Data analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9ac0e55e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "33ee8e52",
   "metadata": {},
   "outputs": [],
   "source": [
    "folder_with_results = \"../kjd-tmp/output.8-15/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c4a240bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "file_name = folder_with_results + \"out1/CVE-1999-0731/results.fixed.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ce608910",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv(file_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "db3976da",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "74e36bdb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>project</th>\n",
       "      <th>first bad blob commit</th>\n",
       "      <th>first bad commit time</th>\n",
       "      <th>formatted time</th>\n",
       "      <th>num commits</th>\n",
       "      <th>CVE</th>\n",
       "      <th>from_file</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Broadcom_stblinux-2.6.18</td>\n",
       "      <td>fa7fc3b9cc81eb1a186189157aa10dcf0936fc50</td>\n",
       "      <td>1171670293</td>\n",
       "      <td>2007-02-16:18:58:13</td>\n",
       "      <td>30</td>\n",
       "      <td>CVE-2006-5331</td>\n",
       "      <td>../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>gitlab.com_untangle.com_ngfw_kernels</td>\n",
       "      <td>fe8eb448622e700a643828ca197b7235552963e4</td>\n",
       "      <td>1273159376</td>\n",
       "      <td>2010-05-06:11:22:56</td>\n",
       "      <td>unknown (gitlab)</td>\n",
       "      <td>CVE-2006-5331</td>\n",
       "      <td>../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>791254467_u8500_kernel</td>\n",
       "      <td>3f8d98ce83e231ac462e865f06f8a3e75cd06a90</td>\n",
       "      <td>1388656090.0</td>\n",
       "      <td>2014-01-02:04:48:10</td>\n",
       "      <td>169</td>\n",
       "      <td>CVE-2012-6544</td>\n",
       "      <td>../kjd-tmp/output.8-15/out2/CVE-2012-6544/resu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>7zrcn_hwp6s-kernel</td>\n",
       "      <td>3f299fba0b32e919d7bc116c25bf86e926c67d4b</td>\n",
       "      <td>1425052154.0</td>\n",
       "      <td>2015-02-27:10:49:14</td>\n",
       "      <td>1484</td>\n",
       "      <td>CVE-2012-6544</td>\n",
       "      <td>../kjd-tmp/output.8-15/out2/CVE-2012-6544/resu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>Abhinav1997_kernel-diff</td>\n",
       "      <td>1a7a30143d8b5658436d2cfe0b32ae84a53ea0f6</td>\n",
       "      <td>1399582779.0</td>\n",
       "      <td>2014-05-08:16:59:39</td>\n",
       "      <td>19</td>\n",
       "      <td>CVE-2012-6544</td>\n",
       "      <td>../kjd-tmp/output.8-15/out2/CVE-2012-6544/resu...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>940</th>\n",
       "      <td>58</td>\n",
       "      <td>n0thing2speak_macos</td>\n",
       "      <td>46f313a4a89f2118c03c2c96deb7e99ea7a43c5f</td>\n",
       "      <td>985392000.0</td>\n",
       "      <td>2001-03-23:19:00:00</td>\n",
       "      <td>107</td>\n",
       "      <td>CVE-2021-28041</td>\n",
       "      <td>../kjd-tmp/output.8-15/out16/CVE-2021-28041/re...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>941</th>\n",
       "      <td>59</td>\n",
       "      <td>pexip_os-openssh</td>\n",
       "      <td>be8cc99f2cd92fdc8add27ba516a98a8c8df9342</td>\n",
       "      <td>1387933976.0</td>\n",
       "      <td>2013-12-24:20:12:56</td>\n",
       "      <td>112</td>\n",
       "      <td>CVE-2021-28041</td>\n",
       "      <td>../kjd-tmp/output.8-15/out16/CVE-2021-28041/re...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>942</th>\n",
       "      <td>60</td>\n",
       "      <td>tizenorg_platform.upstream.openssh</td>\n",
       "      <td>a6bbcaaac6f8ad258bc174c3e5c5c18f617921b0</td>\n",
       "      <td>1352152557.0</td>\n",
       "      <td>2012-11-05:16:55:57</td>\n",
       "      <td>39</td>\n",
       "      <td>CVE-2021-28041</td>\n",
       "      <td>../kjd-tmp/output.8-15/out16/CVE-2021-28041/re...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>943</th>\n",
       "      <td>61</td>\n",
       "      <td>unofficial-opensource-apple_OpenSSH</td>\n",
       "      <td>0d184af8bddc7fecfc53ede22593e705bcb61c40</td>\n",
       "      <td>1233864770.0</td>\n",
       "      <td>2009-02-05:15:12:50</td>\n",
       "      <td>25</td>\n",
       "      <td>CVE-2021-28041</td>\n",
       "      <td>../kjd-tmp/output.8-15/out16/CVE-2021-28041/re...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>944</th>\n",
       "      <td>0</td>\n",
       "      <td>serghey-rodin_vesta</td>\n",
       "      <td>067a2c862a10057d478420395cc84227d4d9b0df</td>\n",
       "      <td>1432854475</td>\n",
       "      <td>2015-05-28:19:07:55</td>\n",
       "      <td>5123</td>\n",
       "      <td>CVE-2021-28379</td>\n",
       "      <td>../kjd-tmp/output.8-15/out16/CVE-2021-28379/re...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>945 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index                               project  \\\n",
       "0        0              Broadcom_stblinux-2.6.18   \n",
       "1        1  gitlab.com_untangle.com_ngfw_kernels   \n",
       "2        0                791254467_u8500_kernel   \n",
       "3        1                    7zrcn_hwp6s-kernel   \n",
       "4        2               Abhinav1997_kernel-diff   \n",
       "..     ...                                   ...   \n",
       "940     58                   n0thing2speak_macos   \n",
       "941     59                      pexip_os-openssh   \n",
       "942     60    tizenorg_platform.upstream.openssh   \n",
       "943     61   unofficial-opensource-apple_OpenSSH   \n",
       "944      0                   serghey-rodin_vesta   \n",
       "\n",
       "                        first bad blob commit first bad commit time  \\\n",
       "0    fa7fc3b9cc81eb1a186189157aa10dcf0936fc50            1171670293   \n",
       "1    fe8eb448622e700a643828ca197b7235552963e4            1273159376   \n",
       "2    3f8d98ce83e231ac462e865f06f8a3e75cd06a90          1388656090.0   \n",
       "3    3f299fba0b32e919d7bc116c25bf86e926c67d4b          1425052154.0   \n",
       "4    1a7a30143d8b5658436d2cfe0b32ae84a53ea0f6          1399582779.0   \n",
       "..                                        ...                   ...   \n",
       "940  46f313a4a89f2118c03c2c96deb7e99ea7a43c5f           985392000.0   \n",
       "941  be8cc99f2cd92fdc8add27ba516a98a8c8df9342          1387933976.0   \n",
       "942  a6bbcaaac6f8ad258bc174c3e5c5c18f617921b0          1352152557.0   \n",
       "943  0d184af8bddc7fecfc53ede22593e705bcb61c40          1233864770.0   \n",
       "944  067a2c862a10057d478420395cc84227d4d9b0df            1432854475   \n",
       "\n",
       "          formatted time       num commits             CVE  \\\n",
       "0    2007-02-16:18:58:13                30   CVE-2006-5331   \n",
       "1    2010-05-06:11:22:56  unknown (gitlab)   CVE-2006-5331   \n",
       "2    2014-01-02:04:48:10               169   CVE-2012-6544   \n",
       "3    2015-02-27:10:49:14              1484   CVE-2012-6544   \n",
       "4    2014-05-08:16:59:39                19   CVE-2012-6544   \n",
       "..                   ...               ...             ...   \n",
       "940  2001-03-23:19:00:00               107  CVE-2021-28041   \n",
       "941  2013-12-24:20:12:56               112  CVE-2021-28041   \n",
       "942  2012-11-05:16:55:57                39  CVE-2021-28041   \n",
       "943  2009-02-05:15:12:50                25  CVE-2021-28041   \n",
       "944  2015-05-28:19:07:55              5123  CVE-2021-28379   \n",
       "\n",
       "                                             from_file  \n",
       "0    ../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu...  \n",
       "1    ../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu...  \n",
       "2    ../kjd-tmp/output.8-15/out2/CVE-2012-6544/resu...  \n",
       "3    ../kjd-tmp/output.8-15/out2/CVE-2012-6544/resu...  \n",
       "4    ../kjd-tmp/output.8-15/out2/CVE-2012-6544/resu...  \n",
       "..                                                 ...  \n",
       "940  ../kjd-tmp/output.8-15/out16/CVE-2021-28041/re...  \n",
       "941  ../kjd-tmp/output.8-15/out16/CVE-2021-28041/re...  \n",
       "942  ../kjd-tmp/output.8-15/out16/CVE-2021-28041/re...  \n",
       "943  ../kjd-tmp/output.8-15/out16/CVE-2021-28041/re...  \n",
       "944  ../kjd-tmp/output.8-15/out16/CVE-2021-28379/re...  \n",
       "\n",
       "[945 rows x 8 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "df_notfixed = pd.DataFrame()\n",
    "df_fixed = pd.DataFrame()\n",
    "df_unknown = pd.DataFrame()\n",
    "\n",
    "notfixed_file = \"/results.notfixed.csv\"\n",
    "fixed_file = \"/results.fixed.csv\"\n",
    "unknown_file = \"/results.unknown.csv\"\n",
    "\n",
    "for i in range(1,17):\n",
    "    subfolder = folder_with_results + \"out\" + str(i) + \"/\"\n",
    "    for f in os.scandir(subfolder):\n",
    "        if \"CVE\" in f.name:\n",
    "        \n",
    "            temp_notfixed_file = subfolder + f.name + notfixed_file\n",
    "            if (os.path.isfile(temp_notfixed_file)):\n",
    "                df_temp_notfixed = pd.read_csv(temp_notfixed_file, skipinitialspace=True)\n",
    "                df_temp_notfixed['CVE'] = f.name\n",
    "                df_temp_notfixed['from_file'] = temp_notfixed_file\n",
    "                df_notfixed = pd.concat([df_notfixed, df_temp_notfixed])\n",
    "            \n",
    "            temp_fixed_file = subfolder + f.name + fixed_file\n",
    "            if (os.path.isfile(temp_fixed_file)):\n",
    "                df_temp_fixed = pd.read_csv(temp_fixed_file, skipinitialspace=True)\n",
    "                df_temp_fixed['CVE'] = f.name\n",
    "                df_temp_fixed['from_file'] = temp_fixed_file\n",
    "                df_fixed = pd.concat([df_fixed, df_temp_fixed])\n",
    "            \n",
    "            temp_unknown_file = subfolder + f.name + unknown_file\n",
    "            if (os.path.isfile(temp_unknown_file)):\n",
    "                df_temp_unknown = pd.read_csv(temp_unknown_file, skipinitialspace=True)\n",
    "                df_temp_unknown['CVE'] = f.name\n",
    "                df_temp_unknown['from_file'] = temp_unknown_file\n",
    "                df_unknown = pd.concat([df_unknown, df_temp_unknown])\n",
    "        \n",
    "df_notfixed.reset_index()\n",
    "df_fixed.reset_index()\n",
    "df_unknown.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c1225dc6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "../kjd-tmp/output.8-15/out1/CVE-2006-5331/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2006-5331/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2006-5331/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2006-5331/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2006-5331/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2006-5331/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2006-5331/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2006-5331/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2006-5331/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2006-5331/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2006-5331/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2006-5331/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2006-5331/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2006-5331/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2006-5331/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2007-6761/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2007-6761/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2007-6761/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2007-6761/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2007-6761/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2007-6762/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2007-6762/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2007-6762/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2007-6762/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2007-6762/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2007-6762/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2007-6762/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2007-6762/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2007-6762/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2007-6762/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2007-6762/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2007-6762/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2007-6762/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2007-6762/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2002-2443/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2002-2443/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2002-2443/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out1/CVE-2002-2443/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7022/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7022/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7022/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7022/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7022/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7022/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7022/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7020/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7020/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7020/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7020/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7020/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7020/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7020/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7020/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7020/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7020/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7020/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7020/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7020/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7020/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7020/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7020/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7020/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7018/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7018/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7018/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out3/CVE-2013-7018/results.fixed.csv\n",
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      "../kjd-tmp/output.8-15/out3/CVE-2013-7018/results.fixed.csv\n",
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      "../kjd-tmp/output.8-15/out15/CVE-2020-28941/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out15/CVE-2020-28954/results.fixed.csv\n",
      "../kjd-tmp/output.8-15/out16/CVE-2021-28041/results.fixed.csv\n"
     ]
    }
   ],
   "source": [
    "for value in df_fixed['from_file']:\n",
    "    print(value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "51e9ff0c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['time_diff', 'project', 'first good blob commit',\n",
       "       'first good commit time', 'first bad blob commit',\n",
       "       'first bad commit time', 'cve publication date', 'num commits', 'CVE',\n",
       "       'from_file', 'fix_time', 'intro_time', 'cve_time', 'diff_fix_intro'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_fixed.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "03ca291c",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_fixed['fix_time'] = pd.to_datetime(df_fixed[\"first good commit time\"], format=\"%Y-%m-%d:%H:%M:%S\")\n",
    "df_fixed['intro_time'] = pd.to_datetime(df_fixed[\"first bad commit time\"], format=\"%Y-%m-%d:%H:%M:%S\")\n",
    "df_fixed['cve_time'] = pd.to_datetime(df_fixed[\"cve publication date\"], format=\"%Y-%m-%d_%H:%M:%S\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "60baff9e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_fixed['diff_fix_intro'] = (df_fixed['fix_time'] - df_fixed['intro_time']).dt.days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "261bab76",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0   2017-10-29 02:29:00\n",
       "1   2017-10-29 02:29:00\n",
       "2   2017-10-29 02:29:00\n",
       "3   2017-10-29 02:29:00\n",
       "4   2017-10-29 02:29:00\n",
       "            ...        \n",
       "7   2020-11-19 14:15:00\n",
       "8   2020-11-19 14:15:00\n",
       "9   2020-11-19 14:15:00\n",
       "0   2020-11-19 17:15:00\n",
       "0   2021-03-05 16:15:00\n",
       "Name: cve_time, Length: 506, dtype: datetime64[ns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_fixed['cve_time']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "8aef22db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      0 days 00:00:00\n",
       "1    320 days 23:52:12\n",
       "2    384 days 23:49:09\n",
       "3    384 days 23:49:09\n",
       "4      0 days 00:12:44\n",
       "           ...        \n",
       "7    157 days 13:48:10\n",
       "8    149 days 23:33:44\n",
       "9      0 days 00:20:08\n",
       "0      0 days 00:18:38\n",
