03-inspect.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "%matplotlib widget\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import stats\n",
    "import re\n",
    "pd.options.display.max_rows = 500"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "releases = pd.read_pickle('releases.zip')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lang</th>\n",
       "      <th>head</th>\n",
       "      <th>time</th>\n",
       "      <th>commits</th>\n",
       "      <th>base_releases</th>\n",
       "      <th>range_commits</th>\n",
       "      <th>range_base_releases</th>\n",
       "      <th>range_tpos</th>\n",
       "      <th>range_fpos</th>\n",
       "      <th>range_fneg</th>\n",
       "      <th>time_commits</th>\n",
       "      <th>time_base_releases</th>\n",
       "      <th>time_tpos</th>\n",
       "      <th>time_fpos</th>\n",
       "      <th>time_fneg</th>\n",
       "      <th>range_precision</th>\n",
       "      <th>range_recall</th>\n",
       "      <th>time_precision</th>\n",
       "      <th>time_recall</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2008.07.22</th>\n",
       "      <td>python</td>\n",
       "      <td>d7bc253bb82ac4f8a6ffef568c5b6eee508c7206</td>\n",
       "      <td>2010-10-31 10:23:26+00:00</td>\n",
       "      <td>25</td>\n",
       "      <td>[]</td>\n",
       "      <td>25</td>\n",
       "      <td>[]</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>[]</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008.08.09</th>\n",
       "      <td>python</td>\n",
       "      <td>0ddf38df1877158fff2d374f5791f8c6db64e98b</td>\n",
       "      <td>2010-10-31 10:23:31+00:00</td>\n",
       "      <td>16</td>\n",
       "      <td>[2008.07.22]</td>\n",
       "      <td>16</td>\n",
       "      <td>[2008.07.22]</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>[2008.07.22]</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008.09.20</th>\n",
       "      <td>python</td>\n",
       "      <td>d853063955454d27721cade9f75db4d8945dd78f</td>\n",
       "      <td>2010-10-31 10:23:38+00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>[2008.08.09]</td>\n",
       "      <td>2</td>\n",
       "      <td>[2008.08.09]</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>[2008.08.09]</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008.10.16</th>\n",
       "      <td>python</td>\n",
       "      <td>9ca4851a00469aef46c68823050ad70d8f9c75a0</td>\n",
       "      <td>2010-10-31 10:23:38+00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>[2008.09.20]</td>\n",
       "      <td>2</td>\n",
       "      <td>[2008.09.20]</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[2008.09.20]</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008.11.01</th>\n",
       "      <td>python</td>\n",
       "      <td>240b737ebd2356f9d117ccd0c14349d4ec88e90e</td>\n",
       "      <td>2010-10-31 10:23:41+00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>[2008.10.16]</td>\n",
       "      <td>3</td>\n",
       "      <td>[2008.10.16]</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>[2008.10.16]</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.0</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020.06.16</th>\n",
       "      <td>python</td>\n",
       "      <td>ed604ce7bcf5bfb02cf6d134eebae705f7c0f381</td>\n",
       "      <td>2020-06-15 19:53:44+00:00</td>\n",
       "      <td>10</td>\n",
       "      <td>[2020.06.06]</td>\n",
       "      <td>10</td>\n",
       "      <td>[2020.06.06]</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>[2020.06.06]</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.909091</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020.06.16.1</th>\n",
       "      <td>python</td>\n",
       "      <td>9ff6165a8199488e92e8a76962f37d944e14a738</td>\n",
       "      <td>2020-06-15 23:22:18+00:00</td>\n",
       "      <td>4</td>\n",
       "      <td>[2020.06.16]</td>\n",
       "      <td>4</td>\n",
       "      <td>[2020.06.16]</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>[2020.06.16]</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020.07.28</th>\n",
       "      <td>python</td>\n",
       "      <td>a4ed50bb84658b7e77cbb37597c36fa62a9acd4b</td>\n",
       "      <td>2020-07-27 22:13:12+00:00</td>\n",
       "      <td>9</td>\n",
       "      <td>[2020.06.16.1]</td>\n",
       "      <td>9</td>\n",
       "      <td>[2020.06.16.1]</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>[2020.06.16.1]</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020.09.06</th>\n",
       "      <td>python</td>\n",
       "      <td>d51e23d9fc709a80ca037199a46e59c729a1192e</td>\n",
       "      <td>2020-09-06 06:00:48+00:00</td>\n",
       "      <td>13</td>\n",
       "      <td>[2020.07.28]</td>\n",
       "      <td>13</td>\n",
       "      <td>[2020.07.28]</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>[2020.07.28]</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.928571</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020.09.14</th>\n",
       "      <td>python</td>\n",
       "      <td>e8c5d40bc840b9e3ec8b4e8070291a64a4fa75b2</td>\n",
       "      <td>2020-09-13 20:37:43+00:00</td>\n",
       "      <td>13</td>\n",
       "      <td>[2020.09.06]</td>\n",
       "      <td>13</td>\n",
       "      <td>[2020.09.06]</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>[2020.09.06]</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.928571</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1070 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                lang                                      head  \\\n",
       "name                                                             \n",
       "2008.07.22    python  d7bc253bb82ac4f8a6ffef568c5b6eee508c7206   \n",
       "2008.08.09    python  0ddf38df1877158fff2d374f5791f8c6db64e98b   \n",
