exploringFeatureMaking.ipynb

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  "signature": "sha256:343fdc5628784c72d40f1b8b5c6531c1c0878a77e12eb2961e5cfc3d24a37838"
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 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pandas as pd\n",
      "import datetime"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pymysql as mdb\n",
      "con = mdb.connect('localhost', 'root', '', 'gitdb');"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "c = con.cursor()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "query = \"SELECT * FROM WeeklyContributions\"\n",
      "contrib = pd.io.sql.read_sql(query, con)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "contrib.shape"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "(690111, 7)"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "contrib.index = contrib['week_start']\n",
      "contrib"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>id</th>\n",
        "      <th>author_login</th>\n",
        "      <th>repo_full_name</th>\n",
        "      <th>week_start</th>\n",
        "      <th>commits_num</th>\n",
        "      <th>additions_num</th>\n",
        "      <th>deletions_num</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>week_start</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2014-07-12 20:00:00</th>\n",
        "      <td>      1</td>\n",
        "      <td>         hadley</td>\n",
        "      <td>                        hadley/rvest</td>\n",
        "      <td>2014-07-12 20:00:00</td>\n",
        "      <td> 14</td>\n",
        "      <td>    519</td>\n",
        "      <td>   108</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-19 20:00:00</th>\n",
        "      <td>      2</td>\n",
        "      <td>         hadley</td>\n",
        "      <td>                        hadley/rvest</td>\n",
        "      <td>2014-07-19 20:00:00</td>\n",
        "      <td> 14</td>\n",
        "      <td>    419</td>\n",
        "      <td>    70</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-26 20:00:00</th>\n",
        "      <td>      3</td>\n",
        "      <td>         hadley</td>\n",
        "      <td>                        hadley/rvest</td>\n",
        "      <td>2014-07-26 20:00:00</td>\n",
        "      <td> 35</td>\n",
        "      <td>   1291</td>\n",
        "      <td>   422</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-05 20:00:00</th>\n",
        "      <td>      4</td>\n",
        "      <td>           juba</td>\n",
        "      <td>                     juba/rmdformats</td>\n",
        "      <td>2014-07-05 20:00:00</td>\n",
        "      <td> 16</td>\n",
        "      <td>   3268</td>\n",
        "      <td>    27</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-12 20:00:00</th>\n",
        "      <td>      5</td>\n",
        "      <td>           juba</td>\n",
        "      <td>                     juba/rmdformats</td>\n",
        "      <td>2014-07-12 20:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>      8</td>\n",
        "      <td>     7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-26 20:00:00</th>\n",
        "      <td>      6</td>\n",
        "      <td>           juba</td>\n",
        "      <td>                     juba/rmdformats</td>\n",
        "      <td>2014-07-26 20:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>     25</td>\n",
        "      <td>    16</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-26 20:00:00</th>\n",
        "      <td>      7</td>\n",
        "      <td>         hadley</td>\n",
        "      <td>                    rstudio/webinars</td>\n",
        "      <td>2014-07-26 20:00:00</td>\n",
        "      <td>  3</td>\n",
        "      <td>    506</td>\n",
        "      <td>   474</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-26 20:00:00</th>\n",
        "      <td>      8</td>\n",
        "      <td>            wch</td>\n",
        "      <td>                    rstudio/webinars</td>\n",
        "      <td>2014-07-26 20:00:00</td>\n",
        "      <td>  4</td>\n",
        "      <td>    253</td>\n",
        "      <td>     3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-19 20:00:00</th>\n",
        "      <td>      9</td>\n",
        "      <td>       mikelove</td>\n",
        "      <td>                    mikelove/shinyMA</td>\n",
        "      <td>2014-07-19 20:00:00</td>\n",
        "      <td> 11</td>\n",
        "      <td>    287</td>\n",
        "      <td>   142</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-26 20:00:00</th>\n",
        "      <td>     10</td>\n",
        "      <td>       mikelove</td>\n",
        "      <td>                    mikelove/shinyMA</td>\n",
        "      <td>2014-07-26 20:00:00</td>\n",
        "      <td>  5</td>\n",
        "      <td>     19</td>\n",
        "      <td>    16</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-19 20:00:00</th>\n",
        "      <td>     11</td>\n",
        "      <td>        jcheng5</td>\n",
        "      <td>               htmlwidgets/sparkline</td>\n",
        "      <td>2014-07-19 20:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>      8</td>\n",
        "      <td>     3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-26 20:00:00</th>\n",
        "      <td>     12</td>\n",
        "      <td>        jcheng5</td>\n",
        "      <td>               htmlwidgets/sparkline</td>\n",
        "      <td>2014-07-26 20:00:00</td>\n",
        "      <td>  2</td>\n",
        "      <td>      3</td>\n",
        "      <td>     2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-12 20:00:00</th>\n",
        "      <td>     13</td>\n",
        "      <td>       ramnathv</td>\n",
        "      <td>               htmlwidgets/sparkline</td>\n",
        "      <td>2014-07-12 20:00:00</td>\n",
        "      <td>  3</td>\n",
        "      <td>    342</td>\n",
        "      <td>     6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-26 20:00:00</th>\n",
        "      <td>     14</td>\n",
        "      <td>       ramnathv</td>\n",
        "      <td>               htmlwidgets/sparkline</td>\n",
        "      <td>2014-07-26 20:00:00</td>\n",
        "      <td>  2</td>\n",
        "      <td>      5</td>\n",
        "      <td>     3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-05 20:00:00</th>\n",
        "      <td>     15</td>\n",
        "      <td>   hilaryparker</td>\n",
        "      <td>                   hilaryparker/cats</td>\n",
        "      <td>2014-07-05 20:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>      4</td>\n",
        "      <td>     0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-26 20:00:00</th>\n",
        "      <td>     16</td>\n",
        "      <td>       cwickham</td>\n",
        "      <td>                   hilaryparker/cats</td>\n",
        "      <td>2014-07-26 20:00:00</td>\n",
        "      <td>  2</td>\n",
        "      <td>    167</td>\n",
        "      <td>     9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-05 20:00:00</th>\n",
        "      <td>     17</td>\n",
        "      <td>      markolson</td>\n",
        "      <td>                   hilaryparker/cats</td>\n",
        "      <td>2014-07-05 20:00:00</td>\n",
        "      <td>  4</td>\n",
        "      <td>     69</td>\n",
        "      <td>     5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-19 20:00:00</th>\n",
        "      <td>     18</td>\n",
        "      <td>         leeper</td>\n",
        "      <td>              romainfrancois/nothing</td>\n",
        "      <td>2014-07-19 20:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>     14</td>\n",
        "      <td>    10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-19 20:00:00</th>\n",
        "      <td>     19</td>\n",
        "      <td> romainfrancois</td>\n",
        "      <td>              romainfrancois/nothing</td>\n",
        "      <td>2014-07-19 20:00:00</td>\n",
        "      <td>  7</td>\n",
        "      <td>     84</td>\n",
        "      <td>    28</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-12 20:00:00</th>\n",
        "      <td>     20</td>\n",
        "      <td>       rasmusab</td>\n",
        "      <td>                     rasmusab/drinkr</td>\n",
        "      <td>2014-07-12 20:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>    149</td>\n",
        "      <td>     0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-26 20:00:00</th>\n",
        "      <td>     21</td>\n",
        "      <td>       rasmusab</td>\n",
        "      <td>                     rasmusab/drinkr</td>\n",
        "      <td>2014-07-26 20:00:00</td>\n",
        "      <td>  9</td>\n",
        "      <td>    423</td>\n",
        "      <td>   171</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-05 20:00:00</th>\n",
        "      <td>     22</td>\n",
        "      <td>      jimhester</td>\n",
        "      <td>                    jimhester/gmailr</td>\n",
        "      <td>2014-07-05 20:00:00</td>\n",
        "      <td>  4</td>\n",
        "      <td>    421</td>\n",
        "      <td>    40</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-12 20:00:00</th>\n",
        "      <td>     23</td>\n",
        "      <td>      jimhester</td>\n",
        "      <td>                    jimhester/gmailr</td>\n",
        "      <td>2014-07-12 20:00:00</td>\n",
        "      <td>  6</td>\n",
        "      <td>    276</td>\n",
        "      <td>   154</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-19 20:00:00</th>\n",
        "      <td>     24</td>\n",
        "      <td>      jimhester</td>\n",
        "      <td>                    jimhester/gmailr</td>\n",
        "      <td>2014-07-19 20:00:00</td>\n",
        "      <td> 21</td>\n",
        "      <td>   2037</td>\n",
        "      <td>   775</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-26 20:00:00</th>\n",
        "      <td>     25</td>\n",
        "      <td>            eit</td>\n",
        "      <td>    TaiwanRUserGroup/DSC2014Tutorial</td>\n",
        "      <td>2014-07-26 20:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>  18084</td>\n",
        "      <td>  9042</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-08-02 20:00:00</th>\n",
        "      <td>     26</td>\n",
        "      <td>         ntuaha</td>\n",
        "      <td>    TaiwanRUserGroup/DSC2014Tutorial</td>\n",
        "      <td>2014-08-02 20:00:00</td>\n",
        "      <td>  2</td>\n",
        "      <td>      3</td>\n",
        "      <td>     3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-19 20:00:00</th>\n",
        "      <td>     27</td>\n",
        "      <td>        wush978</td>\n",
        "      <td>    TaiwanRUserGroup/DSC2014Tutorial</td>\n",
        "      <td>2014-07-19 20:00:00</td>\n",
        "      <td> 26</td>\n",
        "      <td>  18558</td>\n",
        "      <td>    12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-26 20:00:00</th>\n",
        "      <td>     28</td>\n",
        "      <td>        wush978</td>\n",
        "      <td>    TaiwanRUserGroup/DSC2014Tutorial</td>\n",
        "      <td>2014-07-26 20:00:00</td>\n",
        "      <td> 18</td>\n",
        "      <td>     67</td>\n",
        "      <td>    29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-08-02 20:00:00</th>\n",
        "      <td>     29</td>\n",
        "      <td>        wush978</td>\n",
        "      <td>    TaiwanRUserGroup/DSC2014Tutorial</td>\n",
        "      <td>2014-08-02 20:00:00</td>\n",
        "      <td>  3</td>\n",
        "      <td>     30</td>\n",
        "      <td>    17</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-07-05 20:00:00</th>\n",
        "      <td>     30</td>\n",
        "      <td>      minimaxir</td>\n",
        "      <td>       minimaxir/online-class-charts</td>\n",
        "      <td>2014-07-05 20:00:00</td>\n",
        "      <td>  3</td>\n",
        "      <td>    487</td>\n",
        "      <td>     3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2010-03-06 19:00:00</th>\n",
        "      <td> 692247</td>\n",
        "      <td>    segler-alex</td>\n",
        "      <td> segler-alex/rhythmbox-radio-browser</td>\n",
        "      <td>2010-03-06 19:00:00</td>\n",
        "      <td> 21</td>\n",
        "      <td>    324</td>\n",
        "      <td>   154</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2010-03-13 19:00:00</th>\n",
        "      <td> 692248</td>\n",
        "      <td>    segler-alex</td>\n",
        "      <td> segler-alex/rhythmbox-radio-browser</td>\n",
        "      <td>2010-03-13 19:00:00</td>\n",
        "      <td> 16</td>\n",
        "      <td>   1483</td>\n",
        "      <td>   413</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2010-03-20 20:00:00</th>\n",
        "      <td> 692249</td>\n",
        "      <td>    segler-alex</td>\n",
        "      <td> segler-alex/rhythmbox-radio-browser</td>\n",
        "      <td>2010-03-20 20:00:00</td>\n",
        "      <td>  3</td>\n",
        "      <td>    296</td>\n",
        "      <td>    50</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2010-03-27 20:00:00</th>\n",
        "      <td> 692250</td>\n",
        "      <td>    segler-alex</td>\n",
        "      <td> segler-alex/rhythmbox-radio-browser</td>\n",
        "      <td>2010-03-27 20:00:00</td>\n",
        "      <td> 55</td>\n",
        "      <td>   3283</td>\n",
        "      <td>  1708</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2010-04-10 20:00:00</th>\n",
        "      <td> 692251</td>\n",
        "      <td>    segler-alex</td>\n",
        "      <td> segler-alex/rhythmbox-radio-browser</td>\n",
        "      <td>2010-04-10 20:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>    102</td>\n",
        "      <td>    79</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2010-05-08 20:00:00</th>\n",
        "      <td> 692252</td>\n",
        "      <td>    segler-alex</td>\n",
        "      <td> segler-alex/rhythmbox-radio-browser</td>\n",
        "      <td>2010-05-08 20:00:00</td>\n",
        "      <td>  3</td>\n",
        "      <td>    150</td>\n",
        "      <td>    29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2010-05-15 20:00:00</th>\n",
        "      <td> 692253</td>\n",
        "      <td>    segler-alex</td>\n",
        "      <td> segler-alex/rhythmbox-radio-browser</td>\n",
        "      <td>2010-05-15 20:00:00</td>\n",
        "      <td>  3</td>\n",
        "      <td>     27</td>\n",
        "      <td>    15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2010-05-22 20:00:00</th>\n",
        "      <td> 692254</td>\n",
        "      <td>    segler-alex</td>\n",
        "      <td> segler-alex/rhythmbox-radio-browser</td>\n",
        "      <td>2010-05-22 20:00:00</td>\n",
        "      <td> 15</td>\n",
        "      <td>   5813</td>\n",
        "      <td>  5690</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2010-06-05 20:00:00</th>\n",
        "      <td> 692255</td>\n",
        "      <td>    segler-alex</td>\n",
        "      <td> segler-alex/rhythmbox-radio-browser</td>\n",
        "      <td>2010-06-05 20:00:00</td>\n",
        "      <td>  4</td>\n",
        "      <td>    464</td>\n",
        "      <td>   519</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2010-09-04 20:00:00</th>\n",
        "      <td> 692256</td>\n",
        "      <td>    segler-alex</td>\n",
        "      <td> segler-alex/rhythmbox-radio-browser</td>\n",
        "      <td>2010-09-04 20:00:00</td>\n",
        "      <td>  9</td>\n",
        "      <td>   2467</td>\n",
        "      <td>  1908</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2010-09-11 20:00:00</th>\n",
        "      <td> 692257</td>\n",
        "      <td>    segler-alex</td>\n",
        "      <td> segler-alex/rhythmbox-radio-browser</td>\n",
        "      <td>2010-09-11 20:00:00</td>\n",
        "      <td> 12</td>\n",
        "      <td>    586</td>\n",
        "      <td>   442</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2010-11-06 20:00:00</th>\n",
        "      <td> 692258</td>\n",
        "      <td>    segler-alex</td>\n",
        "      <td> segler-alex/rhythmbox-radio-browser</td>\n",
        "      <td>2010-11-06 20:00:00</td>\n",
        "      <td>  2</td>\n",
        "      <td>     92</td>\n",
        "      <td>    68</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2010-11-13 19:00:00</th>\n",
        "      <td> 692259</td>\n",
        "      <td>    segler-alex</td>\n",
        "      <td> segler-alex/rhythmbox-radio-browser</td>\n",
        "      <td>2010-11-13 19:00:00</td>\n",
        "      <td> 17</td>\n",
        "      <td>    563</td>\n",
        "      <td>   294</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2010-12-11 19:00:00</th>\n",
        "      <td> 692260</td>\n",
        "      <td>    segler-alex</td>\n",
        "      <td> segler-alex/rhythmbox-radio-browser</td>\n",
        "      <td>2010-12-11 19:00:00</td>\n",
        "      <td>  4</td>\n",
        "      <td>    338</td>\n",
        "      <td>   224</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-03-12 19:00:00</th>\n",
        "      <td> 692261</td>\n",
        "      <td>    segler-alex</td>\n",
        "      <td> segler-alex/rhythmbox-radio-browser</td>\n",
        "      <td>2011-03-12 19:00:00</td>\n",
        "      <td>  4</td>\n",
        "      <td>     81</td>\n",
        "      <td>   158</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-06-11 20:00:00</th>\n",
        "      <td> 692262</td>\n",
        "      <td>    segler-alex</td>\n",
        "      <td> segler-alex/rhythmbox-radio-browser</td>\n",
        "      <td>2011-06-11 20:00:00</td>\n",
        "      <td>  5</td>\n",
        "      <td>     53</td>\n",
        "      <td>    11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2009-11-21 19:00:00</th>\n",
        "      <td> 692263</td>\n",
        "      <td>    TeamTeamUSA</td>\n",
        "      <td>                       jmil/SkeinFox</td>\n",
        "      <td>2009-11-21 19:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>    282</td>\n",
        "      <td>    59</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2010-01-09 19:00:00</th>\n",
