construct_lineage.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "from networkx.algorithms import tree\n",
    "import pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def construct_edges(edges):\n",
    "    G = nx.Graph()\n",
    "    for e in edges:\n",
    "        G.add_edge(e[0], e[1], weight=e[2])\n",
    "\n",
    "    return G"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def plot_graph(G, edges):\n",
    "    pos = nx.spring_layout(G,k=4/math.sqrt(G.order()), iterations=30)\n",
    "    # nodes\n",
    "    nx.draw_networkx_nodes(G, pos, node_size=700)\n",
    "    #elarge = [(u, v) for (u, v, d) in G.edges(data=True) if d['weight'] > 0.5]\n",
    "    #esmall = [(u, v) for (u, v, d) in G.edges(data=True) if d['weight'] <= 0.5]\n",
    "    # edges\n",
    "    nx.draw_networkx_edges(G, pos, edgelist=edges, width=3)\n",
    "    # nx.draw_networkx_edges(G, pos, edgelist=esmall,\n",
    "    #                        width=6, alpha=0.5, edge_color='b', style='dashed')\n",
    "    # labels\n",
    "    nx.draw_networkx_labels(G, pos, font_size=10, font_family='sans-serif')\n",
    "    # edge label\n",
    "    labels = nx.get_edge_attributes(G,'weight')\n",
    "    nx.draw_networkx_edge_labels(G, pos, edge_labels=labels)\n",
    "    plt.axis('off')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Use matplotlib and networkx to visualize the graph provided\n",
    "import matplotlib.pyplot as plt\n",
    "from networkx.drawing.nx_agraph import graphviz_layout\n",
    "%matplotlib inline\n",
    "\n",
    "def draw_graph(graph, canvas_size=(8, 12), node_size=1500,\n",
    "                   layout_fn=graphviz_layout, **kwargs):\n",
    "        # Set Canvas Size\n",
    "        f = plt.figure(10, figsize=canvas_size)\n",
    "\n",
    "        # Remove axes and set a margin to prevent cut-off\n",
    "        ax = plt.gca()\n",
    "        [sp.set_visible(False) for sp in ax.spines.values()]\n",
    "        ax.set_xticks([])\n",
    "        ax.set_yticks([])\n",
    "        ax.margins(0.30)\n",
    "\n",
    "        root = kwargs.pop('root', None)\n",
    "        if root is not None:\n",
    "            pos = layout_fn(graph, root=root, prog='dot')\n",
    "\n",
    "        else:\n",
    "            pos = layout_fn(graph, root=0)\n",
    "            \n",
    "        \n",
    "        try:\n",
    "            edge_labels = {(i[0],i[1]): i[2]['operation'] for i in graph.edges(data=True)}\n",
    "        except Exception:\n",
    "            edge_labels = None\n",
    "\n",
    "        nx.draw_networkx(graph, pos=pos,\n",
    "                         with_labels=True,\n",
    "                         node_size=node_size, label_pos=3)\n",
    "        nx.draw_networkx_edge_labels(graph,\n",
    "                                     pos=pos,\n",
    "                                     edge_labels=edge_labels)\n",
    "        plt.show()\n",
    "        #return f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def find_mst(file_name):\n",
    "    df = pandas.read_csv(file_name, index_col='name')\n",
    "    nodes = list(df.columns.values)\n",
    "    edges = []\n",
    "    for u in nodes:\n",
    "        for v in nodes:\n",
    "            edges.append((u,v,1-df[u][v]))\n",
    "    G = construct_edges(edges)\n",
    "    mst = tree.minimum_spanning_edges(G, algorithm='kruskal', data=True)\n",
    "    edgelist = list(mst)\n",
    "    return sorted(edgelist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('0.csv', '1.csv', {'weight': 0.9742})\n",
      "('0.csv', '3.csv', {'weight': 1})\n",
      "('0.csv', '4.csv', {'weight': 1})\n",
      "('0.csv', '8.csv', {'weight': 1})\n",