       "2008.09.20    python  d853063955454d27721cade9f75db4d8945dd78f   \n",
       "2008.10.16    python  9ca4851a00469aef46c68823050ad70d8f9c75a0   \n",
       "2008.11.01    python  240b737ebd2356f9d117ccd0c14349d4ec88e90e   \n",
       "...              ...                                       ...   \n",
       "2020.06.16    python  ed604ce7bcf5bfb02cf6d134eebae705f7c0f381   \n",
       "2020.06.16.1  python  9ff6165a8199488e92e8a76962f37d944e14a738   \n",
       "2020.07.28    python  a4ed50bb84658b7e77cbb37597c36fa62a9acd4b   \n",
       "2020.09.06    python  d51e23d9fc709a80ca037199a46e59c729a1192e   \n",
       "2020.09.14    python  e8c5d40bc840b9e3ec8b4e8070291a64a4fa75b2   \n",
       "\n",
       "                                  time  commits   base_releases  \\\n",
       "name                                                              \n",
       "2008.07.22   2010-10-31 10:23:26+00:00       25              []   \n",
       "2008.08.09   2010-10-31 10:23:31+00:00       16    [2008.07.22]   \n",
       "2008.09.20   2010-10-31 10:23:38+00:00        2    [2008.08.09]   \n",
       "2008.10.16   2010-10-31 10:23:38+00:00        2    [2008.09.20]   \n",
       "2008.11.01   2010-10-31 10:23:41+00:00        3    [2008.10.16]   \n",
       "...                                ...      ...             ...   \n",
       "2020.06.16   2020-06-15 19:53:44+00:00       10    [2020.06.06]   \n",
       "2020.06.16.1 2020-06-15 23:22:18+00:00        4    [2020.06.16]   \n",
       "2020.07.28   2020-07-27 22:13:12+00:00        9  [2020.06.16.1]   \n",
       "2020.09.06   2020-09-06 06:00:48+00:00       13    [2020.07.28]   \n",
       "2020.09.14   2020-09-13 20:37:43+00:00       13    [2020.09.06]   \n",
       "\n",
       "              range_commits range_base_releases  range_tpos  range_fpos  \\\n",
       "name                                                                      \n",
       "2008.07.22               25                  []          25           0   \n",
       "2008.08.09               16        [2008.07.22]          16           0   \n",
       "2008.09.20                2        [2008.08.09]           2           0   \n",
       "2008.10.16                2        [2008.09.20]           2           0   \n",
       "2008.11.01                3        [2008.10.16]           3           0   \n",
       "...                     ...                 ...         ...         ...   \n",
       "2020.06.16               10        [2020.06.06]          10           0   \n",
       "2020.06.16.1              4        [2020.06.16]           4           0   \n",
       "2020.07.28                9      [2020.06.16.1]           9           0   \n",
       "2020.09.06               13        [2020.07.28]          13           0   \n",
       "2020.09.14               13        [2020.09.06]          13           0   \n",
       "\n",
       "              range_fneg  time_commits time_base_releases  time_tpos  \\\n",
       "name                                                                   \n",
       "2008.07.22             0            25                 []         25   \n",
       "2008.08.09             0            16       [2008.07.22]         16   \n",
       "2008.09.20             0             4       [2008.08.09]          2   \n",
       "2008.10.16             0             0       [2008.09.20]          0   \n",
       "2008.11.01             0             3       [2008.10.16]          3   \n",
       "...                  ...           ...                ...        ...   \n",
       "2020.06.16             0            11       [2020.06.06]         10   \n",
       "2020.06.16.1           0             5       [2020.06.16]          4   \n",
       "2020.07.28             0            10     [2020.06.16.1]          9   \n",
       "2020.09.06             0            14       [2020.07.28]         13   \n",
       "2020.09.14             0            14       [2020.09.06]         13   \n",
       "\n",
       "              time_fpos  time_fneg  range_precision  range_recall  \\\n",
       "name                                                                \n",
       "2008.07.22            0          0              1.0           1.0   \n",
       "2008.08.09            0          0              1.0           1.0   \n",
       "2008.09.20            2          0              1.0           1.0   \n",
       "2008.10.16            0          2              1.0           1.0   \n",
       "2008.11.01            0          0              1.0           1.0   \n",
       "...                 ...        ...              ...           ...   \n",
       "2020.06.16            1          0              1.0           1.0   \n",
       "2020.06.16.1          1          0              1.0           1.0   \n",
       "2020.07.28            1          0              1.0           1.0   \n",
       "2020.09.06            1          0              1.0           1.0   \n",
       "2020.09.14            1          0              1.0           1.0   \n",
       "\n",
       "              time_precision  time_recall  \n",
       "name                                       \n",
       "2008.07.22          1.000000          1.0  \n",
       "2008.08.09          1.000000          1.0  \n",
       "2008.09.20          0.500000          1.0  \n",
       "2008.10.16          1.000000          0.0  \n",
       "2008.11.01          1.000000          1.0  \n",
       "...                      ...          ...  \n",
       "2020.06.16          0.909091          1.0  \n",
       "2020.06.16.1        0.800000          1.0  \n",
       "2020.07.28          0.900000          1.0  \n",
       "2020.09.06          0.928571          1.0  \n",
       "2020.09.14          0.928571          1.0  \n",
       "\n",
