Downloader Example.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Downloader example\n",
    "The `Downloader` class is responsible for fetching, pre-process and caching data from a given GitHub repository."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from os import getenv\n",
    "from dotenv import load_dotenv\n",
    "from hub_downloader import Downloader\n",
    "\n",
    "# for reloading the Downloader after code change\n",
    "%reload_ext autoreload\n",
    "%autoreload 1\n",
    "%aimport hub_downloader\n",
    "\n",
    "# loading environment variables from .env file\n",
    "load_dotenv();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The maximum number of requests you are permitted to make per hour: 5000\n",
      "The number of requests remaining in the current rate limit window: 4999\n"
     ]
    }
   ],
   "source": [
    "owner = 'pandas-dev'\n",
    "repo = 'pandas'\n",
    "\n",
    "downloader = Downloader(owner, repo, getenv('GITHUB_OAUTH_TOKEN'), verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
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       "      <td>1572739200</td>\n",
       "      <td>14</td>\n",
       "      <td>7</td>\n",
       "      <td>15</td>\n",
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       "      <td>11</td>\n",
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       "      <td>1573948800</td>\n",
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       "      <td>22</td>\n",
       "      <td>12</td>\n",
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       "      <td>7</td>\n",
       "      <td>19</td>\n",
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       "      <th>26</th>\n",
       "      <td>1574553600</td>\n",
       "      <td>21</td>\n",
       "      <td>5</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2019-11-24</td>\n",
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       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1575158400</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "      <td>30</td>\n",
       "      <td>26</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>16</td>\n",
       "      <td>2019-12-01</td>\n",
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       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1575763200</td>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>13</td>\n",
       "      <td>21</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>16</td>\n",
       "      <td>2019-12-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1576368000</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>11</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>2019-12-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1576972800</td>\n",
       "      <td>17</td>\n",
       "      <td>22</td>\n",
       "      <td>13</td>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2019-12-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1577577600</td>\n",
       "      <td>22</td>\n",
       "      <td>23</td>\n",
       "      <td>24</td>\n",
       "      <td>22</td>\n",
       "      <td>25</td>\n",
       "      <td>27</td>\n",
       "      <td>10</td>\n",
       "      <td>2019-12-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1578182400</td>\n",
       "      <td>26</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>29</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>18</td>\n",
       "      <td>2020-01-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1578787200</td>\n",
       "      <td>15</td>\n",
       "      <td>21</td>\n",
       "      <td>7</td>\n",
       "      <td>18</td>\n",
       "      <td>6</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>2020-01-12</td>\n",
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       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1579392000</td>\n",
       "      <td>20</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "      <td>31</td>\n",
       "      <td>12</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>2020-01-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1579996800</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>20</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>2020-01-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1580601600</td>\n",
       "      <td>11</td>\n",
       "      <td>22</td>\n",
       "      <td>16</td>\n",
       "      <td>15</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>30</td>\n",
       "      <td>2020-02-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1581206400</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>32</td>\n",
       "      <td>2020-02-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1581811200</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>22</td>\n",
       "      <td>7</td>\n",
       "      <td>2020-02-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>1582416000</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>11</td>\n",
       "      <td>22</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>2020-02-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>1583020800</td>\n",
       "      <td>18</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>4</td>\n",
       "      <td>2020-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>1583625600</td>\n",
       "      <td>5</td>\n",
       "      <td>31</td>\n",
       "      <td>22</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>22</td>\n",
       "      <td>9</td>\n",
       "      <td>2020-03-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>1584230400</td>\n",
       "      <td>16</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>18</td>\n",
       "      <td>9</td>\n",
       "      <td>21</td>\n",
       "      <td>13</td>\n",
       "      <td>2020-03-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>1584835200</td>\n",
       "      <td>8</td>\n",
       "      <td>21</td>\n",
       "      <td>13</td>\n",
       "      <td>18</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>2020-03-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>1585440000</td>\n",
       "      <td>14</td>\n",
       "      <td>24</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>18</td>\n",
       "      <td>4</td>\n",
       "      <td>18</td>\n",
       "      <td>2020-03-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1586044800</td>\n",
       "      <td>27</td>\n",