      "('0.csv', '9.csv', {'weight': 1})\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAACM0AAAiTCAYAAACkFDLMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ffe4a75f4a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "file_name_col = '/home/slhuang/Public/2019_spring/lineage_inference/code/RELIC/RELIC_Silu/src/preserving_ops/result/cell_sim_5.csv'\n",
    "#'/home/slhuang/Public/2018-fall/lineage_inference/case_study/result/col_sim.txt'\n",
    "selected_edges = find_mst(file_name_col)\n",
    "print (*selected_edges, sep='\\n')\n",
    "# mst_edges = []\n",
    "# for e in selected_edges:\n",
    "#     mst_edges.append((e[0], e[1], e[2]['weight']))\n",
    "MST = construct_edges(selected_edges)\n",
    "#plot_graph(MST)\n",
    "draw_graph(MST, canvas_size=(40,40))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('0.csv', '1.csv', {'weight': 0.16492700000000005})\n",
      "('0.csv', '3.csv', {'weight': 0.138718})\n",
      "('3.csv', '4.csv', {'weight': 0.07271200000000011})\n",
      "('4.csv', '8.csv', {'weight': 0.05855200000000005})\n",
      "('8.csv', '9.csv', {'weight': 0.0})\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAACM0AAAiTCAYAAACkFDLMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABAzgV2GtSpFGmzCgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ffe50078828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "file_name_col = '/home/slhuang/Public/2019_spring/lineage_inference/code/src/preserving_ops/result/col_sim_5.csv'\n",
    "#'/home/slhuang/Public/2018-fall/lineage_inference/case_study/result/col_sim.txt'\n",
    "selected_edges = find_mst(file_name_col)\n",
    "print (*selected_edges, sep='\\n')\n",
    "# mst_edges = []\n",
    "# for e in selected_edges:\n",
    "#     mst_edges.append((e[0], e[1], e[2]['weight']))\n",
    "MST = construct_edges(selected_edges)\n",
    "#plot_graph(MST)\n",
    "draw_graph(MST, canvas_size=(40,40))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('0.csv', '1.csv', {'weight': 0.9742})\n",
      "('0.csv', '3.csv', {'weight': 0.7659})\n",
      "('3.csv', '4.csv', {'weight': 0.399829})\n",
      "('4.csv', '8.csv', {'weight': 0.3274020000000001})\n",
      "('8.csv', '9.csv', {'weight': 0.0})\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAACM0AAAiTCAYAAACkFDLMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAAAg5wIdfc7nkyslvQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ffe501993c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "file_name_col = '/home/slhuang/Public/2019_spring/lineage_inference/code/src/preserving_ops/result/relation_sim_5.csv'\n",
    "#'/home/slhuang/Public/2018-fall/lineage_inference/case_study/result/cell_sim.txt'\n",
    "selected_edges = find_mst(file_name_col)\n",
    "print (*selected_edges, sep='\\n')\n",
    "MST = construct_edges(selected_edges)\n",
    "draw_graph(MST, canvas_size=(40,40))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAD8CAYAAACfF6SlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJztnXd4VGX2xz8nIZSEKgsWFFAQK2KD\nXQQVxQKrgii2RVbW8hMsWLGuHVxgLSsqKGJFsGDDstYFBDQgSrUiSlBUUARpIYQk5/fHuUMmYRIS\nMpPJzJzP89wnd25573snybnvPe853yOqiuM4jpNapMW7A47jOE7148bfcRwnBXHj7ziOk4K48Xcc\nx0lB3Pg7juOkIG78HcdxUhA3/o7jOCmIG3/HcZwUxI2/4zhOCuLG33EcJwVx4+84jpOCuPF3HMdJ\nQdz4O47jpCBu/B3HcVKQWvHugOM4MUSkCbAnUAfYDCxFdU18O+XUBNz4O04yISLAUcBgoCvQBMgN\nOyITkTXATGAUMB0v6pGSiP/eHSdJEOkJjAGaAlmAlHO0AhuB34FBqL4d+w46NQk3/o6T6Ig0Ah4B\negGZO9BCLjAZewisjWbXnJqLG3/HSWREmmMunD2AulVoKQ/4EeiK6q/R6JpTs3Hj7ziJio345wCt\ngYwotLgFyAE6+htA8uOhno6TuIwBWhIdw0/Qzh5Bu06S48bfcRIRm9ztjYVwRpO6QO+gfSeJcbeP\n4yQaFs65FGgVw6ssA/b0MNDkxUf+jpN4HIWFc8aSpsCRMb6GE0fc+DtO4jEYi+OPJVnBdaKOiNwu\nItfGom2n4rjxd5xKIkY8/3e6Un4C1zYUVv4aAnQVkSqpAIhIelXOD9pwJYIY4MbfcSqAiLQWka9E\nZDQwF+gvItkiMldEJolI/eC4HBEZISKfBEvbYHsrEfmfiCwMfrYs51pPiUjfsM8bgp+71hb5uAM0\nOxCYEex/D+gMHAqcAWwItrcG7sSeFJMwLYf9gYOAs8u519uB/wOOh+Z14TkRSReRf4vInKD/Fwf9\nkWD