       "[1070 rows x 19 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "releases.loc['ytdl-org/youtube-dl']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "\"['name', 'project'] not in index\"",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-3-7023bb33a51d>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mreleases\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mreleases\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrange_recall\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m&\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mreleases\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrange_precision\u001b[0m \u001b[1;33m<\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'range_recall'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'project'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'name'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'base_releases'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'range_base_releases'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mc:\\users\\felip\\.virtualenvs\\experiment-diqkfhtj\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   2906\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mis_iterator\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2907\u001b[0m                 \u001b[0mkey\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2908\u001b[1;33m             \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_listlike_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mraise_missing\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2909\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2910\u001b[0m         \u001b[1;31m# take() does not accept boolean indexers\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mc:\\users\\felip\\.virtualenvs\\experiment-diqkfhtj\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_get_listlike_indexer\u001b[1;34m(self, key, axis, raise_missing)\u001b[0m\n\u001b[0;32m   1252\u001b[0m             \u001b[0mkeyarr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindexer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnew_indexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_reindex_non_unique\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkeyarr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1253\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1254\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_validate_read_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkeyarr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindexer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mraise_missing\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mraise_missing\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1255\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mkeyarr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindexer\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1256\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mc:\\users\\felip\\.virtualenvs\\experiment-diqkfhtj\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_validate_read_indexer\u001b[1;34m(self, key, indexer, axis, raise_missing)\u001b[0m\n\u001b[0;32m   1302\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mraise_missing\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1303\u001b[0m                 \u001b[0mnot_found\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mset\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m-\u001b[0m \u001b[0mset\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1304\u001b[1;33m                 \u001b[1;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf\"{not_found} not in index\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1305\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1306\u001b[0m             \u001b[1;31m# we skip the warning on Categorical\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: \"['name', 'project'] not in index\""
     ]
    }
   ],
   "source": [
    "releases[(releases.range_recall == 1) & (releases.range_precision < 1)][['range_recall', 'project', 'name', 'base_releases', 'range_base_releases']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
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       "      <th>84</th>\n",
       "      <td>0.981221</td>\n",
       "      <td>nodejs/node</td>\n",
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       "      <th>160</th>\n",
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       "      <th>282</th>\n",
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       "      <td>nodejs/node</td>\n",
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       "      <th>136</th>\n",
       "      <td>0.998808</td>\n",
       "      <td>webpack/webpack</td>\n",
       "      <td>v4.0.0</td>\n",
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       "      <td>[v3.12.0]</td>\n",
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       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>0.190476</td>\n",
       "      <td>ant-design/ant-design</td>\n",
       "      <td>3.6.1</td>\n",
       "      <td>[3.5.4, 3.5.2, 3.5.1]</td>\n",
       "      <td>[3.6.0]</td>\n",
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       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>0.975000</td>\n",
       "      <td>ionic-team/ionic-framework</td>\n",
       "      <td>v4.2.0</td>\n",
       "      <td>[v4.1.2]</td>\n",
       "      <td>[v4.1.3]</td>\n",
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       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>0.975000</td>\n",
       "      <td>ionic-team/ionic-framework</td>\n",
       "      <td>v4.3.0</td>\n",
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       "      <th>98</th>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.990408</td>\n",
       "      <td>spring-projects/spring-boot</td>\n",
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       "      <td>0.989336</td>\n",
       "      <td>spring-projects/spring-boot</td>\n",
