prototypes/Linux Git Log Performance.ipynb

{
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   "cell_type": "code",
   "execution_count": 106,
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   "source": [
    "pd.read_csv?"
   ]
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  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-08-15 12:49:43 -0700</td>\n",
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       "      <td>2017-08-14 11:35:56 -0700</td>\n",
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       "      <th>3</th>\n",
       "      <td>2017-08-13 16:01:32 -0700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-08-13 15:34:28 -0700</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "                   timestamp\n",
       "0  2017-08-15 12:49:43 -0700\n",
       "1  2017-08-14 13:09:59 -0700\n",
       "2  2017-08-14 11:35:56 -0700\n",
       "3  2017-08-13 16:01:32 -0700\n",
       "4  2017-08-13 15:34:28 -0700"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"../../../linux/iso_time.log\", header=None, names=['timestamp'])\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [],
   "source": [
    "t = pd.to_datetime(df[:5]['timestamp'], utc=True)\n",
    "tz = t[0]\n",
    "tz.tz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0   2017-08-15 19:49:43\n",
       "Name: t, dtype: datetime64[ns]"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d = pd.DataFrame(['2017-08-15 12:49:43 -0700'], columns=[\"t\"])\n",
    "pd.to_datetime(d['t'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
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       "      <th>timestamp</th>\n",
       "      <th>author</th>\n",
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       "      <th>0</th>\n",
       "      <td>1502826583</td>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1502741399</td>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1502735756</td>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1502665292</td>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1502663668</td>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "    timestamp          author                          email\n",
       "0  1502826583  Linus Torvalds  torvalds@linux-foundation.org\n",
       "1  1502741399  Linus Torvalds  torvalds@linux-foundation.org\n",
       "2  1502735756  Linus Torvalds  torvalds@linux-foundation.org\n",
       "3  1502665292  Linus Torvalds  torvalds@linux-foundation.org\n",
       "4  1502663668  Linus Torvalds  torvalds@linux-foundation.org"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "git_log = pd.read_csv(\n",
    "    \"../../../linux/git_log_basic.bz2\",\n",
    "    sep=\"#\",\n",
    "    header=None,\n",
    "    names=['timestamp', 'author', 'email']\n",
    ")\n",
    "git_log.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>author</th>\n",
       "      <th>email</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>timestamp</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-08-15 19:49:43</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-14 20:09:59</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-14 18:35:56</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-13 23:01:32</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-13 22:34:28</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "                             author                          email\n",
       "timestamp                                                         \n",
       "2017-08-15 19:49:43  Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-14 20:09:59  Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-14 18:35:56  Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-13 23:01:32  Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-13 22:34:28  Linus Torvalds  torvalds@linux-foundation.org"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "parse_timestamp_in_s = lambda x : pd.to_datetime(x, unit=\"s\")\n",
    "\n",
    "git_log = pd.read_csv(\n",
    "    \"../../../linux/git_log_basic.bz2\",\n",
    "    encoding=\"utf-8\",\n",
    "    sep=\"#\",\n",
    "    header=None,\n",
    "    names=['timestamp', 'author', 'email'],\n",
    "    parse_dates=[0],\n",
    "    date_parser= parse_timestamp_in_s,\n",
    "    index_col=0,\n",
    "    compression=\"bz2\"\n",
    ")\n",
    "git_log.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "timestamp\n",
       "2017-01-26 21:29:48    =?UTF-8?q?Simon=20Sandstr=C3=B6m?=\n",
       "2005-06-20 12:22:55                                     ?\n",
       "2010-08-29 20:51:52                          A E Lawrence\n",
       "2014-08-07 08:40:39                     A Raghavendra Rao\n",
       "2014-06-11 04:58:58                     A Raghavendra Rao\n",
       "2017-03-26 18:28:08                                 A Sun\n",
       "2017-04-13 08:06:47                                 A Sun\n",
       "2017-03-26 19:04:51                                 A Sun\n",
       "2017-03-26 18:33:07                                 A Sun\n",
       "2006-03-14 23:44:23                   A. Maitland Bottoms\n",
       "2015-04-16 08:52:09                        A.Sunil Kamath\n",
       "2014-11-24 08:07:44                        A.Sunil Kamath\n",
       "2016-11-20 17:50:26                        A.Sunil Kamath\n",
       "2015-04-16 08:52:12                        A.Sunil Kamath\n",
       "2005-11-15 07:55:18                           A.YOSHIYAMA\n",
       "2009-02-12 23:14:18                        ADDI-DATA GmbH\n",
       "2014-07-04 07:28:31                       AKASHI Takahiro\n",
       "2014-01-17 08:05:03                       AKASHI Takahiro\n",
       "2014-03-15 05:48:00                       AKASHI Takahiro\n",
       "2016-08-22 06:55:24                       AKASHI Takahiro\n",
       "2014-04-30 09:54:36                       AKASHI Takahiro\n",
       "2014-04-30 09:54:35                       AKASHI Takahiro\n",
       "2016-11-14 06:15:05                       AKASHI Takahiro\n",
       "2017-04-03 02:24:40                       AKASHI Takahiro\n",
       "2017-04-03 02:24:39                       AKASHI Takahiro\n",
       "2017-04-03 02:24:38                       AKASHI Takahiro\n",
       "2014-05-20 11:31:04                       AKASHI Takahiro\n",
       "2015-10-30 05:25:39                       AKASHI Takahiro\n",
       "2017-04-03 02:24:36                       AKASHI Takahiro\n",
       "2013-09-24 09:00:50                       AKASHI Takahiro\n",
       "                                      ...                \n",
       "2015-09-25 09:54:58                        Łukasz Daniluk\n",
       "2006-06-22 08:37:19                       Łukasz Stelmach\n",
       "2015-03-27 20:39:59                       Łukasz Stelmach\n",
       "2015-07-29 19:31:23                       Łukasz Stelmach\n",
       "2014-12-16 15:53:08                       Łukasz Stelmach\n",
       "2011-02-24 09:03:31                    Łukasz Wojniłowicz\n",
       "2010-01-24 13:12:37                    Łukasz Wojniłowicz\n",
       "2009-11-20 11:14:35                    Łukasz Wojniłowicz\n",
       "2011-02-07 12:13:27                    Łukasz Wojniłowicz\n",
       "2013-11-01 13:26:38                    Алексей Крамаренко\n",
       "2016-04-05 16:14:10               Буди Романто, AreMa Inc\n",
       "2015-07-21 10:31:52                     Николай Кудрявцев\n",
       "2013-07-12 06:33:33                               “Cosmin\n",
       "2014-10-06 06:21:27                                    ほち\n",
       "2013-12-18 07:37:17                                    张君\n",
       "2013-06-30 09:09:28                                   张忠山\n",
       "2016-09-26 08:29:31                                   彭东林\n",
       "2015-06-05 05:00:24                                   洪一竹\n",
       "2013-12-20 02:04:10                                   蔡正龙\n",
