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@jGaboardi
Created April 12, 2017 22:26
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Edge ID data structure
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"# Edge ID data structure"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### In some parts of `pysal.Network` edge IDs are a tuple of node IDs. However, in the simplified graph it's possible for multiple edges to share the same node pair. This Gist shows two examples of this issue. It currently arises in the `graph_lengths` dictionary that uses node pairs as the dictionary key resulting in 150 edge lengths when there are actually 152 edges. This may be affecting other objects in `pysal.Network`.\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [],
"source": [
"import pysal as ps\n",
"import geopandas as gpd\n",
"import matplotlib as mpl\n",
"import copy\n",
"from shapely.geometry import Point\n",
"\n",
"%matplotlib inline\n",
"\n",
"mpl.rcParams['figure.figsize'] = 12,12"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [],
"source": [
"ntw_waverly = ps.Network(\"WAVERLY/WAVERLY.shp\")\n",
"waverly_geo = gpd.read_file(\"WAVERLY/WAVERLY.shp\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### `ntw_waverly.graphedges` and `ntw_waverly.graph_lengths` should have the same number of elements. However,...."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ntw_waverly.graphedges\n",
"======================\n",
"type:\t\t\t\t<type 'list'>\n",
"elements:\t\t\t152\n",
"ntw_waverly.graphedges[0]:\t(0, 17)\n"
]
}
],
"source": [
"print \"ntw_waverly.graphedges\\n======================\"\n",
"print \"type:\\t\\t\\t\\t\", type(ntw_waverly.graphedges)\n",
"print \"elements:\\t\\t\\t\", len(ntw_waverly.graphedges)\n",
"print \"ntw_waverly.graphedges[0]:\\t\", ntw_waverly.graphedges[0]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ntw_waverly.graph_lengths\n",
"=========================\n",
"type:\t\t\t\t\t<type 'dict'>\n",
"elements:\t\t\t\t150\n",
"ntw_waverly.graph_lengths[(0, 17)]:\t651.411190896\n"
]
}
],
"source": [
"print \"ntw_waverly.graph_lengths\\n=========================\"\n",
"print \"type:\\t\\t\\t\\t\\t\", type(ntw_waverly.graph_lengths)\n",
"print \"elements:\\t\\t\\t\\t\", len(ntw_waverly.graph_lengths)\n",
"print \"ntw_waverly.graph_lengths[(0, 17)]:\\t\", ntw_waverly.graph_lengths[(0, 17)]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# deep copy of `graph_lengths` and `graphedges` objects\n",
"lens = copy.deepcopy(ntw_waverly.graph_lengths.keys())\n",
"edges = copy.deepcopy(ntw_waverly.graphedges)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# sorted objects of the above\n",
"lens_s = sorted(lens)\n",
"edges_s = sorted(edges)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Duplicates\n",
"===============================\n",
"19 (78, 648) \t20 (78, 648)\n",
"78\t(623186.79597, 165554.18258)\n",
"648\t(623306.52263, 165683.91799)\n",
"===============================\n",
"93 (343, 345) \t94 (343, 345)\n",
"343\t(622743.35672, 165371.55744)\n",
"345\t(622899.84355, 165463.11908)\n",
"===============================\n"
]
}
],
"source": [
"# print the duplicates\n",
"dups_list = []\n",
"print \"Duplicates\"\n",
"print \"===============================\"\n",
"for record in range(0, len(edges_s)-1):\n",
" if edges_s[record] == edges_s[record+1]:\n",
" dups_list += list(edges_s[record])\n",
" print record, edges_s[record], \"\\t\", record+1, edges_s[record+1]\n",
" print str(edges_s[record][0])+\"\\t\", ntw_waverly.node_coords[edges_s[record][0]]\n",
" print str(edges_s[record][1])+\"\\t\", ntw_waverly.node_coords[edges_s[record][1]]\n",
" print \"===============================\""
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# create dataframe of duplicate nodes\n",
"trouble_nodes = [Point(ntw_waverly.node_coords[dup]) for dup in dups_list]\n",
"trouble = gpd.GeoDataFrame(trouble_nodes, columns=['geometry'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### As can be seen in the `.shp` plot below there are two cases where loop streets cause issues in the current `pysal.Network` datastructure. "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11b7c4050>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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JmZI7smrVKqhU7v1Idu/REUIIcVuMMWRmZuK9996z29ZisaCrq8vhug7jZlvjt9lsMBgM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\n3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rW1FTKZDLGxsYiMjDSaM/Wd73yHNnSb4lg0GFiWNVUwu9vCfr8Z9fsDAEkmxj0CsMLI\ndhbADyzN72mlpqYG58+ft2pfHx8fzJw50+pz8/l8vPjii/jb3/5GFJooKirCkiVLrIqZh4SEELXR\nrqqq4mwwxMbGEi02LMvim2++wQsvvGCwXaFQ4NixY7SSwggKhQK3b9/G7du3IZPJMH/+fKSmphqE\nDwoLC3H1qrk0pvEwDIPNmzfrGyutXLkSLi4uuHTpEqfj9PX1ISsrC+np6XZtAQ2MGLobN27EihUr\ncO7cOfT29kKlUoFhGPB4PKOPqKgou87B1P/axo0bERUVhXv37qG2ttZmz8boXhl9fX3Iz89HUVER\noqKiEBcXpw+BMgxjVU8OinNBlR6nIP39/fjss88QGRkJoVBI7M719fVFTEwMWltb8fXXX2PdunVW\nJ74FBARg7ty5+Pbbby2O7erq4hwy0BEWFkZkMDx48ABqtZqTyM+0adPg4eFBlMRZWFiIxYsX670M\nnZ2dyM7ORk9PD/H5nlb6+vpw4cIFXL16FfPnz8eiRYvQ1NSE06dPczqOzlhISEgw2L5kyRIIBAKc\nO3eO0/EGBwdx6NAhm7xt5pBKpYiKikJERITFsbNmzSI6pq0LvEQiQUpKClJSUqBQKFBaWop79+5Z\nVQ3U3t6OR48ejds+NDSEu3fvoqysDOHh4UhISEBaWppdQ0CUyYH6h6YYLMvi9OnTUCgUYBgG4eHh\nRBekadOmIS4uTu8qvH37Nm7cuGHTXJ555hlig8Pa8kTSC7lKpeIUBwe43fVoNBr93XBDQwMOHDhA\njQWO6NQb//M//xP//d//zUlQyZSxoGPhwoVYt24d5zkNDw/j+PHjuHv3Lud9SbB3e2t7Np+SSqWY\nP38+9u/fjx//+Md47rnnEBgYSHR8wHJ4Q5cwfOrUKRqKeEKgn+IUo7i4eFzL3JCQEMTExJi8SEyf\nPh2RkZHjnr9w4YJNOgMymYzIWAHAOTlNh4+PD3G1hDXZ32lpacQyv0VFRbhx4wYOHz7MWY6aMsLw\n8DBu3ryJ0tJSFBcXE72PDMNgy5YtJo0FHXPnzsWGDRs4e820Wi1OnjxpswFt6tgkTPaCqiuHfP31\n1/GDH/wAixYtgru7u0kDZWhoiPjaIZFI8Pzzz9tzupRJghoMUwiFQoGzZ88afZwImpsAACAASURB\nVE7XQGbshScsLAzh4eFGL6K6DHVbVPBIcyGMuS5JIY3vlpSUcH4tUqkUycnJRGPb2trwH//xH9RY\nsBKWZVFWVqYXDerp6cHt27fR2tpqdr/169cjPj6e6BwpKSnYsmULsRE4mnPnzuHChQt2rViwdztq\n0nHWaH80Nzfj888/R3Z2Nq5fv46+vj4MDQ2hubkZ9fX1BmJPpaWlxOdYuXIlZDIZ5/lQnA+awzCF\nOHPmjFmFNm9vbyQkJKCkpARarRZBQUEIDw83e8zOzk7k5uZixYpxeadEkPaZsMV9HxkZifz8fIvj\nBgcHcf/+feLFRcfSpUtRVFRk1kXe3NyMyspKACPCN0lJSZzuCn18fBAXF4ewsDDIZDKIxWIIBAJo\nNBr9Q61WQ61WY2hoCIODg0SPiW5aZAs1NTXjKis0Gg3u37+PgYEBo