        "      <td> 692264</td>\n",
        "      <td>    TeamTeamUSA</td>\n",
        "      <td>                       jmil/SkeinFox</td>\n",
        "      <td>2010-01-09 19:00:00</td>\n",
        "      <td>  3</td>\n",
        "      <td>    191</td>\n",
        "      <td>   876</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2010-01-16 19:00:00</th>\n",
        "      <td> 692265</td>\n",
        "      <td>    TeamTeamUSA</td>\n",
        "      <td>                       jmil/SkeinFox</td>\n",
        "      <td>2010-01-16 19:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>      2</td>\n",
        "      <td>     2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2009-09-19 20:00:00</th>\n",
        "      <td> 692266</td>\n",
        "      <td>           jmil</td>\n",
        "      <td>                       jmil/SkeinFox</td>\n",
        "      <td>2009-09-19 20:00:00</td>\n",
        "      <td> 18</td>\n",
        "      <td>  50932</td>\n",
        "      <td>  1281</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2009-10-10 20:00:00</th>\n",
        "      <td> 692267</td>\n",
        "      <td>           jmil</td>\n",
        "      <td>                       jmil/SkeinFox</td>\n",
        "      <td>2009-10-10 20:00:00</td>\n",
        "      <td> 23</td>\n",
        "      <td>   2509</td>\n",
        "      <td>  1228</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2009-10-17 20:00:00</th>\n",
        "      <td> 692268</td>\n",
        "      <td>           jmil</td>\n",
        "      <td>                       jmil/SkeinFox</td>\n",
        "      <td>2009-10-17 20:00:00</td>\n",
        "      <td> 21</td>\n",
        "      <td>   2027</td>\n",
        "      <td>   717</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2009-10-24 20:00:00</th>\n",
        "      <td> 692269</td>\n",
        "      <td>           jmil</td>\n",
        "      <td>                       jmil/SkeinFox</td>\n",
        "      <td>2009-10-24 20:00:00</td>\n",
        "      <td> 11</td>\n",
        "      <td>  56993</td>\n",
        "      <td>    37</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2009-10-31 20:00:00</th>\n",
        "      <td> 692270</td>\n",
        "      <td>           jmil</td>\n",
        "      <td>                       jmil/SkeinFox</td>\n",
        "      <td>2009-10-31 20:00:00</td>\n",
        "      <td>  2</td>\n",
        "      <td>      5</td>\n",
        "      <td>     5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2009-11-07 19:00:00</th>\n",
        "      <td> 692271</td>\n",
        "      <td>           jmil</td>\n",
        "      <td>                       jmil/SkeinFox</td>\n",
        "      <td>2009-11-07 19:00:00</td>\n",
        "      <td>  8</td>\n",
        "      <td>  47971</td>\n",
        "      <td>    35</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2010-02-06 19:00:00</th>\n",
        "      <td> 692272</td>\n",
        "      <td>           jmil</td>\n",
        "      <td>                       jmil/SkeinFox</td>\n",
        "      <td>2010-02-06 19:00:00</td>\n",
        "      <td>  2</td>\n",
        "      <td>    903</td>\n",
        "      <td>   171</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2010-02-20 19:00:00</th>\n",
        "      <td> 692273</td>\n",
        "      <td>           jmil</td>\n",
        "      <td>                       jmil/SkeinFox</td>\n",
        "      <td>2010-02-20 19:00:00</td>\n",
        "      <td>  7</td>\n",
        "      <td> 102314</td>\n",
        "      <td> 82753</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2010-02-27 19:00:00</th>\n",
        "      <td> 692274</td>\n",
        "      <td>           jmil</td>\n",
        "      <td>                       jmil/SkeinFox</td>\n",
        "      <td>2010-02-27 19:00:00</td>\n",
        "      <td>  5</td>\n",
        "      <td>    972</td>\n",
        "      <td>  1052</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2010-04-03 20:00:00</th>\n",
        "      <td> 692275</td>\n",
        "      <td>           jmil</td>\n",
        "      <td>                       jmil/SkeinFox</td>\n",
        "      <td>2010-04-03 20:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>      6</td>\n",
        "      <td>     2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2008-03-01 19:00:00</th>\n",
        "      <td> 692276</td>\n",
        "      <td>     davemerwin</td>\n",
        "      <td>                  davemerwin/satchmo</td>\n",
        "      <td>2008-03-01 19:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>  65552</td>\n",
        "      <td>     0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>690111 rows \u00d7 7 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 7,
       "text": [
        "                         id    author_login  \\\n",
        "week_start                                    \n",
        "2014-07-12 20:00:00       1          hadley   \n",
        "2014-07-19 20:00:00       2          hadley   \n",
        "2014-07-26 20:00:00       3          hadley   \n",
        "2014-07-05 20:00:00       4            juba   \n",
        "2014-07-12 20:00:00       5            juba   \n",
        "2014-07-26 20:00:00       6            juba   \n",
        "2014-07-26 20:00:00       7          hadley   \n",
        "2014-07-26 20:00:00       8             wch   \n",
        "2014-07-19 20:00:00       9        mikelove   \n",
        "2014-07-26 20:00:00      10        mikelove   \n",
        "2014-07-19 20:00:00      11         jcheng5   \n",
        "2014-07-26 20:00:00      12         jcheng5   \n",
        "2014-07-12 20:00:00      13        ramnathv   \n",
        "2014-07-26 20:00:00      14        ramnathv   \n",
        "2014-07-05 20:00:00      15    hilaryparker   \n",
        "2014-07-26 20:00:00      16        cwickham   \n",
        "2014-07-05 20:00:00      17       markolson   \n",
        "2014-07-19 20:00:00      18          leeper   \n",
        "2014-07-19 20:00:00      19  romainfrancois   \n",
        "2014-07-12 20:00:00      20        rasmusab   \n",
        "2014-07-26 20:00:00      21        rasmusab   \n",
        "2014-07-05 20:00:00      22       jimhester   \n",
        "2014-07-12 20:00:00      23       jimhester   \n",
        "2014-07-19 20:00:00      24       jimhester   \n",
        "2014-07-26 20:00:00      25             eit   \n",
        "2014-08-02 20:00:00      26          ntuaha   \n",
        "2014-07-19 20:00:00      27         wush978   \n",
        "2014-07-26 20:00:00      28         wush978   \n",
        "2014-08-02 20:00:00      29         wush978   \n",
        "2014-07-05 20:00:00      30       minimaxir   \n",
        "...                     ...             ...   \n",
        "2010-03-06 19:00:00  692247     segler-alex   \n",
        "2010-03-13 19:00:00  692248     segler-alex   \n",
        "2010-03-20 20:00:00  692249     segler-alex   \n",
        "2010-03-27 20:00:00  692250     segler-alex   \n",
        "2010-04-10 20:00:00  692251     segler-alex   \n",
        "2010-05-08 20:00:00  692252     segler-alex   \n",
        "2010-05-15 20:00:00  692253     segler-alex   \n",
        "2010-05-22 20:00:00  692254     segler-alex   \n",
        "2010-06-05 20:00:00  692255     segler-alex   \n",
        "2010-09-04 20:00:00  692256     segler-alex   \n",
        "2010-09-11 20:00:00  692257     segler-alex   \n",
        "2010-11-06 20:00:00  692258     segler-alex   \n",
        "2010-11-13 19:00:00  692259     segler-alex   \n",
        "2010-12-11 19:00:00  692260     segler-alex   \n",
        "2011-03-12 19:00:00  692261     segler-alex   \n",
        "2011-06-11 20:00:00  692262     segler-alex   \n",
        "2009-11-21 19:00:00  692263     TeamTeamUSA   \n",
        "2010-01-09 19:00:00  692264     TeamTeamUSA   \n",
        "2010-01-16 19:00:00  692265     TeamTeamUSA   \n",
        "2009-09-19 20:00:00  692266            jmil   \n",
        "2009-10-10 20:00:00  692267            jmil   \n",
        "2009-10-17 20:00:00  692268            jmil   \n",
        "2009-10-24 20:00:00  692269            jmil   \n",
        "2009-10-31 20:00:00  692270            jmil   \n",
        "2009-11-07 19:00:00  692271            jmil   \n",
        "2010-02-06 19:00:00  692272            jmil   \n",
        "2010-02-20 19:00:00  692273            jmil   \n",
        "2010-02-27 19:00:00  692274            jmil   \n",
        "2010-04-03 20:00:00  692275            jmil   \n",
        "2008-03-01 19:00:00  692276      davemerwin   \n",
        "\n",
        "                                          repo_full_name          week_start  \\\n",
        "week_start                                                                     \n",
        "2014-07-12 20:00:00                         hadley/rvest 2014-07-12 20:00:00   \n",
        "2014-07-19 20:00:00                         hadley/rvest 2014-07-19 20:00:00   \n",
        "2014-07-26 20:00:00                         hadley/rvest 2014-07-26 20:00:00   \n",
        "2014-07-05 20:00:00                      juba/rmdformats 2014-07-05 20:00:00   \n",
        "2014-07-12 20:00:00                      juba/rmdformats 2014-07-12 20:00:00   \n",
        "2014-07-26 20:00:00                      juba/rmdformats 2014-07-26 20:00:00   \n",
        "2014-07-26 20:00:00                     rstudio/webinars 2014-07-26 20:00:00   \n",
        "2014-07-26 20:00:00                     rstudio/webinars 2014-07-26 20:00:00   \n",
        "2014-07-19 20:00:00                     mikelove/shinyMA 2014-07-19 20:00:00   \n",
        "2014-07-26 20:00:00                     mikelove/shinyMA 2014-07-26 20:00:00   \n",
        "2014-07-19 20:00:00                htmlwidgets/sparkline 2014-07-19 20:00:00   \n",
        "2014-07-26 20:00:00                htmlwidgets/sparkline 2014-07-26 20:00:00   \n",
        "2014-07-12 20:00:00                htmlwidgets/sparkline 2014-07-12 20:00:00   \n",
        "2014-07-26 20:00:00                htmlwidgets/sparkline 2014-07-26 20:00:00   \n",
        "2014-07-05 20:00:00                    hilaryparker/cats 2014-07-05 20:00:00   \n",
        "2014-07-26 20:00:00                    hilaryparker/cats 2014-07-26 20:00:00   \n",
        "2014-07-05 20:00:00                    hilaryparker/cats 2014-07-05 20:00:00   \n",
        "2014-07-19 20:00:00               romainfrancois/nothing 2014-07-19 20:00:00   \n",
        "2014-07-19 20:00:00               romainfrancois/nothing 2014-07-19 20:00:00   \n",
        "2014-07-12 20:00:00                      rasmusab/drinkr 2014-07-12 20:00:00   \n",
        "2014-07-26 20:00:00                      rasmusab/drinkr 2014-07-26 20:00:00   \n",
        "2014-07-05 20:00:00                     jimhester/gmailr 2014-07-05 20:00:00   \n",
        "2014-07-12 20:00:00                     jimhester/gmailr 2014-07-12 20:00:00   \n",
        "2014-07-19 20:00:00                     jimhester/gmailr 2014-07-19 20:00:00   \n",
        "2014-07-26 20:00:00     TaiwanRUserGroup/DSC2014Tutorial 2014-07-26 20:00:00   \n",
        "2014-08-02 20:00:00     TaiwanRUserGroup/DSC2014Tutorial 2014-08-02 20:00:00   \n",
        "2014-07-19 20:00:00     TaiwanRUserGroup/DSC2014Tutorial 2014-07-19 20:00:00   \n",
        "2014-07-26 20:00:00     TaiwanRUserGroup/DSC2014Tutorial 2014-07-26 20:00:00   \n",
        "2014-08-02 20:00:00     TaiwanRUserGroup/DSC2014Tutorial 2014-08-02 20:00:00   \n",
        "2014-07-05 20:00:00        minimaxir/online-class-charts 2014-07-05 20:00:00   \n",
        "...                                                  ...                 ...   \n",
        "2010-03-06 19:00:00  segler-alex/rhythmbox-radio-browser 2010-03-06 19:00:00   \n",
        "2010-03-13 19:00:00  segler-alex/rhythmbox-radio-browser 2010-03-13 19:00:00   \n",
        "2010-03-20 20:00:00  segler-alex/rhythmbox-radio-browser 2010-03-20 20:00:00   \n",
        "2010-03-27 20:00:00  segler-alex/rhythmbox-radio-browser 2010-03-27 20:00:00   \n",
        "2010-04-10 20:00:00  segler-alex/rhythmbox-radio-browser 2010-04-10 20:00:00   \n",
        "2010-05-08 20:00:00  segler-alex/rhythmbox-radio-browser 2010-05-08 20:00:00   \n",
        "2010-05-15 20:00:00  segler-alex/rhythmbox-radio-browser 2010-05-15 20:00:00   \n",
        "2010-05-22 20:00:00  segler-alex/rhythmbox-radio-browser 2010-05-22 20:00:00   \n",
        "2010-06-05 20:00:00  segler-alex/rhythmbox-radio-browser 2010-06-05 20:00:00   \n",
        "2010-09-04 20:00:00  segler-alex/rhythmbox-radio-browser 2010-09-04 20:00:00   \n",
        "2010-09-11 20:00:00  segler-alex/rhythmbox-radio-browser 2010-09-11 20:00:00   \n",
        "2010-11-06 20:00:00  segler-alex/rhythmbox-radio-browser 2010-11-06 20:00:00   \n",
        "2010-11-13 19:00:00  segler-alex/rhythmbox-radio-browser 2010-11-13 19:00:00   \n",
        "2010-12-11 19:00:00  segler-alex/rhythmbox-radio-browser 2010-12-11 19:00:00   \n",
        "2011-03-12 19:00:00  segler-alex/rhythmbox-radio-browser 2011-03-12 19:00:00   \n",
        "2011-06-11 20:00:00  segler-alex/rhythmbox-radio-browser 2011-06-11 20:00:00   \n",
        "2009-11-21 19:00:00                        jmil/SkeinFox 2009-11-21 19:00:00   \n",
        "2010-01-09 19:00:00                        jmil/SkeinFox 2010-01-09 19:00:00   \n",
        "2010-01-16 19:00:00                        jmil/SkeinFox 2010-01-16 19:00:00   \n",
        "2009-09-19 20:00:00                        jmil/SkeinFox 2009-09-19 20:00:00   \n",
        "2009-10-10 20:00:00                        jmil/SkeinFox 2009-10-10 20:00:00   \n",
        "2009-10-17 20:00:00                        jmil/SkeinFox 2009-10-17 20:00:00   \n",
        "2009-10-24 20:00:00                        jmil/SkeinFox 2009-10-24 20:00:00   \n",
        "2009-10-31 20:00:00                        jmil/SkeinFox 2009-10-31 20:00:00   \n",
        "2009-11-07 19:00:00                        jmil/SkeinFox 2009-11-07 19:00:00   \n",
        "2010-02-06 19:00:00                        jmil/SkeinFox 2010-02-06 19:00:00   \n",
        "2010-02-20 19:00:00                        jmil/SkeinFox 2010-02-20 19:00:00   \n",
        "2010-02-27 19:00:00                        jmil/SkeinFox 2010-02-27 19:00:00   \n",
        "2010-04-03 20:00:00                        jmil/SkeinFox 2010-04-03 20:00:00   \n",
        "2008-03-01 19:00:00                   davemerwin/satchmo 2008-03-01 19:00:00   \n",
        "\n",
        "                     commits_num  additions_num  deletions_num  \n",
        "week_start                                                      \n",
        "2014-07-12 20:00:00           14            519            108  \n",
        "2014-07-19 20:00:00           14            419             70  \n",
        "2014-07-26 20:00:00           35           1291            422  \n",
        "2014-07-05 20:00:00           16           3268             27  \n",
        "2014-07-12 20:00:00            1              8              7  \n",
        "2014-07-26 20:00:00            1             25             16  \n",
        "2014-07-26 20:00:00            3            506            474  \n",
        "2014-07-26 20:00:00            4            253              3  \n",
        "2014-07-19 20:00:00           11            287            142  \n",
        "2014-07-26 20:00:00            5             19             16  \n",
        "2014-07-19 20:00:00            1              8              3  \n",
        "2014-07-26 20:00:00            2              3              2  \n",
        "2014-07-12 20:00:00            3            342              6  \n",
        "2014-07-26 20:00:00            2              5              3  \n",
        "2014-07-05 20:00:00            1              4              0  \n",
        "2014-07-26 20:00:00            2            167              9  \n",
        "2014-07-05 20:00:00            4             69              5  \n",
        "2014-07-19 20:00:00            1             14             10  \n",
        "2014-07-19 20:00:00            7             84             28  \n",
        "2014-07-12 20:00:00            1            149              0  \n",
        "2014-07-26 20:00:00            9            423            171  \n",
        "2014-07-05 20:00:00            4            421             40  \n",
        "2014-07-12 20:00:00            6            276            154  \n",
        "2014-07-19 20:00:00           21           2037            775  \n",
        "2014-07-26 20:00:00            1          18084           9042  \n",
        "2014-08-02 20:00:00            2              3              3  \n",
        "2014-07-19 20:00:00           26          18558             12  \n",
        "2014-07-26 20:00:00           18             67             29  \n",
        "2014-08-02 20:00:00            3             30             17  \n",
        "2014-07-05 20:00:00            3            487              3  \n",
        "...                          ...            ...            ...  \n",
        "2010-03-06 19:00:00           21            324            154  \n",
        "2010-03-13 19:00:00           16           1483            413  \n",
        "2010-03-20 20:00:00            3            296             50  \n",
        "2010-03-27 20:00:00           55           3283           1708  \n",
        "2010-04-10 20:00:00            1            102             79  \n",
        "2010-05-08 20:00:00            3            150             29  \n",
        "2010-05-15 20:00:00            3             27             15  \n",
        "2010-05-22 20:00:00           15           5813           5690  \n",
        "2010-06-05 20:00:00            4            464            519  \n",
        "2010-09-04 20:00:00            9           2467           1908  \n",
        "2010-09-11 20:00:00           12            586            442  \n",
        "2010-11-06 20:00:00            2             92             68  \n",
        "2010-11-13 19:00:00           17            563            294  \n",
        "2010-12-11 19:00:00            4            338            224  \n",
        "2011-03-12 19:00:00            4             81            158  \n",
        "2011-06-11 20:00:00            5             53             11  \n",
        "2009-11-21 19:00:00            1            282             59  \n",