       "0   7784 days 00:20:58\n",
       "Name: diff_fix_intro, Length: 506, dtype: timedelta64[ns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_fixed['diff_fix_intro']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a29ce231",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/lib/python3.10/site-packages/pandas/plotting/_matplotlib/core.py:1114: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
      "  scatter = ax.scatter(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='cve_time', ylabel='diff_fix_intro'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib\n",
    "\n",
    "df_fixed.plot(kind='scatter', x='cve_time', y='diff_fix_intro')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "8e6e07b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='intro_time', ylabel='diff_fix_intro'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_fixed.plot(kind='scatter', x='intro_time', y='diff_fix_intro')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "fa6d61a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='fix_time', ylabel='diff_fix_intro'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_fixed.plot(kind='scatter', x='fix_time', y='diff_fix_intro')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "4865c1b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='intro_time', ylabel='fix_time'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_fixed.plot(kind='scatter', x='intro_time', y='fix_time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5b1b8907",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time_diff</th>\n",
       "      <th>project</th>\n",
       "      <th>first good blob commit</th>\n",
       "      <th>first good commit time</th>\n",
       "      <th>first bad blob commit</th>\n",
       "      <th>first bad commit time</th>\n",
       "      <th>cve publication date</th>\n",
       "      <th>num commits</th>\n",
       "      <th>CVE</th>\n",
       "      <th>from_file</th>\n",
       "      <th>fix_time</th>\n",
       "      <th>intro_time</th>\n",
       "      <th>cve_time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-17 years and 43 days</td>\n",
       "      <td>broftkd_linux-history-repo</td>\n",
       "      <td>025cc935ee23e9eb632f8b964811907d730841a7</td>\n",
       "      <td>2000-05-23:20:15:00</td>\n",
       "      <td>03378c0fd8095db80b02d351f2ddfc01ff547261</td>\n",
       "      <td>2000-05-23:20:15:00</td>\n",
       "      <td>2017-10-29_02:29:00</td>\n",
       "      <td>179968</td>\n",
       "      <td>CVE-2006-5331</td>\n",
       "      <td>../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu...</td>\n",
       "      <td>2000-05-23 20:15:00</td>\n",
       "      <td>2000-05-23 20:15:00</td>\n",
       "      <td>2017-10-29 02:29:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-10 years and 91 days</td>\n",
       "      <td>git.kernel.org_pub_scm_linux_kernel_git_ralf_l...</td>\n",
       "      <td>3de5789e2efe2906867921a12f376dd645389561</td>\n",
       "      <td>2006-12-01:17:57:34</td>\n",
       "      <td>1bdaf50ba1e9a7c9991e3fdb92c3fca63b776178</td>\n",
       "      <td>2006-01-14:18:05:22</td>\n",
       "      <td>2017-10-29_02:29:00</td>\n",
       "      <td>unknown (git.kernel)</td>\n",
       "      <td>CVE-2006-5331</td>\n",
       "      <td>../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu...</td>\n",
       "      <td>2006-12-01 17:57:34</td>\n",
       "      <td>2006-01-14 18:05:22</td>\n",
       "      <td>2017-10-29 02:29:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-11 years and 04 days</td>\n",
       "      <td>illacceptanything_illacceptanything</td>\n",
       "      <td>6c4841c2b6c32a134f9f36e5e08857138cc12b10</td>\n",
       "      <td>2006-10-16:01:53:30</td>\n",
       "      <td>14cf11af6cf608eb8c23e989ddb17a715ddce109</td>\n",
       "      <td>2005-09-26:02:04:21</td>\n",
       "      <td>2017-10-29_02:29:00</td>\n",
       "      <td>140501</td>\n",
       "      <td>CVE-2006-5331</td>\n",
       "      <td>../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu...</td>\n",
       "      <td>2006-10-16 01:53:30</td>\n",
       "      <td>2005-09-26 02:04:21</td>\n",
       "      <td>2017-10-29 02:29:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-11 years and 04 days</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>09893fc4f22f2db953dbfb5149ea437781cabca0</td>\n",
       "      <td>2006-10-16:01:53:30</td>\n",
       "      <td>14cf11af6cf608eb8c23e989ddb17a715ddce109</td>\n",
       "      <td>2005-09-26:02:04:21</td>\n",
       "      <td>2017-10-29_02:29:00</td>\n",
       "      <td>499042</td>\n",
       "      <td>CVE-2006-5331</td>\n",
       "      <td>../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu...</td>\n",
       "      <td>2006-10-16 01:53:30</td>\n",
       "      <td>2005-09-26 02:04:21</td>\n",
       "      <td>2017-10-29 02:29:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-3 years and 06 days</td>\n",
       "      <td>jikk_kernel</td>\n",
       "      <td>68ccdc7062ba923d2975134cfa9c68a22aab3331</td>\n",
       "      <td>2014-10-06:13:58:15</td>\n",
       "      <td>b2b3651fc99445bcb1703c73f98d25454527ba2a</td>\n",
       "      <td>2014-10-06:13:45:31</td>\n",
       "      <td>2017-10-29_02:29:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CVE-2006-5331</td>\n",
       "      <td>../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu...</td>\n",
       "      <td>2014-10-06 13:58:15</td>\n",
       "      <td>2014-10-06 13:45:31</td>\n",
       "      <td>2017-10-29 02:29:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               time_diff                                            project  \\\n",
       "0  -17 years and 43 days                         broftkd_linux-history-repo   \n",
       "1  -10 years and 91 days  git.kernel.org_pub_scm_linux_kernel_git_ralf_l...   \n",
       "2  -11 years and 04 days                illacceptanything_illacceptanything   \n",
       "3  -11 years and 04 days                          Jackeagle_kernel_msm-3.18   \n",
       "4   -3 years and 06 days                                        jikk_kernel   \n",
       "\n",
       "                     first good blob commit first good commit time  \\\n",
       "0  025cc935ee23e9eb632f8b964811907d730841a7    2000-05-23:20:15:00   \n",
       "1  3de5789e2efe2906867921a12f376dd645389561    2006-12-01:17:57:34   \n",
       "2  6c4841c2b6c32a134f9f36e5e08857138cc12b10    2006-10-16:01:53:30   \n",
       "3  09893fc4f22f2db953dbfb5149ea437781cabca0    2006-10-16:01:53:30   \n",
       "4  68ccdc7062ba923d2975134cfa9c68a22aab3331    2014-10-06:13:58:15   \n",
       "\n",
       "                      first bad blob commit first bad commit time  \\\n",
       "0  03378c0fd8095db80b02d351f2ddfc01ff547261   2000-05-23:20:15:00   \n",
       "1  1bdaf50ba1e9a7c9991e3fdb92c3fca63b776178   2006-01-14:18:05:22   \n",
       "2  14cf11af6cf608eb8c23e989ddb17a715ddce109   2005-09-26:02:04:21   \n",
       "3  14cf11af6cf608eb8c23e989ddb17a715ddce109   2005-09-26:02:04:21   \n",
       "4  b2b3651fc99445bcb1703c73f98d25454527ba2a   2014-10-06:13:45:31   \n",
       "\n",
       "  cve publication date           num commits            CVE  \\\n",
       "0  2017-10-29_02:29:00                179968  CVE-2006-5331   \n",
       "1  2017-10-29_02:29:00  unknown (git.kernel)  CVE-2006-5331   \n",
       "2  2017-10-29_02:29:00                140501  CVE-2006-5331   \n",
       "3  2017-10-29_02:29:00                499042  CVE-2006-5331   \n",
       "4  2017-10-29_02:29:00                   NaN  CVE-2006-5331   \n",
       "\n",
       "                                           from_file            fix_time  \\\n",
       "0  ../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu... 2000-05-23 20:15:00   \n",
       "1  ../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu... 2006-12-01 17:57:34   \n",
       "2  ../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu... 2006-10-16 01:53:30   \n",
       "3  ../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu... 2006-10-16 01:53:30   \n",
       "4  ../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu... 2014-10-06 13:58:15   \n",
       "\n",
       "           intro_time            cve_time  \n",
       "0 2000-05-23 20:15:00 2017-10-29 02:29:00  \n",
       "1 2006-01-14 18:05:22 2017-10-29 02:29:00  \n",
       "2 2005-09-26 02:04:21 2017-10-29 02:29:00  \n",
       "3 2005-09-26 02:04:21 2017-10-29 02:29:00  \n",
       "4 2014-10-06 13:45:31 2017-10-29 02:29:00  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_fixed.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "720f8705",
   "metadata": {},
   "source": [
    "# RQs\n",
    "\n",
    "* RQ1: How prevalent are cloned files with vulnerabilities?\n",
    "* RQ2: What percentage of cloned vulnerabilities are fixed?\n",
    "* RQ3: How long does it take to fix a cloned vulnerability?\n",
    "* RQ4: What are the characteristics of projects that have cloned vulnerabilities? Popularity, etc.\n",
    "* RQ5: What are the characteristics of projects that fix cloned vulnerabilities?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1750885e",
   "metadata": {},
   "source": [
    " ## RQ1 How prevalent are cloned files with vulnerabilities?\n",
    " \n",
    " * how many vulnerabilities did we look at in total? = number of vulnerabilities in filtered CVEFixes dataset\n",
    " * how many vulnerabilities have been cloned to other projects? To how many other projects in total? \n",
    " * should we compare this to the total number of projects? Is there such a number? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e48c454b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>project</th>\n",
       "      <th>first bad blob commit</th>\n",
       "      <th>first bad commit time</th>\n",
       "      <th>formatted time</th>\n",
       "      <th>num commits</th>\n",
       "      <th>CVE</th>\n",
       "      <th>from_file</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1x23_unifi-gpl</td>\n",
       "      <td>c7ab6af32725c2c553d6a6197b3dd0711d5a474f</td>\n",
       "      <td>1350416097</td>\n",
       "      <td>2012-10-16:15:34:57</td>\n",
       "      <td>1.0</td>\n",
       "      <td>CVE-2006-5331</td>\n",
       "      <td>../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>anxianghun_dtmesh-project-ar7161</td>\n",
       "      <td>1191e83e30ffc38efe4a90a2ad6850e516bb485d</td>\n",
       "      <td>1309756355</td>\n",
       "      <td>2011-07-04:01:12:35</td>\n",
       "      <td>89.0</td>\n",
       "      <td>CVE-2006-5331</td>\n",
       "      <td>../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ArtBern_A110Syabas</td>\n",
       "      <td>132c1813a48d27f78008109c08eeb7d0e4571831</td>\n",
       "      <td>1513259550</td>\n",
       "      <td>2017-12-14:08:52:30</td>\n",
       "      <td>40.0</td>\n",
       "      <td>CVE-2006-5331</td>\n",
       "      <td>../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>BackupTheBerlios_arp2-svn</td>\n",
       "      <td>cfca66a3875c503150615c7d7aab827c38892c1f</td>\n",
       "      <td>1143977423</td>\n",
       "      <td>2006-04-02:07:30:23</td>\n",
       "      <td>2535.0</td>\n",
       "      <td>CVE-2006-5331</td>\n",
       "      <td>../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BoBoLin_Tetris-Battle-on-PXA270</td>\n",
       "      <td>ec1d8fbc5ee0146e5334f45494680f4954bf60e5</td>\n",
       "      <td>1498192170</td>\n",
       "      <td>2017-06-23:00:29:30</td>\n",
       "      <td>32.0</td>\n",
       "      <td>CVE-2006-5331</td>\n",
       "      <td>../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            project                     first bad blob commit  \\\n",
       "0                    1x23_unifi-gpl  c7ab6af32725c2c553d6a6197b3dd0711d5a474f   \n",
       "1  anxianghun_dtmesh-project-ar7161  1191e83e30ffc38efe4a90a2ad6850e516bb485d   \n",
       "2                ArtBern_A110Syabas  132c1813a48d27f78008109c08eeb7d0e4571831   \n",
       "3         BackupTheBerlios_arp2-svn  cfca66a3875c503150615c7d7aab827c38892c1f   \n",
       "4   BoBoLin_Tetris-Battle-on-PXA270  ec1d8fbc5ee0146e5334f45494680f4954bf60e5   \n",
       "\n",
       "  first bad commit time       formatted time  num commits            CVE  \\\n",
       "0            1350416097  2012-10-16:15:34:57          1.0  CVE-2006-5331   \n",
       "1            1309756355  2011-07-04:01:12:35         89.0  CVE-2006-5331   \n",
       "2            1513259550  2017-12-14:08:52:30         40.0  CVE-2006-5331   \n",
       "3            1143977423  2006-04-02:07:30:23       2535.0  CVE-2006-5331   \n",
       "4            1498192170  2017-06-23:00:29:30         32.0  CVE-2006-5331   \n",
       "\n",
       "                                           from_file  \n",
       "0  ../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu...  \n",
       "1  ../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu...  \n",
       "2  ../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu...  \n",
       "3  ../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu...  \n",
       "4  ../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu...  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_notfixed.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a04884de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>project</th>\n",
       "      <th>first bad blob commit</th>\n",
       "      <th>first bad commit time</th>\n",
       "      <th>formatted time</th>\n",
       "      <th>num commits</th>\n",
       "      <th>CVE</th>\n",
       "      <th>from_file</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Broadcom_stblinux-2.6.18</td>\n",
       "      <td>fa7fc3b9cc81eb1a186189157aa10dcf0936fc50</td>\n",
       "      <td>1171670293</td>\n",
       "      <td>2007-02-16:18:58:13</td>\n",
       "      <td>30</td>\n",
       "      <td>CVE-2006-5331</td>\n",
       "      <td>../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>gitlab.com_untangle.com_ngfw_kernels</td>\n",
       "      <td>fe8eb448622e700a643828ca197b7235552963e4</td>\n",
       "      <td>1273159376</td>\n",
       "      <td>2010-05-06:11:22:56</td>\n",
       "      <td>unknown (gitlab)</td>\n",
       "      <td>CVE-2006-5331</td>\n",
       "      <td>../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>791254467_u8500_kernel</td>\n",
       "      <td>3f8d98ce83e231ac462e865f06f8a3e75cd06a90</td>\n",
       "      <td>1388656090.0</td>\n",
       "      <td>2014-01-02:04:48:10</td>\n",
       "      <td>169</td>\n",
       "      <td>CVE-2012-6544</td>\n",
       "      <td>../kjd-tmp/output.8-15/out2/CVE-2012-6544/resu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7zrcn_hwp6s-kernel</td>\n",
       "      <td>3f299fba0b32e919d7bc116c25bf86e926c67d4b</td>\n",
       "      <td>1425052154.0</td>\n",
       "      <td>2015-02-27:10:49:14</td>\n",
       "      <td>1484</td>\n",
       "      <td>CVE-2012-6544</td>\n",
       "      <td>../kjd-tmp/output.8-15/out2/CVE-2012-6544/resu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abhinav1997_kernel-diff</td>\n",
       "      <td>1a7a30143d8b5658436d2cfe0b32ae84a53ea0f6</td>\n",
       "      <td>1399582779.0</td>\n",
       "      <td>2014-05-08:16:59:39</td>\n",
       "      <td>19</td>\n",
       "      <td>CVE-2012-6544</td>\n",
       "      <td>../kjd-tmp/output.8-15/out2/CVE-2012-6544/resu...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                project  \\\n",
       "0              Broadcom_stblinux-2.6.18   \n",
       "1  gitlab.com_untangle.com_ngfw_kernels   \n",
       "0                791254467_u8500_kernel   \n",
       "1                    7zrcn_hwp6s-kernel   \n",
       "2               Abhinav1997_kernel-diff   \n",
       "\n",
       "                      first bad blob commit first bad commit time  \\\n",
       "0  fa7fc3b9cc81eb1a186189157aa10dcf0936fc50            1171670293   \n",
       "1  fe8eb448622e700a643828ca197b7235552963e4            1273159376   \n",
       "0  3f8d98ce83e231ac462e865f06f8a3e75cd06a90          1388656090.0   \n",
       "1  3f299fba0b32e919d7bc116c25bf86e926c67d4b          1425052154.0   \n",
       "2  1a7a30143d8b5658436d2cfe0b32ae84a53ea0f6          1399582779.0   \n",
       "\n",
       "        formatted time       num commits            CVE  \\\n",
       "0  2007-02-16:18:58:13                30  CVE-2006-5331   \n",
       "1  2010-05-06:11:22:56  unknown (gitlab)  CVE-2006-5331   \n",
       "0  2014-01-02:04:48:10               169  CVE-2012-6544   \n",
       "1  2015-02-27:10:49:14              1484  CVE-2012-6544   \n",
       "2  2014-05-08:16:59:39                19  CVE-2012-6544   \n",
       "\n",
       "                                           from_file  \n",
       "0  ../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu...  \n",
       "1  ../kjd-tmp/output.8-15/out1/CVE-2006-5331/resu...  \n",
       "0  ../kjd-tmp/output.8-15/out2/CVE-2012-6544/resu...  \n",
       "1  ../kjd-tmp/output.8-15/out2/CVE-2012-6544/resu...  \n",
       "2  ../kjd-tmp/output.8-15/out2/CVE-2012-6544/resu...  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_unknown.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "06fa66d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7243"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_projects = pd.concat([df_fixed['project'], df_notfixed['project'], df_unknown['project']])\n",