       "      <td>v2.3.0.RELEASE</td>\n",
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       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>0.999379</td>\n",
       "      <td>spring-projects/spring-framework</td>\n",
       "      <td>v5.2.0.RELEASE</td>\n",
       "      <td>[v5.1.6.RELEASE, v5.1.8.RELEASE, v5.1.5.RELEAS...</td>\n",
       "      <td>[v5.1.17.RELEASE]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>0.216216</td>\n",
       "      <td>apache/dubbo</td>\n",
       "      <td>dubbo-2.6.0</td>\n",
       "      <td>[dubbo-2.5.8]</td>\n",
       "      <td>[dubbo-2.5.10]</td>\n",
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       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0.791667</td>\n",
       "      <td>netty/netty</td>\n",
       "      <td>netty-3.7.0.Final</td>\n",
       "      <td>[netty-3.6.6.Final]</td>\n",
       "      <td>[netty-3.6.10.Final]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>0.970588</td>\n",
       "      <td>netty/netty</td>\n",
       "      <td>netty-3.8.0.Final</td>\n",
       "      <td>[netty-3.7.0.Final]</td>\n",
       "      <td>[netty-3.7.1.Final]</td>\n",
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       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>0.923077</td>\n",
       "      <td>netty/netty</td>\n",
       "      <td>netty-3.9.0.Final</td>\n",
       "      <td>[netty-3.8.0.Final]</td>\n",
       "      <td>[netty-3.8.3.Final]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>0.972222</td>\n",
       "      <td>netty/netty</td>\n",
       "      <td>netty-3.9.2.Final</td>\n",
       "      <td>[netty-3.9.1.Final]</td>\n",
       "      <td>[netty-3.9.1.1.Final]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>0.750000</td>\n",
       "      <td>netty/netty</td>\n",
       "      <td>netty-3.10.0.Final</td>\n",
       "      <td>[netty-3.9.6.Final]</td>\n",
       "      <td>[netty-3.9.9.Final]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>alibaba/fastjson</td>\n",
       "      <td>1.1.42</td>\n",
       "      <td>[1.1.33, 1.1.36]</td>\n",
       "      <td>[1.1.37]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>ytdl-org/youtube-dl</td>\n",
       "      <td>2012.02.26</td>\n",
       "      <td>[2012.01.08]</td>\n",
       "      <td>[2012.02.22]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>ytdl-org/youtube-dl</td>\n",
       "      <td>2013.01.02</td>\n",
       "      <td>[2012.12.11]</td>\n",
       "      <td>[2012.12.99]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>ytdl-org/youtube-dl</td>\n",
       "      <td>2013.01.27</td>\n",
       "      <td>[2013.01.13]</td>\n",
       "      <td>[2013.01.17.1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>ytdl-org/youtube-dl</td>\n",
       "      <td>2013.03.29</td>\n",
       "      <td>[2013.02.25, 2012.02.22]</td>\n",
       "      <td>[2013.03.24.2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>ytdl-org/youtube-dl</td>\n",
       "      <td>2013.11.09</td>\n",
       "      <td>[2013.09.10]</td>\n",
       "      <td>[2013.11.07]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>ytdl-org/youtube-dl</td>\n",
       "      <td>2014.04.04.3</td>\n",
       "      <td>[2014.04.04.1]</td>\n",
       "      <td>[2014.04.04.2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.998336</td>\n",
       "      <td>pallets/flask</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[0.12.2, 0.12, 0.11, 0.12.3, 0.12.1]</td>\n",
       "      <td>[0.12.5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.901627</td>\n",
       "      <td>django/django</td>\n",
       "      <td>1.1</td>\n",
       "      <td>[1.0]</td>\n",
       "      <td>[1.0.4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.969099</td>\n",
       "      <td>django/django</td>\n",
       "      <td>1.2</td>\n",
       "      <td>[1.1]</td>\n",
       "      <td>[1.1.4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.983492</td>\n",
       "      <td>django/django</td>\n",
       "      <td>1.3</td>\n",
       "      <td>[1.2.1]</td>\n",
       "      <td>[1.2.7]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>ansible/ansible</td>\n",
       "      <td>0.01</td>\n",
       "      <td>[]</td>\n",
       "      <td>[0.0.2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>0.631579</td>\n",
       "      <td>laravel/laravel</td>\n",
       "      <td>v5.2.0</td>\n",
       "      <td>[v5.1.3, v5.1.11]</td>\n",
       "      <td>[v5.1.33]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>0.679245</td>\n",
       "      <td>laravel/laravel</td>\n",
       "      <td>v6.0.0</td>\n",
       "      <td>[v5.8.3, v5.8.17, v5.8.16, v5.8.0]</td>\n",
       "      <td>[v5.8.35]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.992222</td>\n",
       "      <td>laravel/framework</td>\n",
       "      <td>v4.1.0</td>\n",
       "      <td>[v4.0.8, v4.0.6, v4.0.10, v4.0.4, v4.0.2, v4.0...</td>\n",
       "      <td>[v4.0.11]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>0.880903</td>\n",
       "      <td>laravel/framework</td>\n",
       "      <td>v4.2.0</td>\n",
       "      <td>[v4.1.0, v4.1.24, v4.1.17, v4.1.4, v4.1.1, v4....</td>\n",
       "      <td>[v4.1.31]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>0.964187</td>\n",
       "      <td>laravel/framework</td>\n",
       "      <td>v5.0.0</td>\n",
       "      <td>[v4.2.3, v4.2.16, v4.1.0, v4.2.2, v4.2.14, v4....</td>\n",
       "      <td>[v4.2.22]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>0.983568</td>\n",
       "      <td>laravel/framework</td>\n",
       "      <td>v5.2.0</td>\n",
       "      <td>[v5.1.26, v5.1.8, v5.1.11, v5.1.27, v5.1.2, v5...</td>\n",
       "      <td>[v5.1.46]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>0.966825</td>\n",
       "      <td>laravel/framework</td>\n",
       "      <td>5.3</td>\n",
       "      <td>[v5.2.21, v5.2.37, v5.2.14, v5.2.5, v5.2.22, v...</td>\n",