       "2013-12-20 02:04:10                                   蔡正龙\n",
       "2012-05-28 13:31:29                                   说不得\n",
       "2011-06-09 01:42:48                                   马建朋\n",
       "2009-01-29 16:57:17                                   김규원\n",
       "2017-02-01 10:25:46                                   남영민\n",
       "2013-04-18 14:01:05                                   송은봉\n",
       "2013-04-17 21:40:17                                   송은봉\n",
       "2013-11-27 00:42:41                                   송은봉\n",
       "2012-08-29 13:58:12                                   이건호\n",
       "2016-12-08 12:01:13                                   추지호\n",
       "2005-07-02 06:27:00                                   NaN\n",
       "Name: author, Length: 692885, dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "git_log['author'].sort_values()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: We are using the UNIX timestamp here because it's superfast to convert it to a real `datatime64` data type."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cleaning up wrong timestamps"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Note: `'today'`is suboptimal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2005-04-16 22:20:36')"
      ]
     },
     "execution_count": 234,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "first_commit = git_log.index[-1]\n",
    "first_commit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas._libs.tslib.Timestamp"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "today = pd.to_datetime('today')\n",
    "type(today)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Soluition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>email</th>\n",
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       "    <tr>\n",
       "      <th>timestamp</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-08-29 18:16:21</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-29 18:13:52</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-29 16:11:06</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-29 15:36:58</th>\n",
       "      <td>Tejun Heo</td>\n",
       "      <td>tj@kernel.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-29 12:42:06</th>\n",
       "      <td>Christoph Hellwig</td>\n",
       "      <td>hch@lst.de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-28 23:45:40</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-28 21:51:27</th>\n",
       "      <td>Tejun Heo</td>\n",
       "      <td>tj@kernel.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-28 22:03:58</th>\n",
       "      <td>Alexey Brodkin</td>\n",
       "      <td>abrodkin@synopsys.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-23 20:37:00</th>\n",
       "      <td>Helge Deller</td>\n",
       "      <td>deller@gmx.de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-28 18:15:46</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-28 06:28:08</th>\n",
       "      <td>Christoph Hellwig</td>\n",
       "      <td>hch@lst.de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-28 00:20:40</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-28 00:10:34</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-28 00:08:37</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-28 00:03:33</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-28 00:01:54</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-27 23:25:09</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-27 20:55:12</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-27 19:12:25</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-26 19:48:29</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-26 19:46:14</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-26 16:06:28</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-26 16:02:18</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-26 15:59:50</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-26 01:02:27</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-26 00:46:23</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-26 00:40:03</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-26 00:32:35</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-26 00:27:26</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-26 00:22:33</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:17</th>\n",
       "      <td>Paul Mackerras</td>\n",
       "      <td>paulus@samba.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:17</th>\n",
       "      <td>Paul Mackerras</td>\n",
       "      <td>paulus@samba.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:16</th>\n",
       "      <td>Paul Mackerras</td>\n",
       "      <td>paulus@samba.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:15</th>\n",
       "      <td>Eugene Surovegin</td>\n",
       "      <td>ebs@ebshome.net</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:14</th>\n",
       "      <td>Paul Mackerras</td>\n",
       "      <td>paulus@samba.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:13</th>\n",
       "      <td>James Morris</td>\n",
       "      <td>jmorris@redhat.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:11</th>\n",
       "      <td>Jean Tourrilhes</td>\n",
       "      <td>jt@hpl.hp.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:10</th>\n",
       "      <td>Herbert Xu</td>\n",
       "      <td>herbert@gondor.apana.org.au</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:09</th>\n",
       "      <td>Arnaldo Carvalho de Melo</td>\n",
       "      <td>acme@conectiva.com.br</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:09</th>\n",
       "      <td>David S. Miller</td>\n",
       "      <td>davem@davemloft.net</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:08</th>\n",
       "      <td>Martin Hicks</td>\n",
       "      <td>mort@sgi.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:07</th>\n",
       "      <td>akpm@osdl.org</td>\n",
       "      <td>akpm@osdl.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:06</th>\n",
       "      <td>akpm@osdl.org</td>\n",
       "      <td>akpm@osdl.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:05</th>\n",
       "      <td>Andrea Arcangeli</td>\n",
       "      <td>andrea@suse.de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:05</th>\n",
       "      <td>Jeff Moyer</td>\n",
       "      <td>jmoyer@redhat.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:04</th>\n",
       "      <td>Dave Airlie</td>\n",
       "      <td>airlied@linux.ie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:03</th>\n",
       "      <td>James Morris</td>\n",
       "      <td>jmorris@redhat.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:02</th>\n",
       "      <td>akpm@osdl.org</td>\n",
       "      <td>akpm@osdl.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:01</th>\n",
       "      <td>David S. Miller</td>\n",
       "      <td>davem@davemloft.net</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:01</th>\n",
       "      <td>Stas Sergeev</td>\n",
       "      <td>stsp@aknet.ru</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:00</th>\n",
       "      <td>akpm@osdl.org</td>\n",
       "      <td>akpm@osdl.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:23:59</th>\n",
       "      <td>James Bottomley</td>\n",
       "      <td>James.Bottomley@SteelEye.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:23:58</th>\n",
       "      <td>Artem B. Bityuckiy</td>\n",
       "      <td>dedekind@infradead.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:23:57</th>\n",
       "      <td>akpm@osdl.org</td>\n",
       "      <td>akpm@osdl.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:23:57</th>\n",
       "      <td>akpm@osdl.org</td>\n",
       "      <td>akpm@osdl.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:23:56</th>\n",