    "\n",
    "all_projects.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "0ba1ac6d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "88"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_vulns = pd.concat([df_fixed['CVE'], df_notfixed['CVE'], df_unknown['CVE']])\n",
    "\n",
    "all_vulns.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "f538f5c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "50"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_fixed['CVE'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "985130b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "82"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_notfixed['CVE'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "6d697dbc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "59"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_unknown['CVE'].nunique()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47f11972",
   "metadata": {},
   "source": [
    "In total (currently) 88 vulnerabilities were analysed, these 88 vulnerabilities were cloned into 7243 projects. For 82 of the 88 vulnerabilities there was at least 1 project that cloned the vulnerability but did not fix it. For 50 vulnerabilities at least 1 project fixed this cloned vulnerability. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a1fcaf6",
   "metadata": {},
   "source": [
    "## RQ2: What percentage of cloned vulnerabilities are fixed?\n",
    "\n",
    "* number of cloned vulnerabilities that are fixed / number of cloned vulnerabilities "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "2f16e3ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "506"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_fixed['project'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "c915cb25",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15286"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_notfixed['project'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "3acfbbfe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "945"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_unknown['project'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "6ba7933b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.03023241919101392"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_fixed['project'].count() / (df_fixed['project'].count() + df_notfixed['project'].count() + df_unknown['project'].count())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "c8bed2f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.913305849315887"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_notfixed['project'].count() / (df_fixed['project'].count() + df_notfixed['project'].count() + df_unknown['project'].count())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "48216d9b",
   "metadata": {},
   "source": [
    "__Answer__: only 3% of cloned vulnerabilities are fixed!! Over 90% of the cloned vulnerabilities are still present in the projects. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "884320dd",
   "metadata": {},
   "source": [
    "Looking at projects that have at least n = 50 commits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "383769c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    3.320000e+02\n",
       "mean     6.885373e+04\n",
       "std      2.764007e+05\n",
       "min      1.000000e+00\n",
       "25%      6.000000e+00\n",
       "50%      6.400000e+01\n",
       "75%      3.312000e+03\n",
       "max      1.636988e+06\n",
       "Name: num commits, dtype: float64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_fixed['num commits'] = pd.to_numeric(df_fixed['num commits'], errors='coerce')\n",
    "df_fixed['num commits'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "ee09421d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     13344.000000\n",
       "mean        293.949191\n",
       "std        9164.243465\n",
       "min           1.000000\n",
       "25%           2.000000\n",
       "50%           5.000000\n",
       "75%          18.000000\n",
       "max      515296.000000\n",
       "Name: num commits, dtype: float64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_notfixed['num commits'] = pd.to_numeric(df_notfixed['num commits'], errors='coerce')\n",
    "df_notfixed['num commits'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "5de3d1ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count       575.000000\n",
       "mean       1361.092174\n",
       "std       11447.285187\n",
       "min           1.000000\n",
       "25%          10.500000\n",
       "50%          42.000000\n",
       "75%         203.000000\n",
       "max      261722.000000\n",
       "Name: num commits, dtype: float64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_unknown['num commits'] = pd.to_numeric(df_unknown['num commits'], errors='coerce')\n",
    "df_unknown['num commits'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "7dee3942",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "d1fad9cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "def cal_percentages_min(n):\n",
    "    all_count = (df_fixed[df_fixed['num commits'] > n]['project'].count() + df_notfixed[df_notfixed['num commits'] > n]['project'].count() + df_unknown[df_unknown['num commits'] > n]['project'].count())\n",
    "    fixed_p = df_fixed[df_fixed['num commits'] > n]['project'].count() / all_count\n",
    "    notfixed_p = df_notfixed[df_notfixed['num commits'] > n]['project'].count() / all_count\n",
    "    unknown_p = df_unknown[df_unknown['num commits'] > n]['project'].count() / all_count\n",
    "    \n",
    "    return fixed_p, notfixed_p, unknown_p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "e460c8a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.08682782437099161, 0.777503700049334, 0.1356684755796744)"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cal_percentages_min(50) # fixed, not fixed, uknown"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "36818ae1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.11910471622701839, 0.7026378896882494, 0.1782573940847322)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cal_percentages_min(100) # fixed, not fixed, uknown"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "c294ffeb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.1590909090909091, 0.6417112299465241, 0.19919786096256684)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cal_percentages_min(200) # fixed, not fixed, uknown"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "f5ab2135",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.2058287795992714, 0.5774134790528234, 0.2167577413479053)"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cal_percentages_min(300) # fixed, not fixed, uknown"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "3c3a3bbb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.23029045643153526, 0.549792531120332, 0.21991701244813278)"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cal_percentages_min(400) # fixed, not fixed, uknown"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "d101f0ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.25547445255474455, 0.5182481751824818, 0.22627737226277372)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cal_percentages_min(500) # fixed, not fixed, uknown"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "a619096a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.2708333333333333, 0.5078125, 0.22135416666666666)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cal_percentages_min(600) # fixed, not fixed, uknown"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "800875b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.29178470254957506, 0.47592067988668557, 0.23229461756373937)"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cal_percentages_min(700) # fixed, not fixed, uknown"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "a326e3eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.29464285714285715, 0.46726190476190477, 0.23809523809523808)"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cal_percentages_min(800) # fixed, not fixed, uknown"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "c995c56c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.2950310559006211, 0.46273291925465837, 0.2422360248447205)"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cal_percentages_min(900) # fixed, not fixed, uknown"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "456da4e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.31864406779661014, 0.45084745762711864, 0.2305084745762712)"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cal_percentages_min(1000) # fixed, not fixed, uknown"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1d21ad3",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "175e2caa",
   "metadata": {},
   "source": [
    "## RQ3: How long does it take to fix a cloned vulnerability?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "5bc88ffd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'bodies': [<matplotlib.collections.PolyCollection at 0x139c3c790>],\n",
       " 'cmaxes': <matplotlib.collections.LineCollection at 0x11b4443d0>,\n",
       " 'cmins': <matplotlib.collections.LineCollection at 0x139c3cd60>,\n",
       " 'cbars': <matplotlib.collections.LineCollection at 0x139c3d0c0>}"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "plt.violinplot(np.asarray(df_fixed[~np.isnan(df_fixed['diff_fix_intro'])]['diff_fix_intro']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "4954912f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     502.000000\n",
       "mean      532.111554\n",
       "std      1083.947185\n",
       "min      -493.000000\n",
       "25%         0.000000\n",
       "50%         7.500000\n",
       "75%       506.000000\n",
       "max      7784.000000\n",
       "Name: diff_fix_intro, dtype: float64"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_fixed['diff_fix_intro'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "069900cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     16.000000\n",
       "mean     -63.500000\n",
       "std      133.132015\n",
       "min     -493.000000\n",
       "25%      -30.000000\n",
       "50%      -17.000000\n",
       "75%       -2.000000\n",
       "max       -1.000000\n",
       "Name: diff_fix_intro, dtype: float64"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_fixed[df_fixed['diff_fix_intro'] < 0]['diff_fix_intro'].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1805b22",
   "metadata": {},
   "source": [
    "__Answer__: 50% of the cloned vulnerabilities that are fixed are fixed within a week (approximately). 75% of cloned vulnerabilities are fixed within two years. \n",
    "\n",
    "16 (~3%) of the cloned vulnerabilities are fixed before they were introduced. 50% of them less than 17 days after the vulnerability was fixed. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6310cfa2",
   "metadata": {},
   "source": [
    "## RQ4: What are the characteristics of projects that have cloned vulnerabilities? Popularity, etc."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ababa35d",
   "metadata": {},
   "source": [
    "## RQ5: What are the characteristics of projects that fix cloned vulnerabilities?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9d1c500",
   "metadata": {},
   "source": [
    "# what we could add\n",
    "\n",
    "* language\n",
    "* number of contributors\n",
    "* date of last commit\n",
    "* number of commits (we have this)\n",
    "* use file ending as language and see if there is any difference in vulnerabilities\n",
    "* next: do analysis based on num of commits and languages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a6ba3203",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "69d5952d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/6w/7bbpdns15f3_lz9dcrprnwm80000gn/T/ipykernel_4563/240278595.py:1: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  df = pd.read_csv(\"../kjd-tmp/out.10.8.cve100/final_report.csv\", sep=\",|:\", header=None)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CVE</th>\n",
       "      <th>ProjectUrl</th>\n",
       "      <th>Project</th>\n",
       "      <th>Path</th>\n",
       "      <th>status</th>\n",
       "      <th>1stBadBlob</th>\n",
       "      <th>1stBadTime</th>\n",
       "      <th>1stGoodBlob</th>\n",
       "      <th>1stGoodTime</th>\n",
       "      <th>TimeSinceFix</th>\n",
       "      <th>...</th>\n",
       "      <th>NumActiveMon</th>\n",
       "      <th>RootFork</th>\n",
       "      <th>00</th>\n",
       "      <th>NumStars</th>\n",
       "      <th>NumCore</th>\n",
       "      <th>CommunitySize</th>\n",
       "      <th>NumCommits</th>\n",
       "      <th>NumForks</th>\n",
       "      <th>NumAuthors</th>\n",
       "      <th>FileInfo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CVE-2007-6761</td>\n",
       "      <td>github.com/broftkd/linux-history-repo</td>\n",
       "      <td>broftkd_linux-history-repo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fixed</td>\n",
       "      <td>02e3ae7532e6e7f0b71c048fd2ee642053a57f6a</td>\n",
       "      <td>9.591309e+08</td>\n",
       "      <td>00d5a62131d638503d102812092b7bfb7ddc4986</td>\n",
       "      <td>959130900</td>\n",
       "      <td>-2757</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-06-26 20</td>\n",
       "      <td>34</td>\n",
       "      <td>2</td>\n",
       "      <td>611</td>\n",
       "      <td>2</td>\n",
       "      <td>179968</td>\n",
       "      <td>0</td>\n",
       "      <td>6913</td>\n",
       "      <td>C/C++</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CVE-2007-6761</td>\n",
       "      <td>github.com/illacceptanything/illacceptanything</td>\n",
       "      <td>illacceptanything_illacceptanything</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fixed</td>\n",
       "      <td>87b9ad070cf76c0f1e8cf836f7eb86e9ac94e34a</td>\n",
       "      <td>1.191979e+09</td>\n",
       "      <td>0b29669c065f60501e7289e1950fa2a618962358</td>\n",
       "      <td>1197403702</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>698</td>\n",
       "      <td>rails_rails</td>\n",
       "      <td>63040</td>\n",
       "      <td>749</td>\n",
       "      <td>23892</td>\n",
       "      <td>673525</td>\n",
       "      <td>25343</td>\n",
       "      <td>20186</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CVE-2007-6761</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fixed</td>\n",
       "      <td>9734a33f9db52125e6df589615007a0a606d2dfa</td>\n",
       "      <td>1.191974e+09</td>\n",
       "      <td>0b29669c065f60501e7289e1950fa2a618962358</td>\n",
       "      <td>1197403702</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>364</td>\n",
       "      <td>torvalds_linux</td>\n",
       "      <td>201441</td>\n",
       "      <td>3769</td>\n",
       "      <td>112489</td>\n",
       "      <td>36468389</td>\n",
       "      <td>237104</td>\n",
       "      <td>109725</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CVE-2007-6761</td>\n",
       "      <td>github.com/spiderworthy/linux</td>\n",
       "      <td>spiderworthy_linux</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fixed</td>\n",
       "      <td>0b4745b6e0a6a0ab13522e28464a527929c12783</td>\n",
       "      <td>1.044304e+09</td>\n",
       "      <td>48b3e3e1d34c859e47cf156da06d06438ac6440c</td>\n",
       "      <td>1044305295</td>\n",
       "      <td>-1771</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>495786</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CVE-2007-6761</td>\n",
       "      <td>github.com/ZIDAN44/linux-stable</td>\n",
       "      <td>ZIDAN44_linux-stable</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fixed</td>\n",
       "      <td>7a6b37df3acc3540007ef5420f7e8e7692eb7d2b</td>\n",
       "      <td>1.191979e+09</td>\n",
       "      <td>9fd15959ccd7d05d51eaf1c0a9f028fa178167ec</td>\n",
       "      <td>1197403702</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>132</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>1</td>\n",
       "      <td>381506</td>\n",
       "      <td>0</td>\n",
       "      <td>-</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>None</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96255</th>\n",
       "      <td>CVE-2012-0207</td>\n",
       "      <td>github.com/zarboz/toasty_personal</td>\n",
       "      <td>zarboz_toasty_personal</td>\n",
       "      <td>net/ipv4/igmp.c</td>\n",
       "      <td>unknown</td>\n",
       "      <td>1637fcc7a15eed737519894bee83cea946427774</td>\n",
       "      <td>1.352580e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TimeSinceFix</td>\n",
       "      <td>TimeSinceFixF</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>101</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96256</th>\n",
       "      <td>CVE-2012-0207</td>\n",
       "      <td>github.com/zarboz/Ville-Z_Blackout_edition</td>\n",
       "      <td>zarboz_Ville-Z_Blackout_edition</td>\n",
       "      <td>net/ipv4/igmp.c</td>\n",
       "      <td>unknown</td>\n",
       "      <td>c96f7a85a1220b870c5abe9fbc7ae97b5e693e97</td>\n",
       "      <td>1.350878e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TimeSinceFix</td>\n",
       "      <td>TimeSinceFixF</td>\n",