        "2010-01-09 19:00:00            3            191            876  \n",
        "2010-01-16 19:00:00            1              2              2  \n",
        "2009-09-19 20:00:00           18          50932           1281  \n",
        "2009-10-10 20:00:00           23           2509           1228  \n",
        "2009-10-17 20:00:00           21           2027            717  \n",
        "2009-10-24 20:00:00           11          56993             37  \n",
        "2009-10-31 20:00:00            2              5              5  \n",
        "2009-11-07 19:00:00            8          47971             35  \n",
        "2010-02-06 19:00:00            2            903            171  \n",
        "2010-02-20 19:00:00            7         102314          82753  \n",
        "2010-02-27 19:00:00            5            972           1052  \n",
        "2010-04-03 20:00:00            1              6              2  \n",
        "2008-03-01 19:00:00            1          65552              0  \n",
        "\n",
        "[690111 rows x 7 columns]"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "contrib[:5]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>id</th>\n",
        "      <th>author_login</th>\n",
        "      <th>repo_full_name</th>\n",
        "      <th>week_start</th>\n",
        "      <th>commits_num</th>\n",
        "      <th>additions_num</th>\n",
        "      <th>deletions_num</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td> 1</td>\n",
        "      <td> hadley</td>\n",
        "      <td>    hadley/rvest</td>\n",
        "      <td>2014-07-12 20:00:00</td>\n",
        "      <td> 14</td>\n",
        "      <td>  519</td>\n",
        "      <td> 108</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td> 2</td>\n",
        "      <td> hadley</td>\n",
        "      <td>    hadley/rvest</td>\n",
        "      <td>2014-07-19 20:00:00</td>\n",
        "      <td> 14</td>\n",
        "      <td>  419</td>\n",
        "      <td>  70</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td> 3</td>\n",
        "      <td> hadley</td>\n",
        "      <td>    hadley/rvest</td>\n",
        "      <td>2014-07-26 20:00:00</td>\n",
        "      <td> 35</td>\n",
        "      <td> 1291</td>\n",
        "      <td> 422</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td> 4</td>\n",
        "      <td>   juba</td>\n",
        "      <td> juba/rmdformats</td>\n",
        "      <td>2014-07-05 20:00:00</td>\n",
        "      <td> 16</td>\n",
        "      <td> 3268</td>\n",
        "      <td>  27</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td> 5</td>\n",
        "      <td>   juba</td>\n",
        "      <td> juba/rmdformats</td>\n",
        "      <td>2014-07-12 20:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>    8</td>\n",
        "      <td>   7</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 6,
       "text": [
        "   id author_login   repo_full_name          week_start  commits_num  \\\n",
        "0   1       hadley     hadley/rvest 2014-07-12 20:00:00           14   \n",
        "1   2       hadley     hadley/rvest 2014-07-19 20:00:00           14   \n",
        "2   3       hadley     hadley/rvest 2014-07-26 20:00:00           35   \n",
        "3   4         juba  juba/rmdformats 2014-07-05 20:00:00           16   \n",
        "4   5         juba  juba/rmdformats 2014-07-12 20:00:00            1   \n",
        "\n",
        "   additions_num  deletions_num  \n",
        "0            519            108  \n",
        "1            419             70  \n",
        "2           1291            422  \n",
        "3           3268             27  \n",
        "4              8              7  "
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "contrib['week_start']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 7,
       "text": [
        "week_start\n",
        "2014-07-12 20:00:00   2014-07-12 20:00:00\n",
        "2014-07-19 20:00:00   2014-07-19 20:00:00\n",
        "2014-07-26 20:00:00   2014-07-26 20:00:00\n",
        "2014-07-05 20:00:00   2014-07-05 20:00:00\n",
        "2014-07-12 20:00:00   2014-07-12 20:00:00\n",
        "2014-07-26 20:00:00   2014-07-26 20:00:00\n",
        "2014-07-26 20:00:00   2014-07-26 20:00:00\n",
        "2014-07-26 20:00:00   2014-07-26 20:00:00\n",
        "2014-07-19 20:00:00   2014-07-19 20:00:00\n",
        "2014-07-26 20:00:00   2014-07-26 20:00:00\n",
        "2014-07-19 20:00:00   2014-07-19 20:00:00\n",
        "2014-07-26 20:00:00   2014-07-26 20:00:00\n",
        "2014-07-12 20:00:00   2014-07-12 20:00:00\n",
        "2014-07-26 20:00:00   2014-07-26 20:00:00\n",
        "2014-07-05 20:00:00   2014-07-05 20:00:00\n",
        "...\n",
        "2009-04-25 20:00:00   2009-04-25 20:00:00\n",
        "2009-05-02 20:00:00   2009-05-02 20:00:00\n",
        "2009-05-16 20:00:00   2009-05-16 20:00:00\n",
        "2009-07-04 20:00:00   2009-07-04 20:00:00\n",
        "2009-08-15 20:00:00   2009-08-15 20:00:00\n",
        "2010-11-27 19:00:00   2010-11-27 19:00:00\n",
        "2011-01-08 19:00:00   2011-01-08 19:00:00\n",
        "2011-01-15 19:00:00   2011-01-15 19:00:00\n",
        "2011-04-16 20:00:00   2011-04-16 20:00:00\n",
        "2011-05-07 20:00:00   2011-05-07 20:00:00\n",
        "2011-08-13 20:00:00   2011-08-13 20:00:00\n",
        "2011-08-27 20:00:00   2011-08-27 20:00:00\n",
        "2011-09-10 20:00:00   2011-09-10 20:00:00\n",
        "2011-12-03 19:00:00   2011-12-03 19:00:00\n",
        "2013-07-06 20:00:00   2013-07-06 20:00:00\n",
        "Name: week_start, Length: 30329"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plyr = contrib[contrib['repo_full_name']=='hadley/plyr']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pandas = contrib[contrib['repo_full_name']=='pydata/pandas']\n",
      "pandas[pandas['author_login']=='wesm']['commits_num'].sum()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 19,
       "text": [
        "2978"
       ]
      }
     ],
     "prompt_number": 19
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plyr['commits_num'].sum()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 9,
       "text": [
        "668"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "hadleyPlyr = plyr[plyr['author_login'] == 'hadley']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "hadleyPlyr['commits_num'].plot()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 11,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x113301290>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
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XXljaZ6uxWt/VV8Mrr8Czz2b2x7jh5JMlwFywIP827e1yTRSSWyPlsIvJIRCc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\nPJF5fD/8ED791PlzXq7LbD7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       "text": [
        "<matplotlib.figure.Figure at 0x107b027d0>"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "hadleyPlyr"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>id</th>\n",
        "      <th>author_login</th>\n",
        "      <th>repo_full_name</th>\n",
        "      <th>week_start</th>\n",
        "      <th>commits_num</th>\n",
        "      <th>additions_num</th>\n",
        "      <th>deletions_num</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>week_start</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2008-04-26 20:00:00</th>\n",
        "      <td> 30206</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2008-04-26 20:00:00</td>\n",
        "      <td> 15</td>\n",
        "      <td>   460</td>\n",
        "      <td>   221</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2008-05-03 20:00:00</th>\n",
        "      <td> 30207</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2008-05-03 20:00:00</td>\n",
        "      <td> 21</td>\n",
        "      <td> 48765</td>\n",
        "      <td>   355</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2008-05-10 20:00:00</th>\n",
        "      <td> 30208</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2008-05-10 20:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>     1</td>\n",
        "      <td>     1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2008-05-17 20:00:00</th>\n",
        "      <td> 30209</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2008-05-17 20:00:00</td>\n",
        "      <td>  2</td>\n",
        "      <td>   391</td>\n",
        "      <td>     3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2008-06-07 20:00:00</th>\n",
        "      <td> 30210</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2008-06-07 20:00:00</td>\n",
        "      <td>  9</td>\n",
        "      <td>   237</td>\n",
        "      <td>   213</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2008-06-14 20:00:00</th>\n",
        "      <td> 30211</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2008-06-14 20:00:00</td>\n",
        "      <td>  2</td>\n",
        "      <td>    31</td>\n",
        "      <td>     6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2008-06-28 20:00:00</th>\n",
        "      <td> 30212</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2008-06-28 20:00:00</td>\n",
        "      <td>  3</td>\n",
        "      <td>    18</td>\n",
        "      <td>     7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2008-08-16 20:00:00</th>\n",
        "      <td> 30213</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2008-08-16 20:00:00</td>\n",
        "      <td> 15</td>\n",
        "      <td>   428</td>\n",
        "      <td>   170</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2008-09-13 20:00:00</th>\n",
        "      <td> 30214</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2008-09-13 20:00:00</td>\n",
        "      <td> 15</td>\n",
        "      <td>  3042</td>\n",
        "      <td>  4543</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2008-09-20 20:00:00</th>\n",
        "      <td> 30215</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2008-09-20 20:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>    54</td>\n",
        "      <td> 45312</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2008-10-04 20:00:00</th>\n",
        "      <td> 30216</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2008-10-04 20:00:00</td>\n",
        "      <td>  9</td>\n",
        "      <td>   435</td>\n",
        "      <td>   416</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2008-10-11 20:00:00</th>\n",
        "      <td> 30217</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2008-10-11 20:00:00</td>\n",
        "      <td>  4</td>\n",
        "      <td>   113</td>\n",
        "      <td>    51</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2008-10-18 20:00:00</th>\n",
        "      <td> 30218</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2008-10-18 20:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>     4</td>\n",
        "      <td>     4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2008-11-01 20:00:00</th>\n",
        "      <td> 30219</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2008-11-01 20:00:00</td>\n",
        "      <td>  2</td>\n",
        "      <td>     7</td>\n",
        "      <td>     4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2008-11-15 19:00:00</th>\n",
        "      <td> 30220</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2008-11-15 19:00:00</td>\n",
        "      <td>  5</td>\n",
        "      <td>   149</td>\n",
        "      <td>    98</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2008-12-06 19:00:00</th>\n",
        "      <td> 30221</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2008-12-06 19:00:00</td>\n",
        "      <td>  3</td>\n",
        "      <td>   115</td>\n",
        "      <td>    30</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2009-01-03 19:00:00</th>\n",
        "      <td> 30222</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2009-01-03 19:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>     3</td>\n",
        "      <td>     2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2009-01-31 19:00:00</th>\n",
        "      <td> 30223</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2009-01-31 19:00:00</td>\n",
        "      <td>  2</td>\n",
        "      <td>    55</td>\n",
        "      <td>   102</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2009-02-21 19:00:00</th>\n",
        "      <td> 30224</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2009-02-21 19:00:00</td>\n",
        "      <td>  2</td>\n",
        "      <td>    36</td>\n",
        "      <td>     5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2009-03-07 19:00:00</th>\n",
        "      <td> 30225</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2009-03-07 19:00:00</td>\n",
        "      <td>  3</td>\n",
        "      <td>    61</td>\n",
        "      <td>    21</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2009-03-14 20:00:00</th>\n",
        "      <td> 30226</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2009-03-14 20:00:00</td>\n",
        "      <td>  3</td>\n",
        "      <td>     8</td>\n",
        "      <td>     7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2009-03-28 20:00:00</th>\n",
        "      <td> 30227</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2009-03-28 20:00:00</td>\n",
        "      <td>  2</td>\n",
        "      <td>     9</td>\n",
        "      <td>     6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2009-04-04 20:00:00</th>\n",
        "      <td> 30228</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2009-04-04 20:00:00</td>\n",
        "      <td> 19</td>\n",
        "      <td>   705</td>\n",
        "      <td>   495</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2009-04-11 20:00:00</th>\n",
        "      <td> 30229</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2009-04-11 20:00:00</td>\n",
        "      <td>  9</td>\n",
        "      <td>    98</td>\n",
        "      <td>    40</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2009-04-18 20:00:00</th>\n",
        "      <td> 30230</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2009-04-18 20:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>     1</td>\n",
        "      <td>     1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2009-05-02 20:00:00</th>\n",
        "      <td> 30231</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2009-05-02 20:00:00</td>\n",
        "      <td>  4</td>\n",
        "      <td>    14</td>\n",
        "      <td>     6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2009-05-23 20:00:00</th>\n",
        "      <td> 30232</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2009-05-23 20:00:00</td>\n",
        "      <td>  3</td>\n",
        "      <td>    22</td>\n",
        "      <td>     6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2009-06-13 20:00:00</th>\n",
        "      <td> 30233</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2009-06-13 20:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>     4</td>\n",
        "      <td>     0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2009-06-20 20:00:00</th>\n",
        "      <td> 30234</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2009-06-20 20:00:00</td>\n",
        "      <td>  6</td>\n",
        "      <td>    82</td>\n",
        "      <td>    17</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2009-06-27 20:00:00</th>\n",
        "      <td> 30235</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2009-06-27 20:00:00</td>\n",
        "      <td>  3</td>\n",
        "      <td>    74</td>\n",
        "      <td>     1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-03-19 20:00:00</th>\n",
        "      <td> 30270</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2011-03-19 20:00:00</td>\n",
        "      <td>  5</td>\n",
        "      <td>    61</td>\n",
        "      <td>    12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-04-02 20:00:00</th>\n",
        "      <td> 30271</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2011-04-02 20:00:00</td>\n",
        "      <td> 14</td>\n",
        "      <td>   406</td>\n",
        "      <td>   209</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-04-09 20:00:00</th>\n",
        "      <td> 30272</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2011-04-09 20:00:00</td>\n",
        "      <td>  5</td>\n",
        "      <td>    56</td>\n",
        "      <td>     9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-04-16 20:00:00</th>\n",
        "      <td> 30273</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2011-04-16 20:00:00</td>\n",
        "      <td>  4</td>\n",
        "      <td>    36</td>\n",
        "      <td>     2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-04-23 20:00:00</th>\n",
        "      <td> 30274</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2011-04-23 20:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>    13</td>\n",
        "      <td>     6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-06-25 20:00:00</th>\n",
        "      <td> 30275</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2011-06-25 20:00:00</td>\n",
        "      <td>  3</td>\n",
        "      <td>  1631</td>\n",
        "      <td>  1008</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-02 20:00:00</th>\n",
        "      <td> 30276</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2011-07-02 20:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>    13</td>\n",
        "      <td>     1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-09 20:00:00</th>\n",
        "      <td> 30277</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2011-07-09 20:00:00</td>\n",
        "      <td> 12</td>\n",
        "      <td>   912</td>\n",
        "      <td>   821</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-07-23 20:00:00</th>\n",
        "      <td> 30278</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2011-07-23 20:00:00</td>\n",
        "      <td>  3</td>\n",
        "      <td>    48</td>\n",
        "      <td>    31</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-10-08 20:00:00</th>\n",
