2MB9993HoEGDKC0t9e3F3n5pnKm7Hp5/5OQRz1/CtDRRUK7Wz9xr8E/o8zQmi0Wkj3hy\nGqowsVyddzWZyZleufrefNO3FF+tO+/KeTf4+BoTkUTL+IqGeLNnne686yF9V42YyEnLYUflLhg6\nFD79FFasEGl1Dz0knH/33ANbtwb8Pq7QqntruDn6QKTvHjhxgA82e+5cGs3zhNbExoLRqF6ygVro\nNiZ69xYlA/7yF3jiCTj/fNG4QxJ0dBsTesFqFYWvo6jLnaeYaJfcjgWlC1h3YB13vnunFFvaQnH9\n92n6Z4s1xJJjymF7xfbQjMkP9DRPWIwWTjWc4vBJ/TVZiCZCERMjeo0gIynD/wMUF4uNw+++U29Q\nKuC30Ld3716uuuoqsrKymDlzpsfnXgmUtPh3cdUJFi5c2Ox5ixcvpqSkpPmLU1K4q7GRyS++2OzH\ny08f5yBQ23CKAycOADB+/HgmTJjQ7Lk7qqspATYuX97s588AD7Qa7QmgpJVNdOa8eZTHxrZaTZeW\nltL8LGDx6bG13Ae56667mDx5svifbHHDt/yTTygpKeHgwYM03zgZz4RFi5qfx44dlJSUsHHjxubn\n8cwzPPBA8zM5ceIEJSUlfPfNd4zpO4Y3Vr/BqfpTzJw5k/Ly8lZnXVpayuLFi5ufh6vPo8l55Oef\ndfQtX778zHk0OwsXnwcVwEzEh+flebT6PGbOZNcu1+fhVVzR4vPA9/Pw5/NwdR7uPo+W5wGLefXV\n0J7H+PHjVT+PcPw8oJSdO/0/DxyImG9ZheAzNI+rpudhNVlJjE1k/YH1bj+P6667LuDv+bevfcue\nyj1nnGIn8vIoOXKEL+fMESLf9OnQvTszzzuP9tOgpTYXaFyd+Tzqmm+0+BJXfIuY7Jvg6fPY9vq2\nVkKfr+cxY8oM4gxxZ4Q+5/fj2JEWG0afAaeH4NyR9yeuqjZXcU6Hc86k77qLq/Ly8pB9z9W6fgRz\nvmo5OJ/iyuXKxPN5pKc3d/SVlpay8K23mp8HYl3iy3kEMu9OnjxZN59Hq/P429+YkJgIS5eKTeDC\nQnY89BAlQ4d69Xno5jx0sC7x5Tw2btwY0vNgDbRaoPt6HkCLq8fZ+w+1z6NDB0rq6viyxXfX7edB\n69MLt7hKTk72+Hn0z+7Py0NfZsqqKTz//fOqnIf49PT3/VDj83C1LqmtbX4eVpOV7Ue3+3b/sQVx\n3Q3BeSQnJwf982jVnftdxBe7xXk8dc9TcIJm6btBXZdMmtT6PAj/7zkE9v1ITk4O+nn8sPQHygrK\nzp4H4PJu0N15PPKIMJY1+Xuo8XmUX1nOpTTX0Ea5GJc7lEY/tkgqKioYNGgQu3fv5osvvqBnz54u\nn7d8+XIKCwtZBgxo8buatBQSKqrafrMFC2D4cDhwADIzYeZMGD262VMmXgRFM7/iwpwLXR/jk0/g\n178WDpEuXfhu93fsu/R8hrZwoylN7iZd/lVyc6GsDP761xYvdG1trsrvgnGjG1fKTz+Jjhaffw6D\nBgGwciX073/2KY0z3wRnS+m8PL/zZFftXUW/l/rx1nVvUZLvaqnvH6+9BjffLEootujR4pbxn4/n\nf//7v2d/8K8dNFbk+PX+ffvC2pGn//aPNZKQEJk1tpuG1z/+IbKPJMFn1iy47rqz/3/99TBjhn/H\nUh53n/7QOF5fu9T9XuzHLzr9gv8M/Y9Pr2tsbMTwv+73jpqe5+ItixkybQjb7tl2pjh0M06cEJ0y\nn3oKNm7k+47w1AUwpxfUxQT2N/twzTIun3+u+J83F8DGa7x2a3r6HPPa5fHj3a7n6KraKlKfTGX6\n8OmM7jva5XO8pf2k9tw78F4eLn74zM/e/eldrp55tcvnH3/4eECdfv/1zb946JOHcNzvCGy3M0Cc\nMeMKvX2HWi4JvI2vrVtFBrsrPB3jnHOEIfb//q/JD+vqIC7O94NFG9XV8Oij4uJ64YXw+uuiLgmu\nl3byT6dvFv24iN+8+RuXv8s15fLzvT6mxnpKXVQ7GNatgz59RJ2noqK2n+/vRBOG3PvBvTz3/XN8\nOvZTiq3FAR2r6Z9txoyzt1nhjjL0Dji3dY2xJ+Ibeeihs/9/08Kb+OnQT3x9y9dtHvPVFa9yy6Jb\nmv1Mb9dbf6iorsA8wez2985z3HpkK93+rxsf3/gxv+r6K5fP/e/2/3LJlEtcvt5nPv4YLrvMzaDC\n/++udzYe3EjP05lNrfDm73/lldDQAB94zoLxha93fs2FuRc1+9lyoBBYtmwZAwa0VNia47Ojr7q6\nmqFDh7JlyxbeeecdtyKfaqSkiEdnnT43f+jNhze7P0ZamnhUoyGHmjX6oFnn3WB9hwssBfS39Pe6\nKYe3ODvvbtoUwEHcWM29Qc55Eon69MrqxYaDvnfe9SUlNteUC3jo/JacDLffDuvWccUYOJIEM+bB\ntn/Dg1+ivzxF8JhW5OzaFmjqLoj03Yqa5nUMg5mOPKbvGOob6oPSvV2iDmaz/mr0hQ2JiTBxIixZ\nIhqkFRTA88/LBYYk9FhFo4Roq9PnDZMum8RFORdx7Zxr2X1st9bDCWusZquum3GEAm/XTB1SOgCi\nxnKgx5Lon56ZAWpaxcXw9de6Kr/gk9BXX19PaWkp3377LXPmzOH8888P1rjO4hT6PHTeTY1L8Sz0\npaaKRzUacqh1g5maKmxwez1081GxCGp5v3Le+ekd9h/f7/Y5Le2sbZGXJx5l593IxdeYkIQ/9ky7\nxxp9asRETppw8bbZTc9g4IMeMORG6HsnfNgNHv8cUcfvrrvCZvJxLhIDbcYBQuhrWaMvmLWLOhg7\ncHn3yz123w3FPCHrM7lHj0Jf2F07iopg1SqRtXHXXTBkCJ3ZqfWoIoqwi4lQYzRCu3ZRJfR5GxNx\nMXHMvnY2cTFxjJg9gpq6miCPLHKxmWw4qhy6/RvqaZ5IiU8hNT5Vdt7VGD3FhEeKioTWtHq11iM5\ng09C3/3338/bb7/N5ZdfzsGDB5k2bVqzf0Eh+XTKkYfOu+bE9PBz9CnK2c67IWB039EYFAPTV093\n+5zc3FyfjpmZKf4ksvNu6Aj1va6vMSEJf+xZdg6dPMSB4wdc/l6NmEiJT6FdUru2hb4mrO0At/4G\ncv8HePBBmDMHevaEkhL47DNdO3D2VO4B1HP0haoZh5OygjK+2/0dGw+2rF8mkPOEOvgbwnoU+sIy\nJoxG4eb78ENYv5419OVGptKqSKjEL8IyJkJNlHXe9SUm2qe0Z/6o+azcu5Lfvf+7II4qsrGahXPU\nm/WXFhtsepsnslOzpdCnMXqLCbecdx7Exzer06c1Pgl9q1atQlEU3n77bcaOHdvsX1lZWdsH8IeW\nqbsuSE80h8bRp6bQByEV+tolt6Mkv4TXVr7mduL+3e98v3Bq3XlXElz8iQlJeGPPFPUp1h9Y7/L3\nasVEjimHncd8d8wcSAHGj4cdO+CVV0Rhs0svhQEDYOrUwLqrBwlHpYPkuGTSEtICPpYp0RRyoW9o\n/lDMiWa3rj45T2iLHoW+sI6JwYNh7VoWUcJUypjPcNqzT+tRhT1hHROhIsqEPl9j4rxO5/HCVS/w\n8vKX+c8y3+oIu0LH+4NBw1kXWa/pu3qbJyxGi8fUXUnw0VtMuCUxUYh9X3yh9UjO4JPQ99lnn1Ff\nX09DQ0Orf/XBykf2Quhr09GXkiIcdKcdfY2NjTT6kxWrZuouhFToA5G+u2b/GpY5lql2zKaddyUS\nSfjTo10PYpQYv+r0+UKuKdcnR18rEhNFN6A1a2DxYtHJvKxM3Cj9/e/QoqPVWUK/sndUOcg2Zp/p\ngBsIWjj6EmMTua7Pdbyx6g3qG/RTe0QiMJt1WbYyvDGbKWMqw5jPRXzFWvownHlaj0oS6VitsH27\n1qPQNeX9y7nz3Du5+727WbprqdbDCTs6p3XGoBj4uSJ6BOVAsBgt0tEn8Z7iYiH06WQXwedmHCHH\nS0ffkeojHD7pxm1nMIiUDD06+hyh2yUY3G0w2cZsVZtyOJsB6