github-analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import sklearn as sk\n",
    "import networkx as nx\n",
    "import scipy as sp\n",
    "import re\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "import os, sys\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Public Bucket for csv https://storage.googleapis.com/datascibucket/cs505/**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data_config = {}\n",
    "data_config['dataset_month'] = 'dec2015'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv(data_config['dataset_month'] + '_committers.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>committer_name</th>\n",
       "      <th>committer_email</th>\n",
       "      <th>committer_date</th>\n",
       "      <th>repo_name</th>\n",
       "      <th>total_num_commits</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>anthraxx</td>\n",
       "      <td>bfe9c09a46c4caeed56053d26bf5c0fb0a5a4e36@leven...</td>\n",
       "      <td>2015-12-22 03:27:21 UTC</td>\n",
       "      <td>anthraxx/jenkins.debian.net</td>\n",
       "      <td>560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Dinh Nguyen</td>\n",
       "      <td>a48724738fc762a7f206428dfcaf7ede2fd84d0f@opens...</td>\n",
       "      <td>2015-12-08 16:06:00 UTC</td>\n",
       "      <td>enclustra-bsp/altera-linux</td>\n",
       "      <td>153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Randy Houlahan</td>\n",
       "      <td>138f24e6d522bdb974022bc5d938c75a46c92ac5@cbd.int</td>\n",
       "      <td>2015-12-18 21:03:08 UTC</td>\n",
       "      <td>scbd/chm.cbd.int</td>\n",
       "      <td>135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Teo Mrnjavac</td>\n",
       "      <td>437a1c14efaa8e9881ef6bb077411dc1d24cb4c0@kde.org</td>\n",
       "      <td>2015-12-30 16:27:13 UTC</td>\n",
       "      <td>calamares/calamares</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Teo Mrnjavac</td>\n",
       "      <td>437a1c14efaa8e9881ef6bb077411dc1d24cb4c0@kde.org</td>\n",
       "      <td>2015-12-30 16:27:13 UTC</td>\n",
       "      <td>shadeslayer/calamares</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Teo Mrnjavac</td>\n",
       "      <td>437a1c14efaa8e9881ef6bb077411dc1d24cb4c0@kde.org</td>\n",
       "      <td>2015-12-30 16:27:13 UTC</td>\n",
       "      <td>Gormogon/calamares</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Teo Mrnjavac</td>\n",
       "      <td>437a1c14efaa8e9881ef6bb077411dc1d24cb4c0@kde.org</td>\n",
       "      <td>2015-12-30 16:27:13 UTC</td>\n",
       "      <td>tctara/calamares</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Craig Barraclough</td>\n",
       "      <td>e9f4f0fc71d8f67bae66d3fb30f6126fcf90d1e9@users...</td>\n",
       "      <td>2015-12-10 00:48:09 UTC</td>\n",
       "      <td>cbarrac/jokes</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Craig Barraclough</td>\n",
       "      <td>e9f4f0fc71d8f67bae66d3fb30f6126fcf90d1e9@users...</td>\n",
       "      <td>2015-12-10 00:48:10 UTC</td>\n",
       "      <td>cbarrac/jokes</td>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Paul T. Bauman</td>\n",
       "      <td>2dec05da03051ba35643dda8bde9459781a22658@gmail...</td>\n",
       "      <td>2015-12-03 20:27:56 UTC</td>\n",
       "      <td>nicholasmalaya/grins</td>\n",
       "      <td>108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Craig Barraclough</td>\n",
       "      <td>e9f4f0fc71d8f67bae66d3fb30f6126fcf90d1e9@users...</td>\n",
       "      <td>2015-12-10 00:48:11 UTC</td>\n",
       "      <td>cbarrac/jokes</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>waltervn/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>BenCastricum/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>vampcat/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>peterkohaut/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>86400/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>sev-/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>scummvm/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>wjp/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>tsoliman/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>jenshnielsen/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>JenniBee/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>rootfather/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>blorente/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>clone2727/cabal</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>digitall/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>Tkachov/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>csnover/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>vanfanel/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>greencis/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>linaro-swg/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>linux-stable/linux-stable</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>emceethemouth/kernel_mainline</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>michael2012z/myKernel</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>lorenzo-stoakes/linux-historical</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>mhei/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>mina86/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>carverdamien/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>vanhoefm/modwifi-linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>0xAX/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>jeremymcrhat/Nexus_5X_kernel</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>bas-t/media_tree</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>cminyard/linux-live-app-coredump</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>HarveyHunt/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>heesub/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>gdayton/linux-cmps107</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>baoquan-he/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>johnhcwang/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>LeoK12/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>vilhelmgray/linux-gpio</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>triforce/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>qoriq-open-source/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>xergm/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>EmbeddedAndroid/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>Medusa-Team/linux-medusa</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>bendikro/net-next</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>andreamerello/linux-mach-bcm</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>rperier/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>rchicoli/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>sricharanaz/venus</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        committer_name                                    committer_email  \\\n",
       "0             anthraxx  bfe9c09a46c4caeed56053d26bf5c0fb0a5a4e36@leven...   \n",
       "1          Dinh Nguyen  a48724738fc762a7f206428dfcaf7ede2fd84d0f@opens...   \n",
       "2       Randy Houlahan   138f24e6d522bdb974022bc5d938c75a46c92ac5@cbd.int   \n",
       "3         Teo Mrnjavac   437a1c14efaa8e9881ef6bb077411dc1d24cb4c0@kde.org   \n",
       "4         Teo Mrnjavac   437a1c14efaa8e9881ef6bb077411dc1d24cb4c0@kde.org   \n",
       "5         Teo Mrnjavac   437a1c14efaa8e9881ef6bb077411dc1d24cb4c0@kde.org   \n",
       "6         Teo Mrnjavac   437a1c14efaa8e9881ef6bb077411dc1d24cb4c0@kde.org   \n",
       "7    Craig Barraclough  e9f4f0fc71d8f67bae66d3fb30f6126fcf90d1e9@users...   \n",
       "8    Craig Barraclough  e9f4f0fc71d8f67bae66d3fb30f6126fcf90d1e9@users...   \n",
       "9       Paul T. Bauman  2dec05da03051ba35643dda8bde9459781a22658@gmail...   \n",
       "10   Craig Barraclough  e9f4f0fc71d8f67bae66d3fb30f6126fcf90d1e9@users...   \n",
       "11   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "12   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "13   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "14   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "15   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "16   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "17   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "18   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "19   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "20   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "21   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "22   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "23   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "24   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "25   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "26   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "27   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "28   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "29   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "..                 ...                                                ...   \n",
       "70  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "71  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "72  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "73  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "74  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "75  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "76  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "77  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "78  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "79  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "80  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "81  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "82  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "83  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "84  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "85  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "86  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "87  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "88  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "89  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "90  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "91  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "92  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "93  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "94  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "95  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "96  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "97  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "98  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "99  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "\n",
       "             committer_date                         repo_name  \\\n",
       "0   2015-12-22 03:27:21 UTC       anthraxx/jenkins.debian.net   \n",
       "1   2015-12-08 16:06:00 UTC        enclustra-bsp/altera-linux   \n",
       "2   2015-12-18 21:03:08 UTC                  scbd/chm.cbd.int   \n",
       "3   2015-12-30 16:27:13 UTC               calamares/calamares   \n",
       "4   2015-12-30 16:27:13 UTC             shadeslayer/calamares   \n",
       "5   2015-12-30 16:27:13 UTC                Gormogon/calamares   \n",
       "6   2015-12-30 16:27:13 UTC                  tctara/calamares   \n",
       "7   2015-12-10 00:48:09 UTC                     cbarrac/jokes   \n",
       "8   2015-12-10 00:48:10 UTC                     cbarrac/jokes   \n",
       "9   2015-12-03 20:27:56 UTC              nicholasmalaya/grins   \n",
