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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# A LISA map of spatial clusters in `#Brexit`\n",
"\n",
"Sources:\n",
"\n",
"* [Referendum data](http://www.electoralcommission.org.uk/find-information-by-subject/elections-and-referendums/upcoming-elections-and-referendums/eu-referendum/electorate-and-count-information).\n",
"* [ONS Local Authority District boundaries](https://data.gov.uk/dataset/local-authority-districts-december-2014-full-extent-boundaries-in-great-britain)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import geopandas as gpd\n",
"import pandas as pd\n",
"import pysal as ps\n",
"import urllib2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load and link data\n",
"\n",
"The official referendum results are available from the Electoral Commission:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ref_link = \"http://www.electoralcommission.org.uk/__data/assets/file/0014/212135/EU-referendum-result-data.csv\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is a `csv` that may be read directly from the EC server:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"ref = pd.read_csv(ref_link, index_col='Area_Code')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Results are available at the Local Authority level, which we can link to the ONS official boundaries. The `GeoJSON` needs to be downloaded locally to read it:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"lad_link = 'http://opengeography.ons.opendata.arcgis.com/datasets/943be9957ccf419399bfafc2ad92bc0d_0.geojson'\n",
"# Download the file\n",
"buf = urllib2.urlopen(lad_link)\n",
"lads = buf.read()\n",
"tmp = open('lads.geojson', 'w')\n",
"tmp.write(lads)\n",
"tmp.close()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can read it up:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"lads = gpd.read_file('lads.geojson', driver='GeoJSON').set_index('LAD14CD')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And plot it:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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R9/KDzJdwLtnZXlc5STobJJ33LyiYtvQpGg4/j+YoyyyRDD/3ZWpeeQuRufZq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\nfNYYX4Q+PmuML0IfnzXGF6GPzxrz/wEXlBRBHZDW9wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12a5e6e10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lads.plot(linewidth=0);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And now we can simply link the two sides, referendum and spatial data:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"refl = gpd.GeoDataFrame(lads.join(ref), crs=lads.crs)\\\n",
" .to_crs(epsg=4277)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## LISA analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Spatial weights: we'll go for standard queen contiguity."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING: there are 6 disconnected observations\n",
"Island ids: [45, 51, 331, 339, 342, 358]\n"
]
}
],
"source": [
"# Write out to a temporaty shapefile\n",
"refl.to_file('tmp')\n",
"# Create weights\n",
"wq = ps.queen_from_shapefile('tmp/tmp.shp')\n",
"# This might not work on Windows\n",
"! rm -r tmp"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Because of islands, we create a Knn-1 matrix as well:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"pts = refl.centroid\n",
"\n",
"xys = pd.np.array([(pt.x, pt.y) for pt in pts])\n",
"knn1 = ps.knnW_from_array(xys, k=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And now we join both using a `union`:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"w = ps.weights.Wsets.w_union(wq, knn1)\n",
"w.transform = 'R'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* LISA computation"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [],
"source": [
"lisa = ps.Moran_Local(refl['Pct_Leave'].values, w, permutations=999)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let us pull out areas with statistically significant spatial clustering (at the 5% level):"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"refl['significant'] = lisa.p_sim < 0.05\n",
"refl['quadrant'] = lisa.q"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"At this point, we are ready to visualize the output!"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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GYVwMMZ/PyxgzZjSB4zjq6OiQ7/sUOAQAbDD+BgEAAJhB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i6XCw6HtJMIgiDkE/nfURBKGNMkMT7Lhj8ej8Pv96O6uhq6rkPXdWiahrKyMlgsFmiaBlUcpTLG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CgU4Lpu3w/eNLO9U3YvSyO2cbUpjBsymCM3/Hq9PtQ6o9YT6tvvp+2B+uKp8omC30GrRBzH\nSVpV0u0Dk6adcSjdp2i6Q+sxGnViAyCEp0ql0vZnx48f73rvV1UVuq6P5J0BIGmN6FaZkRWGYSTX\n5jRcn1kZvw6Drus4ceLE2Lc7KLLiQCKRSCSSKSYMQ2xsbNwype6t3MpB9a0m8rRjmICJjMfaQbPm\nsyKvbOmkoONDPerkK9HvdZSu9CDBZ9DjHccx6vV60moyjOhHwTmV/gM3qxYocB1XMMk5R7FYTNZk\nO7GJMXbAKNQ0zcS3JIs1261UvZeYE0VRsv+jeBKkRzWmGeT9paszukFGmNNynxx0AkiWkLfCtHM4\n9lIikUgkktsE8izgnKNWq2Fvb2/qJyNIDkI94beyMEJmaoNCBoGFQgG+7yev4TjOUJnrdpDr/agZ\n2GmitSWh0Wj03aZAggH5ChiGMZRokGaQ80QVCpqmJYaOQLNwSOeKc963p8Ko0P6kA20ytGw1JaRj\np6oqLMtK/kZRlEx649NeBnRtpEdA9kutVkvaRuI4TswW20GtVFleI1SFQm0ftE5onGZaKGpXvTFu\ndF1P/CsmUYjPGJv6MYyEbFWQSCQSiWRKILFgY2Nj6vo/8yQvF/VJQQ+iYRgmmaRb6f0R1GIyylpN\nB0YU5GSJZVlN/edkRnfYri/OGdbWlrG4WIem3ZzaQCXqNE4vPe4x7Y5PM+nH2RJE+0XTB0zT7BrE\nEuNqX3IcJxnX2U6kUFU1qYwgUSO9VrNGVVV4npdUMmRlHqiqKkzTTN4H5zyZLkEeObRuek2WaAcJ\ndCQIkPhHYpWu64n5ZlooovskIIJneq9psQHIz0SRfC1ousakmJmZwfz8/MS2PwhSOJBIJBKJZIzQ\nx247V+v19fVbste/F7eacECky5lvlax3K4VC4UCgQSPlBg1AbNtGHMfJNIIsMAwjMb/zPC/JsNLY\nxHK5nPQ1T3NlTxiW8bWvLWBhIcIXvrADTWvuhacxiI1GoynDS+tO0zQYhtE0KjIvyK+A1n4/YkEa\n2u+8StipHaKXnwIZ0Lqu23aNH+YQKisfkTx8XFpHvpIhZ9YVKHlMihiGo0ePHhoTXSkcSCQSiUSS\nATQnm8bLBUEA3/eThx7KVNVqNWiahmKxCE3TkixgtVqdml7PQaCS2HTgzxhLgkDCdd22D5fUXzzJ\nMVhZkn4AbM2c3U4MKwZRgJuHSR5lRmm/LMtKAtu0AJJHkDIscVxAGKp4/fUSXnvNAAAsLUX47Gd3\nYVm7Pf+eArBxPu4Xi8W+TBY7QZl+8g/I8r6oKAo0TRtImKK/SbcS9Ds9YhqhVoIshINR/BQGIcsp\nK3SPngbRwDAMHDt27NC0tEnhQCKRSCSSESFBoFar5Zopmybo4Z6CMArKALTNsNPDWroUlsbukdnb\ntARro1AoFJJg53YVDag0edCqgWKxCM/zJnrc0j34k3yYZ8zCW2/N4de/NhFFB/dD1zn+w3+ooFjc\nmsDeNUPTEahcfdAKg270294wCDT2cZTy934NAKeNLIPmQqGQCOR5k5VAwTlHuVweS+VNP8zNzWF2\ndnbSu9E3UjiQSCQSiWQIGo0G9vb2UCwWYZomqtUqNjY2Jr1bmUAZNurTTz8YUk96GIZDPTiTaV2l\nUjlQaUA9x5M2y8oC6u89jMHFqHDOYRjGUO+dgtAgCCa2Dsi4UVEU7O72zuqPShiWcOVKATs7CmZn\nY9x55y4UhYNzFZWKg2efLSCO24sYTz1Vw7Fju2BsMq0w1CeebpHImixGHaah/v5R9vcwtleR4WSW\n96RxVRxkdbzbjdqcJMeOHes6TWPakMKBRCKRSCQDEgQBrl271hTYmKZ5qLPMqqomYgGAxDCKMZaU\ndCuKgiAIMnmP7fpLyaX/sFdsUI/urfBehmXUB31VVaGq6thnqtNs+Xq93lQ5kUeGOQyLMIwIgIn/\n8T9uuqofORLhiSd2Yds1eJ6DN98s4dVXjbavcdddISwLeOihClQ1f5GjE6O2J3SChKTWdqhRXi+L\n4PkwCgdZCzBElm0EneCcw7IsWJaVVAOlR1D2yzSdN13Xcfz48UPTpgBI4UAikUgkkoHgnGNjY6Pt\nA9i0mC31A+c86esmR+txB2mt+1Mul1Gr1Q59xYFlWR09HW4XyBhy2If0cQQjaRhjSZVEev1RSw5j\nLNP9CcM5PPtsGZWK0vbnjHEsLcW4cUNt+v6FCw1cuFCHpsXQ9QiKQiMBVcTxZEUqOk5Z9M7TZAW6\nL5GwCbQfHagoCgzD6Hr/zTJwHvf6BG620aRbQmhqBdHtekv7RmSFaZqJZ0R6qkJeKIqSiAWWZXU1\nUlUUJRG9yX8o6+t4FA5bmwIAaJPeAYlEIpFIDgtRFGF3d7frwyc9nJEb97TiOE5mD/lZwBjD3t5e\n8rAHICkpPWxCArnK387QdIRhoXGCeZ17qq6hbZB41rq9KIrgum7TNIbRq0h0/PrXhY6iASDGL7aK\nBgDg+wq2t02cPFlFHN8sEc9CNEhXF9E/yvZTOXW3FiXf95PfHeW+QpUeaRGAssuqqsKyrCQAJJ8U\n3/fheV7HgL5UKmXW104+JuOERhemP1MMw2jymQGQjFVMjyAlfN9vK56QwW2v0arp8YlEvV5vuk41\nTWsyHc0aulYBISDRdaxp2oEKLzoO6XNlWVYyLSOP6oteUNWEbduHqkWBkMKBRCKRSCR94Loutre3\nuz4Q67qOWq2WPNimv68oSuYmX4PAOU/KdClrNY2TDOI4TgKGYrE4NcLGILiuO5GM5DShadrQQT8J\nL3kKRlQN0e82oiiC4zgAMPJ53dqawaVL+lB/++67OubmYnCeXeCanhpAbRp0XEgIpeB0Zmamo+8D\n3fdGEVZM0+yaRU6Xp9P9Id0+Va/Xkww83Ws55yOLBtQ6Q2Mc01n+bui6DlVV+6pEI7Gs3WdEq2gA\ntM/s0/2SfCfaCWFkSBvHMTRNQ6PRQKPRgGmabYVaEkrCMDywDzSWkj7vqF2vUCiMpYItCALYto0g\nCJKKDNovqjRICwd0HhqNxlju0SRs2bYN27YPCC+HjcO99xKJRCKR5ITneajX64n7dq9sDADs7e0l\njuxA8ySBIAgSY8FGo5H0wKcFhlFng1uWdWAEIJX8qqqKWq2WWa/wOAiC4FC1f6Sh4CIrT4jDxrAj\nFallJe9zXqvVUCwWsbe311d1SPoaHrVPWtdHqw44dcoD56MJaqqqNgmajUbjQJYfOBic1uv1jlUX\ndI8ZFsdxBppKU6vV2p6LrO9v1CaRFjF7rRmqnPI8LwluWwPydpNnwjCEaZoIwzAZ/zhM5Y3ruk3i\nAVWTtB6b9D6QeJDeXhzHQ53T9OjKPEmv2XbrplQqdfzbIAgyqiA6iGVZKJfLsG17bMdiHEiPA4lE\nIpFIWtjb28PW1lZuGc9isZg8rNBDXTpDQtMM0h/RlGmjFgh6cKUH0nS1A81tZ4wlGbLD+nFPD+CH\nNXt/u1YeDBtcpw0yqexaUZSBjiFdT6qqJmX1lCFuzcKmzRD7hTKwVEGkKEpintj7nsHwq18dw5tv\ntjc77Ie5uRif+9weCoXBRzFSWXe7UvZ+aXduZ2ZmUK1WRwrC0sLqtLQnkcDSTshqVx2RrrrolnFv\n54OSx71C13Xoug7f92GaJmq1GjRNS66NPI5zsViE67oTN4bVNA2MsY6tNXlNvpmZmcHc3Nwt2a4m\nhQOJRCKRHHo450lmh/oGKZtGH3PtPsRd18Xu7i5mZmaaSk8bjQauXbuW6z4PGlipquh3plJTEhwO\nS/XAMJCB4yBZyGmCSr8naTo5KYYNgtIVJune+n7WuW3bSaBAHgutf0/BaWuv+KAj2sjlnYJE+v9e\nfdNxXMDf/d0yRn36Pn8+xCOP3Bh4DGMWrvKMsSSbTYaIVMGRRfvTNDnfq6qaVIe1w7Zt+L6ftHQM\n0lqVfp+6rieeEnlBolGj0Ugq0fI4zpxzzMzMJPc9Gq86CdKTggAkn5kk+FFVYFbHYWFhAaVS6ZYU\nDQDZqiCRSCSSW4CdnR3s7Ow0fY+EgzAMUSwWMTs7e8C0jozPfN9PHiAokzgOBnlwSz9Q3i4ZbApO\nDqNoAIjA91YpU+Wco1QqgXOenI+0GRnnPAnKRyH9kE+VJqqqNvVfK4rSVE1A4y/JLC9Np75wy7KS\ngKZVSOiHtLEoCQ/9mK1dv+6MLBoAwKVLGgqFBVy8uAqg/6yxqOAog3MfQATOBw/oOOfJuEo6biQe\njFo1QGX60wJVeXUKfGkqzTCBZxiGSal8usUtL9JtbKZpjnytdoIxhkqlkvz/JE0AW1v3FEVBuVxO\nTBNbfz4KMzMzKJfLmbzWtCKFA4lEIpEcesrlMlzXbcr2pB/0FEVJ/APICCr9+1EUjd0okB40pym7\nNm2M6sw/aahPOc/pAOOiUCgcCIzTa9dxHLiu2xTMD+OunjaWJAf9KIrQaDSS0Yjk+E+TQTzPaxoH\n1w+e5yUO8JR5pPvDIFDGvZ/gI4ps/L//Vxjo9bsRBCoYU8B5/2tre1vHP/7jHBoN4PTpEHff7SGK\nGBYXQ1jW9oDbPxhMp4WZYYKytCA0LqhaJAzDJpGS2hTo63YC5igiM3kfKIoy1s8fXdeTa2oc5CVQ\nDEMcx6hUKk0TIrJYb4Zh3PKiASBbFSQSiURyyImiCBsbGz2zNYZhJEaH04Zt20mp9GHNrmcNlQDf\nCsfDtu2+zDWnnUKh0DSJgNYttQe0CxJ7tSy0jnijAM113aRaI49rlvadXOCBm9nufoNdEku6nde0\n03ujYeHrX59Bo3FQ4DAMjjgGwrB/8eOZZ+qYn1/r+XthWIDr6rh+3cIbb5gHxkAePRriqae2oCjZ\nBq8kLHVqF2sV1CZlhErjH9OVEjTicdRsNIlfNJmCjoWqqsl7n8T7Hrf3SrsxkNMCVSxRcmGQe4Cu\n6yiVSiiVSrdMdVk3pHAgkUgkkkMN5xyVSgVbW4MbhU0bsvpAcKsdB1VVYdv21D4490OhUBgqK9ot\nQDEMo2m83rggb4J0fzmAA4akvaCxdt2M8ForGRiz8eGHJTz3XAFHjsRYWgqwsBDi2LEadF3B228X\nsb6uolyOoOvAL35hddz+k0+6sKwAphlhfd2CpnEsLzdgGCF0PUStZqFeV/HccyXU6+0FiePHQzz1\n1DqA7ANXMnol09e0wEStL3TuqW2knfN/FpBwTEF8mnRVTKFQSILHUVvWaH2kq3KAm5VI6dY5qq4a\nVxXAuMUKMmkcRaxQGEM8hrC132NTLpcxPz9/y/oZtEMKBxKJRCI5VKSzV3Eco16vo9FoNPVUHlZu\nVwf+NIqiwDCMQzmCsR22bSeB5TCl+9PCsIEGzbEHmseNUnn/uMrSqc2BnOyzCFBJ4Gqd/DEzM5Nk\nrjuda0UxEcftg0RF0RHH4rh43iyefXYG9Xr22Uxd5/jSl7Zh27uZv3YnyEum3bGh9pas7+WapiW+\nGJ7nwbbt3O6zae+MQcW2dpMW8mBS9yFd12EAqO1f84UoAhQFtf33W/Z9xLoOc3MT+vY24PtQwhDh\n/DxYFMG8dg0bjz6Kes6ZfcZYMomiHYqiYHFxEYVCdm1HhwXpcSCR/P/svfmTJNd13/vNfa3q6n1W\nDIABBsRGiQJIwlxEEhJtUmaYDlMmbD9b8eL99CLev/N+er84HLIjKClkWzJl2WRwMyiCMAmCILER\nGGAGyyw9Pb3Vmuu974c753ZWdVV1LVnVy9xPxMTM9FRlZWbdzMnzPed8j0KhODGQARk98Od5fmID\nzGJARdzvogEgysVP6nfaj+I4sCiKYBgGfN9Hq9U6MZkqciYvjkoclTRNu8QBykLP8zv2PA9Zlsmg\nMUmSUrLa7XYbYRiCMYYsy+RUh1HGEg4SDcS/7Z8v193FAw+EePvt8oOlL3whnqtoAGDg907TC2Zx\nDyQTR6o0mcV1Ry03NGnCNM2xK3SiKJLtL7OEPieO47ncgwxNg6XrqN69C+vNN7GUpsiWlmBdvw5j\nexvJJz4B5vtwfvUraH3y2UVrxUXbRtXzYLZaaD/5JKJKBexeq8GkVSKapsFxHDmFiab5kOFn0Y8o\nDEO4rtvVXnU/oSoOFAqFQnFsSdMUu7u70kmdKgxOItQLDojKgiiKjqXfwlFC7vnznGwxawZVkZw0\n8YCYpo2EAvh5m9/Noyx7lpUy7fYiPvzQw7VrFu7cKVdA+MM/jLC8HIFzAwsLd0vd9jhUq1Xs7e3N\n5HqgNTuLTDsZKzLGSjPZm8e9b9LWo0lY3tlB9W//tvTtcsNA+6tfxZ31dQD7o1apsolC3OL/vb0/\no9GiwP6EDBIQfN+HbdvY3NwE5xyrq6v3hY/BMJRwoFAoFIpjRdGcaHt7+8QFkI7jyD5VeqikflYS\nQE6q+DFrTpu3ASCyWbZt9+1dHjWgLbY7HDWTttPQ3PhJA2t6uKfH1nG34/u+NEKchacCBS2zXL/b\n2+v4b//NL3WbnsfxpS+1sLJSh2HMp7++l+KozVkwTZDsOI5cc7qud3kxAPsBaFmCkaZpME1z5uLa\nvDwODE3D+e9/H8aNGxNvgxsGWl/5Cjrr60hdF2AMTqcDZhhoziDzr2kaarUawjCEaZpot9vy//H7\nHSUcKBQKheLYQF4FJ8lEjjITnHOZdSJDNMMw5j7m8SRzWj0eBo36cxxHZsJ6nbyp+oLWFAXehmGg\n2WweWbXKNP4AkwZwFJS32215vqh9YtwMsud