ySeJRJJgMTHxNM9o7v+hT4niiK6\nlL33HqxfL1J5//Y3yMmBceNgQ3DPwxscVQ5V6vOBNkIfiPTd3ZW7+XTbpyF/b4ln0tP15+iLFBYy\njD6s5QuKmcdIuOEGqarqGAX1altrgtUq3OpyUe2Rpy9/mvM6nceI2SMCEmFULIWuW1qeY3xMPB1T\nO+rW0RcKfElJzjbK1F2JDxQVCRPX1q1ajwQIJ6HPQzMOc1I6AJsOeWj/mpamTo2+I0dE62Q1CLGj\nL9YQy9iCscxYM4PquupWv9+40XX9JU/k54sbDLfmmSAi10HBx5+YkIQ/9iz3DTnUioncNJWEvqbY\n7fDSS7BzJzzyCCxaBL16iZb3H30EjY2azBuOSocq9fkAzAnaCH3ndzqfvHZ5LtN35TyhLWYzVFVB\nXZ3WIzlLJMXEAdozgnncwBvwzjvQpw988IHWwwo7IikmgobVCidPwgHXNXIjDX9jIj4mnrnXzqWx\nsZFr51xLbb3+SnboGZvZpltHn97mCYvRgqMyRKYceWPrEr3FhEcuvFCo6zpJ39W/0BcXJ/55TN01\nA7Rdpy9QoS89XXwJAz2Ok+xscTEPYRvm8n7lHK0+ylsb32r1uwcffNDn4+mp866cH9XHn5iQhD/2\nTLtbR59aMZFryuVYzTEqqitUOV4zMjPhz38WKVBTpgjn9ODBcM45dFqwiIQQCyLBcPQ13ZFuDEE6\nsqIolBWUMX/DfI7VNL8GynlCW8xiCURF06+SxhfEyIsJhencAGvXCqHviivgjjsCzxSJIiIvJoKA\nVTRKiJY6fYHERHZqNvNGzePbXd9y34f3qTiqyMdqsnrl6FOj3Iiv6G2esBgtHKk+otsuxdGA3mLC\nI+npYo2gk4Yc+hf6QHTedQp9LhavCTHxtE9p33bn3SYLMsWfNXBGhnhUK33XYhHuwBDu3OVn5nNh\nzoUu03efffZZn4/XvbsQrmWdvsjEn5iQhD/2TDu7ju1qJeiAejGRaxJdtFR39TUlIQHGjoXly0Vn\n3i5d6PP43/j5KXj0c8iqC40zTlVHX6KZ2vpal67sYHPjOTdSXVfN3PVzm/1czhPa4hT69JS+G7Ex\n0bmzcPO98AJMmwYFBbBkidajCgsiNibUxGYTj1Ei9AUaExfkXMAzVzzDc98/x+srX1dnUFGAzWzj\n56P6jDG9zRPOtdu+47Ihk1boLSbaxFmnTwUC7XwdHkJfSopHRx9A94zubD7ShtCnRuouqCv0gfv0\n3SDtyJf3K2fxlsXsOrar2c/9aV+dlAS5ufpw9EUDod5cC5uW5kEgmh2i9izReXfjwdZ2ebViIseU\nA+BX512fURS45BJYtIgvFs5hbi948CvYseV2XuEW4dIJEtV11RypPqKq0Adokr6bY8rh0i6Xtkrf\njeZ5Qg/oUeiL6JhQFOHmW7UKOnUSc8v994uUS4lbIjom1CI9XdQUjxKhT42YuL3wdm7pfwt3vHMH\nP+z5QYVRRT42s43dlbt1mfKst3nCYhT36iFL35W0Qm8x0SZFRUIY2b9f65FEmNDXVupuoCkW6aIW\noGqFmFsIfaESFkb1HkVibCJTV01V5Xiy865EEln0zOwJ4LZOnxpkG7OJUWKC6+hzwXFrLndfBTn3\nwfjM6xjCh9C3r0jtff999WqwnsZZxFnN1F3QRugD0ZRjyc9L2HZkmybvH8n4uwZwCn2yR0SI6dYN\nPv8cJk2C556DwkL4QQoNkgBQFJG+GyVCnxooisKzVz5LgaWA4bOGs/+49jfXesdqstLQ2NDK8BEt\n+FLuxLl2kw05JF5TXCwedZC+GzFCX4+MHm2n7urN0de+vXgMYUMOgLSENEb2GslrK18L2BIKok6f\n/46+KLZNScKKaHL4GeON5Jpyfeq86+tcEmOIoXNa55ALfU6OJMHEdsPpwjaYPl2oJFdeCb17w3/+\no5o7Z0/lHoCIcPQBDLcPxxhvVG2jyFtCUYcwXHHuQerJ0Rc1xMQIN9+yZaLMzMCBMH481OrPKRPt\nqLHeDQlWq6gvK/GaxNhE5o2aR019DaVzS6lr0FFnopDhfXzbzDYA3abv6ol2Se2IUWJwVElHXzSz\nbv8675/cubOYx6XQ5yUpKR677oJw9B08cdD9zY8ajr7UVLGoU0voS0gQ4uFpoS+UaZnl/crZfHgz\nX+386szPJkyY4Nex8vNh8+aQ9hQBokt40Qp/Y0IS/rhryKFmTOSagtB510fqiIPRo+G770RNDbtd\npOXl5IjOvY7AFnfOdI+OqR3VGK7mQl9KfAoje41k6uqpZ26c5TyhLWlpYv2gJ6Ev6mKid2/45hv4\ny1/giSeE4BfEkgDhSChiQovmAaoTRY4+NWOic1pn5lw7hy93fMmDH4VR8X4NcJZO8aYhR6jR27Uj\nxhBD+5T2bh19YbOBEMboISZeWvaSby9QsU5fIISH0NdGMw4QQh/AlsNbXB+jiaPPb2eAooitczXz\nYywW946+IC5YBtkGYTPbmjXlONGGmOqO/HyxeR0l65Kowt+YkIQ/9iw76w+sb/VzNWNCD0LfGRRF\n1NWYP1/sXNxwA/z73+Kmq6wMVq7067COKgfxMfFkJGWoMkxXQl+oF5plBWVsPbKVL3eI3Uo5T2iL\nwSCWOHoS+qIyJuLihJtv6VKoqRGpvBMnhn4XVKdEZUz4QxQJfWrHxMXWi/nX4H/x1NKnmLFmhqrH\njiQSYxPJNmbzc4X+4kyP80R2arZM3dUQPcTEG6vf4MQpH8ZRVAQrVkBVVfAG5QXhIfR5kbrbLb0b\ngPv0XTUcfSAceGo5+kAIfQE6RvzBoBi4qeAmZq+bzfFa8bd9/PHH/TpWXp54DHWdvpY6aDRsqoT6\nHP2NCUn4Y8+0s/XI1lbdXdWMCc2FvkY3myldu8LTT8OuXfDkk6IOV//+fDIFrv7Rt67tjioHFqNF\nNadJclwysYZYzRx9IG6mrCbrmaYccp7QHrNZX0JfVMdEYaFI5b3nHvjTn+Dii8XmQZSjdUyEjdvP\naoWKCvEvwglGTNz9i7u58ZwbuXXRrazc698GXTRgM9t06egLxTyh4NtcYDFaZOquhmh97QCxuT5n\n3RzvX1BcLDb5li4N3qC8IGKEvvSkdNoltXMv9DkdfYEqJcEQ+kJco89JWb8yqmqrmLt+bkDHycmB\nxETZeVciiSR6ZfWiobGBTYc2Be09ctJy2F25m/oGjRwvbSl2JpOov7VlC8yaRdIpeHsmbHwWfvsd\nJHtRhstR6VCtPh+Im1VzopmKGu1uAg2KgbEFY5m9brZvO5ySoKE3oS/qSUwUbr4lS8Qar6AAnn9e\n9WY/kgjEZhOPUeLqUxtFUXjp6pfomdmTYbOGcejEIa2HpEusZqsuhb5Q4Gtmn8VokY6+KOeyrpf5\nlr7bs6fQjDSu0xcZQt9p8a57Rnc2H/Eg9J06JdIpAiGUqbtBxma2cWmXS5ul7/qDwQA9eoTe0RcN\nDj6JRCvsmXYAnxpy+EquKZe6hjr9L6BiY2HUKC68FS64BVZa4P/eh51PwZMfQycPfZ4cVQ7VOu46\nMSeam6fuatCoYmzBWCprK3lr41shf29Ja8xm2XVXlxQVwapVIv3/rrtgyBDYuVPrUUn0jNUqHqXQ\n5zdJcUksKF1AZU0l18+7XrvNRB1jM9t0mbqrR7KNMnU32hlXOI5vdn3Dmn1rvHuBwSCu/xrX6YsM\noe803TO6e07dhcDTd9V29GVnayb0gWjK8d+f/8vWI1s5ePCg38fJz5eOvkgkkJiINKJNWG6X3I6s\n5Cw2HGgu9KkZE7mmXICQpu8GKootzYHSa6HrPfBqf7jze9j2NPxjyl744YdWz1fb0QethT4t6J7R\nnYtyLmLKqilyntAB6en6cvTJmGiC0SjcfB9+CBs2QJ8+MGVK1F1UZEx4SYcOEB8fFUJfMGPCarYy\n+9rZfLLtE/786Z+D9j7hitVkZWfFTt11KNbjPOF09MnGG9qgh5goyS+hQ0oH31x9RUUidffUqeAN\nrA3CR+jzohCjR6EvLU08HvNgvfCGYKTuHjvm1fkFg+H24aQlpPH6yte5+eab/T5OXl7oHX2S4BNI\nTEjCH3uWnfUHmzfkUDMmNBH6VFqn7TDDA4Oh833wh8HQf/tJOO88UZdjwYIzBfgdVeoLfaYEk+ZC\nH4imHB9t/YjRY0drPZSIIJDY1Fvqrrx2uGDwYNGJ9ze/gZtugmHDYN8+rUcVMmRMeInBALm5sH27\n1iMJOsGOiUu7XMrEX09kwlcTfKuvFWb4c+2wmW3UN9azp3KP+gMKAD3OExajhdr6Wo5US9u8Fugh\nJuJi4ri5/82+NeUoLhb6zooVfr9voOaE8BD6mnbd9UD3jO7srdpLVa2LDictHH3uarC3STBSd0Gz\nxV5yXDKlvUuZsmoKj45/1O/j5OeLuvVefEySMOKxxx7TeggSDbFn2ls5+tSMCVOiibSENP103vWD\nqgT4v4Fw2V9sMG+e+OHw4ZCXR/1T/+LE4f3BT93VaJd5VO9RxBnisI+0a/L+krPoTeiT1w43mM0w\ndaro7v3118Ld55w3IpxQxISvRfZ1S5R03g1FTNx3wX1c1+c6yt8qZ+3+tUF/v3DBZrYB6K5Onx6v\nHc7NWpm+qw16iYnbBtxGZU0ls9bO8u4FAwZAUpKm6bvhIfT5kLoLsOXwlta/1LOjD2DvXs2yOMr7\nlbOjYgdH0/2/S3B23t0UvLr9Eg0YMGCA1kPQDOnQFw05fjr0U7P6NmrHRK4plx3Hwlfoc9JgUITA\n98UX8P33MHAghgf/yK5/waXPva/qTZseUndBCLXX9LyGj6s/liktGqM3oS+arx1eMWyYcPcVF8PI\nkTBmTMQXWZQx4QNRIvSFIiYUReGVoa/QLaMbw2YNg8Smm2RBf3vd4syo0JvQF4qY8HW9YjGKe3VH\npey8qwV6uXZ0Se/C4G6DvU/fjY+H88/XtCFH+Ah91dVnUqHc4RT6XKbvqlmj7+RJMR41aCL0tSJE\nV6CBnQeS3y4/oKYcTqFP1umTSCIHe6admvoath3dFrT3yEnLYWdFhBWnP/dcmD6dVd8s4IXzIHfe\nR9CtG5SWinodAaIXoQ9E+u76A+tZ5lgW1PeRQqJnWgl98u+lf9q3F26+N96Ad98V7r4PPtB6VBI9\nECVCX6hIiU9h/qj5ogPv8DGgRE/3a3eXguS4ZNqntOfnozLO2sIp9ElHn2Rc4Ti+3f0tq/au8u4F\nxcVC6NNoTRY+Qh+0WceuXVI7TAkmNh12YStTy9GXni4e1dp5zcgQHR01bMihKArl/cqZv2G+3zeP\nGRmQmSnr9EkkkYQ963Tn3QPB7bwbzqm7ntiR2sBDv4ZDG1fAv/9M8MX3AAAgAElEQVQNy5fDBReI\nf3PmQJ1/RbBbCn2Kol262mXdLsNitDBl1RTNxiARQt+JE1Bbq/VIJD6hKHDDDcLd17cvXHEFjBsX\n+Ka0JLyx2WD/fmEskKhCt4xuzBgxA3q8D5c8pvVwgoDv6wCrycr2iu3qDyXCSIlPITU+VQp9Eq7O\nu5psY7b3rr6iIjh4UDOBJKKEPkVR3DfkSE4WBW6PHQvMGZCRIR7VSt81GESHLQ2FPoAbC26k5vsa\n7/POXeBX513F/89CGhaCz+TJk7UegkRDOqV2IjU+lfUHzjbkcBcT/haMjWShz1HpwKAYyGxvg7vu\nEhf6RYsgMRFGjYLu3eGf/4SKCp+OqydHX6whloI9BcxcM5PaeqkyaYVzD1Iv6bvy2uEjnTvD++/D\niy/C9OlQUABLlmg9KlWRMeEDVqt43BGZ10YnoY6Jy7tfDp/8HQb9FXouDOl76xGb2aY7R59e5wmL\n0YKjqnXqbqDNEpofTN7YukJPMeFsyjFt9TSO13rRmOCCC4TWo1GdvvAQ+pKTxaOXdfpcCn2KItJ3\n1UjdBfXr9Dlc5P2H0KXRMbUjOcdzAk7flY6+4BLqa8Dy5ctD+4Y6Jhqvv4qi0DOzJxsOnnX0qR0T\nuaZcDp085N0FUwVUXZS1gaPKQYeUDsQYYsQPDAYYOhQ++0y4+wYNgoceEjf5994LW7d6dVxzopma\n+hqq61QqIREg6UfSOXTyEO/+9K7WQ4lazGbxqBehT147/EBRhJtv1Sro1AkuuQTuuy9iXF1ax0RY\npf87hb4IT9/VJCa+/BOsHwHDxrKndmPo3z9o+B7fVrPVY40+Lb4zWs8T7shOzZaOPo3QW0zcNuA2\nqmqreHPtm20/OTUV+vXTrE5feAh9TkdfIEIfiPRdvaXughD69u4Npa7nkn/++598u/tbv9P0nI6+\nUF0XwmnNFq4899xzWg9BojG9sno1E/rUjglnQeidxyKsTh9C6HPbcbd/f5gyBbZvh3vugWnToEcP\n0dCjjXoe5kSh6jhdfVrfwM58dSYDsgfI9F0N0ZvQJ68dAdCtG3z+OUyaBM8/D4WFosFPmBOKmPBU\nxiCUmzwB06mT2Bjavl3rkQQVbeYJBRa+BhU5/GvPNRyrCfC+MIyxmWzsqNhBQ6N+ahaGIib8mQss\nRosU+jRCb+sJq9nK5d0v9z59t7hYOvo80lToa+OGpntGd3ZX7ubEKRdpvmo4+pxCn5qOvuxszVN3\nAYbmDSUjKcNvV19enshA279f5YFJJBLNsGfa2XBgQ9DEpJy0HICITN91VDrINroR+px07Ah/+5tI\n0Xr+ediwQSwKfvELmDkTTp1q9ZKWQp8eKCso491N73Lg+AGthxK2BPIV05vQJwmQmBi4/37h/E1O\nFuk/jz4qizBGC3FxQuyLcEefZtSmwqwFHK13ULawTFdClz/4e+2wmW2cajglu8l6gbvUXUl0Mq5w\nHN/v+Z4VjhVtP7moCLZtg927gz+wFoSf0NcGPTJ6ALD1iIsUqCaOPr9Lw8XHg9GofuquDoS+hNgE\nxvQdwxur36Cuwfci8fn54lGm70okkYM9y05lbSV7KvcE5fid0jqhoERe513acPS1JDlZpO2tWwfv\nvSeUm9GjoWtXmDChmYtcj0Lf9X2uB2Dm2pkajyQ6kUJfhNKrF3zzjRD5nnwSBg4UjTskkY/svBtc\nDuVxl2U6Czcu5IkvntB6NEHDU7aY1SxSxD2l70oE2UaZuis5y1V5V9EptZN3rr6iIvGoQfpuZAh9\nTbYyumd0B3CdvquGow+Eqy8Iqbt6yEUt71fO3qq9fLD5A59f262byDTwuSGHRCLRLfZM0Xm3aUMO\nNYmPiSc7NZsdxyLP0benck/bjr6WGAyi8+ZHH8Hq1TB4sLjJ79wZ7r4bNm3SpdCXlZLFVT2ukum7\nGmE0itBxCn06WE5I1CIuTswBS5dCTY1I5Z04EerrtR6ZJJhIoS/oDDBezWODHuPRzx7lvU3vaT2c\nkGM1CaHv5wrXceYpFT7asBgtHD55mJq6Gq2HItEBsYZYbhlwC9PXTKeqtsrzky0W0XzPD6Ev0Gyq\n8BL62ui6C9A+pT3GeKNroU+NGn0gGnKo7eg7dYqYYyqKh35QUlJC/+z+FHQo8Ct9NyEBbDbp6Isk\nSkpKtB6CRGO6pHchPib+TJ2+YMREJHberW+oZ1/VPjqmdvT/IH37wuTJIq33gQdg9mzIz8cyehyD\ntsPRk9peM5w4Y6KsoIzljuWs3S8dR6HGYBCuPjX3IANBXjuCQGEhLFsmanr+6U9w8cWw2U1Nah2i\ndUwohJloYbNFvNCndUwA/GXQX7g672pGzxvtvsZ7hJKakEpGUoauHH16iAlXWIwWAPYd36fxSKIP\nvcbELf1v4cSpE8xc40Umi0Z1+sJD6EtKEo9epO4qiuK+IUdamjqOvmAIfUDsQW0twXfffTcgXH2L\nflzkV62lvDzp6IsknDEhiV5iDbHkt8s/I/QFIyZCKfSFqnHFwRMHqW+s993R54oOHeCxx4Tg9/LL\nxGz/mc9fh1+P/CNMnYpS27qOXyhxxsRVeVfRLqmddPVphNmsn9Rdee0IEomJws23ZInIBCkogOee\ngwb91xiTMeEjVquo6eSiTmukoIeYMCgG3hj2Bh2MHbjmzWvadudEGDazza2jTwtCERP+rAOdazmZ\nvht69DBPuCLXlMsV3a/wPn139WrRzCCEhIfQFxMjFjdepO6Ch867qanqOPqCkboLxB7SdvIYPHgw\nAGPOGYOCwvQ1030+Rn6+dPRFEs6YkEQ39iz7mW7cwYiJSHT0OYs2e12jzxsSE+GWW1DWrGHErakc\nS0+CsjKGXHYHDy+Bdm2b3oOCMybiY+K5vu/1TFs9za86r54Iq46ZGqEnoU9eO4JMURGsWgU33SRS\n+ocMgZ36rnMqY8JHrFYh4O7apfVIgoZeYsKUaGJB6QJ+rviZm9+6WfNO9qHEZrbpytGnl5hoidPR\nJxuXhB69xgSIphzLHMtYtmeZ5ycWFwu96uuvQzOw04SH0AcifdcLRx94EPr0mrrboQMAcS0dfRpd\naDKTMxmaP5TXVr7m88UuLw+2bIE6de/xJJKQE0XrvDaxZ9rPOPqCQU5aDjsrdkbU4tq5GFTF0dcS\nRWFl3yxe/vtwWL8exyXn8sgS2PkveOEdyD949qmh/puWFZSxt2ovH235KKTvK9GX0CcJAUajcPN9\n+KHo1t2nD0yZEtUXr7BLz/WEVdRPi/T0Xb3QK6sXU66Zwpz1c5j09SSthxMyrCarW6EvktZkgZKZ\nnIlBMUhHn6QZV/S4gs5pndt29XXvDu3bhzx9NzKFvvTu7KjY0bpg5ulmHI000hjIWkBtoc9oBKOR\nuIP62SUo71fO6n2rWbHXi7bRTcjPFyLftm1BGpgH5PVIIgkO9kw7+4/v59CJQ0E5fq4pl5r6Gg6c\n8L1cgF5xOvo6GDsE5fjmRLNoxmG3s+KxceTcB3+/GH6zETY+C+9Oh19vIeQTY2F2obhhkum7IUcK\nfVHK4MGiE+811wiH37BhsE/WkQp7cnPFoxT6QsZw+3AeLn6Yhz55KGo2q2xmGzsqdkhRrw1iDDF0\nSOkghT5JM2INsdza/1ZmrJnBsRoPZjJFEa6+EHfeDS+hz4tmHCAcfY00su1oC7XJ6egLdDJTO3UX\nwGIhTuPU3YULF57578u7X47FaPG5KUdennj0vk6f/5+FvCYFn6YxIYle7Fmi8+6GgxuCEhO5JnFD\nE0npu45KB5nJmcTHxAfl+GeEvtMcShZCn+1eKLsGOlbCR29A0rkD4dVXobo6KOOA5vOEoiiUFZSx\ncONCXXUFDgcCvabpSeiT144QYzYLN9+CBSI1qE8fmDdP61E1Q8aEjyQlCQdIBAt9eoyJ/73kfxnc\nbTDXzbuObUc0cC34QSDXDqvJSnVdtW6aTOgxJpxYjJYzm7hOpEAafPQcEwC3DLiFk3Un227KUVQE\n330HNaHr3BxeQp8PqbtA6/Td1FSor8dQUxvYWDIyhNCnZvHj7OzWNfpC3NZ85syzARpriGVswVhm\nrJnhUyvxTp0gOTk0dfrk3Bp8msZEtBPN8ZbXLg+DYmDDgQ1uYyKQxU5ECn1VjuCk7Z6mpdDnpDYW\npvaD/uPgl2XQYLXCLbeINLDHH4f9+1UfS8uYuOGcGzjVcIrZ62ar/l4S9zQT+jSesOS1QyOuuQbW\nrRMdeUeOhDFjdNOKWcaEH1itES306TEmYgwxzBg+A3OimWGzhnHilEbFb0OEzWwD4Oej+oizUMSE\nvzV/LUaLdPRpgB7niaZ0TuvMVT2u4qVlL3m+FyouFiLfDz+EbGzhI/QlJ3st9GWnZpMUm9Ra6EtL\nAyCm0rvjuCUjQyyi1eycogNH36xZs5r9f3m/cg6fPMyiHxd5fQyDAXr0kJ13I4WWMSGJThJjE+ma\n3pUNBzcEJSbaJbUjKTYp8oQ+NRtxtMCd0HcGBT7vArUL5oidl5EjRbfO3Fwh/K1dq9pYWsZEx9SO\nXNb1Mpm+G2KaJhtovTEhrx0akpUFc+fCtGnw3nvC3ff++1qPSsaEP9hsES306TUm0pPSWVC6gE2H\nN3Hb27dFtGvLaha1IPXSkEOvMQFCX5BCX+jRc0w4GVc4jhV7V/DDHg8iXkGBKNcWwjp94SP0+eDo\nMygGumV0c+3oA2KOB7g7k54uHlXuvKu10NeSnpk9Gdh5oM/pu7LzriQSieB1nlcEsyGHoigh67wb\nqgX7nso9mjj6XJKXJ4r279wJjz0mivf37Stqe73/vrru9NOUFZTx9c6v2XRokyrHi+QbLbXQU+qu\nRGMURbj51qwR3/Urr4Rx46CyUuuRaUZYdu6OcEefnjmnwzm8WvIqM9bM4N/f/lvr4bSN4l98mxPN\nmBJMuhH69Iyr1F2JBETJs1xTruemHLGxcMEFIa3T55PQd/z4ccaPH8/ll19ORkYGBoOBKVNCtGPv\ng9AHbjrvqunoA3UbclgsxLbsuqsDyvuV8+GWD9l9bLfXr8nLk44+iSTSsGfZWX9gfdCOn2PKiSxH\nX6WDjqkdg3Z8c8JZoc/rG9iMDPjTn0S3pOnTxTXsyiuF4+c//4GTJ1Ub3zU9ryEtIY2pq6eqdkyJ\nZ8xmkRUSxHKMknCjc2ch5r/4ovjOFxTAkiVaj0riLVYr7NgRlM0YSdsbuKV9SvnDhX/gD4v/wGfb\nPgvNoDTAZrbxc4UUlNsi2ygcfXLjUdKSGEMMt/a/lZlrZ1JR7SHjs7gYvvrK6zk90A0qn4S+AwcO\n8Ne//pUff/yRfv36AcKJERKcQp+XX67uGd3ZdLiFk8Ap9FXpU+iLO3qQWE6pd0wVKO1dSkJMAm+s\nfsPr1+Tnw549Ub1xLJFEHPZMOzsqdlBVWxWU4+eactl5bGdQjh1qGhsbNavR5xVxcTB6NHz/vbjp\n79kT7rgDcnLgL38BR+A71klxSYzqPYo3Vr1BQ6O8SQ0FZrN4lK4+STMURbj5Vq8Wwt8ll8B996kq\n7OuFkN2ThAqrFWprYa/+jADRwpO/epJLbJdQOrc0ojYjm2I1W106+iLu+xQgFqOF2vpa2WhM4pKb\n+99MTV0NM9bMcP+koiKxSFu3LiRj8kno69ixI3v37mXbtm1MmjQpWGNyjQ9ddwG6p3dn+9Ht1NY3\nabyh89RdgPaoXyjdW8rLy1v9zJRoYrh9OK+tfM3rHQxn591N6mRsSTTEVUxIopNeWb0AGH3j6KAc\nPzctNKm7zQnOruyR6iPU1tcGvUZfdV011XUB2LcURewuzp8vJuwxY+Dpp8XNZVkZrFzp1WHczRNl\nBWX8XPEzS36WDqJQoCehT147dEjXrvDZZzBpEjz/PAwYIMT+ECFjwg+son5apKbvhkNMxBpieXPk\nmyTHJTN81nBOnoo8gVxPjr5QxIS/jjyLUdyrBy19VzoFXRIO8wRAp7ROXJ13teemHOefL1J4Q1Sn\nzyehLz4+nvbt2wMa1MvxoRkHCEdfQ2ND8y5CaqXupqZCTIzqjj4AC9rt2g0ePNjlz8v7lfPToZ/4\nZtc3Xh3HKfTJOn3hj7uYkEQfPTN7ApAzICcox8815bK3aq9PXb71iqNSLAKD7egDPKcI+EK3bvDv\nf4s6fk8+CZ9/Dv37w6WXwttve0wzcDdPXJRzEd3Su6nSlCMs62uFGD0JffLaoVNiYuD++2H5crGB\nfsEF8OijwjUWZGRM+EGEC33hEhOZyZksKF3AugPr+O17v4241E2bycb2o9t1cV56jgnnmk425Agt\neo6JlowrHMeqfav4bvd3rp+QnAyFhSGr0xeRzThACH1A8zp9iYkQE4OhKkBHn6KI9N0IE/quv/56\nlz//ZZdfYjVZvW7KYTZD+/ayTl8k4C4mJNFHWkIanVI7YTrXFJTj55pyAdh1bFdQju8kFOtY525v\nsB19gPopJGazEAK2bIFZs4STvqQE7HbhAnJxHXY3TyiKwtiCscxdP5fjtQFusEUBgcZmMJIN/EVe\nO3ROr17wzTdC5HvySRg4UNVO3K6QMeEHJpOYkyNU6AunmOif3Z//XP0fXl/5Oi/88ILWw2lGoNcO\nq9nKiVMnOHjioDoDCgA9x0QHYwfg7GauJDToOSZaMrjbYKwmq+emHMXFwtEXghuSiBX6ckw5JMQk\nNBf6FAXS0ogNtEYfiBW1mqvprCwaFYVs9Dd5GBQDZf3KmLV2ltc3a6HovKuDjSdJBCPjqzX2rOB1\n3nUKfZFQAyeUjr6g1YqJjYVRo2DpUvj6a1HE/3e/E3X8HnoIdnvXoOnGc26kqraK+RvmB2eckjPo\nydEnCQPi4oTQt3SpcPQVFsLEiVBfr/XIJE2RnXd1w40FN/L783/PPR/cw5c7Qtc5M9jYzDYA3aTv\n6hVjvBFjvFE6+iRuiTHEcNuA23hz7Zvu1+dFRbBrl2i0FGS0E/p8vYv2UegzKAa6pndl85EWnXdT\nU4kJ1NEH6jv64uKoM2c2d/TpSGm4qeAmKmsrvb5Zk513JZLIw55pZ8OB4Ah9ndM6A8EX+kKRAuqo\ncmBKMJEUlxS09ziTulujUuquJy64AGbPFi6/8nLh7LPZRE2/H37w+NIu6V242HqxKum7Es8kJwt9\n9uhRXS0fJHqnsFB8j++5R3Tlvvhi2Ly57ddJQoMU+nTFPy77BxfmXMjI2SPZfcy7DS8t8eZaYDWJ\nFHFXDTkkzck2ZrP3uBT6JO4p719ObX0t01dPd/2Eiy4SjyGo0xcSoe9KoKTFv4uPn2ThwoXNnrd4\n8WJKSkpavf6uu+5i8rJlUFd3po7I8tPHaWkyHj9+PBMmTABE+u7mw5vZsWMHJSUlbNy4EdLSznTd\nfQZ4oNW7nQBK+LJF7vTMmTObF4M8LfSVlpbS/Cxg8emxuTyPyZOb/Wz58uWUlJRw8OBBTmVmNxH6\nxjNh0aJmz212Hk145plneOCB5mdy4sQJSkq8OI/TlJaW8uSTTzY/jyafR5f0Llxiu4TXVr7W5nnA\nWUdf08/jDBXATMSHp5y9Avl6Hvv2uT4Pn+KqjfNw4uo8gv15tDwPWMzrr4f2PEaPbt54QY3zCMfP\nA0rZvdv/88CBiPmWewyfoXlc+XIexkNGfpz4I3v27Wn28/HjxzNpYosGTU2/516cR+mIUsz7zM06\n786cOZNWE6wK53Hm86g71uo8vP08+BYx2bc4j5KSEr5f+n2ztN1gfB7mRDM44OFbH+bYkebnwWdA\nC7OBKnH1zTeUHz4s6vj94x8i9e+88/iV2czCP/2pmROo6XmUFZTx6bZP2VmxM+Dvua9xpcV81XJw\nPsWVy5WJd+ehKMLV98ILpbz1dvP1g7/rEn/P495779XN5xHIebj6PMLxPNr8fiQmCjffF18wc/Nm\nynv2hOeea1abM9DzmDx5ctDPQ6FJl9A1NLt+OH/n03kALa4eZ+8/QrUuqamh/KuvWo2tlNaXR93F\nVdPzcPH9+PLLL0P+/RCfnv/nMXf2XLI/ySYuJo6Rc0aeqSush++5q3VJbW3bn0dGUgbGeCM/H/3Z\n9f3HFsR1NwTn8eWXXwb9et5qw/ddxBfbi/Oo+biGj6d+fOb/G2lUb13yz3+2Pg/C/3sOgX0/vvzy\ny9CfB+DybtCL8+iY2pGS/BIefeBRXnnllWbPXb58OSU338zBHj2a1elzdx63Xn0rl9JcQxvlYlzu\nUBr9rLz5ww8/8Itf/ILXX3+dsWPHunzO8uXLKSws5P+zd97hUVVbG3/PTCZ1kkwaJEAKEAIJSCK9\nCqgginQEBDSEagG9oOgHV+lXJeJVERFBaVKkIwqIcCkiIFV6kRZaQguQBBJSZtb3x3GGzKRNknPm\nzEzW73l4Ek7ZZ0/OO7usvfZahwA0sDiX7e0Jt/RSbKFdtQp46SUxWPjbb5uf+9e/gM8/L3DL6M2j\nseHcBpwdkW8PacuWuFlVh/1HN6KzhceZkO+LX+JfZcAAcbKzc6c4ui6EB7WrQ3vmYgkFPSa9+XP4\n7U9vvIRVYh1+XA707SuejIqSfS9sly5dsN7CuJifRUcXIX5dPC6+dRHV/aoXW9ZPPwHdugHJyUBI\nvt1rE3ZMwOSdkx8f+PIC6G6NMtU3MhK48Mo/f/uJBBcXIDe3TEXZNfnlNW0a8N57tnt2SZpwZpYs\nEb/mRnr1AlauLFtZwqTC2wgAoAmO43qzM2kn2nZsi5O7Tpqy8BrJ1efCdaprkfda8zkbzWmEBiEN\nMKfzHNOxwv525fmbrTu0B91/+Wc17cc1wJnuVns/Ffcea/nXwt8jxU6lz6o+uP3wNrbFbytzPUuC\niOAyxQXfdPoGfu5+6L2q8K7/wdgH8HL1kqcSej3w00/oMnQo1t+9K2b1fPtt0evvnyz3AJCenY7g\n6cH44KkPMK71uDI96pe/f0HnZZ0LPWdv3yHLIYG1+jpzRgyFWBjWllGrFtCjB/DRhGyovdzLV1g5\ncIa+o7ChXYXwlHzwAHj/fdFz99lngXnzxC375cQWmth8fjM6LulY6LlQn1BcGVVKj/EixvcAbCeG\nzz4DJkwAMjLM61PWhsaOUKKdyP9nW7IEsFjPtpr91/ej9fzWGBg3EN++WEw8LhuQlwdoegwDGs4t\ncO4jV8LYsSWXUW9WPbSr3g5fPf+V6dj3h7/HkJ+HmF0nd39rC03ceHADIZ8VHVqluM/Ye2Vv3M26\ni62visa+rRe3ov0P7a2+v1g2bwY6Ft5+OeL3Wyps2k4U1eaX8u9v7Iv2DNqD5qHNC14wfLho6Dt5\nsthyfr/8O56KaGN27DCAhgAOHTqEBg0sLWzmOE6MPk9P8WcpE3JcuncJeYa8xwftdesugNzAYEWT\ncfz444/Fnu8Z3RPert5WbcGqXVv8yZl3HZuSNMFULKKDooFewKnbpwqck2JLbJhvmNPE6KviXUXW\nZwiCAF83X/li9FmDWg306IEfr14F9u8HmjYFRo8WjQJjxpjij/i4+aBHdA8sPLrQLrL6OTM6nX3E\n6OO+w4HRakVvvs2bgdOngXr1gIULyz3RZE2UkfBwce4j8ZzDHnBkTTSp2gTfdPoGcw7NwdxDBQ1s\njkaELsIutu7auyZCvEM4Rp+NsXdNFEb7mu1RXVe96KQcrVoBp04Bqamy1sNxDH1e/3gklNLQl2vI\nxdW0x1vBjFt3qZhFOquQw9AXoKyhz9NoTC0CL1cv9K7bGwuOLICBDMVeW6OGOAfkOH2OTUmaYCoW\nQZ5B8Pfxly1On9MY+h6kyJpx14jOXaesoe8fPD09gcaNgaVLgUuXxJXK774TO4I+fYA//0R8bDz+\nTv0b+67vU7q6To0pT5jCBlXuO5yADh3ETLzdugEDBwLduwM3b5a5ONZEGQkX46c5Y5w+pTVRnMOm\nNQx6chBeb/Q6RmwagT+v/SlNpSTG2s8YoYvA5fvKa0xpTZREsFcwUh7YX+JMZ8beNVEYKkGFoQ2G\nYvnJ5biXVUjy1tatxZ+FhGXIT3kXx0tt6Js5cyamTp2KefPmAQDWr1+PqVOnYurUqUhPTy/h7nJQ\nnKGviD9CpH8kAJhn3vX2hvqhBB59UmfdBZCnsKHPGhLiEnA57TJ2JO0o9jpXV6B6ddt69LGjCMPI\niyAIYkIOGTPvXkm74vBeXykZKbJm3DViL4Y+M0JDxRgDV6+KoTYOHwaaN8ezr0zAsIv++OHwfKVr\n6NTYi0cf4yTodKI339q1YvbtevWA1auVrlXFIiJC/OmEhj5n4IuOX6BRlUbouaKnQ3t6hfuGI+l+\nktn4SyivJdQJCdYG427WXVNsRoYpioQnE5BnyMPiY4sLngwPB6pWlT0hR6kNfZ999hnGjx+P2bNn\nQxAErF27FuPHj8eECRNwX87RpdHQ9+CB1beE+YbBReVibujz8YFLRiliAxaFvz+QlSX+k4icgGBo\n8RBesP4z2poWoS0QFRCF+UdKnqxx5l3p4T6XUZqYoBjZDH2hPqF4mPsQ9x5Ju4iSH7mz7mZkZ+Bh\n7kObGvpskUm41Gi1wJtviqs9P/0Ewc0N3y66i/cHfofc6YlAmg2yBTsYUti32dDHyEK3bmIsoaee\nEgPW9u8v+WI3UwSBgYCHBxv67BRXtStWvbQKRISXVr6EHH2OzesgRd8RoYtARk6G/S0eykB5FpON\nuzVuPbwlVXUYJyVYG4yutbvi20PfFtScIIhefRZJQKSm1Ia+S5cuwWAwwGAwQK/XQ6/Xm34PCwuT\no44iRkNfpvXeeC4qF1TXVcf5ezJ49Pn7iz8lHOjkBgQDgGJefZaZaApDEAQMjB2I1adWI+1R8RM1\nY+ZdxnGxRhMVBQd3MpOMcz+ew5k7Z6A36Eu+uJSE+Yp9iFm4BQfBaGwzbumoSFt3i20nVCqgSxdg\n+3Zc2rYaO8IMUI8dJ3r+jRolbvW1Akf38rQV9mLo477DCQkKEhPjLV4MbNwoevdt2mT17Uprwi4X\nRKxBEETvDyc09CmtCakI8Q7Bqt6rsO/aPrzz2zsK1aJ8+iK/k30AACAASURBVA7XiVvElY7TZ++a\nCNaKc3Xevms77F0TxTG84XCcvH0Se67uKXiyVSvg4MFS2bZKi+PE6CtDMg5A3L5r6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p+J3buVPpapUNPz8xwzdT4fj4mY/RNqIteq/sLe3utEJQyqPPkVBqzMc4L8akHD/c/A15NatD\nd+BYucorlaGPiDBlyhTExsYiICAAL7zwAvbv31+uCtgayQ19TpSMY906eTIcdqvTDTp3HeYfmY+A\nQFkewciEXJpgHJfCNBEdFC3LsxzNo6+yV2VFnqu0oU+udqJ9zfYI1gY7RVIOa8gLqIyJmIQwXMFQ\nzEUkzmMn2uIQGgKLFwM5OVaXpbRHH/cdjCWKa0IQRG++Y8fEDNjt2gGjRwNZWcrWq7QIAhARoXQt\nJEFxTTgYLioX/NjrR3hqPNFjRQ88ypMvVqNSHn2OpAn26LMNjqQJKRhQfwDcXNxworafbT36Xn/9\ndUyaNAmtWrXChx9+iFu3buHZZ5/FgQMHylUJW1LTr6a0BWo00pb3D0oY+qZNmyZLue4u7ni53stY\ndHQR/Pz1sjyDkQe5NME4LoVpItw3HB4uHpI/K9QnVPIy5USjlqc/KAmlDX1ytRMuKhcMqD8Ay44v\nQ47eeiOXo5MNd8zDYNTDCXTAZtxEZeCVV8TJ/UcfAampJZahtEcf9x2MJbbQhACh5Itq1AB27ACm\nTxcT4zRoADjQPAaA02zf5Xai9AR6BmJNnzU4cesE3tjwhmyhLUJ9lRl/2UITUoXw0rqyZ60tqGjt\nhK+7L/rW64vFPknQnr1UrrKsNvSdP38ec+fOxYQJE/D111/jX//6F7Zt24bAwEBMmTKlXJWwJX4e\nfgjwCEC6srHLS+QBbN94BAUFyVZ2QlwCkjOScUXzm2zPYKRHTk0wjklhmlCr1KgdKH1abUfz6FMK\npQ19crYT8bHxSM1KxYZzG2R7hv0iYAs64AVsAk6eBF58EZgyRfRGev114OzZIu9U2tDHfQdjiV1p\nQqUSvfn++kvcBtu8OfDhh6XymlUUJzH02ZUmHIgGIQ0w58U5mH9kPmYfnC3LM1zVrrKUWxKsCcaS\niqiJYQ2GYV2luxDKaci32tC3cKG4dea1114zHfPx8UG/fv2wadMm3Lx5s1wVsRoXl3IXEekfafeG\nPlizKulANKrSCHWD6uLvhw62asowjFVEB0q/fbeab1I4GwAAIABJREFUTzXJy3RGlDb0yUm9SvXQ\nIKQBFh1dpHRVlCUmBpgzB7hyBRg7Fli7FqhTB+jUCfjf/wpEY1d66y7DOATR0cCePcCECcAnnwBN\nmwLHjytdq5JxEkMfU3ZeiX0FbzV9C2/9+hb2XPtD6eowDCMhTao2gbZOfdzUls8eZLWh78SJE4iK\niipgVW3dujX0ej1Onz5dropYjZdXuYuI9I9EhjILFRUWQRCQEJegdDUYhpEJOQx9bi52vyJjFziz\noQ8QvfqYfwgKEj2PLl8GFiwArl0Dnn0WiIsD5s8HsrMBKO/RxzAOg0Yjfqf27QNyc4FGjYBp0wC9\nHYeaYUMfA2B6++loEdoCA356CfBOVro6FRJvV2+lq8A4IYIgYHij1/B7mI08+lJSUhBQSMrUwEAx\nu8KNGzfKVRGrkcjQZ/8efc7HgPoDlK4CwzAyIVdCDqZknN3Q93K9l5Wugv3h5gbExwNHjogefWFh\nwKBB4s/Jk+Gvv610DRnGsWjQADh0CPjXv0Sv2datla5R0bChj4EYF3hFrxVQCWqg1ibJy+dkEyXD\nmXcZuehfvz/2Vy+fZ5rV+2Dv3r2LyMiCGWt9fHwAAKmFBId+9EjMBlSYr19unh6aw4etffxjCtu6\ne/MmUIqyXG664BCAAmHT40aYfh3xvfVVGlTE8Zu3s7FhhPX1um0xLj+s0wH374v/ycoq1WcsC/v3\n78dhmZ+BFIv/R01C8zfKNkm9FpivvLgRIADN3yhH3eyVuMe/frIZWHfZdo8+tG07mr8xouQLnZDb\nt2D2t//pSjn0ZSj61IhStBH2wPbt+wut8z0AyCv6vjJ/zkLKLI8mU7OvP278Q+YC7v+z/r0W8x5d\noVXsXZ4wpBdZt9Gj/4IGnrI+vyhNSEox2rK7NirO/L/W6ivzYcF7jZQ4JukWDt+m/RDzv2OoNXUK\nMGUS7hZx6Twb6NQmmlCAEXYmNUfCFpq4Rn8DRTji3UvJtvL5fVCpe2203joBxe2At8X3qCg8MtNh\nufxxsLnjiXPXoe2YY+N6D8z3+9n/A+Z8ZdPHy8IofXOcxKpCz/mrR+DwtbKVO/AU4cYD82NzjjUv\nW2FWsmvLIczpKe8zsvOyMdByPpqPw7et1+RLpzNwPaPs95txuZgJXgXufPZv347DSn9+ue0jRfCg\nTgsc3rDD7JjRrpZlRcZ4gaxM19OsWTO4uLjgjz/M4wAcOnQIjRs3xtKlS9G3b1+zc0uWLMGAAezF\nxTAMwzAMwzAMwzAMwzDlYfHixejfv3+x11jt0RccHFxoHL47d+6Yzlvy3HPPYfHixYiIiICHh4e1\nj2IYhmEYhmEYhmEYhmEYBuKO2UuXLuG5554r8VqrDX1PPPEEfv75Z9y6dQuVKlUyHf/999+hVqsR\nHV0wPlNgYGCJlkaGYRiGYRiGYRiGYRiGYYqmRYsWVl1ndTKO+Ph4EBFmz55tOpaWloalS5fi+eef\nR+XKlUtfS4ZhGIZhGIZhGIZhGIZhJMFqj77IyEgMGTIEkydPxo0bN1CrVi0sWbIEd+/exQcffCBn\nHRmGYRiGYRiGYRiGYRiGKQGrk3EYmTx5MlavXo1r166hadOmmDhxIpo0aSJX/RiGYRiGYRiGYRiG\nYRiGsYJSG/oYhmEYhmGYigsRQRAEpavB2BGsCcYS1gRjCWuCuXPnDh49egQfHx/4+PgoXR2nxuqt\nu4z9w40nYwlrgrGENcFYwppgiiMpKQlz585FTk4OgoKCMHDgQLOkbEzFgzXBWMKaYCxhTTD50ev1\nGDt2LH7++Wfcv38fBoMBU6dORdeuXVkXMsEefU5C/onatm3bcPbsWVSqVAlxcXGoWbOmwrVjlIA1\nwVjCmmAsYU0wRUFEmDhxIqZPnw4fHx/k5OTg3r17eOKJJ5CYmIjnnnsOBoMBKpXVed0YB4c1wVjC\nmmAsYU0wluzbtw8jRozAjRs30Lp1awQEBODixYvYunUrxo0bhwkTJihdReeEGKfh+PHj1LJlS/Lw\n8CBXV1cSBIFq1KhB27dvJ71er3T1GAVgTTCWsCYYS1gTjCUPHjyg8ePHU2hoKH3wwQe0Y8cOevjw\nIW3atIlCQkKoY8eOlJ2drXQ1GRvCmmAsYU0wlrAmGEtSUlKoa9euFBUVRevXr6eMjAzTudjYWIqN\njaULFy4oWEPnhU3pTsK2bdswYMAAGAwGzJw5E5s2bcK6desgCALGjh2LixcvKl1FxsawJhhLWBOM\nJawJpjD+/vtvLFq0CK1atcLbb7+NNm3awNPTEx07dsTTTz+No0eP4uzZs0pXk7EhrAnGEtYEYwlr\ngrEkIyMDZ8+exdSpU9G5c2dotVpkZ2cDAIYMGYKTJ0/CYDAoXEvnhGP0OQHZ2dmYOnUq7t69i+nT\np6NNmzbQaDQAgNzcXPTu3RvXrl1DZGQku0pXEFgTjCWsCcYS1gSTH8q3jbtGjRoYOXIkRo8ebTqf\nnZ0NNzc3tG/fHitXroSnp2eB+xjngjXBWMKaYCxhTTCWGMeMRIRatWph8eLFaNiwIQDxvbu5uQEA\nNBoNVCoV7ty5g8jISCWr7JTwqN2BoELCKRoMBri5ueGFF17AJ598gmeffRYajcZ0bXBwMARBwKFD\nhwCAJ2pOBmuCsYQ1wVjCmmCKY+fOnQBgmnAREXx9fTFs2DAAYgBtAKaB+fXr16HX603HeaLmfLAm\nGEtYE4wlrAkmP6tWrcKbb76JW7duQaVSmXnpGY18gPjejecyMzMhCAKioqJsXt+KAI/cHQDjl0EQ\nBNy5cwcZGRkAzFdCRo0ahd69e4OIYDAYTJM1X19fGAwGVKtWzawsxrFhTTCWsCYYS1gTTHFs3LgR\noaGh6Nq1Kw4cOABAnJgZtaHVagEAarXadA4A7ty5g4CAAERERNi+0oyssCYYS1gTjCWsCSY/N27c\nwJAhQ9C7d28sWLAAP/30EwBxgbgoY65x8fjAgQMICwuDVqtFXl6ezepcUWBDnwOgUqmQnZ2NN998\nE3Fxcdi2bRsAcfJm/AKp1Wq4uLhAEASoVCrTF+jChQtwcXGBj4+PqSzG8WFNMJawJhhLWBNMYWRn\nZ2PRokV47bXX8PDhQ6jVasyePRuAqIfCPECN5wBg165daNmyJVxdXU0TOMaxYU0wlrAmGEtYE4wl\nd+/exaRJk7Bs2TK89NJL8PDwwKJFi3Du3DkARS8S6/V65OXl4fjx44iLi4OrqytcXDiinNTwyN0B\nOHnyJPr37485c+YgOTkZq1atQnJyMoDCt2QBj79Y165dg0ajQaNGjWxWX0Z+WBOMJawJxhLWBFMY\nqamp+OqrryAIAtasWYM2bdpgw4YNplX44rw379y5g1OnTqFx48YAxAmcwWBAenp6ifcy9gtrgrGE\nNcFYwppgLPH398eJEyfQv39/LF++HJ988gl2796NZcuWAYApTp8larUaaWlpOHnyJDp27Gg6fvv2\nbfz+++82q7+zw4Y+B2DRokVYs2YNRo0ahfHjx2Pp0qXYtm2byU26sC+Q0ftix44dqF69OoKCgkzX\n5ebmcoPq4LAmGEtYE4wlrAnGSP53XaVKFYwcORJ79uxB27Zt8d577wEAvvnmG5OXRlHv+dSpU8jK\nykLTpk0BALdu3cKqVavQuXNn3L17lz0/HQjWBGMJa4KxhDXBFEVOTg4AYPXq1ZgzZw4AMYtuvXr1\nsGTJEuzevRtA0QvLxvNNmjTBgwcPsGvXLrz99tto27YtfvnlFxt8ggoAMXaBXq8nIiKDwWD2fyKi\n7du304wZM4iIKDMzk+Li4qhp06Z05syZYstMS0ujmjVrUnx8PBERZWdn0+nTp2nGjBm0fPlyGT4F\nIyWsCcYS1gRjCWuCKY7Tp09Teno6ZWZmEpG5PoiIcnJyiIho5MiRpNPp6Msvvyz0ury8PCIi+vTT\nT8nX15f+/vtv+uOPP6hv377k6upKMTExlJycXOA+xv5gTTCWsCYYS1gTTH7Onj1LEydOpJkzZ9KG\nDRsKvSY7O5uIiDZv3kyCINBrr71GWVlZRPR4jJr/93fffZd8fHxo8+bN9O9//5t8fHwoLCyM1qxZ\nI/OnqTiwoU9hLIWfmppa4Hz+xk+v19Pq1atJEAT6+OOPTQ1w/nKMJCUlkaurK82bN48yMjJowYIF\nVLduXVKr1bRw4UKZPhFTXlgTjCWsCcYS1gRTHBcuXKAuXbpQaGgoVa1alVq2bEm7du0ynTdqwzgJ\nu3r1KkVFRdGTTz5JFy9eNDuXn549e1KNGjXozTffJJ1OR6GhobRu3TobfCKmvLAmGEtYE4wlrAnG\niHF8OH36dAoICKC6deuSn58fqVQqGj16NJ09e5aIzN+38Z6uXbtSQEAArVq1yux4/uu7du1KgYGB\nVL16dXJ1daWpU6ealVPY+JQpHWzosxPmz59PzzzzDDVr1oxefvll+vXXX03nLIWemZlJ3bp1o/Dw\ncNq7d2+RZa5du5YEQaAZM2bQ888/T4IgUPfu3SklJUW2z8FIB2uCsYQ1wVjCmmAsSU1NpVatWlGz\nZs0oMTGREhMTKSoqikJCQuiLL74gIvOBuXHi9tlnn5G3tze9++67ZseNv6emplLDhg1JEARyd3en\nKVOmmM4bDAbKzc21xcdjygBrgrGENcFYwppgLLl58yZFRkbSsGHD6Pjx45SUlESffPIJaTQaat++\nveldWxqAz58/T+7u7tSlSxdKTk4uUO7Dhw8pLCyMBEGgQYMG0f37903nWA/SwYY+hTEYDPTf//6X\n/Pz8aMCAAdS3b1+Kjo4mlUpFs2fPpvT0dCIq6Aq9b98+8vT0pDfeeMPkyWG5gvLWW2+RIAikUqmo\nTp06tHPnTtO53NxctpTbKawJxhLWBGMJa4IpivXr15ObmxstWrTIdOz06dPUvn17UqlUdOzYMbPr\njRrJycmhli1bUkREhJkHR0ZGhun3Pn360MiRIyktLc10jAfl9g9rgrGENcFYwppgLPnmm29IrVYX\nCPkyfvx48vb2pnHjxhGR+VjTOKZ89913SaPR0DfffENERLdv36YzZ86Yxqfr16+n48ePm+7j8aX0\nsKFPYVJSUigmJoYGDBhA169fNx3r2rUr+fv706xZswq9T6/X0+jRo0mr1dL69etNx/NP2GbPnk0e\nHh60ePFis/sKc6lm7AfWBGMJa4KxhDXBWGIcICcmJpKfn58phpLx565duygqKoqaN29uNtkievz+\nV69ebTIe37lzh1auXElTp06lkydPEpG4Cm+EB+X2D2uCsYQ1wVjCmmAsMb6f77//njw9PenChQtE\nRKaYe8nJyfTyyy+TIAgmA7BRC8afubm5VLVqVWrcuDEtWLCAEhISqEmTJrRnzx6zZ+Xl5fH4UibY\n0GdDCmvUjh49Sm5ubqY97EaLeFpaGsXExFC9evVo//79RFTQ6+LChQsUGhpKXbt2pStXrtDZs2dp\n9uzZJi+NnJwcs2fyyon9wZpgLGFNMJawJpjCsHyvxnc2d+5ccnNzM3lWGN9fbm4ufffdd6RSqejb\nb781KyP/anyvXr0oKCiI2rZtSyqVimJiYsxW8w0GAw/K7RTWBGMJa4KxhDXB5MdgMNDRo0fp1q1b\nBc7Nnz+f3N3dzRZ+jXrZtm0bhYSEUNeuXc2O52fKlCkkCAIJgkBqtZref/99mT4FUxhs6JOZolYs\njA3d3r17ycPDg77++mtTY2lsWJctW0aVKlWivn37Flnmt99+SxqNhgYPHkwtWrQgQRBoyZIlZtfz\nyol9wZpgLGFNMJawJpiiMBgMNH36dEpISKARI0bQ9u3b6cGDB6bzGzduJE9PT7M4SEaNJCUl0bPP\nPkvVq1c3K49IfN8XL16k1157jQRBIBcXFxo/fryNPhVTHlgTjCWsCcYS1gRjyffff0+xsbHk7+9P\nKpWK+vbtaxauJSMjg7y8vGjw4MEFwr1kZWXRiBEjyNvbm/bt20dEj/Vy48YNmjNnDjVu3JgEQaBX\nXnmFbt68aSqXx5a2gQ19MpF/hePUqVOUmJhI33zzDf38889m1z169IiqVq1KQ4YMMYk+/709evSg\niIgI2r59e4Fz6enptGLFCvLy8iJBECgmJoY2btwo46diygNrgrGENcFYwppgimPt2rVUrVo1qlSp\nEoWGhpK7uzu5ubnRG2+8YXZdbGwsPfnkk3TixAkiMn//c+bMIUEQaOnSpaZzBoOB9u/fT02bNiVB\nEKh///5mq/vs1Wm/sCYYS1gTjCWsCSY/t27doiFDhpBOp6NevXrR6NGjTXH3GjdubAoJQ0T03nvv\nka+vr2k8SfTY2PfLL7+Ql5cXffTRR2blb968mapUqUJ16tSh3bt3m47n5uYWiB3NyAcb+mTkwYMH\nNHz4cHJ3dydfX1/SaDQkCAKNGTPG9AXKzs6mMWPGkFarNaWpJnrcMG7fvp08PDxo3LhxZu7OKSkp\nNHr0aPL39ydvb2+TKzWRaCXnL