       "10  2015-12-10 00:48:11 UTC                     cbarrac/jokes   \n",
       "11  2015-12-14 23:05:02 UTC                  waltervn/scummvm   \n",
       "12  2015-12-14 23:05:02 UTC              BenCastricum/scummvm   \n",
       "13  2015-12-14 23:05:02 UTC                   vampcat/scummvm   \n",
       "14  2015-12-14 23:05:02 UTC               peterkohaut/scummvm   \n",
       "15  2015-12-14 23:05:02 UTC                     86400/scummvm   \n",
       "16  2015-12-14 23:05:02 UTC                      sev-/scummvm   \n",
       "17  2015-12-14 23:05:02 UTC                   scummvm/scummvm   \n",
       "18  2015-12-14 23:05:02 UTC                       wjp/scummvm   \n",
       "19  2015-12-14 23:05:02 UTC                  tsoliman/scummvm   \n",
       "20  2015-12-14 23:05:02 UTC              jenshnielsen/scummvm   \n",
       "21  2015-12-14 23:05:02 UTC                  JenniBee/scummvm   \n",
       "22  2015-12-14 23:05:02 UTC                rootfather/scummvm   \n",
       "23  2015-12-14 23:05:02 UTC                  blorente/scummvm   \n",
       "24  2015-12-14 23:05:02 UTC                   clone2727/cabal   \n",
       "25  2015-12-14 23:05:02 UTC                  digitall/scummvm   \n",
       "26  2015-12-14 23:05:02 UTC                   Tkachov/scummvm   \n",
       "27  2015-12-14 23:05:02 UTC                   csnover/scummvm   \n",
       "28  2015-12-14 23:05:02 UTC                  vanfanel/scummvm   \n",
       "29  2015-12-14 23:05:02 UTC                  greencis/scummvm   \n",
       "..                      ...                               ...   \n",
       "70  2015-12-14 03:59:48 UTC                  linaro-swg/linux   \n",
       "71  2015-12-14 03:59:48 UTC         linux-stable/linux-stable   \n",
       "72  2015-12-14 03:59:48 UTC     emceethemouth/kernel_mainline   \n",
       "73  2015-12-14 03:59:48 UTC             michael2012z/myKernel   \n",
       "74  2015-12-14 03:59:48 UTC  lorenzo-stoakes/linux-historical   \n",
       "75  2015-12-14 03:59:48 UTC                        mhei/linux   \n",
       "76  2015-12-14 03:59:48 UTC                      mina86/linux   \n",
       "77  2015-12-14 03:59:48 UTC                carverdamien/linux   \n",
       "78  2015-12-14 03:59:48 UTC            vanhoefm/modwifi-linux   \n",
       "79  2015-12-14 03:59:48 UTC                        0xAX/linux   \n",
       "80  2015-12-14 03:59:48 UTC      jeremymcrhat/Nexus_5X_kernel   \n",
       "81  2015-12-14 03:59:48 UTC                  bas-t/media_tree   \n",
       "82  2015-12-14 03:59:48 UTC  cminyard/linux-live-app-coredump   \n",
       "83  2015-12-14 03:59:48 UTC                  HarveyHunt/linux   \n",
       "84  2015-12-14 03:59:48 UTC                      heesub/linux   \n",
       "85  2015-12-14 03:59:48 UTC             gdayton/linux-cmps107   \n",
       "86  2015-12-14 03:59:48 UTC                  baoquan-he/linux   \n",
       "87  2015-12-14 03:59:48 UTC                  johnhcwang/linux   \n",
       "88  2015-12-14 03:59:48 UTC                      LeoK12/linux   \n",
       "89  2015-12-14 03:59:48 UTC            vilhelmgray/linux-gpio   \n",
       "90  2015-12-14 03:59:48 UTC                    triforce/linux   \n",
       "91  2015-12-14 03:59:48 UTC           qoriq-open-source/linux   \n",
       "92  2015-12-14 03:59:48 UTC                       xergm/linux   \n",
       "93  2015-12-14 03:59:48 UTC             EmbeddedAndroid/linux   \n",
       "94  2015-12-14 03:59:48 UTC          Medusa-Team/linux-medusa   \n",
       "95  2015-12-14 03:59:48 UTC                 bendikro/net-next   \n",
       "96  2015-12-14 03:59:48 UTC      andreamerello/linux-mach-bcm   \n",
       "97  2015-12-14 03:59:48 UTC                     rperier/linux   \n",
       "98  2015-12-14 03:59:48 UTC                    rchicoli/linux   \n",
       "99  2015-12-14 03:59:48 UTC                 sricharanaz/venus   \n",
       "\n",
       "    total_num_commits  \n",
       "0                 560  \n",
       "1                 153  \n",
       "2                 135  \n",
       "3                 132  \n",
       "4                 132  \n",
       "5                 132  \n",
       "6                 132  \n",
       "7                 122  \n",
       "8                 119  \n",
       "9                 108  \n",
       "10                105  \n",
       "11                104  \n",
       "12                104  \n",
       "13                104  \n",
       "14                104  \n",
       "15                104  \n",
       "16                104  \n",
       "17                104  \n",
       "18                104  \n",
       "19                104  \n",
       "20                104  \n",
       "21                104  \n",
       "22                104  \n",
       "23                104  \n",
       "24                104  \n",
       "25                104  \n",
       "26                104  \n",
       "27                104  \n",
       "28                104  \n",
       "29                104  \n",
       "..                ...  \n",
       "70                 93  \n",
       "71                 93  \n",
       "72                 93  \n",
       "73                 93  \n",
       "74                 93  \n",
       "75                 93  \n",
       "76                 93  \n",
       "77                 93  \n",
       "78                 93  \n",
       "79                 93  \n",
       "80                 93  \n",
       "81                 93  \n",
       "82                 93  \n",
       "83                 93  \n",
       "84                 93  \n",
       "85                 93  \n",
       "86                 93  \n",
       "87                 93  \n",
       "88                 93  \n",
       "89                 93  \n",
       "90                 93  \n",
       "91                 93  \n",
       "92                 93  \n",
       "93                 93  \n",
       "94                 93  \n",
       "95                 93  \n",
       "96                 93  \n",
       "97                 93  \n",
       "98                 93  \n",
       "99                 93  \n",
       "\n",
       "[100 rows x 5 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.dropna()\n",
    "df.head(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Brian\\Anaconda3\\lib\\site-packages\\ipykernel\\__main__.py:2: UserWarning: This pattern has match groups. To actually get the groups, use str.extract.\n",
      "  from ipykernel import kernelapp as app\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>committer_name</th>\n",
       "      <th>committer_email</th>\n",
       "      <th>committer_date</th>\n",
       "      <th>repo_name</th>\n",
       "      <th>total_num_commits</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>anthraxx</td>\n",
       "      <td>bfe9c09a46c4caeed56053d26bf5c0fb0a5a4e36@leven...</td>\n",
       "      <td>2015-12-22 03:27:21 UTC</td>\n",
       "      <td>anthraxx/jenkins.debian.net</td>\n",
       "      <td>560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Dinh Nguyen</td>\n",
       "      <td>a48724738fc762a7f206428dfcaf7ede2fd84d0f@opens...</td>\n",
       "      <td>2015-12-08 16:06:00 UTC</td>\n",
       "      <td>enclustra-bsp/altera-linux</td>\n",
       "      <td>153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Randy Houlahan</td>\n",
       "      <td>138f24e6d522bdb974022bc5d938c75a46c92ac5@cbd.int</td>\n",
       "      <td>2015-12-18 21:03:08 UTC</td>\n",
       "      <td>scbd/chm.cbd.int</td>\n",
       "      <td>135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Teo Mrnjavac</td>\n",
       "      <td>437a1c14efaa8e9881ef6bb077411dc1d24cb4c0@kde.org</td>\n",
       "      <td>2015-12-30 16:27:13 UTC</td>\n",
       "      <td>calamares/calamares</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Teo Mrnjavac</td>\n",
       "      <td>437a1c14efaa8e9881ef6bb077411dc1d24cb4c0@kde.org</td>\n",
       "      <td>2015-12-30 16:27:13 UTC</td>\n",
       "      <td>shadeslayer/calamares</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Teo Mrnjavac</td>\n",
       "      <td>437a1c14efaa8e9881ef6bb077411dc1d24cb4c0@kde.org</td>\n",
       "      <td>2015-12-30 16:27:13 UTC</td>\n",
       "      <td>Gormogon/calamares</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Teo Mrnjavac</td>\n",
       "      <td>437a1c14efaa8e9881ef6bb077411dc1d24cb4c0@kde.org</td>\n",
       "      <td>2015-12-30 16:27:13 UTC</td>\n",
       "      <td>tctara/calamares</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Craig Barraclough</td>\n",
       "      <td>e9f4f0fc71d8f67bae66d3fb30f6126fcf90d1e9@users...</td>\n",
       "      <td>2015-12-10 00:48:09 UTC</td>\n",
       "      <td>cbarrac/jokes</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Craig Barraclough</td>\n",
       "      <td>e9f4f0fc71d8f67bae66d3fb30f6126fcf90d1e9@users...</td>\n",
       "      <td>2015-12-10 00:48:10 UTC</td>\n",
       "      <td>cbarrac/jokes</td>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Paul T. Bauman</td>\n",
       "      <td>2dec05da03051ba35643dda8bde9459781a22658@gmail...</td>\n",
       "      <td>2015-12-03 20:27:56 UTC</td>\n",
       "      <td>nicholasmalaya/grins</td>\n",
       "      <td>108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Craig Barraclough</td>\n",
       "      <td>e9f4f0fc71d8f67bae66d3fb30f6126fcf90d1e9@users...</td>\n",
       "      <td>2015-12-10 00:48:11 UTC</td>\n",
       "      <td>cbarrac/jokes</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>waltervn/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>BenCastricum/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>vampcat/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>peterkohaut/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>86400/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>sev-/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>scummvm/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>wjp/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>tsoliman/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>jenshnielsen/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>JenniBee/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>rootfather/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>blorente/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>clone2727/cabal</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>digitall/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>Tkachov/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>csnover/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>vanfanel/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Eugene Sandulenko</td>\n",
       "      <td>3e90401365e6fed2f4f3aeabead2edea19271595@scumm...</td>\n",
       "      <td>2015-12-14 23:05:02 UTC</td>\n",