       "      <td>[v5.2.45]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>0.982836</td>\n",
       "      <td>laravel/framework</td>\n",
       "      <td>v5.4.0</td>\n",
       "      <td>[v5.3.19, v5.3.11, v5.3.27, v5.3.2, v5.3.7, v5...</td>\n",
       "      <td>[v5.3.31]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>0.989390</td>\n",
       "      <td>laravel/framework</td>\n",
       "      <td>v5.5.0</td>\n",
       "      <td>[v5.4.28, v5.4.20, v5.4.13, v5.4.29, v5.4.21, ...</td>\n",
       "      <td>[v5.4.36]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>0.995392</td>\n",
       "      <td>laravel/framework</td>\n",
       "      <td>v5.6.0</td>\n",
       "      <td>[v5.5.32, v5.5.1, v5.5.25, v5.5.33, v5.5.10, v...</td>\n",
       "      <td>[v5.5.50]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>0.979112</td>\n",
       "      <td>laravel/framework</td>\n",
       "      <td>v5.7.0</td>\n",
       "      <td>[v5.6.25, v5.6.18, v5.6.10, v5.6.26, v5.6.5, v...</td>\n",
       "      <td>[v5.6.40]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>0.956522</td>\n",
       "      <td>laravel/framework</td>\n",
       "      <td>v6.0.0</td>\n",
       "      <td>[v5.8.14, v5.8.22, v5.8.15, v5.8.30, v5.8.23, ...</td>\n",
       "      <td>[v5.8.38]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>0.949686</td>\n",
       "      <td>guzzle/guzzle</td>\n",
       "      <td>6.0.0</td>\n",
       "      <td>[5.3.0]</td>\n",
       "      <td>[5.3.4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>0.952703</td>\n",
       "      <td>Seldaek/monolog</td>\n",
       "      <td>2.0.0</td>\n",
       "      <td>[1.20.0, 1.24.0, 1.18.2, 1.18.0, 1.22.1, 1.21....</td>\n",
       "      <td>[1.25.5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>0.994932</td>\n",
       "      <td>sebastianbergmann/phpunit</td>\n",
       "      <td>4.0.0</td>\n",
       "      <td>[3.7.1, 3.7.25, 3.7.6, 3.7.18, 3.7.10, 3.5.14,...</td>\n",
       "      <td>[3.7.38]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>0.935065</td>\n",
       "      <td>sebastianbergmann/phpunit</td>\n",
       "      <td>5.4.0</td>\n",
       "      <td>[5.2.0, 5.3.4, 5.3.0, 5.3.2, 5.1.0, 4.8.26, 5....</td>\n",
       "      <td>[5.3.5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>0.839506</td>\n",
       "      <td>sebastianbergmann/phpunit</td>\n",
       "      <td>5.7.0</td>\n",
       "      <td>[5.6.6, 5.6.4, 5.6.2, 5.6.0, 5.6.7, 5.6.5, 5.6...</td>\n",
       "      <td>[5.6.8]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>0.963158</td>\n",
       "      <td>sebastianbergmann/phpunit</td>\n",
       "      <td>6.0.0</td>\n",
       "      <td>[5.7.8, 5.7.1, 5.7.6, 5.7.4, 5.7.2, 5.6.0, 5.7...</td>\n",
       "      <td>[5.7.27]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>0.936275</td>\n",
       "      <td>sebastianbergmann/phpunit</td>\n",
       "      <td>9.0.0</td>\n",
       "      <td>[8.5.0, 7.5.20, 8.5.2, 8.5.1]</td>\n",
       "      <td>[8.5.8]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>0.200000</td>\n",
       "      <td>WordPress/WordPress</td>\n",
       "      <td>5.0.5</td>\n",
       "      <td>[5.0.3]</td>\n",
       "      <td>[5.0.4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>0.023810</td>\n",
       "      <td>electron/electron</td>\n",
       "      <td>v0.9.5</td>\n",
       "      <td>[v0.8.7, v0.8.6]</td>\n",
       "      <td>[v0.9.3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>0.997389</td>\n",
       "      <td>opencv/opencv</td>\n",
       "      <td>4.0.0</td>\n",
       "      <td>[3.4.4, 3.4.3, 3.4.2, 3.4.1]</td>\n",
       "      <td>[3.4.11]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>0.997166</td>\n",
       "      <td>bitcoin/bitcoin</td>\n",
       "      <td>v0.15.0</td>\n",
       "      <td>[v0.14.0, v0.10.0, v0.13.0]</td>\n",
       "      <td>[v0.14.3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.055556</td>\n",
       "      <td>aria2/aria2</td>\n",
       "      <td>release-0.3.3</td>\n",
       "      <td>[release-0.2.1]</td>\n",
       "      <td>[release-0.3.2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>Wox-launcher/Wox</td>\n",
       "      <td>v1.0.0.219</td>\n",
       "      <td>[]</td>\n",
       "      <td>[v1.0.0.185]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>dotnet/efcore</td>\n",
       "      <td>1.0.1</td>\n",
       "      <td>[]</td>\n",
       "      <td>[1.0.0]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.966667</td>\n",
       "      <td>dotnet/efcore</td>\n",
       "      <td>rel/1.1.0</td>\n",
       "      <td>[rel/1.0.1, 1.0.1]</td>\n",
       "      <td>[1.0.6]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>dotnet/efcore</td>\n",
       "      <td>v2.1.10</td>\n",
       "      <td>[v2.2.1]</td>\n",
       "      <td>[v2.1.8]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>dotnet/efcore</td>\n",
       "      <td>v2.1.19</td>\n",
       "      <td>[v2.1.14]</td>\n",
       "      <td>[v2.1.18]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>0.462121</td>\n",
       "      <td>dotnet/efcore</td>\n",
       "      <td>2.2.0</td>\n",
       "      <td>[2.1.2, 2.1.4, 2.1.0, 2.1.3, 2.1.1]</td>\n",
       "      <td>[v2.1.22]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>dotnet/efcore</td>\n",
       "      <td>v2.2.1</td>\n",
       "      <td>[2.2.0]</td>\n",
       "      <td>[release/2.2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>dotnet/efcore</td>\n",
       "      <td>v3.0.1</td>\n",
       "      <td>[v3.0.0, release/2.2]</td>\n",
       "      <td>[release/3.0]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>jellyfin/jellyfin</td>\n",
       "      <td>v10.0.2</td>\n",
       "      <td>[]</td>\n",
       "      <td>[v10.0.1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.078431</td>\n",