       "      <td>akpm@osdl.org</td>\n",
       "      <td>akpm@osdl.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:23:55</th>\n",
       "      <td>akpm@osdl.org</td>\n",
       "      <td>akpm@osdl.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:23:54</th>\n",
       "      <td>Neil Brown</td>\n",
       "      <td>neilb@cse.unsw.edu.au</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:23:53</th>\n",
       "      <td>Christoph Lameter</td>\n",
       "      <td>clameter@engr.sgi.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:20:36</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@ppc970.osdl.org</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>693323 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       author                          email\n",
       "timestamp                                                                   \n",
       "2017-08-29 18:16:21            Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-29 18:13:52            Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-29 16:11:06            Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-29 15:36:58                 Tejun Heo                  tj@kernel.org\n",
       "2017-08-29 12:42:06         Christoph Hellwig                     hch@lst.de\n",
       "2017-08-28 23:45:40            Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-28 21:51:27                 Tejun Heo                  tj@kernel.org\n",
       "2017-08-28 22:03:58            Alexey Brodkin          abrodkin@synopsys.com\n",
       "2017-08-23 20:37:00              Helge Deller                  deller@gmx.de\n",
       "2017-08-28 18:15:46            Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-28 06:28:08         Christoph Hellwig                     hch@lst.de\n",
       "2017-08-28 00:20:40            Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-28 00:10:34            Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-28 00:08:37            Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-28 00:03:33            Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-28 00:01:54            Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-27 23:25:09            Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-27 20:55:12            Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-27 19:12:25            Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-26 19:48:29            Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-26 19:46:14            Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-26 16:06:28            Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-26 16:02:18            Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-26 15:59:50            Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-26 01:02:27            Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-26 00:46:23            Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-26 00:40:03            Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-26 00:32:35            Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-26 00:27:26            Linus Torvalds  torvalds@linux-foundation.org\n",
       "2017-08-26 00:22:33            Linus Torvalds  torvalds@linux-foundation.org\n",
       "...                                       ...                            ...\n",
       "2005-04-16 22:24:17            Paul Mackerras               paulus@samba.org\n",
       "2005-04-16 22:24:17            Paul Mackerras               paulus@samba.org\n",
       "2005-04-16 22:24:16            Paul Mackerras               paulus@samba.org\n",
       "2005-04-16 22:24:15          Eugene Surovegin                ebs@ebshome.net\n",
       "2005-04-16 22:24:14            Paul Mackerras               paulus@samba.org\n",
       "2005-04-16 22:24:13              James Morris             jmorris@redhat.com\n",
       "2005-04-16 22:24:11           Jean Tourrilhes                  jt@hpl.hp.com\n",
       "2005-04-16 22:24:10                Herbert Xu    herbert@gondor.apana.org.au\n",
       "2005-04-16 22:24:09  Arnaldo Carvalho de Melo          acme@conectiva.com.br\n",
       "2005-04-16 22:24:09           David S. Miller            davem@davemloft.net\n",
       "2005-04-16 22:24:08              Martin Hicks                   mort@sgi.com\n",
       "2005-04-16 22:24:07             akpm@osdl.org                  akpm@osdl.org\n",
       "2005-04-16 22:24:06             akpm@osdl.org                  akpm@osdl.org\n",
       "2005-04-16 22:24:05          Andrea Arcangeli                 andrea@suse.de\n",
       "2005-04-16 22:24:05                Jeff Moyer              jmoyer@redhat.com\n",
       "2005-04-16 22:24:04               Dave Airlie               airlied@linux.ie\n",
       "2005-04-16 22:24:03              James Morris             jmorris@redhat.com\n",
       "2005-04-16 22:24:02             akpm@osdl.org                  akpm@osdl.org\n",
       "2005-04-16 22:24:01           David S. Miller            davem@davemloft.net\n",
       "2005-04-16 22:24:01              Stas Sergeev                  stsp@aknet.ru\n",
       "2005-04-16 22:24:00             akpm@osdl.org                  akpm@osdl.org\n",
       "2005-04-16 22:23:59           James Bottomley   James.Bottomley@SteelEye.com\n",
       "2005-04-16 22:23:58        Artem B. Bityuckiy         dedekind@infradead.org\n",
       "2005-04-16 22:23:57             akpm@osdl.org                  akpm@osdl.org\n",
       "2005-04-16 22:23:57             akpm@osdl.org                  akpm@osdl.org\n",
       "2005-04-16 22:23:56             akpm@osdl.org                  akpm@osdl.org\n",
       "2005-04-16 22:23:55             akpm@osdl.org                  akpm@osdl.org\n",
       "2005-04-16 22:23:54                Neil Brown          neilb@cse.unsw.edu.au\n",
       "2005-04-16 22:23:53         Christoph Lameter          clameter@engr.sgi.com\n",
       "2005-04-16 22:20:36            Linus Torvalds       torvalds@ppc970.osdl.org\n",
       "\n",
       "[693323 rows x 2 columns]"
      ]
     },
     "execution_count": 237,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "git_log[(git_log < today) & (git_log >= first_commit)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "author        Christoph Lameter\n",
       "email     clameter@engr.sgi.com\n",
       "Name: 2005-04-16 22:23:53, dtype: object"
      ]
     },
     "execution_count": 222,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corrected_dates = git_log.iloc[\n",
    "    -2\n",
    "]\n",
    "# & (git_log.index <= 'today')\n",
    "corrected_dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "timestamp\n",
       "2017-08-29 18:16:21    torvalds@linux-foundation.org\n",
       "2017-08-29 18:13:52    torvalds@linux-foundation.org\n",
       "2017-08-29 16:11:06    torvalds@linux-foundation.org\n",
       "2017-08-29 15:36:58                    tj@kernel.org\n",
       "2017-08-29 12:42:06                       hch@lst.de\n",
       "2017-08-28 23:45:40    torvalds@linux-foundation.org\n",
       "2017-08-28 21:51:27                    tj@kernel.org\n",
       "2017-08-28 22:03:58            abrodkin@synopsys.com\n",
       "2017-08-23 20:37:00                    deller@gmx.de\n",
       "2017-08-28 18:15:46    torvalds@linux-foundation.org\n",
       "2017-08-28 06:28:08                       hch@lst.de\n",
       "2017-08-28 00:20:40    torvalds@linux-foundation.org\n",
       "2017-08-28 00:10:34    torvalds@linux-foundation.org\n",
       "2017-08-28 00:08:37    torvalds@linux-foundation.org\n",
       "2017-08-28 00:03:33    torvalds@linux-foundation.org\n",
       "2017-08-28 00:01:54    torvalds@linux-foundation.org\n",
       "2017-08-27 23:25:09    torvalds@linux-foundation.org\n",
       "2017-08-27 20:55:12    torvalds@linux-foundation.org\n",
       "2017-08-27 19:12:25    torvalds@linux-foundation.org\n",