        "      <td> 30279</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2011-10-08 20:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>    12</td>\n",
        "      <td>     1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-10-29 20:00:00</th>\n",
        "      <td> 30280</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2011-10-29 20:00:00</td>\n",
        "      <td>  4</td>\n",
        "      <td>    36</td>\n",
        "      <td>     1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-11-05 20:00:00</th>\n",
        "      <td> 30281</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2011-11-05 20:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>    90</td>\n",
        "      <td>    88</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-12-03 19:00:00</th>\n",
        "      <td> 30282</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2011-12-03 19:00:00</td>\n",
        "      <td>  5</td>\n",
        "      <td>    60</td>\n",
        "      <td>    75</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-12-17 19:00:00</th>\n",
        "      <td> 30283</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2011-12-17 19:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>   370</td>\n",
        "      <td>   343</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-12-24 19:00:00</th>\n",
        "      <td> 30284</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2011-12-24 19:00:00</td>\n",
        "      <td>  4</td>\n",
        "      <td>    13</td>\n",
        "      <td>     8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2011-12-31 19:00:00</th>\n",
        "      <td> 30285</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2011-12-31 19:00:00</td>\n",
        "      <td>  3</td>\n",
        "      <td>    81</td>\n",
        "      <td>     3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-09-29 20:00:00</th>\n",
        "      <td> 30286</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2012-09-29 20:00:00</td>\n",
        "      <td> 11</td>\n",
        "      <td>   849</td>\n",
        "      <td>   645</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-10-06 20:00:00</th>\n",
        "      <td> 30287</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2012-10-06 20:00:00</td>\n",
        "      <td> 40</td>\n",
        "      <td>  4221</td>\n",
        "      <td>  3058</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-10-13 20:00:00</th>\n",
        "      <td> 30288</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2012-10-13 20:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>    11</td>\n",
        "      <td>     2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-10-27 20:00:00</th>\n",
        "      <td> 30289</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2012-10-27 20:00:00</td>\n",
        "      <td>  4</td>\n",
        "      <td>    14</td>\n",
        "      <td>     7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-11-03 20:00:00</th>\n",
        "      <td> 30290</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2012-11-03 20:00:00</td>\n",
        "      <td>  2</td>\n",
        "      <td>    15</td>\n",
        "      <td>    12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-11-24 19:00:00</th>\n",
        "      <td> 30291</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2012-11-24 19:00:00</td>\n",
        "      <td>  4</td>\n",
        "      <td>    40</td>\n",
        "      <td>    33</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-12-01 19:00:00</th>\n",
        "      <td> 30292</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2012-12-01 19:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>    11</td>\n",
        "      <td>     1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2012-12-08 19:00:00</th>\n",
        "      <td> 30293</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2012-12-08 19:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>    10</td>\n",
        "      <td>     9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2013-01-26 19:00:00</th>\n",
        "      <td> 30294</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2013-01-26 19:00:00</td>\n",
        "      <td>  1</td>\n",
        "      <td>    22</td>\n",
        "      <td>    11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2013-11-23 19:00:00</th>\n",
        "      <td> 30295</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2013-11-23 19:00:00</td>\n",
        "      <td> 11</td>\n",
        "      <td>   230</td>\n",
        "      <td>   108</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2013-12-28 19:00:00</th>\n",
        "      <td> 30296</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2013-12-28 19:00:00</td>\n",
        "      <td>  8</td>\n",
        "      <td>   522</td>\n",
        "      <td>   536</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-01-04 19:00:00</th>\n",
        "      <td> 30297</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2014-01-04 19:00:00</td>\n",
        "      <td>  2</td>\n",
        "      <td>   453</td>\n",
        "      <td>     2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-02-15 19:00:00</th>\n",
        "      <td> 30298</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2014-02-15 19:00:00</td>\n",
        "      <td>  9</td>\n",
        "      <td>   659</td>\n",
        "      <td>   623</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-02-22 19:00:00</th>\n",
        "      <td> 30299</td>\n",
        "      <td> hadley</td>\n",
        "      <td> hadley/plyr</td>\n",
        "      <td>2014-02-22 19:00:00</td>\n",
        "      <td>  3</td>\n",
        "      <td>    53</td>\n",
        "      <td>   506</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>94 rows \u00d7 7 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 12,
       "text": [
        "                        id author_login repo_full_name          week_start  \\\n",
        "week_start                                                                   \n",
        "2008-04-26 20:00:00  30206       hadley    hadley/plyr 2008-04-26 20:00:00   \n",
        "2008-05-03 20:00:00  30207       hadley    hadley/plyr 2008-05-03 20:00:00   \n",
        "2008-05-10 20:00:00  30208       hadley    hadley/plyr 2008-05-10 20:00:00   \n",
        "2008-05-17 20:00:00  30209       hadley    hadley/plyr 2008-05-17 20:00:00   \n",
        "2008-06-07 20:00:00  30210       hadley    hadley/plyr 2008-06-07 20:00:00   \n",
        "2008-06-14 20:00:00  30211       hadley    hadley/plyr 2008-06-14 20:00:00   \n",
        "2008-06-28 20:00:00  30212       hadley    hadley/plyr 2008-06-28 20:00:00   \n",
        "2008-08-16 20:00:00  30213       hadley    hadley/plyr 2008-08-16 20:00:00   \n",
        "2008-09-13 20:00:00  30214       hadley    hadley/plyr 2008-09-13 20:00:00   \n",
        "2008-09-20 20:00:00  30215       hadley    hadley/plyr 2008-09-20 20:00:00   \n",
        "2008-10-04 20:00:00  30216       hadley    hadley/plyr 2008-10-04 20:00:00   \n",
        "2008-10-11 20:00:00  30217       hadley    hadley/plyr 2008-10-11 20:00:00   \n",
        "2008-10-18 20:00:00  30218       hadley    hadley/plyr 2008-10-18 20:00:00   \n",
        "2008-11-01 20:00:00  30219       hadley    hadley/plyr 2008-11-01 20:00:00   \n",
        "2008-11-15 19:00:00  30220       hadley    hadley/plyr 2008-11-15 19:00:00   \n",
        "2008-12-06 19:00:00  30221       hadley    hadley/plyr 2008-12-06 19:00:00   \n",
        "2009-01-03 19:00:00  30222       hadley    hadley/plyr 2009-01-03 19:00:00   \n",
        "2009-01-31 19:00:00  30223       hadley    hadley/plyr 2009-01-31 19:00:00   \n",
        "2009-02-21 19:00:00  30224       hadley    hadley/plyr 2009-02-21 19:00:00   \n",
        "2009-03-07 19:00:00  30225       hadley    hadley/plyr 2009-03-07 19:00:00   \n",
        "2009-03-14 20:00:00  30226       hadley    hadley/plyr 2009-03-14 20:00:00   \n",
        "2009-03-28 20:00:00  30227       hadley    hadley/plyr 2009-03-28 20:00:00   \n",
        "2009-04-04 20:00:00  30228       hadley    hadley/plyr 2009-04-04 20:00:00   \n",
        "2009-04-11 20:00:00  30229       hadley    hadley/plyr 2009-04-11 20:00:00   \n",
        "2009-04-18 20:00:00  30230       hadley    hadley/plyr 2009-04-18 20:00:00   \n",
        "2009-05-02 20:00:00  30231       hadley    hadley/plyr 2009-05-02 20:00:00   \n",
        "2009-05-23 20:00:00  30232       hadley    hadley/plyr 2009-05-23 20:00:00   \n",
        "2009-06-13 20:00:00  30233       hadley    hadley/plyr 2009-06-13 20:00:00   \n",
        "2009-06-20 20:00:00  30234       hadley    hadley/plyr 2009-06-20 20:00:00   \n",
        "2009-06-27 20:00:00  30235       hadley    hadley/plyr 2009-06-27 20:00:00   \n",
        "...                    ...          ...            ...                 ...   \n",
        "2011-03-19 20:00:00  30270       hadley    hadley/plyr 2011-03-19 20:00:00   \n",
        "2011-04-02 20:00:00  30271       hadley    hadley/plyr 2011-04-02 20:00:00   \n",
        "2011-04-09 20:00:00  30272       hadley    hadley/plyr 2011-04-09 20:00:00   \n",
        "2011-04-16 20:00:00  30273       hadley    hadley/plyr 2011-04-16 20:00:00   \n",
        "2011-04-23 20:00:00  30274       hadley    hadley/plyr 2011-04-23 20:00:00   \n",
        "2011-06-25 20:00:00  30275       hadley    hadley/plyr 2011-06-25 20:00:00   \n",
        "2011-07-02 20:00:00  30276       hadley    hadley/plyr 2011-07-02 20:00:00   \n",
        "2011-07-09 20:00:00  30277       hadley    hadley/plyr 2011-07-09 20:00:00   \n",
        "2011-07-23 20:00:00  30278       hadley    hadley/plyr 2011-07-23 20:00:00   \n",
        "2011-10-08 20:00:00  30279       hadley    hadley/plyr 2011-10-08 20:00:00   \n",
        "2011-10-29 20:00:00  30280       hadley    hadley/plyr 2011-10-29 20:00:00   \n",
        "2011-11-05 20:00:00  30281       hadley    hadley/plyr 2011-11-05 20:00:00   \n",
        "2011-12-03 19:00:00  30282       hadley    hadley/plyr 2011-12-03 19:00:00   \n",
        "2011-12-17 19:00:00  30283       hadley    hadley/plyr 2011-12-17 19:00:00   \n",
        "2011-12-24 19:00:00  30284       hadley    hadley/plyr 2011-12-24 19:00:00   \n",
        "2011-12-31 19:00:00  30285       hadley    hadley/plyr 2011-12-31 19:00:00   \n",
        "2012-09-29 20:00:00  30286       hadley    hadley/plyr 2012-09-29 20:00:00   \n",
        "2012-10-06 20:00:00  30287       hadley    hadley/plyr 2012-10-06 20:00:00   \n",
        "2012-10-13 20:00:00  30288       hadley    hadley/plyr 2012-10-13 20:00:00   \n",
        "2012-10-27 20:00:00  30289       hadley    hadley/plyr 2012-10-27 20:00:00   \n",
        "2012-11-03 20:00:00  30290       hadley    hadley/plyr 2012-11-03 20:00:00   \n",
        "2012-11-24 19:00:00  30291       hadley    hadley/plyr 2012-11-24 19:00:00   \n",
        "2012-12-01 19:00:00  30292       hadley    hadley/plyr 2012-12-01 19:00:00   \n",
        "2012-12-08 19:00:00  30293       hadley    hadley/plyr 2012-12-08 19:00:00   \n",
        "2013-01-26 19:00:00  30294       hadley    hadley/plyr 2013-01-26 19:00:00   \n",
        "2013-11-23 19:00:00  30295       hadley    hadley/plyr 2013-11-23 19:00:00   \n",
        "2013-12-28 19:00:00  30296       hadley    hadley/plyr 2013-12-28 19:00:00   \n",
        "2014-01-04 19:00:00  30297       hadley    hadley/plyr 2014-01-04 19:00:00   \n",
        "2014-02-15 19:00:00  30298       hadley    hadley/plyr 2014-02-15 19:00:00   \n",
        "2014-02-22 19:00:00  30299       hadley    hadley/plyr 2014-02-22 19:00:00   \n",
        "\n",
        "                     commits_num  additions_num  deletions_num  \n",
        "week_start                                                      \n",
        "2008-04-26 20:00:00           15            460            221  \n",
        "2008-05-03 20:00:00           21          48765            355  \n",
        "2008-05-10 20:00:00            1              1              1  \n",
        "2008-05-17 20:00:00            2            391              3  \n",
        "2008-06-07 20:00:00            9            237            213  \n",
        "2008-06-14 20:00:00            2             31              6  \n",
        "2008-06-28 20:00:00            3             18              7  \n",
        "2008-08-16 20:00:00           15            428            170  \n",
        "2008-09-13 20:00:00           15           3042           4543  \n",
        "2008-09-20 20:00:00            1             54          45312  \n",
        "2008-10-04 20:00:00            9            435            416  \n",
        "2008-10-11 20:00:00            4            113             51  \n",
        "2008-10-18 20:00:00            1              4              4  \n",
        "2008-11-01 20:00:00            2              7              4  \n",
        "2008-11-15 19:00:00            5            149             98  \n",
        "2008-12-06 19:00:00            3            115             30  \n",
        "2009-01-03 19:00:00            1              3              2  \n",
        "2009-01-31 19:00:00            2             55            102  \n",
        "2009-02-21 19:00:00            2             36              5  \n",
        "2009-03-07 19:00:00            3             61             21  \n",
        "2009-03-14 20:00:00            3              8              7  \n",
        "2009-03-28 20:00:00            2              9              6  \n",
        "2009-04-04 20:00:00           19            705            495  \n",
        "2009-04-11 20:00:00            9             98             40  \n",
        "2009-04-18 20:00:00            1              1              1  \n",
        "2009-05-02 20:00:00            4             14              6  \n",
        "2009-05-23 20:00:00            3             22              6  \n",
        "2009-06-13 20:00:00            1              4              0  \n",
        "2009-06-20 20:00:00            6             82             17  \n",
        "2009-06-27 20:00:00            3             74              1  \n",
        "...                          ...            ...            ...  \n",
        "2011-03-19 20:00:00            5             61             12  \n",
        "2011-04-02 20:00:00           14            406            209  \n",
        "2011-04-09 20:00:00            5             56              9  \n",
        "2011-04-16 20:00:00            4             36              2  \n",
        "2011-04-23 20:00:00            1             13              6  \n",
        "2011-06-25 20:00:00            3           1631           1008  \n",
        "2011-07-02 20:00:00            1             13              1  \n",
        "2011-07-09 20:00:00           12            912            821  \n",
        "2011-07-23 20:00:00            3             48             31  \n",
        "2011-10-08 20:00:00            1             12              1  \n",
        "2011-10-29 20:00:00            4             36              1  \n",
        "2011-11-05 20:00:00            1             90             88  \n",
        "2011-12-03 19:00:00            5             60             75  \n",
        "2011-12-17 19:00:00            1            370            343  \n",
        "2011-12-24 19:00:00            4             13              8  \n",
        "2011-12-31 19:00:00            3             81              3  \n",
        "2012-09-29 20:00:00           11            849            645  \n",
        "2012-10-06 20:00:00           40           4221           3058  \n",
        "2012-10-13 20:00:00            1             11              2  \n",
        "2012-10-27 20:00:00            4             14              7  \n",
        "2012-11-03 20:00:00            2             15             12  \n",
        "2012-11-24 19:00:00            4             40             33  \n",
        "2012-12-01 19:00:00            1             11              1  \n",
        "2012-12-08 19:00:00            1             10              9  \n",
        "2013-01-26 19:00:00            1             22             11  \n",
        "2013-11-23 19:00:00           11            230            108  \n",
        "2013-12-28 19:00:00            8            522            536  \n",
        "2014-01-04 19:00:00            2            453              2  \n",
        "2014-02-15 19:00:00            9            659            623  \n",
        "2014-02-22 19:00:00            3             53            506  \n",
        "\n",
        "[94 rows x 7 columns]"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# failure of the Period-based approach"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from pandas.tseries.offsets import Hour, Minute, Day"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 89
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "2*Day()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 90,
       "text": [
        "<2 * Days>"
       ]
      }
     ],
     "prompt_number": 90
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "try:\n",
      "    period = pd.Period(pd.to_datetime('2013-04-01'), freq=7*Day())\n",
      "except Exception as err:\n",
      "    print err.message"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Unknown freqstr: 7D\n"
       ]
      }
     ],
     "prompt_number": 91
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "s = pd.Series(data=[5], index=[pd.to_datetime('2013-04-02')])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 92
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "s"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 93,
       "text": [
        "2013-04-02    5\n",
        "dtype: int64"
       ]
      }
     ],
     "prompt_number": 93
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "s.index"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 94,
       "text": [
        "<class 'pandas.tseries.index.DatetimeIndex'>\n",
        "[2013-04-02]\n",
        "Length: 1, Freq: None, Timezone: None"
       ]
      }
     ],
     "prompt_number": 94
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "periodByDayOfWeek = ['W-MON', 'W-TUE', 'W-WED', 'W-THU', \n",
      "                     'W-FRI', 'W-SAT', 'W-SUN']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 95