       "      <td>greencis/scummvm</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>linaro-swg/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>linux-stable/linux-stable</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>emceethemouth/kernel_mainline</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>michael2012z/myKernel</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>lorenzo-stoakes/linux-historical</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>mhei/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>mina86/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>carverdamien/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>vanhoefm/modwifi-linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>0xAX/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>jeremymcrhat/Nexus_5X_kernel</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>bas-t/media_tree</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>cminyard/linux-live-app-coredump</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>HarveyHunt/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>heesub/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>gdayton/linux-cmps107</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>baoquan-he/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>johnhcwang/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>LeoK12/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>vilhelmgray/linux-gpio</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>triforce/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>qoriq-open-source/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>xergm/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>EmbeddedAndroid/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>Medusa-Team/linux-medusa</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>bendikro/net-next</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>andreamerello/linux-mach-bcm</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>rperier/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>rchicoli/linux</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>2015-12-14 03:59:48 UTC</td>\n",
       "      <td>sricharanaz/venus</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        committer_name                                    committer_email  \\\n",
       "0             anthraxx  bfe9c09a46c4caeed56053d26bf5c0fb0a5a4e36@leven...   \n",
       "1          Dinh Nguyen  a48724738fc762a7f206428dfcaf7ede2fd84d0f@opens...   \n",
       "2       Randy Houlahan   138f24e6d522bdb974022bc5d938c75a46c92ac5@cbd.int   \n",
       "3         Teo Mrnjavac   437a1c14efaa8e9881ef6bb077411dc1d24cb4c0@kde.org   \n",
       "4         Teo Mrnjavac   437a1c14efaa8e9881ef6bb077411dc1d24cb4c0@kde.org   \n",
       "5         Teo Mrnjavac   437a1c14efaa8e9881ef6bb077411dc1d24cb4c0@kde.org   \n",
       "6         Teo Mrnjavac   437a1c14efaa8e9881ef6bb077411dc1d24cb4c0@kde.org   \n",
       "7    Craig Barraclough  e9f4f0fc71d8f67bae66d3fb30f6126fcf90d1e9@users...   \n",
       "8    Craig Barraclough  e9f4f0fc71d8f67bae66d3fb30f6126fcf90d1e9@users...   \n",
       "9       Paul T. Bauman  2dec05da03051ba35643dda8bde9459781a22658@gmail...   \n",
       "10   Craig Barraclough  e9f4f0fc71d8f67bae66d3fb30f6126fcf90d1e9@users...   \n",
       "11   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "12   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "13   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "14   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "15   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "16   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "17   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "18   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "19   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "20   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "21   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "22   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "23   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "24   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "25   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "26   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "27   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "28   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "29   Eugene Sandulenko  3e90401365e6fed2f4f3aeabead2edea19271595@scumm...   \n",
       "..                 ...                                                ...   \n",
       "70  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "71  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "72  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "73  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "74  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "75  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "76  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "77  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "78  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "79  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "80  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "81  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "82  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "83  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "84  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "85  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "86  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "87  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "88  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "89  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "90  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "91  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "92  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "93  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "94  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "95  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "96  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "97  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "98  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "99  Greg Kroah-Hartman  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "\n",
       "             committer_date                         repo_name  \\\n",
       "0   2015-12-22 03:27:21 UTC       anthraxx/jenkins.debian.net   \n",
       "1   2015-12-08 16:06:00 UTC        enclustra-bsp/altera-linux   \n",
       "2   2015-12-18 21:03:08 UTC                  scbd/chm.cbd.int   \n",
       "3   2015-12-30 16:27:13 UTC               calamares/calamares   \n",
       "4   2015-12-30 16:27:13 UTC             shadeslayer/calamares   \n",
       "5   2015-12-30 16:27:13 UTC                Gormogon/calamares   \n",
       "6   2015-12-30 16:27:13 UTC                  tctara/calamares   \n",
       "7   2015-12-10 00:48:09 UTC                     cbarrac/jokes   \n",
       "8   2015-12-10 00:48:10 UTC                     cbarrac/jokes   \n",
       "9   2015-12-03 20:27:56 UTC              nicholasmalaya/grins   \n",
       "10  2015-12-10 00:48:11 UTC                     cbarrac/jokes   \n",
       "11  2015-12-14 23:05:02 UTC                  waltervn/scummvm   \n",
       "12  2015-12-14 23:05:02 UTC              BenCastricum/scummvm   \n",
       "13  2015-12-14 23:05:02 UTC                   vampcat/scummvm   \n",
       "14  2015-12-14 23:05:02 UTC               peterkohaut/scummvm   \n",
       "15  2015-12-14 23:05:02 UTC                     86400/scummvm   \n",
       "16  2015-12-14 23:05:02 UTC                      sev-/scummvm   \n",
       "17  2015-12-14 23:05:02 UTC                   scummvm/scummvm   \n",
       "18  2015-12-14 23:05:02 UTC                       wjp/scummvm   \n",
       "19  2015-12-14 23:05:02 UTC                  tsoliman/scummvm   \n",
       "20  2015-12-14 23:05:02 UTC              jenshnielsen/scummvm   \n",
       "21  2015-12-14 23:05:02 UTC                  JenniBee/scummvm   \n",
       "22  2015-12-14 23:05:02 UTC                rootfather/scummvm   \n",
       "23  2015-12-14 23:05:02 UTC                  blorente/scummvm   \n",
       "24  2015-12-14 23:05:02 UTC                   clone2727/cabal   \n",
       "25  2015-12-14 23:05:02 UTC                  digitall/scummvm   \n",
       "26  2015-12-14 23:05:02 UTC                   Tkachov/scummvm   \n",
       "27  2015-12-14 23:05:02 UTC                   csnover/scummvm   \n",
       "28  2015-12-14 23:05:02 UTC                  vanfanel/scummvm   \n",
       "29  2015-12-14 23:05:02 UTC                  greencis/scummvm   \n",
       "..                      ...                               ...   \n",
       "70  2015-12-14 03:59:48 UTC                  linaro-swg/linux   \n",
       "71  2015-12-14 03:59:48 UTC         linux-stable/linux-stable   \n",
       "72  2015-12-14 03:59:48 UTC     emceethemouth/kernel_mainline   \n",
       "73  2015-12-14 03:59:48 UTC             michael2012z/myKernel   \n",
       "74  2015-12-14 03:59:48 UTC  lorenzo-stoakes/linux-historical   \n",
       "75  2015-12-14 03:59:48 UTC                        mhei/linux   \n",
       "76  2015-12-14 03:59:48 UTC                      mina86/linux   \n",
       "77  2015-12-14 03:59:48 UTC                carverdamien/linux   \n",
       "78  2015-12-14 03:59:48 UTC            vanhoefm/modwifi-linux   \n",
       "79  2015-12-14 03:59:48 UTC                        0xAX/linux   \n",
       "80  2015-12-14 03:59:48 UTC      jeremymcrhat/Nexus_5X_kernel   \n",
       "81  2015-12-14 03:59:48 UTC                  bas-t/media_tree   \n",
       "82  2015-12-14 03:59:48 UTC  cminyard/linux-live-app-coredump   \n",
       "83  2015-12-14 03:59:48 UTC                  HarveyHunt/linux   \n",
       "84  2015-12-14 03:59:48 UTC                      heesub/linux   \n",
       "85  2015-12-14 03:59:48 UTC             gdayton/linux-cmps107   \n",
       "86  2015-12-14 03:59:48 UTC                  baoquan-he/linux   \n",
       "87  2015-12-14 03:59:48 UTC                  johnhcwang/linux   \n",
       "88  2015-12-14 03:59:48 UTC                      LeoK12/linux   \n",
       "89  2015-12-14 03:59:48 UTC            vilhelmgray/linux-gpio   \n",
       "90  2015-12-14 03:59:48 UTC                    triforce/linux   \n",
       "91  2015-12-14 03:59:48 UTC           qoriq-open-source/linux   \n",
       "92  2015-12-14 03:59:48 UTC                       xergm/linux   \n",
       "93  2015-12-14 03:59:48 UTC             EmbeddedAndroid/linux   \n",
       "94  2015-12-14 03:59:48 UTC          Medusa-Team/linux-medusa   \n",
       "95  2015-12-14 03:59:48 UTC                 bendikro/net-next   \n",
       "96  2015-12-14 03:59:48 UTC      andreamerello/linux-mach-bcm   \n",
       "97  2015-12-14 03:59:48 UTC                     rperier/linux   \n",
       "98  2015-12-14 03:59:48 UTC                    rchicoli/linux   \n",
       "99  2015-12-14 03:59:48 UTC                 sricharanaz/venus   \n",
       "\n",
       "    total_num_commits  \n",
       "0                 560  \n",
       "1                 153  \n",
       "2                 135  \n",
       "3                 132  \n",
       "4                 132  \n",
       "5                 132  \n",
       "6                 132  \n",
       "7                 122  \n",
       "8                 119  \n",
       "9                 108  \n",
       "10                105  \n",
       "11                104  \n",
       "12                104  \n",
       "13                104  \n",
       "14                104  \n",
       "15                104  \n",
       "16                104  \n",
       "17                104  \n",
       "18                104  \n",
       "19                104  \n",
       "20                104  \n",
       "21                104  \n",
       "22                104  \n",
       "23                104  \n",
       "24                104  \n",
       "25                104  \n",
       "26                104  \n",
       "27                104  \n",
       "28                104  \n",
       "29                104  \n",
       "..                ...  \n",
       "70                 93  \n",
       "71                 93  \n",
       "72                 93  \n",
       "73                 93  \n",
       "74                 93  \n",
       "75                 93  \n",
       "76                 93  \n",
       "77                 93  \n",
       "78                 93  \n",
       "79                 93  \n",
       "80                 93  \n",
       "81                 93  \n",
       "82                 93  \n",
       "83                 93  \n",