       "      <td>cefsharp/CefSharp</td>\n",
       "      <td>v1.19.0</td>\n",
       "      <td>[v0.11]</td>\n",
       "      <td>[v0.12]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.113752</td>\n",
       "      <td>taosdata/TDengine</td>\n",
       "      <td>ver-1.6.5.9</td>\n",
       "      <td>[ver-1.6.5.6, ver-1.6.5.4]</td>\n",
       "      <td>[ver-1.6.5.8]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>taosdata/TDengine</td>\n",
       "      <td>ver-2.0.2.0</td>\n",
       "      <td>[ver-2.0.1.1, ver-2.0.1.0]</td>\n",
       "      <td>[ver-2.0.1.9]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>0.061776</td>\n",
       "      <td>taosdata/TDengine</td>\n",
       "      <td>ver-2.0.3.1</td>\n",
       "      <td>[ver-2.0.2.0, ver-2.0.3.0, ver-2.0.2.1, ver-2....</td>\n",
       "      <td>[ver-2.0.3.0]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>0.967742</td>\n",
       "      <td>nginx/nginx</td>\n",
       "      <td>release-1.1.0</td>\n",
       "      <td>[release-1.0.5]</td>\n",
       "      <td>[release-1.0.15]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>0.960000</td>\n",
       "      <td>nginx/nginx</td>\n",
       "      <td>release-1.3.0</td>\n",
       "      <td>[release-1.2.0]</td>\n",
       "      <td>[release-1.2.9]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>0.833333</td>\n",
       "      <td>nginx/nginx</td>\n",
       "      <td>release-1.5.0</td>\n",
       "      <td>[release-1.4.0]</td>\n",
       "      <td>[release-1.4.7]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.120879</td>\n",
       "      <td>discourse/discourse</td>\n",
       "      <td>v0.8.2</td>\n",
       "      <td>[v0.8.0, v0.8.1]</td>\n",
       "      <td>[v0.8.1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>v2ray/v2ray-core</td>\n",
       "      <td>v2.43</td>\n",
       "      <td>[v2.42]</td>\n",
       "      <td>[v2.42.1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>0.927711</td>\n",
       "      <td>prometheus/prometheus</td>\n",
       "      <td>v1.3.0</td>\n",
       "      <td>[v1.2.2, v1.2.1, v1.2.0]</td>\n",
       "      <td>[v1.2.3]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     range_recall                           project                name  \\\n",
       "84       0.981221                       nodejs/node              v0.5.0   \n",
       "118      0.914062                       nodejs/node              v0.7.0   \n",
       "160      0.897959                       nodejs/node              v0.9.0   \n",
       "222      0.921569                       nodejs/node             v0.11.0   \n",
       "258      0.743644                       nodejs/node              v1.0.0   \n",
       "282      0.962500                       nodejs/node              v2.0.0   \n",
       "45       0.137931                   webpack/webpack              v1.8.0   \n",
       "136      0.998808                   webpack/webpack              v4.0.0   \n",
       "163      0.190476             ant-design/ant-design               3.6.1   \n",
       "62       0.975000        ionic-team/ionic-framework              v4.2.0   \n",
       "64       0.975000        ionic-team/ionic-framework              v4.3.0   \n",
       "98       0.000000        ionic-team/ionic-framework              v5.0.0   \n",
       "58       0.000000                     facebook/jest              v5.0.3   \n",
       "174      0.989172                 vuetifyjs/vuetify              v2.0.0   \n",
       "16       0.949714       spring-projects/spring-boot      v1.2.0.RELEASE   \n",
       "25       0.987654       spring-projects/spring-boot      v1.3.0.RELEASE   \n",
       "34       0.998589       spring-projects/spring-boot      v1.4.0.RELEASE   \n",
       "42       0.996495       spring-projects/spring-boot      v1.5.0.RELEASE   \n",
       "65       0.988313       spring-projects/spring-boot      v2.0.0.RELEASE   \n",
       "75       0.972028       spring-projects/spring-boot      v2.1.0.RELEASE   \n",
       "93       0.990408       spring-projects/spring-boot      v2.2.0.RELEASE   \n",
       "104      0.989336       spring-projects/spring-boot      v2.3.0.RELEASE   \n",
       "2        0.000000  spring-projects/spring-framework      v3.0.1.RELEASE   \n",
       "130      0.999379  spring-projects/spring-framework      v5.2.0.RELEASE   \n",
       "49       0.216216                      apache/dubbo         dubbo-2.6.0   \n",
       "41       0.791667                       netty/netty   netty-3.7.0.Final   \n",
       "43       0.970588                       netty/netty   netty-3.8.0.Final   \n",
       "47       0.923077                       netty/netty   netty-3.9.0.Final   \n",
       "50       0.972222                       netty/netty   netty-3.9.2.Final   \n",
       "58       0.750000                       netty/netty  netty-3.10.0.Final   \n",
       "14       0.000000                  alibaba/fastjson              1.1.42   \n",
       "61       0.000000               ytdl-org/youtube-dl          2012.02.26   \n",
       "71       0.000000               ytdl-org/youtube-dl          2013.01.02   \n",
       "79       0.000000               ytdl-org/youtube-dl          2013.01.27   \n",
       "90       0.000000               ytdl-org/youtube-dl          2013.03.29   \n",
       "201      0.000000               ytdl-org/youtube-dl          2013.11.09   \n",
       "373      0.000000               ytdl-org/youtube-dl        2014.04.04.3   \n",
       "24       0.998336                     pallets/flask                 1.0   \n",
       "5        0.901627                     django/django                 1.1   \n",
       "10       0.969099                     django/django                 1.2   \n",
       "18       0.983492                     django/django                 1.3   \n",
       "2        0.000000                   ansible/ansible                0.01   \n",