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ps = s.to_period(freq=periodByDayOfWeek[s.index[0].dayofweek])\n",
      "ps"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 96,
       "text": [
        "2013-03-27/2013-04-02    5\n",
        "Freq: W-TUE, dtype: int64"
       ]
      }
     ],
     "prompt_number": 96
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "try:\n",
      "    ps.shift(1, freq='D')\n",
      "except Exception as err:\n",
      "    print err.message"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Given freq D does not match PeriodIndex freq W-TUE\n"
       ]
      }
     ],
     "prompt_number": 97
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "try:\n",
      "    pd.Period(2007, freq='7d')\n",
      "except Exception as err:\n",
      "    print err.message"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Only mult == 1 supported\n"
       ]
      }
     ],
     "prompt_number": 98
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Purely DateTimeIndex approach"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "s = pd.Series(data=[5, 3], index=pd.to_datetime(['2013-04-02 10:00:00', '2013-04-04 10:00:00']))\n",
      "s"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 117,
       "text": [
        "2013-04-02 10:00:00    5\n",
        "2013-04-04 10:00:00    3\n",
        "dtype: int64"
       ]
      }
     ],
     "prompt_number": 117
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "s.index"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 118,
       "text": [
        "<class 'pandas.tseries.index.DatetimeIndex'>\n",
        "[2013-04-02 10:00:00, 2013-04-04 10:00:00]\n",
        "Length: 2, Freq: None, Timezone: None"
       ]
      }
     ],
     "prompt_number": 118
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "s.reindex(index=pd.date_range('2013-03-31', periods=8, freq='D'), \n",
      "          method='ffill', \n",
      "          limit=2).fillna(0)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 122,
       "text": [
        "2013-03-31    0\n",
        "2013-04-01    0\n",
        "2013-04-02    0\n",
        "2013-04-03    5\n",
        "2013-04-04    5\n",
        "2013-04-05    3\n",
        "2013-04-06    3\n",
        "2013-04-07    0\n",
        "Freq: D, dtype: float64"
       ]
      }
     ],
     "prompt_number": 122
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "dailySince2010=pd.date_range(start='2010-01-01', end='2014-01-01')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 127
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "daysInWeek = 7\n",
      "x = hadleyPlyr['commits_num'].reindex(\n",
      "    index=dailySince2010,\n",
      "    method='ffill',\n",
      "    limit=daysInWeek)\n",
      "x = x/daysInWeek\n",
      "x = x.fillna(0)\n",
      "x.plot()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 132,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x108fa9d90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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xBTz2mLnwZuFCc1+5BBx9NDz8sLmk/s03zYEaJvzBrjRPva2tsv0Sh+0zknBM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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x108fcae50>"
       ]
      }
     ],
     "prompt_number": 132
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "r = plyr.groupby('author_login', as_index=False).apply(lambda x: x.reindex(\n",
      "    index=dailySince2010,\n",
      "    method='ffill',\n",
      "    limit=daysInWeek)).fillna(0)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 140
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plyr.groupby('author_login')['commits_num'].aggregate({'thesum' : lambda x: x.sum()}).head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>thesum</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>author_login</th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>baptiste</th>\n",
        "      <td>   2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>crowding</th>\n",
        "      <td>  38</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>froh</th>\n",
        "      <td>   2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>hadley</th>\n",
        "      <td> 560</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>jiho</th>\n",
        "      <td>   2</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 149,
       "text": [
        "              thesum\n",
        "author_login        \n",
        "baptiste           2\n",
        "crowding          38\n",
        "froh               2\n",
        "hadley           560\n",
        "jiho               2"
       ]
      }
     ],
     "prompt_number": 149
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pd.date_range(end='2014-01-01', periods= 10)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 150,
       "text": [
        "<class 'pandas.tseries.index.DatetimeIndex'>\n",
        "[2013-12-23, ..., 2014-01-01]\n",
        "Length: 10, Freq: D, Timezone: None"
       ]
      }
     ],
     "prompt_number": 150
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pd.date_range(end=datetime.date.today() + datetime.timedelta(1) , periods= 10)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 154,
       "text": [
        "<class 'pandas.tseries.index.DatetimeIndex'>\n",
        "[2014-07-28, ..., 2014-08-06]\n",
        "Length: 10, Freq: D, Timezone: None"
       ]
      }
     ],
     "prompt_number": 154
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# resampling to daily activity"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "daysInWeek = 7\n",
      "upToTwoYearsAgo = pd.date_range(\n",
      "    end=datetime.date.today(), periods= 365 * 2)\n",
      "\n",
      "def dailyRangeSinceBeginning(timeseries):\n",
      "    return pd.date_range(start=timeseries.index[0], end=datetime.date.today())\n",
      "\n",
      "def resampleToDays(weeklyCommits, daterange=None):\n",
      "    if daterange == None:\n",
      "        daterange = dailyRangeSinceBeginning(weeklyCommits)\n",
      "    x = weeklyCommits.reindex(\n",
      "        index=daterange,\n",
      "        method='ffill',\n",
      "        limit=daysInWeek)\n",
      "    x = x/daysInWeek\n",
      "    x = x.fillna(0)\n",
      "    return x"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 191
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "z = resampleToDays(hadleyPlyr['commits_num'])\n",
      "z.plot()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 192,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x108070290>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
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jy38H/AG4ELgXyZg3I/qztdgkZRyHyBJvIkH2vYjm+gjyqLUHcjGY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\nBeQrtmuDAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x1080702d0>"
       ]
      }
     ],
     "prompt_number": 192
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "z.ix['2013-01-01':'2014-01-01'].plot()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 170,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x10a064b50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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nHIi9Hk4gujeXXCJ/PUR1in9v4AngBWA29uUssIO/LwO3YO+ik8gkHBcOxUZo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\nTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x109b34090>"
       ]
      }
     ],
     "prompt_number": 170
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# function to sum over a period into the future"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def totalCommitsInPeriodStarting(commitsSeries, tref = None, daysIntoFuture=6*30):\n",
      "    if tref == None:\n",
      "        tref = datetime.date.today() - datetime.timedelta(daysIntoFuture + 1)\n",
      "    return commitsSeries.ix[tref:(tref + datetime.timedelta(daysIntoFuture))].sum()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 169
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "totalCommitsInPeriodStarting(hadleyPlyr['commits_num'], daysIntoFuture=365*10).sum()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 168,
       "text": [
        "560"
       ]
      }
     ],
     "prompt_number": 168
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "grouped = contrib.groupby(['repo_full_name', 'author_login'], as_index=False)['commits_num']\n",
      "target = grouped.aggregate(totalCommitsInPeriodStarting)\n",
      "target.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>repo_full_name</th>\n",
        "      <th>author_login</th>\n",
        "      <th>commits_num</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>               52yyy/Rsweibo</td>\n",
        "      <td>       52yyy</td>\n",
        "      <td>  0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td> AdriMarteau/RTradingStation</td>\n",
        "      <td> AdriMarteau</td>\n",
        "      <td>  0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>          AjarKeen/netreader</td>\n",
        "      <td>    AjarKeen</td>\n",
        "      <td> 22</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>   AlexBerlin/BerlinOpenData</td>\n",
        "      <td>  AlexBerlin</td>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>        AlexMckey/Coursera_R</td>\n",
        "      <td>   AlexMckey</td>\n",
        "      <td>  0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 269,
       "text": [
        "                repo_full_name author_login  commits_num\n",
        "0                52yyy/Rsweibo        52yyy            0\n",
        "1  AdriMarteau/RTradingStation  AdriMarteau            0\n",
        "2           AjarKeen/netreader     AjarKeen           22\n",
        "3    AlexBerlin/BerlinOpenData   AlexBerlin            7\n",
        "4         AlexMckey/Coursera_R    AlexMckey            0"
       ]
      }
     ],
     "prompt_number": 269
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "byRepo = target.groupby('repo_full_name').sum()\n",
      "byRepo.ix['hadley/plyr']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 276,
       "text": [
        "commits_num    16\n",
        "Name: hadley/plyr, dtype: int64"
       ]
      }
     ],
     "prompt_number": 276
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "allCommits = contrib.groupby(['repo_full_name', 'author_login'], as_index=False)['commits_num'].sum()\n",
      "allCommits.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>repo_full_name</th>\n",
        "      <th>author_login</th>\n",
        "      <th>commits_num</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>               52yyy/Rsweibo</td>\n",
        "      <td>       52yyy</td>\n",
        "      <td> 11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td> AdriMarteau/RTradingStation</td>\n",
        "      <td> AdriMarteau</td>\n",
        "      <td> 14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>          AjarKeen/netreader</td>\n",
        "      <td>    AjarKeen</td>\n",
        "      <td> 22</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>   AlexBerlin/BerlinOpenData</td>\n",
        "      <td>  AlexBerlin</td>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>        AlexMckey/Coursera_R</td>\n",
        "      <td>   AlexMckey</td>\n",
        "      <td>  4</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 266,
       "text": [
        "                repo_full_name author_login  commits_num\n",
        "0                52yyy/Rsweibo        52yyy           11\n",
        "1  AdriMarteau/RTradingStation  AdriMarteau           14\n",
        "2           AjarKeen/netreader     AjarKeen           22\n",
        "3    AlexBerlin/BerlinOpenData   AlexBerlin            7\n",
        "4         AlexMckey/Coursera_R    AlexMckey            4"
       ]
      }
     ],
     "prompt_number": 266
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "allByRepo = allCommits.groupby('repo_full_name').sum()\n",
      "allByRepo.head()\n",
      "allByRepo.ix['hadley/plyr']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 278,
       "text": [
        "commits_num    668\n",
        "Name: hadley/plyr, dtype: int64"
       ]
      }
     ],
     "prompt_number": 278
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# function to get time since last commit"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "weeklyCommitsHadleyPlyr = hadleyPlyr['commits_num']\n",
      "weeklyCommitsHadleyPlyr.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 185,
       "text": [
        "week_start\n",
        "2008-04-26 20:00:00    15\n",
        "2008-05-03 20:00:00    21\n",
        "2008-05-10 20:00:00     1\n",
        "2008-05-17 20:00:00     2\n",
        "2008-06-07 20:00:00     9\n",
        "Name: commits_num, dtype: int64"
       ]
      }
     ],
     "prompt_number": 185
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "dailyCommitsHadleyPlyr = resampleToDays(weeklyCommitsHadleyPlyr)\n",
      "dailyCommitsHadleyPlyr[:15]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 202,
       "text": [
        "2008-04-26 20:00:00    2.142857\n",
        "2008-04-27 20:00:00    2.142857\n",
        "2008-04-28 20:00:00    2.142857\n",
        "2008-04-29 20:00:00    2.142857\n",
        "2008-04-30 20:00:00    2.142857\n",
        "2008-05-01 20:00:00    2.142857\n",
        "2008-05-02 20:00:00    2.142857\n",
        "2008-05-03 20:00:00    3.000000\n",
        "2008-05-04 20:00:00    3.000000\n",
        "2008-05-05 20:00:00    3.000000\n",
        "2008-05-06 20:00:00    3.000000\n",
        "2008-05-07 20:00:00    3.000000\n",
        "2008-05-08 20:00:00    3.000000\n",
        "2008-05-09 20:00:00    3.000000\n",
        "2008-05-10 20:00:00    0.142857\n",
        "Freq: D, Name: commits_num, dtype: float64"
       ]
      }
     ],
     "prompt_number": 202
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# tref = datetime.date(2012, 1, 1)\n",
      "tref = datetime.date.today()\n",
      "subsetted = weeklyCommitsHadleyPlyr[weeklyCommitsHadleyPlyr>0].ix[:tref]\n",
      "subsetted.tail()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 211,
       "text": [
        "week_start\n",
        "2013-11-23 19:00:00    11\n",
        "2013-12-28 19:00:00     8\n",
        "2014-01-04 19:00:00     2\n",
        "2014-02-15 19:00:00     9\n",
        "2014-02-22 19:00:00     3\n",
        "Name: commits_num, dtype: int64"
       ]
      }
     ],
     "prompt_number": 211
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "subsetted.index[-1]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 212,
       "text": [
        "Timestamp('2014-02-22 19:00:00')"
       ]
      }
     ],
     "prompt_number": 212
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def mostRecentNonZero(timeseries, tref):\n",
      "    subsetted = timeseries[timeseries>0].ix[:tref]\n",
      "    return subsetted.index[-1]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 219
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "mostRecentNonZero(weeklyCommitsHadleyPlyr, tref)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 220,
       "text": [
        "Timestamp('2014-02-22 19:00:00')"
       ]
      }
     ],
     "prompt_number": 220
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "t = mostRecentNonZero(dailyCommitsHadleyPlyr, tref)\n",
      "t"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 224,
       "text": [
        "Timestamp('2014-02-28 20:00:00')"
       ]
      }
     ],
     "prompt_number": 224
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "type(tref)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 226,
       "text": [
        "datetime.date"
       ]
      }
     ],
     "prompt_number": 226
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "t.to_datetime().date()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 232,
       "text": [
        "datetime.date(2014, 2, 28)"
       ]
      }
     ],
     "prompt_number": 232
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "deltaT = tref - t.to_datetime().date()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 235
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "deltaT.days"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 237,
       "text": [
        "159"
       ]
      }
     ],
     "prompt_number": 237
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def daysSinceLastNonZero(timeseries, tref):\n",
      "    t = mostRecentNonZero(timeseries, tref)\n",
      "    deltaT = tref - t.to_datetime().date()\n",
      "    return deltaT.days"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 238
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "daysSinceLastNonZero(weeklyCommitsHadleyPlyr, tref)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 240,
       "text": [
        "165"
       ]
      }
     ],
     "prompt_number": 240
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "daysSinceLastNonZero(dailyCommitsHadleyPlyr, tref)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 241,
       "text": [
        "159"
       ]
      }
     ],
     "prompt_number": 241
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# having to do with the repos directly"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "query = \"SELECT full_name, created_at, downloaded_on, language FROM Repos\"\n",
      "repos = pd.io.sql.read_sql(query, con)\n",
      "repos.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>full_name</th>\n",
        "      <th>created_at</th>\n",
        "      <th>downloaded_on</th>\n",
        "      <th>language</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>          hadley/rvest</td>\n",
        "      <td>2014-07-23 21:22:27</td>\n",
        "      <td>2014-08-04 23:50:49</td>\n",
        "      <td> R</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>       juba/rmdformats</td>\n",
        "      <td>2014-07-08 10:05:49</td>\n",
        "      <td>2014-08-04 23:50:50</td>\n",
        "      <td> R</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>      rstudio/webinars</td>\n",
        "      <td>2014-07-30 16:39:40</td>\n",
        "      <td>2014-08-04 23:50:50</td>\n",
        "      <td> R</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>      mikelove/shinyMA</td>\n",