       "      <td>22</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>47</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>2020-04-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>1586649600</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>2020-04-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>1587254400</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>19</td>\n",
       "      <td>11</td>\n",
       "      <td>2020-04-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>1587859200</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>15</td>\n",
       "      <td>10</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>19</td>\n",
       "      <td>2020-04-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>1588464000</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-05-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>1589068800</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>2020-05-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>1589673600</td>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>2020-05-17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    week_unix_ts  mon  tue  wed  thu  fri  sat  sun        week\n",
       "0     1558828800    2    4    5    6    1   15    4  2019-05-26\n",
       "1     1559433600    7    2   11    5   10    9    4  2019-06-02\n",
       "2     1560038400   10    8   11    4    9    0    8  2019-06-09\n",
       "3     1560643200    2    6    5    8   13    2    5  2019-06-16\n",
       "4     1561248000    0    7    8   17   23    7    2  2019-06-23\n",
       "5     1561852800   10    8   22    3    5    5    9  2019-06-30\n",
       "6     1562457600    8   10   10    7   12    0    5  2019-07-07\n",
       "7     1563062400   11    3   10    6    1    7    0  2019-07-14\n",
       "8     1563667200    7   12    9   16    8    1    1  2019-07-21\n",
       "9     1564272000    2    3   10    7    7    1    1  2019-07-28\n",
       "10    1564876800   14    4    9    7    6    0   11  2019-08-04\n",
       "11    1565481600    6   17    6    6    9    0    1  2019-08-11\n",
       "12    1566086400   10    9    8    4    6    2    1  2019-08-18\n",
       "13    1566691200   13    5    0    5   10    0    6  2019-08-25\n",
       "14    1567296000   10    7    5    5    0   11    0  2019-09-01\n",
       "15    1567900800    6    9    7   12    6    1    3  2019-09-08\n",
       "16    1568505600    3   13    7   14   13    0    4  2019-09-15\n",
       "17    1569110400    4    4    3    6    8    2    1  2019-09-22\n",
       "18    1569715200    2   19   15    6    4    9    0  2019-09-29\n",
       "19    1570320000    6   18    7    6   15    8    8  2019-10-06\n",
       "20    1570924800    5   10   14    6   11   10    5  2019-10-13\n",
       "21    1571529600    4   28   12    4   14    3    3  2019-10-20\n",
       "22    1572134400    4   13   11   18    3   22    0  2019-10-27\n",
       "23    1572739200   14    7   15   14   15    8   12  2019-11-03\n",
       "24    1573344000   11   24   14   19    6   15    2  2019-11-10\n",
       "25    1573948800   10   13   22   12   16    7   19  2019-11-17\n",
       "26    1574553600   21    5   28    0   20    4    3  2019-11-24\n",
       "27    1575158400   15   14   30   26   14    6   16  2019-12-01\n",
       "28    1575763200    8   15   13   21   11    3   16  2019-12-08\n",
       "29    1576368000    0    7   14   11   13    2    7  2019-12-15\n",
       "30    1576972800   17   22   13   18   19    2    3  2019-12-22\n",
       "31    1577577600   22   23   24   22   25   27   10  2019-12-29\n",
       "32    1578182400   26   20   20   29    6    5   18  2020-01-05\n",
       "33    1578787200   15   21    7   18    6   20    4  2020-01-12\n",
       "34    1579392000   20   13    6   31   12   16    2  2020-01-19\n",
       "35    1579996800   13    7    8   13   20   14    6  2020-01-26\n",
       "36    1580601600   11   22   16   15    4    2   30  2020-02-02\n",
       "37    1581206400   10   14   17   11   10   12   32  2020-02-09\n",
       "38    1581811200    8    5    7   10    8   22    7  2020-02-16\n",
       "39    1582416000    2   23   11   22    9    6   12  2020-02-23\n",
       "40    1583020800   18   13   11    3    4   13    4  2020-03-01\n",
       "41    1583625600    5   31   22   14   14   22    9  2020-03-08\n",
       "42    1584230400   16   12   10   18    9   21   13  2020-03-15\n",
       "43    1584835200    8   21   13   18    8    5   10  2020-03-22\n",
       "44    1585440000   14   24    9   12   18    4   18  2020-03-29\n",
       "45    1586044800   27   22   15    5   47    4   12  2020-04-05\n",
       "46    1586649600    5   10   10   11   15    3    6  2020-04-12\n",
       "47    1587254400    8   12    6    9   12   19   11  2020-04-19\n",
       "48    1587859200   15    5   15   10   13   10   19  2020-04-26\n",
       "49    1588464000    6   10   15    6    1   17    0  2020-05-03\n",
       "50    1589068800   15   14   12    2    7    1   14  2020-05-10\n",
       "51    1589673600   10    7    0    0    0    0   11  2020-05-17"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "downloader.get_commit_activity()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "total_contributions, weekly_contributions = downloader.get_contributors_statistic()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user</th>\n",
       "      <th>commits</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>xhochy</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bharat123rox</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>proost</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>funnycrab</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>dhimmel</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>TomAugspurger</td>\n",
       "      <td>665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>jorisvandenbossche</td>\n",
       "      <td>697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>jbrockmendel</td>\n",
       "      <td>1866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>jreback</td>\n",
       "      <td>2758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>wesm</td>\n",
       "      <td>2994</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  user  commits\n",
       "0               xhochy       10\n",
       "1         Bharat123rox       10\n",
       "2               proost       11\n",
       "3            funnycrab       11\n",
       "4              dhimmel       11\n",
       "..                 ...      ...\n",
       "95       TomAugspurger      665\n",
       "96  jorisvandenbossche      697\n",
       "97        jbrockmendel     1866\n",
       "98             jreback     2758\n",
