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@jmMAGALLANES
Created March 29, 2014 04:13
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If we want to export out work we need to be sure it is clean. So, let's redo the network, this time cleaning all the cells, first identifying if there is any pattern in this dirtiness as we did in a similar R [example](http://rpubs.com/jmagallanes/datacleaning):"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<img src=\"http://i.imgur.com/GU5umxy.png\">"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We show below some alternatives to do the cleaning: \n",
"\n",
"<img src=\"http://i.imgur.com/AmZ5M5w.png\">"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<img src=\"http://i.imgur.com/AF3It48.png\">"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import networkx as nx\n",
"from itertools import combinations\n",
"from bs4 import BeautifulSoup as BS\n",
"import urllib2\n",
"import os\n",
"import matplotlib.pyplot as plot\n",
"import pandas as pd\n",
"%matplotlib inline\n",
"import re # library to use regular expressions in Python"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 26
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will create a functionin Python for the cleaning:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def clean_cell(dirtyCellAsString):\n",
" cleanedCell=dirtyCellAsString.replace(\"million\", \"000000\")\n",
" cleanedCell=cleanedCell.replace(\" \", \"\")\n",
" cleanedCell=cleanedCell.replace(\",\", \"\")\n",
" cleanedCell=re.sub(r'[0-9]-|[0-9][0-9]-|[0-9][0-9][0-9]-',\"\", cleanedCell)\n",
" cleanedCell=re.sub(r'\\[[\\S ]]',\"\", cleanedCell)\n",
" cleanedCell=re.findall(r'\\d+',cleanedCell) \n",
" return cleanedCell"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#empty graph RE creation\n",
"countriesGraphFullClean=nx.Graph()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"os.chdir(\"/Users/josemagallanes/tutorialSBP2014\") \n",
"openHtml = open(\"warsList.html\",\"r\") \n",
"soup = BS(openHtml,'lxml')\n",
"openHtml.close()\n",
"\n",
"#getting data for nodes and edges\n",
"allTables = soup.findAll('table', {'class': 'sortable wikitable'})\n",
"for eachTable in allTables:\n",
" allRows=eachTable.find_all(\"tr\")\n",
" for eachRow in range(1,len(allRows)):\n",
" allCells = allRows[eachRow].find_all(\"td\")\n",
" \n",
" #start - cleaning\n",
" nameOfConflict=allCells[2].get_text().replace(u'\\u2013', '-') \n",
" start=clean_cell(allCells[0].string) \n",
" end=clean_cell(allCells[1].string) \n",
" fatalities=clean_cell(allCells[4].get_text())\n",
" #end - cleaning\n",
" \n",
" #computing and exceptions\n",
" try:\n",
" duration=2+float(end[0]) - float(start[0]) \n",
" except (ValueError,IndexError):\n",
" duration=1\n",
" try:\n",
" fatalities=2+float(fatalities[0])\n",
" except (ValueError,IndexError):\n",
" fatalities=1\n",
" \n",
" #countries and coordinates from external links\n",
" countries=[country.get_text() for country in allCells[3].find_all('a')]\n",
" countries=['China' if country==\"PRC\" or country==\"People's Republic of China\" else country for country in countries]\n",
" linksEachCountry=['http://en.wikipedia.org'+country.get('href') for country in allCells[3].find_all('a')] \n",
" coords=[] \n",
" for link in linksEachCountry:\n",
" if link=='http://en.wikipedia.org/wiki/Soviet_Union':\n",
" link='http://en.wikipedia.org/wiki/Russia'\n",
" subSoup = BS(urllib2.urlopen(link))\n",
" lati,longi=subSoup.find_all(\"span\",{'class': 'geo'})[0].string.split('; ')\n",
" coords.append((float(lati),float(longi))) \n",
" countryInfo=zip(countries,coords) \n",
" \n",
" #populating graph\n",
" for country,(lati,longi)in countryInfo:\n",
" countriesGraphFullClean.add_node(country, latitude=lati,longitude=longi)\n",
" for pair in combinations (countries,2):\n",
" countriesGraphFullClean.add_edge(*pair,name=nameOfConflict,duration=duration,fatalities=fatalities)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 19
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This network data will be saved. No more interaction with the web: "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"nx.write_graphml(countriesGraphFullClean, \"WarsPython.graphml\",encoding='utf-8')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 20
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We call it this way:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"os.chdir(\"/Users/josemagallanes/tutorialSBP2014\")\n",