        "      <td>2014-07-23 15:56:53</td>\n",
        "      <td>2014-08-04 23:50:50</td>\n",
        "      <td> R</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td> htmlwidgets/sparkline</td>\n",
        "      <td>2014-07-18 17:31:15</td>\n",
        "      <td>2014-08-04 23:50:50</td>\n",
        "      <td> R</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "               full_name          created_at       downloaded_on language\n",
        "0           hadley/rvest 2014-07-23 21:22:27 2014-08-04 23:50:49        R\n",
        "1        juba/rmdformats 2014-07-08 10:05:49 2014-08-04 23:50:50        R\n",
        "2       rstudio/webinars 2014-07-30 16:39:40 2014-08-04 23:50:50        R\n",
        "3       mikelove/shinyMA 2014-07-23 15:56:53 2014-08-04 23:50:50        R\n",
        "4  htmlwidgets/sparkline 2014-07-18 17:31:15 2014-08-04 23:50:50        R"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "tref = datetime.date.today()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "tref - repos['created_at'].ix[0].to_datetime().date()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 13,
       "text": [
        "datetime.timedelta(14)"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "daysSinceCreation = [(tref - t.to_datetime().date()).days for t in repos['created_at']]\n",
      "repos['daysSinceCreation'] = daysSinceCreation"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 18
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "repos.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>full_name</th>\n",
        "      <th>created_at</th>\n",
        "      <th>downloaded_on</th>\n",
        "      <th>language</th>\n",
        "      <th>daysSinceCreation</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>          hadley/rvest</td>\n",
        "      <td>2014-07-23 21:22:27</td>\n",
        "      <td>2014-08-04 23:50:49</td>\n",
        "      <td> R</td>\n",
        "      <td> 14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>       juba/rmdformats</td>\n",
        "      <td>2014-07-08 10:05:49</td>\n",
        "      <td>2014-08-04 23:50:50</td>\n",
        "      <td> R</td>\n",
        "      <td> 29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>      rstudio/webinars</td>\n",
        "      <td>2014-07-30 16:39:40</td>\n",
        "      <td>2014-08-04 23:50:50</td>\n",
        "      <td> R</td>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>      mikelove/shinyMA</td>\n",
        "      <td>2014-07-23 15:56:53</td>\n",
        "      <td>2014-08-04 23:50:50</td>\n",
        "      <td> R</td>\n",
        "      <td> 14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td> htmlwidgets/sparkline</td>\n",
        "      <td>2014-07-18 17:31:15</td>\n",
        "      <td>2014-08-04 23:50:50</td>\n",
        "      <td> R</td>\n",
        "      <td> 19</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 20,
       "text": [
        "               full_name          created_at       downloaded_on language  \\\n",
        "0           hadley/rvest 2014-07-23 21:22:27 2014-08-04 23:50:49        R   \n",
        "1        juba/rmdformats 2014-07-08 10:05:49 2014-08-04 23:50:50        R   \n",
        "2       rstudio/webinars 2014-07-30 16:39:40 2014-08-04 23:50:50        R   \n",
        "3       mikelove/shinyMA 2014-07-23 15:56:53 2014-08-04 23:50:50        R   \n",
        "4  htmlwidgets/sparkline 2014-07-18 17:31:15 2014-08-04 23:50:50        R   \n",
        "\n",
        "   daysSinceCreation  \n",
        "0                 14  \n",
        "1                 29  \n",
        "2                  7  \n",
        "3                 14  \n",
        "4                 19  "
       ]
      }
     ],
     "prompt_number": 20
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "byRepo = pd.read_csv('data/intermediate/byRepo.csv')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 21
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "byRepo.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>repo_full_name</th>\n",
        "      <th>futureCommits_num</th>\n",
        "      <th>pastCommits_num</th>\n",
        "      <th>daysSinceLastCommit</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>               52yyy/Rsweibo</td>\n",
        "      <td> 0</td>\n",
        "      <td> 11</td>\n",
        "      <td> 111</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td> AdriMarteau/RTradingStation</td>\n",
        "      <td> 0</td>\n",
        "      <td> 14</td>\n",
        "      <td> 741</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>        AlexMckey/Coursera_R</td>\n",
        "      <td> 0</td>\n",
        "      <td>  4</td>\n",
        "      <td> 475</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>          AlexisEidelman/Til</td>\n",
        "      <td> 0</td>\n",
        "      <td> 45</td>\n",
        "      <td> 216</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>         AmeliaMN/1000tweets</td>\n",
        "      <td> 0</td>\n",
        "      <td> 10</td>\n",
        "      <td>  62</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 22,
       "text": [
        "                repo_full_name  futureCommits_num  pastCommits_num  \\\n",
        "0                52yyy/Rsweibo                  0               11   \n",
        "1  AdriMarteau/RTradingStation                  0               14   \n",
        "2         AlexMckey/Coursera_R                  0                4   \n",
        "3           AlexisEidelman/Til                  0               45   \n",
        "4          AmeliaMN/1000tweets                  0               10   \n",
        "\n",
        "   daysSinceLastCommit  \n",
        "0                  111  \n",
        "1                  741  \n",
        "2                  475  \n",
        "3                  216  \n",
        "4                   62  "
       ]
      }
     ],
     "prompt_number": 22
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "merged = pd.merge(byRepo, repos, how='inner', left_on='repo_full_name', right_on='full_name')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 23
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "merged"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>repo_full_name</th>\n",
        "      <th>futureCommits_num</th>\n",
        "      <th>pastCommits_num</th>\n",
        "      <th>daysSinceLastCommit</th>\n",
        "      <th>full_name</th>\n",
        "      <th>created_at</th>\n",
        "      <th>downloaded_on</th>\n",
        "      <th>language</th>\n",
        "      <th>daysSinceCreation</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0   </th>\n",
        "      <td>                                     52yyy/Rsweibo</td>\n",
        "      <td>   0</td>\n",
        "      <td>   11</td>\n",
        "      <td>  111</td>\n",
        "      <td>                                     52yyy/Rsweibo</td>\n",
        "      <td>2013-09-10 03:30:35</td>\n",
        "      <td>2014-08-04 23:53:34</td>\n",
        "      <td>     R</td>\n",
        "      <td>  330</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1   </th>\n",
        "      <td>                       AdriMarteau/RTradingStation</td>\n",
        "      <td>   0</td>\n",
        "      <td>   14</td>\n",
        "      <td>  741</td>\n",
        "      <td>                       AdriMarteau/RTradingStation</td>\n",
        "      <td>2012-01-18 06:23:59</td>\n",
        "      <td>2014-08-04 23:55:24</td>\n",
        "      <td>     R</td>\n",
        "      <td>  931</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2   </th>\n",
        "      <td>                              AlexMckey/Coursera_R</td>\n",
        "      <td>   0</td>\n",
        "      <td>    4</td>\n",
        "      <td>  475</td>\n",
        "      <td>                              AlexMckey/Coursera_R</td>\n",
        "      <td>2012-10-25 17:16:51</td>\n",
        "      <td>2014-08-04 23:55:22</td>\n",
        "      <td>     R</td>\n",
        "      <td>  650</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3   </th>\n",
        "      <td>                                AlexisEidelman/Til</td>\n",
        "      <td>   0</td>\n",
        "      <td>   45</td>\n",
        "      <td>  216</td>\n",
        "      <td>                                AlexisEidelman/Til</td>\n",
        "      <td>2013-05-24 16:55:15</td>\n",
        "      <td>2014-08-04 23:54:02</td>\n",
        "      <td>     R</td>\n",
        "      <td>  439</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4   </th>\n",
        "      <td>                               AmeliaMN/1000tweets</td>\n",
        "      <td>   0</td>\n",
        "      <td>   10</td>\n",
        "      <td>   62</td>\n",
        "      <td>                               AmeliaMN/1000tweets</td>\n",
        "      <td>2013-12-10 22:20:43</td>\n",
        "      <td>2014-08-04 23:54:03</td>\n",
        "      <td>     R</td>\n",
        "      <td>  239</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5   </th>\n",
        "      <td>          AndreyAkinshin/DynamicalSystemsPortraits</td>\n",
        "      <td>  34</td>\n",
        "      <td>    2</td>\n",
        "      <td>   41</td>\n",
        "      <td>          AndreyAkinshin/DynamicalSystemsPortraits</td>\n",
        "      <td>2013-12-29 04:21:17</td>\n",
        "      <td>2014-08-04 23:53:40</td>\n",
        "      <td>     R</td>\n",
        "      <td>  220</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6   </th>\n",
        "      <td>                                 ArtS/Statistics-1</td>\n",
        "      <td>   0</td>\n",
        "      <td>    6</td>\n",
        "      <td>  426</td>\n",
        "      <td>                                 ArtS/Statistics-1</td>\n",
        "      <td>2012-09-25 23:44:11</td>\n",
        "      <td>2014-08-04 23:55:52</td>\n",
        "      <td>     R</td>\n",
        "      <td>  680</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7   </th>\n",
        "      <td>                        BartBruininks/Centrotyping</td>\n",
        "      <td>   0</td>\n",
        "      <td>   28</td>\n",
        "      <td>  685</td>\n",
        "      <td>                        BartBruininks/Centrotyping</td>\n",
        "      <td>2012-03-01 15:14:27</td>\n",
        "      <td>2014-08-04 23:56:20</td>\n",
        "      <td>     R</td>\n",
        "      <td>  888</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8   </th>\n",
        "      <td>                              BioStatMatt/sas7bdat</td>\n",
        "      <td>   1</td>\n",
        "      <td>   86</td>\n",
        "      <td>  293</td>\n",
        "      <td>                              BioStatMatt/sas7bdat</td>\n",
        "      <td>2011-04-18 12:26:48</td>\n",
        "      <td>2014-08-04 23:57:05</td>\n",
        "      <td>     R</td>\n",
        "      <td> 1206</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9   </th>\n",
        "      <td>                            Bioconductor/BiocCheck</td>\n",
        "      <td>  89</td>\n",
        "      <td>   92</td>\n",
        "      <td>    6</td>\n",
        "      <td>                            Bioconductor/BiocCheck</td>\n",
        "      <td>2014-01-07 18:31:09</td>\n",
        "      <td>2014-08-04 23:51:50</td>\n",
        "      <td>     R</td>\n",
        "      <td>  211</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10  </th>\n",
        "      <td>                         Bioconductor/BiocParallel</td>\n",
        "      <td>  18</td>\n",
        "      <td>  182</td>\n",
        "      <td>   13</td>\n",
        "      <td>                         Bioconductor/BiocParallel</td>\n",
        "      <td>2012-11-14 20:16:37</td>\n",
        "      <td>2014-08-04 23:54:37</td>\n",
        "      <td>     R</td>\n",
        "      <td>  630</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11  </th>\n",
        "      <td>                         Bioconductor/VCF_projects</td>\n",
        "      <td>   0</td>\n",
        "      <td>    9</td>\n",
        "      <td>  412</td>\n",
        "      <td>                         Bioconductor/VCF_projects</td>\n",
        "      <td>2012-10-08 23:27:25</td>\n",
        "      <td>2014-08-04 23:56:50</td>\n",
        "      <td>     R</td>\n",
        "      <td>  667</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12  </th>\n",
        "      <td>                       BlindApe/SeeClickPredictFix</td>\n",
        "      <td>   0</td>\n",
        "      <td>    6</td>\n",
        "      <td>   34</td>\n",
        "      <td>                       BlindApe/SeeClickPredictFix</td>\n",
        "      <td>2014-01-03 18:18:47</td>\n",
        "      <td>2014-08-04 23:52:44</td>\n",
        "      <td>     R</td>\n",
        "      <td>  215</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13  </th>\n",
        "      <td>                                  Booblick/eko2011</td>\n",
        "      <td>   0</td>\n",
        "      <td>   16</td>\n",
        "      <td>  832</td>\n",
        "      <td>                                  Booblick/eko2011</td>\n",
        "      <td>2011-09-15 15:24:18</td>\n",
        "      <td>2014-08-04 23:58:17</td>\n",
        "      <td>     R</td>\n",
        "      <td> 1056</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14  </th>\n",
        "      <td>                               BruceJillis/Titanic</td>\n",
        "      <td>   0</td>\n",
        "      <td>   28</td>\n",
        "      <td>  195</td>\n",
        "      <td>                               BruceJillis/Titanic</td>\n",
        "      <td>2013-07-27 20:12:58</td>\n",
        "      <td>2014-08-04 23:53:17</td>\n",
        "      <td>     R</td>\n",
        "      <td>  375</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15  </th>\n",
        "      <td>                                Btibert3/tableau-r</td>\n",
        "      <td>   0</td>\n",
        "      <td>   15</td>\n",
        "      <td>  195</td>\n",
        "      <td>                                Btibert3/tableau-r</td>\n",
        "      <td>2013-07-27 00:19:51</td>\n",
        "      <td>2014-08-04 23:53:42</td>\n",
        "      <td>     R</td>\n",
        "      <td>  375</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16  </th>\n",
        "      <td>             Burke-Lauenroth-Lab/SoilWat_R_Wrapper</td>\n",
        "      <td>  90</td>\n",
        "      <td>  276</td>\n",
        "      <td>    6</td>\n",
        "      <td>             Burke-Lauenroth-Lab/SoilWat_R_Wrapper</td>\n",
        "      <td>2013-04-19 20:35:13</td>\n",
        "      <td>2014-08-04 23:55:41</td>\n",
        "      <td>     R</td>\n",
        "      <td>  474</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17  </th>\n",
        "      <td>                                  CBMi-BiG/bamchop</td>\n",
        "      <td>   0</td>\n",
        "      <td>    7</td>\n",
        "      <td>  146</td>\n",
        "      <td>                                  CBMi-BiG/bamchop</td>\n",
        "      <td>2012-06-01 18:37:40</td>\n",
        "      <td>2014-08-04 23:55:06</td>\n",
        "      <td>     R</td>\n",
        "      <td>  796</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18  </th>\n",
        "      <td>                           CenterForAssessment/SGP</td>\n",
        "      <td> 334</td>\n",
        "      <td> 1709</td>\n",
        "      <td>    6</td>\n",
        "      <td>                           CenterForAssessment/SGP</td>\n",
        "      <td>2012-01-05 03:51:40</td>\n",
        "      <td>2014-08-04 23:57:28</td>\n",
        "      <td>     R</td>\n",
        "      <td>  944</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19  </th>\n",
        "      <td>                       CenterForAssessment/SGPdata</td>\n",
        "      <td>   2</td>\n",
        "      <td>   19</td>\n",
        "      <td>   20</td>\n",
        "      <td>                       CenterForAssessment/SGPdata</td>\n",
        "      <td>2012-01-31 17:59:06</td>\n",
        "      <td>2014-08-04 23:56:20</td>\n",
        "      <td>     R</td>\n",
        "      <td>  918</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20  </th>\n",
        "      <td>                   CenterForAssessment/randomNames</td>\n",
        "      <td>   1</td>\n",
        "      <td>    5</td>\n",
        "      <td>  293</td>\n",
        "      <td>                   CenterForAssessment/randomNames</td>\n",
        "      <td>2012-01-05 03:40:35</td>\n",
        "      <td>2014-08-04 23:58:41</td>\n",
        "      <td>     R</td>\n",
        "      <td>  944</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21  </th>\n",
        "      <td>                          ChappedSky/Misc.-Scripts</td>\n",
        "      <td>   0</td>\n",
        "      <td>    3</td>\n",
        "      <td>  860</td>\n",
        "      <td>                          ChappedSky/Misc.-Scripts</td>\n",
        "      <td>2011-10-01 22:38:24</td>\n",
        "      <td>2014-08-04 23:58:18</td>\n",
        "      <td>     R</td>\n",
        "      <td> 1040</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22  </th>\n",
        "      <td>                          CharlesCara/Datastream2R</td>\n",
        "      <td>   7</td>\n",
        "      <td>   13</td>\n",
        "      <td>   20</td>\n",
        "      <td>                          CharlesCara/Datastream2R</td>\n",
        "      <td>2012-11-30 15:02:36</td>\n",
        "      <td>2014-08-04 23:56:06</td>\n",
        "      <td>     R</td>\n",
        "      <td>  614</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23  </th>\n",
        "      <td>                       CharlesJB/ChIP-Seq-Analysis</td>\n",
        "      <td>   0</td>\n",
        "      <td>   12</td>\n",
        "      <td>  300</td>\n",
        "      <td>                       CharlesJB/ChIP-Seq-Analysis</td>\n",
        "      <td>2012-01-12 15:50:49</td>\n",
        "      <td>2014-08-04 23:58:21</td>\n",
        "      <td> Shell</td>\n",
        "      <td>  937</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24  </th>\n",
        "      <td>                            Chicago/osd-bike-racks</td>\n",