75yKySETOCrZ3E5GpIjIRWBRsu1lEvhGRD4B9wu6tjYi8IyKficgMEdk37Du4T0SmAiPK6a6z\ng/gT1XEqzj7AP4BbgVeA41R1o4hcD1yN2VqAdaraSUT+DvwHOBl4CHhGVZ8WkfMxW3xqJa//t31g\n7gLYvxAa5QKrgKHAB5ifZgRwX9BBsNCdmcH6btgscR3gj+1c6DNgBqzPhH8JXACsVdWOIlIH+EhE\n3sOeNwcDHYA/AXNEZHrQRCfgQFVdKiKHYc+bQzCbMze4BMBYYKCqfisifwZGA8cG+9ph3/EOvLg4\n28ONv+NUnGWqOktETsYG0R9Z4A21geyw454L+3l/sN4ZOC1YHw+M3IHrz1kCV/0T6vbFrO6HwJdA\nl+CA/OBCIc4KWz8I6Ic9cbb31Al0IhR7VpwAHBT2NtII2Bt7qXguMM4rReRDoCOwDvhEVZcGxx8J\nvKqquQAi8nrwsz5wBDAp+B6hZOjqJDf8scONv+NUnI3BTwHeV9VzyjhOy1gv65jSFBC4ZMWsYm0A\nVZ3+jMj5G+G1/sAQTLLzeIqfNqUJnxV+C5gOvA7cBXxB2QYgOE8wGWgBLlfVd8OPEZG/lnMPG0t9\njnS/acAfqnpwBdtwooj7/B2n8swCuoT58zNFpF3Y/rPCfobeCD6m2NXej2JvTCRygMOC9d4EGbwi\n0upAmDsIal2A+U7+AnwELAkOzgUWR2iwCBPuOQZ75fiD4rmBcqgHfA+8CwwSkVA/2olIFvYsOSuY\nE2iGhaB+EqGd6UAfEaknIg2AUwBUdR2wVETOCNoVEemw/W450cBH/o5TSVT1NxEZgE2GhtwU/6TY\n7tYRkdnY4Cr0djAYeEJEhgC/YXMHZfEYMFlEPgH+R/EIuNthMKQ9SCPgGaAZ8FRwkc3BQUMxZ3k4\nhcC5wFpsCH4V0Hj7t7oa1T8QGYfNH88N3kR+wzxHr2JepgVBs9ep6orQpG0IVZ0rIi8A87HksRlh\nu/sBY0Tkn9hD7vmgPSfGeIav40QREckBDlfVVTG8yMtAHyoZ7llJFHgF1b7bPdJJSNzt4ziJxyhi\n7w/fGFzHSVJ85O84cUJEbsZC88OZpKrDtnciUdD2eRJ4oNS2LsDDturaPkmOG3/HSURMdfMldqxy\nV7ko5Ar09dKOyY27fRwnETHDPBmrwBU1NgFvwGYJMnOd5MVH/o6TqES5klc+oTJesA5+Bnqp6mfl\nnuQkLD7yd5xExUotdsVsdlXfAPI2wsojoWCdfd4NmC4ivavYrlNDcePvOImMFVvviMXc5+5gK7nA\nK01gn1+hB5YOADaf8KqIXCNh+gtOcuBuH8dJFmwSeAxWiCWL8vMAFAvn/B0YFD65GyRpvQXsFXb8\nWOAyVd0S7W478cGNv+MkEzZCPxLLKO4K7LQZCjdBXQGyoKiWZejOxOL4Z0QK5xSRPwGvUawZByYe\neoaqbk8U1EkA3Pg7TjIj0vgy+L/PYMRm4Cd4a6XqyRU7VeoAj2MSDCG+Ak4KU+x0EhQ3/o6T5IjI\nUZj6M0C2qh5RiXMFuAW4I2zzb8Cpqvpx9HrpVDc+4es4yc+KsPVdKnOiGndio//8YHMzYIqIlCVp\n7SQAbvwdJ/lZGba+8440oKoTsQpbIcG6OsBEEbnFI4ESE3f7OE6SExjnTRRXyWqgqhWQ84/Y1l5Y\nJFC4bPOzwIWqujnyWU5NxEf+jpPkqI3wdtj1U6qt7zEN//+FbT4X+CCIEHISBDf+jpMaVNn1EyII\n9eyJFZ0J0RWYVbqQi1NzcePvOKlB1Iw/QJDsdTFwLcX1edsA2SJy7HZOr4slkB2OlYp04oAbf8dJ\nDaJq/GFrJNC9wGkUS0s0Bt4VkfPLOK0j8AuwEJiC1QjuGo3+OJXDjb/jpAZR8flHQlVfw4q3/xJs\nqgU8LiLDRSTcxuyPGfzGmPxEg6Av7wF/j2afnO3jxt9xUoOoj/zDCaSfO1Gy+Pr1wCQRyQSaY4Y/\nK8Lp9TBNon8R27rEThhu/B0nNYip8QdQ1eWYC+fNsM2n1atXb3p+fv5UYCfKNu6ZwOWYOmndWPTP\nKYkbf8dJDWLm9gknyB84FfhPaNvEiRMPKyws3I/tF5zJAk4AZmNvCk4McePvOKlBzEf+IVS1UFWv\nAi65++679bjjjqNevXrbjPjXrFnDu+++y+TJk8M31wP2w8pIHhDLfqY6teLdAcdxqoVqM/4hVHVD\nYWFhfnp6ep3w7UVFRcycOZNrr72Wgw8+mOzsbKZOncp//rP1ZSED0w+ahUUSvV8d/U01fOTvOKnB\nOiAkv5ApIvVjfL0jgUdLG36AKVOmMH78ePr168fYsWNZtGgRixcv5ueffw4/TID6WJH6QTHua0ri\nxt9xUoBoSjxUgNbYpO82CVw///wzkydPZt999+WKK64A4LnnniMtLY3ddtstUlv1gHuAB4H0mPU4\nBXHj7zipQ3W5fp7Gone24YknnmDFihUMHjwYgG+//ZacnBxOPPFEVLVEUbGw9UzgH8Db2NuAEwXc\n+DtO6lBdxr8jEeYTCwoK+Oabb7jxxhvJyMjg+++/5/333ycnJ4ejjjoKESFcHXr16tXhp2dhrqRP\ngRYx7HvK4BO+jpM6VJfxX0cEl0+tWrVo2LAhI0eO5KqrruLxxx8nMzOTM844gw4dOmw97vnnn+eb\nb77hww8/pHv37tx8882hXXUx/aAFwPHAvBjeQ9LjI3/HSR2qy+c/FasfsA0PP/wwDRs25L777uPg\ngw/miiuu4Ljjjtu6//777+fpp5+mZcuWPPDAA7z00ks88cQT4U3UwpLFZgK9YngPSY+P/B0ndaiu\nkf8/gA+AQ4jg+x87diyFhYX8+uuvJXz8r7zyCk8++SRPP/00BxxwALVr12bAgAE0bNiwdBMStPs8\ncBs2IexVqSqJj/wdJ3WoLuOfBxwDvAJsjHRAeno6OTk5vPbaa2zZsoXly5fz2GOPMWzYMA455BBq\n165Nfn4+Dz/8MOVUG6yHGf8n2H72sFMKH/k7TupQXW4fgC2YUud1mIHeZg6gc+fOHHjggWRkZLBm\nzRpatGhBp06dtu7v06cPPXr04IwzzmD9+vU8/PDDiAgdO3bk2GO3lgzIAs4E2gInA2tjfF9Jg4/8\nHSd1qO4sXwVGAP0o1vsvQYMGDQBYvnw5y5cvZ+edrVv9+vUjKyuLoUOH8tJLLzF48GCWLVvGLrvs\nwpVXXsno0aPDm8nEIozmA3vG7naSCy/g7jgpgog0Av4IPuaqaiR55VhxOPAu0JAIHof8/Hz69OnD\nhg0b2Gefffj666+ZMmUK06ZNY/To0TRr1ox7772X+vXrM2vWLJ5//vlwOYgQhcB64K9AdqxvKNFx\n4+84KYJYEP0mICS50CBQ4awu9sA0/XenDNnmF198kX333ZdWrVrRqFEjBg4cyBdffEGPHj144403\nePLJJ9lvv/0oLCwkPT2dKVOmhLuAQmwCzscmhJ0ycLeP46QI1SzxEIkfgUOxUXlEN9CZZ57JQQcd\nRKNGjfjf//7H999/zwsvvMDNN99Mt27dmDlzJgBpaWksXbqUMWPGcMIJJ/D777+HN1MPeBy4HS8O\nUyZu/B0ntah2dc9SrMcStJ6mjAdAiDVr1nDEEUew2267sWLFCpYuXUr9+qbuICK0bNmSSZMmceKJ\nJ3LuueeyZs2a8NMzseLyL1D8puOE4dE+jpNaxNv4g/nmLwG+BEYSIRIIoH379lx33