       "2017-08-26 19:48:29    torvalds@linux-foundation.org\n",
       "2017-08-26 19:46:14    torvalds@linux-foundation.org\n",
       "2017-08-26 16:06:28    torvalds@linux-foundation.org\n",
       "2017-08-26 16:02:18    torvalds@linux-foundation.org\n",
       "2017-08-26 15:59:50    torvalds@linux-foundation.org\n",
       "2017-08-26 01:02:27    torvalds@linux-foundation.org\n",
       "2017-08-26 00:46:23    torvalds@linux-foundation.org\n",
       "2017-08-26 00:40:03    torvalds@linux-foundation.org\n",
       "2017-08-26 00:32:35    torvalds@linux-foundation.org\n",
       "2017-08-26 00:27:26    torvalds@linux-foundation.org\n",
       "2017-08-26 00:22:33    torvalds@linux-foundation.org\n",
       "                                   ...              \n",
       "2005-04-16 22:24:17                 paulus@samba.org\n",
       "2005-04-16 22:24:17                 paulus@samba.org\n",
       "2005-04-16 22:24:16                 paulus@samba.org\n",
       "2005-04-16 22:24:15                  ebs@ebshome.net\n",
       "2005-04-16 22:24:14                 paulus@samba.org\n",
       "2005-04-16 22:24:13               jmorris@redhat.com\n",
       "2005-04-16 22:24:11                    jt@hpl.hp.com\n",
       "2005-04-16 22:24:10      herbert@gondor.apana.org.au\n",
       "2005-04-16 22:24:09            acme@conectiva.com.br\n",
       "2005-04-16 22:24:09              davem@davemloft.net\n",
       "2005-04-16 22:24:08                     mort@sgi.com\n",
       "2005-04-16 22:24:07                    akpm@osdl.org\n",
       "2005-04-16 22:24:06                    akpm@osdl.org\n",
       "2005-04-16 22:24:05                   andrea@suse.de\n",
       "2005-04-16 22:24:05                jmoyer@redhat.com\n",
       "2005-04-16 22:24:04                 airlied@linux.ie\n",
       "2005-04-16 22:24:03               jmorris@redhat.com\n",
       "2005-04-16 22:24:02                    akpm@osdl.org\n",
       "2005-04-16 22:24:01              davem@davemloft.net\n",
       "2005-04-16 22:24:01                    stsp@aknet.ru\n",
       "2005-04-16 22:24:00                    akpm@osdl.org\n",
       "2005-04-16 22:23:59     James.Bottomley@SteelEye.com\n",
       "2005-04-16 22:23:58           dedekind@infradead.org\n",
       "2005-04-16 22:23:57                    akpm@osdl.org\n",
       "2005-04-16 22:23:57                    akpm@osdl.org\n",
       "2005-04-16 22:23:56                    akpm@osdl.org\n",
       "2005-04-16 22:23:55                    akpm@osdl.org\n",
       "2005-04-16 22:23:54            neilb@cse.unsw.edu.au\n",
       "2005-04-16 22:23:53            clameter@engr.sgi.com\n",
       "2005-04-16 22:20:36         torvalds@ppc970.osdl.org\n",
       "Name: email, Length: 693323, dtype: object"
      ]
     },
     "execution_count": 226,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corrected_dates = git_log.iloc[:, -1]\n",
    "# & (git_log.index <= 'today')\n",
    "corrected_dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>author</th>\n",
       "      <th>email</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>timestamp</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-08-05 09:55:18</th>\n",
       "      <td>Philipp Zabel</td>\n",
       "      <td>p.zabel@pengutronix.de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-03-19 17:41:37</th>\n",
       "      <td>Arnd Bergmann</td>\n",
       "      <td>arnd@arndb.de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-06-10 08:51:04</th>\n",
       "      <td>Arnd Bergmann</td>\n",
       "      <td>arnd@arndb.de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-03-25 23:17:09</th>\n",
       "      <td>Arnd Bergmann</td>\n",
       "      <td>arnd@arndb.de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-15 12:04:01</th>\n",
       "      <td>Arnd Bergmann</td>\n",
       "      <td>arnd@arndb.de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-14 15:57:33</th>\n",
       "      <td>Arnd Bergmann</td>\n",
       "      <td>arnd@arndb.de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-29 16:09:18</th>\n",
       "      <td>Arnd Bergmann</td>\n",
       "      <td>arnd@arndb.de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-29 13:40:00</th>\n",
       "      <td>Arnd Bergmann</td>\n",
       "      <td>arnd@arndb.de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-15 12:32:43</th>\n",
       "      <td>Arnd Bergmann</td>\n",
       "      <td>arnd@arndb.de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-15 13:41:03</th>\n",
       "      <td>Arnd Bergmann</td>\n",
       "      <td>arnd@arndb.de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-16 23:37:36</th>\n",
       "      <td>Arnd Bergmann</td>\n",
       "      <td>arnd@arndb.de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-01-28 20:17:41</th>\n",
       "      <td>Arnd Bergmann</td>\n",
       "      <td>arnd@arndb.de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-11-22 14:24:28</th>\n",
       "      <td>Alexander Sverdlin</td>\n",
       "      <td>alexander.sverdlin@gmail.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-01-28 20:17:41</th>\n",
       "      <td>Arnd Bergmann</td>\n",
       "      <td>arnd@arndb.de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-01-28 20:17:41</th>\n",
       "      <td>Arnd Bergmann</td>\n",
       "      <td>arnd@arndb.de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-03-15 10:21:06</th>\n",
       "      <td>Arnd Bergmann</td>\n",
       "      <td>arnd@arndb.de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-01 19:55:45</th>\n",
       "      <td>Souptick Joarder</td>\n",
       "      <td>jrdr.linux@gmail.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-29 06:49:19</th>\n",
       "      <td>Christophe JAILLET</td>\n",
       "      <td>christophe.jaillet@wanadoo.fr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-08 12:00:31</th>\n",
       "      <td>Ravikant B Sharma</td>\n",
       "      <td>ravikant.s2@samsung.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-16 18:19:25</th>\n",
       "      <td>Benson Leung</td>\n",
       "      <td>bleung@chromium.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-20 09:50:09</th>\n",
       "      <td>Serge Semin</td>\n",
       "      <td>fancer.lancer@gmail.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-13 23:49:20</th>\n",
       "      <td>Serge Semin</td>\n",
       "      <td>fancer.lancer@gmail.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-13 23:49:19</th>\n",
       "      <td>Serge Semin</td>\n",
       "      <td>fancer.lancer@gmail.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-20 09:48:20</th>\n",
       "      <td>Serge Semin</td>\n",
       "      <td>fancer.lancer@gmail.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-13 23:49:15</th>\n",
       "      <td>Serge Semin</td>\n",
       "      <td>fancer.lancer@gmail.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-13 23:49:14</th>\n",
       "      <td>Serge Semin</td>\n",
       "      <td>fancer.lancer@gmail.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-13 23:49:13</th>\n",
       "      <td>Serge Semin</td>\n",
       "      <td>fancer.lancer@gmail.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-28 00:12:28</th>\n",
       "      <td>Allen Hubbe</td>\n",
       "      <td>Allen.Hubbe@dell.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-28 00:12:27</th>\n",
       "      <td>Allen Hubbe</td>\n",
       "      <td>Allen.Hubbe@dell.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-07-27 14:32:20</th>\n",
       "      <td>Jan Kiszka</td>\n",
       "      <td>jan.kiszka@siemens.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:17</th>\n",
       "      <td>Paul Mackerras</td>\n",
       "      <td>paulus@samba.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:17</th>\n",
       "      <td>Paul Mackerras</td>\n",