        "      <td>   0</td>\n",
        "      <td>    3</td>\n",
        "      <td>  370</td>\n",
        "      <td>                            Chicago/osd-bike-racks</td>\n",
        "      <td>2013-02-07 04:26:19</td>\n",
        "      <td>2014-08-04 23:54:12</td>\n",
        "      <td>     R</td>\n",
        "      <td>  545</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25  </th>\n",
        "      <td>                           Chicago/osd-bike-routes</td>\n",
        "      <td>   0</td>\n",
        "      <td>    7</td>\n",
        "      <td>  160</td>\n",
        "      <td>                           Chicago/osd-bike-routes</td>\n",
        "      <td>2013-02-07 03:49:01</td>\n",
        "      <td>2014-08-04 23:54:06</td>\n",
        "      <td>     R</td>\n",
        "      <td>  545</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26  </th>\n",
        "      <td>                   Chicago/osd-building-footprints</td>\n",
        "      <td>   0</td>\n",
        "      <td>    1</td>\n",
        "      <td>  370</td>\n",
        "      <td>                   Chicago/osd-building-footprints</td>\n",
        "      <td>2013-02-07 04:55:42</td>\n",
        "      <td>2014-08-04 23:54:09</td>\n",
        "      <td>     R</td>\n",
        "      <td>  545</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27  </th>\n",
        "      <td>                         Chicago/osd-pedway-routes</td>\n",
        "      <td>   0</td>\n",
        "      <td>    7</td>\n",
        "      <td>  237</td>\n",
        "      <td>                         Chicago/osd-pedway-routes</td>\n",
        "      <td>2013-02-07 03:40:15</td>\n",
        "      <td>2014-08-04 23:54:13</td>\n",
        "      <td>     R</td>\n",
        "      <td>  545</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28  </th>\n",
        "      <td>                    Chicago/osd-street-center-line</td>\n",
        "      <td>   0</td>\n",
        "      <td>    8</td>\n",
        "      <td>  244</td>\n",
        "      <td>                    Chicago/osd-street-center-line</td>\n",
        "      <td>2013-01-26 22:16:48</td>\n",
        "      <td>2014-08-04 23:54:07</td>\n",
        "      <td>     R</td>\n",
        "      <td>  557</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29  </th>\n",
        "      <td>                       ChrisBeeley/GoogleAnalytics</td>\n",
        "      <td>   0</td>\n",
        "      <td>    2</td>\n",
        "      <td>  188</td>\n",
        "      <td>                       ChrisBeeley/GoogleAnalytics</td>\n",
        "      <td>2013-08-05 09:55:04</td>\n",
        "      <td>2014-08-04 23:52:59</td>\n",
        "      <td>     R</td>\n",
        "      <td>  366</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1782</th>\n",
        "      <td>                                     yihui/stat579</td>\n",
        "      <td>   0</td>\n",
        "      <td>   14</td>\n",
        "      <td>  832</td>\n",
        "      <td>                                     yihui/stat579</td>\n",
        "      <td>2011-09-11 20:48:01</td>\n",
        "      <td>2014-08-04 23:58:42</td>\n",
        "      <td>     R</td>\n",
        "      <td> 1060</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1783</th>\n",
        "      <td>                                      yihui/testit</td>\n",
        "      <td>   0</td>\n",
        "      <td>   52</td>\n",
        "      <td>  111</td>\n",
        "      <td>                                      yihui/testit</td>\n",
        "      <td>2013-06-26 01:13:14</td>\n",
        "      <td>2014-08-04 23:53:21</td>\n",
        "      <td>     R</td>\n",
        "      <td>  406</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1784</th>\n",
        "      <td> yiransheng/A-R-Script-to-Download-Option-Quote...</td>\n",
        "      <td>   0</td>\n",
        "      <td>    4</td>\n",
        "      <td>  699</td>\n",
        "      <td> yiransheng/A-R-Script-to-Download-Option-Quote...</td>\n",
        "      <td>2012-03-02 23:17:12</td>\n",
        "      <td>2014-08-04 23:56:47</td>\n",
        "      <td>     R</td>\n",
        "      <td>  887</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1785</th>\n",
        "      <td>                     yiransheng/Stack-of-R-scripts</td>\n",
        "      <td>   0</td>\n",
        "      <td>   19</td>\n",
        "      <td>  650</td>\n",
        "      <td>                     yiransheng/Stack-of-R-scripts</td>\n",
        "      <td>2012-04-13 18:16:24</td>\n",
        "      <td>2014-08-04 23:56:10</td>\n",
        "      <td>     R</td>\n",
        "      <td>  845</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1786</th>\n",
        "      <td>                                yiransheng/rTrader</td>\n",
        "      <td>   0</td>\n",
        "      <td>    3</td>\n",
        "      <td>  629</td>\n",
        "      <td>                                yiransheng/rTrader</td>\n",
        "      <td>2012-05-01 16:28:28</td>\n",
        "      <td>2014-08-04 23:54:59</td>\n",
        "      <td>     R</td>\n",
        "      <td>  827</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1787</th>\n",
        "      <td>                                            yl2/pa</td>\n",
        "      <td>   0</td>\n",
        "      <td>   15</td>\n",
        "      <td>   62</td>\n",
        "      <td>                                            yl2/pa</td>\n",
        "      <td>2013-05-10 21:02:28</td>\n",
        "      <td>2014-08-04 23:52:57</td>\n",
        "      <td>     R</td>\n",
        "      <td>  453</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1788</th>\n",
        "      <td>                                 yokkuns/R-YjdnJlp</td>\n",
        "      <td>   0</td>\n",
        "      <td>    3</td>\n",
        "      <td> 1056</td>\n",
        "      <td>                                 yokkuns/R-YjdnJlp</td>\n",
        "      <td>2011-03-21 10:43:31</td>\n",
        "      <td>2014-08-04 23:58:40</td>\n",
        "      <td>     R</td>\n",
        "      <td> 1234</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1789</th>\n",
        "      <td>                        yokkuns/r-AnomalyDetection</td>\n",
        "      <td>   0</td>\n",
        "      <td>    9</td>\n",
        "      <td>  496</td>\n",
        "      <td>                        yokkuns/r-AnomalyDetection</td>\n",
        "      <td>2012-09-29 08:13:00</td>\n",
        "      <td>2014-08-04 23:55:00</td>\n",
        "      <td>     R</td>\n",
        "      <td>  676</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1790</th>\n",
        "      <td>                              yoni/r_we_the_people</td>\n",
        "      <td>   0</td>\n",
        "      <td>   80</td>\n",
        "      <td>  230</td>\n",
        "      <td>                              yoni/r_we_the_people</td>\n",
        "      <td>2013-02-16 22:23:24</td>\n",
        "      <td>2014-08-04 23:54:50</td>\n",
        "      <td>     R</td>\n",
        "      <td>  536</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1791</th>\n",
        "      <td>                       yosoykit/hello_world_from_R</td>\n",
        "      <td>   0</td>\n",
        "      <td>    8</td>\n",
        "      <td>  853</td>\n",
        "      <td>                       yosoykit/hello_world_from_R</td>\n",
        "      <td>2011-10-12 04:26:18</td>\n",
        "      <td>2014-08-04 23:58:18</td>\n",
        "      <td>     R</td>\n",
        "      <td> 1029</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1792</th>\n",
        "      <td>                                   yrosseel/lavaan</td>\n",
        "      <td>  58</td>\n",
        "      <td>  624</td>\n",
        "      <td>    6</td>\n",
        "      <td>                                   yrosseel/lavaan</td>\n",
        "      <td>2011-04-27 19:38:59</td>\n",
        "      <td>2014-08-04 23:57:06</td>\n",
        "      <td>     R</td>\n",
        "      <td> 1197</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1793</th>\n",
        "      <td>                       yunnie/LargeScaleRegression</td>\n",
        "      <td>   0</td>\n",
        "      <td>    2</td>\n",
        "      <td>  664</td>\n",
        "      <td>                       yunnie/LargeScaleRegression</td>\n",
        "      <td>2012-04-16 04:16:46</td>\n",
        "      <td>2014-08-04 23:56:10</td>\n",
        "      <td>     R</td>\n",
        "      <td>  842</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1794</th>\n",
        "      <td>                           zachmayer/caretEnsemble</td>\n",
        "      <td>  40</td>\n",
        "      <td>   26</td>\n",
        "      <td>  342</td>\n",
        "      <td>                           zachmayer/caretEnsemble</td>\n",
        "      <td>2013-03-01 21:10:22</td>\n",
        "      <td>2014-08-04 23:54:15</td>\n",
        "      <td>     R</td>\n",
        "      <td>  523</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1795</th>\n",
        "      <td>                                   zachmayer/cv.ts</td>\n",
        "      <td>   0</td>\n",
        "      <td>   18</td>\n",
        "      <td>   97</td>\n",
        "      <td>                                   zachmayer/cv.ts</td>\n",
        "      <td>2012-06-11 12:48:22</td>\n",
        "      <td>2014-08-04 23:54:49</td>\n",
        "      <td>     R</td>\n",
        "      <td>  786</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1796</th>\n",
        "      <td>                                     zachmayer/rbm</td>\n",
        "      <td>   3</td>\n",
        "      <td>   32</td>\n",
        "      <td>   13</td>\n",
        "      <td>                                     zachmayer/rbm</td>\n",
        "      <td>2014-01-22 15:08:45</td>\n",
        "      <td>2014-08-04 23:51:38</td>\n",
        "      <td>     R</td>\n",
        "      <td>  196</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1797</th>\n",
        "      <td>                             zacstewart/kaggle_sas</td>\n",
        "      <td>   0</td>\n",
        "      <td>   57</td>\n",
        "      <td>  538</td>\n",
        "      <td>                             zacstewart/kaggle_sas</td>\n",
        "      <td>2012-07-07 00:53:16</td>\n",
        "      <td>2014-08-04 23:56:03</td>\n",
        "      <td>     R</td>\n",
        "      <td>  760</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1798</th>\n",
        "      <td>                            zatonovo/futile.logger</td>\n",
        "      <td>   3</td>\n",
        "      <td>   90</td>\n",
        "      <td>   69</td>\n",
        "      <td>                            zatonovo/futile.logger</td>\n",
        "      <td>2011-10-22 17:09:54</td>\n",
        "      <td>2014-08-04 23:57:13</td>\n",
        "      <td>     R</td>\n",
        "      <td> 1019</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1799</th>\n",
        "      <td>                                 zatonovo/lambda.r</td>\n",
        "      <td>   0</td>\n",
        "      <td>   63</td>\n",
        "      <td>   20</td>\n",
        "      <td>                                 zatonovo/lambda.r</td>\n",
        "      <td>2012-07-18 03:13:47</td>\n",
        "      <td>2014-08-04 23:54:11</td>\n",
        "      <td>     R</td>\n",
        "      <td>  749</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1800</th>\n",
        "      <td>                                   zatonovo/odessa</td>\n",
        "      <td>   4</td>\n",
        "      <td>   27</td>\n",
        "      <td>   27</td>\n",
        "      <td>                                   zatonovo/odessa</td>\n",
        "      <td>2013-08-20 15:58:26</td>\n",
        "      <td>2014-08-04 23:52:51</td>\n",
        "      <td>     R</td>\n",
        "      <td>  351</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1801</th>\n",
        "      <td>                     zeitlingerlab/chen_elife_2013</td>\n",
        "      <td>   0</td>\n",
        "      <td>    3</td>\n",
        "      <td>  181</td>\n",
        "      <td>                     zeitlingerlab/chen_elife_2013</td>\n",
        "      <td>2013-07-23 22:10:08</td>\n",
        "      <td>2014-08-04 23:53:55</td>\n",
        "      <td>     R</td>\n",
        "      <td>  379</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1802</th>\n",
        "      <td>                                 zeligdev/ZeligDVN</td>\n",
        "      <td>   0</td>\n",
        "      <td>   17</td>\n",
        "      <td>  790</td>\n",
        "      <td>                                 zeligdev/ZeligDVN</td>\n",
        "      <td>2011-09-08 17:11:27</td>\n",
        "      <td>2014-08-04 23:58:25</td>\n",
        "      <td>     R</td>\n",
        "      <td> 1063</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1803</th>\n",
        "      <td>                                 zeligdev/ZeligGEE</td>\n",
        "      <td>   0</td>\n",
        "      <td>   11</td>\n",
        "      <td>  496</td>\n",
        "      <td>                                 zeligdev/ZeligGEE</td>\n",
        "      <td>2011-07-13 19:10:25</td>\n",
        "      <td>2014-08-04 23:58:50</td>\n",
        "      <td>     R</td>\n",
        "      <td> 1120</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1804</th>\n",
        "      <td>                         zeligdev/ZeligMultinomial</td>\n",
        "      <td>   0</td>\n",
        "      <td>   15</td>\n",
        "      <td>  762</td>\n",
        "      <td>                         zeligdev/ZeligMultinomial</td>\n",
        "      <td>2011-03-28 19:02:19</td>\n",
        "      <td>2014-08-04 23:57:50</td>\n",
        "      <td>     R</td>\n",
        "      <td> 1227</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1805</th>\n",
        "      <td>                             zeligdev/ZeligOrdinal</td>\n",
        "      <td>   0</td>\n",
        "      <td>   25</td>\n",
        "      <td>  790</td>\n",
        "      <td>                             zeligdev/ZeligOrdinal</td>\n",
        "      <td>2011-01-28 15:09:23</td>\n",
        "      <td>2014-08-04 23:58:51</td>\n",
        "      <td>     R</td>\n",
        "      <td> 1286</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1806</th>\n",
        "      <td>                              zeligdev/ZeligSurvey</td>\n",
        "      <td>   0</td>\n",
        "      <td>   19</td>\n",
        "      <td>  790</td>\n",
        "      <td>                              zeligdev/ZeligSurvey</td>\n",
        "      <td>2011-01-10 15:25:52</td>\n",
        "      <td>2014-08-04 23:58:32</td>\n",
        "      <td>     R</td>\n",
        "      <td> 1304</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1807</th>\n",
        "      <td>                      zeligdev/zeligdev.github.com</td>\n",
        "      <td>   0</td>\n",
        "      <td>   76</td>\n",
        "      <td>  482</td>\n",
        "      <td>                      zeligdev/zeligdev.github.com</td>\n",
        "      <td>2011-08-20 16:49:11</td>\n",
        "      <td>2014-08-04 23:58:16</td>\n",
        "      <td>     R</td>\n",
        "      <td> 1082</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1808</th>\n",
        "      <td>                        zygmuntz/feature-selection</td>\n",
        "      <td>   1</td>\n",
        "      <td>    1</td>\n",
        "      <td>  391</td>\n",
        "      <td>                        zygmuntz/feature-selection</td>\n",
        "      <td>2013-01-14 19:50:09</td>\n",
        "      <td>2014-08-04 23:55:32</td>\n",
        "      <td>     R</td>\n",
        "      <td>  569</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1809</th>\n",
        "      <td>               zygmuntz/r-libsvm-format-read-write</td>\n",
        "      <td>   1</td>\n",
        "      <td>    3</td>\n",
        "      <td>  356</td>\n",
        "      <td>               zygmuntz/r-libsvm-format-read-write</td>\n",
        "      <td>2013-01-31 20:35:46</td>\n",
        "      <td>2014-08-04 23:55:21</td>\n",
        "      <td>     R</td>\n",
        "      <td>  552</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1810</th>\n",
        "      <td>                                zygmuntz/spearmint</td>\n",
        "      <td>   1</td>\n",
        "      <td>   18</td>\n",
        "      <td>  398</td>\n",
        "      <td>                                zygmuntz/spearmint</td>\n",
        "      <td>2012-12-21 20:55:17</td>\n",
        "      <td>2014-08-04 23:55:21</td>\n",
        "      <td>     R</td>\n",
        "      <td>  593</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1811</th>\n",
        "      <td>                             zygmuntz/wine-quality</td>\n",
        "      <td>   1</td>\n",
        "      <td>    5</td>\n",
        "      <td>  419</td>\n",
        "      <td>                             zygmuntz/wine-quality</td>\n",
        "      <td>2012-12-16 16:21:05</td>\n",
        "      <td>2014-08-04 23:56:25</td>\n",
        "      <td>     R</td>\n",
        "      <td>  598</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>1812 rows \u00d7 9 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 26,
       "text": [
        "                                         repo_full_name  futureCommits_num  \\\n",
        "0                                         52yyy/Rsweibo                  0   \n",
        "1                           AdriMarteau/RTradingStation                  0   \n",
        "2                                  AlexMckey/Coursera_R                  0   \n",
        "3                                    AlexisEidelman/Til                  0   \n",
        "4                                   AmeliaMN/1000tweets                  0   \n",
        "5              AndreyAkinshin/DynamicalSystemsPortraits                 34   \n",
        "6                                     ArtS/Statistics-1                  0   \n",
        "7                            BartBruininks/Centrotyping                  0   \n",
        "8                                  BioStatMatt/sas7bdat                  1   \n",
        "9                                Bioconductor/BiocCheck                 89   \n",