XWkp6ezZMkS\nWrRoQZs2bQCThS4oKCA9PZ0BAwbw5ptvsmnTJpo0aRLeRBZwEvAR0ANYFcN7Sjh85O84qUU83T6l\neQjT699IhCStffbZh5kzZ5KXl0enTp0YOHDg1lDQtLQ06tSpQ25uLg888AD77bcfTZs2ZfPmzSxd\nujS8mUygPbAQ2Cfmd5RA+ISv46QQInIX8M/g452qels8+xNwIDYR3JhykrVyc3OZPHkyq1at4quv\nvmLx4sUUFBTQpk0bzj//fLp06cJ7773H0KFDOfTQQ0tHAxUBG4AjgC9ieTOJght/x0khROQyTBsf\n4FFVHRjP/oSxC1axqw1luIFGjx7NZZddxplnnsmgQYMoKCigVatWtG3bFoA5c+YwefJkRITPP/+c\nOnXq8Nxzz4UrhSrwPZYQlvK4z99xUoua4POPxAqgE/AiJg2xTQ7CJZdcQmZmJmPHjmXnnXdm3333\n3bpv5cqVTJgwgfnz5zNt2jQA7rjjDt555x169uwZOkywcFMH2FpAwRdffEn+BdPE12DJjnd/Iixp\nqjpSVTdqGbz88st6xBFH6Pz580tsnzNnjrZv315Hjx69ddvmzZtLn16kqrVrwH3GfXG3j+OkECLS\nDvgm+LhUVfeKZ3/K4R/Aw5ThAlq+fDmZmZkUFRWRlZVFvXp22IIFCxg+fPjWWgGl2Ay8jmkBpTwe\n7eM4qUVNdfuU5kmgJ5YXUFR65+67785OO+3Es88+yzXXXLN1e7NmzVi+fDlr126j71YE/ApcHLsu\nJxZu/B0ntViHjYABMkWkJtfE/RDTBFoB5Ec64Morr+SPP/6gV69eTJ48mb59+9K2bVt23XXX0odu\nAI4F1mzbSmribh/HSTFEJAdoFXzcW1WXxLE7FaEpJgq3P2W4ge6++26KioooLCzkttsselVVERHy\n8/MLNm/efHyDBg2mVVuPEwA3/iFEmmBysHWwkdFSVH2U4CQdIjIbi6wB6KqqH8WzPxWkDiYJcTIR\nIoFKU1RURFpaGhs3bmTgwIE8++yz7wFnqqrr/QekrttHRBA5GpGXEVmJ+UKnAG8HP1cisjLYf3R4\nsLDjJDiJ4vcPZzNwDiYHUa4mEFgGcF5eXsEDDzzAs88+C3AC8JGItI5lJxOJ1Bz5i/QExmCvk1mU\nr/ynWPr578AgVN+OfQcdJ3aIyFjgouDjpao6urzjayBnYhPC24TzhLFJVd9LT0+fryWzmH8Feqvq\nrJj2MAFIrZG/SCNEngNewnye9dm+5KsEx7UCXkJkIlYUw3ESlUQc+YfzItAdK0xTGGH/FuBbETm7\nqKjoduBciieMmwPTROSs6uhoTSZ1jL9Ic2AOcCrljxjKIxPoA8wJ2nOcRCTRjT/ALOAQrEZAXtj2\nLZh65/Gh7ao6AXtYhFQ96wDPi8jNksLu3NQw/jZSnwm0powKQpWgbtDOTH8DcBKUZDD+ADlAB2Ai\nZuhXAbOBwzD3zlZUdSbwF+DrsM1DgadEJCX1/lPD+Jt/vyXlKAZWkgxMI2RMlNpznOqkJsk6V5V1\nwAVYCGgzTL7il0gHqup3mKrnlLDNfwfeE5GmMe5njSP5jb9N7vYm+tV86gK9g/YdJ5FIlpF/pVEL\n3+6BlXkMcRQwK5C+SBmSO9rH/HlLKU5oiQXLgD1J6i/SSSbE3JV/BB9zgfqaYn+/ga//WmAExUEf\na4DTVHVavPpVnST7yP8oLJxzG17DashFgabAkSJyU3Sac5yYs47iSdJMLJotpQgUPv8NnA5sCjY3\nwVxAA+LWsWok2Y3/YMrIBizP+BdU7hpZwXWq3fiLiNdjcCpNMMpPWddPOKr6KjZIDM2DZABPisgw\nEUlq+1ijb05EWonI/0RkYfCzZTnHNhORl0VkTrB0AboOBrkzOOZd7Lf8MabrOgQ4GPgO6IZZ76OB\nB4A3gD9jsWTHUfyfsgHTmm0PHAS8DHK1+RDrich8EZlQRv9ai8jnYZ+vFZHbg/XBIvJlcJ/PB9uy\nROSJ4F7miUjvYPsAEZkkIm8A71Xm+3ScMNz4B6jqp5jcxcKwzTcBL4hIRC2hpCDeBQXKWzAbfF6w\nfj7wWjnHTsR0SgBapsM3CvkbQfcHnQLaDnQJqIKeBzopWFfQo0EHhX1eDVoUrD8GenWwfh3oFaWO\nU0sg2bCde2kNfB72+Vrg9mD9Z6BOsN44+Hk3cG5oG7AYe8sYACwHdor378eXxF2w8U+oqMtp8e5P\nTViABsCbYd+LYqGjO8e7b7FYarrboDNwWrA+HtP1KIvjgP1DORtp0GQd5DaERo9hI/77sQKhZRGe\n8rc8+PwLZtn3DLZ/ADwfdlwT+7EprWphpAuBCSLyGuaRAtMi6SUi1waf62LhqgDvq+rqKlzPcZIp\n3DMqqOr64A37XuCKYHMnYLaInKyqn5d9duJRo90+ESgvIiEN6KyqB6vqwfnQu2GwYxE2K/vzdhoP\nnxy4HLgsOPdRimfHlIh6EBWJlCig5Pcdnmx2Ela16DDgs8CXL8DpoftR1Zaq+lVw/MYKXM9xysPd\nPhFQ1UJVvRL79w8VkWkFfCwiPSrckEgTRA5FpHPws0kMulslarrx/xg4O1jvh2XplsV72C8MgCFB\neOcy7DE+D5PrnB3sb4CVCCqLtUCLYP3psO0nAA+FfQ40n0WgQETKG/2vBJqLSNMgo/BkO1HSgD1U\ndSpwHebiqY9NUVweSj8XkUPKadtxKosb/3JQ1Yex/9GQmWgAvCUil0Q8IQFVgmu68R8M/ENEFgL9\nKX4VK+vYw4NJ0y/HwAlFkHkBcA+wG5bVcSE2ij8b+Dc2oftdhMZuB87A0gX/FLb9n5jBPxDLK59q\nm+tlwhPAwrImfFV1C3An9vx5k+I083TgWRFZhD2j7lfVP4C7MFfSwmCi+K5y7t1xKosb/+2gpuDb\nBfgh2JQGPCwi/xGR9K0HWqLnUuz/ug8mHpcBNApbMoLtfYLjlsY7QTTZk7xWYl94rFmJqvtNnYRB\nRI4EpgcfZ6lq53j2pyYjIrsAkykugAPw5j0w8BobW/Zix8Qic4N2BxGHIjM1feRfVWZSMX98VVDK\nd0c5Tk3ER/4VRFVXYNHgk0LbmsHJfeG7IhvJJ6RKcMKN/EXkZswjE84kVR0W4eCjsVesmGUwFkFu\nGvREdXrQv6bA/yIc2l1Vf49VPxynMrjEQ+UJ5ueGNoQb52Cx27Wj0/QWTKG0Y3W+ASSc8a8U1aDt\nkwO6F9yjMEy9PqiTIASBBLkUR501VNXyYiCcgM9FZrWFP1dVG74UecCrqP4tus2WTXK7fezJNogK\n1PzcETZa46KWLPytiAx0yQUnEQhG+e76qSwiPQ+E9lE2/BAHleDkNv4ANmM/mZLVfqpMEeRPhVXv\nFG9qhun7zxORE6J5LceJEW78K4O9LY1hx3382yMTGFNdYaDJb/yNQVi5ty1Ram9LGizrCm2Bc4K2\nQxwIvCsib4rIvlG6nuPEAjf+laNMleAo0hSLMI85qWH8zRffFZtUqdIbwBYrGJ0DdG2sulZVnwf2\nwVIAwjNvTwIWicioVKwS5CQECS/xIEZ12bEyVYIrQ6SK82GEVIK3Idou5dQw/gCqvwIdgVfZwTmA\njcCLkH4IXBu0FzStm4Joo72xZK/QLHotTCniWxG5UkSiFBzgOFEhIUf+gULuVyIyGpgL9BeRbBGZ\nGyje1g+OyxGRESLySbC0DbZXRi34KRHpG3zsWj9Qd/kFew04