50n+gLMIwRLvdnvl3omkGtrdruHXLwi9+4ZWyzX/z\nb+qwrK1StjUJuq7DNM2pRbFeYYlz3tUuMOnaKwrBgFj/YRgiiqKZBffzuA/OQ+gCgNWNDYT/439M\ntY36t76FrTAsaY+Go2kaVldX70v/glG4Pxs0FAqFQnHkZFkmjQ01TUOSJEiS5MSNrAvD8MAD6WnL\nms8LKhM9bS0cURRB1/UDwUsxIAnDEEmSwDAMWXXTGzyQXwAFv2mazr3VgVzixw3EiqXD40CBG1Xt\nECS00HkD9p3bKSvMGINlWV3TEmjfy/RHybIMjuPM/LrnPMfi4hYWF3UAZ/CLXziHvucwskxMbzgq\niqaSk0Il573bKcdsOq8AACAASURBVPpO0GSHcapN+mXlaf3PchLIPO5/SZLAsqyZ3W81TUNgGPB/\n/vOpt2XdvYtwcRHNObQ4VSoVJRoMQQkHCoVCoZgZxZ7BXjjnSNP0RFUX9GKa5txHyZ1m5mXWdRQw\nxtBqtQZmE0e5DihATpJEChFlzJofB865NH8bB2oVmJRBwU2z2YTjOHLUG2WBqWKDpllQlYFlWfL3\n4kjGSaBqo2H7Nxs4Vlaye/3wk18vV66k8P0YR6nVxnEsTQs552OLObquw/f9vtdPnudd3++4Hhv0\n/fb60dCEhnmNTpzV2FISIaMoKlWw9zQNS++/D/M3v4G+uzv99n7yExhxjM4nPoF8xovVtu2Zbv+k\no4QDhUKhUMwMyp72I4qiE++en2WZzHLO2/DtNMI5l33Ep5EyHd3JKNSyLHieB8YYoigqXXgh8zAK\nnKjlYm9vNDd+6gXv59Fg27Y8J/1aDsjp/DDviziOYRhGV3BXDLQ6nQ7se87rVLVBrUXTMA8H/P5w\nLC0l0DQPwOTf9/XrJsJwEY8/7sA0pw/wJqH4PdF3Td/LKIaDjDE0m80u8WHQSMNOpyPHco7SGkHC\ngO/7SNNUVq7MuiqKzgOALmPgWUCmkeNOSxm6Tc6x89BDWH3ttVK2BwDWL36B2gMPYMsrp0VnEO12\nG4ZhyEoVRTfK40ChUCgUM4MedqjioNPpIE1TVKtVNJtNbG5uyn+nDKCmabKk9KSU/J9GU795Q2P6\n5pXFmyeU/U7TFEmSzOSB1HEcaf5XJlQhMUnwQsJA73fq+z4YY10BHmVx+wWKdH+gNoReEWJWGdlh\n0DjVoxI/GQvw+utVvPqqO9V2HIfjn//zOlx3u6Q9Kw/TNGWFyDj3hV4fC1o/jDGYpil9QkaFQiWq\nbMnzHLZto16vj3dAUzCLiRBFqHKmzGk/Z5ME1osvQms0oI8oNA6COw6iz3wG8eoqdisVzDp4dV0X\ny8vLqgKhByUcKBQKhWJm9I5B2t3dRZ7nqNVqqNfrME1TZldIXKDX02x0XddlOTYFBu12+1g4zBO2\nbSPLslPXmz8vjtPUgFlgmiZs256p4ZnjiH73SYUXCtIIyqxOu8/UR907376feDLqOqhUKlJgoAqV\neQpOFHzOW+SK4yo0DcgyHVtbHn74w+lEA+KBB3J85SsflrKtcShWmxzGuIEzGYuSx0XxfZOYDxqG\nIUUDAHOtMKNqCqp6mCWmaUq/jjL+P9MBVAwDi//xP0Ir4f6ePPUUbj7zzMyFA8MwcPbs2a57okK1\nKigUCoViBpARWtHbQNM0LCwsIEkSmKaJpaWloduguegADvRTh2GIW7duHZuS9jJcwe9HaNTZaa3W\n0HVdVgLM2iWdyvWLLvCWZR1a4VCcAEJl/GVQqVQAdJeic86H7k+73Za+Df0IwxBZlqHRaJSyj5OS\nZdmRZCJfeqmGDz4wpt6OpnFwvv8dbG3p0HUXjM2neqJYgcMYGymQj6IIYRgO9UGpVqvSMJQxBsdx\nEEXRgWC73W6jUqkgSZKB4g+1PViWJStnms2mrG6ZF4ZhlD6dxw2rSDQTrHGwyiTLMuiWAydcQKe+\nM/VnOboO7/r1UkQD7jhgV64AnAMzbCOwbRtra2tKNOiDEg4UCoVCUTqDerl1XZc9z9NgWRaWlpZk\nq8NRwzmXxzXLctLTBGUC5y3+UJA8y+oQ6k+2LAt7e3tz65WlIJ3Gg9KfqfWHDEmB/QzuLEQby7LQ\nbDa7/E2oZ3hQaT+NVwTQ1/0+CAJkWXYsfFE0TZurISUA6LqNTme6dXTmTI7PfraJpaUOGg0H77/v\n4dVXHTgOx+ZmDWtrW8jz2WbSaQQpCQXj+H6Ql0Gv9wFNyWi1WgfWje/78l6TpqlskyHxiUw7SSiw\nbRtRFME0TXlfT9NUXie+72O3BMO/UbFtu1TRQDcMNPUA7ZyhZphgeQbL85HoDhh0NGChnhsI0hxr\njoc8nuz+YOk6wt1d2IzBeeWVUvZdi2O4//k/w/uzP8OsZFjf97G8vDy2+ev9gjorCoVCoTiRuK47\n9nitWdEbfFEvbKvVOnHjJeeFaZpzqTQggz1qJXEcR5qcHZZd1zSty5F/FCqVCur1uuztPwqDrWHZ\nWxo1VmYw0othiKx48fySaEDnkcwKKagrigLFXnLaBpk/3q9wzvCP//EevvOdGrJssjV1966OO3cc\nLC7WEQQdPP30Lp54IoRhJNC0DHk++1arOI6lsAYIIa/Vao3kE0MVPMXKlTAMh/oVFKtoaLxi8Vru\nvVaiKEIQBPLnvWtu3u0pZY+oZXmOnDPs5iY0bwUmGD7MLKDnv9GI69AtZ2zhgLxIkiiCf+0a7F//\nupT9LjKre+rS0hKq1aoyRRyCEg4UCoVCcSIxTROVSmWu2Z9RieNYjhkDDj583i9QAJllWdfD2LzG\nWNJDd6fTkaPYKCDwfR+maQ40XqPefHJiL7q2D/oswzCkaADMe0Tf4dB+lSEaUBBXzB4XP6dXlGm3\n29LjgCpNkiTpe23Q90GBIU2QOC5QCfs8K4s4z9BquUNFA98HWq39Ku5aDVhcBNIU+PhjIMs0vPSS\ni+XlFayuboKxHIbRvLf9eRyFgJz8AciRmEmSSEGBrjG63hhj8s/1eh2u68rJCMOmDriu23WfGeU+\nrGmaHJvaK2QcRRaaRkKSv8G0903LdmBqOQATO5kBoH/rS84B3Tg4Rnnotu+V9rfbbVQ4h9FjiMh1\nHezsWRg3bkyy65LK668j/uQnkZV0f/V9H9VqtUvQUvRHCQcKhUKhOLGQIdxxhKZEHIeKiHlCPcHF\neemU9QdEMD3rdg7btmU7Qrvdlj3PxWC2GIj2m+9eLBEe1bH/OGerKLtfVqWBbdtd5dtkZlosCe8N\n9pMkQZIkI2dQOeeyPP04jTylCpZ5U6ttYWXlHO7ePRjQPfYYsLkJPPAAwBjQbAIrK8BvfgOEIfDk\nk8D160AQcCwutsDY0d6XKIincZ+dTmdgxYFhGF3tIVEUwTCMQ70RSDgcBxII+32/tLapamfWYhaJ\nI3TvofM0bqWd5fkwNANM17EJD41YP3SKpwaARaMfn+/7iON438BY11FZXgY3TeRBgGxpCZ31dbQc\nB5V2G/6NG3B+/nNoE/z/6L3yCs5sb6P15S+jPuH/sZZlwfd9+L4vBVDF4aipCgqFQqE4sbTbbWxs\nbBz1bvSFymLvR6i8v/cRw7IsOI4z8ii03oBhlM8FIDORvQRB0DdwLnpvkLFnlmWwLGvkdgpN0+A4\nDkzT7HL8p22WOSd9UiZxk+/HoNGJhmHAtu2ZHC+dX875kY3spOM7qgkguq5jY2MNzaaO69cNfP7z\ndZhmhiiysLVVxQ9/aBReKwQEIgzFzzQN+Na3dpDnx6dS67B2g0koBoOj3oc55/A879DXVyqVmRh0\nkiEwCc50r6T7aNH81HVdOfmARoNS9QbhVBZRZyZa3EAj755aNAo1I8VS3kIWDRcbB/1fZ2ga8gFh\nZtVxUH3rLVgvvjjy/hzghRcQP/wwdnd3R7qv6bqOSqUCz/OkQKQYDyUcKBQKheLEsru7i52d6Z2f\nZ0EYhmi328euXH1aBmWLDcOQZcW6rg+stqAS92ImDdgPDIt/p+CTKgio5733833fl20FhwWrhwXP\nxakEJCgUM2nDoLLi3mMrbusoS+7LFLOolYO+bzr/s8Z13YHC0KzpzarOC2rxoP58w7DBGAfnReHG\nxeZmgHfe8fHee+bQ1gNd5/jMZ2KYJse5cx143t7gF49J0YeAhDPy+hgmAI7icTAOJACME+aMKlRS\nlUSvX8Kg15J5I+ccURTJa4d8PGgbvVVRgFhz/T6HxkMC3dUbNElC0zRElTO4HY9uPtkPEwwXzTby\nZv81Qm0Uk1YD+ZzDbbfRqVSgZxnsRgOVl1+GcetW/zc8/DBw8SJw7hzw4IOA42Brawv1er3vy0mM\nCYIAQRDI9jnFZCjhQKFQKBTHHhrB1ul0pAu3aZpTZ310XYfnedL9vsz/EocFkScV0zSh67r0BgDE\nOeScywduEg0OCwJ6g9hRs3iU9aWgYNQsOpX9kvHZoO+6X3A9bqaehI7ec0AP+kdRcl8cfzcrZlll\nQ8Ea7f9RVfPMu5KIxvH1VjgUBa4inGswDBvttoN63cLrr/v46KPBnclf+1oT6+vTT6fRNE22rPTe\n8yj7T/fvXug+nOd5qed23OuW7iejmqEO+g6Kn59lmRRObNuGZVny/jOoMoug++041S3FtjBN03CL\nV7DHp+tM1znHQ/ou0s7+uSRhiM5Xma07DudYvnsXzvo64HnCpEPThBHH+jrQ4zVBXikkYJIARH8f\nt11FMRjlcaBQKBSKY0scx2i32+h0OjMpTyandiqvLhMSOE6LaGBZlpyE0O9Blh4iRy05ZozJ9gBd\n10d+wM/zHJ1OB9VqFZ1OZ+T3GYaBIAiGPqgD/Ut5yWl9VH8AEij67bvjOF1ZxnlB5c1ltBBQgAWg\nS0CaZd+/bdvHwiCR7hfzalXwPA+NRmNgwN27jjSNg7EYrhuj01nHjRvDM6zXr9tgbBXr623oeguM\n+djc9KDrgOvm8H3g9dd9GAbH8nKG5eUYti2yu5Q5T9NUZrr7rS26dxcNB0mApGuCri0S3ah6Kc9z\nmKY5l/YUEjcOExeJYQFpcb3Sd0diIm2X7mO9gqlpmrIaYdx1VjxPphdMLRoAANM07Okhqh5g6gYM\nMFkdQd4mZeG6LiqVCqwHHxS9NSNg2zZs2y5tHxSDUcKBQqFQKI4EEgXIpIgegukhi9zaZz01YZam\na2WJEdVqdWAp5jygctRhVQSMMTSbza5xacOYNvBKkmSsB1YyFaNxjMNeFwQBms1m13QEEg86nU7X\nQ+qgDGm/AIoxJic8zKOsvxeqCpmmdJl6g+e9/0WxIs/zI/M5ADDXiQpUzdNLHMcyyB5U1fTuuxYY\nG/5dv/22jbfftqFpAT772SqCIMcPfnBQ9NonxDPPhPiDP9gGICaSjDNale7z1LbTKxoWzysJCHEc\nT1QSP9kUBLG2fd8/VCikca3AvnBG+18siS+2ZxWFnuIEh3a7jTAMpQFjKddXlsAwOPLDnBBH4G5u\n4S4WcUZLYDf3K1TKFA10XcfS0hLyPMfm5qYcm0vnz3EcBEGgvAmOENWqoFAoFIqpyLJsoge0KIpk\nMFfsYd/b20OSJLAsa+we1UkJw1BmsqeBHiTpeEzTlOeGMmhUtktO/fSgSCMcAcj3hWEox9fFcYxm\nszn3CoZKpYJOpzPWA+K8AuNJy8YPqx5wHAeWZfWtnqB/I+HCNM2+QeSwc3AUxplhGI7kATEIEl2O\nKutP7UlU3n0U5oTEPL+/UcrtqRqIJogQmraA994L8OKL5U+fWV5meP75Pfj+eMIuHc+oRoQE5xyO\n48B13UNFVPIVoKB8lEohTTPw4YcrePddB5/6VBvnz7cPPe9FUcf3feR5Lv9erOyxbVu2KwzaDq2p\nMoNi3TBwx15Dm5dXqv+AnQL1O6Vtb1yWlpawsLBwZJ9/v6OEA4VCobjPGZTROio457Kck3wNgP2y\nUMaYdDb3PA+apk3tdRCGIXRdR7PZnLiE3PM8LC8vyz72Sej1DYiiCNvb22CMSYOtaYK/SZhEBJik\nN3cSpgngqP942D4OOnaaKQ/sl2v3ZsCH7Vtxhj2AufhgTCvmHFWVBH1PJLIdh3vVLKYA9MM0TRiG\nMXJ1RZKswrb3oOsGOI+Rpgv4T/+pNrP9q1QYnn++iVpta+T3UFBP3+k4FQScc4RheKgQUBRbyERw\nlPtEHK/jO98RVS3f+EYDy8t3R9ovz/OG+iIc5oUwCzwArWAZH+du6dtetxn89ibyIxhJWqlUsLKy\nMvfPVQhUq4JCoVDc5xyHB/E8z6WpHplsASJT02q1sLOzA9/3Ua1WZWAu3MVFKSuZ9dHvlmUhyzK0\n223Z007ljoZhQNd15HkOy7JkJcC0rQALCwtTiQZAd88sfS9LS0tgjEn3es75yL3200KVE+OSZRnC\nMISmaTN7YKbvbVIosBiW0WWM9RXWijmXNE3l2jJNc6TvphjE0Pi1WZNl2Vg+Db0c1X2CKl2K2dxZ\nMWhiSC9Uyj5q9QVVDfX7OYmgdG0D++eaKo1GxbZb+P7313H7toG1NY7Nzdmer0ZDx8aGjdqI2gRN\nh5hU/CTBjr4n0zTl9JUi1AJHWX/DMOC6rjRuJHTdBGMZNM3CO++s4uc/329B+tGPAjz3nIl337Vx\n9myCIGCo1VIsLHTAWLcI0el0hgqF8752gjzHyve/jw+f/xOgerb07dt5dCSiAQA5qUgZHh4NSjhQ\nKBQKxZESRRHa7TYWFhYOBKmWZcnsbLPZhOu6XSP7kiSBYRioVqvywZseSk3TRK1Wk+JClmWyDYIe\nWouZ42nZ3d2VJcNl4Xle198p62oYxsw9D0g0mDSzSvPHfd+X1RNlQiLTtLTb7YFBYBzH0ihtGIyJ\nXu8oimQv9igPthQ40jSKWVdoTHq+KKM6S2g8HfXMZ1km1/88Kh2Gtaf0QsEv3ZuKa9uyLFkVRSIE\nmQcC++tW0zREUXRo1ct4tHHlSgU3b/q4fXs+wer586OvC2qnmIbi9WpZFjqdTte5JWi9UkWQcNu3\nkaYpdndXsbmpYWPDxpNPttBuW/j5z+0uP4hWS8cPfiDW34cf7t+HDWMB/+Jf7Ha1aFiWJVvT0jQ9\ncJ3NUjiopincjQ0ki4vY832Ymobl//k/oW9u4sw//BjxH/1TZKaFldsf4e76Bdw1/Kk/8zZ3cckP\nkbRnX3XTCxlG0rWnmC9KOFAoFArFkeK67tCHAMdxsLy8LLNGgMj4knEiZZvW19dhGAY2NjYObMM0\nzb7BT1migWmaWF1dLVU06AeNZrNtG77vY3t7+9Cgg8qd+80IH4TneVKEmQbKBs5igkCZfeZxHA81\nyRy1nYcCQjKIpPMI9DdRJIGhaAo6K9I0ldNDDvss8hKgLHlZgbtt2/J4e9dtEASo1+twXVcGBr09\n+2VA/iG9ZfJJksiRj8OOl4xc6ZoyDEO2TJGJZr9RnIOEl7LFovX1CMD0weGobGx4qFY9MHb4Gmm3\n2/KamOba1XUdrusObeXgnCMIAjmqT/zMw2uvncNrr+1XFly9Ol6/PGMaHGd/NCiJ0q1WS3rckGhI\n1z7nvHQT3oBzVN97D84vfwktjhEA8J9+GtnaGoxNYV7ofngNj/37/1e+Z80wcPP/+L9w1Vud6rNT\npkO3xq9EKwPTNLuSB4r5ojwOFAqFQnEiieMYjUYDcRwjTdO5mCgOwvM8rK6uTlTWPw3kvk2micVy\naM/zUK1WZZAWRdHIWWMqvZ82YKQgbRZGchSgl7XtQb4MZQgUg7ZB1QmGYczcbI+C9mGjLynwoaoc\nmqAw6lz7wwjDEI1GA7quy/2hNUbC4KitFDTZYljgTSJbcR2TPwFVBNA143ke2u22LKenKhLaDmWV\nkySRweLRoyNJQug6g+NkqNddvPRSBTduzFbAPH8+x7PPNsCYAd834PttMDa6zwydT5qYMCkURPZb\nM71TGDRNx+bmEr73vRBpOp4YtbwMrKwAWZbjmWca8Lydsfe1LJ8DQ9ex9sYb4I4D57XXoI9ZecYt\nC+/9n/8PbujTiUuhzrAS3wGbs1lvtVrF8vLyXD9TsY+qOFAoFArFiYTGMwGQwTGNcJr3fqysrMxd\nNABEiaxlWahWq/IhPEmSLuf/RqMhA6JB8+cpc0ftHmVUG9A2ZxUQU/BWVuVBlmWwLEtm5fM8RxAE\npTzsD2pboAzsPNYsBWu9LS4kDpBnRPF7p/NqGMbUhoDFygpaq7qud1VljCr++b6PKIrAGBuYwTZN\nU5ay91Yq0Zqxbbur2onaJXq3Xcxa0+cfD+HAxV/8xdKhIxfLQtMAw+D4whc6cN394HlcTYkmyui6\nDt/3pRnuONDowkFCE1UD7P/dx9/9XWXk7T/8MGAY4piTBPj4Y+DCBYZ6XYeuV2HbDWjafMRq417V\nTa3RgLOxAed//++Jt7X3xa/ghuYd/sJDaDIdq24ItPam3tY4FEfhSjgH7t4zsqzXgbU1oDL6d60Y\nHVVxoFAoFIpTQ7PZxObm5uEvHICmaQjDUJovkbEiZa0Mw0AQBKjVajK4BEQATyXVx8FsEhAVGTdv\n3uz6GZX4FkvjNU2b6MH9MMYxjxsGZaapt5X2m4I8KjsH+rcDjAsFs71B9KSQ+eEwAWKUiQWcc+k7\nQWtzHIM5EpmK38k4Zol0XZCwBOyLATTtYFApdhiGsp9/GqgiovdcFb00dF2XmeZ+59VxHFl10e9a\ntSwLeZ4PrbCgdXcUUyaKdDqruH1bx9pajLt3HVy7ZuP2bQNJAnBe/n3oqadyPPfcNhiLkefllN3b\ntj1Rxdgoa5deIypION5/fw0/+cnw3vilJaBWAzY2gGGbf+GFOlx39GkStl1DmtbB+fiVOxrnWE5T\nBN/9LvQpJwilX/wS2jmQuh4y18Oti5dRR59gfATOmjGs5miTJ8qgUqmgVqvBNAzggw+AzU3g1i2h\n6ty9C5An0JNPAn/yJ3Pbr/sJJRwoFAqF4tSQpilu3bo1tmM3BYtBEMD3/a6AgszLsiyD7/sHfAxo\nIkMURQiCAJVjkunY3d3Fzs74JbVlQIZ/05a3k+M8OeqTQKNpWt9Rbp7nIU3TqQNU6o+eVvjwPG+k\nUYvUW99PDKDMKmW+6bHNcRw50m5UitUZNN++LKGrVquh3W4fqGgh4YfWw6Rrol/bwSCorWBYW0Y/\nqIUCGE2EmjRbPjtMbG+v4rvfdWYiHPg+w1e+0sbKyuTibD96y/jJI6SfVwRRXMuDplbQd0mTdzod\nD9/5ThVxrMHzgAsXgDwHFheBvXuJ840NoNkUSexhaBrH177WxPr6Ljgffr/hPMCf//ka1tYYFhdz\nPPfcJjgfv5JpeXcX1b/5GyAIgHb78J3s5bHHgHfe6Xrf1T/7v3HDWxp5Ez5yZJoOi+eoshihwRFs\nfAykCbhlAXkOrmmApsGIIqS1GphpwtnagsY59tbXMa7k5HkearUaXMcBrl8Hfv5z4He/AxxHVBc8\n9BBw/jzQaACXLwMLC4CaujATVKuCQqFQKE4NrVYLhmGMFUwZhoFz584NNDakPv1B6LouKxCOGsYY\n2u02Wq1WKdn+SaE2iWmg7DFthwLnYZDD+jQBKiAC+TLGfXU6HQRBILPthmHIgJ+CGaqmoPFyvu8j\njmNphEkeHr3EcSyD8lFN12jqA4DSjQd3d3f7mpZlWQbHceT406KvwKhQ+8ioGf5ib/sokNAwjmnf\nuO0Vs0TXTezthXjvPR+vvTY747jPfS7C6urW2PHqYdA0Aqr0Iu8L13UHmnkWf0ZVVPS9k3llHMfy\ndWLaQYKvfc3C66/72N0F3n2XPh949FHg7bdHj8U513Dzpo319eFv0DQb/+t/LYJzoF7X8OlPp/A8\nA1GkDxwxapomHNOEtbEBGAY4AHtvDwbnIjDe3gbW10UfxdWr4vfRdvrAAZ751UvwH34MHBxW1EEc\nLsBkGbjrYquyDK7p2NFsrEd7qOzexdLbv4Vz+wYQJ9Cj8Stu3AcfRPupp8A1DczzkLouuK6DGQa4\npkHPMmicQ3ccWJ4nzJM7HWivvCK+oI8+2t/YpUvA5z4nRIKLF0c/D4qJURUHCoVCoTh1UJUAZVSp\n1743KHAcB2EYIgzDEz0XmjGGZrOJVqs1c5O9ImSiSMEvTRIARNBMfeyTBPEUZE4y773YwjCpgFGW\nmRnnHGEYAtifMpEkiTxnvYx6voIgQJZlY1cdUBUEGf2VxSheE4NaDYYxSWXFOJBJ3zhiBrX8lDtK\ncTI0LcT3vreMmzfnc//6t/92C4ZR/ijYMAylwSuJPsOqYkhYS5JEtqQUJ5okSSIrlPb2Aly96uDq\nVRt7e4PP0+OPCzFhlKWgaRzf/nYLphnBMMTaZEyDrnNwrkHTOAwjwWuvreFXv9oXc/7ojzq4cOE2\nLMuShpx5nksRkFrj8jzH2kcfIfjhD4fvyBNPAB9+KMokhvGJTwBvvTV2cM0tC9kzz8C8fh3a7dtj\nvXcqVlYA1wV2dwcf26c/DXzxi0C1Or/9us9RFQcKhUKhOHVQlQBlVwFIT4J2uy0D2sXFxRMtGBCU\npZunaBAEgRyTSRSzg5VKpVAi3MHe3t7I+6fruiw/niRgLGYeJzVPjON4JO+BQVDWk4KB3iBz0HEd\nJhpQFnZUb4Ii9F3Ztl16xQEFbbquSwPEXuGmn2hAIg9liGlsHXkUlDXRYRBZlo1tUOk4zpFW9BRJ\n08NjxjJ5440QhhHgySd3AZTn8dCvoqTdbiMMQ7Tb7QMVHiQQkLkn/VvxWqe1lyQBXnlluLeBponz\n+MwzwOuvD/c3ePhhIAg0/P3fh6jXw76v8TzggQc4fve77mtsfV1suFgVQ74aRaFS13XkKytD9xmA\nUDnW1w9fBDdvimB8a3RfBgDQ0hRWFO2bD86LYZ/nusBXvyq+iGPSGni/oIQDhUKhUNwXaJoG0zRR\nPaXZiTAM5WjGWeM4zgHRAOguHy62d/i+D8/z0Gg0sL29fWh5N/37tHPPe53Vx4VGElIGcFSK3gbU\nllAW4/btA+iqCqHgrGwTz36GhcWKFMaY9CigdUPjF/dH5mky2PM8D1EUzbwVgMSuQX3yg94zaSVN\nmSRJBf/wDzVcuCD2e3PTAOfAP/pHLdy54+Dll8tvW3BdjgcfbKJM0QCAvE5612Wr1ZKtJMC+sFa8\nBooCcT8qlR08+aSLN944eD4qFeDMGcC2RQz+8svAAw+I2HRQjL2wALz66vDjuXQJePvtfuabB9dM\n732O2q2SUSb1vPOOEA5qNZGdH0SjIfoxxhQOAAC//jXw/POiHKPYKjBvzpwBzp0TVRaPPHJ0+3Ef\no4QDhUKhUChOCcO8GMrE9/2xx09ScDaoRL8Ijesrjt2bhEqlgsYULuQUxI4zfYDeR8ZsZTrvW5YF\nAH0DrEGUUsgQewAAIABJREFUNd1iXIpjF4koirCwsCC/095zWjyueVXPkP/COGuMRncCkBMujkJE\nYMzE88/fkUZ7hmGAMR2cW/j7v59NJnZ9PYZtT35NUWWKpmlgjMn1YRjGwDV9mGcFjTUddK1pGseV\nK50DwsGZM2KUJHkdFHEcYHn5YJx98SIQxyJWT1MxhaFeF78uXhQWApa1b7bYy927LlZWht9LaFSl\nPWgjvWxsAA8+KAwTB7XOcA5Mck2dOSPMGH/0I+ElcPmyKM+g7YWh+EzGxN83Nsb/jFG5dAm4ckWo\nPHku5mUq5oryOFAoFAqF4gRDWe0sy9BoNMYyeHMcB0EQyKxwlmWI41jOrXddF0EQSHdzy7Lk6L0g\nCGTwNO7+JkmCO3fujBRsTVOuXlbQbBiGLKfvtz0KeooZa845KpUKkiQpvQ/e93056WPYPp89e/Ze\nj7doEznqfnziqMSMXoIgAICJ2j6KFQfzOh4yiRwWRGuagV/8Yr1vdr0MLIvjD/+wg3PnmtD1lhQC\nht1zaCIGta/Q/hfbDIoiwiQc1pKkaQZ+8INz+OgjE74vgv8nngDefFPEoL1UKiI+Xl8XwsLSErC6\nKir+Gw0Rs5KhYq0m4tl33tlP+i8vi19RJCYHkibyp3+6hyDYBuAiz00YxsEKsTAM0Wg04BsGwo8+\nQu44cHd24PzsZ8NPwpUrIoCvVoGdHfFnTdsPsJeWRPXAOJVcjz7aX1kBhKvkpUvAe++JvzuOOGGm\nKf6cpuJE5zlw48b45oWuK96ztgb4/n5fzpUrwFe+oswQjwAlHCgUCoVCcQqgbC0Zg7XbbTQajQPZ\n/eLUicXFRdRqtb7bI8fvWXlAdDod3B7RbGuawGzS97qu6InWNE1mMm3bvjcTnsmMKSD8EEzTlMER\nIALLSQLScfZvWAvF6uqqNGVMkgR7e3tzaWMZhWm8I8rEtm1omja1Ceag8Z1kBkmvIUZtfaGAm8Q2\n13W7TP+Ka5OIogX8xV+MPl5vUgyD45vfbGB9vSMz/hT8FyfR0OjUYaJVGUakw0afapqBOA5w7VoF\nGxs2traEB0EQiCT6Bx8MjqUNA/jsZ8X0v97qg7NnRXvD5r3plBcuiO0W42zDAP7gD8QgBNsGPC+H\n5yXIcx2vvGLjy1/u4Ny5DbkWB4mTVc6x9Od/Dm2UsG1pSfRTXLt28N9WV8WOXLwo2g58XwTg7bY4\nCb0VA489Jg6+H088AbzxxuEBvKYJAYIxISi8+eZo4ytWVoDnnhMntd0WpRy1mmhXuFfRpZgvqlVB\noVAoFIpTAGXuKAPoOA6q1So6nQ6SJEEcx1heXpZGXFT+O6jsfdxWhHFxXRcLCwtyhGYxcOg1PRt3\nfB9Boseo/eimacqgjB7eOeeyh5qqMfpBVR/0HsdxSjX3c10Xuq7DsizYto1ms9lVZk8l84ZhoFqt\nStGAc452u40kSeD7PjqdzpGPEDwuhqRJkiAIgqmDVlovxZYWGr1JUwGK15lhGPK1FDCSwSll5enP\nJAyQsWRR6KB1RqMkAWBz08MTTyTY3jZw+7a4hms1jt/7vQ6WlhJ873tVtFrTn/8813DjhoNKRUTT\ntK4qlUrfCTaDsG37QAUFiS3Fa2oYwyZ1JMkKbt828eMfe12xar0wGOLxx4Fbt0TV/ccf71fii+ME\nfvYzMZSgVhNCQByLVoRbt0SrPQkHhiH+bJoibl9cFNvStP2kPGAA8ORnb29reOih/YqNfvdilzEs\n/OQnh4sGKytiJwFxMMUDIWhnNzZEIH7rlgjoOReVCk88IbL6H34oXjfs3uU4o2X9ORflGMSjj4qf\nGQZw546ojgDEtlZWhFBw+fL+tARdF4LHgw8e/lmKmaIqDhQKhUKhUBwJWZZhY2NDZlOB/QfnMjLS\n41YbzKLknKYGDDoeXdfh+77M0pIPBAWQgAg0m82mzDhzzmFZlnwdADm60nVduQ0K0Hd3d6V4EIbh\nTCshRoEy6ceh6oD67cvyVKA1NIovhud5Y7UWjUOnUwNjHEGQQNNScJ4hzwP81V+tIo7LKvHmePbZ\nGI8/vgNdj6SQNY7QV6w+IeGOJn7QOgH2J8cM8iyhaRwH0cG5gzi2cOOGj5/+1DvwijNnRJv+5cui\n1aDdFhX3jYZIyFcqQmh47bX9OPnRR0VsbVnCTPHqVeDJJ/eFg1u3hMAAiEp72xaiRD/+yT9pYnW1\n07dtweIc6z/9Kaz33z/4xkuXhILxwAOiHOLu3f0PnQbLAn7/98U2NzYGj5i4dGnfb6AoBmaZEARG\nuZfSyWk0RAnIZz4jTvi1a8Dt2+KELy8Df/zH4sQqjhQlHCgUCoVCoTgy9vb2sL29Xeo2qXSc2gmo\nfaNf5p+CbMrIly0c6LqOMAzRbDbl51uWJb0lqJJgEGQiSMdR9JaI4xidTkeOGB1EMdtNwRm1WwD7\nxpXTGEmOgm3bMjs+z9GhwwjDEIZhYG9UI7o+kDhE55PafI7LMRKt1iJ+9asKWi1gY6O8iqJvfnMP\ntZq4hqllgQSuwygKB1RRM2gt03XUi2maXUJbP9I0xI9/vIibNw8PPjkXk/6uXRPVCG+9BTz7LPDL\nX3a/7uJF0Ya/uChi62ZTJMxfeeXgNh98UBQBvP56/89cXGT41rd2oGsR3HodXNfRdl1UNzex8N3v\nHnyDYQBPPy0Ujbt3u0soyuDMmf2qhVu3Rpv5+dBDwAsvCPGCc6GivPPOftXChx8CX/gC8MMfiv2t\nVoXw8dxzQqSo1YQi8+ij+0aO5HOgOBYo4UChUCgUCsWRkec5tre3S+m/p4x9r5s/ILLcxd5w+mzq\nN7dtG7quy38vK7ilKgESEDzPk1nucSgG/2maotlsotlsDszuep53aG95kTAMkabp1GX7/aC2k+NQ\nYdCLpmky83+YQR99b7Q+iH6i1HExgOyHphl47bU1vPqqO/W2fJ/hs59NcOnSFjhPCj8f7fhJyOp0\nOtB1HUEQIE1TKfrReaWfUQWCaZpdFR2DP09Hq7WAn/ykgs1NIZYYRrchoq4LEcAwhFhAFf9kimia\nIgZ+6inhh1Cr7VfyhyFw/ryIge/cEf/WbIpYN89F8v6dd4ArVxI8+2wHP/5xiJs3u0WbRx5J8YUv\n3AXn4n5z7te/hvPaa2C1GrC6Ch3oNk7QNGGc8P77+2X+ZbG4KFoFLEucEE0TFQB7e0IM0LR9IYBz\ncfKoH2N1Ffj61w9uM8+BTkecRMsS3gpBIH5xLioKTHNfqFAcW1TNh0KhUCgUiiPDMAysrKxA13XU\nJ8ia0USIPM/hOM7ArHme5wMzkpqm9S1zLiP40zQNq6ur8DxvbLGgdztRFKHZbMoKBOBgnzu1L+i6\nLidj9BNSeiHhhiogikLFNOeAxJpJfSpmDXlAAJBtHr37SlM1dF0fWfzI87zLiPQ4wXmOK1fauH3b\nRhwDly/HWFjI0WgYePllF0D3Or18OcNjj3Xw5pserl/fDx1cl+OFF7bAWLOrlb7ouXAY5GNAQlen\n00EQBNjd3ZXtCowxeZ3TtZ5lmRSkLMsaKDy2WlX86Ec1VKtCBOBcxNpBIGJU0xSx79aW+HX5sqi0\nr1ZFlcD16yIevnQJ+O1vRWx769a+t+C5c+LvSSJEhQ8+EJ+7uipEhCAQ8XeW6bCsHXz1q3Vw7kDX\nc3CuAdCgaTE4318n/F5Jvr67K3onwlCoGXfvCkdGywJ+9avRDAZH4Z5AgSgSwf2kYkSa9h+TaBji\nGO75ruDChen2V3FkqIoDhUKhUCgURw7nHHt7e6jX6zLYKrYRAKKU2XEcGZQUR7sZhgHDMEodOcg5\nh+d5E1UeeJ6HWq02UXVB7z50Oh00Go0DAbzjiJF7h4kC5O5frKQY9fGvrMw5ZfaPaxaeoDVXDPqz\nLJvI4NJxHKRpWoo55mzQ762J/aD11VfP4Te/Eevqm99sYWmpDs4TcM6g6zb++38/g40NA1eupPj8\n5++CsYPXhm3bE5+zUY1MHcdBlmVS4Bok0Lz77hn87GcHfQ2KPPSQaDUIAjH9oF4XP7t+XcS4H34o\nfAAffFCIDUkifrdtkXz/3e+AT38a+MUv9rf5yCPC9yAIOF54oYE8bwIYfp2aug6dc6y8887B0YvL\nyyLzz7kocdjYEBUH04ZxjiNEg0EGDOPiecJz4YEHxElYW1NVBKcIJRwoFAqFQqE4NlAvP00KoPFk\njUYDSZLMPXNNffmMMfk7/blf9tk0TdRqNYRhOJVgwBhDs9mUx12EBJRJJzaMKjgAIgtfRssGTcqY\nRSvEcYYC3ONYedCLaKvRsLHhw3F0VKtbAPbXV54v4Yc/DPH44xEuXtwG5/2vRRpLSqLeIANKahEB\nMPYao8oYwzCQpmnf9zMW4OrVBbz0kjNgP4WXwdWrosoAEK39S0vC129hQYgEcSx+DwIhJsSxEBEY\n229ZWFgQMTJ1FFy8KAoEOh3gi1+M0WyKGP3pp1tIkoN+Gmsffwzvl78EGIM+zGvk0UfFh+i6KI/I\nc7FTjImM/rlzYkevXhWGg4dx5Ur3xIOyefJJ4E//VIkHpwTVqqBQKBQKheLYQEaBxXGQNA6x2Wwi\nz/O5jhMcVMGgadoBszbTNLG2tiYD80nIskwKBv1EkmJJ96TEcSwz64cJD2WNTjzM+O60EscxbNuG\nbdtIkuTYCgicc5imiTyPsbq61fc1lpXiG9/YRhw3D01003HS+ilOTqGfF6tPqCJm2Dmi6gLyIimO\nTKVWhiyzEUUcm5s+vv997147gODyZfG7polqf10H3nij+zNu3xbJ/Q8+GJ7Mt6ziiEXh4be7u//3\njz4Skw3ffBN48UVxPwhDhkceYQcq+W3ThPXxx9APM+g8e3Zf4WBsX6W4dEnsUKslRIBPflKMhcjz\n/pMNyI8gCIQK8slPCgWkeABlcZ9d76cdVXGgUCgUCoXixBBFEba2tkptSZgGCoYsy8LCwoKceDAu\ncRyj0Wh0+RcU4ZyjUqmUYiIJAJVKBe12e2CQZts2XNedyHcCwAEDQaDbQf9+5LgfPxk/2rbdN4Nv\nmqZsvzjs+vN9X1YPjSoWkUEpAGlaSj8venjkeT7Qb0LTKvjrv15Go9Gd4T5zRvj+bW6KSoBhkPfg\nK6+I9nzPExUFu7v7kwl9X1QV/O534u8LC+J1t2+LTgLTBG7c2I/ziWeeSfHYYw2YZgeadq8FC8D6\ne+/B/elP++/Q+fOimuCDD/anDQxjeVmUN0SR2DHOu1WQPBc7Wty5tTXxvnfe6XaOnJL4mWdQf+45\nOI4jK0+oUmSaiizF0aCEA4VCoVAoFCcKxhh2dnYmDmrLRtd1nD9/HuaYc8aH+RcUoWxqmUHnKEFs\ntVqV+zjIQBLYH0cIiGOiVhMyt0uSRAalg7Zx2imW1R936PvsncoxyTGM2uriuq70LKFxoXmeS4+R\n3nCFDEH7tS9pmovr12tIU2B728Bbb9lYXhb+ghToE9WqEBWaTeDmTdGCsLoqqvzbbRF7x7HwPXj6\naeA3v9l/79NPC8NE4rHHhFHi2proFOiHbQO/93tAo5HjmWe2YVkd6Ns6znzvL2FHfe5njz0m1I5x\nR9Z+4hPA22+P957FRSEwTFB5kF24AFarQUtT6EmCPAiQnD2LvbNnkfQRCGgUbRiG0kBVcfxRwoFC\noVAoFIoTB+ccm5ubXSPZjgrXdXH27NmRX88YQ6vVQqPRGJiNNQwDQRDAtm3s7OyUXuIeBAGazebA\nB/aimaFpmrJvvSgIUNtIkiRD20ds20aaprLf/7hOWCibYqaccy6nAZwUFhYWZOuMYRgDKxGGMYpw\n4Ps+oiiS1Q60zqi9Ydj7K5XKwEkqAhNR5INzH3/5lwdNEnVdePjdvCmMEK9eFcG97x+sTPB9YSFA\n79M0YS/w0ENioICui39//32R8GdM/HJd0bpw8aKI/7NMxOdxzHDmTI7337fw9AO7+JL2IlY+eGX/\nAx95BHj/fXDGwC5cQL60BLuoXAzj4YfFjoyDZQmDh42Nsd7W+dznsHnlCvIJQ0pd1+VYTjK5tW17\n6kk0ivJRwoFCoVAoFIoTCecc29vbR155EAQBVldXD33IpSCs2WwOzNp6nocgCBAEAbIsw8bGxkyC\nTd/3EcfxAUGC/CSo0qBMXNftKkE/7WiaBt/30el0jvFkhcGQASf5aozbHkTHP0zc652cQlAwOWyM\nKn1GGIYDxQNNM9Hp+Gi1Qrz9tnNv26IygN7y0EPAtWvd7yMPwkHUaiLGrlSA117b//nysmhvuHOn\neIyi0+CwRL6uczxyIUKcmajaEX7/4S2s23fQOruOzj3xabVeR/hf/gsAIHn0UaQXLkBjDNb167Bo\nFiQgSik0DTjMN4F45BGhfly/Pp6RoaZh49/9O7RnEODbto2FhQUEQaAEhGOCEg4UCoVCoVCcWBhj\n6HQ6SJIEhmFA13UZEFN2u4xAlXr+XdeFZVlI01Rm0cnYbRBxHEvBoF8AaRiGLNmlEXOcc7RarZkG\n2YZhwDRNGRhmWTbWqMZxP8vzvNI8Gk4KVIZ9XDw5RiUIglKqeUapOLBtG4yxAwJZtVodSRQkkeGg\n+GDh5ZfX8Oab9oH3rK6K2NqyhBdBr+4wqNL//JkMN26LthzDEAaIxXYFQAgKjz4K/PrX03kDnj2b\n46tfrUPT9hWHapbBvXkT0DQ0Ll4ESXseALfRgHPnDuyrV2Hcvg186lPAq68O/xDPAx5/XIxjLKod\nI9L6+tdxZ21t7PeNg+u6WFhYkKLmUUO+HXSfpHGgvu+feoFDCQcKhUKhUChOLTQWjoKSNE3RbreR\nZZl0Z+/tqfY8D7Zto9PpSLd5MvYaBRIHioaH/fB9H0EQyMqJWWWl+xkVWpaFSqWCPM/RaDRmnhG3\nbRtZlp3IzPu06LouA+jjcvycc3ieKN0nD4tePM/runYmYRThgIw/ixNTyCSRWmEOE9Acx4Fpmsgy\n4ObNAEnCceeOjV//+qBoUOTcOTFqsdiWYFkcf/BUhE9euovfXFvG5bN7MDQGw2BY1LcQ6VXYRgIN\nGl567yJe/nX/gPbRR0UCf1Jbiz/6oxYuXBg/mNd1HX6aYvm3v4VeLIcoQu6Oe3vCKHEC8rU1bP/x\nH6M5oSHsOOi6jrNnz8K2h3+fo5IxjpwDGQPAcjjG/iQfapNJkgSmaULTNMRxLO9feZ73bTFzHAer\nq6sTG+SeBNQ4RoVCoVAoFKcW6psuPnBWq1X5b8MIgmCiz0zTFPV6vW923bIs2Ypg2zbyPMfGxsZM\nA0qa/ECtB67rwnEcbI9ruDYFSZIc+6kCs4IxJr0iXNcFY2xgMF0UqCiIZoxJkQvYF4JoPCH9PI5j\nWQ0zbD3RuNAoiuR67Ne20ul0RvAQ6I9hGLJnnfazCP0bZWuHVaI4jiP9FQblO+M4RpLk+OUv1/H6\n66MHlzR8AAAWFhi++MUG1taa8MFgb9zG5y8UgmoOIAe8fAu4JwZ84sLuQOHg3XeBK1dEIn+SSYdp\nOlmYxhhDSqUU/fB9Mdrxd78DB8CrVegTtHt1Pv/5uYgGgDim7UYbtQULrtm9lti9NZFzoJlw7KUM\nuqYhyYU4YOmArgGMA52co5MB7YyDVtI5M4HZ3OwSkCchjmO0Wi3UarVpDvVYo4QDhUKhUCgU9xWz\nLiel7GcREgs8z5PZ1DzPcefOnZHH1U2KrutI0xS+76PdboNzjr1Re5+nxDAMOI4zE8+Ekwa1zpCQ\nU0TXdTiO0ze73q9ipB+GYSCOY2k012+dk9BAUzyo5YbENRIcaGyepmlyf2l7jDEYhgHGGBhjiOO4\n67Nc15VtL8X30Z/JdHPU6Qx0fVCpeqvV6ntsnC+NJRpomvAf2N4GVldzfOMbd8FYG3kOtHUd2blz\n8BoNaEOEk8Vw+LX7zjuiEyBN90c5jsr585O39cSMIbl8GW6vw6Nti/GO9wwc4mefxd2nn0alXof3\n1luw33xz5M+w330X5rPPIptx8brpuGibFdxILDyZczgGEOVAK+XYSRg2I4aMAZPsxQNWAjttIgFK\nmXhCVTynFSUcKBQKhUKhUJSM53lotVoIgkD6FxThnKPZbI7tUj8J1K5xmBdDmei6jjAMkef5iTUH\nnBVpmh6ovvB9f2DWfdSuYhIcJplc0c+DYZB3QC8kLBQrC8ivo4hpmjBNc+jo0WG0Wi24rosgCERW\n/Z7Rpm3b0DQLL700Xljz2GPAW28BKys5vvrVHTC2v185Y+gkCcxKBXajAQ6g98rhloc0AZ68EuON\nd5yBn/PWW4ebLRKaxnHlSoblZQbHaWHUmJxzDt/3oeu6bI1qPfQQ3Jdflq9h1SqSr38d7NYtaKur\nsD/8ENbmJgzGsB2GwKc/Df8zn0Htt7+F88orgz4KAJA+9BC2PvWpmYsGAJDFEQwrRA4Nv9nOoGEy\nkaAfHyYWHnJ8IJpe1KTKmNOM8jhQKBQKhUKhKJkkSWTg1Y+9vb25tAp4niezwo7jyIBrntBotXlV\nORxXfN8H51wG1FmWycoAGnF53ESWSVsVgP2WCF3Xu3w/RoEqVfI8l+eH1jFhWZY0QxWfY+PatSX8\n5CfeSAH35ctimsI/+2dNLCxsHvh3XdexyDmYpiGyLOiMwWk0oDWbyJ0q/v33H0W9offdtmVxfPrT\nMVZXI2xuOtjetrC9bR7qP1itMnzrW7fB2PhVSLZty5YgzjmsKMLKf/gPAID83Dk0nn8eO/f6+IF7\n1R8AOugWp0xNQ9hswt7ehvfKK0gffBDRxYsw220Ye3uAZSF66im07q1ZzvlcBFAtWESmG7iR2ONN\nfjgMzvGQFYF36mD55H4eKysrqFQq5e3XMUQJBwqFQqFQKBRzgjGGvb09NJtN2LYtS8UngTL6QHe2\nl7ZJ5eSO4xza9z5rKBvHGCvFrf+kQd8151yKBf1GDY5iJjhPqL1lWsYdxTmuH0atVkOSJIjjDFkW\n4h/+IcR77xl9X+u6wIULomq/1QJ2dhief76BhYV9Ic8wDNi2Dc4YooJYYeo6KpaLzi7w//3VGjjv\nDmDDkEHTNHzykymuXLkNxnLZmnT9+hp+9KP+peyWxfHlL7ewuhrBssYXavqtm1DXYdTryHwfXNPG\nGpnoui6SJIHNGBJNkz4CgPhuev0mphGYxsX0AuwaFWyneikCwnknQyVrg7Ec4EweF02a6bsPhXYg\nmk5zmr0NCNWqoFAoFAqFQjEnNE1Do9GQD6WO48AwjIkMufI873qA9zwPSZJIsYBzfq+MW/Spz9Nn\nwDRNOR6TXMrTNJ3YcPKkk+c5LMuS56EflDE+TkwrNlEAzhgTgXif7DRlyOn15J0wCpVKBWma3jNH\nFP4Qut7GBx9U5WvCELh0SUxP0HWg2QSuXi1uRcd//a8LeOEFBtcVLoaO4/QVTDLGsB0Bf/13B0WD\nIGD4l/9yC0AMxlLQIdCxPPBAG2Jw4kH+9b/ehqaNb1AoPjfoe103GRMHPyGMMUQAess3+n1Wp9O5\nN9Vi8oz9qGSdFkK0sFqp4noeIGb9qz5GIdBz+BpDu3VQ9CDfEfozwTkHYwy1Wq2vX8lpRgkHCoVC\noVAoFHOi2Wx2iQQ0AoyyVsVsV5Ik0kyOXPSLlQW9pnmdTge6rssS7iiKuoJUXdfh+37fcWK6rnfN\nIh80cqyXYuaNRlwCkMFcEc75vcBOP1bl+PMgz3OZxR3EKH4C88TzvIkd5gnf97sy0bQ+aV06joM4\njuV6oGBt2NqzbVteN61WS14XBOcR/tW/uos818CYjjfeqGB318THHw/PTr/6aogvfKEFy+pfqUAY\nRowvfamFRsPAiy+6ADScO5fjK1/ZA2ODDQ01rYWHH17A5z+/h709C3/7t/viBmMajOEf2xdd10sd\nc1qpVJAkydhVL1mWIQxDtFqtrqkdsyRm2lSigakxnMnriHf7V9T0tsZ0vffeiN77DdWqoFAoFAqF\nQjEHGGPY2NgY+YGaslmTPIAfVvLu+75sZ6Dgg0wUCRoNOKj33nVd6LouM7OjuP/TNjVNu6+mLFiW\nBdu2D23TOE4jK8mTYdL9oUqX3vcXjzEIggPnhHOOIAgQRREMw5Brs7hf47RP6LqNv/zLc2i1Di9r\n//a3d+F5OyNvu91eBWM5KpU9cD6KyCJcBSzLRRxb2Nsz4boMvt8G5+O3LJXZ2kLi5aRTXkhATJJE\nfodZls1MDIuDVWzkk5sRrpo5KvEWsglaxUzTxMWLFyf+7JOKqjhQKBQKhUKhmDF5nmNnZ2esh/xp\nAgIqpd3Z2ek7SaHdbkPTtKH+CsUxeNTyUKx46A0IR8lF0TYpyLgf8lfUMjJMNKBM+7QZ/jJpt9uw\nLGviVhoSifrhui4YY2g2mwdeQ+MiTdNEmqawLAumacoMMGNsrLJ4zjkWFxlarcNT+teuOXjiiZE2\nCwBYXKwjjuORpx8IK0KA8wymmWBxkd37++ifWaSMKSk0etO27alEq+K9hL5DXdflCNqyvE30cBFt\nWLibmgdHXYxBwgCumwDGFw5ocskg89vTyv11tAqFQqFQKBRzJkkSaYg4a4p9uUmSyJ7xfowatJdh\njtcLPXTPe8LDUUCB2SCoJeC4VBoUoakGk9Jv7RR9DoZtm4QBMvukCoZxW104T/GpT7Xx8ceHO95H\nkQ5N0wFoI1UQDPteh5FlWSnVJZ1O59DWjkEEQSANO2e1/hhjaLfbUnw0DEN6UYwDvZfrJj7KXXS4\nPpVoAABraCKOJz/mVquFhYWF6XbihKGEA4VCoVAoFIoZQtm8SqUiWwM6nU7pD+q+7yPLsmMZgPZi\nWdZcjNTmjeM4B4zUkiQZeKyGYUh/iOOI53kTZ4oHiQKTChGTj/3T8NFHo/Wj//a3DnZ3L6Be1/HY\nYxmefPIOGDtYak/eI5OW9ZcBVWKM0wpgGAYsy5JiwTw8NUjoobaFUQQTumfqui7NCOk962aM2FvA\nrXTyNgWdczTMAIHHkHYmE0abzSYqlcrE4tFJRAkHCoVCoVAo5gbnHDs7O8jzHGEYwjAMGTzRr9OG\nYRg/R4AXAAAgAElEQVQIggBxHKPRaMiRfGW66Jc1Nm8ekLHdaTNIdBynr6HasL7xPM/Rbrfhuu69\nkvfj1brBOZ8oo00ZYvLpKHpazOMa1zQHzaaHSqUNTbPw2mujB5kffWQgCBgWFtK+ogEg1nAURXNf\nw2TKR60c44iE1B