4btkiVLkJLCre9cfHw8JBIJ\nPvroI6NSxubIy8vDwMAA1q9fP+l3/cYgFZ1qbW3Fo0eP4OPjY3GsUqnEhQsXcOfOHQMDh2EYfcls\nZ2cnbt68CU9PTwQEBBB78wQCAd58802isRTnhxoMU4QHDx4QJf95eXkhNjYWTU1NiIqKIrojycvL\nw5w5c4hd/6MhTWTieuEezfTp0yESiYiOUVBQwNlg8PDwQEpKCm7dujXuOZZlUV9fb9BYp7e3FxUV\nFYiOjrb4/k6bNg3Lly/HrFmz7K6syLIsVCoVsXGhewwMDNi9IZMlWlpazIalGhoaoFarDUJnCQkJ\nVkuLz5o1CxkZGTh69ChnrYnCwkIMDw9j06ZNVnkqHAmp4FRfXx/+/Oc/w8/PDwkJCUhKSjL6v6pU\nKnHkyBGLIUNfX1/MmTMH5eXluHz5MhoaGiAWi+Hq6qrXdTHG3LlzERoaavQ5ytSDGgxTAK1WazIU\nYYzQ0FBs2rSJSNBJd/yrV6/ixRdftDx4DKQXVFvuhAUCAeLj41FQUGBx7IMHD9Dd3c25ImPJkiUo\nLCw0CGmwLIuqqiqjZZNtbW1wcXEx6cERCARYu3YtUlJSHCbBzDAMxGIxxGKxUY0IU7AsC7VazdnQ\nGBwctMrw6+3t1XtnzNHc3Ay1Wo3o6GjMmDEDGzdutOm9Cw4Oxr59+6yqZrl37x40Gg2nVtYTgY+P\nD3g8HvH/U0dHBy5fvowrV65g5syZmDNnDmbPng2hUKhvEkeaX+Tu7o65c+eivLwcDMNAqVRCqVSC\nz+frPRFj36sf/ehHnF8jxXmhBsMUoKCgwGRzG2Ns2LAB0dHRUCqVZiWjR3P37l0sX76cc6yR9IJu\na1x4zpw5RAYDMJKc+J3vfIfT8WUyGRYsWKCX9jVnLOior68Hj8cbp3AnkUiwc+dOp+1rwjAMhEIh\nhEIh58/bVMhELpejtbUVNTU1BmEzpVKJ0tJS4s+/vb0dEokEb775JqcSWVP4+vrqjQYu/0MAUF5e\nrm9aZY+52AOhUIjAwEDO2h8sy6KmpgY1NTVwcXFBfHw8BALBuARqSzx69Agsy8LX11f/2Ws0GigU\nCigUCohEIn2vEl2TKsqTg/MF6SgGKJVKXLlyhXh8fHy8vmJizZo1xG2ptVotZ8U9gDy729ZYe0hI\nCLEqX0FBgVWJnM8++yx8fX3BsiwqKyuJLsq1tbWoqKjQvz5PT0/s37/faY0FWxEIBJBKpfDz80NY\nWBhmz56N5ORkLFmyBNu2bcPPfvYz7N69G5GRkfokRy5eCYFAgICAAHz22WdQKpV2mbNMJkNmZqZV\nn0llZSWOHz9uVzllW7FV5GloaAi3b98mygsai+4awefzIZVK4ePjAw8PD71BpVKp0Nvbi66uLqSn\np9s0T4rzQQ0GJ+f27dsG3d7M4erqaqDVzuPxiBtLAbCqFn2iDAaGYYiT3+RyOQoLCzmfQygUYuvW\nraipqSGSvdbR2tqK4uJieHt745VXXiFunf0kwufzERERgfT0dHz/+9/HypUrOXWHjI2NhaurK+rq\n6nD48GGrel0YQyKRYM+ePVYttjU1NTh27JhN1UT2JDU11a5tukkZGBgYV0rJ4/EgkUjg6+sLLy8v\n/Wft6upKDYYnEGowODEajYZTbfiKFSvg5uZmsC0wMBDz5s0j2r+trY2ot8JoJspgAIDExETiePK1\na9c4X+DVajWuXLkCHx8fq2r5lUolLbkcRUBAAH74wx/iD3/4A5F3aNasWQaJt01NTTh48CDnTpym\nEAqF2LFjB3EZ7Whqa2tx+vTpCWsSZQ53d3csW7Zsws9rqZRSLBbD29sbPj4+2L1796QYNRTHQg0G\nJ6ayshIKhYJobEBAgEnVwkWLFhEvgCSVGKOZSIPBzc0Ns2fPJhrb19fHycugUqlw9OhRVFRUwMvL\ni9OdqJeXF5KSktDf348PPvgAVVVVxPs+DSQnJyMrKwtz5841OSYgIMBoT4eOjg5kZWWZbXTFBR6P\nh40bN+KZZ57hvG9xcbHRSprJYNGiRZx7p9iCRqNBTU0N0Vh3d3f867/+q4NnRJkMqMHgxJAm+QHA\nmjVrTC7eMpnMoh6DjoaGBuJzAtwMBnsYDeYWnbGQehmUSiWys7NRW1ur3xYUFEQU8/b390dCQoI+\nhqtUKnHs2DHk5+c7xd2os+Du7o7f//732LBhg9HnzJUAd3d3IysrCx0dHXaZC8MwWLlypVUlm+fP\nn7eb8WILDMPghRdewHPPPTchehHV1dVmNWBGM2/ePKtKtCnODzUYnBS5XI7q6mqisRERERYNgsTE\nRKJjNTU1cVroGIYhziC3R+3/jBkziOu6+/r6cOfOHbNjhoaGcOTIEaOGUnh4OPz9/U3uGxwcjJiY\nmHEXbJZlcfbsWXz55ZcTrnfgzPB4PPzkJz/Bq6++qv/OiEQixMfHWww1yeVyHDx40K6dQZcuXYpV\nq1Zx2ketVuOrr76y2xxsgWEYvZwziSYIV0JCQvDcc8/B29ubk+z6q6++atd5UJwHajA4KRUVFcQL\n9+LFiy2OIXXl64SAuECaV2CPpDGGYTjFb3NyckwmjQ4MDODQoUMm69AZhkF0dLTR+HtoaCgiIiLM\nXqTv3LmDI0eO2C1x70mAYRikp6fjZz/7GaRSqUELZEvoPq/RIlq2smjRIoNEYRKqq6s5NzpzJP7+\n/tixYwfefPNNrF+/3mjfGK54eXlh165dWLx4MTZt2oQFCxYgPDzc4s1BSEgI0fWIMjWhBoOTQupd\n8PHxwfTp0y2Ok0gkxKqMXA2GifQwACP9K0i9DIODg/j888/HGV/9/f04dOiQxWoIHo+H2NhYAwns\n0NBQzJw5k+iiXFdXh7///e9OtcA4A6tXr8a//du/cRKcAv4vfGTPPJH58+dj/fr1nPYh1TeZSKRS\nKVJTU5Geno5//ud/xsqVK62q2PHw8MDu3bv1qpI3b96Ev78/nn32WWzbtg0pKSkmryXWNP+iTB2o\nweCEaDQag3i6OebMmUP8D0pa3sZ1YZ9IDwPA3ctQWVmJ69ev6/+Wy+X48MMPiStCGIZBZGQkIiMj\nER4eTmws6Ojp6cGHH36Is2fPUm/DKFJSUrBt2zbOSopqtRonTpyw2F6ZC6mpqZyMhoqKCqfSZhiL\nu7s7nnnmGfzgBz/AK6+8grS0NLi4uFjcLyYmBq+99pq+B0VfX5/B+ywWi5GYmIhNmzZh3bp1mDVr\nlt5DREspn3ycQ76MYsDDhw+JRWtiY2OJj0uadMj1Ak7qYbBnHbvOy0DaYvfSpUsICQmBp6cnDh8+\nbFX3zP3798Pf3x8ff/wxcQKYDpZlkZ+fj1u3biEiIgIhISHw9vaGTCaDTCaDu7u7UzY7cjSxsbEQ\niUT46KOPOC3AGo0Gn376KYaHh60qkzRGamoqmpubLea9ACPf5draWptFlBwNwzAICQlBSEgIVq9e\njfv376OiogLNzc2Qy+VgGAaenp4ICwtDcnLyuEqVmzdvmrxu+Pn5wc/PDyqVCnV1dYiJiSEWiqNM\nTajB4ISQhiO8vb05ZSOTeg64Ggyk4+2ZAMgwDJYvX45Dhw4RjddqtcjKyoJIJOJ8Z8gwDDZs2KAv\nW33llVdw/Phxq4wOjUaDioqKcUlkDMNAKpXC1dUVrq6ukEgk+p/mfn8SjIyIiAjs2bMHx44d42SI\nsSyLU6dOQaVSEWuNWGLVqlW4f/8+kVhaXV2d0xsMoxEKhUhISEBCQgLR+P7+fqLQi0gkQnJyMn7y\nk5/QcMQTDjUYnBDScERERASn4zrKYJhILYbRhIeHIy4ujsg1LZfLcffuXQiFQqSkpBB7RXg8HjZv\n3mzQAdPX1xevvPIKPv74Y+LPyhIsy0Iul3MWKXJxcRlnRIjFYgwODqKpqQnu7u6QSqXw8PCAj48P\nvL294enpCU9PT6dqqhQWFoaMjAxkZ2cTK5vqOHPmDJRKJZYsWWLzPMRiMZKTk5GXl2dxbFdXl83n\nc2auX79OLOs9WeqTlImFGgxOhkajQWtrK9HYqWYwOEKXYM2aNeMaHo2lp6cHJSUl0Gg0GB4eRllZ\nGRISEizeDfF4PGzdutVo2EcikWD37t34+uuvcfv2bZtfh7UMDQ1haGhonDZAa2urxcZCEokEYWFh\nSE1NhUQi0RsfYx+enp7w9vbmJPFsDUFBQcjMzMThw4fR19fHad9Lly5BqVRixYoVNt/ljk5wNYez\nSEU7AoVCQZzYyePxOOmjUKYu1GBwMtra2ogWdh6PhxkzZnA69mQbDPb2MAAjyV0vvvgiTpw4YfT5\nzs5OlJWVGZy7q6sL1dXViIyMNHlcPp+P7du3my1H5fP5WLduHfz8/HD27FmnEmoiWcx0XSZJtQ1k\nMhn8/f0RFhaGmTNnIjg42O4uaF13ySNHjnAO+XzzzTdQqVRYu3atTfMiPS9pOehUJC8vjzh0FxcX\nx7nrKWVqMvUDoE8YpBfvgIAAznd8T6LBAADR0dFYtGjRuO1tbW0m9e+bmprQ1NRk9HgCgQA7d+4k\n0q5gGAbz589Henq6Uy0gpBd7Lm2b+/r6UF1djcuXL+ODDz7AO++8g9zcXLtXfnh6eiIzMxMBAQGc\n97158yY+//xzq79rw8PDxP1buJaETgZVVVWc+8PI5XJiCWyGYewSCqJMDajB4GSQhiO4ZiOzLEts\nMHBNpCO9m3PkHfiKFSsMpJxbW1tRXl5u9pxVVVXo7Ow02CYUCrFr1y7O4Z6IiAh897vfNdoPYTIg\ndZfbEnfu7u7GlStX8NZbb+HSpUuc2lhbQiqV4uWXXyYOD4ymqKgIn376qVUhg/PnzxMbQOZUQJ2B\nhw8f4qOPPsLBgwc55dpwadwWHx/v9O8DxX5Qg8HJII3dWmMwkCzYDMNMSYOBz+dj27ZtkMlkaGlp\nsRi/11FWVqaP/4tEIqSnp2PmzJlWzcHb2xv79u3DihUrJj2h0BEeBlOoVCpcu3YN7777LiorK20+\nng6JRIK9e/dyDr0BI5/riRMnOFXE5OXlcbqztvZ7MhF0dnbqW3IPDQ0hOzsb9+7ds7hfb28vUVkp\nMPIePPvss7ZOlTKFoAaDk0GaIa4TViHFUeEIgNwQcHQJoLu7O2JjY4nLUoGRMElJSQmGhoaQkZFh\n1eI0Gh6PhyVLluB73/se4uLibDqWLZAulPbMbO/r68OxY8fw1Vdf2a2EViwWIz093Wy+iSmqq6uR\nnZ1NpGlSUFCACxcuEB87NDQU7u7unOc0ESgUCmRnZxsotup0KyyFW65du0b82SUmJlqlJEmZulCD\nwckgNRjc3Nw4HdeRBgNpvNjRNdr5+fnIz89HTEwMp/2EQiH4fL5dcyx8fX2xbds2/PCHP8TSpUsn\nvHvfRIQkTHHr1i0cOXKEs8S4KYRCIXbs2GGVAVZfX4/Dhw+bDTOUlZXh9OnTnI6blpbGeS4TgVKp\nxNGjR9HT02P0+XPnzplM0O3p6SFuCc/j8ah34SmEGgxOBmn8dCoaDI70MOTl5eHs2bMARhZrUnex\nRCLBnDlzIBQKkZ2dbTIR0lp8fX2xfPlyvPHGG3jjjTewbds2LFu2DHPmzMHMmTPh6+vrkHLFiQxJ\nGKOurg4HDhywWytoPp+PLVu26MWzuNDU1IQPP/zQqMZFTU0N/vGPf3AKlwUGBhrocjgLGo0Gn3zy\nicX+KPn5+UZzPK5evUp8nUhOTqYtrJ9CaFmlk0F6oeeakf8kGwxXr17F5cuXDbaFhoZiYGDAbBKp\nVCpFYmKifsFWKpU4cuQIMjIyEBQUZNc5MgwDHx8fo6EklmWhVCoxMDCAgYEBDA4O6n+a+n1gYMBs\nkuFkehh0dHZ24sCBA9i7d69dEuN4PB42bNgAkUiEb7/9ltO+7e3tOHjwIPbu3auvbmhsbMSJEyc4\nhU8EAgE2b97sdAqbLMvi9OnTxOG40tJSKBQK7NixAxKJBF1dXSgqKiLal8fjYenSpbZMlzJFoQaD\nE6HVah2WmOgMOQz2DkmwLIucnBzk5uYaPVdUVBSGhoaMumc9PDyQkJAw7g