       "84                 93  \n",
       "85                 93  \n",
       "86                 93  \n",
       "87                 93  \n",
       "88                 93  \n",
       "89                 93  \n",
       "90                 93  \n",
       "91                 93  \n",
       "92                 93  \n",
       "93                 93  \n",
       "94                 93  \n",
       "95                 93  \n",
       "96                 93  \n",
       "97                 93  \n",
       "98                 93  \n",
       "99                 93  \n",
       "\n",
       "[100 rows x 5 columns]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# only gets rows where there is a valid email for the user\n",
    "df_valid_emails = df[df.committer_email.str.contains(r\"(^[a-zA-Z0-9_.+-]+@[a-zA-Z0-9-]+\\.[a-zA-Z0-9-.]+$)\", regex=True)]\n",
    "df_valid_emails.head(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>committer_email</th>\n",
       "      <th>committer_name</th>\n",
       "      <th>repo_name</th>\n",
       "      <th>total_num_commits</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>96661</td>\n",
       "      <td>55184e841a05d5233609b6ff75384d8204937664@yahoo.de</td>\n",
       "      <td>fusionjack</td>\n",
       "      <td>SlimSaber/android_kernel_oppo_msm8974</td>\n",
       "      <td>4796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>165773</td>\n",
       "      <td>8ec285a53e21b773fd914e03c50e1b6431bc9aa8@samsu...</td>\n",
       "      <td>Chanho Park</td>\n",
       "      <td>SamsungARTIK/linux-artik</td>\n",
       "      <td>4430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>48177</td>\n",
       "      <td>296686bb0531201fd067ff2d08090216580c7b09@comca...</td>\n",
       "      <td>aicjofs@comcast.net</td>\n",
       "      <td>aicjofs/android_kernel_fuhu_t8400n</td>\n",
       "      <td>2171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>238084</td>\n",
       "      <td>cb9e8792e4f5a304df23cea02491c8fcc78acfed@nuvot...</td>\n",
       "      <td>ccwang</td>\n",
       "      <td>nuvotonmcu/linux-3.10.y</td>\n",
       "      <td>1546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>136900</td>\n",
       "      <td>74fe9cff5373f78abc31dd755ce569f2115839f3@gmail...</td>\n",
       "      <td>beroid</td>\n",
       "      <td>beroid/android_kernel_cyanogen_msm8916</td>\n",
       "      <td>1526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>261054</td>\n",
       "      <td>e098dc32bc11356718c383ec6268550c31939aa6@gmail...</td>\n",
       "      <td>KOBAYASI, Hiroaki</td>\n",
       "      <td>hkoba/tkhtml3</td>\n",
       "      <td>1251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>32189</td>\n",
       "      <td>1c5b678ffa30ab130073521930d7f2e5f75f3de9@gmail...</td>\n",
       "      <td>Susan McCombs</td>\n",
       "      <td>smac0628/android_kernel_huawei_angler</td>\n",
       "      <td>1216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>117540</td>\n",
       "      <td>64b2b6d12bfe4baae7dad3d018f8cbf6b0e7a044@wassi...</td>\n",
       "      <td>Wassim Chegham</td>\n",
       "      <td>wassimchegham/github-contributions-hack</td>\n",
       "      <td>1144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8477</td>\n",
       "      <td>072468c8d57c1bc1d0a76a9cc3a7c752ce753571@gmail...</td>\n",
       "      <td>Adrian Chifor</td>\n",
       "      <td>adrianchifor/nyan-cat-commit-graph</td>\n",
       "      <td>975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>53724</td>\n",
       "      <td>2f83220dcb39af202076aa49e987bcf684a98450@gmail...</td>\n",
       "      <td>David Binetti</td>\n",
       "      <td>dbinetti/barberscore</td>\n",
       "      <td>886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>270102</td>\n",
       "      <td>e9f4f0fc71d8f67bae66d3fb30f6126fcf90d1e9@users...</td>\n",
       "      <td>Craig Barraclough</td>\n",
       "      <td>cbarrac/jokes</td>\n",
       "      <td>852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>227024</td>\n",
       "      <td>c00dbb8f3a73f529a0fc5e9b99aa381752dc0845@gmail...</td>\n",
       "      <td>Joachim Metz</td>\n",
       "      <td>Onager/plaso</td>\n",
       "      <td>848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>227027</td>\n",
       "      <td>c00dbb8f3a73f529a0fc5e9b99aa381752dc0845@gmail...</td>\n",
       "      <td>Joachim Metz</td>\n",
       "      <td>dfirfpi/plaso</td>\n",
       "      <td>847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>227035</td>\n",
       "      <td>c00dbb8f3a73f529a0fc5e9b99aa381752dc0845@gmail...</td>\n",
       "      <td>Joachim Metz</td>\n",
       "      <td>log2timeline/plaso</td>\n",
       "      <td>847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>227037</td>\n",
       "      <td>c00dbb8f3a73f529a0fc5e9b99aa381752dc0845@gmail...</td>\n",
       "      <td>Joachim Metz</td>\n",
       "      <td>rgayon/plaso</td>\n",
       "      <td>847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>227025</td>\n",
       "      <td>c00dbb8f3a73f529a0fc5e9b99aa381752dc0845@gmail...</td>\n",
       "      <td>Joachim Metz</td>\n",
       "      <td>dc3-plaso/plaso</td>\n",
       "      <td>847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>227029</td>\n",
       "      <td>c00dbb8f3a73f529a0fc5e9b99aa381752dc0845@gmail...</td>\n",
       "      <td>Joachim Metz</td>\n",
       "      <td>joachimmetz/plaso</td>\n",
       "      <td>847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>77562</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>linux-scraping/linux-grsecurity</td>\n",
       "      <td>834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>232571</td>\n",
       "      <td>c4b5a8c0fafd56ae12499ba1d5d55022dbe4108e@barra...</td>\n",
       "      <td>Craig Barraclough</td>\n",
       "      <td>cbarrac/jokes</td>\n",
       "      <td>787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20504</td>\n",
       "      <td>1177715eaa591c0f99421a804394f4ed4846e5c6@gmail...</td>\n",
       "      <td>Zyluss</td>\n",
       "      <td>cs117x/Greenhat</td>\n",
       "      <td>756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>59578</td>\n",
       "      <td>34e3e2d769f4796ca65393c4be025f1adb283c49@moguj...</td>\n",
       "      <td>zhijie</td>\n",
       "      <td>wufeifei/edge</td>\n",
       "      <td>639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>49217</td>\n",
       "      <td>2aba97547a300946d493987d7b87c9f21a8831db@yahoo...</td>\n",
       "      <td>Monish</td>\n",
       "      <td>monishk10/android_kernel_xiaomi_cancro</td>\n",
       "      <td>572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>226111</td>\n",
       "      <td>bfe9c09a46c4caeed56053d26bf5c0fb0a5a4e36@leven...</td>\n",
       "      <td>anthraxx</td>\n",
       "      <td>anthraxx/jenkins.debian.net</td>\n",
       "      <td>560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>107356</td>\n",
       "      <td>5db23874f34e45d59c69d81cd72d048d558566d7@gmail...</td>\n",
       "      <td>anarkia1976</td>\n",
       "      <td>mydongistiny/kernel_huawei_angler-ak</td>\n",
       "      <td>538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>85118</td>\n",
       "      <td>4bf0fb350827ce8d86875e76c923a478597c3cef@canb....</td>\n",
       "      <td>Stephen Rothwell</td>\n",
       "      <td>winsock/linux-next-st8</td>\n",
       "      <td>535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>246337</td>\n",
       "      <td>d1d9f4210bd3b328e63bd0496f64cebbaa4585fe@gmail...</td>\n",
       "      <td>peiqiao.peng</td>\n",
       "      <td>ppq1991/jquery.autoscroll</td>\n",
       "      <td>525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>142992</td>\n",
       "      <td>7a89f8c141f243fdebb219cb07878db4e9efb474@gmail...</td>\n",
       "      <td>pbaffiliate1</td>\n",
       "      <td>pbaffiliate1/testRepository</td>\n",
       "      <td>523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>105062</td>\n",
       "      <td>5bdfb108c20c092805ae6cb71e4bacbbc7ae488d@unico...</td>\n",
       "      <td>Misagh Moayyed</td>\n",
       "      <td>yisiqi/cas</td>\n",
       "      <td>522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>98032</td>\n",
       "      <td>56a580ad3befc663da709977ba17447ffa133c85@cyano...</td>\n",
       "      <td>jrizzoli</td>\n",
       "      <td>agaphetos/cody_kernel_cancro</td>\n",
       "      <td>520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>77557</td>\n",
       "      <td>4645f7897fd33786a2ee1264d590b3c400559d85@linux...</td>\n",
       "      <td>Greg Kroah-Hartman</td>\n",
       "      <td>linaro-swg/linux</td>\n",
       "      <td>519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297796</th>\n",
       "      <td>87607</td>\n",
       "      <td>4ed8a00f952bd70c3a2a506b0d9b5738fa4aceee@Gmail...</td>\n",
       "      <td>Sam Halliday</td>\n",
       "      <td>rreckel/ensime-emacs</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297797</th>\n",
       "      <td>87605</td>\n",
       "      <td>4ed8a00f952bd70c3a2a506b0d9b5738fa4aceee@Gmail...</td>\n",
       "      <td>Sam Halliday</td>\n",
       "      <td>lxol/ensime-server</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297798</th>\n",
       "      <td>87604</td>\n",
       "      <td>4ed8a00f952bd70c3a2a506b0d9b5738fa4aceee@Gmail...</td>\n",
       "      <td>Sam Halliday</td>\n",
       "      <td>hardmettle/ensime-server</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297799</th>\n",
       "      <td>87603</td>\n",
       "      <td>4ed8a00f952bd70c3a2a506b0d9b5738fa4aceee@Gmail...</td>\n",
       "      <td>Sam Halliday</td>\n",
       "      <td>fommil/ensime-server</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297800</th>\n",
       "      <td>87601</td>\n",
       "      <td>4ed8a00f952bd70c3a2a506b0d9b5738fa4aceee@Gmail...</td>\n",
       "      <td>Sam Halliday</td>\n",
       "      <td>ensime/ensime-server</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297801</th>\n",
       "      <td>197378</td>\n",
       "      <td>a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...</td>\n",
       "      <td>Rmazz96</td>\n",
       "      <td>tahashakiba/antispam</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297802</th>\n",
       "      <td>87600</td>\n",
       "      <td>4ed8a00f952bd70c3a2a506b0d9b5738fa4aceee@Gmail...</td>\n",
       "      <td>Sam Halliday</td>\n",
       "      <td>d6y/ensime-server</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297803</th>\n",
       "      <td>87599</td>\n",
       "      <td>4ed8a00f952bd70c3a2a506b0d9b5738fa4aceee@Gmail...</td>\n",
       "      <td>Sam Halliday</td>\n",
       "      <td>ancane/ensime-server</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297804</th>\n",
       "      <td>87598</td>\n",
       "      <td>4ed85ef8097b9305e6b889a4d7018ea83fc19f6f@gmail...</td>\n",
       "      <td>amandasearle</td>\n",
       "      <td>timothystone/roll20-character-sheets</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297805</th>\n",
       "      <td>197409</td>\n",
       "      <td>a9dc4929181aaab628ce64dd99622c6dc80cae29@gitla...</td>\n",
       "      <td>Valery Sizov</td>\n",
       "      <td>columba-oim/gitlabhq</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297806</th>\n",
       "      <td>197410</td>\n",
       "      <td>a9dc4929181aaab628ce64dd99622c6dc80cae29@gitla...</td>\n",
       "      <td>Valery Sizov</td>\n",
       "      <td>dplarson/gitlabhq</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297807</th>\n",
       "      <td>87597</td>\n",
       "      <td>4ed85ef8097b9305e6b889a4d7018ea83fc19f6f@gmail...</td>\n",
       "      <td>amandasearle</td>\n",