"countriesNet=nx.read_graphml(\"WarsPython.graphml\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"nx.draw(countriesNet)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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9pGSKX+5m6L+H1UApIP1YSn30qFUX4+NpcPYs06dNwzUxkaMiXEw+Xxw9UMfX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\nd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shpkL42m5QPC5MdO3aIiMihQ4ck1M+vSC7e0gZfN8iNLpesXbu21MdqWZY80K+fNHM6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\nSqkypsFXKaWUKmP/HworgYByjE2uAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10c4124d0>"
]
}
],
"prompt_number": 27
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"But let's use the coordinates:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X=nx.get_node_attributes(countriesNet,'longitude')\n",
"Y=nx.get_node_attributes(countriesNet,'latitude')\n",
"posNet=dict((country,(X[country],Y[country])) for country in X if country in Y)\n",
"nx.draw(countriesNet,pos=posNet)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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YkcUtejYJDAwUX19fGTVqlH3dlClTpHDhwuLt7S0DBgyQ48ePy+3bt2XhwoXy\n7rvviovJJM0ecG9Sj0bE2YR3fap150A+tv3mTSAOth5xFZA3QFrZyp1GBdooXKDAI7dNuwo9frTw\nPgYMBoOcOHEizbrMIgQ9iIwMG+7Htm3bJK/FIudS/RiD7vlxpl4ugQxE+RIaQQIDA+0P11OnTqUZ\ninoYAgMDM33wa548qYX33v+5bl27Cql6UjVQvqWvo/xJj98jvBdAioF8Zfv+A0juHDkkICBAunTp\nIgcPHhQRkbCwMClTpkyaeowdO1aaNGmSdQ1/yggKCpLPP/9ccuTIIbdu3RIRkW+//VZMJpNdjI8c\nOSK9evUSf39/CX3tNSlgMkkrkB4gjqjoU5VRw8NtbCLrBOKGMraqaFvnYVvMIC4g3UF6gxQEyQHS\n3HafC4A4gwwCCbD99XZxkfPnz4uIyNKlS6VWrVry6quvyvfff2/vrac8B8LCwiQ4OFhCQkJERGTL\nli3SunVrCQoKkuHDh8vVq1ft7e/du7f4+/tLrly55D//+Y/s3bs3Ky//M4c2rnpCZBQd6Enw7Zgx\nfBAXR/6HLP85Kp7vWpQbSm53d/z8/NKUkUfIaGIwGHQGlKeEe//nli5cyL3/hROAPqiUg4Gp1p9C\nJWXoDbyPioD0ERAfHU14eDjVqlWjTp06ADRu3JhTp05x+PBh+/6zZs2iQ4cOj7U9zxply5YlJCSE\nr776CoCIiAiSkpJo3FhlUq5duzZ+fn7s2bOHk4cOcSUpicUoA6ryqCQKTihf3Rmo1I69Ue5j9VDu\nQaBieCej/IEdUUZU1VBZjs6jDKq+BzqgkmmMRUXO+gxoZDCwfPlyNm7cSK9evRg4cCBLlixh0aJF\nfHGPC9rcuXNZtmwZq1atYv/+/bRq1YpOnTqxe/durl+/Tp8+fexly5cvz759+zhy5Aienp7pUlFq\n0qKF9wmRWow2bdpE/vz5+eGHHyhYsCBVqlRh5cqV9u0dO3Zk6NChxMbGUq9ePS5cuIC7uzseHh5c\nunQJgJUrV9K4cWP+9a9/MX78eKKjo7ly5Qq/rFxJURFqoyxUv31AvcKArqgcr/8GTp84QYECBQDs\nloleXl72YP8nTpwgNDQUX19fihcvzpgxY4iOjgaU3+LZs2dp1KgR7u7u9gfOiRMnGDBgAIGBgXTt\n2pW//vrLfv6lS5fy2muv4eXlRcGCBZk7d+7fv8iaNKT+nxMRLkdGptluAOoCDQCTbQEVoD8UZS2b\n4sm5ASVsxvECAAAgAElEQVQIr5rN3L59m/bt2+Pr68sff/yBs7MzzZs3twdNOHjwIGfOnKFhw4ZP\nrnHPAAaDgREjRvDtt99y7do1bty4gYODA8HBwezZs4eEhASGDBmCj48PJtu9CkD9Hk2oe3CYtPcm\n9SutC+oe7kWJaxzKunkt6recGxVY4z1buQjgBOBm238gkD8+nmvXrhEeHk6bNm2oVasWL7/8Mt27\nd2f+/Pn8+eefXL58GYB+/fpRsGBBnJ2dWbBgAd26daNWrVp4e3szbNgw1qxZQ1JSEgBt2rTB29sb\nLy8vhg4dmi4VpSYtWniziCtXrrB37162b99Op06d+M9//mPflhIVxmKxsGrVKvLmzUtUVBS3b98m\nd+7cLFu2jEGDBjF48GA2bdrEtm3bGD16NHPnzqWeCG+gHPR/Q8VtjbhPPeoAfYGZwFWgU2Ii03/4\nAcAe2SYyMpKoqCgqVKgAwJAhQ7h48SKzZ88mLCyM+fPnA6qXExAQwIoVK4iKiuKDDz4gOTmZypUr\nU7RoUf788880PaXExET69OnD559/zq1bt/j9998pWbLkY7zKmhSsVivWDEYiKtzzXVARj/KjgnKk\nsA7YAmyLjKRhw4Z4e3tz/PhxNm/eDECHDh3sL02zZs2iRYsWODo6Pv6GPCPcuXOHsWPHUrduXeLi\n4ihRogQJCQkkJydz8OBBfv31V0qXvpuFNz4hAT/Ay/bdgIq/fZm0Ucp+A1IyI1tQ98sLFansMkps\nI1DpId9ARanKgcpWdAXVk060lZ0NRIgwZ84cpk2bRuHChVm4cCGvlS1Lx5YtOXLkCG9WqkT96tUR\nEXZs386tW7cAWLduHaNHj8bb2xtvb29eeuklYmNj7S6KM2bMoEGDBuTMmZOAgADi4uLSpKLUpEUL\nbxZhtVoZMWIEOXPmpGPHjty6dYsjR47Yt6f0VjIatl2wYAEDBw6kYsWK5MmThw8//JDw8HDOHDuG\n6c4dygDtUT+6EagE3JnxDdARGIcKpr4+KYl9Np+8jM5dqFAhatasiaOjI8WLF6dbt24sXbo00+Nv\n2LCBEiVK0LFjR9zd3dP0lAwGAwkJCRw/fpzY2Fj8/PwoWrTo/S+c5qHJnz+/vbfi4OCAs8mUrsy9\nawzAJyif0dbcfeiHooaeS3h4sH79em7evElUVJQ9pGDFihVxcnJi8+bNzJs3j3bt2vEic/36dYKC\ngjh48CB79uzh1q1bmEwmTCYTy5Yto0qVKuzefTcLr7e7O5dRQ8AppL9baXu8Ka81+e4pk4jqNXdA\n9Zhv2Mqk7OsFNEaFGF0IJCQkEBISQs9332VC585027WL+YmJFAeOREezMyEBA/DHxx9TIE8exnz6\nKTVq1OCjjz7i5s2b9iUmJoZy5cpx7tw5+vXrx+DBgzlz5gxnz57FbDbrKaj7oIX3MWA2m+3DrylE\nR0fj6upq/54nTx58fX0BlfHE19eXiIj79U3vsm7dOrp162Z/23zttdc4ffo0Vy9d4gJqSDCFgqgQ\ncpnhBvQE9gHHAQdgx969mZaPjo6mT58+lCtXDk9PT/r27cv+/fvvW9ctW7bY65q6p2QymVi8eDGL\nFi0if/78dO7cmVOnTj3UNdA8mNDQULZt28bu3bs5cuQIZoslXZmMHoWOqAdyDOoFTlD5Y/cCh+Li\nyJ07N/Hx8WzatCnN/2y7du3o2bMnTk5OVK5c+Uk06Zng6NGjJCYm0rRpUzw8PChatCht2rRhyZIl\nFCpUiLFjxzJq1Chu3LiBn58fHTp04FJMDMmozEQpuaBS7k1BVB5mI2pedwEwGkgZuHVCzdELaupo\nDWoeOA/qxWk0yo4jNV8CzqiQkpcuXmTr6tW437lDy6go5qNGOzxt+6XYBWyLi+P9+HhGDBvG+HHj\nmDRpEjNmzOD999/H39+fmjVr8tdff3H16lVEhK1bt1KyZEl8fX2JjY3lt99+e2zX+HlDC+9joHbt\n2ukCkG/ZsoW6des+9DFSDGMcHBzSvSmGhoYyZcqUdG+befz98SNtUu0TqED5D0MAqmdzKzqaO3fu\n4ODgAKTt+U6YMIEjR44QFhbGrVu3GD9+vD3CTUb1DQ0NJSQkJE1dU/eUKlWqxM8//8zp06dxdHRk\nwIABD1lbzYMoWLAgw4cPp3nz5rRq1YqOnTunE9p7ja2sqGD941DxfbejUgpagbccHHilSBFCQkII\nCAhg7Nixae59u3btOHjwIG3btn1yjXoIEhIS7HON2UHhwoVxcHBg5MiRrFixgsjISD7++GNiY2PJ\nmzcv/fv3Z/ny5ZhMJiIjI5k9ezYuFgvGe4zhDPcsXqihZANQCjUqkbLHbNvnBqhh5CaoIekSKDGv\nmuqYd1Bz+xVsx4uLi2NFYiLjUS/h21HJFV5FjXqkrss8YInVyqtOToRWr063bt2YMmUKIkJSUhJ1\n6tShdOnSdO/enbFjx5KUlMT48