       "      <td>...</td>\n",
       "      <td>zarboz_Ville-Z_Blackout_edition</td>\n",
       "      <td>-</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>196</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96257</th>\n",
       "      <td>CVE-2012-0207</td>\n",
       "      <td>github.com/zaventh/kernel_sgh-t999</td>\n",
       "      <td>zaventh_kernel_sgh-t999</td>\n",
       "      <td>net/ipv4/igmp.c</td>\n",
       "      <td>unknown</td>\n",
       "      <td>b964e9f401545d740579f430c1209763ae3ed5d0</td>\n",
       "      <td>1.340934e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TimeSinceFix</td>\n",
       "      <td>TimeSinceFixF</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>62</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96258</th>\n",
       "      <td>CVE-2012-0207</td>\n",
       "      <td>github.com/ziozzang/rhel6-kernel</td>\n",
       "      <td>ziozzang_rhel6-kernel</td>\n",
       "      <td>kernel/net/ipv4/igmp.c</td>\n",
       "      <td>unknown</td>\n",
       "      <td>36fc31f7ece25d4f8ccf6a3d2ec7d7541eafa2fd</td>\n",
       "      <td>1.361136e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TimeSinceFix</td>\n",
       "      <td>TimeSinceFixF</td>\n",
       "      <td>...</td>\n",
       "      <td>cybernet_rhel6-kernel</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>204</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96259</th>\n",
       "      <td>CVE-2012-0207</td>\n",
       "      <td>github.com/zyr3x/android_kernel_huawei_hws7300u</td>\n",
       "      <td>zyr3x_android_kernel_huawei_hws7300u</td>\n",
       "      <td>net/ipv4/igmp.c</td>\n",
       "      <td>unknown</td>\n",
       "      <td>a7e7705387412b816afb66817ff6bd8eceb3fe6a</td>\n",
       "      <td>1.342970e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TimeSinceFix</td>\n",
       "      <td>TimeSinceFixF</td>\n",
       "      <td>...</td>\n",
       "      <td>aftersilence_android_kernel_huawei_hws7300u</td>\n",
       "      <td>14</td>\n",
       "      <td>250</td>\n",
       "      <td>28</td>\n",
       "      <td>4581</td>\n",
       "      <td>22</td>\n",
       "      <td>678</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>96260 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 CVE                                       ProjectUrl  \\\n",
       "0      CVE-2007-6761            github.com/broftkd/linux-history-repo   \n",
       "1      CVE-2007-6761   github.com/illacceptanything/illacceptanything   \n",
       "2      CVE-2007-6761             github.com/Jackeagle/kernel_msm-3.18   \n",
       "3      CVE-2007-6761                    github.com/spiderworthy/linux   \n",
       "4      CVE-2007-6761                  github.com/ZIDAN44/linux-stable   \n",
       "...              ...                                              ...   \n",
       "96255  CVE-2012-0207                github.com/zarboz/toasty_personal   \n",
       "96256  CVE-2012-0207       github.com/zarboz/Ville-Z_Blackout_edition   \n",
       "96257  CVE-2012-0207               github.com/zaventh/kernel_sgh-t999   \n",
       "96258  CVE-2012-0207                 github.com/ziozzang/rhel6-kernel   \n",
       "96259  CVE-2012-0207  github.com/zyr3x/android_kernel_huawei_hws7300u   \n",
       "\n",
       "                                    Project                    Path   status  \\\n",
       "0                broftkd_linux-history-repo                     NaN    fixed   \n",
       "1       illacceptanything_illacceptanything                     NaN    fixed   \n",
       "2                 Jackeagle_kernel_msm-3.18                     NaN    fixed   \n",
       "3                        spiderworthy_linux                     NaN    fixed   \n",
       "4                      ZIDAN44_linux-stable                     NaN    fixed   \n",
       "...                                     ...                     ...      ...   \n",
       "96255                zarboz_toasty_personal         net/ipv4/igmp.c  unknown   \n",
       "96256       zarboz_Ville-Z_Blackout_edition         net/ipv4/igmp.c  unknown   \n",
       "96257               zaventh_kernel_sgh-t999         net/ipv4/igmp.c  unknown   \n",
       "96258                 ziozzang_rhel6-kernel  kernel/net/ipv4/igmp.c  unknown   \n",
       "96259  zyr3x_android_kernel_huawei_hws7300u         net/ipv4/igmp.c  unknown   \n",
       "\n",
       "                                     1stBadBlob    1stBadTime  \\\n",
       "0      02e3ae7532e6e7f0b71c048fd2ee642053a57f6a  9.591309e+08   \n",
       "1      87b9ad070cf76c0f1e8cf836f7eb86e9ac94e34a  1.191979e+09   \n",
       "2      9734a33f9db52125e6df589615007a0a606d2dfa  1.191974e+09   \n",
       "3      0b4745b6e0a6a0ab13522e28464a527929c12783  1.044304e+09   \n",
       "4      7a6b37df3acc3540007ef5420f7e8e7692eb7d2b  1.191979e+09   \n",
       "...                                         ...           ...   \n",
       "96255  1637fcc7a15eed737519894bee83cea946427774  1.352580e+09   \n",
       "96256  c96f7a85a1220b870c5abe9fbc7ae97b5e693e97  1.350878e+09   \n",
       "96257  b964e9f401545d740579f430c1209763ae3ed5d0  1.340934e+09   \n",
       "96258  36fc31f7ece25d4f8ccf6a3d2ec7d7541eafa2fd  1.361136e+09   \n",
       "96259  a7e7705387412b816afb66817ff6bd8eceb3fe6a  1.342970e+09   \n",
       "\n",
       "                                    1stGoodBlob    1stGoodTime  \\\n",
       "0      00d5a62131d638503d102812092b7bfb7ddc4986      959130900   \n",
       "1      0b29669c065f60501e7289e1950fa2a618962358     1197403702   \n",
       "2      0b29669c065f60501e7289e1950fa2a618962358     1197403702   \n",
       "3      48b3e3e1d34c859e47cf156da06d06438ac6440c     1044305295   \n",
       "4      9fd15959ccd7d05d51eaf1c0a9f028fa178167ec     1197403702   \n",
       "...                                         ...            ...   \n",
       "96255                                       NaN   TimeSinceFix   \n",
       "96256                                       NaN   TimeSinceFix   \n",
       "96257                                       NaN   TimeSinceFix   \n",
       "96258                                       NaN   TimeSinceFix   \n",
       "96259                                       NaN   TimeSinceFix   \n",
       "\n",
       "         TimeSinceFix  ...                                 NumActiveMon  \\\n",
       "0               -2757  ...                                            1   \n",
       "1                   0  ...                                          698   \n",
       "2                   0  ...                                          364   \n",
       "3               -1771  ...                                            2   \n",
       "4                   0  ...                                          132   \n",
       "...               ...  ...                                          ...   \n",
       "96255   TimeSinceFixF  ...                                            -   \n",
       "96256   TimeSinceFixF  ...              zarboz_Ville-Z_Blackout_edition   \n",
       "96257   TimeSinceFixF  ...                                            -   \n",
       "96258   TimeSinceFixF  ...                        cybernet_rhel6-kernel   \n",
       "96259   TimeSinceFixF  ...  aftersilence_android_kernel_huawei_hws7300u   \n",
       "\n",
       "             RootFork      00  NumStars   NumCore   CommunitySize  NumCommits  \\\n",
       "0       2020-06-26 20      34         2       611               2      179968   \n",
       "1         rails_rails   63040       749     23892          673525       25343   \n",
       "2      torvalds_linux  201441      3769    112489        36468389      237104   \n",
       "3                   -       -         1         1          495786           0   \n",
       "4                   -       -         -         1          381506           0   \n",
       "...               ...     ...       ...       ...             ...         ...   \n",
       "96255               -       1         1       101               0           2   \n",
       "96256               -       3         6       196               1          24   \n",
       "96257               -       3         2        62               0           7   \n",
       "96258               3       1         5       204               2           2   \n",
       "96259              14     250        28      4581              22         678   \n",
       "\n",
       "       NumForks  NumAuthors  FileInfo  \n",
       "0             0        6913     C/C++  \n",
       "1         20186       C/C++      None  \n",
       "2        109725       C/C++      None  \n",
       "3             1       C/C++      None  \n",
       "4             -       C/C++      None  \n",
       "...         ...         ...       ...  \n",
       "96255     C/C++        None      None  \n",
       "96256     C/C++        None      None  \n",
       "96257     C/C++        None      None  \n",
       "96258     C/C++        None      None  \n",
       "96259     C/C++        None      None  \n",
       "\n",
       "[96260 rows x 26 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"../kjd-tmp/out.10.8.cve100/final_report.csv\", sep=\",|:\", header=None)\n",
    "df2 = df.iloc[:,1::2]\n",
    "df2.columns = list(df.iloc[0,0::2])\n",
    "df2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c199ee69",
   "metadata": {},
   "source": [
    "# Reading in data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "36df0016",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "742181a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "file = open(\"../kjd-tmp/out.10.8.cve100/final_report.csv\", \"r\")\n",
    "\n",
    "keys = []\n",
    "\n",
    "for line in file:\n",
    "    parts = line.split(\",\")\n",
    "    \n",
    "    for part in parts:\n",
    "        pair = part.split(\":\")\n",
    "        if len(pair) != 2:\n",
    "            continue\n",
    "        keys.append(pair[0])\n",
    "        "
   ]
  },
  {
   "cell_type": "raw",
   "id": "295965aa",
   "metadata": {},
   "source": [
    "def append_row(df, row):\n",
    "    return pd.concat([\n",
    "                df, \n",
    "                pd.DataFrame([row], columns=row.index)]\n",
    "           )"
   ]
  },
  {
   "cell_type": "raw",
   "id": "dc8fdb7a",
   "metadata": {},
   "source": [
    "keys = list(dict.fromkeys(keys))\n",
    "df = pd.DataFrame(columns=keys)\n",
    "\n",
    "file.seek(0)\n",
    "for line in file:\n",
    "    parts = line.split(\",\")\n",
    "    res = {}\n",
    "    \n",
    "    for part in parts:\n",
    "        pair = part.split(\":\")\n",
    "        if len(pair) != 2:\n",
    "            continue\n",
    "            \n",
    "        key = pair[0]\n",
    "        res[key] = pair[1]\n",
    "        \n",
    "    df = append_row(df, pd.Series(res))\n",
    "    \n",
    "df.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5ce2c256",
   "metadata": {},
   "outputs": [],
   "source": [
    "def getCSVLine(keys,row):\n",
    "    txt = \"\"\n",
    "    for key in keys: \n",
    "        txt = f\"{txt}{row[key].strip()},\"\n",
    "    txt = txt[:-1]\n",
    "    txt = txt + \"\\n\"\n",
    "    return txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b527d67f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4f156536",
   "metadata": {},
   "outputs": [],
   "source": [
    "file.seek(0)\n",
    "count = 0\n",
    "\n",
    "out_file = open(\"output.csv\", \"w\")\n",
    "\n",
    "txt = \"\"\n",
    "for key in keys: \n",
    "    txt = f\"{txt}{key.strip()},\"\n",
    "txt = txt[:-1]\n",
    "txt = txt + \"\\n\"\n",
    "out_file.write(txt)\n",
    "\n",
    "for line in file:\n",
    "    count = count + 1\n",
    "    parts = line.split(\",\")\n",
    "    res = {}\n",
    "    covered = {}\n",
    "    \n",
    "    for key in keys: \n",
    "        covered[key] = False\n",
    "    \n",
    "    #if count > 10:\n",
    "    #    break\n",
    "    \n",
    "    for part in parts:\n",
    "        pair = part.split(\":\")\n",
    "        if len(pair) != 2:\n",
    "            continue\n",
    "            \n",
    "        key = pair[0]\n",
    "        res[key] = pair[1]\n",
    "        covered[key] = True\n",
    "        \n",
    "    for key in covered:\n",
    "        if covered[key] == False:\n",
    "            res[key] = \"\"\n",
    "        \n",
    "    csvLine = getCSVLine(keys, res)\n",
    "    out_file.write(csvLine)\n",
    "\n",
    "out_file.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "60c24bdf",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"output.csv\") # if using the generated output.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "75981f3f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/6w/7bbpdns15f3_lz9dcrprnwm80000gn/T/ipykernel_15277/1877613525.py:3: DtypeWarning: Columns (6) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  df = pd.read_csv(\"../final_report_values.csv\")\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv(\"../kjd-tmp/out.11.1.cve100/final_report_values.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "f59ef786",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/6w/7bbpdns15f3_lz9dcrprnwm80000gn/T/ipykernel_15277/1877613525.py:3: DtypeWarning: Columns (6) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  df = pd.read_csv(\"../final_report_values.csv\")\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv(\"../final_report_values.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e11cb960",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/6w/7bbpdns15f3_lz9dcrprnwm80000gn/T/ipykernel_17746/678992568.py:3: DtypeWarning: Columns (6,22,24) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  df = pd.read_csv(\"final_report_values.csv\")\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv(\"final_report_values.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5c09d42f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CVE</th>\n",
       "      <th>ProjectUrl</th>\n",
       "      <th>Project</th>\n",
       "      <th>Path</th>\n",
       "      <th>status</th>\n",
       "      <th>FirstBadBlob</th>\n",
       "      <th>FirstBadTime</th>\n",
       "      <th>FirstGoodBlob</th>\n",
       "      <th>FirstGoodTime</th>\n",
       "      <th>TimeSinceFix</th>\n",
       "      <th>...</th>\n",
       "      <th>NumStars</th>\n",
       "      <th>NumCore</th>\n",
       "      <th>CommunitySize</th>\n",
       "      <th>NumCommits</th>\n",
       "      <th>NumForks</th>\n",
       "      <th>FileInfo</th>\n",
       "      <th>GHStars</th>\n",
       "      <th>GHCommits</th>\n",
       "      <th>SECURITY.md</th>\n",
       "      <th>Corp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CVE-2010-2809</td>\n",
       "      <td>github.com/uzbl/uzbl</td>\n",
       "      <td>uzbl_uzbl</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>9dd1370d0b7cd876f004f7a822b0357039252184</td>\n",
       "      <td>1262459475</td>\n",
       "      <td>9cc39cb5c9396be013b5dc2ba7e4b3eaa647e975</td>\n",
       "      <td>1281006747</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>988</td>\n",
       "      <td>9</td>\n",
       "      <td>230</td>\n",
       "      <td>7375</td>\n",
       "      <td>221</td>\n",
       "      <td>Lisp</td>\n",
       "      <td>971</td>\n",
       "      <td>4565</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CVE-2010-3260</td>\n",
       "      <td>github.com/Dariucc07/Predicting-Vulnerable-Code</td>\n",
       "      <td>Dariucc07_Predicting-Vulnerable-Code</td>\n",
       "      <td>Dataset2/mining_results/RepositoryMining12/59...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>2e7f17890a24122e43a86e1185a16a2dbedf986f</td>\n",
       "      <td>1590856260</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>Java</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CVE-2010-1630</td>\n",
       "      <td>github.com/phpbb/phpbb</td>\n",
       "      <td>phpbb_phpbb</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>33520bbf5bd80414f0cad5b7644a60ef05e20e43</td>\n",
       "      <td>982399052</td>\n",
       "      <td>1758aa38b21f5960ab1b1a241546b34a203051b6</td>\n",
       "      <td>1241079332</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2341</td>\n",
       "      <td>31</td>\n",
       "      <td>1301</td>\n",
       "      <td>113558</td>\n",
       "      <td>1420</td>\n",
       "      <td>PHP</td>\n",
       "      <td>1584</td>\n",
       "      <td>36455</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CVE-2010-1630</td>\n",
       "      <td>github.com/steveh/phpbb</td>\n",
       "      <td>steveh_phpbb</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>a07aa9fb69439b7306dc2803695ca1a693cfe492</td>\n",
       "      <td>982399052</td>\n",
       "      <td>77e524e1bdcdf76d141c23ee7682ea3304022282</td>\n",
       "      <td>1241079332</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>18255</td>\n",
       "      <td>0</td>\n",
       "      <td>PHP</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CVE-2011-1588</td>\n",
       "      <td>github.com/simula67/Thunar-1.3.0</td>\n",
       "      <td>simula67_Thunar-1.3.0</td>\n",
       "      <td>thunar/thunar-transfer-job.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>699184df2d3fdc86c365af02ae652f3898e931a3</td>\n",