GHvVnxEc8B4mSHYoFpK4IdjeGsvw\n7IrFi44C9seUgUMSBqFLBoeFrn+7iIwVkfeAZ4J7nxHc61wROSI4rpuITBORlyr8RcZbWS4uC/RU\nyFFYr1CkYSqdEZaiIli/AnJ7FCv9lauqiSUOT6WkOqAC3wCnEERZ+eJLPBdMDiX0t/lIvPtTiX63\nxnR3/oIl4E8HsoJ91wO3Bus5wM3B+t+BN4P1yqgFPwX0VWiikJ8V2IV7QIcG6wWg60B/Az0SdEOw\nfTjoHcF6K9ARYXZlV9C8YH3NtjYnX4vVfW8HPgPqBZ8zgbrB+t7Ap8F6N0yVZveKfo+pM/IPxyaB\n98RcM69gI6AtWIWjtcHPLcH2VwRO2gv2egdWBS20AB4J6e5s27zOA47FEjjC1SPaYVK674vIQVG/\nL8epHIns9lmmqrOwB8D+wEciMh84j5Kh3c+F/QxlMXfGJODB1IK7sn32JMxj0BF4ErPMizDhn1lY\ngagu2BvB05i2WIhw1eCDMLGyZyGStPImYK+wz6+raqjaWAbwWCAHMwm79xCfqOryCtwLRL5uimCP\ny+mEUtxFGmNfeB1gM/A9prEDmMtHRC6kWHL5DGwEMb6M5hV4TUTexkZYt2AaHwDdsaigx4FbVHVl\npDYcJ8YkpNsnIDS/JpjE+TllHKdlrJd1TGlCarx1ijB5dzCXz3TgLUx0bAgm7348xU+b0oRPFrwV\nnP86Jtr1BSWMsWJ2KET4XOJV2O+tQ9Cv8DnMzeXcxzak5sg/Eqp/oDoX1ezg5x/bHqKTgcfCNj0s\nIq3Lb1Y3q+q92CvaaIrne9KAi7D5gOtFJAahw45TLols/EPMArqE+fMzRaRd2P6zwn5mB+uVUQvO\nwaTWN78CGaFwwWWYaNhFwAXYxMNfgI+AJcExuVgFptIUYeGBx2AFSv6geG4gQCjbkDcCflHVIuy5\nk17GcdsldUf+O87V2O+tLfa2N15EuqlquZP4qvobcGkwSXUvcGKwqwEwHBgoItcBLwVvDY4TCxpj\nIrc7//TTT61HjBhBixYt2HPPPVuq6kwR2RkLN6yPGaCRwFBir5G1Q6jqb2IF158LpNLBIu9CdreO\niMzGBluht4PBwBMiMgT4DavMWhaPAZMz4LhroG5o9D4NUwXOwL6oZ7BEn6eCi4Qs91DM1xtOIXAu\n5l9WbCjfuOQh9YDvy+jPaOBlETkDm1fc4doeyS3vECNE5M/YQz701L1ZVe+uZBs9sYfAfqV2zQSu\nUqsr6jjR4ihgAjbCzwOKVDVt8+bNDerWLfelcyOWJNkv9l2MLiKSAxyuqqu2d2wFG0wqlWB3++wA\nqjobi9wKcYeIHF7JNt7G/HaXAeGCb12BOSLyjIjsXuXOOo69pb4B7I4NVhsAjURke4YfzFXdl5Jl\nLVKVpFIJduO/49xNsQ+xFlaDt1IJIKq6Ra1i0N7AfZTMQO4PLBaR2yrbruOUYihVU7bdhA1UEgpV\nbV3RUb+I3Cwi80stN5c6bBQxKqH6JBYhdBBoQ+gQXP/hWFwrhLt9qoCItAHmU/yPNUZVI5d5q1h7\ne2OuxN6ldv0E3AhMCCZ6HKcy/A8LPd5R1gMDKQ6PTE2qQSUYm0vek2owzD7yrwKq+h0lU7EHichJ\nVWjvW1U9FftHXRC2qwU2pzRbRLrsaPtOyrJmewcUFRWRm5vL2rVr2bRpU+nddUjcaKDoYQY5ZirB\nQbuDqsPwg4/8q0yQ6PUScFqw6VegvYbJP+xgu+nAAGAY2/7jTQKuV9WlVbmGkzLchwWVbENRURHz\n589n5syZrFy5kk2bNrFu3TpWrFjBrbfeSqdOWysX3gtcW10drtGITMQSOKMZnu16/olGEJZ5MSb3\nARYNMC5C9m87LKHvWawQfbPttFuoqo9j8wF3UzLu9wzgKxH5l4g0rPpdOEnOcorzk0rw3nvvMXDg\nQD7//HNatmxJly5dOPnkkzn99NO54YYbyMnJCR0aS1dHohF1leCgvUFRaq9ixFunI1kWLG4/XMfn\n4mBfuqrepKq5wQSvqmqeqn6nqk0q0X5r4PlS1wgV5LgISI/3d+BLjV36qeo6jcCf//xn/eijjyLt\n0q5du+oHH3wQ+vhxDbiPmrNAc4XFCpu2ow22vWVT0E7z6r4HH/lHCVV9F4sGCHH/TTfddAwwG7gJ\nS9wIJdXVwfz44wlUAivQfo6qno1Jh3wStqs5MBaYKyLdq3QTTrKyEkss3Ya99tqLWbNm8d1337F0\n6VK+/fZbsrOzueGGG2jQoAEtWrQIHeqy5OFEQSU4OO8VrHZvldzEO4L7/KOIiNQD5gAHnHPOOYwb\nN66oXr16ReXocG8ELsU0oCpznVC24nAsdjuc14Ehqhops9xJTdpjSYkNSu+YN28ew4cPB6Bt27bk\n5eVRWFhIgwYNOP300zn44INDh87FZA6c0ljC5hjsAZlF+QM6xf7vf8cmd9+OfQcj48Y/yhx33HFd\nL7/88g+PO+64tKysCoXnb8T+OSs9eSsimdgk3PWULC1XADwE3Kmq2430cJKeepiETJn1JBYtWsTn\nn39O3bp1adasGQceeCCNG28VHdiEaeO8EfuuJig2x3ckFv3XFdgJ+94UexjUA1ZjCVyjgBnE2fi6\n8Y8u3YBJBQUFjWvVqlVR3aSJR/stAAAed0lEQVRCTBX2cLZb5CcyItICiwo6r9Su1Zjq7COqGq3J\nKScxeRnowXbqz6qqikgeNgmpwfE3Y/knTkXZjkpwTcCNf3Sohf1zXIw94behqKiIX375hddff51V\nq1ZxwAEHcNppoehQNgbn31GVTojIYcD9bFsD9GvsDeG/6r/wVCUd+9sYiEX+hN4C1n777beNli9f\nnrF8+XKOPvro0S1btvwSmyf4BUtijElWqxNf3PhXHQHexEb9EUdV69ev54033mDatGn89NNPnH32\n2dx4442MGzeOHj16hA7bBByNzRnseGfs9fM07GGyZ6nd7wHXqOrnVbmGk9A0wXz/f2CZuxqoXoYC\n+ruq6kfx6pxTfbikc9XZC5N4jjjiB3jiiSeYP38+xx57LP379wcgLy+PGTNmhBv/utjM/75UYaQV\njOxfFpG3MP/jPyme6DsBWCAiY7FSd7/t6HWchGUN22b8JoOuv1NJPNSz6hxIOckeQ4cOZeLEiVxy\nySVbDf/ChQsZP348HTqU0MoSLFrgoWh0Si2XYCSm6PgoxaF+adir/xIRGRKmge6kLolcztHZQdz4\nV50NlPE9btmyhR9//JHx48fTsWNH8vPzmTNnDu+88w7HHnssffr0KX1KPeBM4ORodU5Vf1XVgZho\n4PthuxpihTq+FJHTy6pH7KQEPvJPQdz4V50pWNWgbSJ1MjIyWLZsGc8++yzz58/nmWee4YUXXuDn\nn3+mV69eZGRkRGovE5OAiOo/oaouwrKQTwa+Cdu1F6ZNNE1EDo3mNZ2EwY1/CuLGv+ooNlqPWHNz\nwoQJfPvtt1xxxRX8+OOP7L333txxxx0cemixnd24cSMff/xx+Gn1sDrQUR2NB2n6b2F5BVdQ0vd7\nFPCpiDwpIrtF87pOjcfdPimIR/tEjwuAB7AMvxLk5eVRu3Zt0tKKn7WqSsjT8sknnzBq1Cj2339/\nbrrpptAhG4EhWOZgTBCRnYBbsSzj8Mn/jcAI4F5VrWzqel0slNDrDiQIInIkMD34OEtVO8ezP071\n4CP/6PEEMIMI6ol169blvffe4/HHHwcs5l9Etib4derUiVGjRjFp0iTmzZsXOi0LuAfYJ1YdVtXV\nqnolNmkdnr2ZhZWp/FpE/lbB+YCzgE+BdZgb4ToswcWp+bjbJwVx4x89FCu9GDFMs0ePHlt1UkJv\nAOE2daeddqJbt25MnTo1/LS6wGtY3dWYoarfqGov4Hgs2zjEHljR72wRKW80eCRWie4wrK9/wt4o\nlgGnE2X3lRN1Shh/n/xPDdztE31OxOL1IyZ8PfPMM4gIzZo1IysrizZt2rBq1SoKCgoYNmwYgwcP\n5uijjw4/JRcL/7w+9l3fWkTmAuAuTDE0nOeBG1R1Wdi2WsASytZ734hlGF8MfBbd3jrRIDD2uRQX\nJ2moquvj2CWnGnDjHxseAf5OhMSvESNGcOONN3LNNdcwY8YMGjVqhKrSuHFj9thjD+655x5EhPz8\nfGrX3qrDtQlL0JpZXTcQFIm5CasAFS4IlodVhhoeGIhLsfmB8lTsNDjvjaC9n2PRZ2fHEZEcih/g\ne6vqkjh2x6kO4l4UITmXemr6+0UagVNOOUUnTJigqqp5eXmqqvrDDz9s3T9q1Cjdfffddc2aNeGn\nrVTVRtV9L5hExItsW0Tml7333vvSoqKiiEVCymCzWlGbO1U1s7rvxZdyf8+zw363XeLdH19iv7jP\nPzZsAk7FRrvb8MADDzBixAi++OIL6tSxOdE99tiD/Px8TjzxRMaNG0enTp24+uqrw09riBVtqVZU\ndamqnomFgoa7bXa5/PLLH9q8eXP90uf8+OOPPProo1x44YUsXVpCqbo29jZ0DfAD0A+fd6opeLhn\niuH/eLFjPqbSuc0E8J577sktt9zC77//Hhp1ATB8+HDef/99FixYwMsvv8wPP/zAE088EdpdF0vQ\nOrp0e9WBqs7AxL/OA35u27YtF1xwAXXr1i0xOfjDDz/Qv39/cnJyaNWqFf3792fJkm08CJmYlMUj\nwELgiGq4Bad8POIn1Yj3q0eSL2mqOluLa/duw1dffVXi8+mnn65jxoxRVdUlS5bof//73/DdRar6\nQrzvC8j68ssvl2zZUvK21q1bp0OHDtXLLrts67ajjjqqzBqxYfe0UVUnq2qreN9bqi7YBH/I7XNH\nvPvjS+wXH/nHliKgL2W4fwoKChgyZAhvvfXW1m3nn38+P//8M4WFhbRp04aePXuGn6JYZE1cUdVO\n++23366l69VkZ2fz/fffc+GFFwLwxRdf0K5dO5o2Lbf8q2BvAj2BrzAp6m3KDToxx0f+KYYb/9jz\nI3AREYo816pVi4EDB3LXXXehqixatIjhw4ez0047kZ6eHqmtTcQ/XDIdm3vYJpR12rRptGzZkg4d\nOlBUVMTXX39NRkZGiXyGYJQJQGFhCTmkDGw+4FJsPuCC4FpO9eA+/xTDjX/18DzwDhH0f0466SSO\nOuooTj31VM455xx69uzJRRddFKmNjcAzWNJXPPkbEYxDQUEBL774ImeffTYA8+fPZ86cObRt25Z2\n7doBJSUtpk6dSt++fbn55ptLN1UPaIxJZXyF1UpwYo+P/FMML+ZSfVyAqX82K71j5MiR/PDDD6Sn\np9OgQQNKFX4vwNxGF2EPkXgzBNgmwkdVOeaYY1i0aBFNmjRh1KhRtGjRgjPPPHPrMSJCdnY2b731\nFsuWLeOLL76gW7duZV0nC9gbq5L2EfZG8G20b8bZihv/FMONf/XxB3AG8DYRkr9atmy5zQkbN27U\njIyMhbVr1z4Vcx/VBCL+zWRkZHDuuedy2WWXseuuu9KtWzcuv/xyGjQw9/3mzZu55ppryMzM5K9/\n/Svz5s2jXr169O3bd2sbubm5LF68eKsMRkAmcCywAHgcuAX7Lp3oso3Eg4b76JzkI94zzim43KsW\n3VImhYWFunHjRr3uuus0LS3tdYJM7BqyDNVyopdUVX/66SdVVX3xxRc1NzdXVVX//e9/a0ZGhq5d\nu1ZVVbt3766vvvqqqlqi2x133KGnn366durUSXv16qWff/55pKY3qeo6Vb1MVWvVgO8iaRZs4n0T\nxRE/DeLdJ19iu7jPv/q5EVhO2ZLHm/Ly8lZ27tyZkSNHUlRUdArm8qkpjMUmByNGMAHstpuVA0hL\nS+PLL78E4Nprr+Waa66hY8eOHHHEEbRp04ZTTz2VtWvX8thjj7FkyRLGjRvH7NmzOeSQQ5g8eXKk\nputikUDDge+wCCEnCqg9Adz1k0K4tk982A+TPy4dMZOLTepeLSLDsQLsoe2HqOri6utiuTQAhgEX\nYlm7FY7KmTp1Kueccw4ZGRlkZ2fz5Zdf8uCDD9KgQQN69eq1dcK4oKCAUCjp8uXL2X333SM1txGY\nh9Uk/qJKd+QgIrOxRD6Arqr6UTz748QWH/nHh68ojv9fHyy/An2AQdjr9w0UG7RM4FkRiam0cyVY\njz2YDgI+IEIYa2lCg4yxY8dy9dVX8/bbb5Oens4nn3zCb7/9xoUXXsgrr7zCbbfdRl5eHrVq1WLB\nggX861//4vLLL6dTp05MnDixdLNZWHbwp9h8wDaT6U6l8HDPVCLefqcUX2qr6oGqemKwXmI/0AEL\nDw35Ye+qAX2OtHRT1cWqukG3wwcffKCLFy/e+rl3795bs5izs7P1pJNO0qIi08M76KCDdMyYMbpq\n1SqdNm2ann766Tpnzpyyms4Lrj9EVevUgO8k4RbMpRf6W7sk3v3xJbaLj/zjSz7wOfAuESqAqeoC\nIDwQ/iYR6VJNfasM0zBX1mAsEmdTWQd2796dvffeG4DVq1dTu3ZtevToAcCCBQto06YNIsLIkSNZ\nv349LVu2pFatWhx99NE89dRTW88tLCxk8+YSaRN1sDeB24Cl2FuUFyWpHO7zTyHc+Nd87gNC5b3S\ngPGB1n5NoxArZdkSeBB7ABSUd0Ljxo1p3749++23H5deeimTJ0/mmGOOIT8/n1tuuYU+ffowb948\njjnmGObPn0/9+vWpX78+OTk5XHXVVZxyyinccsstpZvNAnYFxmMyxYdE/U6TFzf+KYRP+CYAIrIH\nVl6xUbDpKVX9Rxy7VBFaAaOA47C8hjJH4Z9++imzZ8/m+OOPp127djz44INMnz6dSZMmAXD99dfT\npUsXevXqxcMPP8ySJUvYeeed6d+/P9dddx0ZGRk8+uijW+WxwwgVkXkNk5H+JQb3mTSISF9gUvBx\nsqqeGs/+OLHFk7wSAFX9UUQGAs8FmwaIyFuq+lI8+7UdlgG9gc7AY9jDYJvMYIDDDz+cww8/fOvn\ntm3bEi4at3r1anJyclixYgWvv/46J554It27d6dFixZMmDCBb775JpLhB3vg1MPqCPfGKo79m3Lc\nUimOj/xTCHf7JAiq+jxWTD3EoyLSIl79qQTZWFTQxcDvVCAyqHnz5jz00ENceeWVjBw5knnz5nHe\neefxzDPPsGLFCn7//XcGDBjA3XffDcA+++wDwFNPPcWtt97KhRdeyA8//BDeZG0sYup6TDTuHHw+\nIBJu/FMIN/6JxWWY8QLYCXhKRBLhd1gETMTmA+7BRt7bTHCHOOyww5gxYwa1a9emefPmjBs3jkaN\nGvHrr7/yz3/+k2HDhjF9+nTmzZtHXl4e69atY+zYsYwbN44TTjiBXXfdlSOOOIJZs2aVbjoT+BMW\n1bIA+EtM7jZxKRHqKeFyrE7yEe9wI18qt2DlFIsoDsm7Mt592oFlN1V9Xq2eb8Q6x5G48MIL9bPP\nPlNV1XfffVfbt2