ePx9fXl008/JSYm5vFd6OeJbLCkfu6YOXOmlCpVStavXy83b96U\nH374Qby8vCQuLk5EHhz7tEOHDvLRRx+JiEhkZKQ4OzvLhQsX7GV/+eUXKVOmjGzZskWSkpLkypUr\nsnTpUpk5c6bUcnUVCyo1WAQqSbbjfdyJBoD8iQqmcQIkyMFBSpUsKSIqEIefn1+aWL29e/eWli1b\nSnR0tGzfvl1KlCiRpi3NmzeXMWPG2L8nJSVJvnz5ZObMmXLjxg2Ji4uTjRs3yvnz5+Xy5csSHh4u\n0dHREh0dLX369JFOnTo95ruhSSExMVHyeXvLngz+D86AfAiSy+amUhkVbCHY5nriBeLh4CAbNmxI\nc8yDBw/KsmXLZO7cubJw4UJxdXWV48ePZ2m7kpOTZc2aNdK0Vi1xdXJSMZANBvG2WOTtVq3SxBHO\nKs6ePSuDBg0Sf39/cXNzkz59+sj169dFRP2GPvzwQxEROXbsmNStW1ccHBwkKEcOGQmS/557E5Tq\n9zsMldpPQEqD7LC5gPVKVX40SItU31NHI9toczlyBlkM8h+QLrZtS0AqpdovBsQCci1VPUbYPkeA\nuDo6SvXq1dO0u2TJkrJjx44Mr0nVqlVl0aJFT/bCP6No4X0M3LlzR2bPni3169eXfPnySY8ePdL8\nM27cuFH8/f3T7JNaeDt27ChDhw61bxs6dKi89NJL4u3tLRcvXrRHkmnRooV4e3tLoUKFZMiQIRIb\nGys+rq4yH6Sm7YH5rc1/LzPh7QXyss03MBjE2cEhzYPqu+++k+DgYPHy8pLt27fLqVOnpEmTJuLj\n4yNVq1aVyZMnp2nLhg0bpFq1auLt7S1jx44VEfVwGTx4sBQoUEBy5swpDRs2lHPnzsnFixelRo0a\n4unpKfnz55d27drJ2bNnn8g90Sh++P57KWKxyI1U/wPhqGAKTUCqg+QE+QBklu1hPAMVbN8VxMvB\nQb755huZNWuWVAwOlvwWizTw9JTm7u5S2NlZnI1GqVm+vCxevDhLAi0sX75cXs6bV4q7uclkkOvc\nDThxHmS00SiBFouUL1LEHroxq9m2bZsULVrU/psuW7asjBs3Tlq1aiU+Pj7Sv39/MRgMsnjxYvFx\ncpI8Dym8xVHhPENIG/RkOkjVVN9Tb99oE/afbb/5JiBjbNs+QPkQpz53CZBlqeqxOtW24g4OYjKZ\nxMvLy764ubnJV199JSLKz7dly5YSEBAgnp6e4uTkJB9//HG23IOnHS28zzjv9+wpHzg6Zhql6n7L\nWINB2r7xRnY3QfOE+aBXLynp6ioRIAtBcoO8jQq48BMqIlJG/x83QMaiAjoUdXSUpaiREkFFSioF\ncgBkLkhVd3f5l7+/HDt27Im1Y9KECZLHbJZ1NrHN7P86ydYuX4tFVq9e/cTqcz9Gjhwp1apVkx07\ndkjBggXFYrHI559/LpGRkbJmzRopXry4iIgMHTJEDLbrKCBXURGoUoR3JCqYRkpPds0jCO9N1GiG\nEeQlkGa2Y39gKxcM4g/yGkg+VPzn1D1eCyo8ZX6QvraXABdHR0lMTJQOHTpI3759pXnz5pIrVy55\n++23pXDhwvL999/LtWvXRET1eFN3KDR30cL7jHPy5EnJ6eoqmx9RdPeD5LRYZPfu3dndBM0TIiUC\nUVJSknz2ySfi5eQkXjbRLYtKLfcw/ys/2R7Ysx9QbpLRKLk9PeWvv/6SHTt2yEeDB8u7HTrIux06\nyOCBA2Xr1q0ZpizMjBo1asiPP/4oIiILw8Ikn9lsj0tcz1av+9Vni018//jjjyd1iUVE5PDhwzJ2\n7Fg5f/68JCUlya5duyQgIECKFCki/v7+0rNnTwkICJD169fLsWPH5PXXX5dhw4bZ9/fx8RGLo6N0\ncHaWFqSdKvofqhf6A0h+JyfpZDCkCyWZmfBeRw0V50NFKXudu5GwfrXtY0CNgm23ibB/quP4gqxA\nRTRrhwo/aTIY5NNPP5WWLVuKu7u7jBgxQvbv3y/16tUTi8UiS5YskejoaJk2bZo4Ojpq4c0ELbzP\nAWvWrJGcZrP830M+SPeA5LNYZO6cOdlddc0jEBgY+EgZg5YvXy6A5MuXT3LkyCE+3t5Sz9b7ufqI\nL2oHbA/iQw8oN81gEA8HBwmwWGSIwSDfgUwA8bQ95I0GgwQGBsqgQYPkzp07961/ShD/mJgY8XF1\nlV2PWGexnbNoUNAjCf6jEhERIc2bN5d8+fKJxWIRDw8P8fb2lokTJ8qdO3fEarXKkiVLpGbNmhIc\nHCzfffedREdH2/dPseHw9PQURxBng0FqurhIZ4tFGru5iZPRKM5OThIUFCRezs5SjbQ93hkg1TIQ\nXkENNaeI6QCb6E5BzeGXRiVeaI+apmqBSsyQcpzUQ97HUL3fsm5u0qZNG3FzcxMnJyf7NNK8efOk\nUKFCUrJkScmdO7d0795d2rVrp4U3E7TwPicsW7ZMLAaDvOvoKH9m8hA6DtLf0VF8LRZZGBaW3VXW\nPCL3S4iQEUWKFBGDwSA3b96U8+fPi8XRUUqBLLiPUAWSNsFGYqrPQ0hr1JPZ0hpl8JN6XRDIWttS\nycVFnBwdZfLkyfetf4rwTp06VRq6uj6y6KYIr7/ZnMZg8HGTnJwsixcvltKlS0twcLDMmTPnb813\n//TTT9KwYUNZs2aNzJw5UyZPniwLFixIEwf+rfr1ZVwmKR7vFV4ryoCuqu3Fx2hbrKnKjU213xXb\n9UpJqvElynbE2ybUBpBy7u6yadOmdHYpjxpj/kVHC+9zQteuXaVly5YybMgQyePlJdXd3WWgg4N8\nBvKh0Sh13d3F181N+vfpky6hg+bZIDPh/d///ieNGjWSwoULy7hx4yQqKkqOHDkiTk5OYjAYZP78\n+ZIzZ07xMhjECxVI/wBqeLFiqofy5ygrZ1+Q71EB+aui0so5oNLNeYMMt61zQ80XF7CVj7E9sJfa\n9l2ISsZRzHbMlN6TFaSU0ShuZrPUqVNHcubMKS+99JIMHTpULl++bG9XSEiI/Pjjj1L65ZdlNmkT\nONTg7nDrBZvY57Gdp6VtfTWbWDiBmEwmCQsLk5s3b0qDBg0yPWeNGjVk9OjRUrt2bcmdO7f07dtX\nbt68meH9SExMlFmzZknRokWlbNmy8vPPP/+jVJsNGzaU2bNn37fMn3/++cCppZSh6Pkog6yjID0c\nHcViux7Jqcq1TbXfKlSiBkHl8M2DmpKKR/V4DSABFoscOHBAOnbsaPfEENHC+6ho4X0O+N///ieB\ngYESGRkpIipf5pIlS+Szzz6TgR98IJ9++qnMnTtX51Z9xslIeJcuXSrFixeX33//XS5cuCDNmzeX\nwYMHi4hKZg5IuXLlpPHrr0splGtJK1SGql028R1nE9hAW8/GwSZa2NblQFk4u9mE18Um1K4gnUH8\nbD2jPiBdbeIHylq6F8oyFtR8paAsc/1B6ppMUq5YMYmLi5Pjx49LnTp1ZMiQIfa2hYSEyJgxY8TX\n2VkKo4ZIMxpO/QCkP0gsKhf1r6nKGVAuOBYnJ7FarXL9+nVZsmRJpuesUaOG+Pv7y7p16+T8+fNS\nrlw5+zxzCvHx8TJ58mQpWLCgVK9eXVavXv2Ph7Jv3rwpHh4e9t/w/Vi7dq3ktFhkxQOEd5ztPnZy\ncpJXAgLEz9c3jfDWsInrCpRrYS1UD1lQrkcvobKZnbL9zxhAAnx9JTk5OY0LpIgW3kdFC+8zzvXr\n1yVfvnzp/C01zx8ZCW/r1q1lTqq5+j179kjRokVFROTXX39VApgzp5gcHOw+u71Qc3opD+oyqN7p\nEFSqOQOqZwkqp+tylIFONZAKIINtoutpK+OPmsc1o6xfd9nWG7mblN1kE2xv23FGo3rIucxmOXz4\nsIgoQXn11VftbQkJCZHWrVuLk8Eg8zMQlxTh7YfquZ3OQIQMNlFxMZnSJKlPIaNz9kqVp3r06NHS\nokULERGJiYmR8ePHS758+aRu3bqyefPmx3BXFTNnznyktIq///675MuRQ0Lc3CQMJOGea/M1yEdG\no1gcHMTJ0VFKlCghI0aMELg7fRAC8ilIKEheVCrBlGHmZJTPb25ULzjcdi0HDRggIuldIDNymdRk\njhbeZ5xWrVpJ7969s7samiwgI+HNlSuXeHh4iJeXlxiNRnFzcxOLxSKXL1+2WzVfv35dXq9aVRxA\nSoK8iTKiCUMZ1BhRLkMWlEVtDpSlLChjqo0ol5KOtl5RI9s+TrYyBpRLCjYR/D/bZ1BD15+jAjik\nuLEEooamK9iO4e7mJp6enuLh4SFGo9Hee6xRo4bkyJFD3Bwc0sw13yu811C5ZvOgAkL8nIHwujo6\nSmRkpFitVvnwww+latWqGZ4zZV45henTp0ulSpVk1KhR4ufnJ82aNXsiAToaNGiQ5gXqYbhz547M\nnz9fqpcqJbnMZqnk6Smhnp7iZDCIm5OTdG3bNo3XgtVqldKFC9vn+O91S7rfchLE08XF7iqk+Wfo\nkJHPMAsXLmTXrl2MHj06u6uiySZShxMNCAhg6dKlxMTEkCvX3fD7e/bswStnTsyonK+VUQH1h6KC\n6rdAhRntayvvkOr4Tqk+J6JSCP6CCimZbFsvqDywzqicr2JbHwQ0RcUTTk51HAMwCRW