        "10                            Bioconductor/BiocParallel                 18   \n",
        "11                            Bioconductor/VCF_projects                  0   \n",
        "12                          BlindApe/SeeClickPredictFix                  0   \n",
        "13                                     Booblick/eko2011                  0   \n",
        "14                                  BruceJillis/Titanic                  0   \n",
        "15                                   Btibert3/tableau-r                  0   \n",
        "16                Burke-Lauenroth-Lab/SoilWat_R_Wrapper                 90   \n",
        "17                                     CBMi-BiG/bamchop                  0   \n",
        "18                              CenterForAssessment/SGP                334   \n",
        "19                          CenterForAssessment/SGPdata                  2   \n",
        "20                      CenterForAssessment/randomNames                  1   \n",
        "21                             ChappedSky/Misc.-Scripts                  0   \n",
        "22                             CharlesCara/Datastream2R                  7   \n",
        "23                          CharlesJB/ChIP-Seq-Analysis                  0   \n",
        "24                               Chicago/osd-bike-racks                  0   \n",
        "25                              Chicago/osd-bike-routes                  0   \n",
        "26                      Chicago/osd-building-footprints                  0   \n",
        "27                            Chicago/osd-pedway-routes                  0   \n",
        "28                       Chicago/osd-street-center-line                  0   \n",
        "29                          ChrisBeeley/GoogleAnalytics                  0   \n",
        "...                                                 ...                ...   \n",
        "1782                                      yihui/stat579                  0   \n",
        "1783                                       yihui/testit                  0   \n",
        "1784  yiransheng/A-R-Script-to-Download-Option-Quote...                  0   \n",
        "1785                      yiransheng/Stack-of-R-scripts                  0   \n",
        "1786                                 yiransheng/rTrader                  0   \n",
        "1787                                             yl2/pa                  0   \n",
        "1788                                  yokkuns/R-YjdnJlp                  0   \n",
        "1789                         yokkuns/r-AnomalyDetection                  0   \n",
        "1790                               yoni/r_we_the_people                  0   \n",
        "1791                        yosoykit/hello_world_from_R                  0   \n",
        "1792                                    yrosseel/lavaan                 58   \n",
        "1793                        yunnie/LargeScaleRegression                  0   \n",
        "1794                            zachmayer/caretEnsemble                 40   \n",
        "1795                                    zachmayer/cv.ts                  0   \n",
        "1796                                      zachmayer/rbm                  3   \n",
        "1797                              zacstewart/kaggle_sas                  0   \n",
        "1798                             zatonovo/futile.logger                  3   \n",
        "1799                                  zatonovo/lambda.r                  0   \n",
        "1800                                    zatonovo/odessa                  4   \n",
        "1801                      zeitlingerlab/chen_elife_2013                  0   \n",
        "1802                                  zeligdev/ZeligDVN                  0   \n",
        "1803                                  zeligdev/ZeligGEE                  0   \n",
        "1804                          zeligdev/ZeligMultinomial                  0   \n",
        "1805                              zeligdev/ZeligOrdinal                  0   \n",
        "1806                               zeligdev/ZeligSurvey                  0   \n",
        "1807                       zeligdev/zeligdev.github.com                  0   \n",
        "1808                         zygmuntz/feature-selection                  1   \n",
        "1809                zygmuntz/r-libsvm-format-read-write                  1   \n",
        "1810                                 zygmuntz/spearmint                  1   \n",
        "1811                              zygmuntz/wine-quality                  1   \n",
        "\n",
        "      pastCommits_num  daysSinceLastCommit  \\\n",
        "0                  11                  111   \n",
        "1                  14                  741   \n",
        "2                   4                  475   \n",
        "3                  45                  216   \n",
        "4                  10                   62   \n",
        "5                   2                   41   \n",
        "6                   6                  426   \n",
        "7                  28                  685   \n",
        "8                  86                  293   \n",
        "9                  92                    6   \n",
        "10                182                   13   \n",
        "11                  9                  412   \n",
        "12                  6                   34   \n",
        "13                 16                  832   \n",
        "14                 28                  195   \n",
        "15                 15                  195   \n",
        "16                276                    6   \n",
        "17                  7                  146   \n",
        "18               1709                    6   \n",
        "19                 19                   20   \n",
        "20                  5                  293   \n",
        "21                  3                  860   \n",
        "22                 13                   20   \n",
        "23                 12                  300   \n",
        "24                  3                  370   \n",
        "25                  7                  160   \n",
        "26                  1                  370   \n",
        "27                  7                  237   \n",
        "28                  8                  244   \n",
        "29                  2                  188   \n",
        "...               ...                  ...   \n",
        "1782               14                  832   \n",
        "1783               52                  111   \n",
        "1784                4                  699   \n",
        "1785               19                  650   \n",
        "1786                3                  629   \n",
        "1787               15                   62   \n",
        "1788                3                 1056   \n",
        "1789                9                  496   \n",
        "1790               80                  230   \n",
        "1791                8                  853   \n",
        "1792              624                    6   \n",
        "1793                2                  664   \n",
        "1794               26                  342   \n",
        "1795               18                   97   \n",
        "1796               32                   13   \n",
        "1797               57                  538   \n",
        "1798               90                   69   \n",
        "1799               63                   20   \n",
        "1800               27                   27   \n",
        "1801                3                  181   \n",
        "1802               17                  790   \n",
        "1803               11                  496   \n",
        "1804               15                  762   \n",
        "1805               25                  790   \n",
        "1806               19                  790   \n",
        "1807               76                  482   \n",
        "1808                1                  391   \n",
        "1809                3                  356   \n",
        "1810               18                  398   \n",
        "1811                5                  419   \n",
        "\n",
        "                                              full_name          created_at  \\\n",
        "0                                         52yyy/Rsweibo 2013-09-10 03:30:35   \n",
        "1                           AdriMarteau/RTradingStation 2012-01-18 06:23:59   \n",
        "2                                  AlexMckey/Coursera_R 2012-10-25 17:16:51   \n",
        "3                                    AlexisEidelman/Til 2013-05-24 16:55:15   \n",
        "4                                   AmeliaMN/1000tweets 2013-12-10 22:20:43   \n",
        "5              AndreyAkinshin/DynamicalSystemsPortraits 2013-12-29 04:21:17   \n",
        "6                                     ArtS/Statistics-1 2012-09-25 23:44:11   \n",
        "7                            BartBruininks/Centrotyping 2012-03-01 15:14:27   \n",
        "8                                  BioStatMatt/sas7bdat 2011-04-18 12:26:48   \n",
        "9                                Bioconductor/BiocCheck 2014-01-07 18:31:09   \n",
        "10                            Bioconductor/BiocParallel 2012-11-14 20:16:37   \n",
        "11                            Bioconductor/VCF_projects 2012-10-08 23:27:25   \n",
        "12                          BlindApe/SeeClickPredictFix 2014-01-03 18:18:47   \n",
        "13                                     Booblick/eko2011 2011-09-15 15:24:18   \n",
        "14                                  BruceJillis/Titanic 2013-07-27 20:12:58   \n",
        "15                                   Btibert3/tableau-r 2013-07-27 00:19:51   \n",
        "16                Burke-Lauenroth-Lab/SoilWat_R_Wrapper 2013-04-19 20:35:13   \n",
        "17                                     CBMi-BiG/bamchop 2012-06-01 18:37:40   \n",
        "18                              CenterForAssessment/SGP 2012-01-05 03:51:40   \n",
        "19                          CenterForAssessment/SGPdata 2012-01-31 17:59:06   \n",
        "20                      CenterForAssessment/randomNames 2012-01-05 03:40:35   \n",
        "21                             ChappedSky/Misc.-Scripts 2011-10-01 22:38:24   \n",
        "22                             CharlesCara/Datastream2R 2012-11-30 15:02:36   \n",
        "23                          CharlesJB/ChIP-Seq-Analysis 2012-01-12 15:50:49   \n",
        "24                               Chicago/osd-bike-racks 2013-02-07 04:26:19   \n",
        "25                              Chicago/osd-bike-routes 2013-02-07 03:49:01   \n",
        "26                      Chicago/osd-building-footprints 2013-02-07 04:55:42   \n",
        "27                            Chicago/osd-pedway-routes 2013-02-07 03:40:15   \n",
        "28                       Chicago/osd-street-center-line 2013-01-26 22:16:48   \n",
        "29                          ChrisBeeley/GoogleAnalytics 2013-08-05 09:55:04   \n",
        "...                                                 ...                 ...   \n",
        "1782                                      yihui/stat579 2011-09-11 20:48:01   \n",
        "1783                                       yihui/testit 2013-06-26 01:13:14   \n",
        "1784  yiransheng/A-R-Script-to-Download-Option-Quote... 2012-03-02 23:17:12   \n",
        "1785                      yiransheng/Stack-of-R-scripts 2012-04-13 18:16:24   \n",
        "1786                                 yiransheng/rTrader 2012-05-01 16:28:28   \n",
        "1787                                             yl2/pa 2013-05-10 21:02:28   \n",
        "1788                                  yokkuns/R-YjdnJlp 2011-03-21 10:43:31   \n",
        "1789                         yokkuns/r-AnomalyDetection 2012-09-29 08:13:00   \n",
        "1790                               yoni/r_we_the_people 2013-02-16 22:23:24   \n",
        "1791                        yosoykit/hello_world_from_R 2011-10-12 04:26:18   \n",
        "1792                                    yrosseel/lavaan 2011-04-27 19:38:59   \n",
        "1793                        yunnie/LargeScaleRegression 2012-04-16 04:16:46   \n",
        "1794                            zachmayer/caretEnsemble 2013-03-01 21:10:22   \n",
        "1795                                    zachmayer/cv.ts 2012-06-11 12:48:22   \n",
        "1796                                      zachmayer/rbm 2014-01-22 15:08:45   \n",
        "1797                              zacstewart/kaggle_sas 2012-07-07 00:53:16   \n",
        "1798                             zatonovo/futile.logger 2011-10-22 17:09:54   \n",
        "1799                                  zatonovo/lambda.r 2012-07-18 03:13:47   \n",
        "1800                                    zatonovo/odessa 2013-08-20 15:58:26   \n",
        "1801                      zeitlingerlab/chen_elife_2013 2013-07-23 22:10:08   \n",
        "1802                                  zeligdev/ZeligDVN 2011-09-08 17:11:27   \n",
        "1803                                  zeligdev/ZeligGEE 2011-07-13 19:10:25   \n",
        "1804                          zeligdev/ZeligMultinomial 2011-03-28 19:02:19   \n",
        "1805                              zeligdev/ZeligOrdinal 2011-01-28 15:09:23   \n",
        "1806                               zeligdev/ZeligSurvey 2011-01-10 15:25:52   \n",
        "1807                       zeligdev/zeligdev.github.com 2011-08-20 16:49:11   \n",
        "1808                         zygmuntz/feature-selection 2013-01-14 19:50:09   \n",
        "1809                zygmuntz/r-libsvm-format-read-write 2013-01-31 20:35:46   \n",
        "1810                                 zygmuntz/spearmint 2012-12-21 20:55:17   \n",
        "1811                              zygmuntz/wine-quality 2012-12-16 16:21:05   \n",
        "\n",
        "           downloaded_on language  daysSinceCreation  \n",
        "0    2014-08-04 23:53:34        R                330  \n",
        "1    2014-08-04 23:55:24        R                931  \n",
        "2    2014-08-04 23:55:22        R                650  \n",
        "3    2014-08-04 23:54:02        R                439  \n",
        "4    2014-08-04 23:54:03        R                239  \n",
        "5    2014-08-04 23:53:40        R                220  \n",
        "6    2014-08-04 23:55:52        R                680  \n",
        "7    2014-08-04 23:56:20        R                888  \n",
        "8    2014-08-04 23:57:05        R               1206  \n",
        "9    2014-08-04 23:51:50        R                211  \n",
        "10   2014-08-04 23:54:37        R                630  \n",
        "11   2014-08-04 23:56:50        R                667  \n",
        "12   2014-08-04 23:52:44        R                215  \n",
        "13   2014-08-04 23:58:17        R               1056  \n",
        "14   2014-08-04 23:53:17        R                375  \n",
        "15   2014-08-04 23:53:42        R                375  \n",
        "16   2014-08-04 23:55:41        R                474  \n",
        "17   2014-08-04 23:55:06        R                796  \n",
        "18   2014-08-04 23:57:28        R                944  \n",
        "19   2014-08-04 23:56:20        R                918  \n",
        "20   2014-08-04 23:58:41        R                944  \n",
        "21   2014-08-04 23:58:18        R               1040  \n",
        "22   2014-08-04 23:56:06        R                614  \n",
        "23   2014-08-04 23:58:21    Shell                937  \n",
        "24   2014-08-04 23:54:12        R                545  \n",
        "25   2014-08-04 23:54:06        R                545  \n",
        "26   2014-08-04 23:54:09        R                545  \n",
        "27   2014-08-04 23:54:13        R                545  \n",
        "28   2014-08-04 23:54:07        R                557  \n",
        "29   2014-08-04 23:52:59        R                366  \n",
        "...                  ...      ...                ...  \n",
        "1782 2014-08-04 23:58:42        R               1060  \n",
        "1783 2014-08-04 23:53:21        R                406  \n",
        "1784 2014-08-04 23:56:47        R                887  \n",
        "1785 2014-08-04 23:56:10        R                845  \n",
        "1786 2014-08-04 23:54:59        R                827  \n",
        "1787 2014-08-04 23:52:57        R                453  \n",
        "1788 2014-08-04 23:58:40        R               1234  \n",
        "1789 2014-08-04 23:55:00        R                676  \n",
        "1790 2014-08-04 23:54:50        R                536  \n",
        "1791 2014-08-04 23:58:18        R               1029  \n",
        "1792 2014-08-04 23:57:06        R               1197  \n",
        "1793 2014-08-04 23:56:10        R                842  \n",
        "1794 2014-08-04 23:54:15        R                523  \n",
        "1795 2014-08-04 23:54:49        R                786  \n",
        "1796 2014-08-04 23:51:38        R                196  \n",
        "1797 2014-08-04 23:56:03        R                760  \n",
        "1798 2014-08-04 23:57:13        R               1019  \n",
        "1799 2014-08-04 23:54:11        R                749  \n",
        "1800 2014-08-04 23:52:51        R                351  \n",
        "1801 2014-08-04 23:53:55        R                379  \n",
        "1802 2014-08-04 23:58:25        R               1063  \n",
        "1803 2014-08-04 23:58:50        R               1120  \n",
        "1804 2014-08-04 23:57:50        R               1227  \n",
        "1805 2014-08-04 23:58:51        R               1286  \n",
        "1806 2014-08-04 23:58:32        R               1304  \n",
        "1807 2014-08-04 23:58:16        R               1082  \n",
        "1808 2014-08-04 23:55:32        R                569  \n",
        "1809 2014-08-04 23:55:21        R                552  \n",
        "1810 2014-08-04 23:55:21        R                593  \n",
        "1811 2014-08-04 23:56:25        R                598  \n",
        "\n",
        "[1812 rows x 9 columns]"
       ]
      }
     ],
     "prompt_number": 26
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}