       "      <td>paulus@samba.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:16</th>\n",
       "      <td>Paul Mackerras</td>\n",
       "      <td>paulus@samba.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:15</th>\n",
       "      <td>Eugene Surovegin</td>\n",
       "      <td>ebs@ebshome.net</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:14</th>\n",
       "      <td>Paul Mackerras</td>\n",
       "      <td>paulus@samba.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:13</th>\n",
       "      <td>James Morris</td>\n",
       "      <td>jmorris@redhat.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:11</th>\n",
       "      <td>Jean Tourrilhes</td>\n",
       "      <td>jt@hpl.hp.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:10</th>\n",
       "      <td>Herbert Xu</td>\n",
       "      <td>herbert@gondor.apana.org.au</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:09</th>\n",
       "      <td>Arnaldo Carvalho de Melo</td>\n",
       "      <td>acme@conectiva.com.br</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:09</th>\n",
       "      <td>David S. Miller</td>\n",
       "      <td>davem@davemloft.net</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:08</th>\n",
       "      <td>Martin Hicks</td>\n",
       "      <td>mort@sgi.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:07</th>\n",
       "      <td>akpm@osdl.org</td>\n",
       "      <td>akpm@osdl.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:06</th>\n",
       "      <td>akpm@osdl.org</td>\n",
       "      <td>akpm@osdl.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:05</th>\n",
       "      <td>Andrea Arcangeli</td>\n",
       "      <td>andrea@suse.de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:05</th>\n",
       "      <td>Jeff Moyer</td>\n",
       "      <td>jmoyer@redhat.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:04</th>\n",
       "      <td>Dave Airlie</td>\n",
       "      <td>airlied@linux.ie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:03</th>\n",
       "      <td>James Morris</td>\n",
       "      <td>jmorris@redhat.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:02</th>\n",
       "      <td>akpm@osdl.org</td>\n",
       "      <td>akpm@osdl.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:01</th>\n",
       "      <td>David S. Miller</td>\n",
       "      <td>davem@davemloft.net</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:01</th>\n",
       "      <td>Stas Sergeev</td>\n",
       "      <td>stsp@aknet.ru</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:24:00</th>\n",
       "      <td>akpm@osdl.org</td>\n",
       "      <td>akpm@osdl.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:23:59</th>\n",
       "      <td>James Bottomley</td>\n",
       "      <td>James.Bottomley@SteelEye.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:23:58</th>\n",
       "      <td>Artem B. Bityuckiy</td>\n",
       "      <td>dedekind@infradead.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:23:57</th>\n",
       "      <td>akpm@osdl.org</td>\n",
       "      <td>akpm@osdl.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:23:57</th>\n",
       "      <td>akpm@osdl.org</td>\n",
       "      <td>akpm@osdl.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:23:56</th>\n",
       "      <td>akpm@osdl.org</td>\n",
       "      <td>akpm@osdl.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:23:55</th>\n",
       "      <td>akpm@osdl.org</td>\n",
       "      <td>akpm@osdl.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:23:54</th>\n",
       "      <td>Neil Brown</td>\n",
       "      <td>neilb@cse.unsw.edu.au</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:23:53</th>\n",
       "      <td>Christoph Lameter</td>\n",
       "      <td>clameter@engr.sgi.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-16 22:20:36</th>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@ppc970.osdl.org</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>651369 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       author                          email\n",
       "timestamp                                                                   \n",
       "2016-08-05 09:55:18             Philipp Zabel         p.zabel@pengutronix.de\n",
       "2014-03-19 17:41:37             Arnd Bergmann                  arnd@arndb.de\n",
       "2016-06-10 08:51:04             Arnd Bergmann                  arnd@arndb.de\n",
       "2014-03-25 23:17:09             Arnd Bergmann                  arnd@arndb.de\n",
       "2016-01-15 12:04:01             Arnd Bergmann                  arnd@arndb.de\n",
       "2016-01-14 15:57:33             Arnd Bergmann                  arnd@arndb.de\n",
       "2015-12-29 16:09:18             Arnd Bergmann                  arnd@arndb.de\n",
       "2015-12-29 13:40:00             Arnd Bergmann                  arnd@arndb.de\n",
       "2016-01-15 12:32:43             Arnd Bergmann                  arnd@arndb.de\n",
       "2016-01-15 13:41:03             Arnd Bergmann                  arnd@arndb.de\n",
       "2016-01-16 23:37:36             Arnd Bergmann                  arnd@arndb.de\n",
       "2014-01-28 20:17:41             Arnd Bergmann                  arnd@arndb.de\n",
       "2015-11-22 14:24:28        Alexander Sverdlin   alexander.sverdlin@gmail.com\n",
       "2014-01-28 20:17:41             Arnd Bergmann                  arnd@arndb.de\n",
       "2014-01-28 20:17:41             Arnd Bergmann                  arnd@arndb.de\n",
       "2014-03-15 10:21:06             Arnd Bergmann                  arnd@arndb.de\n",
       "2016-12-01 19:55:45          Souptick Joarder           jrdr.linux@gmail.com\n",
       "2016-11-29 06:49:19        Christophe JAILLET  christophe.jaillet@wanadoo.fr\n",
       "2016-11-08 12:00:31         Ravikant B Sharma        ravikant.s2@samsung.com\n",
       "2016-11-16 18:19:25              Benson Leung            bleung@chromium.org\n",
       "2016-12-20 09:50:09               Serge Semin        fancer.lancer@gmail.com\n",
       "2016-12-13 23:49:20               Serge Semin        fancer.lancer@gmail.com\n",
       "2016-12-13 23:49:19               Serge Semin        fancer.lancer@gmail.com\n",
       "2016-12-20 09:48:20               Serge Semin        fancer.lancer@gmail.com\n",
       "2016-12-13 23:49:15               Serge Semin        fancer.lancer@gmail.com\n",
       "2016-12-13 23:49:14               Serge Semin        fancer.lancer@gmail.com\n",
       "2016-12-13 23:49:13               Serge Semin        fancer.lancer@gmail.com\n",
       "2016-12-28 00:12:28               Allen Hubbe           Allen.Hubbe@dell.com\n",
       "2016-12-28 00:12:27               Allen Hubbe           Allen.Hubbe@dell.com\n",
       "2016-07-27 14:32:20                Jan Kiszka         jan.kiszka@siemens.com\n",
       "...                                       ...                            ...\n",
       "2005-04-16 22:24:17            Paul Mackerras               paulus@samba.org\n",
       "2005-04-16 22:24:17            Paul Mackerras               paulus@samba.org\n",
       "2005-04-16 22:24:16            Paul Mackerras               paulus@samba.org\n",
       "2005-04-16 22:24:15          Eugene Surovegin                ebs@ebshome.net\n",
       "2005-04-16 22:24:14            Paul Mackerras               paulus@samba.org\n",
       "2005-04-16 22:24:13              James Morris             jmorris@redhat.com\n",
       "2005-04-16 22:24:11           Jean Tourrilhes                  jt@hpl.hp.com\n",
       "2005-04-16 22:24:10                Herbert Xu    herbert@gondor.apana.org.au\n",
       "2005-04-16 22:24:09  Arnaldo Carvalho de Melo          acme@conectiva.com.br\n",
       "2005-04-16 22:24:09           David S. Miller            davem@davemloft.net\n",
       "2005-04-16 22:24:08              Martin Hicks                   mort@sgi.com\n",