       "51       0.631579                   laravel/laravel              v5.2.0   \n",
       "89       0.679245                   laravel/laravel              v6.0.0   \n",
       "12       0.992222                 laravel/framework              v4.1.0   \n",
       "44       0.880903                 laravel/framework              v4.2.0   \n",
       "67       0.964187                 laravel/framework              v5.0.0   \n",
       "150      0.983568                 laravel/framework              v5.2.0   \n",
       "196      0.966825                 laravel/framework                 5.3   \n",
       "229      0.982836                 laravel/framework              v5.4.0   \n",
       "266      0.989390                 laravel/framework              v5.5.0   \n",
       "317      0.995392                 laravel/framework              v5.6.0   \n",
       "358      0.979112                 laravel/framework              v5.7.0   \n",
       "427      0.956522                 laravel/framework              v6.0.0   \n",
       "101      0.949686                     guzzle/guzzle               6.0.0   \n",
       "43       0.952703                   Seldaek/monolog               2.0.0   \n",
       "173      0.994932         sebastianbergmann/phpunit               4.0.0   \n",
       "316      0.935065         sebastianbergmann/phpunit               5.4.0   \n",
       "342      0.839506         sebastianbergmann/phpunit               5.7.0   \n",
       "370      0.963158         sebastianbergmann/phpunit               6.0.0   \n",
       "506      0.936275         sebastianbergmann/phpunit               9.0.0   \n",
       "418      0.200000               WordPress/WordPress               5.0.5   \n",
       "64       0.023810                 electron/electron              v0.9.5   \n",
       "58       0.997389                     opencv/opencv               4.0.0   \n",
       "81       0.997166                   bitcoin/bitcoin             v0.15.0   \n",
       "7        0.055556                       aria2/aria2       release-0.3.3   \n",
       "1        0.000000                  Wox-launcher/Wox          v1.0.0.219   \n",
       "1        0.000000                     dotnet/efcore               1.0.1   \n",
       "8        0.966667                     dotnet/efcore           rel/1.1.0   \n",
       "25       0.000000                     dotnet/efcore             v2.1.10   \n",
       "33       0.000000                     dotnet/efcore             v2.1.19   \n",
       "37       0.462121                     dotnet/efcore               2.2.0   \n",
       "39       0.000000                     dotnet/efcore              v2.2.1   \n",
       "48       0.000000                     dotnet/efcore              v3.0.1   \n",
       "2        0.000000                 jellyfin/jellyfin             v10.0.2   \n",
       "7        0.078431                 cefsharp/CefSharp             v1.19.0   \n",
       "18       0.113752                 taosdata/TDengine         ver-1.6.5.9   \n",
       "29       0.000000                 taosdata/TDengine         ver-2.0.2.0   \n",
       "33       0.061776                 taosdata/TDengine         ver-2.0.3.1   \n",
       "359      0.967742                       nginx/nginx       release-1.1.0   \n",
       "388      0.960000                       nginx/nginx       release-1.3.0   \n",
       "413      0.833333                       nginx/nginx       release-1.5.0   \n",
       "2        0.120879               discourse/discourse              v0.8.2   \n",
       "190      0.000000                  v2ray/v2ray-core               v2.43   \n",
       "43       0.927711             prometheus/prometheus              v1.3.0   \n",
       "\n",
       "                                         base_releases    range_base_releases  \n",
       "84   [v0.4.4, v0.4.8, v0.4.6, v0.4.2, v0.4.1, v0.4....              [v0.4.12]  \n",
       "118           [v0.6.2, v0.6.5, v0.6.3, v0.6.7, v0.6.6]              [v0.6.21]  \n",
       "160                   [v0.8.1, v0.8.0, v0.8.2, v0.8.3]              [v0.8.28]  \n",
       "222                        [v0.10.1, v0.10.2, v0.10.0]             [v0.10.48]  \n",
       "258                                         [v0.11.14]             [v0.12.18]  \n",
       "282                                           [v1.8.1]               [v1.8.4]  \n",
       "45                                            [v1.7.3]               [v1.7.4]  \n",
       "136  [v3.0.0, v3.10.0, v3.9.0, v3.7.0, v3.8.0, v3.5...              [v3.12.0]  \n",
       "163                              [3.5.4, 3.5.2, 3.5.1]                [3.6.0]  \n",
       "62                                            [v4.1.2]               [v4.1.3]  \n",
       "64                                            [v4.2.0]               [v4.2.1]  \n",
       "98                                          [v4.11.10]             [v4.11.11]  \n",
       "58                                            [v0.5.2]              [v0.10.0]  \n",
       "174  [v1.4.1, v1.5.15, v1.5.11, v1.5.13, v1.5.9, v1...              [v1.5.24]  \n",
       "16   [v1.1.5.RELEASE, v1.1.8.RELEASE, v1.1.6.RELEAS...      [v1.1.12.RELEASE]  \n",
       "25   [v1.1.0.RELEASE, v1.2.4.RELEASE, v1.2.6.RELEAS...       [v1.2.8.RELEASE]  \n",
       "34   [v1.3.7.RELEASE, v1.3.5.RELEASE, v1.3.3.RELEAS...       [v1.3.8.RELEASE]  \n",
       "42   [v1.4.4.RELEASE, v1.4.3.RELEASE, v1.4.2.RELEAS...       [v1.4.7.RELEASE]  \n",
       "65   [v1.5.9.RELEASE, v1.5.1.RELEASE, v1.5.7.RELEAS...      [v1.5.22.RELEASE]  \n",
       "75   [v2.0.5.RELEASE, v2.0.3.RELEASE, v2.0.6.RELEAS...       [v2.0.9.RELEASE]  \n",
       "93   [v2.1.8.RELEASE, v2.1.4.RELEASE, v2.1.6.RELEAS...      [v2.1.17.RELEASE]  \n",
       "104  [v2.1.14.RELEASE, v2.2.6.RELEASE, v2.2.4.RELEA...      [v2.2.10.RELEASE]  \n",
       "2                                     [v3.0.0.RELEASE]     [v3.0.1.RELEASE.A]  \n",