       "      <td>svenbeyer13/roll20-character-sheets</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297808</th>\n",
       "      <td>197396</td>\n",
       "      <td>a9d72d2aedc6fbf8e2e3ed702c83190bfd93fa71@gmail...</td>\n",
       "      <td>Alex Mitchell</td>\n",
       "      <td>kxgames/pie_in_the_sky</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297809</th>\n",
       "      <td>87611</td>\n",
       "      <td>4ed8a00f952bd70c3a2a506b0d9b5738fa4aceee@gmail...</td>\n",
       "      <td>Sam Halliday</td>\n",
       "      <td>ancane/melpa</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297810</th>\n",
       "      <td>197393</td>\n",
       "      <td>a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...</td>\n",
       "      <td>rmazz</td>\n",
       "      <td>fegimanam/teshep</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297811</th>\n",
       "      <td>197392</td>\n",
       "      <td>a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...</td>\n",
       "      <td>rmazz</td>\n",
       "      <td>aqasaeed/fix</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297812</th>\n",
       "      <td>197391</td>\n",
       "      <td>a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...</td>\n",
       "      <td>Rmazz96</td>\n",
       "      <td>zxcwe/uhf</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297813</th>\n",
       "      <td>197390</td>\n",
       "      <td>a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...</td>\n",
       "      <td>Rmazz96</td>\n",
       "      <td>x79zeus79y/larnog</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297814</th>\n",
       "      <td>197389</td>\n",
       "      <td>a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...</td>\n",
       "      <td>Rmazz96</td>\n",
       "      <td>wez2020/sseedd</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297815</th>\n",
       "      <td>197388</td>\n",
       "      <td>a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...</td>\n",
       "      <td>Rmazz96</td>\n",
       "      <td>wez2020/new</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297816</th>\n",
       "      <td>197387</td>\n",
       "      <td>a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...</td>\n",
       "      <td>Rmazz96</td>\n",
       "      <td>vorbi123/zeus2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297817</th>\n",
       "      <td>197386</td>\n",
       "      <td>a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...</td>\n",
       "      <td>Rmazz96</td>\n",
       "      <td>vahidhoseini/tesa</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297818</th>\n",
       "      <td>197385</td>\n",
       "      <td>a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...</td>\n",
       "      <td>Rmazz96</td>\n",
       "      <td>umbrellaTG/sphero</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297819</th>\n",
       "      <td>197384</td>\n",
       "      <td>a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...</td>\n",
       "      <td>Rmazz96</td>\n",
       "      <td>terinux/ahhhh</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297820</th>\n",
       "      <td>197383</td>\n",
       "      <td>a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...</td>\n",
       "      <td>Rmazz96</td>\n",
       "      <td>telewolf653/launcher</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297821</th>\n",
       "      <td>197382</td>\n",
       "      <td>a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...</td>\n",
       "      <td>Rmazz96</td>\n",
       "      <td>telestab/asa</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297822</th>\n",
       "      <td>197381</td>\n",
       "      <td>a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...</td>\n",
       "      <td>Rmazz96</td>\n",
       "      <td>telesparta/w</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297823</th>\n",
       "      <td>197380</td>\n",
       "      <td>a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...</td>\n",
       "      <td>Rmazz96</td>\n",
       "      <td>teleblue/telebrownnew</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297824</th>\n",
       "      <td>197379</td>\n",
       "      <td>a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...</td>\n",
       "      <td>Rmazz96</td>\n",
       "      <td>teamactivebot/seed</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297825</th>\n",
       "      <td>297825</td>\n",
       "      <td>ffff980fb512f8128dcdce9b04b77e98dc627ede@gmail...</td>\n",
       "      <td>Błażej Krysiak</td>\n",
       "      <td>ethanresnick/json-api-1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>297826 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         index                                    committer_email  \\\n",
       "0        96661  55184e841a05d5233609b6ff75384d8204937664@yahoo.de   \n",
       "1       165773  8ec285a53e21b773fd914e03c50e1b6431bc9aa8@samsu...   \n",
       "2        48177  296686bb0531201fd067ff2d08090216580c7b09@comca...   \n",
       "3       238084  cb9e8792e4f5a304df23cea02491c8fcc78acfed@nuvot...   \n",
       "4       136900  74fe9cff5373f78abc31dd755ce569f2115839f3@gmail...   \n",
       "5       261054  e098dc32bc11356718c383ec6268550c31939aa6@gmail...   \n",
       "6        32189  1c5b678ffa30ab130073521930d7f2e5f75f3de9@gmail...   \n",
       "7       117540  64b2b6d12bfe4baae7dad3d018f8cbf6b0e7a044@wassi...   \n",
       "8         8477  072468c8d57c1bc1d0a76a9cc3a7c752ce753571@gmail...   \n",
       "9        53724  2f83220dcb39af202076aa49e987bcf684a98450@gmail...   \n",
       "10      270102  e9f4f0fc71d8f67bae66d3fb30f6126fcf90d1e9@users...   \n",
       "11      227024  c00dbb8f3a73f529a0fc5e9b99aa381752dc0845@gmail...   \n",
       "12      227027  c00dbb8f3a73f529a0fc5e9b99aa381752dc0845@gmail...   \n",
       "13      227035  c00dbb8f3a73f529a0fc5e9b99aa381752dc0845@gmail...   \n",
       "14      227037  c00dbb8f3a73f529a0fc5e9b99aa381752dc0845@gmail...   \n",
       "15      227025  c00dbb8f3a73f529a0fc5e9b99aa381752dc0845@gmail...   \n",
       "16      227029  c00dbb8f3a73f529a0fc5e9b99aa381752dc0845@gmail...   \n",
       "17       77562  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "18      232571  c4b5a8c0fafd56ae12499ba1d5d55022dbe4108e@barra...   \n",
       "19       20504  1177715eaa591c0f99421a804394f4ed4846e5c6@gmail...   \n",
       "20       59578  34e3e2d769f4796ca65393c4be025f1adb283c49@moguj...   \n",
       "21       49217  2aba97547a300946d493987d7b87c9f21a8831db@yahoo...   \n",
       "22      226111  bfe9c09a46c4caeed56053d26bf5c0fb0a5a4e36@leven...   \n",
       "23      107356  5db23874f34e45d59c69d81cd72d048d558566d7@gmail...   \n",
       "24       85118  4bf0fb350827ce8d86875e76c923a478597c3cef@canb....   \n",
       "25      246337  d1d9f4210bd3b328e63bd0496f64cebbaa4585fe@gmail...   \n",
       "26      142992  7a89f8c141f243fdebb219cb07878db4e9efb474@gmail...   \n",
       "27      105062  5bdfb108c20c092805ae6cb71e4bacbbc7ae488d@unico...   \n",
       "28       98032  56a580ad3befc663da709977ba17447ffa133c85@cyano...   \n",
       "29       77557  4645f7897fd33786a2ee1264d590b3c400559d85@linux...   \n",
       "...        ...                                                ...   \n",
       "297796   87607  4ed8a00f952bd70c3a2a506b0d9b5738fa4aceee@Gmail...   \n",
       "297797   87605  4ed8a00f952bd70c3a2a506b0d9b5738fa4aceee@Gmail...   \n",
       "297798   87604  4ed8a00f952bd70c3a2a506b0d9b5738fa4aceee@Gmail...   \n",
       "297799   87603  4ed8a00f952bd70c3a2a506b0d9b5738fa4aceee@Gmail...   \n",
       "297800   87601  4ed8a00f952bd70c3a2a506b0d9b5738fa4aceee@Gmail...   \n",
       "297801  197378  a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...   \n",
       "297802   87600  4ed8a00f952bd70c3a2a506b0d9b5738fa4aceee@Gmail...   \n",
       "297803   87599  4ed8a00f952bd70c3a2a506b0d9b5738fa4aceee@Gmail...   \n",
       "297804   87598  4ed85ef8097b9305e6b889a4d7018ea83fc19f6f@gmail...   \n",
       "297805  197409  a9dc4929181aaab628ce64dd99622c6dc80cae29@gitla...   \n",
       "297806  197410  a9dc4929181aaab628ce64dd99622c6dc80cae29@gitla...   \n",
       "297807   87597  4ed85ef8097b9305e6b889a4d7018ea83fc19f6f@gmail...   \n",
       "297808  197396  a9d72d2aedc6fbf8e2e3ed702c83190bfd93fa71@gmail...   \n",
       "297809   87611  4ed8a00f952bd70c3a2a506b0d9b5738fa4aceee@gmail...   \n",
       "297810  197393  a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...   \n",
       "297811  197392  a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...   \n",
       "297812  197391  a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...   \n",
       "297813  197390  a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...   \n",
       "297814  197389  a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...   \n",
       "297815  197388  a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...   \n",
       "297816  197387  a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...   \n",
       "297817  197386  a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...   \n",
       "297818  197385  a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...   \n",
       "297819  197384  a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...   \n",
       "297820  197383  a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...   \n",
       "297821  197382  a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...   \n",
       "297822  197381  a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...   \n",
       "297823  197380  a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...   \n",
       "297824  197379  a9d70f765da675fb8bb03d97db2bb3e375a8ecc4@gmail...   \n",
       "297825  297825  ffff980fb512f8128dcdce9b04b77e98dc627ede@gmail...   \n",
       "\n",
       "             committer_name                                repo_name  \\\n",
       "0                fusionjack    SlimSaber/android_kernel_oppo_msm8974   \n",
       "1               Chanho Park                 SamsungARTIK/linux-artik   \n",
       "2       aicjofs@comcast.net       aicjofs/android_kernel_fuhu_t8400n   \n",
       "3                    ccwang                  nuvotonmcu/linux-3.10.y   \n",
       "4                    beroid   beroid/android_kernel_cyanogen_msm8916   \n",
       "5         KOBAYASI, Hiroaki                            hkoba/tkhtml3   \n",
       "6             Susan McCombs    smac0628/android_kernel_huawei_angler   \n",
       "7            Wassim Chegham  wassimchegham/github-contributions-hack   \n",
       "8             Adrian Chifor       adrianchifor/nyan-cat-commit-graph   \n",
       "9             David Binetti                     dbinetti/barberscore   \n",
       "10        Craig Barraclough                            cbarrac/jokes   \n",
       "11             Joachim Metz                             Onager/plaso   \n",
       "12             Joachim Metz                            dfirfpi/plaso   \n",
       "13             Joachim Metz                       log2timeline/plaso   \n",
       "14             Joachim Metz                             rgayon/plaso   \n",
       "15             Joachim Metz                          dc3-plaso/plaso   \n",
       "16             Joachim Metz                        joachimmetz/plaso   \n",
       "17       Greg Kroah-Hartman          linux-scraping/linux-grsecurity   \n",
       "18        Craig Barraclough                            cbarrac/jokes   \n",
       "19                   Zyluss                          cs117x/Greenhat   \n",
       "20                   zhijie                            wufeifei/edge   \n",
       "21                   Monish   monishk10/android_kernel_xiaomi_cancro   \n",