4y73GfnHO5fmzbPlDeTy1LsqrgntnloP3UdQ3b+XQhLNM0gHHk8eTnIkkStFot\nVCqHV7KcFpRwoFAoFAqFYmI452g2m7KU2LZtWJaFOI7liDRy27dtG1mWyYfIYum+rusIggCMMTnC\nrTjST9f1LmEhz3PU63VpxEWf7bouTNOErusyQD0K8jxHnudgjCHPczQaja6H/Fk8vLuuK3tvjzOD\nRt2dZGht9yvBHuX7iKKor1HgUZOm6dh93K7rIk3TA605tm3DcZy5HCPnMa5dW8Zbb9WQZeN7CHz7\n23UwNtgkcdrjcBxnbNGQ7qE0uWCce4hpmtA07UjFOs/z5DXi+z4YY9KYlVoYRjsnHBmbTnzy9Rxe\ntIN8yvMRRZESDhQKhUKhUNw/UJaTMSb7iYumVkmSII5j5Hkus0EUII36sJfn+dB+dtd1u8a29UL7\nYxgG4jhGmqYHHoKLwSgJEdVqVf59HkZWxf5d6htutVozn/dNx07TEo5z5cZxy6qPi2maB9ZS8ZqY\nlFarJcuzARG00zV3VN8nueQfBrWeDBNQkiSBbdtTB6+cc5imOfR8J0kVr7wy+bi873xnAd/4hoEg\n2OnrdTDNMdCkknGrOCjQBjD2e0lQLLvSaRRc1+2azjGtr0mWJHgobOHdNJj4uggNIHNCWGhMJbSe\n9HvZuKhxjAqFQqFQlATNqD+uQVvxYZeEgDiOZcltb/BDpcZRFM3c7Z2qCmaVLdc0DQsLCwjDEJZl\nTb09qpzQdR1pmqLT6cjzOYhZtRN4ngdAPMTS/hxX00Hf99FqtY7tNTIK86oMoNJtOldHUaXRO+6v\nOCmBMtg0xpPG+Q3LhNPkiCzLZNactlcUSDzPkyXs1IuvaZqsJkrTVIos/c4LYz5u3Ajx4os+0nSy\ntfaZz6R46qk95Hl/QTMMw4kMT6k6ahJ/BNM0pUdBkiQjCxhk0GlZ1lxaFTzPA2NMrpFZCBWt8Cy2\nsn1/gaqRI+NAm41eaRYaOdayXWQTtiyEYYjV1dWJ3nsSUcKBQqFQKBQl0Wg0ZKb7uMA5l0Huzs6O\nfNA8bv3llKmc9X6ZponV1dWxKgAoMErTVFZYdDqdQ7NNuq7LvmJAOKCXETBTtpVzDtd1S9vurCEz\nueO29saFZtQPMz0sG9u2kee5NMQjIa+4BqkaaJISeApGKVgnEcqyLDSbTTn54bBtkyg3TLiisvk0\nTWV7ErA/ws+2hR8BfValUukymSyun8OM9nZ3l/E3f1Md7UQUCEOGPNfwta/FqNW2+nodTCMETis+\nua4L27ZRr9flz6jFqyhg03dK1SCAEKBmFf65rgtN02Z+nVvBAq5lgfAquMclvQUtbiLzFtDgFtpM\nx6rFcDMRQkKg5egwHZoGGBqHo3GssjqyaHJBzvd9rK+vT308JwXVqqBQKBQKRUmYpol6vX6shANA\nZMd3dnaOrPed/AbIIbsYfFDJNwUps3Ypz7IMt27dgmVZXZ4JxQdtGmFI8+KpNWIcqCS4GByUFdxT\n4EWz7U+CaGCa5lyEoXlAAS55SswDGouo6/rQLDeJVfTaw4JTMqUblIWO4xiWZaHdbo+0ztI0lR4H\ngyies979C8PwQFvTsBamNE3heZ4UO+j6BYRQt7DQATC+cHD2bIbf//0UQbAFxnLkeQjTzMD5/nma\nxk2f2pcmyf6T2ELnGoC8DwwTUeicFt9TZiUAVcfMY6oL4wznzAgZDJjI4PAMedwGy3PozS0sAFg0\nDGiphsumhcT0YLEY0Dl4fu8exHJk2XSVWfdb/l0JBwqFQqFQlEQcx8iy7Eh7knuhsWGGYRyZcNAr\nCFC5Mz38apo2d6fvWZXyW5YlA5dZlbNTwDJqMHfU9GaQTwvzPPc0heSw0viiaz55MQy67ql64bD7\nwjw9M8Yt/e81AyVPFkAEyG++uTDRfrz7ro1337Vx/ryLs2cTbGxYqNUYnntuB0kiMtSNRgO+708U\nKE/SlhWGIdI07XtfoZGHo1C81/q+X8p0CBKr5jUK1mIp8qgBmpXR727OyGsmy+DY+UyEy3n45hwn\n7q+jVSgUCoVihlSrVWkSVkYffVkcZkw4a2iqAj209VYVnPSsDXlB0IPprEUQKo+myRP9RgAeF06r\naACI7yEIgpl7D1iWNVZvOmXgB03YIMGg0+nM5L5AIsMkYxynpRgYRlGELJvu3nLjhoGFBQOf+1wd\nnteRWX6q1Jj0u2eMwXGcscSDKIrkNIbee+akAXG/1pBBOI4wmzQMA61WS1YYGIYx9/9jaApJp9MZ\n6diTJIFlWXAcR4ro5J8xqaBumiYWFiYTpk4qSjhQKBQKhaIkjpO/QRRFiONYZvOPskQ8z/MjCSJm\niWEYst0hy7IjGaNHvgtkjjhvqL3EsqyuoIG+Z8rGnUbRANifPz9LyBdinKAsSRKYpil9QwjDMOR1\nSAHvrCoJyHvgqEdM2vb438+5cxmefTaB43D4fgbT7CDLOnKkIwk4VPljWRbyPIdhGDIo7a2C6L3/\nUmUSTZmgILzoS9BrgGiaJtI0LX3NJUmCIAjk5/fuP1VQGYaBdrstJ9zkeS69Po7CuHPc89BrGkvj\nISfBsiycPXv2SEf+HgVKOFAoFAqF4hRCI7e2traOelcA4FQ9YI3iHj9PbNueW4kwQX3SJFAVIUf8\neVRfHCWznAIC7Jtgjiv65XkuA1mqPiABkTKv1MYwi6C+uBZbrdaRigdxPJowYtscly+nWFvL8OCD\ndQDiGDRNg+P40DTrgHhDgWuWZV1Zd03TukxRqTqBPBgcx0G9XpciwKB1ZNs2fN9HlmUzNxwsfj+W\nZcnru+j7Qq8peqx0Op0jE4Tb7TY8z+sagTsKjuNA1/Wx75m2bcPzPPn7afo/bVSUcKBQKBQKxSmE\nskKHuY7PC3rIy7Ls2I4KHBVytz/KKgoaSzcvZ3+a4EDB7LBRcBRQnWbRAIA0z3Rdd+BYwHGgAJ+C\nfWC6c5jn+YFrv5hNnsbcbxw6nQ48z0MURXNvS8rujevTNI7z5zlqtQyex2AYHBcuRNB1Dk3jcN0U\nJBYU8TxvqOhBAWvxGuScH/jeive84ojNYVUr1G5C76Vrnt5HAbOu63Ac54BR6qRr57BxrlQJMesR\nvcMgvwdN08beDzK/JbHnMJaWlmDbthyPej+jxjEqFAqFQnGK4Zzjgw8+ODY+AvSQyzmf2XzvWUMZ\nK/KyoAkMFMjPoy2EnNXJ46B3ekOZZphhGMoxlKMwzZi6k8q0Ah1dFxQIzUOQIsFjHuIT5xy+78M0\nzaFTEspFw3vvnUWlkuLMmSYYG+/7CYIAURQNDC7HXefkEUBTZkYxguScy1aI3ns4VY30G8NJlQqM\nsVK/20ky/GXCOUelUhnbRLMfw4Rf13XheR4cx4Ft23Lqzv2OqjhQKBQKheIU0++B8yhhjMkAi4KJ\nNE2PbOLDqNDDo2EYXYZcxcxcEARjuZtPAvUUF4UCz/NkaTEgApMoiuD7PuI4lg/5FGj0Zsdd10Uc\nx7JsmgIcMg8b9yGdtnMaRi+OyrRBRbG/fJ5iWtmB5SBM04RlWaWJBsVMfVGMJGiSy+XLNwEAkyzF\nLMvgOA5arVbX90vHMopoQGIQvX/cqgtaE4P2b9C/0b4FQVDq95tl2ZFWGgCTG0H2ous6KpVKlwBD\nf6Z2DEU3SjhQKBQKheIUc5zbAmh8F7VVFMczHvXDKQC5TxQEDyv9pSkaZTykU0kstQQA+4FSvzLi\nQZluKmPO81wKH1EUwTCMrmxpse2iX3n7uHQ6HVmVcdQlzfNiWnEuz3O0///27rQ7jWtr1/CsvqOR\n5C7ZO///j71jx4ljW4CgoPrzQWeuFJglAaKTdF9jZCRxI5cQyKynZpPnawHQKZ177oBWxoRhaF2/\nqgc2peX4nuettVXozAB9Heid9f7d42O0yejHG4/Ha0MJy7Lc+TWiAwUvpes6MzzV8zypqupF1Sy6\nVULk37DslLMXNumAyGPwPE8+fPhAQLAHggMAAN6wpmnk9vZWqqo6SnnnKWgVgg7haprG9HlXVXW2\ng6fjOBIEgTmkaM/5LoeEqqqkbdu1g19/ONqub3a1AmO5XIrv++Zx0GF3+xyI2rY1Q7y0okDk3+F5\nImJaLU5VPq6DJEUe7/Bpi4oOT7zmYGsfxzo4nesQ0x/od0z6munTNo7+gVVXGnqet3Yg33x+a0vQ\n5uO7efg95frbbde1q6IoLjocUkML3YKgmx9e8nXvPxZZlknTNGd53upgyV2DGN36opViGgCHYShR\nFJlqEOyOGQcAALxhk8lE7u/vZTAYSBRFcn9//6pKyIMgMHcX9eB57HJZXVO32esdhqEEQSB1XR90\nl07LXeu6NndaNZSwvfnVN7Sz2cxc21PlyofSN81PlTu/xC49/7qO7hqGd77US2cc9Nd7nuvxOMUs\nijRN19YJblYCnMpgMJA8z4/+vU2HDr404EqS5GItWZtf5/7Wk0PnzOgMhVO31WgVSl3X5t+2x9Dz\nPMmyzMwl0NcTjofgAACAN+zvv//+5U3jazyo9Q8j2rv/0kOCludrq8S57gre3t6aCgudNxCGofi+\nv7W0/zUOG3QcR9I03ekxvfTAtWOI4/jgu9K6qu/c1RcamOkd45eW9+sK2EvQypZjhxTHeu1pANqf\nj3IOugXA9trSbSn7fP2PWUERhqEJgrU6arFYSBRFpjJCv0fbHjff9+Xm5sbMmMHp0KoAAMAb03Wd\nTKdTqapq7U1vGIav9nC2ub5slzfftjebrutKmqYyn88liiLTxnGuu1P39/dr/693IzcDHdd1X3Qg\nvbRd701pW8Zr/lxf8twJw/AibUQ6VyFN0xcd+LuukyzLLtp2osPtjvnx+usPXypJEplOp2e/A+77\nvqxWK+uf6ziOFEVh5iA8J47jo32v1LBU2wi0JURny/T/7rJ9vx+PxzIej9/9msRzoeIAAIAL6u9U\n1zdHruse/Ia16zqZTCYymUx++Tld4Xeu8uFT0L7Vp9Zoify7EUD767U0Vz/GtVddJEmytsP9NYnj\n+KAS6KfWo70GehBarVZ73VXWg/e5NyqoKIoOav/R6p+u664i8DlmNVWapnt/HW2eW+t4SrtWB/Rn\nu/T/Ltp8PR6rvUjbuKqqMqHPPo+P53ny6dOnnQMPHAcVBwAAXEhVVfLnn3+uTe4XeXxTNBgMzJ2Y\nOI53Gv7VdZ3c39/LdDrd+vN5npvy+P4bLi0T1QFmjuOYKejnGny1qziOnywd3lw1uK0fVsuGRfYb\nXHgOaZoeZbPBpWRZZp5n+yqKQgaDwdnvvm8b6HeIsizXVu/tynEcyfNcfN+XNE1NsHeue3uHHmiD\nINh7veCxaal9GIZHHfCpQ/SOEYhcYktMfzPLLmzfA7e1atj+Ltq13UiDcQ3J9p374Pu+fP782ayN\nxflQcQAAwIU8PDzI9+/fn/11ruvKaDSSm5sb66GkaRr5+fPniw9dcRyL7/tmd7mW7F5Dj72WQydJ\nYspv+/vcRfZbw6bDCi/dvuE4jhlWeA13bx3HkTAM9777f4yKgVMMTNTPRx9f/Zrr80f7u1/yllgD\nPj3AvuQ51XWdjEYjc5g7dIDdrg5tEdHw7VJzDU49m+RYFQxaTXLOappjziEIgsBUBWgV