+vhYWF+uabb2q/fv107NixW4/97rvvdNOmTVpQUKAvv/xypOZCRWSGqmpNks+I\n59+WSzyk0JIIo0YnDFWdjvmuQwwXkfbx6s8O8jNwNtAVmEuEUpelyc/Pp0GDBgwbNozPPvuMG264\ngYEDB7Jq1Soef/xxvv76a6ZPn84pp5xCTk4Oe+21F7Vq1eK3337joYceomfPnnz44YfhTYaKyFwF\nHBiDe0w41J4A7vpJEdz4Jya3YbIGYPHtE0SkbsQjRZogciginYOfTaqrkxVgLtAR+DvmcijzIVC7\ndm3uu+8+DjvsMMaMGcPf/vY3LrnkEnJzc1m9ejVPP/0048ePZ5ddduHjjz8GrFjOLrvswpQpU7jq\nqqs477zzOP/881m7dm1402nAibG7xYTDjX+K4NE+CYiq5otIP8x41gXaA0OBa4NqKUdhCVddgSaU\nnGTNRGQNMBMLxZweeuePEwq8AryFjcL/if1dRgzfuemmm1AtLgqTnZ1N27ZtOeCAA8jNzWXnnXdm\n1apVABQVmXZeWloa7dq1o0OHDohI6dutBSTCxHl14RIPKYKP/BMUVf0KuDZs0zVjRW7AslvfxDJc\nm2PlERuFLRnB9j7BcUsRqQnqmJsxtc69sJDWTZShfBo+D3nYYYexePFipk6dyksvvcTq1atp3Lgx\nYEY/LS2NKVOm0Lt3b7p27cro0aNp3Ljx1gcDNvH8eOxuK+HwkX+K4EleCUwQjfHfhtDjEaA3aOaO\nhTDmApOBQaiu3d7B1cSBwKOYvlFWeQe+8cYbjBkzhqZNm3LaaafRo0cP6tWzejn3338/c+bM4ZBD\nDmHIkCGlT90CvIHlATiAiNyFvX0B3Kmqt8WzP07scOOf4NwuckB/WLAbpG9THqxy5GHVwrqi+ms0\n+hYFBPgr8Ajmvir3IbB+/fqtlcNWrlxJdnY2F198Ma+++iqHH344tWvXpqioiLS0rS+8m4B9qDlV\n0uKOiFyGyXMAPKqqA+PZHyd2uPFPZEQaAXOKYK+0Smjql8MWIAfoWIPeAMBcVZdg8xq1sHmObQif\nCxgwYABFRUWcdNJJnHXWWaWNPnl5eUXLly9/sm3bthfGvvuJg0s8pA5u/BMZkYnAaZQxObqD5AGv\novq3KLYZLXbCHgD/wB4IZT7wVqxYQX5+/tbayOEPBjDJiFatWhVt2LBhHHCrqq4so6mUQkSOBKYH\nH2epaud49seJHT7hm6jYJG1vomv4wUbVvWvIJHBpVmNvAB0wGekyQ0N32WWXrYYfSk4Sb9iwgauv\nvpoNGzakAf8HfCsi15cZLpta+IRviuAj/0TELNlSTCwtViwD9oxzGOj26I5JNTSnDNG4SOTl5eVk\nZWV9U1RUVDq+fymm//OS1uz7jhmBXHjI5bcJyErV7yLZ8ZF/YnIU0DTG12gKHBnja1SV/wHtMLnm\ntVRMrTO3bt265xUWFvbAJpO/Ctu3J/AiMF1EDo94dvKzHnP9gSmiVvih6iQWbvwTk8FsJ/KlIuRQ\nrq5BFsUF5GsyhdjovyUwhvKLyBRg/uzpAKr6NuZCuhxzKYXoCswRkacTRDk1arjEQ+rgxj/OiFHZ\n30NXYi9JLMF1EoV12BvAAVhZzEjS0ZuBS8M3qOoWVX0IaAvcT8kHx9+BxSJym4hkxqTXNRM3/imA\nG/84ICKtReQrERmNSTT0F5FsEZkrIpNEpH5wXI6IjBCRT4KlLSJNcqBJd0wkvzvFGs+TsJF8B8wv\nFInPgv2dgYfDtj+F6UWHOBmYCk0RaSwiG4J+fCYiH4hIJxGZJiLfi0ivoK8DRGSyiLwjIt+ISLyS\ng5YG3T8RWIg9BDYBP2Fict9HOklV16jq1cD+WMJbiEzgduwh0D9BJLSriks8pACp8IdcU9kHeAY4\nHrgAOE5VDwU+Ba4OO26dqnYCHgL+A+x5CcjfMcvWj2LfzJ3YkHcB8HoZF/0HJuiTXYEOFtlIeS/M\nBTRNVQ/DfMJDg373CS4bolPQpYOBM+LsN5+JPecOxwz67picRbmo6rdBbHt37KsM0QL7fc0SkS7R\n726Nwkf+KYAb//ixTFVnYQVF9gc+EpH5wHmUjOJ5LuxnZ6DObEgPBeH3x6wcQBdgAFYzsTDCBdcC\nfwBHh51bAepg+jfvBJ8XAR+q6pZgvXXYse+r6u+qugkTa6sJbqOvsOmNSqGqU4DDgIsoaQw7AjNF\n5AURaR2F/tVE3PinAG7840coRl0wo3lwsOyvqheEHael1jeXbijk/H8EG5L/iA29f8dG+gdjYS1K\n2RMFtSipopZXvLoZ2BIW7lcU6oOqFlFSGbZ0SGBChwiqaqGqjgP2Bv5Fye/+TOBrEflXEB6ZTLjb\nJwVw4x9/ZgFdRKQtgIhkiki7sP1nhf3MBpYeATwfbJxA8fD6O+DPmB/mT9hD4ElgPvBfoDEm6zkz\n7NwQrYPjioLzPgHSbNQf0UdeBseLyE4iUg84FfioEufWWFR1vareBOwLvBC2qw5wA5YkdpGIRENi\noybgI/8UwI1/nFHV3zBvzXMishB7GOwbdkgdEZkNXAFcheqa/8DvT2ITvuOBB4IDh2DC/gdiE74d\nIlzvSSzcpTMWxB2iCxbk3h7TiT4UKID1qP5RiduZGXRpPvCyqn5aiXNrPKqao6pnY1/XJ2G7mmPh\npnNF5Ni4dC66uPFPATzDtwYjIjnA4aq6qtSOl7HJ1liGe1qRFdW+FTlYRAZgfb1se8cmA0HUz98w\nd9DupXa/DgxR1cXV3rEoELx5fhN8XKqqe8WzP05s8JF/YjKKCtS9rSIbg+s4EVArAP8sFrV1GyXz\nCnoBX4jI/VKzymZWlBI+fwkXRnKSBh/5JyKu7VPjCDKBh2HRWuGsxvIEHgkipGo8gbHPpVg6u6Gq\nro9jl5wY4CP/RMQM8iAiZ7FGg1ysqpcb/gqiqj+p6gCCUNCwXTthb1ALReSviTCKdomH1MCNf6Ji\nujSTKRGVGRXygMlB+04lCSa5jwLOwN7OQuyLFal/R0QOiEffKokb/yTHjX9iMwiLzIyWO2FL0N6g\nKLWXkqjxEpa8dz2WFR3iBOwtYIyINItLByuGx/onOW78ExkrtdgVy2Ct6htAXtBO1xpWwjFhUdU8\nVR2JJYmNpTiPLg0YCCwRkWtFJNoFeaKBj/yTHDf+iY4VW+8IvMqOzwHkYnIMHWtQ8fakQVVXqurF\nWLL1B2G7GgL/xiKDTqth8wFu/JMcN/7JgOraoOZuXyxKZwPbl1bQ4LhlQF9U+/mIP7ao6iLM7XMK\nEJ4D0AZ4GZgqIofGo28RcLdPkuPGP5mwSdo9gZOwkfxKzI+/DtN1Wxd8XhnsPwkL5/TJ3WoimA94\nE0vEvgJYE7b7aOBTEXlCRHaNSweL8ZF/kuNx/smOSGNMlrkOJkz2fSUlG5wYIiI7YUlil1BSJG8j\nMBy4N1BJre5+HUlQ8QyYpaqdq7sPTmxx4+84NQAR2Qe4BytEE86PmHjcc9VZSN0lHpIfN/6OU4MQ\nkeOwcpKlyyvPBq4MakBURz8aYq5CsEpoWdX58HFij/v8HacGoaofAIdgoaC/he36M5AtIhNFpGU1\ndGU9xeHD9YD61XBNpxpx4+84NQxVLVDVR7H8gJFYJbUQ5wDfiMjQUK3nGPXBJR6SHDf+jlNDUdW1\nqno9sB/wUtiuusDNWBGZ82NYRMbDPZMYN/6OU8NR1e9V9QxMM+izsF27AI9j4aHdYnBpH/knMW78