       "2005-04-16 22:24:07             akpm@osdl.org                  akpm@osdl.org\n",
       "2005-04-16 22:24:06             akpm@osdl.org                  akpm@osdl.org\n",
       "2005-04-16 22:24:05          Andrea Arcangeli                 andrea@suse.de\n",
       "2005-04-16 22:24:05                Jeff Moyer              jmoyer@redhat.com\n",
       "2005-04-16 22:24:04               Dave Airlie               airlied@linux.ie\n",
       "2005-04-16 22:24:03              James Morris             jmorris@redhat.com\n",
       "2005-04-16 22:24:02             akpm@osdl.org                  akpm@osdl.org\n",
       "2005-04-16 22:24:01           David S. Miller            davem@davemloft.net\n",
       "2005-04-16 22:24:01              Stas Sergeev                  stsp@aknet.ru\n",
       "2005-04-16 22:24:00             akpm@osdl.org                  akpm@osdl.org\n",
       "2005-04-16 22:23:59           James Bottomley   James.Bottomley@SteelEye.com\n",
       "2005-04-16 22:23:58        Artem B. Bityuckiy         dedekind@infradead.org\n",
       "2005-04-16 22:23:57             akpm@osdl.org                  akpm@osdl.org\n",
       "2005-04-16 22:23:57             akpm@osdl.org                  akpm@osdl.org\n",
       "2005-04-16 22:23:56             akpm@osdl.org                  akpm@osdl.org\n",
       "2005-04-16 22:23:55             akpm@osdl.org                  akpm@osdl.org\n",
       "2005-04-16 22:23:54                Neil Brown          neilb@cse.unsw.edu.au\n",
       "2005-04-16 22:23:53         Christoph Lameter          clameter@engr.sgi.com\n",
       "2005-04-16 22:20:36            Linus Torvalds       torvalds@ppc970.osdl.org\n",
       "\n",
       "[651369 rows x 2 columns]"
      ]
     },
     "execution_count": 209,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "corrected_dates = git_log.loc[\n",
    "    str(git_log.index[-1]) : '2017-1-1'\n",
    "]\n",
    "# & (git_log.index <= 'today')\n",
    "corrected_dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
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       "    .dataframe thead th {\n",
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       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>author</th>\n",
       "      <th>email</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>timestamp</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2005-04-30</th>\n",
       "      <td>792</td>\n",
       "      <td>792</td>\n",
       "      <td>792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-05-31</th>\n",
       "      <td>1319</td>\n",
       "      <td>1319</td>\n",
       "      <td>1319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-06-30</th>\n",
       "      <td>2123</td>\n",
       "      <td>2123</td>\n",
       "      <td>2122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-07-31</th>\n",
       "      <td>1538</td>\n",
       "      <td>1537</td>\n",
       "      <td>1537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-08-31</th>\n",
       "      <td>1521</td>\n",
       "      <td>1521</td>\n",
       "      <td>1520</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            timestamp  author  email\n",
       "timestamp                           \n",
       "2005-04-30        792     792    792\n",
       "2005-05-31       1319    1319   1319\n",
       "2005-06-30       2123    2123   2122\n",
       "2005-07-31       1538    1537   1537\n",
       "2005-08-31       1521    1521   1520"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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IjEz32SfO7aCBI6ttLpeTHz11EVuC2mm2Gbzyyd983ru98CMA5mVdBMD0ZKsI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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x229d433c630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grouped_by_time = corrected_dates.groupby(pd.TimeGrouper(freq=\"M\")).count()\n",
    "grouped_by_time.plot(figsize=(15,5))\n",
    "grouped_by_time.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bonus: get rid of the incomplete months at the beginning or end (but does it make sens at all to remove them?)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One author didn't provide his/her name, so it's null. What to do about it? Remove it or set it to unknown?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>author</th>\n",
       "      <th>email</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>timestamp</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-08-15 19:49:43</th>\n",
       "      <td>2017-08-15 19:49:43</td>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-14 20:09:59</th>\n",
       "      <td>2017-08-14 20:09:59</td>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-14 18:35:56</th>\n",
       "      <td>2017-08-14 18:35:56</td>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-13 23:01:32</th>\n",
       "      <td>2017-08-13 23:01:32</td>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-13 22:34:28</th>\n",
       "      <td>2017-08-13 22:34:28</td>\n",
       "      <td>Linus Torvalds</td>\n",
       "      <td>torvalds@linux-foundation.org</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              timestamp          author  \\\n",
       "timestamp                                                 \n",
       "2017-08-15 19:49:43 2017-08-15 19:49:43  Linus Torvalds   \n",
       "2017-08-14 20:09:59 2017-08-14 20:09:59  Linus Torvalds   \n",
       "2017-08-14 18:35:56 2017-08-14 18:35:56  Linus Torvalds   \n",
       "2017-08-13 23:01:32 2017-08-13 23:01:32  Linus Torvalds   \n",
       "2017-08-13 22:34:28 2017-08-13 22:34:28  Linus Torvalds   \n",
       "\n",
       "                                             email  \n",
       "timestamp                                           \n",
       "2017-08-15 19:49:43  torvalds@linux-foundation.org  \n",
       "2017-08-14 20:09:59  torvalds@linux-foundation.org  \n",
       "2017-08-14 18:35:56  torvalds@linux-foundation.org  \n",
       "2017-08-13 23:01:32  torvalds@linux-foundation.org  \n",
       "2017-08-13 22:34:28  torvalds@linux-foundation.org  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "git_log['author'] = git_log['author'].fillna(\"UNKNOWN\")\n",
    "git_log.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Linus Torvalds     23361\n",
       "David S. Miller     8994\n",
       "Mark Brown          6796\n",
       "Takashi Iwai        6206\n",
       "Al Viro             5993\n",
       "Name: author, dtype: int64"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "git_log['author'].value_counts().head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>viro@zeniv.linux.org.uk</td>\n",
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       "      <th>2017-05-25 17:33:11</th>\n",
       "      <td>2017-05-25 17:33:11</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@zeniv.linux.org.uk</td>\n",
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       "      <th>2017-05-25 17:28:51</th>\n",
       "      <td>2017-05-25 17:28:51</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@zeniv.linux.org.uk</td>\n",
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       "      <td>2017-05-25 17:24:59</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@zeniv.linux.org.uk</td>\n",
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       "      <th>2017-05-25 17:17:17</th>\n",
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       "      <td>Al Viro</td>\n",
       "      <td>viro@zeniv.linux.org.uk</td>\n",
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       "      <th>2017-06-27 22:34:53</th>\n",
       "      <td>2017-06-27 22:34:53</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@zeniv.linux.org.uk</td>\n",
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       "    <tr>\n",
       "      <th>2017-06-27 22:24:21</th>\n",