57aGhIbzRYU9ZnDQzD\nwMXFBS4uLpylvscaFEqlEoODg6ivr4dGo4FarYZarYZKpYJarcbw8DDUarX+++AoD4MOhUKBDz/8\nEHv27LGLEcYwDNasWQOxWIyrV69y2rerq0tvNGg0Ghw9epSzTPjKlSudsiqgoKCAeMHXoVQq9deR\nq1evEhv+KSkpU6KklGJ/qMHgRHBZ1Lkuvo40GCajSoJlWVy6dAnffPONyTE8Hg/x8fEoLCw0yA3x\n9PREQkKCydc6MDCAw4cP4+WXX4afn5/d5mxv+Hw+pFIppFKpwfaBgQGLLc+1Wi0YhsEPf/hDDA0N\n6Q2OsY/u7m48evTIpnyEgYEBHDp0COnp6cRtyc2h6yMiEolw8eJFTvv29vbivffesypfJTk52W49\nK+zJ4OAgp4RNYMRg1mmHdHZ2ori4mGg/Pp9PdReeYqjB4EQ4clF/kgwGlmVx/vx5IoEdgUCApKQk\nFBUVYWBgAF5eXoiPj7f4Ovv7+/Hhhx9i165dVmkBTCYkeTA8Hg8eHh5EBhHLsujv70d9fT3u3r2L\nyspKzp+lznOza9cumytRdCxevBhisRhfffUV8T4qlQqFhYUYHh5GYmIisUJhdHQ0NmzYwNlQn4jG\nbAUFBZyadulkzXVVHrm5ucSfZ2pqKjw8PKyaJ2Xq41yBuKcc0rizNW5kRxoME9lLgmVZfP3118Rq\nfMCIvkJSUhLCwsLMehbGojMaSDUdnAVSb4CrqyvROF0nzbi4OOzcuRPf+973rNIgUKlUyM7O5lT2\naom5c+di06ZNRAu5RqNBSUkJBgcHoVarUVxcbLKaYDTh4eHYunWrVXkLjm79zrIsCgoKOM1n586d\nekOxvb2dSJ9Bty/1LjzdUIPBiXjSPQy2li3q4s5cY9fASM34W2+9xVm/Ynh4GCdOnMDXX389ZZoN\nkRoMEonEquP7+/tjz549WLt2LedFVK1W4/jx40QdRklJSkrC9u3bzX53tVotSktLDSolNBoN7t69\na7Z3RHBwMHbs2GF1rgfp/5O13y1dyIgEhmGwZcsWA0XUnJwcYkM+LS3NabUnKBMDNRiciCfdYLDF\nwzA8PIy3334bhw4dMtkfwhSxsbHYvn07vL29kZGRYZVL9dtvv8X777+PxsZGzvtONI42GID/66Gx\na9cuq3qafPrpp3bt8hkTE4OdO3carfpgWRaVlZVG21FrtVrcu3cP7e3t457z8/OzuUcIqUFlbUii\nrq6OeOzatWsNNEpaW1tRVlZGtK9QKMTixYu5To/yhEENBidiqhoMjm4+NTAwgF/96lf44osvMDw8\nDLlcjpqaGqJ94+PjsXXrVv3r8vT0xMsvv2xVd722tjZ88MEHOHXqFBQKBef9J4qJMBh0REREYN++\nfZx1QViWxZdffomrV6/aLbclIiICu3fvHrfA19XVmS2vZVkWZWVlBvoFnp6e2LNnD3HYxhTGtB+M\nYa1RQmowzJo1a1zCZk5ODvF55s2bNy65lvL0QQ0GJ2Kq5jA40sPQ3NyM119/fZzGf1NTEzo6Oszu\nm5SUZLRm3svLCxkZGZwvgAqFArW1tbh48SL++Mc/4saNG3aTQLYnE2kwACNCRpmZmVYZYZcvX8a5\nc+fsZjRMnz4dGRkZ+tfW1NSE+vp6on0rKirw8OFDSKVS7N271y4tmy2JKOnganDpePjwIdG4sZ1X\nHz16RJybIxKJ8Mwzz3CeG+XJgxoMTsRU9TA4ymDIycnBa6+9hoaGBqPP379/3+TimJKSgo0bN5r0\nfvj4+CAjI4PThbq7uxv19fW4d+8ecnNz8etf/xoZGRl46623kJeXh66uLoc22CKFVC3U1rvn0fj6\n+iIzM9Oq+vz8/HycOnXKbsbXtGnTkJmZif7+flRVVXHat66uDuHh4fDy8rJ5HrpQCAnWaDvoyl5J\nGFuZwkX4av78+Xb9rlCmLrSs0gh3796FVqsFj8fTP3RiScb+Nvcc6d8Mw0xZg8HeIYmOjg68++67\nRgWZRqPRaFBaWoqUlBSDOaSlpWHdunUWDRk/Pz9kZGQgOzubqEvoWPfy8PAwGhsb0djYiFOnToFh\nGLi5uSEhIQE8Hg8CgQAikQh8Ph8sy0Kr1UKj0UCr1ep/T01NhVgshkAgMHgwDKM3PgQCAdzd3SGV\nSuHu7g53d3ezXqaJ9jDo8PLywr59+3Do0CHiRDwdxcXFGBwcxLZt2+yiPunv74/09HSUl5cTh48Y\nhkF8fDxKSkrg5uaG1atX2yQ29vDhQ+Lus9aIWpkLs4zGxcXFoHx2cHCQWORJLBZj0aJFnOdGeTKh\nBoMRvvrqK6IOd/aEYRj09PSguLhYb0AYe/B4PNTV1ekNGj6fr3+M/nvsc7W1taitrTUwUEb/rnt4\nenqivLxcv/9ow8bUtqGhIahUKpNz1mHq7lulUuHRo0doaGhAZWUlvvrqK+KLoUKhQE1Njb6b4fz5\n87FmzRriC72/vz/279+Po0ePGk18G42leDTLslAoFOjp6UFFRQWRgaR7T7nA4/Hg6+uLwMBABAUF\nITAwEIGBgXoDYLIMBgCQyWTIzMzEkSNH0NbWxmnfyspKZGdnY+fOnXBxcbF5LsnJyfif//kf/Pzn\nPye6E4+JidF7FvLz86FUKrF+/XqrZaDz8/OJxolEIgQGBnI+Pun/SFBQkMH/Q0FBgVlZ8dEsXLjQ\nId8TytSEGgxGsGfXQlJYloVarSY6t1gs5pyt39LSQhTL7e7uJqpNH01JSYnZO0qdYSKXyxEYGAge\njweWZTE8PIzh4eFxr3natGloa2sjdu83NTXBw8ND39iJ612hh4cH9u3bh5MnT5p0IavVauKF2N3d\n3aF5HVqtFu3t7Whvb8fdu3f12z08PBAYGIiioiIolUpIpVKIxWKTc3HUQiCVSpGRkYFjx45x/p7W\n19fjww8/xO7du+2SZBcZGYl3330Xb775ptkFNiIiYlxYoLCwEEqlElu2bOFs1DU0NBBXIERFRVmV\nl0SaHzHaGNFoNMThCKFQiPnz53OeF+XJheYwGGEyDAYu57XmjmcyG0Tp3O9KpRL9/f2Qy+VQKBRQ\nKpVG5yWTyTBr1ixO52BZFklJSVa7kF1cXLBz506sWbPG6OJA6tbm8/mQSCSTIpfd29uLiooKlJaW\n4t69e8jPz0deXh6KiopQXV2NtrY2DAwM6M/pyDtHV1dX7N27l/PnCIzcOWdlZdmt02VwcDD+8pe/\nmFSYDA0NRUhIiNHnysrKcPz4cU49JzQaDb788kvi8da07QZGEoJJGB3uKC8vJw6TJCcnU+8CxQBq\nMBhhshLXHNnEyZHHdsTiGBwcDF9fX6JzR0dHIyAgACdOnLAplMQwDBYsWIBXXnllnGQyqcEglUrH\nhWLM4Yjv2uhqG7VajZ6eHjQ2NqK8vBw3b97EN998g4KCAly6dAnXr19HVVUVcaIkF0QiEXbu3GnV\ngtjV1YWsrCzOYQ1TeHt747333jPQIQCAgIAAi6qV1dXVOHLkCLH8cn5+vsXwlg5XV1d9OI0LAwMD\n6OzsJBqr8zCwLMtJIZV6FyhjoQbDGHTJaZPBVPUwOGJx1BkC5mLZPB4PcXFx+gtie3s7Pv30U5s/\nv6CgILz++utYtWqVXpSItJ5ep4Q3WQaDLrRlDo1Gg76+PpSVleH8+fM4evQo/vjHPyIrK0tf7WEv\nBAIBtmzZgrS0NM77yuVyHDx4kLh00BJubm54++23MXfuXAAjSZqzZ88m+qwaGhpw6NAhgyZmxnj4\n8OG4VuvmmDdvnlXhCNJQj0gk0hveDx8+RFNTE9F+kZGRRAY75emCGgxjmMyyOEcu6qSvyxnKAnUI\nBALExcUZvaALhUIkJSWNu6hVVVVx7txnDD6fj0WLFuGNN95AYmIisYdhsg0G0jwLXfLq6Hk0NDTg\nwoULeOedd3DkyBFUVVXZZX48Hg/r1q3D0qVLOe87NDSEw4cPcy6PNIVIJMJ//dd/Yd26dYiLi+P0\nv9TS0oKDBw+adOl3dHTgo48+Iq5IEolEeuOFK6QLf3BwsP41kiZhAiPJjhTKWKjBMIbJXDAdGTYg\nLVWzpo2xIxdHd3d3REREGGyTyWRIS0szKfF848YNlJSUcD6XqfO/+OKLiI6OJkrC042ZLIOBtJzR\nkpxzTU0Njh49ioMHDxIvTubQtaRes2YN532Hh4dx/PhxTk2WzCEQCPDTn/7UqkWxs7MTWVlZ47ww\nOmOCiwLod77zHasFm0grJHR9I7q7u1FeXk60T0BAAMLDw62aF+XJhhoMY5iscASXc1vjYSAtU3PG\nBkvTpk2Dn58fBAIBIiMjMWfOHItSul9++aXdkuZ6enrg7u6O1NRUJCQkwNvb2+g4hmH0AjeTZTCQ\nxvxJKxAaGhrw/vvv4+zZs3b5bixYsACbNm3i/B3WarX44osvODVLMgfDMHj++eet6o/Q09ODgwcP\n6vMUWltbcejQIU55IIGBgTblCJBWSOhas9+8eZP4fVuwYIFN+hOUJxdasdeCVQAAIABJREFUVjmG\nyTQYHOlhIMURVRK2IhKJkJ6ejqqqKosxZB1KpRL/+Mc/sG/fPqtzPlpbW1FbW6svXWQYBj4+PvDx\n8dFrR3R1daG/vx9DQ0MG1RGTYTAMDAwQ3+FybcCVn5+P2tpabNu2zebYdlJSEiQSCT7++GPORkhO\nTg56e3vxwgsvWCUyNhqGYfDcc8/BxcUFFy9e5LSvLr9i3bp1OHv2LHFCpI5169ZZ/b/W19fHSRBK\nqVQSe2d0wmMUijGowTAGHo+H5ORkffKj7sHlb2v2BcgXD0fmMDjTnYWfnx+Sk5ORkpICiUSiL7cj\nFZ1pbGzEzZs3sWDBAotjWZZFR0cHamtrUVNTg5qaGgwNDZkM5YhEIgQFBelL1liWRWRkJJ5//nn9\nnWZrayvUarXBez9W0GrVqlXw8PCAWq2GWq3G8PCwQQycZVkMDg5CLpdDLpejq6vL5CJLmpkPwKpF\nX9d8Kz09HaGhoZz3H01UVBT27NmDY8eOca5sKSwshFwux/bt2zl3yjTG4sWLIRaLcebMGU4GXE9P\nD37xi18gMjKSkyT2vHnzbHr/SENEbm5ukEql+Pbbb4nf47lz51rdypvy5EO/GWMQCoV48cUXJ/Sc\nLMsaSAdrNBq9qNHw8DBUKpX+p1qthlgshqurq15mWLePub9ramogl8sNDBbdeUc/goKCEB0dbSBh\nPFrKeOw2rVYLV1dXCIVCo8cb+zqNwTAMJBIJfHx84Ovri5CQEMyaNWvcRTgwMBCbN2/GRx99RHxh\nz8nJQUJCgkGsuL29Hbm5uejo6EBLSwva29v1GgWjxbO8vb2RmJhIdB6GYRAWFgZvb294e3sT9wZI\nTExEQEAA0VhgxPPR2dmJ1tZW/aOlpQWDg4MWm3Hp8PT0tEpJUaFQoLe3F0eOHMGOHTssliNaYvr0\n6cjMzER2djbn7p/V1dU4ePAg0tPT7SLwNHfuXIjFYpw6dYrIyzg8PIy7d++iv78fd+/eRVxcHHx8\nfCzuFxwcjFWrVtk0V9IKieDgYLAsSyzUxOfzrapmoTw9UIPBCRgt1ewo697DwwMPHjywOC4uLg7b\ntm3jdOyTJ08aKA7q0C3qOuNk/fr1iIuL01+QhUIhhEIh+Hw+sWcjOjoazz33HHElxNDQEC5evIhV\nq1ahsbERDx8+REFBAc6cOWNxYeDqLo+KitL/7ihvEY/Hg7+/P/z9/fXGDMuyqK2tRWdnJxQKhf5h\nyk3OxUDRwbIsqqqq0NvbCx8fH/T29iIzMxPR0dGcjzWawMBA7Nu3D0eOHOGcc9LS0oIPPvgAu3fv\ntksJYGJiIsRiMT755BOzn71Go0FJSYk+PKbVanHv3j3ExMSYNRSlUileeuklm//HSQ2GkJAQVFRU\nEL+viYmJtIU1xSzUYHhKmIxulbrtumOKxWK7XJAWLVqElpYW3Lt3z+QYlUqFnp4edHd34+bNm8jN\nzdW3K9Z5WizBpXvitGnTDCR4SXNh7BECYhgGDx8+hK+vr8HCqVaroVAo9OEMuVyOoaEhqxbX7u5u\n9Pb2AhipxND1/vjRj35EFPIxh7e3N/bt24fs7GzOQk09PT04cOAAdu3aZXOYBBhpA71r1y6cOHHC\naOhLZxyMzSFgWRZlZWXQaDRGG0m5urpi9+7dNrfM1mq1xAqPISEhyMnJIT62rZ8j5cmHGgxPCY40\nGCYahmHwwgsvoLGx0aDvhVKpRGtrKzo7O8cJLdXV1envyEnv8Lh4GJYvX27w90TnjBjrWyAQCODp\n6WkQ2pk+fTrWrFmDjo4Ofc6GpTtWlmWNeqdaWlrwq1/9Ci+99JLNoQF3d3dkZmbixIkTqKur47Tv\n4OAgDh06hC1btoxTcrSGmTNnYu/evcjOzjbw0rAsi/v375u9Y9c1HdNVJwAjZcB79+61ixekra2N\nSKZa57U01Rp+LDNnzrTK80R5unC+lHiKQ5gMD8NY7FkR4OLigk2bNgEYqQ64f/++PpPfmCpjV1eX\nfjvpayR9z1JTU8dpRUxk747Ozk7iO/OkpCQEBQUhMTERK1aswCuvvIKf/vSn+uRLY3R0dJjMMdBq\ntThx4gT+5V/+BZcvX+ZcLTAaFxcX7N69G/Hx8Zz3VavV+Pjjj3Hz5k2rzz+akJAQZGZm6o0gXUiG\nJLG0qqpKb4TpDCF7qSaShiP8/Pw46VZQoSYKCdRgeEp4kjwMOgIDA6FWq3Hz5k20trZaNEh0d1uk\nHgaNRmPxmNHR0Xj++efHbZ9ID0NpaSnROB6PZzTnQCqV6lUtV6xYYfAd0Gq1qK2tNXtclmVRUlKC\n48ePo6ioiNvkx6CTkl60aBHnfVmWxZkzZ3DhwgW7GKcBAQHIzMyEh4cH6urqiEMBAPTNvvbs2aNv\nmW0PSA0Gb29v4u+Fr6/vOIOXQjEGNRieEpzBw2BPWlpa8Ne//hUajYZ4zh0dHRgYGCBuDmWur4hI\nJMLKlSuxfft2o+d3RoMhPDxcLyxlDIFAgCVLluDVV1/VhzHa29uJ1T8bGhoMumFaC8MwWLVqFdas\nWWPV+5OXl4eTJ0/aRWjKx8cHu3btIu4looPH48HFxQX379+3eQ6jIS2d7e7uJvZyUaEmCinUYHhK\nIK3DtsZgmGixq+LiYhw4cADd3d0Qi8V6+VsSGhoawDCM1WEJf39/rF69Gj/+8Y/xzDPPmAwpTNQF\nuKOjg3gRIe0aqatc8PX15dT4acaMGbh69ard7vAXLFiAbdu2WVVVUFJSgqNHj9oUItEREBCA9957\nzyCp1RwMwyA+Ph4eHh64fPkyrly5Ypf3g2VZog6VGo2GWKtBIpEgKSnJ1qlRnhKowfCUQNpjQCKR\ncD42qffCHiWjeXl5+OyzzwzuHoODg4mP3dbWhqGhIeLxUqkUc+bMwebNm/Hmm2/i+9//PhYuXGj2\nTp0Lti4kxpIdjWEqHGEKmUyG1atXExs+rq6u+gX1+vXrOH36tF0MydjYWOzdu9eq72VtbS0OHTrE\nWePBGEFBQfjLX/6C6dOnWxwbExNjIB+em5uLy5cv2/xZ9/b2EiU8trW1EefGpKWlEfeZoVCowfAU\nwLIscVIcifjMWCYqP+LGjRtG9RcEAoFBVro5WJbFw4cPTc5FJBIhICAAs2fPxvz58/Hyyy9j48aN\nSExM1HeiJGGiEkFJGwrNnDmTs5FTX1+P5ORkotcdHh5u8JoLCgrwj3/8g1NpqinCwsKwb98+TmqK\nOlpaWpCVlWVQTWMt3t7eeO+99zB79myTY6KiooxqMVy7ds1mzwtJ23GWZdHV1UVkMPD5fMybN8/q\n+VCePqjB8BTQ1NRE5MoErJMMngiDoaamBufOnTP5fEhICNFFUiQSGfR8cHNz06tbzp8/HwsXLkRM\nTAyCgoKsuqvVMREGg1wuJ+5aGBsby/n49+/fh0AgQFJSklmjQSqVGv3elJaW4vjx40R3xZbw8/PD\n/v37icMCo+nq6sKBAwc4SWebQiqV4u233zaqABoeHo5p06aZ3Pf69eu4evWq1ecmySXp6uoi/k7F\nxcVxMoIpFGowPAXcuXOHaJyubp8rjjYY+vv7cfLkSbNjhEKh2Yu1i4sLYmJisGPHDuzatQvz5s3D\nM888g7lz52L27NkIDAw0MCRsZSJyGKqrq4nGcQ1HACOlmjojU2c0mCq7DA0NNfl6q6urceTIEbvk\nEuhKFGfNmsV5X7lcjkOHDhHdpVvCxcUFf/rTnwxklENCQohyaa5cuULsFRoLyXeqsbGRONmTCjVR\nuEINhiccuVxuVhFxNGFhYVYt6qR3kNYaDFeuXCHqUmls4QoNDUVGRgb+9re/4d1338W+ffuwfPly\n+Pv7E8VurV34J8LDUFVVRTRu+vTpnMMRY7P7BQIBEhMTx7X25vF4Fr1SDQ0NOHToEHGnUXOIxWLs\n2rULycnJnPft7+/H0aNHias+zCESifC73/0OS5YsQUBAAGbNmkX8mX/22WecFS0BGPRDMYZCoUB3\ndzfkcrnF79X06dPNGtgUijGowfAE09XVhezsbOIF3ZqLMADiu0exWMz52AqFAoWFhcTHDwoKAo/H\nQ2JiIv7whz/g8OHDyMzMxPTp0w0MFmfp3mmtwaDRaIh6gwBAZGQk5+NXVFSM28bn8xEfH28Qo/fy\n8iIyBFtaWnDw4EHitszm4PP52LhxI5YuXcp530ePHuGLL76wS9WCQCDAb3/7W2zdupXT90SlUlns\nV2EMSw3NdJURWq3WYkdX6l2gWAOVhn4CGRwcRGFhIa5evUq8mEskEqvi3LrzkZ6DKyUlJZwS59LS\n0rBkyRKkpaWZvYg72mBwtIdBV+1BAleDQS6XmxQI4vF4iImJAZ/PR0tLC6ecl87OTmRlZWHPnj1W\nJdeOhmEYLF++HDKZDF999RWn97G8vBz379+3i4w0j8fDli1bIBAIUFxcTLxfZ2cnbty4gSVLlhDv\nY67rpEqlMvBamHs/vLy8zCZuUiimoAbDE4Iu+7+oqAglJSWcE82Sk5OtLnvkYpRwpbKyknhsTEwM\nNm/ebNcyMWc1GEgT+Dw8PDgnslZWVpqdF8MwiIqKglAo5Lzw9/T04ODBg9izZ49dehekpaVBKpXi\n008/5XTHfvHiRURFRdlF2ZTH42Hjxo3g8XjE3jBgpHKCtAqlsbERubm5Jp9vbm42KGM19788f/58\nu0iSU54+6LdmitPd3Y2cnBy88847yMrKQkFBgVVZ6ampqVadX61WEzfD4RqSUKlUnJrnbN26ldhY\nsGdfC2M4OpRBajDMnDmT81yMhSPGwjAMnn32Waxdu5bTsYGRMNPBgweJZY4tER0djd27d3P6fj16\n9IjT4m4JHo+HDRs2GCRCWkKlUuHGjRtEY83pOIztYCmRSEwaDGKxGHPmzCGeI4UyGmowTDFYlkV7\nezuuXr2Kv//973j77beRk5ND3PPeGPHx8VY3xyENR7i4uHBeuGpra4nDEevXr+d0tzjVcxg6OjqI\nxllThkiqEhgTE4MlS5Zg3bp1nM8xNDSEw4cPE+dhWGLGjBl4+eWXLSYGjiY3N9cuOhE6GIbBunXr\nEBUVRbxPcXGxxe/Ao0ePzL5PbW1tBjkL5nId5syZY1UuEYUCUIPB6dHJwRYUFODUqVN455138Je/\n/AWXL1/m1AzHFG5ubli9erXV+5OGI1xcXDgfm/QONDAwkHODn6mewzAwMEA0zs/Pj9Nx+/v7iasZ\ndHHwuXPnYvPmzZzd3CqVCkePHrVbv4WgoCBkZGQQL4hyuZxTyIsEhmGwZcsW4ve9v7/fooFmTp6b\nZVncunULXV1dUKvV4PF4JqsfGIbB/PnzieZFoRiD5jDYiFarhVarhUajsfhT9xgeHjZ46Nz6uodS\nqYRcLodCoUBvb69dysCMwePxsG3bNpvEWxyZv0BaemZNp72pbjCQhp24vu+kAl/u7u4G+QuJiYkQ\niUT45JNPON21azQafPzxx9i2bZtdkhD9/f2xbt06i7odOgoKCuxy3tGIxWJs3rwZf//734k+38rK\nSoSEhJh83lzjq+bmZr22RF9fH6RSKXp7e416GaKjo+3aOZPy9EENhjGwLIv333+fyADQarUOj4U7\nCj6fjy1btmDGjBk2HYe0qZU1blDSEjxbX4M5HG0wWAtprgZXwSRS74KpBSk9PR0nTpywWNY3Gq1W\ni5MnTyIzM9Mu2gAJCQnIz88n8sBVV1djYGDAbr1BdAQFBSEuLo5IA6WyshLLly83+by571JJSYnB\n3wqFAmfOnIG/vz8SExMRHBys35+WUlJshYYkjNDc3Iy2tjZ0dHSgq6sLPT09kMvl6O/vx9DQEFQq\nFTQazZQ1Fry8vLB//36ryyhHQ7owiEQizscmbV5kjYfEWT47a+dBGqvn2niJ1MCQSqVGt8+cOdOq\nZlHDw8M4duyYXXQaGIbBihUriMayLIu6ujqbz2kM0v+vsTkIYzGVX9TV1WXSC9fe3o6LFy/iiy++\nQE1NDQIDAzl1daVQjEENhjFwaX08FYmNjcVrr71mN5U3R3oYpjKODkmYWrDHwrXpEunnaS4nJSQk\nBC+//DLxHHUoFAp8+umndulyOXPmzHGqlKaor6+3+XzGmDVrFtG1hGVZs91kp0+fbjQ/pKSkxOL3\np7u7G9euXUNnZ+eEtVynPLlQg8EIT2KNckREBPbu3Yvt27fb1FRpLI70MDgSR188HW0wyGQyonFc\nJYhJv/uWFvWAgACrOkw2NDTg5s2bnPYxBsMwRhtEGaOlpcXm8xlDLBYTG+bmckeMiaoNDg4SGzoi\nkQivv/460VgKxRxP3spoB54UD4NEIsH8+fPxxhtvYPfu3Zg5c6bdz0EqlmNPMaWxWLP4O3pBd7RB\nYkkmWAdXg4HUE0TiifD29sa+ffs4l+xevnzZLn0nwsPDicaRVpxYA+lrtzSHZcuWGWgrlJSUEHti\nli1bZnXZNIUyGmowGGEqexh0nQlfeuklvPnmm1i7dq3NMrzmIF1Qne09nYjmUI48PqlK4qNHjzgJ\neZF6gkhDFzKZDJmZmQgKCiKeg0qlwu3bt4nHm4LUu8ElQZMrpAaYpcXf19cXmzdvBsMwUKvVxJ1K\n+Xw+fvGLXxCNpVAs4VxXcSdhqnkYGIbBjBkz8Pzzz+OnP/0pduzYgZiYGKulnrngyPJE0n2siXk7\ni4fB2uN7eXkReW20Wi3u3r1LfFzSBY5Lqa+bmxsyMjI4iUgVFhbabKyRerUcaTDY09MUGxuLHTt2\noKamhnjOc+fOtaodOIViDFpWaQRnuxs2hlgsxowZMxATE4OoqCi7l4WRQrpYW/Oe2iueboypbjDw\neDz4+/sTqTLm5OQgMTGRaAEl/R61tLRALpcTV6i4uLhg586deP/994kqN3p6etDV1WWTd4zUW6JS\nqcCyrEPCSPb+HkRGRiI8PBwNDQ1obm62uN9PfvITouNSKCRQg8EIzuhh8PDwQGhoKMLCwhAWFgZ/\nf3+nMGwc6WGYygbDREhPh4WFERkMcrkct27dwqJFiyyOJXXjDw8PIycnB+vXrycaD4x8h7ds2YJD\nhw4RjW9qarLJYODz+eDxeBa/HzpdlYnwyJmC9PtSWloKkUiElStXoqenByUlJairqzMqlhUTE0OV\nHSl2hRoMRuCyEDMMAx6Pp784WfopEAggFAr1P0c/Rm9zdXWFVCqFu7s7pFKp01UZ6HDkwkhquFnT\nD8DRBoMjPS86oqOjiZsX3blzBwsXLrT4uiUSCby9vfXqgeYoKirCsmXLOOlghIeHY/bs2UQNrpqa\nmogrHYzBMAxEIhGRtoRKpXKIwWDP7xnLssjLy9P/7enpqW/lXlJSgurqaoNQxfe//33uE6ZQzEAN\nBiNs374dWq2WyABwhrv8yYR6GIwzEQZDWFgYpk2bRqRo+OjRIzQ1NZmVINYxe/ZsIkNEo9Hg22+/\nxXPPPUc0Xx0zZswgMhhIZarNIRQKiQwGazq8kmDP71lNTQ1aW1vHbZdIJJg3bx5SUlJQXl6O+/fv\nw8vLCy+88ALn+VIo5ni6VzsT+Pv7IzAwEP7+/vDx8YGXlxdkMhmkUikkEgnEYjEEAsFTbywA1GAw\nBemcbAl/cVE0BEAkUwyMtDonfX9Iui2OhbRiwh6llaSJj6TlwVyxZ17EaO+CMQQCARISErBlyxb8\n6U9/okJNFLtDdEVmGCaLYZh2hmHujdn+BsMwFQzDlDIM84cxz4UxDKNgGOano7ateTy+mmGYX47a\nHs4wzLcMw1QxDPMRwzCix9vFj/+ufvz8DFteLMX+0JCEcSbCwwCMqAmS6g2QSiD7+voiOTmZaKxc\nLkdDQwPRWB2kolP2MBgm6nMwhb2+Zw0NDaitrSU6VlBQEM1doDgE0v+SDwGsGb2BYZjvANgIIJFl\n2TgAfxqzz/8A+HrUeD6A9wCsBRALYCfDMDr5st8D+B+WZSMBdAPY/3j7fgDdLMtGPD7e7wnnS5kg\nqIfBOKRzssddYFpaGtG49vZ2TmI/pO8/1/bUpH0w+vv7bS6tfBIMBpZlcf78eeJzPvPMM9S7QHEI\nRP8lLMteBTA2C+p7AH7Hsqzy8Zh23RMMw7wI4AGA0lHj5wGoZln2AcuyKgAnAGxkRr7ZywF8+njc\nIQAvPv594+O/8fj5FQz9T3AqaFmlbce3B7NnzyZK2NNqtcTNqDw8PIibJzU2NhKN0yESiYjna6tG\nwlQRFjM3z/LycuL32MPDA3FxcfaaFoVigC3/JVEAljwOFeQyDDMXABiGcQPwCwC/HTM+GMDDUX83\nPt7mA6CHZVn1mO0G+zx+vvfxeAMYhnmNYZjbDMPc7ujosOElUbhCQxKTc/zRCAQCeHh4EI3l0r0y\nISGBaBzX/zldZdFEMJGeHluOa+p7oNFocPHiReLzLVq0yCnLwilPBrb81woAeAFYAOBnAD5+fPf/\nW4yEF8ZemYz957Bmtpvbx3ADy/6dZdk0lmXT/Pz8SOdPsQNPekjCHp0TzWEv6WnS0kYuBgNpboSu\n5bszMtVDEnfu3CEqcQVGRLfmzJlDPDcKhSu2lFU2AjjJjnzTbzIMowXgC2A+gK2PkyA9AWgZhhkC\ncAdA6Kj9QwA0A+gE4MkwjOCxF0G3XXeOUACNDMMIAHhgfGiEMok4g4fBmkXd0cJKE92rgrSVtFwu\nJz6mSCSCq6srUXMmpVLplFohU8VgMIZSqUROTg7x+KVLlzrlZ0B5crDlv+QURnIPwDBMFAARgE6W\nZZewLDuDZdkZAN4C8J8sy74L4BaAyMcVESIAOwB88djguAJg6+PjZgD4/PHvXzz+G4+fv8w6uhsQ\nxSaam5vx8OHDcWVq1nxspBdxa0IST5rBQOph4NIDAhiRdCaBROtgMpgqBoOx70FeXh5xJ00vLy/M\nnTuX09woFK4QeRgYhjkOYBkAX4ZhGgH8PwBZALIel1qqAGSYW8xZllUzDPNDAOcA8AFksSyrS4r8\nBYATDMP8B4BCAAcebz8A4AjDMNUY8Szs4Pj6KA5mdPKaRqNBbW0thoeHUV9fj2nTpiEkJAQikciq\nOndHhiQczUQbDKR6A1zfK3u2u54MpqrB0NfXR6ziCQArVqyguQsUh0NkMLAsu9PEU7st7PebMX+f\nAXDGyLgHGKmiGLt9CMA2kjlSJofRC1VbW5teMU+tVqOhoQGNjY0ICAjA7Nmz0dvbC+D/Lo6jL5LG\ntikUCgwMDJhcVHXb29vb9Qp4lo6p+/3Ro0f6+Rg7pu730d6S0ccbe+yxz7W2tuqTAccec/SjsLDQ\naAa8pTK7sZBm0peWluqNAGOL2dhtDQ0NRpMax76mO3fu4OHDhwbvzdjjjf69oaHBpBE5ev/r169D\nJBJZfO9NbauurtZvYxhG/xh7nmvXrhnMb+x7zPVvYMSYLisrQ2Njo14V1sXFBe7u7uMW97H75+Tk\nEKtPBgcH08oIyoRApaEpNqEzGHSL61i0Wi1aWlrwt7/9DQUFBcQ1+MCIFK6xY46lq6sLt2/fJp80\nRpLJSOL5fD6fWGjImuNfvHjRquOPpba2FvX19RbHqdVqtLW1ER/37t27RK8jNzeX0+uorKwkuvu/\nfPmyTXfOJO8JMLJAO6JSoqGhAQ8ePDDYxjAMPD09ERQUBD8/PzAMY2AwtLe3o7CwkPgcK1eupLoL\nlAmBahtTbEKXbNfR0WExPl5QUID29nazY0Yz0W79qYyj3itH5XpMVLmjI/NgSDA2f5Zl0d3djbKy\nMty5cwd9fX0Gz1+8eJH4fZ89ezZmzJhhj6lSKBahBgPFJoKCgkx6F8ai0WhQVlZm4CY2x1Q2GKby\n3B0Nl9dsq8FA2oHSUb0kLKFQKFBQUIAbN25gcHAQtbW1qKysJNqXYRjOjb8oFFugIQmKTfj7+2N4\neJhTuR5ppr4jF11HV0lMNFPJw8AlEdHW99+R4l8kkHo4ysrK8M4776CrqwsuLi5ErzslJQVUd4Yy\nkVCDgWITo5PISJBIJIiJiSHaZyrfpU/luVsDl+/ARBprk+1hINVFGBoawr179/DNN98gKCgICxYs\nMJsTIhQKsWzZMjvNkkIhg4YkKDbR2toKhmGILow8Hg9xcXHEF/GpXFY50TjKE+IIg2YiSx0n28NA\nqmPR39+PgoICsCyL5uZmfPHFFygqKjL5Xi1atIhYe4NCsRfUYKDYBMMwmD17NmJjYy0uWrNnzyZW\nJNQdmwRnDEk4q4dhqoUkbIXUOJ1sg+Hhw4cGst1qtRpFRUX4/PPPxyUKu7m5YdGiRXadJ4VCAjUY\nKDYREBCAPXv24Je//CU2bdpk8gIdHByMgIAATsd21kXXGZnsXAtnDUmQehgcFZIQCAQW5zA8PIzO\nzk6jhlRvby++/vprfPPNN3pxrGXLlhELalEo9oQaDBS7EBgYiH/6p3/C//7v/yImJsbg7lAmk2HW\nrFmcjzmVDQZnnbujPAxceJpCEgzDQCKRmB3T3NwMjUZj8n3RCVCdOnUKHR0dSElJccRUKRSL0KRH\nil2JjIzEW2+9hU8++QS5ubkYHBw0uMAZU/4zpQaoVCrh6empz5bXtUXW/a37GRAQoPdeWDqm7veO\njo5xOv2jFQF1v8+YMUMfKx597LHnGfucRqPR19frFr7R89c9YmJi4OXlZXSuYzH1HMMwCAsLQ2ho\n6Lgk1LHqhn5+fggJCTH6uo397eLiAqVSCa1Wa1RZUfd3WloaJBKJ0STYsWOHhoYQGBgIjUajXyh1\nP3Xn0Wq1cHV11fdHMPWeW9o2bdo0NDQ0QCAQ6O/2hUIhRCIRhEKh/uHt7a0Pl42dvzV/sywLtVoN\ntVqNoaEh1NfXo6enZ1yF0ODgIHp6eoiMo8HBQbAsSyWgKZMG44x3Z7aQlpbGclX9o9gflmVx48YN\nBAUFEbdJplCeRM6dO4eysjLIZDK0tbWhpqYGAoEAEokE33zzDTo6Oog8Uh4eHjh//jzn0B6FYg6G\nYe6wLJtGMpZ6GCgOgWEYmphFoQBYtWoVVq9erf+7t7cXZ8+exbkS4HAVAAAgAElEQVRz59DZ2Ukc\nvvre975HjQXKpEJzGCgUCsWBjDUIPDw8sHXrVqjVauIqjoiICHz3u991xPQoFGKoh4FCoVAmmG+/\n/RYzZ86Eh4cHbt26pe+2agwej4ff//73k14JQ6FQDwOFQqFMIAqFArm5uQAAHx8frF69GosXLzZZ\nTbFmzRqkpqZO5BQpFKNQDwOFQqFMIJcuXdJrKgAjIYuIiAhMnz4dt2/fRlVVlb7EUiaT4d///d8n\na6oUigHUw0ChUCgTRFNTEwoLC40+JxQKsXDhQjz//PPw8/MDj8fDq6++Ch8fnwmeJYViHOphoFAo\nlAmAZVl8/fXXFsf5+vpizZo14PP5eO211yZgZhQKGdTDQKE4AbSB1pNPSUkJGhsbicby+Xy88sor\nVAKa4lRQDwOFMsmUlZUhNzcXe/bsgUAggFqtHqd6yLIs2traoFKpDJ4bq6IIjNyhmlpo+Hw+eDwe\n+Hy+XjFw9LGMPRz5PDBeAXO00qax12du29jnWJbF8PAwent7UVxcDLVabaB+OfpcOhnnmJgYqNVq\naDQavVqjTjpapwwplUrh4+MDHx8fBAQEWOzWqlKpcOHCBbNjRpOcnDxOkZNCmWyowUChTCJlZWXI\nyspCY2MjLl26hKioKJOLz507dyCXyy0eMyUlBTKZzN5TndIoFAqQKMC6ubmhp6eH07F5PB5CQ0MR\nGRmJpKQko22nr127RvTZAYBIJMKKFSs4zYFCmQiowUChTAIsy+LixYv461//ikePHum3DwwMIDk5\n2eIdK8V50Gq1qK+vR319Pa5cuYL58+djyZIl+jLJ7u5uXL9+nfh4S5cuNWp0UCiTDTUYKJQJhGVZ\nVFZW4sSJE8jJyRnX+GlgYABFRUVGjQYq3OP8aDQaXL9+HcXFxdi4cSMiIyPx5ZdfEnfD9Pb2xoIF\nCxw8SwrFOqjBQKFMEF1dXfjoo49QUlKC8vJyk62jBwYGUFxcjKSkJKs8DU9aQ7mpSH9/P44ePQpv\nb288evSIuFX36tWrieWiKZSJhlZJUCgThEwmQ11dnVljQUd/fz+Ki4uhUqkmaHZPNpPhnamvr8e7\n776LvLw8A6EmU8yaNQtRUVETMDMKxTqowUChTBCDg4OQy+XEHgBqNNiPifa6DA8P4+bNmxgeHkZN\nTQ1Onz6N5uZmk+N5PB7WrFlDw04Up4YaDBTKBHHt2jV4e3tzcjnryiAptjE0NEQ0zl4L9q1btzAw\nMKD/W6FQ4MKFC7h+/TrUavW48fPmzYOfn59dzk2hOAp6JaJQJgCFQoGCggIIBAIEBwcT7SOTyZCY\nmEhj2nagra2NaJyLi4vN52pvb0dVVdW47bqE188//xzNzc16r4e7uzuWLVtm83kpFEdDDQYKZQK4\ndeuW/s4yJCREL5pkCmos2I/+/n50dnYSjXVzc7PpXBqNBnl5eWZDIHK5HBcvXkR+fj4GBgawYcMG\nuxgqFIqjoVcjCmUCqKys1P8uFAoRFBRkUiZYJpNh7ty5cHNzM1A/lMlk0Gg0eoVCwLgLPTAw0GjD\nIp3qokaj0f8cq3qoU100tp30eS7HGK0GOVrBcuzrG/06uWzTaDS4dOkSwsLCDNQtx6pN6li7di2C\ng4MhEAjA5/MhEAj0v+tUIxUKBbq6utDc3IyWlhaDYxQXF6O3t9fo5zoarVaLiooKzJkzB5GRkRbH\nUyjOADUYKBQHo1ar0draarAtNDQUTU1NBouNSCRCfHw8fvvb3xoV7nFzc0NDQ4PF8+3YsQPTp0+3\nfeJPAF9++SW8vb3h7e1tcay7uzu2bNnCKWekq6sLZ86cQXV1Nbq7u1FaWkq8r6enJ15//XXi8RTK\nZENDEhSKgxkcHBx3JysWixEYGAgAkEgkiIqKwoIFC/DLX/6SqvzZibKyMiI5aB2pqamcE0y9vb2R\nnp6OZcuW4caNG8QCTQzD4Oc//zlmzJjB6XwUymRCPQwUioMZHBw0uj0sLAxeXl7w8/MDwzBwcXGB\nv7//BM/uyaSvrw+nT58mHi8QCJCammrVuRiGQXR0NMLDw9HV1WW0CmIsixcvxs6dO606H4UyWVCD\ngUJxMKYMBolEou83AMBo3sFoSEv+nnalR61Wi88++8zk+26MhQsXWu3ZYVkWZ8+eRUxMDAIDA5Gb\nm2u2gZWnpyf+/Oc/U80FypSDhiQoFAdDKrxkKVOetGKCy0L5JHLjxg3U1tYSj/fy8sLSpUutPt+9\ne/dQV1enP9b69esRHR1tdCzDMPj1r38NT09Pq89HoUwW1GCgUBwMaVzckmdAKpUSHefBgwdE455E\nmpubcenSJeLxfD4f27Ztg1AotOp8g4ODOH/+/LhjLliwACtWrBhnBC5btgybN2+26lwUymRDQxIU\nioMh9QwMDw+bfV4mkxEd59atW9BoNAgICIBIJIJIJDJb5jj2OZ3hMrrs0NhPrs/pyiVdXFzg5uYG\nHx8fTgu1UqlEZ2cnBv9/e3ce3NZx5wn82wABggQvibdI8ZJE2aJOirJ1y7olW5EtS4mdsceejTbO\nMc6Mayo7Y1d2K1ub3RpPdiuJc1ScTA7HLjuOLZ+Z+JDHsiWZNkWJFEmROimJFE/wEO8DIIDeP/iA\ngCRAPIAAQZDfTxUKQL9+7zWaIPBDvz6GhjAyMgK73Y6IiAjodDpoNBqYzWZ88MEHsNvtqo+5b98+\nLFiwQHV+V1JKvPXWW+jr63O7feHChbj//vtx+vRpNDc3Izk5Gc8++6xf5yKaCRgwEAWZ2i9FbwFD\namqq6nOWl5erzhsqGo0GCxcuxIoVK7Bq1Sq39WQymXD+/HncuHED7e3tAe2fcccdd6CoqMjv/YuL\ni8fMr+FOVFQUdu/ejcuXL+PQoUM+/Q2JZhoGDERBFqiAIS8vDxqNxqdf0DOZ3W5HfX096uvrcerU\nKXzpS19yTmLU1dWFjz/+GNXV1UE5d2xsLA4ePOh3x8P6+nqcOHFCVV4hBDZs2IDDhw/7dS6imYIB\nA1GQBSpgiI6Oxp133unT5EDhore3Fy+//DI2bNgArVbr05wG/jh06BCio6P92ndgYADHjh3zKXDb\nu3ev3/0kiGYKBgxEQab2i0LN+P177rkHly5dmjWtDK6Gh4fxi1/8AjqdDgUFBUFbpXPjxo3Iy8vz\na1+73Y433njDY78FdxYvXuxx1ARROOEoCaIgC1QLAwAkJyfPypUNBwYGUF5ejt7eXnR2dqKmpiYo\nQVF6ejp27tzp9/6nTp3yaRSKwWDAgQMHOOcCzQoMGIiCzJdREmo69W3ZsgWrVq2aarFmjJ6eHpw/\nf37MfBWdnZ24ePFiQIMGnU6Hw4cPe10p1JPr16/j5MmTPu1z6NAhzrlAswYDBqIg02g0qr+k1FyW\nEELg4MGDWLp06VSLFnKdnZ2orKx0+7o7Ojpw9erVgIyMEELg0KFDSEpK8mv/3t5evPnmmz6VZdOm\nTbPib0TkwICBaBoE8rIEMDo50EMPPYRNmzYF7Vp/sJlMJlRXV0/aitDa2jphpU9fRUdH4+GHH8ay\nZcv82t9ms+HYsWMYGBhQvU9WVhZ27Njh1/mIZip2eiSaBjqdDsPDw17zqQ0YgNGWi927d2P16tX4\n4osvUF1drXoa6lBrbGxEbW2tqrzXrl1DQkLCmHU31DAYDFi3bh02bNjg94gIADhx4oSqZcUdjEYj\njhw54velD6KZigED0TQIdAuDq+TkZBw8eBD33nsvGhoa0Nraiv7+fpjNZlgsFmffCG83u93unI3R\n0UnP3b3aNHfbbDYbmpqafOo4aLfbcePGDRQUFAAAMjMzYTQaodFoYLVanbM+6nQ66PV6JCYmIicn\nBzk5Oar7j3hy5coVFBcXq84vhMCDDz6oelZOonDCgIFoGgQzYHCIiIhAbm4ucnNz/T7GdJBSIj09\nHf/+7/+uuk9AR0cHli5dioMHD8JoNAa5hKO6u7vx9ttv+7TPtm3bsGjRoiCViCi0wvPiJ1GYURsw\ndHV1BbkkoSeEwN/8zd/g6NGjqvLrdDqsXr0aERER0xYsWK1WvP766z6t/JmXlzelVS+JZjoGDETT\nwFsT9eDgIADgz3/+c0DXS5jJHn30UTzyyCOT5jEYDCgsLER8fDwuXbrkU8fDqfjoo4/Q1NSkOn9s\nbCwefPDBsO2ASqQG391E0yAtLc3jtt7eXpSWluLixYvo6urCF198MY0lC62vf/3rHidSMhqNWLNm\njbOzo91uV91Rcipqampw5swZ1fk1Gg2OHDmievlxonDFPgxE0yA9Pd1tupTS+SXY1taGjo4OmEwm\nREVFYc2aNdNZxJD5p3/6J9TW1qK+vt6ZFh8fj+XLl0+4lFNbWxvUSas6Ozvx7rvv+rTPjh07kJ2d\nHaQSEc0cbGEgmgYLFixwm24ymdDb2+t8brfbcfPmTXzve9/DRx99NCcuTxiNRjz66KNISUkBACQm\nJmLlypVu+300NzcHrRwjIyN47bXXYDabVe+Tn5+PTZs2Ba1MRDMJWxiIpoHRaMTChQvR0NDgTLNa\nrR6HFw4ODuLZZ5/F559/jk2bNiEtLQ3x8fHOYYKeAgl36eGQNy4uDqmpqZBSIjU1FT09Pc48juGe\nUkqYTCaUlpY6l/m2WCwYHh6G2Wx2Dh/VarWIi4tzDq+MjY11e+7x3n//fZhMJlV5gdFWkEOHDnGd\nCJozGDAQTZPt27fjxRdfdD6vr6+fdKIlm82G4uJiDA0NwWAwTEcRQ0ZKiYsXL8Jms6G9vX3SvK++\n+qrqeQ6EEMjOzsaqVauwbNkyREZGus1XWVmJ8vJy1eXVarX48pe/7PNkUkThjJckiKZJXl6ec7rg\nwcFBNDY2et3HYrGgqqpqSvMzhAMhhOohk76MlJBSoq6uDu+88w5+9KMf4YMPPsDt27fH5Glra8N/\n/Md/+FTePXv2IDMz06d9iMIdAwaiabRlyxYUFRXh+vXrqvsnDA4O4sKFC0FZ7nkmURswOIag+sps\nNqOkpAQ/+9nP8Nprr6GrqwsWiwWvvfaaTwHZsmXLcNddd/lVBqJwxksSRNNICIElS5b4vF9iYuKs\nv1auNmCw2WxTOo/j8sfVq1eh1Wp96uQ4f/58HDx4cNb/LYjcYQsD0TSzWCwoLCxUdR1eCIE77rgD\n2dnZ/JJSBKoezp07h9/85jeoqKhQ1doTERGBr3zlK7O+PwmRJwwYiKbZihUr8NRTT+Gxxx6bdBVF\nrVaLFStWTDrp02yi9hJNIAKGlpYWVFZWwmazoaKiAidPnvTacnHvvffOmb8FkTsMGIhCwLEE8o9+\n9CPn/AOuHOsnzJ8/PwSlC43pChiGh4dx6tSpMeerq6vDX/7yF48dKletWjVnJtIi8oQBA1EI3XHH\nHfjJT36ClStXOof8RUVFobCwUPX8AbOF2k6dUwkY7HY7PvnkE7eLSt2+fRt//vOf0draOiY9OTkZ\n9913Hy8J0ZzHgIEoxBYsWIB//Md/xPr161FUVIStW7fOyfH9alsYprLAU0VFxaSTMw0PD+P48eO4\nePEipJTQ6XT4yle+Ar1e7/c5iWYLjpIgmgEWLVqExx9/HJmZmdDpdGhubkZHRwe6u7vR09ODrq4u\nDA8Pu93X0y9fX9JnQt7IyEjEx8dDSgm73T5mhkfX/ZYsWYL8/HxoNBpERETAYDAgMjISer0eGo0G\nvb29uHjx4oSWgqamJly4cMFteVzZ7XacPXsWXV1d+OEPf4jk5GSv+xDNBQwYiGaIvLw85+OMjAxk\nZGSEsDThbevWrTCZTDhz5gyqqqrQ29uL06dPq27FkFJCCIHly5cHuaRE4YOXJIhoVkpNTcXBgwfx\n1FNP4dKlSx5baNyJj4/Hb37zG7cLYBHNVQwYiGhWq6qqQkFBgeqpnCMiIvCTn/wEWVlZQS4ZUXhh\nwEBEs9atW7fwn//5nzAYDNi5cydWrlzpdZ8nn3wS27dvn4bSEYUXBgxENCsNDg7i2LFjzuGaQggU\nFhZi27ZtHi817NixA0899dR0FpMobDBgIKJZR0qJN998E729vRO25ebmYv/+/YiJiRmTnpOTg1/+\n8pfTVUSisMOAgYhmnc8++wy1tbUet8+fPx8HDhxAamoqACA2Nha///3vnZNnEdFEHFZJRLNKfX09\nTpw44TWfwWDAnj17UFFRgSeeeAK5ubnTUDqi8MWAgYhmjYGBARw7dkz1fAtarRbf+c53sGfPniCX\njCj88ZIEEc0Kdrsdb7zxBvr6+lTvs3DhQuzcuTOIpSKaPdjCME2klLBYLBgYGMDAwAAGBwedjx3P\nLRYLrFYrrFYrRkZGxiy3O/4X0/jnOp0OsbGxiI+PR2pqKtLS0pCSkoKIiJn3J7Zarbh9+zY6OzvR\n2dmJ3t5e9PX1wWKxeNzH3VTCer0e8+bNQ05ODnJyclBXV4eWlhZs3bo1mMWnGer06dO4ceOG6vzR\n0dE4cuQItFptEEtFNHvMvG+TGWBoaAgvvfQSADjnsp/spibfyMgIrFbrtL4OjUaDpKQkpKamIiUl\nBbGxsYiLi4NOpxsTcLi+hvFpnh6ryWu1WjE8PIyhoSH09PQ4A4Senh7VTcbeSCnx1ltvwWQyYd68\necjMzMTy5cvn1LLQBNy4cQOffvqpT/scOnQI8fHxwSkQ0SzEgMENKSWam5tDXYwps9vtaGtrQ1tb\nW6iLEnB2ux2tra1oaGhwLlXc2dmJ9vZ2nDhxAkeOHAnouerq6tDQ0ID+/v4xiyJ5CxiB0R74+/fv\nD1h5aKy+vj688cYbPgWhmzdvxpIlS4JYKqLZhwGDG1z3fuayWq1oaWlBQ0OD20sYPT09eOmll7Bj\nx46AtDJUVlbixIkT6Onp8fsYXO0weBz9FgYGBlTvk52djR07dgSxVESzEwMGNxgwzExdXV2oqanx\nemmnp6cHP/3pT/H973/f77+llBIffvghSkpK/Np//LGC7dVXX0VkZCQWLVqEvLy8CZMSzRRWqxV9\nfX3o6+tDf38/pJSIiIiAVquF0WhEXFwcoqOjVf/dPvnkE9TV1ak+v9FoxOHDh6HRsL83ka8YMLjB\ngGFmMhqNzml+vTl9+jS++OILbNy40a9znT59OiDBAhD8gGFoaAhXrlyBlBKVlZUAgLS0NGfwkJ2d\nPe2dXwcHB9HS0oL29nbnrbOzU1VLgE6nQ0pKCnJzc7Fo0SIsXLjQbfmvXbuG06dPqy6TEAIPPvgg\n4uLifHotRDTK66eIEOJ3AA4AaJNSLndJ/w6AJwFYAfxFSvnPQoi7APzakQXA/5RSvqXkrwPQB8AG\nwCqlLFLS5wP4E4AcAHUAviKl7BKj39rPAbgXwCCAv5NSlk/1BavBgGFm0uv1SE9PR1NTk9e8NpsN\nL7/8MrKzs5GRkeHTeUwmk88d6CYT7IDh5s2bE87R2tqK1tZWFBcXIzIyEqtXr8amTZuC9mU5NDSE\nuro61NXV4ebNm1PqNzMyMoKmpiY0NTXhs88+g16vR0FBAQoLC5GZmQkhBHp6evDWW2/5dNytW7di\n0aJFfpeLaK5T87PjBQA/B/CiI0EIsR3A/QBWSinNQogUZVM1gCIppVUIkQ6gUgjxZymlow15u5Sy\nY9zxnwbwsZTyWSHE08rzfwGwH8AS5XY3gF8q90HHgGHmWrhwIZqbm1V9CXd3d+P111/Hk08+6dMv\n7OLiYtUtGWoEO2C4fv36pNvNZjPOnDmDc+fOYc2aNdi8eTMSEhKmfN6RkRFcuXIFVVVVqK2tDWid\nubJYLDh//jzOnz+P7OxsbNy4EZ999hkGBwdVHyM3Nxfbtm0LSvmI5gqvn6JSylNCiJxxyd8C8KyU\n0qzkaVPuXf+DDQDUfFLeD+Ae5fEfAHyK0YDhfgAvytFP2xIhRIIQIl1K2aLimFPCgGHmMhgMSElJ\ngclk8ppXSon77rvPp2DBbrfjypUrUymi23IEi5TSa8DgYLPZcO7cOZSXl2PNmjXYtWsXoqKifD5n\nf38/SktLcfbsWecIlelSXV2N5557DvPmzcO6desQHR3tdZ+YmBj2WyAKAH8vbOYD2CKE+D8AhgF8\nV0p5FgCEEHcD+B2AbAB/69K6IAEcF0JIAL+SUjouXaQ6ggApZYtLa0UGgAaXczYqaUEPGGhmS05O\n9howxMTEYOvWrT4Pnevq6oLZbJ5K8SYIZsDQ1dWF7u5un/ax2+0oKyvDtWvX8MgjjzgXYPJmaGgI\nn3zyCcrLy6d9ThFgtB4rKirQ3d2N7u5uNDY2oqCgACtXrvQYDAghcOTIkRnbCZQonPgbMEQAmAdg\nPYB1AF4TQuTJUWcAFAgh7gTwByHE+1LKYQCbpJTNSkDwkRDispTy1CTncPcz3+0nrxDiCQBPAEBW\nVpafL2nM8aZ8DHc0Gg2io6NhNBrH3BxpUVFRiIiIgE6nc/Ycd5RlfJlcn0spMTAwgM7OTphMJrS2\ntsJkMoXkQ12tyMhIJCYmOm8JCQkwGo3OD353X7KOtMbGRvT393vsHZ+eno4lS5ZAr9f7XC5fphWe\nCdS2LrjT29uLF154AY888ggyMzM95pNSoqamBu+//75PwxcDrbGxETdv3nQ+HxkZQUVFBW7evImN\nGze6DXy2b9+OnJycaSwl0ezlb8DQCOBN5XJBqRDCDiAJQLsjg5TykhBiAMByAOeklM1KepsQ4i0A