       "22                 anthraxx              anthraxx/jenkins.debian.net   \n",
       "23              anarkia1976     mydongistiny/kernel_huawei_angler-ak   \n",
       "24         Stephen Rothwell                   winsock/linux-next-st8   \n",
       "25             peiqiao.peng                ppq1991/jquery.autoscroll   \n",
       "26             pbaffiliate1              pbaffiliate1/testRepository   \n",
       "27           Misagh Moayyed                               yisiqi/cas   \n",
       "28                 jrizzoli             agaphetos/cody_kernel_cancro   \n",
       "29       Greg Kroah-Hartman                         linaro-swg/linux   \n",
       "...                     ...                                      ...   \n",
       "297796         Sam Halliday                     rreckel/ensime-emacs   \n",
       "297797         Sam Halliday                       lxol/ensime-server   \n",
       "297798         Sam Halliday                 hardmettle/ensime-server   \n",
       "297799         Sam Halliday                     fommil/ensime-server   \n",
       "297800         Sam Halliday                     ensime/ensime-server   \n",
       "297801              Rmazz96                     tahashakiba/antispam   \n",
       "297802         Sam Halliday                        d6y/ensime-server   \n",
       "297803         Sam Halliday                     ancane/ensime-server   \n",
       "297804         amandasearle     timothystone/roll20-character-sheets   \n",
       "297805         Valery Sizov                     columba-oim/gitlabhq   \n",
       "297806         Valery Sizov                        dplarson/gitlabhq   \n",
       "297807         amandasearle      svenbeyer13/roll20-character-sheets   \n",
       "297808        Alex Mitchell                   kxgames/pie_in_the_sky   \n",
       "297809         Sam Halliday                             ancane/melpa   \n",
       "297810                rmazz                         fegimanam/teshep   \n",
       "297811                rmazz                             aqasaeed/fix   \n",
       "297812              Rmazz96                                zxcwe/uhf   \n",
       "297813              Rmazz96                        x79zeus79y/larnog   \n",
       "297814              Rmazz96                           wez2020/sseedd   \n",
       "297815              Rmazz96                              wez2020/new   \n",
       "297816              Rmazz96                           vorbi123/zeus2   \n",
       "297817              Rmazz96                        vahidhoseini/tesa   \n",
       "297818              Rmazz96                        umbrellaTG/sphero   \n",
       "297819              Rmazz96                            terinux/ahhhh   \n",
       "297820              Rmazz96                     telewolf653/launcher   \n",
       "297821              Rmazz96                             telestab/asa   \n",
       "297822              Rmazz96                             telesparta/w   \n",
       "297823              Rmazz96                    teleblue/telebrownnew   \n",
       "297824              Rmazz96                       teamactivebot/seed   \n",
       "297825       Błażej Krysiak                  ethanresnick/json-api-1   \n",
       "\n",
       "        total_num_commits  \n",
       "0                    4796  \n",
       "1                    4430  \n",
       "2                    2171  \n",
       "3                    1546  \n",
       "4                    1526  \n",
       "5                    1251  \n",
       "6                    1216  \n",
       "7                    1144  \n",
       "8                     975  \n",
       "9                     886  \n",
       "10                    852  \n",
       "11                    848  \n",
       "12                    847  \n",
       "13                    847  \n",
       "14                    847  \n",
       "15                    847  \n",
       "16                    847  \n",
       "17                    834  \n",
       "18                    787  \n",
       "19                    756  \n",
       "20                    639  \n",
       "21                    572  \n",
       "22                    560  \n",
       "23                    538  \n",
       "24                    535  \n",
       "25                    525  \n",
       "26                    523  \n",
       "27                    522  \n",
       "28                    520  \n",
       "29                    519  \n",
       "...                   ...  \n",
       "297796                  1  \n",
       "297797                  1  \n",
       "297798                  1  \n",
       "297799                  1  \n",
       "297800                  1  \n",
       "297801                  1  \n",
       "297802                  1  \n",
       "297803                  1  \n",
       "297804                  1  \n",
       "297805                  1  \n",
       "297806                  1  \n",
       "297807                  1  \n",
       "297808                  1  \n",
       "297809                  1  \n",
       "297810                  1  \n",
       "297811                  1  \n",
       "297812                  1  \n",
       "297813                  1  \n",
       "297814                  1  \n",
       "297815                  1  \n",
       "297816                  1  \n",
       "297817                  1  \n",
       "297818                  1  \n",
       "297819                  1  \n",
       "297820                  1  \n",
       "297821                  1  \n",
       "297822                  1  \n",
       "297823                  1  \n",
       "297824                  1  \n",
       "297825                  1  \n",
       "\n",
       "[297826 rows x 5 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Group by repo_name so the results are rows with repo_names with counts for contributions\n",
    "unique_emailandrepo_df = df_valid_emails.groupby(['committer_email', 'committer_name', 'repo_name'], as_index=False).aggregate(np.sum).sort_values('total_num_commits', ascending=False)\n",
    "unique_emailandrepo_df.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def calculate_core_dec(graph):\n",
    "    core_dec = nx.core_number(graph)\n",
    "    #print(core, \"\\n\")\n",
    "    print(\"Graph: {}, Max Core number: {}\".format(graph.name, max(core_dec.values())))\n",
    "    \n",
    "    return core_dec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Plot the networks with networkx\n",
    "\n",
    "colors = ['#787878', '#856b6b', '#965a5b', '#a7494b', '#bb3537', '#cb2528', '#cb2528', '#f00004']\n",
    "\n",
    "def plot_network(graphs, layout, node_size, with_labels):\n",
    "\n",
    "    for i, graph in enumerate(graphs):\n",
    "        core_dec = calculate_core_dec(graph)\n",
    "#         print(core_dec)\n",
    "        node_colors = colors\n",
    "        plt.figure()\n",
    "        if layout == '':\n",
    "            nx.draw(graph, node_color=node_colors, with_labels=with_labels, node_size=node_size)\n",
    "        elif layout == 'circular_layout':\n",
    "            nx.draw(graph, node_color=node_colors, pos=nx.circular_layout(graph), with_labels=with_labels, node_size=node_size)\n",
    "        elif layout == 'random_layout':\n",
    "            nx.draw(graph, node_color=node_colors, pos=nx.random_layout(graph), with_labels=with_labels, node_size=node_size)\n",
    "        elif layout == 'shell_layout':\n",
    "            nx.draw(graph, node_color=node_colors, pos=nx.shell_layout(graph), with_labels=with_labels, node_size=node_size)\n",
    "        else:\n",
    "            nx.draw(graph, node_color=node_colors, pos=nx.spectral_layout(graph), with_labels=with_labels, node_size=node_size) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Degree distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Degree distributions\n",
    "def plot_degree_distributions(graphs):\n",
    "    for graph in graphs:\n",
    "        degree_sequence=sorted(nx.degree(graph).values(),reverse=True) \n",
    "        dmax=max(degree_sequence)\n",
    "        print('Degree max for {}: {}'.format(graph, dmax))\n",
    "        \n",
    "        plt.figure()\n",
    "        h,bins,patches = plt.hist(degree_sequence,bins=range(0,dmax))\n",
    "        plt.title(\"Degree distribution for {}\".format(graph.name))\n",
    "        plt.xlabel(\"degree\")\n",
    "        plt.ylabel(\"number of nodes\")\n",
    "\n",
    "# plot_degree_distributions([G_onlyrepos, G_onlyusers])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The degree distribution looks like what you would expect from a small world network, given that there are very few with high degrees but they do exist unlike a degree distribution of a random network."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clustering Coefficients and Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def print_stats_of_notconnected(graphs):\n",
    "    for graph in graphs:\n",
    "        print('Stats for {}:'.format(graph.name))\n",
    "        #print('\\tDiameter: {}'.format(nx.diameter(graph)))\n",
    "        #print('\\tAverage shortest path length: {}'.format(nx.average_shortest_path_length(graph)))\n",
    "        \n",
    "        ccall = nx.clustering(graph)\n",
    "        ave_clustering_coefficient = nx.average_clustering(graph)\n",
    "        print('\\tAverage clustering coefficient: {}'.format(ave_clustering_coefficient))\n",
    "        \n",
    "def print_stats_of_connected(graphs):\n",
    "    for graph in graphs:\n",
    "        print('Stats for {}:'.format(graph.name))\n",
    "        print('\\tDiameter: {}'.format(nx.diameter(graph)))\n",
    "        print('\\tAverage shortest path length: {}'.format(nx.average_shortest_path_length(graph)))\n",
    "        \n",
    "        ccall = nx.clustering(graph)\n",
    "        ave_clustering_coefficient = nx.average_clustering(graph)\n",
    "        print('\\tAverage clustering coefficient: {}'.format(ave_clustering_coefficient))\n",
    "        \n",
    "        \n",
    "def plot_clusteringcoeff_distributions(graphs):\n",
    "    for graph in graphs:\n",
    "        plt.figure()\n",
    "        h,bins,patches = plt.hist(list(nx.clustering(graph).values()))\n",
    "        plt.title(\"Clustering coefficient distribution for {}\".format(graph.name))\n",
    "        plt.ylabel(\"number of nodes\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create Graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "B = nx.Graph()\n",
    "B.add_nodes_from(unique_emailandrepo_df['committer_email'].head(5000),bipartite=0)\n",
    "B.add_nodes_from(unique_emailandrepo_df['repo_name'].head(5000),bipartite=1)\n",
    "B.add_edges_from(unique_emailandrepo_df[['committer_email','repo_name']].head(5000).values)\n",
    "nx.bipartite.is_bipartite(B)\n",
    "B.name = 'Bipartite Graph of Users and Repositories'\n",
    "\n",
    "nx.write_gml(B, data_config['dataset_month'] + '_bipartite_graph.gml')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "one_mode_users = nx.bipartite.projected_graph(B, unique_emailandrepo_df['committer_email'].head(5000))\n",
    "one_mode_users.name = 'One-mode Bipartite Graph of Users'\n",
    "nx.write_gml(one_mode_users, data_config['dataset_month'] + 'one_mode_users.gml')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "one_mode_repos = nx.bipartite.projected_graph(B, unique_emailandrepo_df['repo_name'].head(5000))\n",
    "one_mode_repos.name = 'One-mode Bipartite Graph of Repositories'\n",
    "nx.write_gml(one_mode_repos, data_config['dataset_month'] + 'one_mode_repos.gml')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# #Plot graphs\n",
    "# node_size = 50\n",
    "# with_labels = False\n",