4Pz8qHvjs\n2bNZvHgxojoDqpzBQO/evbGSNoHDvfig4hOfQ4VGfAtoBXS2bd8GxCcl4e7uTlhYGL/88gvTp0/n\n2rVr6c6ZmmvXrrFkyRL++OMPDh48yPr161myZAllypTJpCZ/j1u3brFlyxYaNWr0SPs5OTnRokUL\n/m/3brb/9RdfrFhB7Q8/xNFi4eylS/wwaxalSpWylzcYDEyYOZMeZjN/2Nalb3V6rgH1LRY+/fxz\nfHx8HqmOmozJKCGG5hng0qVL9OrVi/DwcCwZBMPXPJ8kJCQQHx9v/96yZUtGjhxJ3rx5ERFu3brF\njBkzWLx4MRs3bkREaN++PTnMZpKAeFT2qtnAEcADFZTfDxV4H9Jnt9qOevguQgmoAyqgfgIqsQKp\n9hMg0Pb9hu243YB3SPuQb48S4PzARQcHZs+ezfXr17mXfPny4ePpycUbN2gPzCJ9vOmZtrbMReWj\ndUYlhncCVqOSyfs6OzN9+nRu3LiBl5cXvr6+HD16lDFjxqQ7582bN3n//feZPn06xYsXp2TJkvbc\nw0+CpUuXEhoairu7+98+RlBQEBMnTmTHjh3Mnj0bb2/vDMtVrFiRafPn06BVK/xiYx943L+AphYL\nLXv2pGeqxPeaf0h2drc1fw+r1SqNGze2G9FoXgyCgoLEYDCkWYYMGWIPJ2o0GiVv3rxSsWJF6dat\nm9StW1cAcXJyElBGUIBUAdmLCqLhgjKaqoWyVjbahptThponoyJc+dmGiEEZ5aS4pmD728Y2jN0f\n5TKEbUkJ2ECqoeYglIXzLe4a7Xh6esrcuXPFaDTaLYNThn0/GzFC3nZ2llognVBW0SG2YdKTtqFx\nM2reORRkUaoh0jBbO91Aijg7S0iFCvLvf/9bcubMKaVLl05zzlOnTknevHnFYrFInz595Ny5czJj\nxgypVq3aE72v9evXl7lz5z7Rc9zL1q1b5V/580sxNzf5HuR2qmuWiJrTre3mJjnd3eWH77/P0rq9\nCGjhfQaZPn26FC9eXOLj47O7KpqniKCgIFm3bp3069dP2rZtK6dPnxYRZfVe29NTxCaAXW0P2E7c\nNX5KWQJtYvwtygiqNcgc27bOKEMqB9ucbWfuuhylzAN2tm1zBmmKMtiaQtpEACnCm/Ldw9FRmjVr\nlmm7Ll26JF4uLnL5nrpGoIzEvslkXnIYd91lztjEt6uTk1QpWdKewERE5NChQ9KhQwfJkSOHDBo0\nKI170ZPmxo0b4uHhIbdv386yc6ZgtVpl3bp18madOuJsMomvi4vkNpvF2cFBKgYHy6xZs9JcJ83j\nQw81P2OcPXuW/v37s379epydnbO7OpqnDIPBwODBg/nqq6+oVKkSQUFBVK5cGQ9bOj8DsBSVQm4Z\nas52Biof7w7UcHECEAxsRg0VrwDeBaIBd9RQrg/wGjA11bkLAF8DP9v2d0Pld11xn/peBO5Yrbi4\nuGRapkKFCjRs0oQmK1awPiYGC0rx30QNYffK7Fqk+hyAyllrTUig1ZEj9H33Xd557z1GjRrFpk2b\n6NWrF8ePH890iPZJsXTpUmrWrPmPhpn/LgaDgZo1a1KzZk0SEhK4desWSUlJeHt7Yzabs7w+LxLa\nuOoZwmq10qlTJ/r160fx4sWzuzqapxQfHx9Gjx7NhQsX+Pjjj/nuu++ITJX79SWUaL6HEtl+wGDg\nDHAWNU+aMh8bCgwALCgBjUTN6zpwV9hS/sYBzYFaQA6UmK8DupN+XjaFHx0cePXVVzGZMu8DGAwG\nOnbtSpFGjahpsXAV+A01hzzo4S6JHSMwIS6On2bNom7dulSoUIGTJ08ydOjQLBddgLCwMJo3b57l\n570XJycncuXKRd68ebXoZgFaeJ8hJk6cSGxsLP3798/uqmieUkSERYsWcf78eaxWK66urri6unIo\nMdFuWTwLGAtMBMahrIVzo3qEg1GJ00EJcSLwMcoKug5wFdVTPoWyjjYAm4A/UYLriTLcCkdZFncE\n/oMS9BROoQQ9CZjs7MyPM2bw008/PbBt1WrX5ry3NwEmEyG2c29Ptf0q6iUhN6o3HJ1q22nUw84K\n+ALFDAasVisjR46kbdu2LF++/IHnf9zcvHmTX3/9lYYNG2b5uTXZixbeZ4SjR48yfPhwZs6ced/e\ngebFxmAw8Mcff1CxYkW8vb0ZPnw4P/zwA3kCA1nF3Z5nH9SQ83WUpXMJoBiqF+kBfASUBvIC9VAC\n7QIUB9ajer4XbMeqYDRSHeU6NAdwtK2fDoy4T10/NZkoHBxMyZIlH6pdBoOBK1ev0vmdd3B2cKAp\nSmhT6IYaut6LclX6nsx72s2Tk3EFrl69SsuWLWnRogUxMTGZlH4yhIeHU6tWLdzc3LL0vJqngOye\nZNY8mKSkJKlYsaL897//ze6qaJ5Rpk+fLvXd3DI0QroK8l+Q92yGV++DTONuFKOzIF4uLjJp0iSp\nUqyY5PH0FDdnZ8nr5SU1y5eXadOmyb/8/WWEyXTfPLmpl/EODhKUK5dcvHjxgXVPCRwyffp08fb2\nlp07d0oJDw+5gLLAjrZZ4nqCPW2g2IzD2tk+nyJtnOIkEAeDwW5BXbVqVVm0aNGTvg1pqFu3rsyf\nPz9Lz6l5OtBdp2eAL7/8ErPZTM+ePbO7KppnlBYtWjC4b19+ARrcs80X5euaEVagn4sLnTp14p13\n3uGdd97JsFydOnVoEBLCvnPnGBgfT7lMjrcX+MrZmd25c7Nx0yZy5879SO0IDg4mJiYGd4OBPKjh\n6suoeWcryic5hdLc9U2+l99tf4OCgrh9+zZxcXHs37+fN99885Hq83e5ceMGv/32GwsXLsyS82me\nLrTwPuXs37+fsWPHsnPnToxGPTOg+XuYzWaWrFxJo5o1CYuN5bWH2CcZ6O3kxKUiRZg1btx9y+bN\nm5ctu3cz4ZtvaP711/jGx9MmKoq8qOHeS8A8d3fOOTryTu/efNenD15eXn+rLW5ubkTdE2nqFdS8\n2QmgkG3dLpSl9b0IyhraKsKuXbvImTMn1apVQ0Q4f/484eHhXLl8maTERLx9fKhZsyalS5f+W3XN\njPDwcF5//XU9zPyCooX3KSYhIYH27dszZswYAgMDH7yDRnMfKlasSNiKFbRo3JhesbG8Y7WSK4Ny\ngjJa+sRsJv7VV1m+Zs193X1ScHNzY+DgwXwwcCCrV69m6fz5bL10CREhh58fA/79bxo2bPi3bBQk\nldAGBQVxJiGByFTbHVHGXZ8AX6CsqfeSsfAmoOaC/by8sFgsTJs2jW3btnE1IoLvvviCZgYD/vHx\nWIAIR0feGD6c3EFBdBswgBYtWjzUtXgQYWFhvP322//4OJpnE4PIPa+OmqeGjz76iH379rFs2TIM\nhszMRDSaR+Po0aN88cknLF6yhPpGI41jY8mBEqTTwFR3dyItFrr160evPn2y3V+8QIECTJ06lXPn\nzjF16lQ2b95Mq8aNqbRiBX1FOIYaYr6CEt3ZQBVUz/cS8BOqXYVQVtpGoLqjIyd8fbGK4O3uTsSp\nU1RNSmIByv84NcnASuBrV1duBwayfMMG/Pz8/nZ7rl+/TsGCBblw4QKurq5/+ziaZxctvE8p27dv\np3Hjxuzbt++R58E0mofh5s2bzJg2jV9Xr+bm9es4OTvjlz8/Ld9+m9q1az/VUxtbtmyha716HIqJ\nydRyOTOuAwUcHTl27hy9unQhesMGwmJj0wnuvQgw3GRiQZ48/Lpnz99OGDB16lRWrVql53dfYLTw\nPoXExsZSqlQpRo4c+VQ412s0TxsiQoVXX+WtI0fon5z84B1sWIE2zs78n9mMh7c3vpcusT4uDmdU\nNqWpQM0HHGOgkxN/lCzJ+m3b7CNRISEhtGvXjs6dOz9gb2WI1qVLF95666006zt27Ii/vz8jR458\n6M0iGSAAACAASURBVPZonk2e3lfaF5jBgwdTunRpLbqaF5KgoCAsFgvu7u4ULFiQ3r17c+XKlTRl\nDAYDS1av5lsvL75/yJ55MtDL2ZnThQuz+9AhLkZEMMsmuqCMwB6m9zw6IYGzBw+yY8eONPXJbDoo\nKSmJ2NhYRIRr166xbds26tevn67c/Y6heb7QwvuUsXHjRhYuXMiECROyuyoaTbZgMBhYsWIFUVFR\n/P7775w7d45vv/02Xbn8+fOzYds2xufJQwcXF/ZmcjwrsBaobbFwqGRJVm7ezP/+9z+qOTllaHz1\nIIzAu3FxTPzqq0zLHDt2jH49e+Ln4YGLkxM+np44OzpSvVQpihQpooPgvOBo4X2KuH37Np06dWLK\nlCnkyJEju6uj0WQ7fn5+tGjRgl9++QX4f/bOOzyqomvgv7vpm0oCKZBG7x2CQKQFREAF6S00QREU\nFHn9kP6ivqg0UekiUgIKSgfpXTpBQBAQ6QGkJqQSkj3fH3OzbEhAVCAE7u957pPsnTuzM7N399w5\ncwqsWLGCihUr4unpSYMGDdi+fTu7Dh2i2Acf0NjLCw0VpjI/EAS0BEq4utK/UCFafPYZzdq3p1Kl\nSvTp3ZuQhASC7vG+u4HqQB7971dkzlNc3WJh3sKF+Pv7M2jQIECpv8+dO0ej558nrEwZVk+ciGN8\nPINFOJeWRlx6Oh+fP8/lfftwM5txcXGhXLlyHDlyxNpuYmIibdq0wc/Pj+7duxMTE/Mwp9PgCcEQ\nvE8Q/fr1o0GDBtmqoQwMniUyTE9iYmKIioqiTp06gHJZmjNnDtevX6d///689dZbXLt2jUFDh7Jl\nzx40TePnQoUIq1+fEjVrstjOjslLl/LLiRNYRJg9ezZLly7l9u3brOPeqmV7YDxwFRXXejQqJjUo\nI6vmgJ+jIzNnziQlJYXt27dz4cIFqleoQNHt23FNTWW8CAdRYTj7opJPFAMc09JYZ7FQ1GSifIkS\n1uQMIsLXX39N27ZtOXz4MH/++SeTJ09+2FNr8CSQE+GynjUsFousXbtWurRuLQ2fe05qly8vzerW\nlZEffWTN/bl8+XIJDQ3NkbycBgZPEiEhIeLm5iZeXl5iZ2cnpUuXlmvXrmV7bceOHWX06NEiInLq\n1CnRNE327dtnLS9evLisWrVKREQaNWok06dPl9TUVDFpmgz+izzBtkc+kFf1/3fpeYkjPD1l9erV\nkpSUJE5OTuLt5iazQAaCfGxT9ypIXj1M5QE95/EmkOsgVcxmGTZwoIiIdO7cWV5++WVr3+fNmyfV\nqlV7VNNskIMYGw2PkLS0NCZ+9RUTRo3C6eZNuick0BqVz/QGsHLHDop/9BEN6tVj0549zJ8/P0fy\nchoYPElomsaSJUuoV68e8fHxzJw5k1KlSnHmzBlOnDjB6NGj2b59O5cuXSI1NTWL25Nt0oWAgACr\nunb37t18/PHH2NvbY9I0ytk4dLyI+k5mEAN8CKxCZVZy5k74yV2opBJXAVdXV1xcXDA7O1P95k2e\nBzoBrsAom/ZSgWigKvAxKp3haaBdUhITxoyhXadOaJqWqe/+/v6GqvkpxVA1PyISEhJ4pX59Fg8a\nxPQLFziQkEAfVKaXeqi0ZdNTUvgjJYUqK1dy68YNEhIS7t+owSMjOTmZCxcu8Oeff5KamprT3THQ\ncXd358033yQ+Pp6tW7fSv39/AgMD2bx5M3FxcbRo0SJTVKv7ERYWxv79+9E0jZB8+VhtU9YFFe85\ng49QwTZKo/IV90MZaQGEoaJinbh1i+DgYM6dO8eNuDga2vRjEEqQZxyJYI1f3QEVK3onKq9wxdu3\nmTx+PMADj8Ugd2MI3kfA7du3af7ii/ju3MnqpCTCufde0k+oNGtr0tJ4rXVr1q9f//g6+oxz69Yt\noqKiqFmuHHnc3alcpAhlQ0PxcHWlWf36rFmzBovF8tcNGTx0MgRQQkICU6dOxWw2U6NGDS5cuEDe\nvHnx9PRk6dKlLF269IHbbNy4MVOmTOHw4cPUe+klftQ06/eyKcrd6KD++gJgBjag4kB/AsTqZVVR\nq99kTaNu3brUqV0bDbXKrYX6rg/SX29F5T0ugUqR6Isy1tqK2vO1B7wtFr6YPJmoqCjmz5+fKTdw\nSkoKgYGBTJ48mYIFC1KqVCk2bNjAli1bqFq1KiVLlmTu3LkPPrEGTwY5rOrOFYSEhIijo6NcvXo1\n0/kKFSqIpmly5syZTOeHDRwojV1c5PYDpkjLODaD5HVzkxs3bjzO4T2TfPP11+Lr7i4N3N1lkZ5W\nLuNzSACZClLezU2K5s8vmzdvzunuPlOEhoaKi4uLuLm5Sb58+aRly5ayYsUKERFZu3at1KhRQ/Lm\nzStt27aV/v37S2RkpIioPV6TyWRN9SciUqdOHZk+fbqIiNy6dUu+/PJLCQ0NlQoVKoizvb2UsPnc\n3UAa6/9Hg5QAsQNpBJIHpKxetgTEWdOkTJky4uvrKw52duIHMh3ktJ5+cBPIa/resDeICeS/IItB\nfPXXpUDeBVkGUt3NTerWrSuvvvqquLi4SGJiomzcuFHy5csnDg4O8vbbb8vVq1flww8/FH9/f2ne\nvLmcOHFCNmzYIK6urpKamvr4PyiDf4wheB+A0NBQKVGihHz55ZfWcwcPHpTixYuLyWTKJHhTUlLE\nz8NDjv5NoZtxtDObZfznn+fEMJ8ZRgweLIXNZjn4F5+FBWQ5SD4XF/nxMedqNXj0lCpaVMrY2Vlz\nCG8D8QK5pb+uAfJ5NoZXNUHyeXhIbGysvFSvnriDFCH7vL8CMkMX3BnnbPMIZ1zT2dVVvvnmGxHJ\nnBt448aNYmdnZ33oP3/+vGiaJkuXLrWOo2jRorJx48bHPn8G/xxD1fyAdOzYkVmzZllfz5w5k06d\nOllVYmlpacyfP59KlSqRmJDANpRBBaj8p/1t2moLdNf//xZ43qasRVISI4YMoUiRIvj7+zNy5Ehr\n+3PmzOG5556jevXqREVFkZZm61lo8CBMmTiR2WPHsj0pibI250cCPe66VkN9dquTk+nZqRPbtm37\nR++5detWSpQo8c86bPDQuHTpEj///DNpaWksW7aMm8nJxOfNy3B7ewSVWCEvsAiVXnAP0P6uNlai\n9mWT0tPJmzcvazZsIAFljHWZe1OaO/t6tnmEAbYBW1JS6N+/P15eXuzevZuDBw9a6wYEBFjjQmck\nZyhfvry13M/PjwsXLvzd6TDIQQzB+4A899xz3Lx5k6NHj5Kens73339Px44dreUTJ05kypQpeJhM\njLRYmAPM1Mu+AWYDG4EoYC/KRzA7RgCkpDBmzBhOnDhBRISKHDt79mxGjRrFV199xYQJExg9ejRz\n5sx5NIPNYUJDQ3FycuLatcxpzCtWrIjJZOLs2bP/qN3Y2FgGvPceK5OSsqTD+wCYpv9/GvXFyNjd\nrQhMSUqil82D1t/h+eef5+jRo/+ozwYPj9TUVHr27Imnpyfjxo3j008/ZdvevSwvXJh2zs4cQlkk\nz0JlOHoRyIeK4ZwIfKtpvObhQUT9+jR64QUiHBxIBMoBm1H7t3b6ez3oXZKRG9jN3p4xY8YQGxtL\nWFiYYWT1lGMI3r9BZGQks2bNYu3atZQqVYoCBQoAyhDk+++/58MPP+TqlSu8gHKYX6zX8wMmob7U\n76C+2NklA/sNOA/Ud3IiMTERNzc3wsLCAJU4u3fv3lSpUoVKlSrRu3dvFi1a9EjHm1NomkahQoWY\nN2+e9dyhQ4dITk7+V7FsZ377LY1MJorcdf5eIfZtf/qaArcuX+bnn3/+x++f04gIW7dupX3TphTy\n9cXb1ZUAT08qFSnC6M8+sz7oXLp0iQ0bNrBo0SJWr17Nb7/9lsM9fzgEBwdz6NAhEhMT2bBhA+3b\nt1cW0nv3UrJ/f1708mKp2cxqVKSqysAC4KqmcRW4FhHBz/v389Zbb7F4yRIik5PRgBoojQlAIEoA\n733APqWiVsp/WCzUrl2bGTNmsGvXroc6boMnkBxVdOcSQkNDZf369XLmzBkJDg6Wtm3bypw5c+T2\n7duiaZocPnxYNE0TLy8v0UA89cPLZg/nFkgASPhd+4gzbM5N0A05XjObZerUqZn6kDdvXtm7d6/1\ndXR0tOTJk+dxT8VjITQ0VD766COpWrWq9dx7770nH3/8sdWYbfny5VKhQgXx8PCQ+vXry8yZM63X\nbty4UQIDAzO1GRISIoE+PrIVZBhIW5CeIP4gX+vnOuqfQ5C+T+emHztBTuj7eI6OjlK2bFn55JNP\nJD4+PlP7kyZNkueee06CgoJk2LBhVoOXu/szcuRIKVy4sHh7e0v79u1ly5Ytj2oqrSxauFDKhoZK\nMVdX+VzT5DjIFZAYlFFfpIuLuDs4SFF/f/FwdJQ6np7yioeHNPD0lECzWcJKlpRvv/1WkpKSHnlf\nc4rU1FT54YcfxNfbW+zt7CS8bFlpWreueHt7i6+vr6xfv15ERKKioqS0k5ME6PeJvX6c0e+fr3TD\nLGdUgI4qIOVsvvOH1TOdeIP4gZQEyePpKf7+/tKrVy+JjIyUIUOGiIi6d4KCgqx9vH37dha7kvDw\ncImKinq8k2XwrzAE7wOQIXhFlJWkp6enJCUlWQXv6dOn5bnnnpNdu3ZJ8fz55XA2hjr9QSJACoPM\nu4fgPQLiA9LCzU2+++67TH1o2rSpTJ482fp66tSp0rRp08c6D4+L0NBQWbdunRQvXlx+++03SUtL\nk8DAQDlz5oxV8G7atEl+/fVXSUtLk1WrVom7u7v8/vvvIpK94C1QoID4OjuLRReyDiANQIrqhi9O\nIK4oS9Tl2RjInAD5EcTs4CAHDhyQSpUqybRp0zL1uXz58rJ79245fvy4dQzZ9WfBggVy8eJFSUpK\nkrFjx2bp68Nm9CefSKCLi6zWDcbuZUx2GaS3Pienbc6noSxvG7m5ib+Xl2zbtu2R9vdJw/b7LyJS\nPyxMvgFZCJKs3xs+3LGIFpBOIK1Bzun3jbfNnLYE+QIkFRW9KtDZ+Zmb02cdQ9X8N5k+fTobNmzA\nxcXFek7TNCIjIxk6dCiBISFsRhlbrNHLt6CMqGbrf99G+QneTUmgALA6JQVfX1/i4+OtqceaNm3K\n5MmT2bdvH/v372fy5Mk0a9bsEY3yyeBeqn2A2rVrU7p0aezs7GjYsCFNmzZlyZIl92zLYrHgY2fH\naWAeSr1cEvgOOI7aGogACqGMrAS1b5dBYeBVIDU9neLFi/Pmm29meb9OnTpRtWpVihYtSsOGDVm7\ndm22fWnZsiX+/v64uLjwzjvvoGka+/bt+5uz82BMmzKFSSNGsCM5mRfI3p98OBCJ2s/8CugJNETF\nGAa1b/kSsDIhgRmxsbz6wgusWbMmm5aeDU6dPk1N1P3gjLo3hgOrUckV0oEVqMhXgai4zo2AhXp9\nCyoa1lWgt4sL1erWpUaNGo9zCAY5jCF4/yaFChWiUqVK1tcZe449evSgW7duJFgsvAU0QP2gxwOd\ngQkoa8Zw4DWgW0Z9Mv8Y9gLy+PjQtWtXihUrxqZNmwBlVf3uu+/Sq1cv3nzzTd555x06dOjwCEea\ns2Q8zERFRWWxIAc4fPgwXbt2pXjx4nh6evLDDz9ksgTNjpT0dGqista0QBm4VUJZsroAHsBA1IOS\nBrQBMkITJKCEc7rFgq+vL++++26W97tXqMK7Wbp0Kc2bNyd//vx4e3tz8eLFv+x7dkRHR9OjRw+C\ngoLw8fEhPDycvXvv7C7GxMTwf++8w8qkJALv0UYUypDIln6o+/f/srn+RWBhUhIdmzfPlFXnWSIx\nJQUX4D2gCOrB5G2UwK0LTAduoRIiZFAZFTQDYBxwE2W0tcrBgdf1hy+DZ4icXnI/bVgsFileoIBs\nuY9K735HPXd3mTdvXk4PI0d5ENX+iy++KIMHD5aLFy+KiEiHDh2sgRSOHz8uZrNZ0tLSRETkypUr\nYmdnJ8662s92PzfjGG5z7qyuaj6A2gNeCfIJSD0QJ3t7sVgsMm3atEwq4rvVkcOGDZOOHTtKSEiI\njB492nptQkKC+Pr6yuLFiyUuLk4sFouEhIRYgzz8HSpUqCDjxo2TuLg4SU5OljVr1sjBgwclJCRE\nXFxcxNHRURz0feq373PP2Y5dA/kD5BLKRuHGPeqM0jRp36zZP/uAcxl3f7ZF/f0lgjvBNdaCrNLn\nbj0qQIY9ygc4VZ+v9iDjUH6+A/S5rRMWJpMnT5aAgIBMQT8Mnn6MFe9DRtM0BowYwRtmc6ag6w/C\nFJOJcx4eNG/e/JH0LTdyt2pfRBgwYADr169n7NixNG/enDFjxmQKHVi0aFHy5s3LjBkzuHLlCsOG\nDcNisdAZpfbLDlsL5gzL1GTgR5TG4jDK6tzPxYVSwcG88/bbXLt6laVLl5Keruyi09PTuXTpEseP\nHyc+Ph6LxYKmaZlWM/Hx8SQkJBAQEIDFYmHkyJH/yAfz+PHjHD16lLfeegsPDw+cnZ1p0KABZcuW\nJS4ujurVq+NjNrMPOIRSIWe4R10B3kdZ27dAreZt6Q1UQFncNgNO2pR1Qq2IfxZh3uLFdOjQ4ZkI\n5J+amkpKSgo3b97kVmoqJ1GhI+eicv+O1q+rA5xDWTp/hNKmFADmo0JHVgH2Aw5OTnw+dSpeXl64\nubk93sEY5DiG4H0EdOnWjRe7dKGh2Xxfp3pbpmsaw93dWblpE46Ojo+0f7mJu1X7AMWKFWPBggWU\nK1eOw4cPs27dOnr27JnpmkmTJvHNN98QFhZGvnz5MKH25CCrev/ucxowBLUl0ASlmv4BtZ8XGx+P\n0/nzvJmSgktKCv/r2JHQfPm4dPEiLV95hfKFCtG4cmWmfvEFC77/nmtXr3Lp0iWr8M0IihIZGUn5\n8uVJTU0lPDz8b89LsWLFKFCgAG3btmX58uXExcVlKo+NjSXIYskUJORb1FZHLZQQaI9K9D5WH3Mt\n/bqNKGH8OkpIlAEmo1Sn21Gq1DJAfpOJBQsW0LVr10wJPlq1akVAQABBQUH069ePkydtRfeTyfDh\nw4mMjLxneePGjTGbzXh6enL2+nUaAQVRc9IEFQwj4/5xRs1pP9T8OgPeKH/+s6gHutj0dOrVq8ec\nOXOYOnVqlgxL2bFp0yaCgoL+8RgNniByesn9tGKxWGTw++9LkNksYzRNrmWjrrOAbAFpbTZLIX9/\nOXbsWE53+4nm2LFj4uzsLLdv3862fOvWrdK+fXsJDQ2V4cOHy5UrV0RE5O3XXxdA5oCUR1mWj73r\ns9iqqwNDddXrFZuyr1CWzwEgH4DURrkgZVg7V0FZSZv1uvE2KmsvkDyOjtKwZk25fPnyQ52Ps2fP\nyoABAyQoKEjc3Nykb9++cu3aNfHy8pLSpUtLWze3TGEMp+v9dAL5BWWROwPEAyTyLlWzgJxEWeuC\nssjvAVIQlVs2H0gfkFIFC4q3t7cM1HPKiojMmDFDEhIS5MKFCxIZGSkdOnR4qOP+J7i6uoqbm5u4\nubmJpmnWWNBubm4SFRUlw4cPl44dO963jbVr10pxV9dMoR6zOzT9ez0eZLB+z1QB6ayXR7i7y9y5\nc//2GLKz1jfInRiC9xGzY8cO6di8uXg5O0sHs1mGgYwEed/OTsq4uUmJwED5Yvx4iYuLy+mu5goK\nFy4sLVq0kGXLlklsbKz1/IEDByQwMFDWrl0r169fl7ffflvat28vIiL53N1F0/dofwPZB+KuC01B\n7eUG6nt111H7oe1tHo58deG0B+UW5qgLsQzBu04XYg11ITVBL2ukC6lVIAMdHKRwQECWhBoPi507\nd0qpUqVkyJAh4unpKSaTSRx1we+h92s6yrfUzUZIzADJT+Y93gG6oM2oB8rX9DOU61t+VFL4YBBP\nOztxd3eXUqVKZduv33//XfLkyfNE7WHevWcrcmdP/n682qCBTLqPwLXonzUoP/7uqMQIH+kPKXlR\nrlq+Xl5y8+bNv91vQ/A+PRiC9zFx+fJlmThxogwZPFje79dP/ve//8n69evFYrHkdNdyFfda5Q0c\nOFA+/vhj63VXr16VvHnzyq1bt8SkaaKhDKsyfiQbgvVHdCDIxyAhulAF5XeZBrJLXyWi13e9S/Da\nHif064rYnAvlTnD9UXZ2Ujo0NNMDw8Pkww8/lPDwcPHx8ZFChQrJSx4eIih/04wVbzVdKGQ8dGS3\n4s0HskKfj6r6mDJWwV30OfDQhbqzXm5nMskff/whIiKjRo2SiIgIyZMnjwoqo2ly8uTJRzLmf0J2\ngnf48OHSrl076d27t/j5+UmrVq3kyJEj1vIBAwaICaX5aA+ZjCdnoBInROoPKBrIIb1sOUgFfb4i\nQN4BqW02S7UyZWTv3r2iaZr8+OOPUqJECSlbtqzMnj3b+p6pqakyYcIEKViwoISFhcnEiRMNwfuU\nYAheg1zLzp07xcHBQezt7cVkMommaeLk5CSenp7i5eUlZrNZtm7dKg4mUyYVaoYAGaL/H6avAk36\nAYiLLnQH6IIGkO/06yvYCN54fTVTRW8D/Yc3JRvBawFp7+wsH/33v1nG0rlzZ3F0dLSqP93c3GT+\n/Pn3HPvRo0dlzJgxcv78eUlLS5N9+/ZJiRIlrNbWzs7O4u7oKPv0H/wMwRsO0kIXEp1AKutjfgGk\nuP5/AZTFbmeUlsBW8HZGpbP7Xn+9EaUteM3JSWpVqSJbtmyRgIAAOXjwoKSkpMjvv/8umqZZhXJ2\n9OzZUz788MOHck88CPda8To6OsrUqVPl+vXr0r1790wr4O7du0trZ2dJQm1TBNrcS9NRKvlXQBLJ\nrK7fBPIr6iFuFUrTchxdA1KggGiaJm3atJGzZ8/K6tWrxcnJSZKTk0VE5Msvv5TKlSvLwYMHZcuW\nLVKsWLFMUawMci+G4DXI1Xh5eUmZMmXkgw8+kEGDBkmzZs1k8ODBma5xtre/r+AdgHIXCkWpBW0F\nTXvUChGUW9GP+g+rC0h9kFao1fNJ/dBQK+K5qL1gHxvBKyD7QYJ8fLLsU3fp0sUaJvBBiImJkdat\nW0uBAgXEw8NDateuLSNGjJBbt25JaGiovPHGG6LpK30Xvf8l9ONPkPdQ4Qor64I2Y8VbVRcOmj4f\nH5J1xdtWr7cVpWbPD7IIpIWLizSKiJAiRYrIpUuX5NSpU9KuXbtMgnfGjBkSHh7+7z/4f8G9BG/Z\nsmWtr3fs2CH+/v7W1/8dPlwGa5r1ASoIZK8+Jy/p90hGOkENJOou4ZxxdAQZrf//moODALJv3z7r\n+xQvXlxWrVolIiKNGjWS6dOny6lTp0TTNBk8eLAEBgZKo0aNZNasWY94lgweJYZVs0Gu4dixY4wd\nO5aYmBjS09OJjo4mMTGRF154gY4dOzJ37lxKlizJsmXLiIuLY8GCBdSpU4eCNpag36LSMGZsXppQ\ngTOGotxAKuvXfYMKiLAWFewAlIVqC1TAhC/0cz8CB4BqKCtgAdz09zmBiv7UApWB5gDKTScwNZUV\nK1Y80Jj79u1LcHAwfn5+vPHGGxw4cACA/PnzM2zYMMLCwnBycuLo0aPExsZaLeK//fZbRATRx1ED\nFezhJPAZyv3lEirwQyFU4g6AxsBtlIVuJ32ugvRrAGagXGhGoFyUWqGCj+wFJiYns33bNmrWrEmF\nChV4+eWXadOmzRMXHCIpKYl3332XfPny4e/vT+PGjTl79mymVHv+/v78+eefWCzKCevIkSP8IEJ+\nlIXyReAgyvp7A8q6OTtfhMNAV6A44Imyjs8IlfLB7dsAVnc0yBx4Zffu3ZmCsmT8v3LlyvtaYBs8\n+RiC1yDX4O7uzq5du6hWrRre3t7069cPV1dX6tevT6lSpaypEo8fP07ZsmVZvXo1mqZRt1GjLGna\nbN2HfkK5y7igciWDEqgjUZHHGunnmup/S6GEcAHUF8gBJdz26OUOKCHuoV83E/Wj21sv7xAfz7L5\n87OMT+TuXkJYWBgHDhzg2LFjeHp60rt3b2vZsGHDqFu3LjExMZw8eZLWrVsDKqqXg4MDPj4+lC1a\nlBJ2djgAy1BuRJ8DvwNdUA8HW1DhDr1RqRE/A4JRIST/o49nMkogZ8ydWX/tg3rgeA/l+1xb05g1\naxYxMTEcOnSIpk2b8vzzz7Nx40aOHj1Kz5492bFjB+7u7nh7ewPQpUsXhgwZkmXsj4Jp06Zx9epV\nSpYsyc6dO/n999/p1q0bhw8fvmedxMREVqxcSYi9PUdRD1MFUA9ZUUAJwOkedfuj/MI3A3Goh7CM\nT9kONZeTx43Ltm5YWBj79++3vrb93yCXk9NLbgODf0NISIi4ubmJl5eX2NnZSenSpeXatWvW8jp1\n6sjUqVOlQJ48so/MSSky1IKzyLwfC8pwyAwyQlcXa6jsM6D2QQujjK5MqL1SQQW+B2W4FAxShzt7\nwTdRe8VXQH4AeTUiItM4OnfuLM7OzuLl5SVeXl6SL1++LGO9efOmuLq6Wt2kmjdvLv3795dLly5l\num7hwoVSvXp1CQ0NlSVLlkjZQoXEHhWN6goqqtI8G3X7Ln2MTigjoDiUYVVxXZ38C0hFkMnccTPy\nAlkAch6kDXdcZebrc2BrxVynTh1rZK5vv/02i6r576rZ/yk3b960Gnxlp2p+8cUX5bnnnhMvLy+p\nWLGiAHLr1i25ePGiuLi4CCjXMn99jG1ASuv3jSPIUJDbd6ma86MMsuqjrMLddbV+oo0a317TrNHq\n6tSpI19//bVERUWJv7+/uLi4WLNyFStWTAIDA6V27dry9ddfi4jIiRMnpG7duuLj45Nt1iyDJxNj\nxWuQq9E0jSVLlnDjxg1u3LhBz549KVWqFKmpqdZr7Ozs+PCzz2hjNhOfTRvV7m4TSEKtYnegIhTB\nncQWPsA2oANq9Zuxgsmn/40DvFCq3M/188GowAmH7jOO//znP9ZxXL6sQq98++23NGnShHz58hEc\nHExycjKHDqlWxo0bR1JSEmXKlOHFF19k82aV1mH79u3WoCNubm5sjY7GxdWVys7OzNM0iqFWVhmm\nGgAAIABJREFU5ABnUAEg+qFW5UVRK3UNaI0KuFEelThhuV5nMUoL0BK18vtIL7Po10L2q/d/cv5h\n8uuvvxIbG4vZbM5SpmkaJpOJ8ePHc/XqVQYNGgSooBX+/v588sknALyLUq9XQOXqPYKap3KoJCg7\nuKNJ+RN1fxQGdqLigHfVyz4FVurXBjs7895771njsh88eJAhQ4Ywd+5c+vbty3//+19EhL59+1oj\nodmq7wcNGsTFixeZM2cO8+fP57vvvntIM2bwqDAEr8FTg7u7O2+++Sbx8fFs3apC0hcoUIBLly7R\ntXt32r71FsPt7bl1Vz37bNqahvpRPI3a9xXgFb2sFUpInUUlwribDaj91BMooXZGv9ZFb+cS4O3n\nl6Xe3cLn3Llz9OvXj4EDB3LmzBnOnj2Li4uL9brg4GAmTJjApUuXaN26Ne3atcNisVCzZs1M2Y7s\n7e1JF6F4jRp8FRrKEWCWkxOrUNmZ5qH2gK/cNRcVbP6viBIqoKJXVbYpKwKkofYzM/Y5v/nmm2xm\nJmc5d+4c7u7uxMTEUK9evUxlw4YNY8WKFYSFhWFnZ0eLFi0YNGgQy5YtA6BPnz5omkYhJyc+R0X0\nKoT6Af0Utc1QH1iPemDLj5qTKXpZPOoBrhZqP30xKqORBQh0dKRevXosWrSIjRs3cvv2bTp06EDd\nunUZOXIkkyZNQtM0evbsydmzZzP1u3DhwkRERODg4EC5cuWyzZpl8ORhCF6DXE+GIEpISGDq1KmY\nzWZrmrWIiAgWL15MTEwMdRs2RNzd2a9p9HZy4tds2rqGEo7vAS8DKaisUiaUARGo1UswylCpUjZt\nTNLrghLQ8ajVTobAn+vuzsv6fuzdY7DlypUriAj+/v7Ex8czcOBAbt2689gwZ84cgoKCcHNzo1ev\nXly6dAkPDw9Wr17NL7/8wvnz57lx4waDBw+matWqBAcHU0xPpdjknXe4YW9PGEpggFqZp9m8v+2O\nYjRKOAPUtJkLUPvFdkBpfbygQiwCpKWlWVfooLQPj2N1mx1BQUHEx8ffcz83JiaGnj17Uq5cOTw8\nPBg3blyWrFEeRYvS39ERAfxRgjPDNMoPlQ40AzfuGKWBuld2ogyyDnHn4SURKFu2rPVh8W6jqooV\nK95zTAkJCfTt25eqVavi6emZbdYsgycPQ/Aa5Hpefvll3N3dKVSoEBs2bGDmzJnWpArNmzenRo0a\nVKlShc8++4wPPviAymFh5Ovfn4ZeXgjQ082Nlh4ehHh68rpeL8DJifmo1eso1Ao4GLUKXoBaHdZB\npc/LsAj2RwkvD1RihfdRQrgWKrZxEGoVfM7RkSZNmmQaw93qQ4BKlSrRq1cv6tWrR61atShTpkym\nWL2rV6/mwoULODg40KBBAzZs2EBCQgKTJk3i/fffx2Kx0KtXL1xcXBgwYADR0dFs2bKFPn36UK1a\nNdLS0qhi8372wB+oBwVBGZj9jLLCnYrKyQvKyGw1Kr9sDDAM9aBhQiWScHF0ZNq0aVy/fp2RI0cS\nH39HwV+5cmV+//33TLGdH5cgLlOmDHny5MmUUMOWjz76iNu3b7Ny5Uri4uJ49913rVbNGUyZNYsN\nwcH0cnJCUAZp2T3AgRKwf9i83gdURwnkcqiHlyTg1K1bxMTEUKuWipZ9t1FVdHT0Pcc0YcIEjh07\nxvz584mNjWXcuHFZ+mzwBJJDe8sGBjlOamqqbN68WX788Uf5/vvvZc2aNRIXFye3bt2SkiEh8oXJ\ndN+YvHcfl1CxjBfco/x+ATT+Kdn5pB45ckScnZ0zPKYEkKCgIPH395cmTZpI69atxdnZWVxB+nIn\nEAYon+QJunFVG5QPsAtIT+74qc7QjYqKoQJtlAXZrpd1MJulQP78Urp0acmfP7/06dNHvLy8xNXV\n1Wr807VrVwkODrYakD0u4yoRkWnTpomPj4988MEHcuLECYmLi5OFCxdKnz595JVXXpH+/ftLUlKS\nbNiwQYKCgjIZgmX4I8fFxckrERHiaDJJCZA39LEPQoWJzJhPe5Th3UWQmagAKxlxvIeiApv8D+S5\n8uWlYMGCsnHjRhERWbZsmRQuXFi2bdsmBw4ckOrVq4umaVaDNVtjtT59+kjbtm0lISFBdu3aJeXL\nlzeiW+UCDMFrYJANp06dkgLe3vLVAwrfsyBlUEkS7nXNowgZGRoaKuvWrctyPjvr4c6dO4uHh4cs\nXLhQwkqVEi9UZCpbC+/ZulAdAlIX5BjK0jtUFyYZgtcBFYTjMir4SH5UYA5PZ2cJDw+3CoYTJ07I\nunXrJDU1VQ4cOCCVKlWSadOmPbTx/xN++uknqVWrlvj4+Iifn5+89NJLsmPHDomOjpb69euLt7e3\nNGrUSD799FN5/vnnrfVMNmExRUQqVaok4dWqiQvKEnwwKpFEhuANQllBB4M0sHk4EZAEkC9BnE0m\nqVChgixatMgaPjY9PV1mz54tJUuWlPLly8usWbPEZDJlK3hPnTolTZs2FR8fHwkPD5cpU6YY0a1y\nAZpIDm24GBg84Zw8eZLGdepQ9Pp13kpMpAFZ92ZiUGrYKSif135kTTmYCvzXwYHv8+Zlw86dBAcH\nP7Q+hoaGcu3aNezt75hFjRo1Cnt7e6ZPn27dNwRo2bIlB3/5heL587N7xw5i09IwA2tQhj8m1H5t\na5QB2AzgBb3uYJQKejwqOEhPIBaV8g6UdXNpJyeKtGvHb6dPExkZSbdu3bL09+uvv2bJkiVWo6Wn\ngdYvvUS+NWv46vbtLJ/9/ZitaXxUoABHTp/Gzs7ukfXP4MnD2OM1MLgHhQoVIvroUZqNH88HRYpQ\nzNWV3k5ODNY0+tvb84qbG8VNJj43mWhob88rZBa654Gh9vaEuLiwr1o1dhw48FCFLmR1p7px4wbd\nu3fPdM3WrVt5uW5dli9ejPepU3TfuhVLWhoVUcZBbbjjMgXKLeYCyko5g8rAVpvXRbkjdNMAe5OJ\nP/LmZeykSZne+1kw/pk6Zw6b8udnhL19lkAt92IJ0N/NjUWrVxtC9xnEELwGBvfBbDbz2muvse/4\ncaLWr6f4Z5/hOHw4vh9/TOtJk7gYG8svJ04Q8Pbb1HR3x9fZmSJubvi7uFDObCa2WzfW793Lqq1b\nyZcv31+/4UMiw3p48oQJtG7YkFc3baJVejoNLBaaoozDPkEZgv0O/Be1yTsIFf6wBMqorCsq1OVe\nlJFYBr+jrHHXAA3MZv60t2fG3Lk4Oztjy7Ng/OPl5cXa7dtZXLAg7e9hLZ/BBWCgnR1venmxfP16\nSpUq9bi6afAEkZ0Lo4GBwV1omka1atWoVu3ucBvKf/iTsWP56LPPuHr1Kjdv3sTd3R0fHx9r7ORH\nyd27RXXq1CEiIoJDBw/ySXQ025KTKYwKDZkddqgYzRoqsMabKF/lzSj3oPooNfNrqNXwNtQq1w8I\nCgykdFgYPjt3UqtWLUJDQ/Hy8rK2feHCBfLkyYOvry979uzhq6++eogjf3LInz8/W/btY8ynn/LC\nhAkUSU+nc3w8Qaj5vQr84OrKeouFtm3bsmPYMEJCQnK41wY5hbHiNTB4SNjb2+Pv70+xYsUICAjI\nJHSjo6Pp0aMHQUFB+Pj4EB4ezt69e+/T2oNx48YNGjZsiLu7u/U4fPgwJpOJ1KQkbicnU12/1jY+\nNTbnpqMiUQnK/eUHlOtUK2AdKhrVO/r1q1AuQ+6At78/cenpmOzsWLNmjWrvLpeod999l+TkZEJC\nQnjvvffo1avXE5c04WHh7u7O8I8+4szly/T55hvWvfQSo6pU4aMKFfg+IoI6n3zC6UuXmPjNN4bQ\nfcYxjKsMDB4DFStWpHPnznTr1g1HR0e2bt2Kv78/ZcuW/VftDh8+nD/++IPZs2dbz9WtWxc7i4Ua\n27czIi3tPrWVGvlFVAKFSigV9P9Q0an23KPOROA9k4mlq1bRoEGDTGUFCxZk+vTpWSJDGRgY3MFY\n8RoYPGKOHz/O0aNHeeutt/Dw8MDZ2ZkGDRpkErpLly61nps8eTJJSUmAihVsGzQDlCXz+vXrWbVq\nFSNHjuT777/H3d3dGuEoPT2d7Tt2sDktjQCUpXXsPfr2PWq1WwX1Y+AHjEVF8NoDhKLCIILKRvQq\navV7W4RmTZqQx2zG09UVHx8fRo8enant3bt3U716dfLkyUP16tX56quvSLN5EDCZTERFRVGhQgWK\nFCnCuHtk6TEweOrISV8mA4NnhcKFC0uLFi1k2bJlWfx4N2zYIMHBwbJ27Vo5fvy4REREyLBhw0RE\nZOPGjVkCItgGzRg+fLhERkZmKi9RooS4aJqsQ2UPqgry9T18izejkrgPA9mjB/kQkJF60IxQVLL7\n0SC+ur9uMZBquu+yC0h/kIYuLuJoZycmk0l++uknERHZt2+f7Nq1S9LS0uTnn3+WkJAQWbt2rbWf\nmqZJvXr15LfffpN9+/aJu7u7nDhx4mFPvYHBE4ex4jUweAxs3LiRokWL0qtXLwIDA3nnnXe4fv06\nAIsXL6ZDhw7Ur1+fokWLMmDAABYtWvRA7YoKgpPpXEpKCmVEiED51zYH1t6jfi1UaMgDqBCYpVB+\numVR+71pqIw8s1Ar39eBMFTM4R2olfIoYFVyMuvT07FYLLzfpw9xcXFUqlTJmnSgRo0adOzYMUsA\n/969e1OiRAkqVapEjRo1WLv2Xj01MHh6MASvgcFjICgoiJEjR3L27FnWrVvH2rVr+fzzzwGVxq9y\n5Tv5fipXrsyhQ4cyxTj+O6Snp2OrnPYnc/D+u4kAFqESvPdDWS/HAfs0jQuAaBo7UPGmbUX8Lu6k\nAQSVQtALCDl9mpaNGnH69Glr0gGTycSYMWM4ePAg//vf/+jRowdApmQAAQEBxMTcr6cGBk8HhuB9\nyjh58iTTp09n1KhRjB07ltmzZ3Pt2rWc7paBDdWqVaNdu3bW/Ks1a9bMZOG8d+9eypYti7u7OwUK\nFOD69eukp6scOFevXuX8+fPWa+3t7bOseO3t7Um2sRw+jfK7DULlEg4nc3ahDByBHqiMOjuAkqVL\n42gy8Y4IGRls93PHMroa8ItN/T9QArvP7dtoBw7QoUMHa9KB4OBgWrRogcViYeDAgUybNi3buXla\nLZ4NDGwxBO9TQHp6OitWrKBxrVqElS7N5j59+HPgQM598AGLe/WicIECdG7Vil27duV0V59Jjh07\nxtixY4mJiSE9PZ3o6GiioqLo1KkTAE2bNmXevHls2LCBEydOMGrUKF599VUAihYtSt68eZkxYwZX\nrlxh2LBhmYRT5cqVOXLkSKZ0ga6urhy3cWX6BjCjIlFlZBNy0stmohKyx+vHTFQCd3Fw4NrNm0RY\nLCxG+aEuRvn2ZvACKl1gFCowxH9RgQHsgKFJSRyIjiZPnjz4+PiQkpLyl2rk7NTmBgZPJTm6w2zw\nr4mLi5MXwsOlopubzABJysaA5grIZyaTBJvN8vbrr0taWlpOd/uZIiYmRlq3bi0FChQQDw8PqV27\ntowYMUJSUlJERMRiscjChQslIiJCSpcuLV999ZUkJCRY669YsUKqV68uoaGhMnnyZClYsKDVuCox\nMVHatGkjAQEBUrlyZRERqV27tuRxdZX9epIDB5DwexhXDdCNq+z0v61A5oN4OjoKIONBPEBMIM+B\ndAPJpxtdfQ6yVc+ykx+kqH5dQd04q6Czs1SqVEm8vb3FxcVFevToIc8//7wMGzZMOnbsaE060LJl\nS/H39xez2SzVqlXLlIjAwOBpxBC8uZj4+HipUrKk9HRyktt/kT1HQG6A1DObJbJlS2smFIOnkw+H\nDZMezs4iIIVBWoAsA4m1uR826Jlz1oIc1wXoMJBvQEoEBQkg7UFi9IxEriBNQH4BOaAL5LN6Wyd0\n6+dUvawSKq3ga+3bi0hWS+yOHTta+zpjxgxJSEiQCxcuSGRkpHTo0CFH5szA4HFhqJpzMV1ataLc\nqVNMvHXrgWJ/egHLkpI4vnIlI0eMYPjw4URGRj7qbhrkAD3efJOljo6sAjaikhr0AgJRfrjXUarj\nDqiQkEWBASi/3kFmM0XKlkUD+gP5gY4ow6qGKIOqcqg93gwf38IoIy0HvexN1J7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w8/GJvNZpYvX246dOhg+vfv7z5WVlZmjDHG6XSat956y/Ts2dMEBQWZhIQEY4wxubm55u677zah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\niIhY6P8DhaetXDGr0mgAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x10de4a490>"
]
}
],
"prompt_number": 28
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I recommend this format for Gephi:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"nx.write_gexf(countriesGraphFullClean, \"WarsGephi.gexf\",encoding='utf-8')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 29
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"R has many interesting features for Networ analysis, but more important, R has libraries for doing statictical models on networks, which are not available, to my knowledge, in Python. So if we need to use those libraries, we need to prepare a pair of files for R. \n",
"\n",
"First, the \"edgelist\" file (including the edge attributes only):"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import csv\n",
"\n",
"with open('WarsForR.csv', 'w') as fileEdgeList:\n",
" wr = csv.writer(fileEdgeList , delimiter=',')\n",
" row=\"from\",\"to\",\"fatalities\",'duration','name'\n",
" wr.writerow(row)\n",
" for c1,c2,c1c2Dict in countriesNet.edges(data=True):\n",
" row=c1,c2,c1c2Dict['fatalities'],c1c2Dict['duration'],c1c2Dict['name']\n",
" wr.writerow(row)"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, the attributes of the nodes will come in this file:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"with open('WarsForR_attr.csv', 'w') as fileNodeAttributes:\n",
" wr = csv.writer(fileNodeAttributes, delimiter=',')\n",
" row=\"country\",'longitude','latitude'\n",
" wr.writerow(row)\n",
" for country,countryDict in countriesNet.nodes(data=True):\n",
" row=country,countryDict['longitude'],countryDict['latitude']\n",
" wr.writerow(row)"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will go from here to another R [example](http://rpubs.com/jmagallanes/NetworkTools), to see how to read this network and use the libraries available."
]
}
],
"metadata": {}
}
]
}
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