       "      <td>1348235432</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             CVE                                        ProjectUrl  \\\n",
       "0  CVE-2010-2809                              github.com/uzbl/uzbl   \n",
       "1  CVE-2010-3260   github.com/Dariucc07/Predicting-Vulnerable-Code   \n",
       "2  CVE-2010-1630                            github.com/phpbb/phpbb   \n",
       "3  CVE-2010-1630                           github.com/steveh/phpbb   \n",
       "4  CVE-2011-1588                  github.com/simula67/Thunar-1.3.0   \n",
       "\n",
       "                                 Project  \\\n",
       "0                              uzbl_uzbl   \n",
       "1   Dariucc07_Predicting-Vulnerable-Code   \n",
       "2                            phpbb_phpbb   \n",
       "3                           steveh_phpbb   \n",
       "4                  simula67_Thunar-1.3.0   \n",
       "\n",
       "                                                Path     status  \\\n",
       "0                                                         fixed   \n",
       "1   Dataset2/mining_results/RepositoryMining12/59...   notfixed   \n",
       "2                                                         fixed   \n",
       "3                                                         fixed   \n",
       "4                       thunar/thunar-transfer-job.c   notfixed   \n",
       "\n",
       "                                FirstBadBlob  FirstBadTime  \\\n",
       "0   9dd1370d0b7cd876f004f7a822b0357039252184    1262459475   \n",
       "1   2e7f17890a24122e43a86e1185a16a2dbedf986f    1590856260   \n",
       "2   33520bbf5bd80414f0cad5b7644a60ef05e20e43     982399052   \n",
       "3   a07aa9fb69439b7306dc2803695ca1a693cfe492     982399052   \n",
       "4   699184df2d3fdc86c365af02ae652f3898e931a3    1348235432   \n",
       "\n",
       "                               FirstGoodBlob  FirstGoodTime  TimeSinceFix  \\\n",
       "0   9cc39cb5c9396be013b5dc2ba7e4b3eaa647e975     1281006747             0   \n",
       "1                                                                           \n",
       "2   1758aa38b21f5960ab1b1a241546b34a203051b6     1241079332             0   \n",
       "3   77e524e1bdcdf76d141c23ee7682ea3304022282     1241079332             0   \n",
       "4                                                                           \n",
       "\n",
       "   ...  NumStars  NumCore  CommunitySize  NumCommits  NumForks  FileInfo  \\\n",
       "0  ...       988        9            230        7375       221      Lisp   \n",
       "1  ...         2        2              1          47         0      Java   \n",
       "2  ...      2341       31           1301      113558      1420       PHP   \n",
       "3  ...                  7              2       18255         0       PHP   \n",
       "4  ...                  1              1           2         0     C/C++   \n",
       "\n",
       "    GHStars   GHCommits  SECURITY.md   Corp  \n",
       "0       971        4565           No     No  \n",
       "1         1          47           No     No  \n",
       "2      1584       36455           No     No  \n",
       "3                                 No     No  \n",
       "4         0           2           No     No  \n",
       "\n",
       "[5 rows x 30 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cc17f27c",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.columns = df.columns.str.strip()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "af162da6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['CVE', 'ProjectUrl', 'Project', 'Path', 'status', 'FirstBadBlob',\n",
       "       'FirstBadTime', 'FirstGoodBlob', 'FirstGoodTime', 'TimeSinceFix',\n",
       "       'TimeSinceFixF', 'TimeSincePub', 'TimeSincePubF', 'TimeVulnRemained',\n",
       "       'TimeVulnRemainedF', 'NumAuthors', 'EarliestCommitDate',\n",
       "       'LatestCommitDate', 'ValidDates', 'NumActiveMon', 'NumStars', 'NumCore',\n",
       "       'CommunitySize', 'NumCommits', 'NumForks', 'FileInfo', 'GHStars',\n",
       "       'GHCommits', 'SECURITY.md', 'Corp'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ec6e2d28",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FileInfo     status   \n",
       " C/C++        notfixed    1860411\n",
       " JavaScript   notfixed     434473\n",
       " PHP          notfixed     172561\n",
       " C/C++        fixed         82293\n",
       "              unknown       59484\n",
       "                           ...   \n",
       " Dart         unknown           1\n",
       " Erlang       fixed             1\n",
       " Ada          notfixed          1\n",
       " Fortran      unknown           1\n",
       " fml          fixed             1\n",
       "Name: CVE, Length: 66, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby([\"FileInfo\", \"status\"])[\"CVE\"].count().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d5e47a83",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CVE</th>\n",
       "      <th>ProjectUrl</th>\n",
       "      <th>Project</th>\n",
       "      <th>Path</th>\n",
       "      <th>status</th>\n",
       "      <th>FirstBadBlob</th>\n",
       "      <th>FirstBadTime</th>\n",
       "      <th>FirstGoodBlob</th>\n",
       "      <th>FirstGoodTime</th>\n",
       "      <th>TimeSinceFix</th>\n",
       "      <th>...</th>\n",
       "      <th>NumStars</th>\n",
       "      <th>NumCore</th>\n",
       "      <th>CommunitySize</th>\n",
       "      <th>NumCommits</th>\n",
       "      <th>NumForks</th>\n",
       "      <th>FileInfo</th>\n",
       "      <th>GHStars</th>\n",
       "      <th>GHCommits</th>\n",
       "      <th>SECURITY.md</th>\n",
       "      <th>Corp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>165518</th>\n",
       "      <td>CVE-2017-5887</td>\n",
       "      <td>github.com/cheeseonhead/iosgo</td>\n",
       "      <td>cheeseonhead_iosgo</td>\n",
       "      <td>KangMaIM/Pods/Starscream/Source/WebSocket.swift</td>\n",
       "      <td>fixed</td>\n",
       "      <td>37fafb77f9bc654772c957eb61defd3fd6f84edb</td>\n",
       "      <td>1488697328</td>\n",
       "      <td>62a3cc73162aeb8e7513684608a0bd8d647aa805</td>\n",
       "      <td>1490941106</td>\n",
       "      <td>16</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1004</td>\n",
       "      <td>0</td>\n",
       "      <td>Swift</td>\n",
       "      <td>1</td>\n",
       "      <td>431</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165519</th>\n",
       "      <td>CVE-2017-5887</td>\n",
       "      <td>github.com/cogswell-io/cogs-ios-client-sdk</td>\n",
       "      <td>cogswell-io_cogs-ios-client-sdk</td>\n",
       "      <td>KangMaIM/Pods/Starscream/Source/WebSocket.swift</td>\n",
       "      <td>fixed</td>\n",
       "      <td>1fcdc6eb8c168bdfd7b786e003bf39e9ae1e9e10</td>\n",
       "      <td>1486747986</td>\n",
       "      <td>7feb7bf8071a9f1bd162cbca30adfbf4adc09124</td>\n",
       "      <td>1490884250</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>116</td>\n",
       "      <td>2</td>\n",
       "      <td>Swift</td>\n",
       "      <td>1</td>\n",
       "      <td>80</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165526</th>\n",
       "      <td>CVE-2017-5887</td>\n",
       "      <td>github.com/Qminder/swift-api</td>\n",
       "      <td>Qminder_swift-api</td>\n",
       "      <td>KangMaIM/Pods/Starscream/Source/WebSocket.swift</td>\n",
       "      <td>fixed</td>\n",
       "      <td>7de665abc31f931ceebcf0406e9fab009265a4d5</td>\n",
       "      <td>1478004595</td>\n",
       "      <td>7b65c2cabcde8495bfb97c78e2f72f5dd1d1f3fa</td>\n",
       "      <td>1491296666</td>\n",
       "      <td>20</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>635</td>\n",
       "      <td>3</td>\n",
       "      <td>Swift</td>\n",
       "      <td>3</td>\n",
       "      <td>600</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165527</th>\n",
       "      <td>CVE-2017-5887</td>\n",
       "      <td>github.com/shincurry/Maria</td>\n",
       "      <td>shincurry_Maria</td>\n",
       "      <td>KangMaIM/Pods/Starscream/Source/WebSocket.swift</td>\n",
       "      <td>fixed</td>\n",
       "      <td>9f498128f450da5bfb90d3e8688bbe2890679284</td>\n",
       "      <td>1460548493</td>\n",
       "      <td>4d2013c298b516c9ad62f5a4173566e2275f25d9</td>\n",
       "      <td>1500974134</td>\n",
       "      <td>132</td>\n",
       "      <td>...</td>\n",
       "      <td>661</td>\n",
       "      <td>2</td>\n",
       "      <td>33</td>\n",
       "      <td>132</td>\n",
       "      <td>41</td>\n",
       "      <td>Swift</td>\n",
       "      <td>633</td>\n",
       "      <td>107</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165528</th>\n",
       "      <td>CVE-2017-5887</td>\n",
       "      <td>github.com/sjrmanning/Birdsong</td>\n",
       "      <td>sjrmanning_Birdsong</td>\n",
       "      <td>KangMaIM/Pods/Starscream/Source/WebSocket.swift</td>\n",
       "      <td>fixed</td>\n",
       "      <td>f1b95475445517f79ab130a3cb535b21c5fa10a4</td>\n",
       "      <td>1490164200</td>\n",
       "      <td>4513fc21088b53fdec9468af18b791d6cdfcd592</td>\n",
       "      <td>1494838384</td>\n",
       "      <td>61</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>9</td>\n",
       "      <td>36</td>\n",
       "      <td>155</td>\n",
       "      <td>38</td>\n",
       "      <td>Swift</td>\n",
       "      <td>127</td>\n",
       "      <td>64</td>\n",
       "      <td>No</td>\n",
       "      <td>No</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2392789</th>\n",
       "      <td>CVE-2020-5235</td>\n",
       "      <td>github.com/ysoftware/Scruge-iOS</td>\n",
       "      <td>ysoftware_Scruge-iOS</td>\n",
       "      <td>Pods/nanopb/pb_decode.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>0b37cbe61a655c3ce42230d17e98e561ff03c158</td>\n",
       "      <td>1548154063</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>583</td>\n",
       "      <td>0</td>\n",
       "      <td>Swift</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2392990</th>\n",
       "      <td>CVE-2020-5235</td>\n",
       "      <td>github.com/Zamo22/BookWyrm</td>\n",
       "      <td>Zamo22_BookWyrm</td>\n",
       "      <td>Pods/nanopb/pb_decode.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>b7ee9d8c48d119cd80802bedef1400ac31c61183</td>\n",
       "      <td>1556102902</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>162</td>\n",
       "      <td>1</td>\n",
       "      <td>Swift</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2393111</th>\n",
       "      <td>CVE-2020-5235</td>\n",
       "      <td>github.com/ZhurbiloYaroslav/ureclub-ios</td>\n",
       "      <td>ZhurbiloYaroslav_ureclub-ios</td>\n",
       "      <td>Pods/nanopb/pb_decode.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>96c0e0fdf683d3c03e8e17f72158762c9889e3b1</td>\n",
       "      <td>1527421485</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>165</td>\n",
       "      <td>0</td>\n",
       "      <td>Swift</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2393393</th>\n",
       "      <td>CVE-2020-5235</td>\n",
       "      <td>github.com/lazyvar/GymRats-iOS</td>\n",
       "      <td>lazyvar_GymRats-iOS</td>\n",
       "      <td>Pods/nanopb/pb_decode.c</td>\n",
       "      <td>unknown</td>\n",
       "      <td>328e63a3f97ff478a12e5aabc9e0e656d631b90f</td>\n",
       "      <td>1549581220</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>788</td>\n",
       "      <td>0</td>\n",
       "      <td>Swift</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2393527</th>\n",
       "      <td>CVE-2020-5235</td>\n",
       "      <td>github.com/xguruteam/Prana-iOS</td>\n",
       "      <td>xguruteam_Prana-iOS</td>\n",
       "      <td>Pods/nanopb/pb_decode.c</td>\n",
       "      <td>unknown</td>\n",
       "      <td>fa48e093bf672af66ca7bea8785ee1324b2c0f71</td>\n",
       "      <td>1560342784</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>168</td>\n",
       "      <td>0</td>\n",
       "      <td>Swift</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>160 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   CVE                                   ProjectUrl  \\\n",
       "165518   CVE-2017-5887                github.com/cheeseonhead/iosgo   \n",
       "165519   CVE-2017-5887   github.com/cogswell-io/cogs-ios-client-sdk   \n",
       "165526   CVE-2017-5887                 github.com/Qminder/swift-api   \n",
       "165527   CVE-2017-5887                   github.com/shincurry/Maria   \n",
       "165528   CVE-2017-5887               github.com/sjrmanning/Birdsong   \n",
       "...                ...                                          ...   \n",
       "2392789  CVE-2020-5235              github.com/ysoftware/Scruge-iOS   \n",
       "2392990  CVE-2020-5235                   github.com/Zamo22/BookWyrm   \n",
       "2393111  CVE-2020-5235      github.com/ZhurbiloYaroslav/ureclub-ios   \n",
       "2393393  CVE-2020-5235               github.com/lazyvar/GymRats-iOS   \n",
       "2393527  CVE-2020-5235               github.com/xguruteam/Prana-iOS   \n",
       "\n",
       "                                  Project  \\\n",
       "165518                 cheeseonhead_iosgo   \n",
       "165519    cogswell-io_cogs-ios-client-sdk   \n",
       "165526                  Qminder_swift-api   \n",
       "165527                    shincurry_Maria   \n",
       "165528                sjrmanning_Birdsong   \n",
       "...                                   ...   \n",
       "2392789              ysoftware_Scruge-iOS   \n",
       "2392990                   Zamo22_BookWyrm   \n",
       "2393111      ZhurbiloYaroslav_ureclub-ios   \n",
       "2393393               lazyvar_GymRats-iOS   \n",
       "2393527               xguruteam_Prana-iOS   \n",
       "\n",
       "                                                     Path     status  \\\n",
       "165518    KangMaIM/Pods/Starscream/Source/WebSocket.swift      fixed   \n",
       "165519    KangMaIM/Pods/Starscream/Source/WebSocket.swift      fixed   \n",
       "165526    KangMaIM/Pods/Starscream/Source/WebSocket.swift      fixed   \n",
       "165527    KangMaIM/Pods/Starscream/Source/WebSocket.swift      fixed   \n",
       "165528    KangMaIM/Pods/Starscream/Source/WebSocket.swift      fixed   \n",
       "...                                                   ...        ...   \n",
       "2392789                           Pods/nanopb/pb_decode.c   notfixed   \n",
       "2392990                           Pods/nanopb/pb_decode.c   notfixed   \n",
       "2393111                           Pods/nanopb/pb_decode.c   notfixed   \n",
       "2393393                           Pods/nanopb/pb_decode.c    unknown   \n",
       "2393527                           Pods/nanopb/pb_decode.c    unknown   \n",
       "\n",
       "                                      FirstBadBlob FirstBadTime  \\\n",
       "165518    37fafb77f9bc654772c957eb61defd3fd6f84edb   1488697328   \n",
       "165519    1fcdc6eb8c168bdfd7b786e003bf39e9ae1e9e10   1486747986   \n",
       "165526    7de665abc31f931ceebcf0406e9fab009265a4d5   1478004595   \n",
       "165527    9f498128f450da5bfb90d3e8688bbe2890679284   1460548493   \n",
       "165528    f1b95475445517f79ab130a3cb535b21c5fa10a4   1490164200   \n",
       "...                                            ...          ...   \n",
       "2392789   0b37cbe61a655c3ce42230d17e98e561ff03c158   1548154063   \n",
       "2392990   b7ee9d8c48d119cd80802bedef1400ac31c61183   1556102902   \n",
       "2393111   96c0e0fdf683d3c03e8e17f72158762c9889e3b1   1527421485   \n",
       "2393393   328e63a3f97ff478a12e5aabc9e0e656d631b90f   1549581220   \n",
       "2393527   fa48e093bf672af66ca7bea8785ee1324b2c0f71   1560342784   \n",
       "\n",
       "                                     FirstGoodBlob FirstGoodTime TimeSinceFix  \\\n",
       "165518    62a3cc73162aeb8e7513684608a0bd8d647aa805    1490941106           16   \n",
       "165519    7feb7bf8071a9f1bd162cbca30adfbf4adc09124    1490884250           15   \n",
       "165526    7b65c2cabcde8495bfb97c78e2f72f5dd1d1f3fa    1491296666           20   \n",
       "165527    4d2013c298b516c9ad62f5a4173566e2275f25d9    1500974134          132   \n",
       "165528    4513fc21088b53fdec9468af18b791d6cdfcd592    1494838384           61   \n",
       "...                                            ...           ...          ...   \n",
       "2392789                                                                         \n",
       "2392990                                                                         \n",
       "2393111                                                                         \n",
       "2393393                                                                         \n",
       "2393527                                                                         \n",
       "\n",
       "         ... NumStars NumCore CommunitySize NumCommits NumForks FileInfo  \\\n",
       "165518   ...        1       1             1       1004        0    Swift   \n",
       "165519   ...        1       4             2        116        2    Swift   \n",
       "165526   ...        4       1             4        635        3    Swift   \n",
       "165527   ...      661       2            33        132       41    Swift   \n",