       "      <td>2017-06-27 22:24:21</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@zeniv.linux.org.uk</td>\n",
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       "      <th>2017-06-27 23:32:04</th>\n",
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       "      <td>Al Viro</td>\n",
       "      <td>viro@zeniv.linux.org.uk</td>\n",
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       "      <th>2017-06-28 01:32:36</th>\n",
       "      <td>2017-06-28 01:32:36</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@zeniv.linux.org.uk</td>\n",
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       "      <th>2017-05-03 00:06:33</th>\n",
       "      <td>2017-05-03 00:06:33</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@zeniv.linux.org.uk</td>\n",
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       "    <tr>\n",
       "      <th>2017-05-02 23:52:17</th>\n",
       "      <td>2017-05-02 23:52:17</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@zeniv.linux.org.uk</td>\n",
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       "    <tr>\n",
       "      <th>2017-05-13 22:43:00</th>\n",
       "      <td>2017-05-13 22:43:00</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@zeniv.linux.org.uk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-05-13 22:39:01</th>\n",
       "      <td>2017-05-13 22:39:01</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@zeniv.linux.org.uk</td>\n",
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       "    <tr>\n",
       "      <th>2017-05-13 22:31:26</th>\n",
       "      <td>2017-05-13 22:31:26</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@zeniv.linux.org.uk</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <th>2005-04-26 14:43:41</th>\n",
       "      <td>2005-04-26 14:43:41</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
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       "      <th>2005-04-26 14:43:41</th>\n",
       "      <td>2005-04-26 14:43:41</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
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       "    <tr>\n",
       "      <th>2005-04-26 14:43:41</th>\n",
       "      <td>2005-04-26 14:43:41</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
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       "      <th>2005-04-26 14:43:40</th>\n",
       "      <td>2005-04-26 14:43:40</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
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       "      <th>2005-04-26 04:40:39</th>\n",
       "      <td>2005-04-26 04:40:39</td>\n",
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       "      <td>viro@parcelfarce.linux.theplanet.co.uk</td>\n",
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       "      <th>2005-04-26 01:32:13</th>\n",
       "      <td>2005-04-26 01:32:13</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
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       "    <tr>\n",
       "      <th>2005-04-26 01:32:12</th>\n",
       "      <td>2005-04-26 01:32:12</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
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       "    <tr>\n",
       "      <th>2005-04-26 01:32:12</th>\n",
       "      <td>2005-04-26 01:32:12</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
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       "    <tr>\n",
       "      <th>2005-04-26 01:32:12</th>\n",
       "      <td>2005-04-26 01:32:12</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-25 14:55:59</th>\n",
       "      <td>2005-04-25 14:55:59</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-25 14:55:58</th>\n",
       "      <td>2005-04-25 14:55:58</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-25 14:55:58</th>\n",
       "      <td>2005-04-25 14:55:58</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-25 14:55:58</th>\n",
       "      <td>2005-04-25 14:55:58</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-25 14:55:58</th>\n",
       "      <td>2005-04-25 14:55:58</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-25 14:55:57</th>\n",
       "      <td>2005-04-25 14:55:57</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-25 14:55:57</th>\n",
       "      <td>2005-04-25 14:55:57</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-24 21:58:08</th>\n",
       "      <td>2005-04-24 21:58:08</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-24 21:58:08</th>\n",
       "      <td>2005-04-24 21:58:08</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-24 21:58:08</th>\n",
       "      <td>2005-04-24 21:58:08</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-24 19:28:36</th>\n",
       "      <td>2005-04-24 19:28:36</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@parcelfarce.linux.theplanet.co.uk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-24 19:28:36</th>\n",
       "      <td>2005-04-24 19:28:36</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-24 19:28:35</th>\n",
       "      <td>2005-04-24 19:28:35</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
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       "    <tr>\n",
       "      <th>2005-04-24 19:28:35</th>\n",
       "      <td>2005-04-24 19:28:35</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
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       "    <tr>\n",
       "      <th>2005-04-24 19:28:35</th>\n",
       "      <td>2005-04-24 19:28:35</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-24 19:28:35</th>\n",
       "      <td>2005-04-24 19:28:35</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-24 19:28:35</th>\n",
       "      <td>2005-04-24 19:28:35</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-24 19:28:34</th>\n",
       "      <td>2005-04-24 19:28:34</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-24 19:28:34</th>\n",
       "      <td>2005-04-24 19:28:34</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-24 19:28:34</th>\n",
       "      <td>2005-04-24 19:28:34</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@www.linux.org.uk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-04-21 00:12:41</th>\n",
       "      <td>2005-04-21 00:12:41</td>\n",
       "      <td>Al Viro</td>\n",
       "      <td>viro@parcelfarce.linux.theplanet.co.uk</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5996 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              timestamp   author  \\\n",
       "timestamp                                          \n",
       "2017-07-12 03:59:45 2017-07-12 03:59:45  Al Viro   \n",
       "2017-07-10 11:40:49 2017-07-10 11:40:49  Al Viro   \n",
       "2017-04-20 20:43:12 2017-04-20 20:43:12  Al Viro   \n",
       "2017-07-08 15:26:39 2017-07-08 15:26:39  Al Viro   \n",
       "2017-07-07 18:51:19 2017-07-07 18:51:19  Al Viro   \n",
       "2017-06-30 02:25:14 2017-06-30 02:25:14  Al Viro   \n",
       "2017-07-06 13:15:47 2017-07-06 13:15:47  Al Viro   \n",
       "2017-07-06 06:00:00 2017-07-06 06:00:00  Al Viro   \n",
       "2017-05-25 20:28:49 2017-05-25 20:28:49  Al Viro   \n",
       "2017-07-04 17:31:18 2017-07-04 17:31:18  Al Viro   \n",
       "2017-06-04 01:33:26 2017-06-04 01:33:26  Al Viro   \n",
       "2017-06-03 20:19:18 2017-06-03 20:19:18  Al Viro   \n",
       "2017-05-26 03:25:07 2017-05-26 03:25:07  Al Viro   \n",
       "2017-05-25 20:27:27 2017-05-25 20:27:27  Al Viro   \n",
       "2017-05-25 20:24:20 2017-05-25 20:24:20  Al Viro   \n",
       "2017-05-25 19:47:44 2017-05-25 19:47:44  Al Viro   \n",
       "2017-05-25 19:45:04 2017-05-25 19:45:04  Al Viro   \n",
       "2017-05-25 17:33:11 2017-05-25 17:33:11  Al Viro   \n",
       "2017-05-25 17:28:51 2017-05-25 17:28:51  Al Viro   \n",
       "2017-05-25 17:24:59 2017-05-25 17:24:59  Al Viro   \n",
       "2017-05-25 17:17:17 2017-05-25 17:17:17  Al Viro   \n",