\ndwE4BcDkuNSg9HtocznHQpdzZgJwO5uS0lrxawAoKiqa8s85jUaDr3/96xBCjLkBmJDm7uYun0aj\nQWRkZFAvd7h26LLb7c4Aoquryzn98uDg4JgvY9fyuHvsbftkjx2vOSoqCgaDAfHx8c4AwWg0+l0X\n0dHRyMnJgdlsRkvLXxucNBoNlixZgvT0dADwK2AKRmtAMFsYphIwAKOtBi+++CIefvhh5OXlTdhu\nsVjwzjvvoKamZkrnmSqr1YqSkhK3/SR6enrwwQcfYPHixVi7di0MBgMAYPHixdiyZct0F5Vo1vI3\nYHgbwA4Anwoh8gHoAXQIIXIBNCidHrMBLAVQJ4QwAtBIKfuUx3sA/C/lWO8CeBzAs8r9Oy7pTwoh\nXsVoZ8ee6ei/AIx+6fnas36m0Wg0SE5OnpWTBjkCjSVLlqC/vx99fX0wGAwoKChAbGysM58/nfB8\nuc598OBBVQGlTqfzuRxq2Gy2Mb+4/WWxWPDKK6/g6NGjzmALGO0s+fLLL+PWrVtTPsdUlZaWTtq6\nIaXEtWvX0NzcjLVr12L16tV48MEH2R+JKIDUDKv8I0Y7JSYJIRoBfB+jfRR+J4SoBmAB8LiUUgoh\nNgN4WggxAsAO4NtSyg4hRB6At5R/3ggAr0gpP1BO8SxGL2kcBXALwJeV9PcwOqSyFqPDKv9LIF4w\nhT+NRoPh4WG0trYiLS0NWq0Wy5Ytm3AJwp9f9mq/YBYuXIjCwkKfjx9I3d3diIiICEifC6vVimPH\njuHb3/42tFothoeH8fLLL6OhocH7zkHW1NSEa9euqco7MDCA2tpa/OAHP1DVIZKI1FMzSuKrHjY9\n6ibvSwBecpN+A8AqD8fvBDBhfVnlcsffeysfzT0ajQa9vb1j+jCcOXMGRqMRMTExzvt58+b5dWw1\ngjWE0BeJiYn47ne/C5PJhOvXr+P69euor68fs8qpLzo7O1FaWop169bhlVdeCVqwEBUVhbi4OMTG\nxkKv18NqtcJsNqOnpwe9vb1j6nZoaAilpaWqgz+tVotvfOMbyM7ODkrZieYyzvRIYUcIgf7+/jFp\nNpsNvb296O3tdaY5hkc6ZgzMzc31+qtTbQvDdEz3rIYQAmlpaUhLS8OmTZswMjKC+vp61NTUoLKy\n0ufA5tNPP8XNmzcDchkiIiICCxcuxIIFC5yXx5KSkhAZGelxH7PZjPr6ely7dg3V1dUoLy/3aR2P\nzZs347HHHpty2YloIgYMFHY0Go2q3vpSSnR1daGrqwvl5eUQQiA9PR25ubnIzs5GVlaWs4Oc67HV\nmAktDO7odDosXrwYixcvxrZt21BcXIyzZ8+q3v/y5cuorq72eyXHxMRELF++HHl5ecjIyPB5SurI\nyEjk5+cjPz8fe/bsQU9PD+rq6sYEgp7Mnz8fzz33HPstEAUJAwYKO+5aGNwZ3wrgWLa8ubkZxcXF\nEEIgJSXFGTxkZ2fPmJaDQEhISMB9992HwsJCvPrqq15/qbe2tqK+vh5CCGRmZqqe1EkIgYKCAqxf\nvx4ZGRkB+8Kuq6uDXq/Hfffdh/Lycly9etXj30cIgR/84AcBmcGSiNxjwEBhx2w2q+ro5+3LX0oJ\nk8kEk8mE0tJSAKPN6Ddu3MC8efMQHx/vscXBnzkeQiU9PR1Hjx7F888/73E65d7eXuclHCklbt26\nhaVLl3o99tKlS7Fv3z6/+otMxmaz4cMPPwQw2uqwYcMGZGdn4/Tp025nl9yzZw/uu+++gJaBiMbi\nXKkUdjo6xi9H4p4/rQXNzc24desWKisrUVxcjOrqarS3t0+4BDHZdfiZKC4uDg899JDbbXa7HZcv\nXx5TX62trZMGZRqNBvfffz8efvjhgAcLAFBWVjbh77xgwQI88MADWLBgwZj0lJQU/Ou//mvAy0BE\nY7GFgWYcKSXsdvuEm2MCrJaWFreXG8bf+7N2gOsvcJvNho6ODnR0dCAiIgIZGRnIyMiAXq+H0Wic\nwisMjezsbCxfvhzV1dVj0uvr6ye0PDhaGdz1ZdBoNDh8+DAKCgqCUk7HFNTuREZGYvfu3aipqcH5\n8+cRERGBf/7nf8b8+fODUhYi+isGDDPI0NAQOjo60NfXh/7+fgwMDMBsNsNutzu/RN3da7VaREZG\nwmAwICEhAWlpaUhJSfG5w9l0stlsaG9vR0tLC1paWtDe3o6enh709fVhZGRk0n2rq6tRX1/v9Rz+\nXDbw1GRvtVpRX1+PhoYGZGRkhO3Kh7t27cLly5eds2AODAx4HBHR0tKC7OzsCfV44MCBoAULAHDy\n5MlJF7USQmD58uXOOTgOHjwYtLIQ0V/N3G+UEBsaGsLIyMvpehYAABqASURBVIjHX7L+Prfb7TCb\nzRgeHkZvby/a2trQ1taG9vb2gK5joNFokJSU5Bxyl5SU5JyfIDIyElLKMb/GXW+e0lynudZoNM7H\njnvXlgGbzeZ8PDQ0hL6+PvT29sJkMqGlpQUmk8nv+QKCuZ6Bt7+B3W5HQ0MDjh8/jqysrDHTcYeD\nhIQEFBYWOvts1NfXe7x043itrq9x8+bNQZ2wyjEXhBpJSUl44IEHwqo/CVE4Y8Dgwfvvv4+qqqpQ\nF8NvdrvdGYyE8+twJycnBy0tLbBYLLBYLB7XjPC1D8PIyIjq5ZptNhteeukl3HXXXdi7dy+0Wq1P\n5wqlTZs24dy5cxgaGkJ7e/ukeZubm5GVlQWdToeCggLs3DlhjrWAOn78uOohq+np6Vi1yu18cEQU\nBAwYKOw4Vrd0sNvtGBkZcQYQjpuvAYPaFh6tVuscclhaWoqmpiY8+OCDSExM9Ol8oRIfH4/Vq1fj\n7bff9lhHjnSbzYbGxkZs3LgRDzzwQFDnOLh586ZzpIYa+/bt45wLRNOIoyQ84AdR+HCsihkbG4vE\nxESkp6cjKysLGRkZ2LFjB7Kzs1V1gFQbMMTGxo55fzQ1NeH5559HaWnpjJ3QabzNmzejq6trQrrF\nYkFXVxeampqcrS3Nzc3Yu3dv0BbRAkaDvg8++MB7RsWdd97J6Z+JphlbGCjsqAnmHKtEbt26FVu3\nboXZbEZjYyPq6+tRX1+PpqamCZcy1AYMcXFxE9JGRkbw3nvv4dy5c1izZg1SUlKQlJQEnU4HIYTb\nUR9qbgCcfUbG9x1xPAbgtWOsu3vHtX+r1YqBgQH09/eP6XA6MDCA6OhopKWl4datW8jJyVFVP/6o\nqKiAyWRSlVer1WL37t1BKwsRuceAgWYt11/7kZGRWLRokbMDn9Vqdc65cOPGDdTX16uafhjAmCW0\nx2tra3NOODSTWSwW6HQ6tLa2Ynh42G2ewcFB2O12ZGZmoqSkBBs3bgzKyBuz2YyPP/5Ydf7169dz\nGCVRCDBgoFlrsj4MERERyMrKQlZWFjZv3oz+/n7odDpcunQJJpPJ45coMHnAEA76+/tRVlbmda4K\nKSWsVisKCwuxZcuWoA3TPX36tOqRL0ajEVu2bAlKOYhocgwYPGAfhpnLlxUlpZSq8sfExODpp5+G\n3W5HR0cHysrKcOrUKdTU1KCvr88ZfOj1+rCb5XE8o9EInU4Hi8WChIQEj3NPxMTEIDMzE1/+8peD\nVpbu7m6UlJSozr99+/YJC4YR0fRgwEAzkuMavVardV6rd1x7HxkZcT4H/jo/xPibVquF3W73acij\nRqNBSkoK9u/fj/3796O9vR3vvPMOLl686Awcwj2YdCy61djYCL1ej+joaGfQIISA0WhEfHw8dDod\nbt++jcHBQa/Lgvvro48+8jgsdryUlJSgzgFBRJNjwDDDGI1GpKSkID4+HkajEUajEVqtdsIkSa6T\nKFmtVgwPD6OjowOtra0wmUyqP4RDyfHlnJ6ejvT0dKSlpWHevHmIiYmZ9EvZMSmUty9vR8AxFcnJ\nyTh69CjOnDnj0xwBM11qaioaGxsBjA6zHBoaQkxMDOLj48dcehBC4NKlS1i7dm3Ay3Dr1i3U1NSo\nzr93716/pvsmosBgwOBBVFTUhN7w47+c/H2u1+thMBicQwFTUlKQnJyMlJSUgPySs9vt6OzsRGtr\nK1pbW9Hd3Y2BgQHnzWazTfg17iifp3Tgr038jh7843vdOwIYR6uA47FWq0VMTAxiY2MRGxuL+fPn\nIz09fcrTV0/XL30hhHPp5jfffNPtcMRwExMTg6ioKAwNDSEyMhKZmZlugyu9Xo8LFy4EPGCQUvo0\njDI/Pz/sZtUkmm0YMHiwd+9e7N27N9TF8ItGo0FycjKSk5OxYsWKUBcn4HzpwxBICxcuxDe/+U0c\nP34cZWVlAT32dBNCIDU1FXV1dQDgsSUmIyPDOYLE3XBSf1VVVaG5uVlVXo1Ggz179gTs3ETkH7bv\nUdgJVcAAjA7P/NKXvoTHHnsMqampAT/+dEpJSZl0u2MhMynlhBUup8Jisfg0jHLdunVISkoK2PmJ\nyD8MGIj8kJeXh2984xs4dOgQ0tPTQ10cv0RHR7sdIqrVapGRkYGVK1c6+wxcuHAhYOf9/PPPVc95\nERUVFbYrgxLNNrwkQWHHl74LwRzVoNFosGrVKqxatQq3b99GQ0ODc+XRzs5ODA8PO/t3jJ+tUe0N\nwIQ+I643RyuKu9VD1dzr9XpUVVUhMjISkZGRiIqKQnx8/ITOhS0tLejo6JjyL/3e3l4UFxerzr9t\n27agjdAgIt8wYCAKgPnz54fl7IO9vb348Y9/rOryTXV1Ne65554pne/jjz8eM/30ZBITE7Fu3bop\nnY+IAoeXJCgshbIfw2wSFxenehGnS5cuTelcTU1NqKysVJ1/z549YbVsONFsx4CBaI5TO5LGZDKh\no6PDr3NIKX1aYyMvLw/5+fl+nYuIgoMBA4UltjAEzrJly1RPiHTx4kW/znHx4kXcunVLVV4hBPbu\n3Rv2M2oSzTYMGCgsMWAInKioKOTl5anK68vMjA5WqxUfffSR6vyFhYVhP2SVaDZiwEBEWLZsmap8\nJpNJ9YRLDiUlJeju7laVNzIyEtu3b/fp+EQ0PRgwUFhiC0Ng3XHHHaovS5w7d071cfv7+3H69GnV\n+bds2YKYmBjV+Ylo+jBgICJER0cjJydHVd7q6mqYzWZVeT/55BPVeRMSErB+/XpVeYlo+jFgUOnq\n1auwWCyhLgYp2MIQeCtXrlSVz2KxoKqqyms+k8mE8vJy1effvXv3lBYjI6LgYsCgwvXr1/HHP/4R\nv/3tb1VfiyUKNwUFBTAYDKrylpWVTRqMOYZRqg3YsrKyVPejIKLQYMDgRWdnJ15//XVIKWEymfDr\nX//aucIfhQ5bGAJPp9Nh1apVqvK2traiqanJ4/arV6/ixo0bqs+9b98+DqMkmuHY/jcJs9mMV199\nFcPDw860wcFBvPDCC1i/fj127do1oQnV9QvK8Xj8/XSkzfZzdXZ2Oi8RjQ8KXJ9funQJOp3Ome7p\neK73/m5z3AshnOs1TLaWg16vh8FgcK7jYDAYoNfrQ/rFWVRUhDNnzqjKW1ZWhszMzAnpNpsNx48f\nV33OVatWYcGCBarzE1FoMGDwQEqJN954A+3t7W63l5SUoKSkxPnhzl+y06uiogI2m81rvmPHjoXV\ndXHHglDjAwlvj/V6/YR7fwKP5ORkZGVlqZpkqbq6Gnv37p1wGePs2bPo7OxUdT6dToedO3f6XE4i\nmn7h80k6zU6cOIGrV696zcdAITRm6yUJKSXMZrPqkQWTcRdEuN4bDAYYDAZERUUhKirK+Tg/Px83\nbtyAVqudtJ5HRkZQWVmJu+++25k2ODiITz/9VHUZN2/ejLi4uKm8TCKaJgwY3KiurvZp7DjRTGSx\nWPwa2WOz2VBSUgK73Y7o6GgYjUbnfUxMDCIjI52BRHFxMdauXetsxTl58uSYS3iTiYuLw8aNG30u\nHxGFBgOGcVpaWvDOO++EuhhEIaPVapGWlobGxkb09/ejv79/zPbIyEgkJSUhJSUFUkqUlZXh7rvv\nRnt7O86ePav6PLt27XL2LyGimY8Bwzg9PT2hLgJRyKWnp6OxsdHtNrPZjKamJjQ1NSE2NhaDg4NY\ns2YNjh8/Drvdrur4GRkZqlfJJKKZgcMqx7njjjvwta99jddVZ7jZ2odhpjAajUhISPCar6+vD2fP\nnsVDDz2E9957T3XAwNUoicIPAwY30tPT8cQTTyArKyvURSEKGbXvf5vNhs8//xyfffYZ3njjDdTU\n1EwaOCxfvpz/W0RhiAGDBzExMXj88cexdu3aUBeFKCTmzZuH+Ph4r/k6OzudIzsGBgZw9uxZvPba\naygrK5vQATIiIgK7du0KVpGJKIgYMExCq9XiwIEDOHDgAPR6faiLQy54SSL4hBDIzc2dNI/dbkdH\nRweA0b4NjvoeHh7GhQsX8Prrr+PkyZPOPBs2bFB1qYOIZh52evRCCIGioiLk5+ejpqYGDQ0N6Orq\nwu3btycdK+/4QnP9YgtFWqjPH6wydXV1wWKxOGdVdGwb/3zZsmWIjIwcs91TmSbb5sv+jhkh7XY7\n7Ha787Hrvc1mg9lsxvDwsPPX+fDwMKxWK2aShIQEJCQkeFxD5fbt22Nm3DSbzWMmcrLZbLh58yZu\n3ryJ9evX45lnnpmWchNR4DFgUCkuLg4bNmzAhg0bnGmO67TuvtgouB599NFQFyEoPAUSkz22WCwT\n7kdGRgJWptzcXJw/f35Cut1unzATqtlsHjNPg6vDhw87gzciCj8MGKZAo+EVHQosrVaL6OhoREdH\nT+k4drvdYzDhGnAMDQ1haGhozOOhoSEMDg46A+L4+HjMmzcPXV1dY87R3d09ppVNo9F4XO0yMzMT\nhw4dmtJrIqLQYsBANAtpNBrnlM/+sNlsuH37Ntra2tDW1obk5GS8+eabzvU7pJRoa2tznstgMECn\n03lsYXv00UfDak0PIpqI/8FENIFWq0VycjKSk5NRUFCA7du3Iy4uDp999hlu3bqFlpYWWCwWREVF\neV3oat68eTh69Og0lp6IgoEBAxGpsmvXLly/fh35+fmora2FlFLVzKhHjhzhFNBEs4CYbcPOioqK\n5Llz50JdDKJZ6cqVK0hNTcXPfvYzWK1W1NXVoaKiwmPgYDQaUVJSgtjY2GkuKRGpIYQok1IWqcnL\nFgYiUm3p0qU4ceIEbDabc56GnJwc1NXV4cKFC7h9+/aY/Hv37mWwQDRLMGAgItUsFsuEFSldA4eW\nlhZUVVWhra0NOp0O//AP/xCikhJRoDFgICLVzp8/j6GhIbfbhBBYsGAB0tPT0dbWhqysLOTk5Exv\nAYkoaDiRABGpYrfb8cUXX3jNJ4RAeno6vvWtb01DqYhoujBgICJVLl686HGK6PGWLVvGNSOIZhkG\nDETklZQSn3/+uer8mzZtCmJpiCgUGDAQkVd1dXVobm5WlTc3Nxfp6elBLhERTTcGDETklS+tCxs3\nbgxiSYgoVBgwENGk2tracO3aNVV5U1JSsHjx4iCXiIhCgQEDEU1KzcgIh40bN3KJd6JZigEDEXnU\n19eHqqoqVXljY2OxYsWKIJeIiEKFAQMReVRaWupc0tqb9evXQ6vVBrlERBQqDBiIyC2LxQK1C7np\n9XqsXbs2yCUiolBiwEBEbk02DfR4a9euhcFgCHKJiCiUGDAQ0QRqp4EGAI1Gg/Xr1we5REQUagwY\niGiCS5cuqZ4GuqCgAPHx8UEuERGFGgMGIhrD12mgOVET0dzAgIGIxrh16xaamppU5eU00ERzBwMG\nIhqDrQtE5A4DBiJyam9vx5UrV1TlTU5O5jTQRHMIAwYicuI00ETkCQMGIgIA9Pf3o7KyUlVeTgNN\nNPcwYCAiAL5NA3333XcjIiIiyCUiopmEAQMRwWKx4OzZs6rychpoormJAQMRoaKiQvU00IWFhYiK\nigpyiYhopmHAQDTH+TINtBCC00ATzVEMGIjmuMuXL6Orq0tV3oKCAiQkJAS5REQ0EzFgIJrDpJQo\nLi5WnZ8TNRHNXQwYiOawhoYG1dNA5+TkYMGCBUEuERHNVAwYiOYwTgNNRGqpChiEEL8TQrQJIarH\npX9HCHFFCFEjhPihknaXEKJCuVUKIQ655N+n5K8VQjztkp4rhDgjhLgmhPiTEEKvpEcqz2uV7TmB\neNFEBHR0dPg0DfSSJUuCXCIimsnUtjC8AGCfa4IQYjuA+wGslFIWAPh/yqZqAEVSytXKPr8SQkQI\nIbQAfgFgP4BlAL4qhFim7PNvAH4spVwCoAvAUSX9KIAuKeViAD9W8hFRAJSUlEBKqSrvhg0bOA00\n0RynKmCQUp4CcHtc8rcAPCulNCt52pT7QSmlVcljAOD4RLoLQK2U8oaU0gLgVQD3i9FPoR0Ajin5\n/gDgAeXx/cpzKNt3Cn5qEU3ZwMAAKioqVOWNiYnBypUrg1wiIprpptKHIR/AFuVSwUkhxDrHBiHE\n3UKIGgAXAHxTCSAyADS47N+opCUC6HYJMhzpcN1H2d6j5CeiKSgtLYXVavWeEcBdd93FaaCJaEoB\nQwSAeQDWA/hvAF5z/PqXUp5RLlOsA/CMEMIAwF3LgJwkHV62OQkhnhBCnBNCnGtvb/f9lRDNISMj\nI6qngdbpdCgqKgpyiYgoHEwlYGgE8KYcVQrADiDJNYOU8hKAAQDLlfwLXTZnAmgG0AEgQQgRMS4d\nrvso2+Mx8dIIpJS/llIWSSmLkpOTp/CSiGa/iooKDA4Oqsq7Zs0aREdHB7lERBQOphIwvI3RvgcQ\nQuQD0APoUEY8RCjp2QCWAqgDcBbAEmW7HsDDAN6Vo72uPgFwRDnu4wDeUR6/qzyHsv2EVNtLi4gm\n4DTQROQvVRcmhRB/BHAPgCQhRCOA7wP4HYDfKUMtLQAel1JKIcRmAE8LIUYw2urwbSllh3KcJwF8\nCEAL4HdSyhrlFP8C4FUhxP8GcB7Ab5X03wJ4SQhRi9GWhYen+oKJ5rIrV67g9u0JjXRu3XnnnZg/\nf36QS0RE4UJVwCCl/KqHTY+6yfsSgJc8HOc9AO+5Sb+B0VEU49OHAXxZTRmJyDtO1ERE/uJMj0Rz\nRENDAxoaGrxnBJCdnY3MzMwgl4iIwgkDBqI5ora2VnVeti4Q0XgcXE00R2zfvh1Lly7F559/josX\nL8Jut7vNl5iYiPz8/GkuHRHNdAwYiOaQBQsW4MiRI+ju7kZJSQnKy8thsVjG5Nm4cSOngSaiCRgw\nEM1BCQkJ2LdvH7Zt24aysjKcOXMGfX19MBqNnAaaiNxiwEA0h0VFRWHz5s1Yv349qqurYbfbodPp\nQl0sIpqBGDAQESIiIrB69epQF4OIZjCOkiAiIiKvGDAQERGRVwwYiIiIyCsGDEREROQVAwYiIiLy\nigEDERERecWAgYiIiLxiwEBEREReMWAgIiIirxgwEBERkVcMGIiIiMgrBgxERETkFQMGIiIi8ooB\nAxEREXnFgIGIiIi8YsBAREREXjFgICIiIq8YMBAREZFXDBiIiIjIKwYMRERE5BUDBiIiIvKKAQMR\nERF5JaSUoS5DQAkh2gHUh7ocKiUB6Ah1IWY51nHwsY6nB+s5+OZiHWdLKZPVZJx1AUM4EUKck1IW\nhbocsxnrOPhYx9OD9Rx8rOPJ8ZIEERERecWAgYiIiLxiwBBavw51AeYA1nHwsY6nB+s5+FjHk2Af\nBiIiIvKKLQxERETkFQMGPwkhEoQQx4QQl4UQl4QQG4QQ/1d5XiWEeEsIkaDkTRRCfCKE6BdC/Hzc\ncT4VQlwRQlQotxQlPVII8SchRK0Q4owQIsdln2eU9CtCiL3T+bqnk491vFsIUSaEuKDc73A5zlol\nvVYI8VMhhFDS5wshPhJCXFPu5ynpQslXq5ynMDQ1EHwBrGO+jyfhYz3f5VKPlUKIQy7H2afUV60Q\n4mmX9Fylfq8p9a1X0j3W/2wTwDquU97jFUKIcy7pc/7zAlJK3vy4AfgDgP+qPNYDSACwB0CEkvZv\nAP5NeWwEsBnANwH8fNxxPgVQ5Ob43wbwvPL4YQB/Uh4vA1AJIBJALoDrALShro8ZUMdrACxQHi8H\n0ORynFIAGwAIAO8D2K+k/xDA08rjp12Oda+STwBYD+BMqOsiDOqY7+PA1XO0S3o6gDYAEQC0Sj3l\nKceoBLBMyfcagIeVx88D+NZk9T8bb4GoY+V5HYAkN8fn50WoCxCONwBxAG5C6QPiIc8hAC+PS/s7\nqA8YPgSwQXkcgdHJRASAZwA84y7fbLr5W8dKugDQqXwZpQO47LLtqwB+pTy+AiBdeZwO4Iry+FcA\nvuqyjzPfbLoFqo6V53wfB6eecwGYlLrbAOBDl23PKDeh1KvjC8+Zz1P9h7pOZmodK8/r4D5gmNOf\nF1JKXpLwUx6AdgC/F0KcF0L8RghhHJfnaxiNOtX4vdL89T8czeUAMgA0AICU0gqgB0Cia7qiUUmb\nbaZSx4cBnJdSmjFaN40u21zrK1VK2QIAyn2Kks46/is1dezA97F7PtezEOJuIUQNgAsAvqnUnac6\nSwTQreRxTQc81/9sE6g6BgAJ4Lhy2e0Jl/3n+ucFAwY/RQAoBPBLKeUaAAMYbaICAAghvgfACuBl\nFcd6REq5AsAW5fa3jsO4ySsnSZ9t/KpjIUQBRpsev+FIcnNsb/XFOoZPdQzwfTwZn+tZSnlGSlkA\nYB2AZ4QQBvhXl3OlngNVxwCwSUpZCGA/gL8XQmz1cu65UscMGPzUCKBRSnlGeX4Mo29WCCEeB3AA\nox+gXt80Usom5b4PwCsA7nI5x0LlmBEA4gHcdk1XZAJonuLrmYl8rmMhRCaAtwA8JqW87nKcTJfj\nutaXSQiRruzruI7p2Id1rL6O+T6enN+fF1LKSxj98lsOz3XWASBBqV/XdMBz/c82gapjSCmblfs2\njL7XHe/luf55wYDBH1LKVgANQoilStJOABeFEPsA/AuAg1LKQW/HEUJECCGSlMc6jL6pq5XN7wJ4\nXHl8BMAJ5c3+LoCHld7PuQCWYLRT36ziax0rvZ//gtHr4sUux2kB0CeEWK80kz8G4B1ls2sdPz4u\n/TGl9/N6AD2OpsjZJFB1zPfx5Pyo51zHl78QIhvAUoxeVz8LYImyXY/RTozvKvX5CUbrF5j4XnZX\n/7NKoOpYCGEUQsQq6UaMdpp0916ec58XANjp0d8bgNUAzgGoAvA2gHkAajF6LatCuT3vkr8Oo5F9\nP0Yj0mUYHT1RphyjBsBzUHqKAzAAeF05ZimAPJdjfQ+jvaWvQOnxPxtvvtQxgP+O0V8JFS63FGVb\nEUb/6a8D+Dn+OmFZIoCPAVxT7ucr6QLAL5T8F+CmM99suQWijvk+Dng9/61SjxUAygE84HKcewFc\nVertey7peUr91ir17eiM6rH+Z9stEHWs1GOlcqsZV8dz/vOCMz0SERGRV7wkQURERF4xYCAiIiKv\nGDAQERGRVwwYiIiIyCsGDEREROQVAwYiIiLyigEDERERecWAgYiIiLz6/wKgv1mTok71AAAAAElF\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11b7c4a50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot Waverly Hills road segments and trouble nodes\n",
"base = waverly_geo.plot(alpha=.5, linewidth=10, color='k')\n",
"trouble.plot(ax=base, markersize=15, color='r')"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true,
"deletable": true,
"editable": true
},
"source": [
"-----------------"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [conda env:py2]",
"language": "python",
"name": "conda-env-py2-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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