\nHSdBUNUZQCes8tvPYbsOxhLEXgmVA40SbvyTGDf+jpNABEVkngbaYeWaw3MA+gBfisg9YvkdVWVl\nY2z2+Vw4DJFDScziNE4EPNTTcRIYEdkDuBs4t9SuVVjy2FhVLahMg5h7afBGOD4DGuQCtSE/0x40\nmVhW8kysTsF0r/uQmLjxd5wkQEQ6YfkBR5Ta9SVwtaq+W4FGegJjgKZAFuXXiFYsC/l3rPCPS4Qk\nGG78HSdJCFRBzwRGsG2Jz7eBa1T1qwgnNgIewWoPZ+7ApXOxwkKDXBwwcXDj7zhJhojUA64EbqJk\nclYhZuRvV9VVwcHNMRfOHhTX7N0R8jApiq4uC54YuPF3nCRFRHYB7gIuoKQL5w/gzndh/AnwMdAa\nyIjCJbdgBYE6+htAzcejfRwnSVHVFap6EXAoMDVsV2Pgvlz4vjB6hp+gnT2weQOnhuPG33GSHFWd\nD3QHTgWWAPQAjocG6dEz/CHqAr2DyWOnBuNuH8dJIUSkdhpcuhTuaRnbwd8yrFCQG5gaio/8HSdJ\nEKPc/2lVzS+EubuXTA6LBU2BI7d3UAx1iZzt4MbfcRIYEWktIl+JyGhgLtBfRLJFZK6ITAopf4pI\njoiMEJFP9oVXvwtCOpdh/qCDgp8/lHOtAZRUlwuFEf2CZYUdjBUhmGGbs56FoeX05VYRmQmcISKD\nReRLEVkoIs9H43txto8bf8dJfPYBngGOxyJ7jlPVQ4FPgavDjlunqp2uhfSrguify4C/AwuBfsDg\nHbj4ROBEYD6wAHsIrAIZDX8ppy95qtpVVZ/HKpUdoqoHYXUMnGqg1vYPcRynhrNMVWeJyMnA/sBH\nlu9FbSA77LjnEGnyd6h3fbAhG3glWO8PXLcDF+8InI/FeZ6KGf8PgcWQkQ6zRKQwQl9eCFtfCEwQ\nkdeA13agC84O4MbfcRKfjcFPAd5X1XPKOE6BPYFcgUaRDihPz6EWUBTWUKjCzFFYpfe3sAfIEKAJ\ncCxseRHOQ3VuOX0GOClophdwi4gcUCk9ImeHcLeP4yQPs4AuIVlnEckMCrGHOAuoMxEyOgcbjgBC\nTvYJQNdyGm9NcTGBydhIH2zeoDlwEeZzmov5e7Kh1oOwVxl9IdieBuyhqlOxF4/GeMnIasGNv+Mk\nCar6GzYv+5yILMQeBvuGHVKnAYx9EOrcH2wYBTyJTfiOBx4op/2LMHdOJ6yafFawfRrm6jkEeBm4\nAmgGPAG5N8EdZfQlRDrwrIgsAuYB96vqH5W5b2fH8Dh/x0kBRCQHOFxN32cl0U/uisQWoDluzGsk\nPvJ3nFRCdQ2mx18drHbDX3Nx4+84KYCqtt6q5GkqnmW+8g/D3Djhy7AduGRwHaeG4m4fx0k1RI4G\n3iS2E6sbgJNQnR7DazhVwI2/46QalgSwlG0LvkQT1/ap4bjbx3FSDTPIg7AKXLEgF6vq5Ya/BuPG\n33FSEau5OxmrwBVN8oDJXtO35uNuH8dJVax27xy8kldK4iN/x0lVzEB3xQx2Vd8A8oJ2urrhTwzc\n+DtOKmPF1jsCr7LjcwC5mD5cRy/enji428dxHMNKL47BCrFkUb7Om2LibL9jk7vu408w3Pg7jlOM\nhYEeiUn7dwV2wqp+KfYwqAesxhK4RgEzPKonMXHj7zhO2Yg0xpQ56wCbge9dsiE5cOPvOI6TgviE\nr+M4Tgrixt9xHCcFcePvOI6TgrjxdxzHSUHc+DuO46Qgbvwdx3FSEDf+juM4KYgbf8dxnBTEjb/j\nOE4K4sbfcRwnBXHj7ziOk4K48Xccx0lB3Pg7juOkIG78HcdxUhA3/o7jOCmIG3/HcZwUxI2/4zhO\nCuLG33EcJwVx4+84jpOCuPF3HMdJQdz4O47jpCBu/B3HcVIQN/6O4zgpiBt/x3GcFMSNv+M4Tgri\nxt9xHCcFcePvOI6Tgvw/mS5Y5tOtvuoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7faeecd7a940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# edges = [\n",
    "#          ('repo_extract_user','repo_users',0.466667), \n",
    "#          ('repo_users_reorder','repo_users_ranks',  0.0625), \n",
    "#          ('repo_users','repo_users_reorder',0),\n",
    "#          ('repos-dump','repo_extract_user',0.25),\n",
    "# #          ('user-geocodes-dump', 'users_ren_col', 0),\n",
    "#         ]\n",
    "G = construct_edges(edges)\n",
    "plot_graph(G)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD8CAYAAABzTgP2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nVAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7faeed0a1cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G = nx.Graph()\n",
    "\n",
    "G.add_edge('a', 'b', weight=0.6)\n",
    "G.add_edge('a', 'c', weight=0.2)\n",
    "G.add_edge('c', 'd', weight=0.1)\n",
    "G.add_edge('c', 'e', weight=0.7)\n",
    "G.add_edge('c', 'f', weight=0.9)\n",
    "G.add_edge('a', 'd', weight=0.3)\n",
    "\n",
    "elarge = [(u, v) for (u, v, d) in G.edges(data=True) if d['weight'] > 0.5]\n",
    "esmall = [(u, v) for (u, v, d) in G.edges(data=True) if d['weight'] <= 0.5]\n",
    "\n",
    "pos = nx.spring_layout(G)  # positions for all nodes\n",
    "\n",
    "# nodes\n",
    "nx.draw_networkx_nodes(G, pos, node_size=700)\n",
    "\n",
    "# edges\n",
    "nx.draw_networkx_edges(G, pos, edgelist=elarge,\n",
    "                       width=6)\n",
    "nx.draw_networkx_edges(G, pos, edgelist=esmall,\n",
    "                       width=6, alpha=0.5, edge_color='b', style='dashed')\n",
    "\n",
    "# labels\n",
    "nx.draw_networkx_labels(G, pos, font_size=20, font_family='sans-serif')\n",
    "\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}