       "165528   ...      122       9            36        155       38    Swift   \n",
       "...      ...      ...     ...           ...        ...      ...      ...   \n",
       "2392789  ...                1             1        583        0    Swift   \n",
       "2392990  ...        1       1             1        162        1    Swift   \n",
       "2393111  ...                1             1        165        0    Swift   \n",
       "2393393  ...        2       1             2        788        0    Swift   \n",
       "2393527  ...                2             1        168        0    Swift   \n",
       "\n",
       "         GHStars  GHCommits SECURITY.md  Corp  \n",
       "165518         1        431          No    No  \n",
       "165519         1         80          No    No  \n",
       "165526         3        600          No    No  \n",
       "165527       633        107          No    No  \n",
       "165528       127         64          No    No  \n",
       "...          ...        ...         ...   ...  \n",
       "2392789        0                     No    No  \n",
       "2392990        0                     No    No  \n",
       "2393111        0                     No    No  \n",
       "2393393        0                     No    No  \n",
       "2393527        0                     No    No  \n",
       "\n",
       "[160 rows x 30 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df['FileInfo'].str.strip() == \"Swift\") & (df['NumCommits'].str.len() > 3)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1e29024a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CVE</th>\n",
       "      <th>ProjectUrl</th>\n",
       "      <th>Project</th>\n",
       "      <th>Path</th>\n",
       "      <th>status</th>\n",
       "      <th>FirstBadBlob</th>\n",
       "      <th>FirstBadTime</th>\n",
       "      <th>FirstGoodBlob</th>\n",
       "      <th>FirstGoodTime</th>\n",
       "      <th>TimeSinceFix</th>\n",
       "      <th>...</th>\n",
       "      <th>NumStars</th>\n",
       "      <th>NumCore</th>\n",
       "      <th>CommunitySize</th>\n",
       "      <th>NumCommits</th>\n",
       "      <th>NumForks</th>\n",
       "      <th>FileInfo</th>\n",
       "      <th>GHStars</th>\n",
       "      <th>GHCommits</th>\n",
       "      <th>SECURITY.md</th>\n",
       "      <th>Corp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>CVE-2011-0992</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>extern/mono/sources/mono/metadata/threads.c</td>\n",
       "      <td>fixed</td>\n",
       "      <td>46ff807cf0ad15caccdf05cdd576c35b2e606e39</td>\n",
       "      <td>1006780218</td>\n",
       "      <td>722f9890f09aadfc37ae479e7d946d5fc5ef7b91</td>\n",
       "      <td>1302110860</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>201441</td>\n",
       "      <td>3769</td>\n",
       "      <td>112489</td>\n",
       "      <td>36468389</td>\n",
       "      <td>237104</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td>499042</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>CVE-2009-1194</td>\n",
       "      <td>github.com/GNOME/pango</td>\n",
       "      <td>GNOME_pango</td>\n",
       "      <td>Libraries/Pango/Source/pango/glyphstring.c</td>\n",
       "      <td>fixed</td>\n",
       "      <td>282fb5fc9f9d01c4d933a6eb6bee6ae9f0d512c7</td>\n",
       "      <td>947736727</td>\n",
       "      <td>4de30e5500eaeb49f4bf0b7a07f718e149a2ed5e</td>\n",
       "      <td>1235982652</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>21</td>\n",
       "      <td>136</td>\n",
       "      <td>12936</td>\n",
       "      <td>35</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>127</td>\n",
       "      <td>6220</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>CVE-2011-0530</td>\n",
       "      <td>github.com/NetworkBlockDevice/nbd</td>\n",
       "      <td>NetworkBlockDevice_nbd</td>\n",
       "      <td>nbd/nbd-server.c</td>\n",
       "      <td>fixed</td>\n",
       "      <td>6a58a88c8ed56f6e3193fec8efe9c6f94e60dc01</td>\n",
       "      <td>972632473</td>\n",
       "      <td>3ef52043861ab16352d49af89e048ba6339d6df8</td>\n",
       "      <td>1296163973</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>386</td>\n",
       "      <td>3</td>\n",
       "      <td>106</td>\n",
       "      <td>6778</td>\n",
       "      <td>113</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>337</td>\n",
       "      <td>1427</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>CVE-2011-0530</td>\n",
       "      <td>github.com/BackupTheBerlios/linuxap-eh</td>\n",
       "      <td>BackupTheBerlios_linuxap-eh</td>\n",
       "      <td>linuxAP-eh/nbd/nbd-server.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>6199ed16a4b5cfe32ff152fef48ebbdb69e7de39</td>\n",
       "      <td>1064693431</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>201</td>\n",
       "      <td>0</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>0</td>\n",
       "      <td>201</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>CVE-2007-6761</td>\n",
       "      <td>github.com/broftkd/linux-history-repo</td>\n",
       "      <td>broftkd_linux-history-repo</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>02e3ae7532e6e7f0b71c048fd2ee642053a57f6a</td>\n",
       "      <td>959130900</td>\n",
       "      <td>00d5a62131d638503d102812092b7bfb7ddc4986</td>\n",
       "      <td>959130900</td>\n",
       "      <td>-2757</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>611</td>\n",
       "      <td>2</td>\n",
       "      <td>179968</td>\n",
       "      <td>0</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>0</td>\n",
       "      <td>179968</td>\n",
       "      <td>No</td>\n",
       "      <td>No</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2669040</th>\n",
       "      <td>CVE-2020-7760</td>\n",
       "      <td>github.com/15831944/example</td>\n",
       "      <td>15831944_example</td>\n",
       "      <td>html5/threejs/three.js/editor/js/libs/codemir...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>02dea64957889b43d2271be9168fd1aa30606c99</td>\n",
       "      <td>1466565170</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>944</td>\n",
       "      <td>27</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>0</td>\n",
       "      <td>865</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2669462</th>\n",
       "      <td>CVE-2020-7760</td>\n",
       "      <td>github.com/a-mabe/Memento-aware-Browser</td>\n",
       "      <td>a-mabe_Memento-aware-Browser</td>\n",
       "      <td>src/third_party/devtools-frontend/src/front_e...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>c34d44f9320ad5cc41e1cbcdb95ef707b2a4f68e</td>\n",
       "      <td>1597522929</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>182</td>\n",
       "      <td>2</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>7</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2670156</th>\n",
       "      <td>CVE-2020-7760</td>\n",
       "      <td>github.com/bopopescu/chromium-browser</td>\n",
       "      <td>bopopescu_chromium-browser</td>\n",
       "      <td>third_party/blink/renderer/devtools/front_end...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>6ec3270c682e6043254a6e2483fd1482ffdf4b4d</td>\n",
       "      <td>1411506558</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1481</td>\n",
       "      <td>3</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>0</td>\n",
       "      <td>797</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2670525</th>\n",
       "      <td>CVE-2020-36048</td>\n",
       "      <td>github.com/bloomberg/chromium.bb</td>\n",
       "      <td>bloomberg_chromium.bb</td>\n",
       "      <td>node_modules/engine.io/lib/server.js</td>\n",
       "      <td>fixed</td>\n",
       "      <td>d06b764acab4081914e803111c1a59915a1af847</td>\n",
       "      <td>1513866233</td>\n",
       "      <td>c7b05fe36019af8e632e29a9a6320552a034da8c</td>\n",
       "      <td>1613395050</td>\n",
       "      <td>370</td>\n",
       "      <td>...</td>\n",
       "      <td>219233</td>\n",
       "      <td>2083</td>\n",
       "      <td>63661</td>\n",
       "      <td>6686322</td>\n",
       "      <td>63294</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>261</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2677695</th>\n",
       "      <td>CVE-2021-27292</td>\n",
       "      <td>github.com/bloomberg/chromium.bb</td>\n",
       "      <td>bloomberg_chromium.bb</td>\n",
       "      <td>node_modules/ua-parser-js/src/ua-parser.js</td>\n",
       "      <td>fixed</td>\n",
       "      <td>d06b764acab4081914e803111c1a59915a1af847</td>\n",
       "      <td>1513866233</td>\n",
       "      <td>c7b05fe36019af8e632e29a9a6320552a034da8c</td>\n",
       "      <td>1613395050</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>219233</td>\n",
       "      <td>2083</td>\n",
       "      <td>63661</td>\n",
       "      <td>6686322</td>\n",
       "      <td>63294</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>261</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>243583 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    CVE                                ProjectUrl  \\\n",
       "11        CVE-2011-0992      github.com/Jackeagle/kernel_msm-3.18   \n",
       "12        CVE-2009-1194                    github.com/GNOME/pango   \n",
       "18        CVE-2011-0530         github.com/NetworkBlockDevice/nbd   \n",
       "19        CVE-2011-0530    github.com/BackupTheBerlios/linuxap-eh   \n",
       "25        CVE-2007-6761     github.com/broftkd/linux-history-repo   \n",
       "...                 ...                                       ...   \n",
       "2669040   CVE-2020-7760               github.com/15831944/example   \n",
       "2669462   CVE-2020-7760   github.com/a-mabe/Memento-aware-Browser   \n",
       "2670156   CVE-2020-7760     github.com/bopopescu/chromium-browser   \n",
       "2670525  CVE-2020-36048          github.com/bloomberg/chromium.bb   \n",
       "2677695  CVE-2021-27292          github.com/bloomberg/chromium.bb   \n",
       "\n",
       "                               Project  \\\n",
       "11           Jackeagle_kernel_msm-3.18   \n",
       "12                         GNOME_pango   \n",
       "18              NetworkBlockDevice_nbd   \n",
       "19         BackupTheBerlios_linuxap-eh   \n",
       "25          broftkd_linux-history-repo   \n",
       "...                                ...   \n",
       "2669040               15831944_example   \n",
       "2669462   a-mabe_Memento-aware-Browser   \n",
       "2670156     bopopescu_chromium-browser   \n",
       "2670525          bloomberg_chromium.bb   \n",
       "2677695          bloomberg_chromium.bb   \n",
       "\n",
       "                                                      Path     status  \\\n",
       "11             extern/mono/sources/mono/metadata/threads.c      fixed   \n",
       "12              Libraries/Pango/Source/pango/glyphstring.c      fixed   \n",
       "18                                        nbd/nbd-server.c      fixed   \n",
       "19                             linuxAP-eh/nbd/nbd-server.c   notfixed   \n",
       "25                                                              fixed   \n",
       "...                                                    ...        ...   \n",
       "2669040   html5/threejs/three.js/editor/js/libs/codemir...   notfixed   \n",
       "2669462   src/third_party/devtools-frontend/src/front_e...   notfixed   \n",
       "2670156   third_party/blink/renderer/devtools/front_end...   notfixed   \n",
       "2670525               node_modules/engine.io/lib/server.js      fixed   \n",
       "2677695         node_modules/ua-parser-js/src/ua-parser.js      fixed   \n",
       "\n",
       "                                      FirstBadBlob FirstBadTime  \\\n",
       "11        46ff807cf0ad15caccdf05cdd576c35b2e606e39   1006780218   \n",
       "12        282fb5fc9f9d01c4d933a6eb6bee6ae9f0d512c7    947736727   \n",
       "18        6a58a88c8ed56f6e3193fec8efe9c6f94e60dc01    972632473   \n",
       "19        6199ed16a4b5cfe32ff152fef48ebbdb69e7de39   1064693431   \n",
       "25        02e3ae7532e6e7f0b71c048fd2ee642053a57f6a    959130900   \n",
       "...                                            ...          ...   \n",
       "2669040   02dea64957889b43d2271be9168fd1aa30606c99   1466565170   \n",
       "2669462   c34d44f9320ad5cc41e1cbcdb95ef707b2a4f68e   1597522929   \n",
       "2670156   6ec3270c682e6043254a6e2483fd1482ffdf4b4d   1411506558   \n",
       "2670525   d06b764acab4081914e803111c1a59915a1af847   1513866233   \n",
       "2677695   d06b764acab4081914e803111c1a59915a1af847   1513866233   \n",
       "\n",
       "                                     FirstGoodBlob FirstGoodTime TimeSinceFix  \\\n",
       "11        722f9890f09aadfc37ae479e7d946d5fc5ef7b91    1302110860            0   \n",
       "12        4de30e5500eaeb49f4bf0b7a07f718e149a2ed5e    1235982652            0   \n",
       "18        3ef52043861ab16352d49af89e048ba6339d6df8    1296163973            0   \n",
       "19                                                                              \n",
       "25        00d5a62131d638503d102812092b7bfb7ddc4986     959130900        -2757   \n",
       "...                                            ...           ...          ...   \n",
       "2669040                                                                         \n",
       "2669462                                                                         \n",
       "2670156                                                                         \n",
       "2670525   c7b05fe36019af8e632e29a9a6320552a034da8c    1613395050          370   \n",
       "2677695   c7b05fe36019af8e632e29a9a6320552a034da8c    1613395050            3   \n",
       "\n",
       "         ... NumStars NumCore CommunitySize NumCommits NumForks FileInfo  \\\n",
       "11       ...   201441    3769        112489   36468389   237104    C/C++   \n",
       "12       ...      109      21           136      12936       35    C/C++   \n",
       "18       ...      386       3           106       6778      113    C/C++   \n",
       "19       ...                1             1        201        0    C/C++   \n",
       "25       ...        2     611             2     179968        0    C/C++   \n",
       "...      ...      ...     ...           ...        ...      ...      ...   \n",
       "2669040  ...       80       1            18        944       27    C/C++   \n",
       "2669462  ...                1             2        182        2    C/C++   \n",
       "2670156  ...        3       2             2       1481        3    C/C++   \n",
       "2670525  ...   219233    2083         63661    6686322    63294    C/C++   \n",
       "2677695  ...   219233    2083         63661    6686322    63294    C/C++   \n",
       "\n",
       "         GHStars  GHCommits SECURITY.md  Corp  \n",
       "11             1     499042          No    No  \n",
       "12           127       6220          No    No  \n",
       "18           337       1427          No    No  \n",
       "19             0        201          No    No  \n",
       "25             0     179968          No    No  \n",
       "...          ...        ...         ...   ...  \n",
       "2669040        0        865          No    No  \n",
       "2669462        7                     No    No  \n",
       "2670156        0        797          No    No  \n",
       "2670525      261                     No    No  \n",
       "2677695      261                     No    No  \n",
       "\n",
       "[243583 rows x 30 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df['FileInfo'].str.strip() == \"C/C++\") & (df['NumCommits'].str.len() > 3)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cd7bde8f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Path</th>\n",
       "      <th>status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>125428</th>\n",
       "      <td>virt/kvm/eventfd.c</td>\n",
       "      <td>fixed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372586</th>\n",
       "      <td>fs/ocfs2/cluster/nodemanager.c</td>\n",
       "      <td>fixed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494286</th>\n",
       "      <td>drivers/scsi/qedi/qedi_dbg.c</td>\n",
       "      <td>fixed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504234</th>\n",
       "      <td>drivers/infiniband/hw/hns/hns_roce_main.c</td>\n",
       "      <td>fixed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525379</th>\n",
       "      <td>linux-4.14-amp/drivers/infiniband/hw/hfi1/sdma.c</td>\n",
       "      <td>notfixed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2104213</th>\n",
       "      <td>linux-4.14-amp/drivers/hid/hid-elo.c</td>\n",
       "      <td>notfixed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2111564</th>\n",
       "      <td>linux-4.14-amp/net/sunrpc/xdr.c</td>\n",
       "      <td>notfixed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2161895</th>\n",
       "      <td>linux-4.14-amp/drivers/net/can/usb/usb_8dev.c</td>\n",
       "      <td>notfixed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2224242</th>\n",
       "      <td>linux-4.14-amp/kernel/ptrace.c</td>\n",