    "# plot_network([B], '', node_size, with_labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TODO: Get graphs from GEPHI"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyze Graphs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Degree Distributions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Degree max for One-mode Bipartite Graph of Users: 13\n",
      "Degree max for One-mode Bipartite Graph of Repositories: 492\n",
      "Degree max for Bipartite Graph of Users and Repositories: 462\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYkAAAEZCAYAAABiu9n+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1f649d975f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYwAAAEZCAYAAACEkhK6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3XmYXFW19/FvpzMwpAkGW9QrgzKs+CJTQBBEAigoAiIX\nEfUiMkY0jAreyxC4IEEEZAhwAUOYZJIgg4IxzJCAIIRBIrpoEpIoYQgmJOkEMlT3+8fela4uqrp3\nD9VV1fX7PE+edJ06Z591dp3a6+x9hqprbW1FRESkMwPKHYCIiFQHJQwREUmihCEiIkmUMEREJIkS\nhoiIJFHCEBGRJAPLHUAKM9sImAn8NU6qB1YA4939N2ULLIGZ/RTYwt2PMLMJwG3u/kgH8/8auMrd\nXyjw3gTgNkJdzHD3hi7G8nVgR3c/y8z2A77s7id2pYwOyj4dGA085O5H9qCcTwPnAdsDzcBy4Bp3\nv7434iyV+Dl/zt0P78IyZwFjgH8RDt4GAc8Dx7j7UjM7G2hy95t7KcaCn3/u9G6UeSRwNNAADAZm\nAWPd/S+9EXNcx/XAy+5+cQ/K+AFwDvCKu++d914L8DLQArQCawGLgB+7+/RuB971GH8IDHP3C2K9\nDnL3q7tYxn3Aye7+j1LEWBUJI1rm7iOzL8xsQ+BhM2t297vLGFcydz86YbY9gYI7SXb5mEC7cwPN\n54GPxLL+APyhG2UUcwTwXXd/qrsFxO16HDjN3b8bp30CuNXMNnP303on1JLpzmdyu7sfD2BmdcC9\nwPHAL7rTgHei2Oe/enpXmNl5wC7At9z9X3Ha7sB9ZjYyO61CHAqc6u63FnivFdjN3RdmJ8QDgMuB\nnfsoPtz9mpyXuxCSWFfL2Lf3IvqwakoY7bj7XDM7E/gZcLeZDQJ+CexK6IG8ABzv7s1mtgNwJeEI\nbhawEXASUAdcBiwlHFXsAHwNOD3Ouww4xd2fBjCz04D/JBwNziYcgbyVG5eZDSTsaF8B3gbeAd6L\n7z0a37sXuIKwM66IMR0BnAp8ErjFzA4FLgAWAAZcBXwrLj8dqI89ju1iGce7+1/iUet6OY3QWcB6\nwM3AMcAAM1sEvEb4ou9nZv8Ry984bsZN7n5RbMAfBv4I7EhoVE5390l523w78ClgYvxMnuqgvKnA\n3+NnMMrd384p6lTgltwjand/08wOBl43s8vi53MA4WhwM0IP5FB3f8XM1omf5+fi5/dw/PxayGNm\n7wOXAPsSjo5/BhwEbAm8Aezn7u+b2Zfi57BmrOex7j6lk885OY48awFrA/NiOauPrM1sJXApsHuc\n73R3v9vM1op1vRkwHFgCfM/dm+L+lt1/7qDA5w/8PHe6u4+NR7c/Inw//g0c5+6eV38fA04APu3u\n7+R8Xo+a2UlxOzCz14FnYr2eBqyK/w8CPkbYN840s1HAhbHuP0P47h2Ws94vmtmBwPqEhvR77v5+\nXkzrEL7n2xD2j8mE7/KFhO/2xmbW6O6X5dV7XfyXLace2DBue3Zawe9+rONXCD3i9YCb3f1/4zLf\nBM6MyywGfuruz5qZAROBIXG917r71fG7+lHC/vIN4CtxP51A2Ff3iPX3DHBS7IXm1u/pcb4D3f35\n2Iv8UFtWYP0T3f0qElT7OYyXCF9KCI3NSnff3t23Bd4Ezo8f/p2EL9g2wHhg65wytgAOjstsBIwD\n9nb37YAfAneZ2ZqxAd8S2CH2dCYTKj3fj4FNgRHAXoQdL99OhMZya3f/PCFhbOnuZxAai++5+7Nx\n3gXu/jl3vzKvjDWBKTGWM4FJsRErKA4RXA381t3HxsnZI+JbgIfdfSvCkc0hZvbt+N5ngMnuviPw\nP4QvX37Z38mJe1In5X0KONvdR+QlCwgJ9IkC5b9DSDJfiJN2Bca4+5aE5HRKnH4J8Fys05FAI/DT\nIlUyBHgjxngV4Ut5PPD/gHWB/c1sODCJ0GBuAxwG3BwT3xiKf85dieM7Zva8mb1EaCw/ChTqMdcD\n77r79sDBwHVmth6wN7DQ3Xd29xHAc8CxOctl959zKPD55+8XZrYr4Wh8l/gduBC4q0A8OxGGd97J\nf8Pdb8lLMC+7+xbufi/wE0KC3yGWcWqsZ4BtgQvdfWvgBsJBTtYnCQ3m5sAGhMY73/hYR1sSGvBt\nCI30T2K9nFIgWWQ9amYvmtkbwKuE78bhAGb2fTr+7m8Yt2U74GAz+3pslK8CDoj7zlnAvWY2lLC/\n/j7uH/sQ9uesVne/B/g9cElsyMcCHye0EVsT9oXc72G2fu/JTjCzTSnSlhVY/5eK1MmHVG0PI2ol\nZE4IGz7MzPaKrwcRjvy2JHwIDwC4+2NmNiOnjH/mdJ33JHwwD8fhAQgZfdNY/ueB6WFfYACh0c73\nFeBWd88Ay8zslhhDrpeBVWb2DDAFuCsnQUDO0Q7hiLyQhe5+Z9ymB2JMI4rMW1Q8Qv0iYdtx98Vm\ndgOhIXoGWOHuk+Psz9Px0EVdQnkrgac7KGNQkelDaEtw0939zZyYDoh/7wt83syOiq/XoONhomxD\nOJPwpXsLVh8VDyf0qprc/bm4La+Y2TTCUf6XKf45dyWO3CGpekJv5g5CTyrfFTGOl83sZWBXd/+d\nmc0ys2MJ++luhCSaVWz/KWYfYBPgqZzvwLpmtq67v5czX13uNsWGcGqc1kBIQGcUiOEbwL5m9l/A\nZ+O0teP/L3nbkOZ1wBVmlt3f7nH35XFdMwi9k3x7E4eQ3H2lmV1N6AVdkLDdu7n7QjPbhtCjfsrd\n343v7UvH3/1rYu9xkZlNAr4K/INwPm9OjOdRM3ubkFTuAm4ysx2BhwgHKh35GmGYNttDvZz2BxWF\nPuOO2rK7gRu7sP7Vqr2HsQNt43z1wAnuvm3sLexAGGJYRfsGGEJ3Nas55+96wpHxyJxydgb+Ft/7\nZc707SmcmVvz1rcqfwZ3X0Q8+onv/9bMTiiyjc1FpmfyXg8gNMb56x9cZPnc5QpNyzbcK3Km55fd\nnfKWdzA08yShMW4nDpltDGRPpOYOReTGVA8clPMZ7QgcZ2b7mdkL8Uj+vpxll+f8vbJI3PnbW084\n0Gqh+OdcKI7co/6CYvK5luJHfLmf+QAgY2bHEI52lxJ6drflxVVs/ymmHvhN3ndgh7xkASH5j8g2\n6O7eHOcfSegZrJMfQzyYeIHQk5hOONLN/X7m1mG27rPbnPv5FNsP86fl7nedqYvb8SKhFzQxnieF\nwt/9XXKWzY87Q94wV045g9z9j4QhxN8S6mKGhYs9isn/TtXnbVehz7hYWzbD3e/PWf82CesvGkgl\na1f5ZrY5cAZwUZw0BTjWzAaZ2QDCl+gXhKGM5dmeRzyfsSWFj/geAfaK3cnsVSUvEY5upwBHmVn2\nyqRzgZsKlPEn4FAzG2JmaxCGD9oxs30I45R/jkMFN9E2TLaKtJ38ozE+4ljl+0ATMJ9wFIOZrU0Y\nLsn6UNnu3kw44h8TlxlGGJJ4IM6Sv9N3mDC6UV6uccBBcQiAuPyngFuBKz3vfFEBUwhfdsxsCOGk\n7hh3/0O2MfOunRR8GtjczLaPZW5BaMwfi+sq9jkXiqPThBH9J6ExLuTQWOZIwnmJxwlHs9d7uIqs\nCdiP0FgUUmzfyp3+APBdM/t4XNePCUeh7cQe3mWEodANstNjI/tFChwoERqpBuCM2GjtRjigyca7\nrZllh5hHA0+6++Ii21LIFNr2uyGxjAc6XKIAd7+d0EvLDl8V+u7nXp15iJnVxeT5bcJw0qPAnma2\ncYxnD8Jw7DOxN/odd7+DMIS9iDDMliv3M5kCHGNmA2Pb9uOE7SrWlq2Rt/4xRdZfUDUNSa1hZs/H\nv1sJDeR/u/uf4rSfE8b1XiAkwhcJ45cZM/sWcLWZ/YIwPvkmYShraO4K4pDDaOD2WM+raDv5eS1h\nHPVpC5fhzSWMaee7htDtmwG8S/gSZ2WT1B8J3cwZZtZMODGZvYLqHkKP4yg+nNRyX78NHGhm4whH\nlwe6e0vcGb5mZq8SxsSfoq2Rfhj4nZmtIAzlZB0CXGlmRxB20pvd/SYrfDVWsaGV3OldKW81d/+X\nme0EjLNwme5K4ANCl//aYsvlOB64NA7XDAQepPhwREdDVa0xnn+b2UGEoZG1CEeOh7n7a2Y2i+Kf\nc1fiONjMskeraxCGx35QJMYvWrj0sg74trsvMrOLgF+b2eExvum0DY3lL1/s81893d1PMLNfAg+a\nWYZwsvYACojnPL5LuEhjbULj/z7hyDV7zi03hr8C9wFuZgsJJ95fIdTjCuAtwmf/acL+/f0CZRR6\nnXUCcHms90GEcw3ndbJMsfeOA14ysz3dfYKZ5X/3f5Az75qE3u9Q4Ap3fwxWJ9u741DjMmBfd19i\nZj8Hro1tTYYwJP2EhSvMsibHbYHQtv2K0KbVx3UdVyT27L7bUVtWcP0d1M9qdbXweHMzu4BwMm1+\nPGJ9EfhMF49eRMomNlTrec6ln/2JhaukLvdwEULVsHjlo7sXujCg3ylpDyN2nyYQus8thMv3lhOu\ngGghjKdlu5BHE7qQK4FxscvaW+YAj1i4NBHgSCULqTIp54+k7/X/I+4cJe1hmNn+hG7QUfEIInvv\nw0XuPtXMriKM+T9N6LaPJFxjPg3Yzt0LnYgUEZEyKOlJ73jd9ej4ciNgITDS3bOXgU0mXP61AzDN\n3VfFI/8moKq6piIi/V3Jr5KKJ2JvINxUcyvtu9VLCJffNRDO1Gc1A8NKHZuIiKTrk6uk3P0wC48S\neJb2N7w0EB6nsJj2121npxfV2traWlenIV0RkS7qdsNZ6pPehwCfcvfzCZdHZoDnzGyUuz9OuDPz\nEUIiGWdmgwkJZQThcsWi6urqmD9/SSnDrxqNjQ2qi0h10UZ10UZ10aaxsUsPuW6n1D2Mu4Drzezx\nuK7jCbfMX2vhYYF/B+5091YzG0842V1HuA1+RbFCRUSk71XzfRitOmIIdPTURnXRRnXRRnXRprGx\nodtDUtX0aBARESkjJQwREUmihCEiIkmUMEREJIkShoiIJFHCEBGRJEoYIiKSRAlDRESSKGGIiEgS\nJQwREUmihCEiIkmUMEREJIkShoiIJFHCEBGRJEoYIiKSRAlDRESSKGGIiEgSJQyRMstkMsyc2UQm\nkyl3KCIdUsIQKbPZs2cxeuy1zJ49q9yhiHRICUOkAqwxdHi5Q5B+YubMJmbObCpJ2UoYIiKSRAlD\nRESSKGGIiEgSJQwREUmihCEiIkmUMEREJIkShoiIJFHCEBGRJEoYIiKSZGCpCjazgcB1wMbAYGAc\n8E/gPuDVONtV7j7JzI4GRgMrgXHufn+p4hIRke4pWcIADgHedfdDzewjwIvA2cCv3P2S7Exmtj5w\nHDASWAuYZmYPuPvKEsYmIiJdVMqEcQcwKf49gNB72A4YYWbfJPQyTgJ2AKa5+ypgsZk1AVsB00sY\nm4iIdFHJzmG4+zJ3X2pmDYTEcQbwF+Bkdx8FzALOAtYBFuUs2gwMK1VcIiLSPaXsYWBmGwB3AVe4\n++1mNszds8nhHmA88DghaWQ1AO+llN/Y2NCb4VY11UWbaquLhQuHAjB8+NBej73a6qKUaqUusvtT\nKba3lCe91wemAGPc/dE4eYqZHevuzwFfJgw7PQuMM7PBwJrACGBGyjrmz1/S+4FXocbGBtVFVI11\nsWBB8+r/ezP2aqyLUqmlusjuT8W2tyeJpJQ9jFOBdYGxZnYm0Eo4Z3Gpma0A3gJGu3uzmY0HpgF1\nwGnuvqKEcYmISDeULGG4+4nAiQXe2qXAvBOBiaWKRUREek437omISBIlDBERSaKEISIiSZQwREQk\niRKGiIgkUcIQEZEkShgiIpJECUNERJIoYYiISBIlDBERSaKEISIiSZQwRPJkMhlmzmwik8mUOxSR\niqKEIZJn9uxZjB57LbNnzyp3KCIVRQlDpIA1hg4vdwgiFUcJQ0REkihhiIhIEiUMERFJooQhIiJJ\nlDBERCSJEoaIiCRRwhARkSRKGCIikkQJQ0REkihhiIhIEiUMERFJooQhIiJJlDBERCSJEoaIiCRR\nwhARkSQDS1WwmQ0ErgM2BgYD44BXgBuAFmCGu4+J8x4NjAZWAuPc/f5SxSUiIt2T1MMws8Hx/03N\nbB8zS1nuEOBdd98V+BpwBXAxcJq7jwIGmNn+ZrY+cBywU5zvF2Y2qLPCr//NHSmhi4hIL+m04Tez\nM4FrzWxD4AngJOCahLLvAMbGv+uBVcBId58ap00G9gR2AKa5+yp3Xww0AVt1VviNv1UnRESkL6X0\nFL4BHA18D7jZ3b8CbNvZQu6+zN2XmlkDMAk4HajLmWUJsA7QACzKmd4MDEsLX0RE+krKOYx6d19u\nZvsCZ8ThqLVTCjezDYC7gCvc/XYzuyDn7QbgPWAxIXHkT+9UY2NDymw1QXXRpqd1sXDhUACGDx/a\nJ/VayvVpv2hTK3WR3Z9Ksb0pCeNhM5sBLCMMST0O/L6zheK5iSnAGHd/NE5+wcx2dfcngL2BR4Bn\ngXHxPMmawAhgRkrw8+cvSZmt32tsbFBdRL1RFwsWNK/+vy/qtVTr037RppbqIrs/FdveniSSToek\n3P1k4OvAF9y9BTjO3f87oexTgXWBsWb2qJk9ApwBnGNmTwKDgDvd/W1gPDANeIhwUnxF9zZHRERK\npdMehpl9hHDyehMzOwg43sx+6u4LO1rO3U8ETizw1m4F5p0ITEyKWEREyiLlpPcEwrDReoQT1W8C\nN5cyKBERqTwpCePT7v5roMXdV7j76cCnShyXiIhUmJSEscrMhgGtAGa2GeFObRERqSEpV0mdBTwG\nbGhm9xDuyD6ilEGJiEjl6TRhuPufzOw5YEfCHds/jFc2iYhIDSmaMOIjQQrZxsxw93NKFJOIiFSg\njs5h1MV/OwIHEs5brAD2AbYofWgiIlJJivYw3P1sgHiT3U7uviy+vhR4tNhyIiLSP6VcJdVIvEIq\nGgQML004IiJSqVKukpoAPGdmfySc9N4HuLSkUYmISMVJeZbUhcChwFvAP4Fvu/tVpQ5MREQqS8oP\nKNURfuRoZ2AUsFviL+6JiEg/kjIkdQGwGeH3ueuAw4FPU/jBgiIi0k+lJIy9gG3jo80xs/uBl0sa\nlYiIVJyUoaWBtE8sA4FMacIREZFKldLDuAV4zMxui6+/C9zWwfwiItIPpTxL6jwzewHYg9AjGefu\n95c8MhERqSipVzvNJfyO973AEjPbtXQhiYhIJUr5idYrgf2AmTmTWwk9DhERqRGpV0mZu79f6mBE\nRKRypQxJzSLcfyEiIjUspYexAHjFzJ4CPshOdHf96p6ISA1JSRh/iv9ERKSGpVxWe2NfBCIiIpVN\nDxEUEZEkRROGmW3al4GIiEhl66iHcQeAmd3TR7GIiEgF6+gcRsbMpgFbmdkj+W+6u27cExGpIR0l\njD2AbYGJwNl9E46IiFSqognD3ZcAT5jZznHSjnH+P7v726krMLMdgfPdfXcz2wa4D3g1vn2Vu08y\ns6OB0cBK9HBDEZGKlHIfxkjCr+09TTjncY2ZHenu93W2oJmdAnwfaI6TtgN+5e6X5MyzPnBcXM9a\nwDQze8DdV3ZpS0REpKRSEsY4YBd3fx3AzD4D3EXoKXTmNeAA4Dfx9XbA5mb2TUIv4yTC74VPc/dV\nwGIzawK2AqZ3ZUNERKS0Uu7DGJRNFgDuPitxOdz9bmBVzqRngFPcfRThGVVnAesAi3LmaQaGpZQv\nIiJ9J6WHMdfMTiSc/AY4CpjTzfXd4+7Z5HAPMB54nJA0shqA91IKa2xs6GYY/Y/qok1P62LhwqEA\nDB8+tE/qtZTr037RplbqIrs/lWJ7UxLGkcDlwOmEp9Y+QjhB3R1TzOxYd38O+DJh2OlZYJyZDQbW\nBEYAM1IKmz9/STfD6F8aGxtUF1Fv1MWCBc2r/++Lei3V+rRftKmlusjuT8W2tyeJJOVZUu8AB3d7\nDe39CLjczFYAbwGj3b3ZzMYD0wgJ6TR3X9FL6xMRkV6S0sPoEXefA+wc/34B2KXAPBNpG/ISEZEK\npIcPiohIkk4Thpmd2xeBiIhIZUvpYexnZvqJVhGRGpdyDuPfwD/M7Hng/exE/USriEhtSUkY+sU9\nERFJ+4lWM9sY2AKYAmyQe+e3iIjUhpST3gcDfwAuA4YDfzazQ0odmIiIVJaUk97/TbiPYkm8iW9b\n4NSSRiUiIhUnJWFk4m9jAODubwItpQtJREQqUcpJ77+Z2bHAoPgDSD8GXixtWCIiUmlSehhjgP8g\nXFJ7HbCYkDRERKSGpFwltdTMzgRuA1YATe6eKXlkIiJSUVKukhoFzCT0Lm4l3MS3fakDExGRypJy\nDuNiYB93fxkgJov/I/y0qoiI1IjUn1p9Oefv5+iDx6KLiEhlKdrwm9mu8c9/mNnVhN+rWAX8F/CX\nPohNREQqSEc9hbPzXl+Q83drCWIREZEKVjRhuPvufRmIiIhUtk7PRZjZl4ATgY/kTnf3PUoVlIiI\nVJ6Uk9c3EIan5pQ2FBERqWQpCeMNd7+p5JGIiEhFS0kY483sZuARwlVSACiJiIjUlpSEkX1u1Jdy\nprUCShgiIjUkJWF8wt0/W/JIRESkoqXc6T3VzPY1M93dLSJSw1KSwH7AUQBmlp3W6u71pQpKREQq\nT8rjzT/RF4GIiEhlS7lx78xC0939nN4PR0REKlXKOYy6nH+DgW8A65cyKBERqTwpQ1LtHkJoZj8H\nHihZRCIiUpG6c+XTUGDD1JnNbEfgfHff3cw2ITxqpAWY4e5j4jxHA6OBlcA4d7+/G3GJiEgJpZzD\neJ22x5kPANYFLkop3MxOAb4PNMdJFwOnuftUM7vKzPYHngaOA0YCawHTzOwBd1/ZpS0REZGSSulh\n7JbzdyvwnrsvTiz/NeAA4Dfx9XbuPjX+PRnYi9DbmObuq4DFZtYEbAVMT1yHiIj0gaSHDwJfBYYT\nTnxjZknPknL3u81so5xJdTl/LwHWARqARTnTm4FhCXHR2NiQMltNUF206WldLFw4FIDhw4f2Sb2W\ncn3aL9rUSl1k96dSbG9KwrgV2Aj4O21DU919llRLzt8NwHvAYkLiyJ/eqfnzl3QjhP6nsbFBdRH1\nRl0sWNC8+v++qNdSrU/7RZtaqovs/lRse3uSSFISxlbuPqLba2jveTPb1d2fAPYmPAH3WWCcmQ0G\n1gRGADN6aX0iItJLUu7D+LuZ9dbd3icD55jZk8Ag4E53fxsYD0wDHiKcFF/RS+sTEZFektLDWAtw\nM5sBfJCdmPoTre4+B9g5/t1E+5Po2XkmAhNTyhMRkfJISRjnlTwKERGpeCl3ej/eF4FI52bObAJg\nk002K3MkIlKLUs5hiIiIKGGIiEgaJQwREUmihFHBZs5sWn3eQkSk3JQwREQkSdUmjGXNi3X0LSLS\nh6o2YYiISN9SwhARkSRKGBUgk8kwc2YTmUym3KGIiBTVLxNGtTXAs2fPYvTYa5k9e1a5QxERKapf\nJoxqbIDXGDq83CGIiHSoXyYMUAMsItLb+m3CEBGR3qWEISIiSZQwREQkSdUmjNbWVubOnVM1V0KJ\niFS7qk0Yy99fyrkTHqyqK6FERAqplgeNVm3CAF0JJSLSl6o6YYiISN9RwshRLd1CEZFyUMIQEZEk\nA8sdQCXIZDLMnj2LTKaF+nrlUBGRQtQ60vbsqTfe+Ge5QxERqVhKGFFvXnGlcyEi0h8pYYiISBIl\nDBERSaKEISIiScpylZSZTQcWxZevA+cBNwAtwAx3H5Na1ty5cwDYZJPNejdIERFpp897GGY2BMDd\n94j/jgQuBk5z91HAADPbv6/jEhGRjpWjh7E1sLaZTQHqgdOBke4+Nb4/GdgTuLcMsYmISBHlOIex\nDLjQ3b8K/Ai4BajLeX8JMKwMcXWZLp8VkVpSjh7Gq8BrAO7eZGb/BkbmvN8AvJda2LBhazF8+FAa\nGxtWT1u4cCjAh6YXk52/UFkpy+XPX2x6Z+UU247stI7KTV1XLehpXXR1/+mpUq5P+0WbSq6LrrYZ\nfVVWvnIkjCOALYExZvZJYB3gATMb5e6PA3sDj6QWtmjRMhYsaGb+/CWrpy1Y0Lz6/9zpxWTnL1RW\nynL58xeb3lk5xbYjO61YuY2NDcnr6u96oy66uv/0VKnWp/2iTaXXRVfbjJ6U1ZNEUo4hqYnAMDOb\nCtwGHAacAJxtZk8Cg4A7u1poJpNh5sym1b/A19raol/kExHpRX3ew3D3lcAhBd7arSflZp8H9euf\nHwXA8qULOXfCg/x6w410ya2ISC/oVzfu5T8PSr/IJyLSe/pVwhARkdJRwhARkSQ1kzB0z4SISM/U\nTMIQEZGeqeqE0drawrx588hkWlZPy2Qyqx9IKCIivaeqf9N7+dKFXHXHbD7+8fUZMKAegDfe+Bdj\nL53EkLWr4ukiIiJVo6p7GABD1h7GW2+9zdhLJ7WbJiIivavqE0ZWNknMmzevW8sXGt4SEZE2VZ8w\nWltbeOedt1m+NPl5hQWF4a0neeONf/ZSZCIi/UtVn8MAWLFsMb97rHceKqahLBGR4qq+hwE9a+hn\nzmzSVVUiIgn6RcIopKdDVCJSe/Kfei3t9duEISLSVdmnXs+ePavcoVSkmksYOoIQkY7oKdfF1VzC\n0BGEiEj31FzCmDt3jo4gRES6oeYShoiIdI8ShoiIJFHCEBGRJFV/p3dHWltbePrpP5PJtFBfr9wo\nItIT/boV1fOhRER6T79OGKDnQ4mI9JZ+nzBERKR39KuEkX3UuYiI9L5+lTCWL13IbZOfL3cYIiL9\nUr9KGACD12wodwgiIv1Sv0sYIiJSGkoYIiKSpGJu3DOzOuD/gK2BD4Cj3F2PlBURqRCV1MP4JjDE\n3XcGTgUuLnM8NUG/DyJSfplMhrlz51T897CSEsYuwJ8A3P0ZYPvyhlMb9Psg0h9U+4HPG2/8i3Mn\nPNjj72Fb4mnppcjaq5ghKWAdYFHO61VmNsDdC295y3KWL13EiveXAHVF/weYN2/e6sXmzZvHB80L\nmDt3DhB+H2PevHksX7po9fszZzYlBZwtI3V6R+XkxlSsnGLlLlw4lAULmru0zvwyuxpzpepJXWQV\n+zxKpVSHUF0/AAAFNUlEQVTr6426qBZz587hjItv59yffIcNN9zoQ++n1kVff/ZZ2Taqp+udO3cO\nPxs3gRMP34fNN7feCK2dutbW1l4vtDvM7FfAn939zvh6rrtvWOawREQkqqQhqSeBrwOY2ReAl8sb\njoiI5KqkIam7gT3N7Mn4+vByBiMiIu1VzJCUiIhUtkoakhIRkQqmhCEiIkmUMEREJEklnfROUsuP\nEDGzHYHz3X13M9sEuAFoAWa4+5g4z9HAaGAlMM7d7y9XvKVgZgOB64CNgcHAOOAVarMuBgATACNs\n+zHAcmqwLrLM7GPAc8BXgAw1WhdmNp22+9peB86jF+qiGnsYNfkIETM7hdA4DImTLgZOc/dRwAAz\n29/M1geOA3YCvgb8wswGlSXg0jkEeNfddyVs4xXUbl3sB7S6+y7AWEKjUKt1kT2YuBpYFifVZF2Y\n2RAAd98j/juSXqqLakwYtfoIkdeAA3Jeb+fuU+Pfk4E9gR2Aae6+yt0XA03AVn0bZsndQWgcAeqB\nVcDIWqwLd7+XcHQIsBGwkBqti+gi4CpgHuExD7VaF1sDa5vZFDN7KI5M9EpdVGPCKPgIkXIF01fc\n/W5C45hVl/P3EkK9NNC+bpqBYaWPru+4+zJ3X2pmDcAk4HRqtC4A3L3FzG4AxgO3UqN1YWaHAe+4\n+4O01UFuu1AzdUHoYV3o7l8FfgTcQi/tF9XY0C4mbGhW8edN9W+529wAvEeom3UKTO9XzGwD4BHg\nRne/nRquCwB3PwzYHLgWWDPnrVqqi8MJN/4+SjjCvglozHm/luriVUKSwN2bgH8D6+e83+26qMaE\noUeIBM+b2a7x772BqcCzwC5mNtjMhgEjgBnlCrAU4rjrFOBn7n5jnPxCjdbFIWb2P/HlB4STvM+Z\n2ag4rWbqwt1Hufvu7r478CLwfWByLe4XwBHArwDM7JOEpPBAb+wXVXeVFHqESNbJwIR4kurvwJ3u\n3mpm44FphC7oae6+opxBlsCpwLrAWDM7E2gFTgAur8G6uAu43sweJ3yXjwf+AVxbg3VRSK1+RyYS\n9ouphN73YYReRo/3Cz0aREREklTjkJSIiJSBEoaIiCRRwhARkSRKGCIikkQJQ0REkihhiIhIEiUM\nkU6Y2fVmdmi54xApNyUMERFJohv3RAows4uBfQhPPq0nPKepFTiRcFfsdGCMu68ws28DZwNLgReA\nenc/wsxeB54hPNvoS4RHMhRa/qvAOYS7tV8Hjnb3hX22sSKJ1MMQyWNmBxIa+c8CBwGbAGsDRwM7\nuftIYD5wspl9FLgE2N3dtweG5xV3v7t/FvhYB8ufD+zl7tsBDwAXlHobRbqjGp8lJVJquwF3xacg\nv2tmfyQcXG0GPB1/9XEQ8Dyh5/CUu78Vl72R8CNfWX+J/+8ObFpg+R2BDYFH4/QBhOf+iFQcJQyR\nD2ulfe87QxiW+q27nwhgZmsRGv1R8b1i3o//1wN3FFl+qrt/M04fTPvH94tUDA1JiXzYQ8BB8bHP\nHyH8fCXAAWbWGHsCVxOekvsUsL2ZrR+nf4eQcPI9VmT5Z4CdzGyzON9ZwIWl2jCRnlDCEMnj7r8H\nHif8NsA9wN8IPyxzNuGHm14mnLg+393fJTT8DxEa/4G09Spac8r8a5Hl3yb8fsEdZvYSsA3w0xJv\noki36CopkR4ws+HA8e7+v/H1ZcCr7n5lWQMTKQElDJEeMrNLgT0Jv7k+HTimH/4oj4gShoiIpNE5\nDBERSaKEISIiSZQwREQkiRKGiIgkUcIQEZEkShgiIpLk/wOqkuEfN/PSBwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1f63c1112b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZIAAAEZCAYAAAC99aPhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n7ciADQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1f616169940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_degree_distributions([one_mode_users, one_mode_repos, B])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The graphs look like exponential-log graphs as real-life networks should look, however, there is a weird spike in number of nodes in the one-mode repositories only graph, with a high degree. There are exactly 637 nodes representing repos with degrees of exactly 714. This could mean there are 714 repositories that a set of users (like developers in a company) needed to contribute to for some reason. When observing the graph visually, there is a massive cluster of interconnected nodes that represents this spike in data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Get the repos with degree = 714\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Clustering Coefficient Distributions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stats for One-mode Bipartite Graph of Users:\n",
      "\tAverage clustering coefficient: 0.07240459370561413\n",
      "Stats for One-mode Bipartite Graph of Repositories:\n",
      "\tAverage clustering coefficient: 0.8816448428948571\n",
      "Stats for Bipartite Graph of Users and Repositories:\n",
      "\tAverage clustering coefficient: 0.0\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZsAAAEKCAYAAADEovgeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n2ZiZWemcbMzMrHT/H1S+DWj3O3ExAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1f63a6ac7b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbMAAAEKCAYAAACYKLs6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZmZWev8fyijRzoeKimQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1f6354d6550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbIAAAEKCAYAAAB36tAEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1f635ce2c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plot Clustering Coefficients of graph of repos and graph of users\n",
    "print_stats_of_notconnected([one_mode_users, one_mode_repos, B])\n",
    "plot_clusteringcoeff_distributions([one_mode_users, one_mode_repos, B])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It makes sense that there would be such a vast difference in clustering coefficients, due to the connectivity observed between repositories. Of the nodes with degrees greater than 0, usually there are highly interconnected subgraphs between users or repositories. The bipartite graph of course has clustering coefficients of 0 because there is no possible way for a triangle to form between connected triplets of nodes.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Centrality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# def plot_network_centralities(graphs, with_labels):\n",
    "\n",
    "#     for i, graph in enumerate(graphs):\n",
    "#         pos = nx.spring_layout(graph)\n",
    "        \n",
    "#         plt.figure(figsize=(12,4))\n",
    "#         plt.subplot(131)\n",
    "#         cent = np.array(list(nx.closeness_centrality(graph).values()))\n",
    "#         scaler = MinMaxScaler((50,800))\n",
    "#         scaledC = scaler.fit_transform(cent[:,np.newaxis])\n",
    "#         nx.draw(graph, node_size=scaledC, pos=pos, node_color='#6699cc', with_labels=with_labels)\n",
    "#         plt.title(\"Closeness Centrality\")\n",
    "\n",
    "#         plt.subplot(132)\n",
    "#         cent = np.array(list(nx.betweenness_centrality(graph).values()))\n",
    "#         scaler = MinMaxScaler((50,800))\n",
    "#         scaledC = scaler.fit_transform(cent[:,np.newaxis])\n",
    "#         nx.draw(graph, node_size=scaledC, pos=pos, node_color='#6699cc', with_labels=with_labels)\n",
    "#         plt.title(\"Betweenness Centrality\")\n",
    "\n",
    "#         plt.subplot(133)\n",
    "#         cent = np.array(list(nx.eigenvector_centrality(graph).values()))\n",
    "#         scaler = MinMaxScaler((50,800))\n",
    "#         scaledC = scaler.fit_transform(cent[:,np.newaxis])\n",
    "#         nx.draw(graph, node_size=scaledC, pos=pos, node_color='#6699cc', with_labels=with_labels)\n",
    "#         _=plt.title(\"Eigenvector Centrality\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# plot_network_centralities([one_mode_users, one_mode_repos], with_labels=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# #Degree distributions\n",
    "# def plot_centrality_distributions(graphs):\n",
    "#     for graph in graphs:\n",
    "#         plt.figure(figsize=(12,4))\n",
    "        \n",
    "#         plt.subplot(131)\n",
    "#         cent = np.array(list(nx.closeness_centrality(graph).values()))\n",
    "#         closeness_sequence=sorted(cent,reverse=True) \n",
    "#         dmax=max(closeness_sequence)\n",
    "#         print('Closeness max for {}: {}'.format(graph, dmax))\n",
    "#         plt.hist(cent,bins=np.linspace(0,1,20))\n",
    "#         plt.title(\"Closeness Centrality Distribution for {}\".format(graph.name))\n",
    "#         plt.xlabel('Closeness Centrality')\n",
    "#         _=plt.ylabel('Number of Nodes')\n",
    "        \n",
    "#         plt.subplot(132)\n",
    "#         cent = np.array(list(nx.betweenness_centrality(graph).values()))\n",
    "#         betweenness_sequence=sorted(cent,reverse=True) \n",
    "#         dmax=max(betweenness_sequence)\n",
    "#         print('Betweenness max for {}: {}'.format(graph, dmax))\n",
    "#         plt.hist(cent,bins=np.linspace(0,1,20))\n",
    "#         plt.title(\"Betweenness Centrality Distribution for {}\".format(graph.name))\n",
    "#         plt.xlabel('Betweenness Centrality')\n",
    "#         _=plt.ylabel('Number of Nodes')\n",
    "\n",
    "#         plt.subplot(133)\n",
    "#         cent = np.array(list(nx.eigenvector_centrality(graph).values()))\n",
    "#         eigenvector_sequence=sorted(cent,reverse=True) \n",
    "#         dmax=max(eigenvector_sequence)\n",
    "#         print('Eigenvector max for {}: {}'.format(graph, dmax))\n",
    "#         plt.hist(cent,bins=np.linspace(0,1,20))\n",
    "#         plt.title(\"Eigenvector Centrality Distribution for {}\".format(graph.name))\n",
    "#         plt.xlabel('Eigenvector Centrality')\n",
    "#         _=plt.ylabel('Number of Nodes')\n",
    "        \n",
    "# plot_centrality_distributions([one_mode_users, one_mode_repos])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Find Subgraphs that are Non-Cliques and of Decent Size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bipartite Graph of Users and Repositories\n",
      "<generator object connected_component_subgraphs at 0x000001F6197F3F68>\n",
      "Non-Cliques: 58\n",
      "Cliques: 0\n",
      "One-mode Bipartite Graph of Repositories\n",
      "<generator object connected_component_subgraphs at 0x000001F635D83780>\n",
      "Non-Cliques: 1\n",
      "Cliques: 51\n",
      "One-mode Bipartite Graph of Users\n",
      "<generator object connected_component_subgraphs at 0x000001F635D836D0>\n",
      "Non-Cliques: 1\n",
      "Cliques: 0\n"
     ]
    }
   ],
   "source": [
    "def generate_subgraphs(graphs):\n",
    "    for curr_graph in graphs:\n",
    "        #Generate connected subgraphs \n",
    "        #B = bipartite graph of users and repos\n",
    "        #one_mode_users = one mode bipartite graph of users\n",
    "        #one_mode_repos = one mode bipartite graph of repos\n",
    "        graph_to_get_subgraphs_of = curr_graph\n",
    "        print(graph_to_get_subgraphs_of.name)\n",
    "        x = nx.connected_component_subgraphs(graph_to_get_subgraphs_of)\n",
    "        print(x)\n",
    "        \n",
    "        #weed out graphs with less than 5 degrees max\n",
    "        subgraphs = [g for g in x]\n",
    "        subs = []\n",
    "        for graph in subgraphs: \n",
    "            if max(sorted(nx.degree(graph).values(), reverse=True)) > 5: #weed out graphs with less than 5 degrees max\n",
    "                subs.append(graph)\n",
    "                \n",
    "        #Get non-cliques and cliques in subs\n",
    "        non_cliques = []\n",
    "        cliques = []\n",
    "        for g in subs:\n",
    "            lst = list(nx.degree(g).values())\n",
    "            if lst[1:] == lst[:-1]:\n",
    "                cliques.append(g)\n",
    "            else:\n",
    "                non_cliques.append(g)\n",
    "\n",
    "        print(\"Non-Cliques: {}\".format(len(non_cliques)))\n",
    "        print(\"Cliques: {}\".format(len(cliques)))\n",
    "        \n",
    "        # Paths to write to\n",
    "        cliques_path = \"cliques/\" + data_config['dataset_month'] + \"/\" + graph_to_get_subgraphs_of.name\n",
    "        if not os.path.exists(cliques_path):\n",
    "            os.makedirs(cliques_path)\n",
    "        noncliques_path = \"noncliques/\" + data_config['dataset_month'] + \"/\" + graph_to_get_subgraphs_of.name\n",
    "        if not os.path.exists(noncliques_path):\n",
    "            os.makedirs(noncliques_path)\n",
    "\n",
    "        # Write sub graphs to files\n",
    "        for i, j in enumerate(non_cliques):\n",
    "            nx.write_gml(j, noncliques_path + \"/non_clique_subgraph_{}.gml\".format(i))\n",
    "\n",
    "        for i, j in enumerate(cliques):\n",
    "            nx.write_gml(j, cliques_path + \"/clique_subgraph_{}.gml\".format(i))\n",
    "            \n",
    "generate_subgraphs([B, one_mode_repos, one_mode_users])"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [Root]",
   "language": "python",
   "name": "Python [Root]"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}