       "2017-06-27 22:34:53 2017-06-27 22:34:53  Al Viro   \n",
       "2017-06-27 22:24:21 2017-06-27 22:24:21  Al Viro   \n",
       "2017-06-27 23:32:04 2017-06-27 23:32:04  Al Viro   \n",
       "2017-06-28 01:32:36 2017-06-28 01:32:36  Al Viro   \n",
       "2017-05-03 00:06:33 2017-05-03 00:06:33  Al Viro   \n",
       "2017-05-02 23:52:17 2017-05-02 23:52:17  Al Viro   \n",
       "2017-05-13 22:43:00 2017-05-13 22:43:00  Al Viro   \n",
       "2017-05-13 22:39:01 2017-05-13 22:39:01  Al Viro   \n",
       "2017-05-13 22:31:26 2017-05-13 22:31:26  Al Viro   \n",
       "...                                 ...      ...   \n",
       "2005-04-26 14:43:41 2005-04-26 14:43:41  Al Viro   \n",
       "2005-04-26 14:43:41 2005-04-26 14:43:41  Al Viro   \n",
       "2005-04-26 14:43:41 2005-04-26 14:43:41  Al Viro   \n",
       "2005-04-26 14:43:40 2005-04-26 14:43:40  Al Viro   \n",
       "2005-04-26 04:40:39 2005-04-26 04:40:39  Al Viro   \n",
       "2005-04-26 01:32:13 2005-04-26 01:32:13  Al Viro   \n",
       "2005-04-26 01:32:12 2005-04-26 01:32:12  Al Viro   \n",
       "2005-04-26 01:32:12 2005-04-26 01:32:12  Al Viro   \n",
       "2005-04-26 01:32:12 2005-04-26 01:32:12  Al Viro   \n",
       "2005-04-25 14:55:59 2005-04-25 14:55:59  Al Viro   \n",
       "2005-04-25 14:55:58 2005-04-25 14:55:58  Al Viro   \n",
       "2005-04-25 14:55:58 2005-04-25 14:55:58  Al Viro   \n",
       "2005-04-25 14:55:58 2005-04-25 14:55:58  Al Viro   \n",
       "2005-04-25 14:55:58 2005-04-25 14:55:58  Al Viro   \n",
       "2005-04-25 14:55:57 2005-04-25 14:55:57  Al Viro   \n",
       "2005-04-25 14:55:57 2005-04-25 14:55:57  Al Viro   \n",
       "2005-04-24 21:58:08 2005-04-24 21:58:08  Al Viro   \n",
       "2005-04-24 21:58:08 2005-04-24 21:58:08  Al Viro   \n",
       "2005-04-24 21:58:08 2005-04-24 21:58:08  Al Viro   \n",
       "2005-04-24 19:28:36 2005-04-24 19:28:36  Al Viro   \n",
       "2005-04-24 19:28:36 2005-04-24 19:28:36  Al Viro   \n",
       "2005-04-24 19:28:35 2005-04-24 19:28:35  Al Viro   \n",
       "2005-04-24 19:28:35 2005-04-24 19:28:35  Al Viro   \n",
       "2005-04-24 19:28:35 2005-04-24 19:28:35  Al Viro   \n",
       "2005-04-24 19:28:35 2005-04-24 19:28:35  Al Viro   \n",
       "2005-04-24 19:28:35 2005-04-24 19:28:35  Al Viro   \n",
       "2005-04-24 19:28:34 2005-04-24 19:28:34  Al Viro   \n",
       "2005-04-24 19:28:34 2005-04-24 19:28:34  Al Viro   \n",
       "2005-04-24 19:28:34 2005-04-24 19:28:34  Al Viro   \n",
       "2005-04-21 00:12:41 2005-04-21 00:12:41  Al Viro   \n",
       "\n",
       "                                                      email  \n",
       "timestamp                                                    \n",
       "2017-07-12 03:59:45                 viro@ZenIV.linux.org.uk  \n",
       "2017-07-10 11:40:49                 viro@zeniv.linux.org.uk  \n",
       "2017-04-20 20:43:12                 viro@zeniv.linux.org.uk  \n",
       "2017-07-08 15:26:39                 viro@zeniv.linux.org.uk  \n",
       "2017-07-07 18:51:19                 viro@zeniv.linux.org.uk  \n",
       "2017-06-30 02:25:14                 viro@zeniv.linux.org.uk  \n",
       "2017-07-06 13:15:47                 viro@zeniv.linux.org.uk  \n",
       "2017-07-06 06:00:00                 viro@zeniv.linux.org.uk  \n",
       "2017-05-25 20:28:49                 viro@zeniv.linux.org.uk  \n",
       "2017-07-04 17:31:18                 viro@zeniv.linux.org.uk  \n",
       "2017-06-04 01:33:26                 viro@zeniv.linux.org.uk  \n",
       "2017-06-03 20:19:18                 viro@zeniv.linux.org.uk  \n",
       "2017-05-26 03:25:07                 viro@zeniv.linux.org.uk  \n",
       "2017-05-25 20:27:27                 viro@zeniv.linux.org.uk  \n",
       "2017-05-25 20:24:20                 viro@zeniv.linux.org.uk  \n",
       "2017-05-25 19:47:44                 viro@zeniv.linux.org.uk  \n",
       "2017-05-25 19:45:04                 viro@zeniv.linux.org.uk  \n",
       "2017-05-25 17:33:11                 viro@zeniv.linux.org.uk  \n",
       "2017-05-25 17:28:51                 viro@zeniv.linux.org.uk  \n",
       "2017-05-25 17:24:59                 viro@zeniv.linux.org.uk  \n",
       "2017-05-25 17:17:17                 viro@zeniv.linux.org.uk  \n",
       "2017-06-27 22:34:53                 viro@zeniv.linux.org.uk  \n",
       "2017-06-27 22:24:21                 viro@zeniv.linux.org.uk  \n",
       "2017-06-27 23:32:04                 viro@zeniv.linux.org.uk  \n",
       "2017-06-28 01:32:36                 viro@zeniv.linux.org.uk  \n",
       "2017-05-03 00:06:33                 viro@zeniv.linux.org.uk  \n",
       "2017-05-02 23:52:17                 viro@zeniv.linux.org.uk  \n",
       "2017-05-13 22:43:00                 viro@zeniv.linux.org.uk  \n",
       "2017-05-13 22:39:01                 viro@zeniv.linux.org.uk  \n",
       "2017-05-13 22:31:26                 viro@zeniv.linux.org.uk  \n",
       "...                                                     ...  \n",
       "2005-04-26 14:43:41                   viro@www.linux.org.uk  \n",
       "2005-04-26 14:43:41                   viro@www.linux.org.uk  \n",
       "2005-04-26 14:43:41                   viro@www.linux.org.uk  \n",
       "2005-04-26 14:43:40                   viro@www.linux.org.uk  \n",
       "2005-04-26 04:40:39  viro@parcelfarce.linux.theplanet.co.uk  \n",
       "2005-04-26 01:32:13                   viro@www.linux.org.uk  \n",
       "2005-04-26 01:32:12                   viro@www.linux.org.uk  \n",
       "2005-04-26 01:32:12                   viro@www.linux.org.uk  \n",
       "2005-04-26 01:32:12                   viro@www.linux.org.uk  \n",
       "2005-04-25 14:55:59                   viro@www.linux.org.uk  \n",
       "2005-04-25 14:55:58                   viro@www.linux.org.uk  \n",
       "2005-04-25 14:55:58                   viro@www.linux.org.uk  \n",
       "2005-04-25 14:55:58                   viro@www.linux.org.uk  \n",
       "2005-04-25 14:55:58                   viro@www.linux.org.uk  \n",
       "2005-04-25 14:55:57                   viro@www.linux.org.uk  \n",
       "2005-04-25 14:55:57                   viro@www.linux.org.uk  \n",
       "2005-04-24 21:58:08                   viro@www.linux.org.uk  \n",
       "2005-04-24 21:58:08                   viro@www.linux.org.uk  \n",
       "2005-04-24 21:58:08                   viro@www.linux.org.uk  \n",
       "2005-04-24 19:28:36  viro@parcelfarce.linux.theplanet.co.uk  \n",
       "2005-04-24 19:28:36                   viro@www.linux.org.uk  \n",
       "2005-04-24 19:28:35                   viro@www.linux.org.uk  \n",
       "2005-04-24 19:28:35                   viro@www.linux.org.uk  \n",
       "2005-04-24 19:28:35                   viro@www.linux.org.uk  \n",
       "2005-04-24 19:28:35                   viro@www.linux.org.uk  \n",
       "2005-04-24 19:28:35                   viro@www.linux.org.uk  \n",
       "2005-04-24 19:28:34                   viro@www.linux.org.uk  \n",
       "2005-04-24 19:28:34                   viro@www.linux.org.uk  \n",
       "2005-04-24 19:28:34                   viro@www.linux.org.uk  \n",
       "2005-04-21 00:12:41  viro@parcelfarce.linux.theplanet.co.uk  \n",
       "\n",
       "[5996 rows x 3 columns]"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "git_log[git_log['author'].str.contains('Viro')]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Multiple authors, but same person\n",
    "Examine the TOP 5 contributors of the repository. Which person(s) used multiple author names?\n",
    "(0) Linus Torvalds\n",
    "(1) David S. Millter\n",
    "(1) Mark Brown\n",
    "(1)\n",
    "(2) Al Viro \n",
    "\n",
    "Hint: One author name is a little bit tricky. We'll asume, that both author names are the same person.\n",
    "\n",
    "\n",
    "(Hint: Count the commits per author"
   ]
  }
 ],
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