       "      <td>notfixed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2243731</th>\n",
       "      <td>qemu_mode/qemu-2.10.0/roms/u-boot/net/nfs.c</td>\n",
       "      <td>fixed</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>75 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                      Path     status\n",
       "125428                                  virt/kvm/eventfd.c      fixed\n",
       "372586                      fs/ocfs2/cluster/nodemanager.c      fixed\n",
       "494286                        drivers/scsi/qedi/qedi_dbg.c      fixed\n",
       "504234           drivers/infiniband/hw/hns/hns_roce_main.c      fixed\n",
       "525379    linux-4.14-amp/drivers/infiniband/hw/hfi1/sdma.c   notfixed\n",
       "...                                                    ...        ...\n",
       "2104213               linux-4.14-amp/drivers/hid/hid-elo.c   notfixed\n",
       "2111564                    linux-4.14-amp/net/sunrpc/xdr.c   notfixed\n",
       "2161895      linux-4.14-amp/drivers/net/can/usb/usb_8dev.c   notfixed\n",
       "2224242                     linux-4.14-amp/kernel/ptrace.c   notfixed\n",
       "2243731        qemu_mode/qemu-2.10.0/roms/u-boot/net/nfs.c      fixed\n",
       "\n",
       "[75 rows x 2 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df['ProjectUrl'].str.contains(\"opencn\"))][['Path', 'status']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f77a681e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"SECURITY.md\"] = df[\"SECURITY.md\"].str.lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ab6f9264",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FileInfo     SECURITY.md\n",
       "              no               643\n",
       "              yes               62\n",
       " Ada          no                 2\n",
       " Basic        no                 6\n",
       " C/C++        no             63286\n",
       "              yes             1152\n",
       " Clojure      no                 1\n",
       "              yes                2\n",
       " Dart         no                 3\n",
       "              yes                2\n",
       " Erlang       no                 6\n",
       " Fortran      no               107\n",
       "              yes                8\n",
       " Go           no              1317\n",
       "              yes              113\n",
       " Java         no              1698\n",
       "              yes               57\n",
       " JavaScript   no            289644\n",
       "              yes             4040\n",
       " Julia        no                 2\n",
       "              yes                1\n",
       " Kotlin       no                12\n",
       "              yes                5\n",
       " Lisp         no                93\n",
       "              yes                2\n",
       " Lua          no               142\n",
       "              yes                8\n",
       " PHP          no            105177\n",
       "              yes             2343\n",
       " Perl         no              1035\n",
       "              yes               23\n",
       " Python       no             14949\n",
       "              yes              390\n",
       " R            no                 7\n",
       "              yes                2\n",
       " Ruby         no             11387\n",
       "              yes               94\n",
       " Rust         no               134\n",
       "              yes                8\n",
       " Scala        no                 8\n",
       "              yes                1\n",
       " Sql          no               333\n",
       "              yes                6\n",
       " Swift        no               566\n",
       "              yes               19\n",
       " TypeScript   no               176\n",
       "              yes               17\n",
       " fml          no                20\n",
       "              yes                3\n",
       "Name: Project, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby([\"FileInfo\", \"SECURITY.md\"])[\"Project\"].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "bc539fa3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "status     SECURITY.md\n",
       " fixed      no             26635\n",
       "            yes              685\n",
       " notfixed   no            467341\n",
       "            yes             7614\n",
       " unknown    no             12287\n",
       "            yes              442\n",
       "Name: Project, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby([\"status\", \"SECURITY.md\"])[\"Project\"].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6119dbb4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SECURITY.md  status   \n",
       " no           notfixed    0.936301\n",
       "              fixed       0.038104\n",
       "              unknown     0.025595\n",
       " yes          notfixed    0.925583\n",
       "              fixed       0.049128\n",
       "              unknown     0.025289\n",
       "Name: status, dtype: float64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby([\"SECURITY.md\"])[\"status\"].value_counts(normalize = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "58a766af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FileInfo     status   \n",
       "              fixed        14\n",
       "              notfixed    827\n",
       "              unknown       4\n",
       " Ada          fixed         4\n",
       "              notfixed      1\n",
       "                         ... \n",
       " TypeScript   fixed         2\n",
       "              notfixed     53\n",
       "              unknown      13\n",
       " fml          fixed         1\n",
       "              notfixed     14\n",
       "Name: CVE, Length: 66, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby([\"FileInfo\", \"status\"])[\"CVE\"].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c2a1cff9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FileInfo     status   \n",
       "              notfixed    0.987321\n",
       "              fixed       0.007377\n",
       "              unknown     0.005302\n",
       " Ada          fixed       0.800000\n",
       "              notfixed    0.200000\n",
       "                            ...   \n",
       " TypeScript   notfixed    0.927711\n",
       "              unknown     0.064257\n",
       "              fixed       0.008032\n",
       " fml          notfixed    0.964286\n",
       "              fixed       0.035714\n",
       "Name: status, Length: 66, dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby([\"FileInfo\"])[\"status\"].value_counts(normalize = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "8bd86400",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FileInfo     status   \n",
       "              fixed           2.0\n",
       "              notfixed        2.0\n",
       "              unknown        21.5\n",
       " Ada          fixed       18858.0\n",
       "              notfixed       12.0\n",
       "                           ...   \n",
       " TypeScript   fixed       29534.0\n",
       "              notfixed       12.0\n",
       "              unknown       372.5\n",
       " fml          fixed        1108.0\n",
       "              notfixed       45.0\n",
       "Name: NumCommits, Length: 66, dtype: float64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df[\"NumCommits\"] != \"-\") & (df[\"NumCommits\"] != \" \")].groupby([\"FileInfo\", \"status\"])[\"NumCommits\"].median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "673ad2e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FileInfo     status   \n",
       "              fixed         5.5\n",
       "              notfixed      1.0\n",
       "              unknown       1.0\n",
       " C/C++        fixed         2.0\n",
       "              notfixed      1.0\n",
       "              unknown       1.0\n",
       " Erlang       fixed         1.0\n",
       " Fortran      fixed       549.0\n",
       "              notfixed      1.0\n",
       "              unknown       2.0\n",
       " Go           fixed        20.5\n",
       "              notfixed      1.0\n",
       "              unknown       1.0\n",
       " Java         fixed         1.0\n",
       "              notfixed      1.0\n",
       "              unknown     176.0\n",
       " JavaScript   fixed         1.0\n",
       "              notfixed      1.0\n",
       "              unknown       1.0\n",
       " Kotlin       notfixed      2.0\n",
       "              unknown       4.0\n",
       " Lisp         fixed       230.0\n",
       "              notfixed      1.0\n",
       "              unknown       1.0\n",
       " Lua          notfixed      1.5\n",
       "              unknown       1.0\n",
       " PHP          fixed         1.0\n",
       "              notfixed      1.0\n",
       "              unknown       1.0\n",
       " Perl         fixed         5.0\n",
       "              notfixed      1.0\n",
       "              unknown       1.0\n",
       " Python       fixed         1.0\n",
       "              notfixed      1.0\n",
       "              unknown       1.0\n",
       " Ruby         fixed         4.0\n",
       "              notfixed      1.0\n",
       "              unknown       1.0\n",
       " Rust         fixed         3.0\n",
       "              notfixed      3.0\n",
       "              unknown       1.0\n",
       " Sql          fixed         1.0\n",
       "              unknown       1.0\n",
       " Swift        fixed         2.5\n",
       "              notfixed      1.5\n",
       "              unknown       1.0\n",
       " TypeScript   notfixed      1.0\n",
       "              unknown       1.0\n",
       "Name: CommunitySize, dtype: float64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"CommunitySize\"] != \" \"].groupby([\"FileInfo\", \"status\"])[\"CommunitySize\"].median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "51f0e370",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FileInfo     status   \n",
       "              fixed       1.0\n",
       "              notfixed    1.0\n",
       "              unknown     1.0\n",
       " Ada          fixed       2.0\n",
       "              notfixed    1.0\n",
       "                         ... \n",
       " TypeScript   fixed       3.0\n",
       "              notfixed    1.0\n",
       "              unknown     2.0\n",
       " fml          fixed       1.0\n",
       "              notfixed    1.0\n",
       "Name: NumCore, Length: 66, dtype: float64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"NumCore\"] != \" \"].groupby([\"FileInfo\", \"status\"])[\"NumCore\"].median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "fad988a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Corp\n",
       " No    2686265\n",
       "Name: CVE, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(\"Corp\")['CVE'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a53b0d9e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CVE</th>\n",
       "      <th>ProjectUrl</th>\n",
       "      <th>Project</th>\n",
       "      <th>Path</th>\n",
       "      <th>status</th>\n",
       "      <th>FirstBadBlob</th>\n",
       "      <th>FirstBadTime</th>\n",
       "      <th>FirstGoodBlob</th>\n",
       "      <th>FirstGoodTime</th>\n",
       "      <th>TimeSinceFix</th>\n",
       "      <th>...</th>\n",
       "      <th>NumStars</th>\n",
       "      <th>NumCore</th>\n",
       "      <th>CommunitySize</th>\n",
       "      <th>NumCommits</th>\n",
       "      <th>NumForks</th>\n",
       "      <th>FileInfo</th>\n",
       "      <th>GHStars</th>\n",
       "      <th>GHCommits</th>\n",
       "      <th>SECURITY.md</th>\n",
       "      <th>Corp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CVE-2010-2809</td>\n",
       "      <td>github.com/uzbl/uzbl</td>\n",
       "      <td>uzbl_uzbl</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>9dd1370d0b7cd876f004f7a822b0357039252184</td>\n",
       "      <td>1262459475</td>\n",
       "      <td>9cc39cb5c9396be013b5dc2ba7e4b3eaa647e975</td>\n",
       "      <td>1281006747</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>988</td>\n",
       "      <td>9</td>\n",
       "      <td>230</td>\n",
       "      <td>7375</td>\n",
       "      <td>221</td>\n",
       "      <td>Lisp</td>\n",
       "      <td>971</td>\n",
       "      <td>4565</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CVE-2010-3260</td>\n",
       "      <td>github.com/Dariucc07/Predicting-Vulnerable-Code</td>\n",
       "      <td>Dariucc07_Predicting-Vulnerable-Code</td>\n",
       "      <td>Dataset2/mining_results/RepositoryMining12/59...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>2e7f17890a24122e43a86e1185a16a2dbedf986f</td>\n",
       "      <td>1590856260</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>Java</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CVE-2010-1630</td>\n",
       "      <td>github.com/phpbb/phpbb</td>\n",
       "      <td>phpbb_phpbb</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>33520bbf5bd80414f0cad5b7644a60ef05e20e43</td>\n",
       "      <td>982399052</td>\n",
       "      <td>1758aa38b21f5960ab1b1a241546b34a203051b6</td>\n",
       "      <td>1241079332</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2341</td>\n",
       "      <td>31</td>\n",
       "      <td>1301</td>\n",
       "      <td>113558</td>\n",
       "      <td>1420</td>\n",
       "      <td>PHP</td>\n",
       "      <td>1584</td>\n",
       "      <td>36455</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CVE-2010-1630</td>\n",
       "      <td>github.com/steveh/phpbb</td>\n",
       "      <td>steveh_phpbb</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>a07aa9fb69439b7306dc2803695ca1a693cfe492</td>\n",
       "      <td>982399052</td>\n",
       "      <td>77e524e1bdcdf76d141c23ee7682ea3304022282</td>\n",
       "      <td>1241079332</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>18255</td>\n",
       "      <td>0</td>\n",
       "      <td>PHP</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CVE-2011-1588</td>\n",
       "      <td>github.com/simula67/Thunar-1.3.0</td>\n",
       "      <td>simula67_Thunar-1.3.0</td>\n",
       "      <td>thunar/thunar-transfer-job.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>699184df2d3fdc86c365af02ae652f3898e931a3</td>\n",
       "      <td>1348235432</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             CVE                                        ProjectUrl  \\\n",
       "0  CVE-2010-2809                              github.com/uzbl/uzbl   \n",
       "1  CVE-2010-3260   github.com/Dariucc07/Predicting-Vulnerable-Code   \n",
       "2  CVE-2010-1630                            github.com/phpbb/phpbb   \n",
       "3  CVE-2010-1630                           github.com/steveh/phpbb   \n",
       "4  CVE-2011-1588                  github.com/simula67/Thunar-1.3.0   \n",
       "\n",
       "                                 Project  \\\n",
       "0                              uzbl_uzbl   \n",
       "1   Dariucc07_Predicting-Vulnerable-Code   \n",
       "2                            phpbb_phpbb   \n",
       "3                           steveh_phpbb   \n",
       "4                  simula67_Thunar-1.3.0   \n",
       "\n",
       "                                                Path     status  \\\n",
       "0                                                         fixed   \n",
       "1   Dataset2/mining_results/RepositoryMining12/59...   notfixed   \n",
       "2                                                         fixed   \n",
       "3                                                         fixed   \n",
       "4                       thunar/thunar-transfer-job.c   notfixed   \n",
       "\n",
       "                                FirstBadBlob FirstBadTime  \\\n",
       "0   9dd1370d0b7cd876f004f7a822b0357039252184   1262459475   \n",
       "1   2e7f17890a24122e43a86e1185a16a2dbedf986f   1590856260   \n",
       "2   33520bbf5bd80414f0cad5b7644a60ef05e20e43    982399052   \n",
       "3   a07aa9fb69439b7306dc2803695ca1a693cfe492    982399052   \n",
       "4   699184df2d3fdc86c365af02ae652f3898e931a3   1348235432   \n",
       "\n",
       "                               FirstGoodBlob FirstGoodTime TimeSinceFix  ...  \\\n",
       "0   9cc39cb5c9396be013b5dc2ba7e4b3eaa647e975    1281006747            0  ...   \n",
       "1                                                                        ...   \n",
       "2   1758aa38b21f5960ab1b1a241546b34a203051b6    1241079332            0  ...   \n",
       "3   77e524e1bdcdf76d141c23ee7682ea3304022282    1241079332            0  ...   \n",
       "4                                                                        ...   \n",
       "\n",
       "  NumStars NumCore CommunitySize NumCommits NumForks FileInfo  GHStars  \\\n",
       "0      988       9           230       7375      221     Lisp      971   \n",
       "1        2       2             1         47        0     Java        1   \n",
       "2     2341      31          1301     113558     1420      PHP     1584   \n",
       "3                7             2      18255        0      PHP            \n",
       "4                1             1          2        0    C/C++        0   \n",
       "\n",