       "99                wesm     2994\n",
       "\n",
       "[100 rows x 2 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_contributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user</th>\n",
       "      <th>week_unix_ts</th>\n",
       "      <th>date</th>\n",
       "      <th>additions</th>\n",
       "      <th>deletions</th>\n",
       "      <th>commits</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>xhochy</td>\n",
       "      <td>1249171200</td>\n",
       "      <td>2009-08-02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>xhochy</td>\n",
       "      <td>1249776000</td>\n",
       "      <td>2009-08-09</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>xhochy</td>\n",
       "      <td>1250380800</td>\n",
       "      <td>2009-08-16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>xhochy</td>\n",
       "      <td>1250985600</td>\n",
       "      <td>2009-08-23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>xhochy</td>\n",
       "      <td>1251590400</td>\n",
       "      <td>2009-08-30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56395</th>\n",
       "      <td>wesm</td>\n",
       "      <td>1587254400</td>\n",
       "      <td>2020-04-19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56396</th>\n",
       "      <td>wesm</td>\n",
       "      <td>1587859200</td>\n",
       "      <td>2020-04-26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56397</th>\n",
       "      <td>wesm</td>\n",
       "      <td>1588464000</td>\n",
       "      <td>2020-05-03</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56398</th>\n",
       "      <td>wesm</td>\n",
       "      <td>1589068800</td>\n",
       "      <td>2020-05-10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56399</th>\n",
       "      <td>wesm</td>\n",
       "      <td>1589673600</td>\n",
       "      <td>2020-05-17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>56400 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         user  week_unix_ts        date  additions  deletions  commits\n",
       "0      xhochy    1249171200  2009-08-02          0          0        0\n",
       "1      xhochy    1249776000  2009-08-09          0          0        0\n",
       "2      xhochy    1250380800  2009-08-16          0          0        0\n",
       "3      xhochy    1250985600  2009-08-23          0          0        0\n",
       "4      xhochy    1251590400  2009-08-30          0          0        0\n",
       "...       ...           ...         ...        ...        ...      ...\n",
       "56395    wesm    1587254400  2020-04-19          0          0        0\n",
       "56396    wesm    1587859200  2020-04-26          0          0        0\n",
       "56397    wesm    1588464000  2020-05-03          0          0        0\n",
       "56398    wesm    1589068800  2020-05-10          0          0        0\n",
       "56399    wesm    1589673600  2020-05-17          0          0        0\n",
       "\n",
       "[56400 rows x 6 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weekly_contributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th>starred_at</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>sbusso</td>\n",
       "      <td>2010-08-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>auser</td>\n",
       "      <td>2010-08-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>pfig</td>\n",
       "      <td>2010-08-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ludwig</td>\n",
       "      <td>2010-08-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>bryanveloso</td>\n",
       "      <td>2010-08-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24972</th>\n",
       "      <td>gutzbenj</td>\n",
       "      <td>2020-05-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24973</th>\n",
       "      <td>hsbt</td>\n",
       "      <td>2020-05-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24974</th>\n",
       "      <td>manpp</td>\n",
       "      <td>2020-05-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24975</th>\n",
       "      <td>Badboy-16</td>\n",
       "      <td>2020-05-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24976</th>\n",
       "      <td>ejungwoo</td>\n",
       "      <td>2020-05-19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>24977 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              user  starred_at\n",
       "0           sbusso  2010-08-24\n",
       "1            auser  2010-08-24\n",
       "2             pfig  2010-08-24\n",
       "3           ludwig  2010-08-24\n",
       "4      bryanveloso  2010-08-24\n",
       "...            ...         ...\n",
       "24972     gutzbenj  2020-05-19\n",
       "24973         hsbt  2020-05-19\n",
       "24974        manpp  2020-05-19\n",
       "24975    Badboy-16  2020-05-19\n",
       "24976     ejungwoo  2020-05-19\n",
       "\n",
       "[24977 rows x 2 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "downloader.get_stargazers()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
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       "             id state  created_at\n",
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       "3542    4485088  open  2012-05-09\n",
       "3543    4217456  open  2012-04-20\n",
       "\n",
       "[3544 rows x 3 columns]"
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     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "downloader.get_issues()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
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      ],
      "text/plain": [
       "     week_unix_ts  additions  deletions        date\n",
       "0      1249171200      21659         -4  2009-08-02\n",
       "1      1249776000          0          0  2009-08-09\n",
       "2      1250380800          0          0  2009-08-16\n",
       "3      1250985600          0          0  2009-08-23\n",
       "4      1251590400       1707       -819  2009-08-30\n",
       "..            ...        ...        ...         ...\n",
       "559    1587254400       3917      -2775  2020-04-19\n",
       "560    1587859200       6274      -4252  2020-04-26\n",
       "561    1588464000       3412      -2405  2020-05-03\n",
       "562    1589068800       7253      -5247  2020-05-10\n",
       "563    1589673600       1723       -986  2020-05-17\n",
       "\n",
       "[564 rows x 4 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "downloader.get_code_frequency_statistic()"
   ]
  }
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