5F9wppgLGFNMJawJpjC2LhxI0VFRVGvXr1o06ZNlJKSQtnZ2dSz\nZ0/y9PQ0C4K+Zs0aEgSBpk2bRtnZ2UT0WBtHjhwhf3//Ah4Xe/bsocGDBxdIvsKasF9YE4wlrAnG\nEtYEk5/c3FyaMWMG+fr60tSpUyklJcV0btq0aeTu7k6zZ882HTt9+jQFBQVRr1696PLly6YyjFSq\nVInGjh1rdvzu3bu0bds20zUc51kZ2NAnE9euXaOXX36ZqlevTtOnT6ctW7bQqVOn6O233yZBEMy+\nQDt37qSAgAAaMmRIoWU1btyYOnXqRETmcRUaNmxIgwcPpszMTNMxXjmxX1gTjCWsCcYS1gRTGA8e\nPKChQ4dSWFgYHTx40OyccbvV5MmTzY4/88wzVKVKFdqwYQMRPQ6sTkQUHh5Oo0ePJqKCmZmNx3hQ\nbt+wJhhLWBOMJawJxhKDwUDDhw+nESNGmI4Z3+W9e/fIzc2NJk2aZLqWiGjWrFkkCAIlJiaaEnIQ\nEd2/f59q1KhBAwcOLPJ5PL5UDjb0ycTs2bNJEAT65JNPTGmkjYSFhZl9Ie7du2eaxG3atMl03Niw\nDh48mCIjI01fLOMXJn/aco6lZP+wJhhLWBOMJawJpihWrlxp5r1pnExlZGSQn5+faWBufP+XLl0i\nHx8fatasGR0/ftx039atW8nLy4u++uqrQp/DXhiOA2uCsYQ1wVjCmmCMGN/RpUuXTDH3jMcMBgNd\nv36dgoODzYyARl544QXy8fExeXTeuHGDvv76a9LpdPTbb7/Z6BMwpcEFjKQQEQRBQMuWLTFmzBi8\n//77puN5eXkAgDp16uDw4cMwGAxQqVTQ6XQYNmwYDh48iNGjR8PX1xfNmzeHRqNBTk4ODh8+jOrV\nq0OtVsNgMMDFRXxtWq0WBoMBRGQ6xtgfrAnGEtYEYwlrgikK4/vu3LkzNBqN6f9qtRoAkJKSgrS0\nNNP/NRoN9Ho9IiIi8Omnn+I///kPunXrhpEjR0Kj0WDDhg0ICwvDiy++WOjzVCqVzT4bUzZYE4wl\nrAnGEtYEY4nxHUVERBQ4JggCVCoVbt68ifr16wMQNWS8Zv78+Xj77bcxZcoULFu2DFWqVMHff/+N\nDh06IC4uzqQvxo5Qxr7o3Bi9I4yZjCxdmFu0aEHt27cnvV5v8rAwGAz0559/kr+/P9WpU4fmz59P\nO3bsoE8//ZRq1Khhtl2LcTxYE4wlrAnGEtZExcb4/kvrYXns2LECXp35PSv27t1LLVq0oICAAKpS\npQo1b97cLDg243ywJhhLWBPOi/E9ltajjjXBWPLbb7+RIAimeIvG8YhxPPrgwQNatmwZjRo1inr3\n7k3fffedYnVlSoaX8ksB/eNxURLGa7y8vADAtFICAOnp6UhLS0NYWBhUKpWZFb1p06ZYtWoVpk2b\nhkGDBiEkJAQPHjzA4MGDER8fL8MnYsoLEQFAibpgTVQ8SmovWBMVD9YEUxj3799HYmIi2rZtiw4d\nOlg1zsjPnj174ObmhieeeMKkMZVKZfq9WbNm2LJlC7Kzs3HhwgU0atQIgPX9F2N7yusZwZpwPvR6\nPVQqVZnfDWvC+UhPT8fMmTOh1Wrx1ltvlbrNYE04H/v370dgYCACAgLg6+sLwLr+xHjN0aNH4ebm\nhqioKACP37FxPOrl5YW+ffuib9++ZuXq9XqzMStjH7Chz0ryizk1NRUBAQGmc6URd1ZWFi5cuIA3\n33yz0HvbtWuHxo0b4+TJk0hNTUWNGjVQp06dAnVglCf/u/v111/h7++PJk2alLoc1oTzkP995B8A\nlfY9sSach6I0Ye3CkRHWhHMydepUTJo0CREREXjxxRdL9a6MGtqxYwdq1qwJb29vk6bS0tKg1WpN\nGnF3d4enp6dpopaXl8fbtu2Ub775Bv/73//g7u6OVq1aoVOnTggNDbXqnbEmnJMZM2Zg7969cHNz\nQ/PmzdGlSxeEhIRY1Y+wJpyTOXPmYMyYMahWrRoqVaqE7t27IzQ01Kp7WRPOx4YNGzBx4kScO3cO\n6enpiIuLw+uvv46hQ4eWaqy5bds2xMXFITg4GADw8OFDHDp0CNWrV0doaKhp7ElEUKlUMBgMEASB\njXx2Cn9TrUSlUuHKlSuYMGECzp07Bx8fH7Rs2RL//ve/TYK35ot08OBBZGdno2HDhgBEC7ler0dO\nTg48PDyQl5cHrVaLpk2bmu7Jvz+eUR5jI6dWq5GUlIQ333wTmzZtwrhx48pk6GNNOD7GyblKpcL1\n69excOFCGAwGBAQEYPDgwXB1dQVgvXGHNeE8qFQqXLt2DXPnzoWbmxtCQkLQt29feHh4AGBNVFQ2\nbNiAN954A+np6XjvvffQu3dvxMTElOpd5eXlQaVS4a+//kKTJk3g4+ODjIwMHDt2DJ9++inat29v\nMgxblssTNfvjzz//xOuvv44rV64gKCgIGRkZWLp0KRo2bIgDBw7AxcWlxPaCNeFcXLp0Ca+//jqO\nHTuGuLg4XL58GYsWLcJ3332HH374wbSYU5wuWBPOxw8//IDPP/8cQ4YMQe/evVGjRg0EBQVZfT9r\nwnnIzMzE9OnT8eWXX6JFixbo2LEjwsLC8MUXX2DUqFGoVasW2rZtW6JTkkqlwqNHj3DkyBEkJCRA\nr9fjzJkzWLlyJSZPnoyePXti5cqVpjKM7Q2PL+0c2+wQdny++uor0ul0VLt2berQoQOFhISQIAj0\n9ddfE5H1cRE+/PBD8vb2NmVTTE5Oph9++IHefffdQq/nbIj2icFgoFGjRpEgCNSwYUNatmwZXb9+\nvUxlsSach4kTJ5KnpycFBASQVqslQRDomWeeMcU04Xai4vHFF1+Qv78/xcXFUdWqVU2a+PXXX4mo\nYBy+omBNOA+JiYkkCAK1atWK9u3bR3fv3i1zWVeuXCEvLy/64osv6Pz58zR27FgKDAwkX19f+uWX\nXySsNSMnx44do2bNmtFTTz1Fq1atoqtXrxIR0ccff0yCINDnn39ORNa1F6wJ5+HLL7+katWq0Zo1\na0ztxLhx48jd3Z2ee+45+uuvv4io5PaeNeEc6PV6ys7ONsXrvXjxoumcMW4vEbcTFYnffvuN/P39\naejQoWZ62LJlC1WpUoX69+9vdVmHDx8mQRBo8uTJtHDhQqpVqxa5urrS5MmT5ag6YwPY0GcFR48e\npfDwcOrUqRP9+eefRER07do1io6Opv79+5s1rkVhnOB36NCB2rRpQzk5ObR582bq3LkzCYJA/fr1\no8zMTJ6cOQBnzpyhatWqkVqtpsTERDp79ixlZ2eXuhzWhPOQnp5O48aNo2rVqtG///1v2rJlC12/\nfp2WLl1KLi4uNGjQIHr06FGJ5bAmnIuLFy9SZGQkDRs2jE6cOEHJycm0YMECEgSBAgICrFocYE04\nD8Z3dPXqVVKr1dSpUye6efMmERFlZGTQmjVraO/evXTlyhWrg6uvWbOGPD096dVXX6XY2FjSaDQ0\nadIkeT8IIyl6vZ7mzJlDnp6etG7dOrNzFy5coLp169LTTz9NOTk5VpXHmnAO9Ho91apVy9TuG7l2\n7RrFx8eTi4sLjRw5km7fvm26vihYE87DlStXyNvbm3777TciIrp//z6NGzeOhg8fTomJiWYLR8WN\nC1gTjkv+7/q8efOoX79+hS4YNmrUiJ5++mnKzMwstn0wnlu+fDm5uLhQeHg4CYJAvXv3ptTUVNN1\n1tg7GPuCDX1WYFxR/eOPP0zHDAYD1axZk8aMGUMGg8GqSdajR4+oUqVK1KdPH3rrrbfIzc2NoqOj\nafv27TLWnpGao0ePUosWLahWrVp04cIF0/Fz587RpUuXSuWdwZpwDnbv3k0BAQGUkJBgmrgbefHF\nFykqKspqj0/WhPNg9NxKTk42Oz569GgSBIH69Olj8tArDtaE82CcsI8dO5bUajXNmzePpk2bRn5+\nfuTm5kaCIFC1
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