1La/h/oD\nV/V7q77m9HPX73WHfo9zHEd+++23s60txToqDgAAuHJt28pkMpHFYmEGSIn8u5dbd3Mf4wDcf0PX\ndZ2UZXk1A6f0jeux3oSfYh3dIXYdInhq+njEcSxlWa7ta991JaWWrjdNc9CBUqsttO/+kCn0QRBI\nEAQmHNABa33D4VAWi4Wp8tFJ813Xmef9vmXqTdNsbRHalx6+9LXYdZ0MBgNZLBYSBMHRK2QOqbbQ\nNYqXrNaJouhk1Q7ae7+P/rDJ/vOtbVtZrVbma3gOxxzAqH/HKNvzRT9nrSjoPwZBEJgBli8Jt7Ms\nIzS4IIIDAAAuZN83d5tv4M5F7x61bbt298n3fVkul2c7fOtB9Fhvvuu6NqXhSqd6n1NVVUcrlz9E\n/7AfhqFpUel/XXe5g6lr63S14EvuROd5Lo7jSJIkO1Vh9Pe153kuVVVJlmVSluXW18xmWftmMKLt\nLP0w4am1fG3bmlkFx3j+9MM67QWP41iqqjJ76DXU01aHQ5Vluffd9Uuv0dQA5VTrDauq2qk9TGS9\nLUA3pPSDKG1h0SGEOmPlNa3F3YfO0enTv7vG4/GLPva1hNjvFcEBAAAXck299U9ZLpdmL7YeykQe\nD5PnvGOvB33HcY52uN924Nr1sHoMrutexVDA5w6BWgWgj5eWX3ueJ23bmuGTT01w31fXdebP3aSP\nm8jjnf5tgyQXi4V4nnfQoLttIZ2Wxtseq35Jtud55h/9ePsccjcfw34I06/m0DDhJfQO+a6rB/Vr\nfkme55309RlF0c7BiFZ+6dfXFphptZTIv4NqTxW+uK570TDSZjqdvihcO1VQhN0w4wAAgAsoikK+\nfv160cFih+qXil6iH/+Y09NttNf+lAHCU3fEz2nXA6PruhKGoak+KYrCHLBOeUDREnDd764VMPs8\nB475nEmSZO3wrkFTf2Vo0zRrIYqumNOQw0ZnjOR5LlmWyWw22/rYanXDMWePJEmy04C7XZ8vx6aD\nEEUeKw5OOURTt7HselA9ZE7EKR9Hx3FkNBpZB+VeUr/1RkRkMBisteY8xfd9+eOPP64uEHkvCA4A\nALiAyWQi9/f3l76MvZ3j0P6cMAxNef859Nsz+sMYtYRdp8tvO3BpX2+/oiCOY1Nefuk3wIeGF57n\nHXWn+y76h7NDnofHPqhpiLHPgTEMQ6nr2tyxj6JIPM8zA+X0eaI99hqSbLvuQ4caPuW5j3nJ1YL6\n9TvXbBLf99em/9sMh0MpimLv1pxjDjDcZtcg6FL6j5u2Ge3yfei3335jDeOF0KoAAMCZ6Z1HLbXu\nH7x0yvs1bDHYRu/Ebzu46yH6lOWkQRCYfvJzeW62hO/71jfnURRJnudbtyZcOjQQebyjeshjGYah\n2bxxLv0D7SHPsTzPJY5js6VAn8si//Zl7xOgHNJeUpalBEFgWm6Kotj6Wt8sa7d9LN0wcqzXw3Mf\nZz6fS5qmFwkPdQbHubY4+L6/02yN/pDNfXRdd9IQZLlciuu6Jw8o9uH7vpkdsVqtzOtNVwLv8vrT\nzTo4PyoOAAA4o67rZDKZPDl9/Rru6j9H3wD230bo7nNbCfGuE+Fd1zXD7vTj9weNXbq/uk83ENiu\nSQ+n13rn79Dnmuu6a3fFzx10HboyUuTfr4m2W4jIXnc8j2Wfx143RWx7nI81I2OX9YqbbRrn5vu+\nxHF8lqGsOp/iqT/npd+rdZBov5Lp2N/jRqORzGazo328fTiOI1mWSZIkpg2nr21bqetamqaRqqrM\nUFb9sX51jqLi4HIIDgAAOKPVaiVfv3598tfoofzaw4NNOu1d75RuDufSSfvbpvZr7/Jz0+uvjbYd\nbH6t9ECgfN8Xx3F+meZ/SboG8qVVA47jvHiLwr5O0XZwiQGVOh9BQ7Gn3pZroNa/zm2tMIcaDAbS\nNI34vi9lWf7yMU/RGrEpSRIzdFNEfvlekWXZWTYSaIWQHmaf+nXHet6cYm6FyONjds6WIpHH5+pw\nOJThcLjzdopt9OuvVWYaGF5DtdZ7RKsCAABntMtu8LquX+XaKd/3nzwY6+G6P+SsaRqz9/ta2zOU\nTvLvtxusVivz47rbXvfbbx6ytm0HuKTlcmlK3fexeYCM4/jsh+5jHRz0eXipKpZ+4KSzNLZVp+jK\nv36FhLZdbIYJh9LtCnpNg8HAVA+dY0K/67prd5+VHhb1GtM0NdeVJImZP1IUhalS0paQqqpMdcw+\nwZZtdkV/RoXOpjiWU4QGIo/PMX3N6ppI/eepFgYdhKqDSHe915xlmdze3r4oMFD65+M6EBwAAHBG\njuPs1Nd6yG71SyuKYqd+Wu3tDoLAlI2fckL6MeiGBX0Trv/ftq0p2d+cpL/pkkWe/dBDtyLoQW1X\nvu9LGIayWq3MHVmR51c5nkJd1+L7/osPbtcUWOksjTAMTRWBVh/1h+91XSdJkpjX2bbHQlsbmqYx\nh8Tnvk5d160dsOfzuQknNJjol9QfW9u2a59X/7r0mrIsE8dxJE1TadtW8jw3c1W0WkEDmLquZTAY\nmFWJWip/6PcaPXxnWWbmExxrUOSxQ4g+vdbNwE+3lWwLnfS5o4+7BleqP69Fnw+e58nd3Z35GuHt\noVUBAIAz+/bt207Dqrquk/F4fNb+VD1g6ko57TPV6e62suh+BcE+bQbHOPydkh7cbDMK+hPxnxNF\n0d5rBPeloYDjOOL7vukpPsaMhX6fvT5PiqK42N36JEle9Od3XXexQX+70LvDm8HGZpuGlrhr9cvm\noU/k8bn3VCuEDtGzVQwNh0NTCXWqrQqu624NDo5pOBz+Ug20GeTGcWzCCA0GRR6DDVtLkr7+XzKo\n0vb1PpUgCMyQ0027tqXEcWz+vsiyzFSG4G0iOAAA4Mx+/vy5037t597sn0K/ysHzPPE8z5T/Nk1j\nDo56J7IfElz7+q9d6KYLfcyjKDrqXAJd8abBjP53VVV7H4B1Mn9VVWZIoW4L0K/BKUKZ/mYC7YsX\nOW/lgd6VX61WLwoOsiwzv9/3fcnz/KqGb4r82/evrzVbJdJzww31Lr2GS2rX0nWR04Qt2rN+yGvg\nuY8rIuY1JiKm8kJ/rus6qevaVBDpj/WHse7jpVViXdfJaDQ66SwUrch46jptM0Q03ImiSHzflyRJ\naCV4RwgOAAA4s/v7+ye3KqhjD4Cz0en0aZo+e/DXMKEsy60bBbTn+JqGAO6iX8p7yuCjP71fZyK0\nbbvWT67iOF7bLCGy3muub/xPWT6+i/4WDBFZK20/lTRNXxQaPPVxr6V1oc91Xbm7uzOH+32uUe+K\n6x1k2+FW16lGUWQNEE6xDvFULVnbvj/tMxD0kOBWqw8ODR60SujYQyhd1zUBzXNVOqPRyMwW0KGu\n/coK2hDeL2YcAABwZru+8TrlYVD7W13XlcViYQb3PXdo7k84X61WEoah+TG9s3eJ6fQvoZ+DTvA+\npbZtzZv2/p+l/6130rcNV7S59D0gbY3Qw1+/jeGYdB6GiOw1rG0fOsPh2qoOtJ//06dPZujcc9fZ\ndZ0Mh0Pz9dENILY7xI7jmLvvNvsOGdzFsR/rJEnWpvH36fesXdqpNEzdZ/NIWZbi+740TWOql3al\nQ2NP0aqx2QKiQZ/OZ9HwT/+higDbEBwAAHBmux54TvnmLQzDtbuWh97x0yGOuo87z3Pxfd+URTdN\nY8qBz2U4HMpqtdp51oK+Ub7UbnqRx8df+6+v8Y73c/ohh5bD91saXipNU6mq6qTtEDrs7dpCA5Xn\nuUwmE0nTVL58+WIqO1arlcxms1+uu799QP9/l+eW7fOPougkz81jf5+r61rqut76fbZtW7MBRat+\noigyB2YNCPrrIIfDoWnV0u9pOnBx83uMtiCJiNn2IGJvH+nTtYmnMhwOJYoiM8MB2BfBAQAAZ7ZL\ncBBF0ckOScfeg715nfrGXaVpetbgQAeabb6p1zuuVVWZ8luRfw+Ml1aWpbkzrPMjLl1NcKjlcmkG\n7unsgENpMLXP0M1dbJbwp2l69dUy8/ncVAVov3mSJDIajaSqKinLUsqyNI9Vv7VA1/E9NcBvc/5B\nX9M0O22EeY5+/+nPTjmmqqp+Ge7nOI7p7deQ4BgHaN2k8u3bN0mSZG0o5WKxMH/mLrQa4pC5CiJi\nNqZosNG2raRpKoPBgFkEOApmHAAAcGa2rQr6RlbvZp3isO15nmRZdtZNDedaK6l3D3WHu/bj6ko6\nnd+gocI19+p2XWcOWJ7nXe3k/10Mh0NZLBZ73cnPssxMtX9JYGB77vm+L23bmvJwXVm3b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"text/plain": [
"<matplotlib.figure.Figure at 0x12b36c9d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Setup the figure and axis\n",
"f, ax = plt.subplots(1, figsize=(18, 18))\n",
"# Plot HH clusters\n",
"hh = refl.loc[(refl['quadrant']==1) & (refl['significant']==True), 'geometry']\n",
"hh.plot(ax=ax, color='red', linewidth=0.1, edgecolor='w')\n",
"# Plot LL clusters\n",
"hh = refl.loc[(refl['quadrant']==3) & (refl['significant']==True), 'geometry']\n",
"hh.plot(ax=ax, color='blue', linewidth=0.1, edgecolor='w')\n",
"# Plot LH clusters\n",
"hh = refl.loc[(refl['quadrant']==2) & (refl['significant']==True), 'geometry']\n",
"hh.plot(ax=ax, color='#83cef4', linewidth=0.1, edgecolor='w')\n",
"# Plot HL clusters\n",
"hh = refl.loc[(refl['quadrant']==4) & (refl['significant']==True), 'geometry']\n",
"hh.plot(ax=ax, color='#e59696', linewidth=0.1, edgecolor='w')\n",
"# Non-significant\n",
"ns = refl.loc[refl['significant']!=True, 'geometry']\n",
"ns.plot(ax=ax, color='0.75', linewidth=0.1, edgecolor='w')\n",
"# Style and draw\n",
"f.suptitle('LISA of % for Leave', size=30)\n",
"f.set_facecolor('1')\n",
"ax.set_axis_off()\n",
"plt.axis('equal')\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.11"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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