       "130  [v5.1.6.RELEASE, v5.1.8.RELEASE, v5.1.5.RELEAS...      [v5.1.17.RELEASE]  \n",
       "49                                       [dubbo-2.5.8]         [dubbo-2.5.10]  \n",
       "41                                 [netty-3.6.6.Final]   [netty-3.6.10.Final]  \n",
       "43                                 [netty-3.7.0.Final]    [netty-3.7.1.Final]  \n",
       "47                                 [netty-3.8.0.Final]    [netty-3.8.3.Final]  \n",
       "50                                 [netty-3.9.1.Final]  [netty-3.9.1.1.Final]  \n",
       "58                                 [netty-3.9.6.Final]    [netty-3.9.9.Final]  \n",
       "14                                    [1.1.33, 1.1.36]               [1.1.37]  \n",
       "61                                        [2012.01.08]           [2012.02.22]  \n",
       "71                                        [2012.12.11]           [2012.12.99]  \n",
       "79                                        [2013.01.13]         [2013.01.17.1]  \n",
       "90                            [2013.02.25, 2012.02.22]         [2013.03.24.2]  \n",
       "201                                       [2013.09.10]           [2013.11.07]  \n",
       "373                                     [2014.04.04.1]         [2014.04.04.2]  \n",
       "24                [0.12.2, 0.12, 0.11, 0.12.3, 0.12.1]               [0.12.5]  \n",
       "5                                                [1.0]                [1.0.4]  \n",
       "10                                               [1.1]                [1.1.4]  \n",
       "18                                             [1.2.1]                [1.2.7]  \n",
       "2                                                   []                [0.0.2]  \n",
       "51                                   [v5.1.3, v5.1.11]              [v5.1.33]  \n",
       "89                  [v5.8.3, v5.8.17, v5.8.16, v5.8.0]              [v5.8.35]  \n",
       "12   [v4.0.8, v4.0.6, v4.0.10, v4.0.4, v4.0.2, v4.0...              [v4.0.11]  \n",
       "44   [v4.1.0, v4.1.24, v4.1.17, v4.1.4, v4.1.1, v4....              [v4.1.31]  \n",
       "67   [v4.2.3, v4.2.16, v4.1.0, v4.2.2, v4.2.14, v4....              [v4.2.22]  \n",
       "150  [v5.1.26, v5.1.8, v5.1.11, v5.1.27, v5.1.2, v5...              [v5.1.46]  \n",
       "196  [v5.2.21, v5.2.37, v5.2.14, v5.2.5, v5.2.22, v...              [v5.2.45]  \n",
       "229  [v5.3.19, v5.3.11, v5.3.27, v5.3.2, v5.3.7, v5...              [v5.3.31]  \n",
       "266  [v5.4.28, v5.4.20, v5.4.13, v5.4.29, v5.4.21, ...              [v5.4.36]  \n",
       "317  [v5.5.32, v5.5.1, v5.5.25, v5.5.33, v5.5.10, v...              [v5.5.50]  \n",
       "358  [v5.6.25, v5.6.18, v5.6.10, v5.6.26, v5.6.5, v...              [v5.6.40]  \n",
       "427  [v5.8.14, v5.8.22, v5.8.15, v5.8.30, v5.8.23, ...              [v5.8.38]  \n",
       "101                                            [5.3.0]                [5.3.4]  \n",
       "43   [1.20.0, 1.24.0, 1.18.2, 1.18.0, 1.22.1, 1.21....               [1.25.5]  \n",
       "173  [3.7.1, 3.7.25, 3.7.6, 3.7.18, 3.7.10, 3.5.14,...               [3.7.38]  \n",
       "316  [5.2.0, 5.3.4, 5.3.0, 5.3.2, 5.1.0, 4.8.26, 5....                [5.3.5]  \n",
       "342  [5.6.6, 5.6.4, 5.6.2, 5.6.0, 5.6.7, 5.6.5, 5.6...                [5.6.8]  \n",
       "370  [5.7.8, 5.7.1, 5.7.6, 5.7.4, 5.7.2, 5.6.0, 5.7...               [5.7.27]  \n",
       "506                      [8.5.0, 7.5.20, 8.5.2, 8.5.1]                [8.5.8]  \n",
       "418                                            [5.0.3]                [5.0.4]  \n",
       "64                                    [v0.8.7, v0.8.6]               [v0.9.3]  \n",
       "58                        [3.4.4, 3.4.3, 3.4.2, 3.4.1]               [3.4.11]  \n",
       "81                         [v0.14.0, v0.10.0, v0.13.0]              [v0.14.3]  \n",
       "7                                      [release-0.2.1]        [release-0.3.2]  \n",
       "1                                                   []           [v1.0.0.185]  \n",
       "1                                                   []                [1.0.0]  \n",
       "8                                   [rel/1.0.1, 1.0.1]                [1.0.6]  \n",
       "25                                            [v2.2.1]               [v2.1.8]  \n",
       "33                                           [v2.1.14]              [v2.1.18]  \n",
       "37                 [2.1.2, 2.1.4, 2.1.0, 2.1.3, 2.1.1]              [v2.1.22]  \n",
       "39                                             [2.2.0]          [release/2.2]  \n",
       "48                               [v3.0.0, release/2.2]          [release/3.0]  \n",
       "2                                                   []              [v10.0.1]  \n",
       "7                                              [v0.11]                [v0.12]  \n",
       "18                          [ver-1.6.5.6, ver-1.6.5.4]          [ver-1.6.5.8]  \n",
       "29                          [ver-2.0.1.1, ver-2.0.1.0]          [ver-2.0.1.9]  \n",
       "33   [ver-2.0.2.0, ver-2.0.3.0, ver-2.0.2.1, ver-2....          [ver-2.0.3.0]  \n",
       "359                                    [release-1.0.5]       [release-1.0.15]  \n",
       "388                                    [release-1.2.0]        [release-1.2.9]  \n",
       "413                                    [release-1.4.0]        [release-1.4.7]  \n",
       "2                                     [v0.8.0, v0.8.1]               [v0.8.1]  \n",
       "190                                            [v2.42]              [v2.42.1]  \n",
       "43                            [v1.2.2, v1.2.1, v1.2.0]               [v1.2.3]  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "releases[releases.range_recall < 1][['range_recall', 'project', 'name', 'base_releases', 'range_base_releases']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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