       "   GHCommits SECURITY.md  Corp  \n",
       "0       4565          no    No  \n",
       "1         47          no    No  \n",
       "2      36455          no    No  \n",
       "3                     no    No  \n",
       "4          2          no    No  \n",
       "\n",
       "[5 rows x 30 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1252a19",
   "metadata": {},
   "source": [
    "# Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2db24410",
   "metadata": {},
   "source": [
    "### RQ 1: How prevalent are cloned files with vulnerabilities? \n",
    "\n",
    "- How many vulnerabilities have been cloned?\n",
    "- How many projects have cloned vulnerabilities? \n",
    "- How many projects clone a specific vulnerability? (max, min, average)\n",
    "- Show both numbers over time?\n",
    "\n",
    "\n",
    "- How many CVEs for how many projects\n",
    "    - in total 3093 CVE-s\n",
    "    - 499101 projects have copied vulnerabilities\n",
    "    - in total 2686265 instances of copied vulnerabilities\n",
    "- which languages are the vulnerable files written in\n",
    "    - C/C++         2284\n",
    "    - JavaScript     998\n",
    "    -  NOne           834\n",
    "    - Java           769\n",
    "    - PHP            686\n",
    "    - Python         614\n",
    "    - Ruby           291\n",
    "    - Go             279\n",
    "    - Perl           128\n",
    "    - others less than 150\n",
    "- how many projects that copy vulnerabilities for which languages (all mainly C/C++, other __significantly__ less)\n",
    "    - JavaScript    293684\n",
    "    -  PHP           107518\n",
    "    -  C/C++          64429\n",
    "    -  Python         15339\n",
    "    -  Ruby           11481\n",
    "    -  Java            1755\n",
    "    -  Go              1430\n",
    "    -  Perl            1058\n",
    "    - others less than 100\n",
    "- values for specific vulnerabilities\n",
    "    - min 1; 25% 5; 50% 38; 75% 184, mean 868, max 94379"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "daad133b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3093"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['CVE'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "aed2b6e7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "499101"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Project'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "5dfd2b52",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2686265"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['CVE'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "2decbff3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FileInfo\n",
       " C/C++         2284\n",
       " JavaScript     998\n",
       "                834\n",
       " Java           769\n",
       " PHP            686\n",
       " Python         614\n",
       " Ruby           291\n",
       " Go             279\n",
       " Perl           128\n",
       " TypeScript      62\n",
       " Rust            52\n",
       " Lua             44\n",
       " Sql             25\n",
       " Lisp            25\n",
       " Fortran         25\n",
       " Kotlin          18\n",
       " fml             15\n",
       " Scala           14\n",
       " Swift           13\n",
       " Basic            8\n",
       " R                6\n",
       " Ada              5\n",
       " Dart             5\n",
       " Julia            4\n",
       " Erlang           3\n",
       " Clojure          2\n",
       "Name: CVE, dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('FileInfo')['CVE'].nunique().sort_values(ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c3dc55a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FileInfo\n",
       " JavaScript    293684\n",
       " PHP           107518\n",
       " C/C++          64429\n",
       " Python         15339\n",
       " Ruby           11481\n",
       " Java            1755\n",
       " Go              1430\n",
       " Perl            1058\n",
       "                  705\n",
       " Swift            585\n",
       " Sql              339\n",
       " TypeScript       193\n",
       " Lua              150\n",
       " Rust             142\n",
       " Fortran          115\n",
       " Lisp              95\n",
       " fml               23\n",
       " Kotlin            17\n",
       " R                  9\n",
       " Scala              9\n",
       " Erlang             6\n",
       " Basic              6\n",
       " Dart               5\n",
       " Julia              3\n",
       " Clojure            3\n",
       " Ada                2\n",
       "Name: Project, dtype: int64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('FileInfo')['Project'].nunique().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e8305766",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     3093.000000\n",
       "mean       868.498222\n",
       "std       3615.339304\n",
       "min          1.000000\n",
       "25%          5.000000\n",
       "50%         38.000000\n",
       "75%        184.000000\n",
       "max      94379.000000\n",
       "Name: Project, dtype: float64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('CVE')['Project'].nunique().describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "13eb11d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CVE\n",
       "CVE-2014-4301         1\n",
       "CVE-2017-15365        1\n",
       "CVE-2017-15377        1\n",
       "CVE-2013-7441         1\n",
       "CVE-2016-7553         1\n",
       "                  ...  \n",
       "CVE-2020-19316    28780\n",
       "CVE-2019-10913    42681\n",
       "CVE-2021-3777     59918\n",
       "CVE-2021-3749     85002\n",
       "CVE-2021-32640    94379\n",
       "Name: Project, Length: 3093, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('CVE')['Project'].nunique().sort_values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "id": "6a8fc7c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CVE</th>\n",
       "      <th>ProjectUrl</th>\n",
       "      <th>Project</th>\n",
       "      <th>Path</th>\n",
       "      <th>status</th>\n",
       "      <th>1stBadBlob</th>\n",
       "      <th>1stBadTime</th>\n",
       "      <th>1stGoodBlob</th>\n",
       "      <th>1stGoodTime</th>\n",
       "      <th>TimeSinceFix</th>\n",
       "      <th>...</th>\n",
       "      <th>EarliestCommitDate</th>\n",
       "      <th>LatestCommitDate</th>\n",
       "      <th>NumActiveMon</th>\n",
       "      <th>NumStars</th>\n",
       "      <th>NumCore</th>\n",
       "      <th>CommunitySize</th>\n",
       "      <th>NumCommits</th>\n",
       "      <th>NumForks</th>\n",
       "      <th>FileInfo</th>\n",
       "      <th>RootFork</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CVE-2007-6761</td>\n",
       "      <td>github.com/broftkd/linux-history-repo</td>\n",
       "      <td>broftkd_linux-history-repo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fixed</td>\n",
       "      <td>02e3ae7532e6e7f0b71c048fd2ee642053a57f6a</td>\n",
       "      <td>9.591309e+08</td>\n",
       "      <td>00d5a62131d638503d102812092b7bfb7ddc4986</td>\n",
       "      <td>9.591309e+08</td>\n",
       "      <td>-2757.0</td>\n",
       "      <td>...</td>\n",
       "      <td>9.591309e+08</td>\n",
       "      <td>9.591309e+08</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>611</td>\n",
       "      <td>2.0</td>\n",
       "      <td>179968</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CVE-2007-6761</td>\n",
       "      <td>github.com/illacceptanything/illacceptanything</td>\n",
       "      <td>illacceptanything_illacceptanything</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fixed</td>\n",
       "      <td>87b9ad070cf76c0f1e8cf836f7eb86e9ac94e34a</td>\n",
       "      <td>1.191979e+09</td>\n",
       "      <td>0b29669c065f60501e7289e1950fa2a618962358</td>\n",
       "      <td>1.197404e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.153735e+08</td>\n",
       "      <td>2.147472e+09</td>\n",
       "      <td>698.0</td>\n",
       "      <td>63040</td>\n",
       "      <td>749</td>\n",
       "      <td>23892.0</td>\n",
       "      <td>673525</td>\n",
       "      <td>25343.0</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>rails_rails</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CVE-2007-6761</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fixed</td>\n",
       "      <td>9734a33f9db52125e6df589615007a0a606d2dfa</td>\n",
       "      <td>1.191974e+09</td>\n",
       "      <td>0b29669c065f60501e7289e1950fa2a618962358</td>\n",
       "      <td>1.197404e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.683654e+08</td>\n",
       "      <td>3.643718e+09</td>\n",
       "      <td>364.0</td>\n",
       "      <td>201441</td>\n",
       "      <td>3769</td>\n",
       "      <td>112489.0</td>\n",
       "      <td>36468389</td>\n",
       "      <td>237104.0</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>torvalds_linux</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CVE-2007-6761</td>\n",
       "      <td>github.com/spiderworthy/linux</td>\n",
       "      <td>spiderworthy_linux</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fixed</td>\n",
       "      <td>0b4745b6e0a6a0ab13522e28464a527929c12783</td>\n",
       "      <td>1.044304e+09</td>\n",
       "      <td>48b3e3e1d34c859e47cf156da06d06438ac6440c</td>\n",
       "      <td>1.044305e+09</td>\n",
       "      <td>-1771.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.044298e+09</td>\n",
       "      <td>1.423077e+09</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>495786</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CVE-2007-6761</td>\n",
       "      <td>github.com/ZIDAN44/linux-stable</td>\n",
       "      <td>ZIDAN44_linux-stable</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fixed</td>\n",
       "      <td>7a6b37df3acc3540007ef5420f7e8e7692eb7d2b</td>\n",
       "      <td>1.191979e+09</td>\n",
       "      <td>9fd15959ccd7d05d51eaf1c0a9f028fa178167ec</td>\n",
       "      <td>1.197404e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000710e+09</td>\n",
       "      <td>2.124260e+09</td>\n",
       "      <td>132.0</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>1.0</td>\n",
       "      <td>381506</td>\n",
       "      <td>0.0</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             CVE                                      ProjectUrl  \\\n",
       "0  CVE-2007-6761           github.com/broftkd/linux-history-repo   \n",
       "1  CVE-2007-6761  github.com/illacceptanything/illacceptanything   \n",
       "2  CVE-2007-6761            github.com/Jackeagle/kernel_msm-3.18   \n",
       "3  CVE-2007-6761                   github.com/spiderworthy/linux   \n",
       "4  CVE-2007-6761                 github.com/ZIDAN44/linux-stable   \n",
       "\n",
       "                               Project Path status  \\\n",
       "0           broftkd_linux-history-repo  NaN  fixed   \n",
       "1  illacceptanything_illacceptanything  NaN  fixed   \n",
       "2            Jackeagle_kernel_msm-3.18  NaN  fixed   \n",
       "3                   spiderworthy_linux  NaN  fixed   \n",
       "4                 ZIDAN44_linux-stable  NaN  fixed   \n",
       "\n",
       "                                 1stBadBlob    1stBadTime  \\\n",
       "0  02e3ae7532e6e7f0b71c048fd2ee642053a57f6a  9.591309e+08   \n",
       "1  87b9ad070cf76c0f1e8cf836f7eb86e9ac94e34a  1.191979e+09   \n",
       "2  9734a33f9db52125e6df589615007a0a606d2dfa  1.191974e+09   \n",
       "3  0b4745b6e0a6a0ab13522e28464a527929c12783  1.044304e+09   \n",
       "4  7a6b37df3acc3540007ef5420f7e8e7692eb7d2b  1.191979e+09   \n",
       "\n",
       "                                1stGoodBlob   1stGoodTime  TimeSinceFix  ...  \\\n",
       "0  00d5a62131d638503d102812092b7bfb7ddc4986  9.591309e+08       -2757.0  ...   \n",
       "1  0b29669c065f60501e7289e1950fa2a618962358  1.197404e+09           0.0  ...   \n",
       "2  0b29669c065f60501e7289e1950fa2a618962358  1.197404e+09           0.0  ...   \n",
       "3  48b3e3e1d34c859e47cf156da06d06438ac6440c  1.044305e+09       -1771.0  ...   \n",
       "4  9fd15959ccd7d05d51eaf1c0a9f028fa178167ec  1.197404e+09           0.0  ...   \n",
       "\n",
       "  EarliestCommitDate  LatestCommitDate NumActiveMon NumStars  NumCore  \\\n",
       "0       9.591309e+08      9.591309e+08          1.0        2      611   \n",
       "1       3.153735e+08      2.147472e+09        698.0    63040      749   \n",
       "2       5.683654e+08      3.643718e+09        364.0   201441     3769   \n",
       "3       1.044298e+09      1.423077e+09          2.0        -        1   \n",
       "4       1.000710e+09      2.124260e+09        132.0        -        -   \n",
       "\n",
       "   CommunitySize  NumCommits  NumForks FileInfo        RootFork  \n",
       "0            2.0      179968       0.0    C/C++             NaN  \n",
       "1        23892.0      673525   25343.0    C/C++     rails_rails  \n",
       "2       112489.0    36468389  237104.0    C/C++  torvalds_linux  \n",
       "3            1.0      495786       0.0    C/C++               -  \n",
       "4            1.0      381506       0.0    C/C++               -  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "563ce03c",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "31763cbc",
   "metadata": {},
   "source": [
    "### RQ2: What percentage of cloned vulnerabilities are fixed?\n",
    "\n",
    "- Percentage of copied vulnerabilities that have been fixed\n",
    "    - 93.6% of copied vulnerabilities are not fixed, 3.8% are fixed\n",
    "- Variance of percentage of fixed projects for different vulnerabilities\n",
    "    - for most vulnerabilities the percentage of projects that have not fixed the vulnerability is larger than 90%\n",
    "- maybe how this changes over time? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "5ce1a07e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       " notfixed    0.935998\n",
       " fixed       0.038415\n",
       " unknown     0.025586\n",
       "Name: status, dtype: float64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"status\"].value_counts(normalize = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "6b3561c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>status</th>\n",
       "      <th>fixed</th>\n",
       "      <th>notfixed</th>\n",
       "      <th>unknown</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1858.000000</td>\n",
       "      <td>2645.000000</td>\n",
       "      <td>1799.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.470654</td>\n",
       "      <td>0.754625</td>\n",
       "      <td>0.123703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.394432</td>\n",
       "      <td>0.296624</td>\n",
       "      <td>0.237358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000102</td>\n",
       "      <td>0.005376</td>\n",
       "      <td>0.000295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.049453</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.012069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.905252</td>\n",
       "      <td>0.032150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.873566</td>\n",
       "      <td>0.979167</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "status        fixed     notfixed      unknown\n",
       "count   1858.000000  2645.000000  1799.000000\n",
       "mean       0.470654     0.754625     0.123703\n",
       "std        0.394432     0.296624     0.237358\n",
       "min        0.000102     0.005376     0.000295\n",
       "25%        0.049453     0.500000     0.012069\n",
       "50%        0.500000     0.905252     0.032150\n",
       "75%        0.873566     0.979167     0.100000\n",
       "max        1.000000     1.000000     1.000000"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('CVE')[\"status\"].value_counts(normalize = True).unstack().reset_index().describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "2f558c60",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.status = df.status.str.strip()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "db9a525a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    1858.000000\n",
       "mean       55.540366\n",
       "std       192.031774\n",
       "min         1.000000\n",
       "25%         2.000000\n",
       "50%        17.000000\n",
       "75%        62.000000\n",
       "max      4952.000000\n",
       "Name: Project, dtype: float64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.status == 'fixed'].groupby('CVE')['Project'].nunique().describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "caee0a82",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     2645.000000\n",
       "mean       950.600756\n",
       "std       3832.767131\n",
       "min          1.000000\n",
       "25%          7.000000\n",
       "50%         33.000000\n",
       "75%        180.000000\n",
       "max      94379.000000\n",
       "Name: Project, dtype: float64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.status == 'notfixed'].groupby('CVE')['Project'].nunique().describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "2a73bbb0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    1799.000000\n",
       "mean       38.205670\n",
       "std       117.977996\n",
       "min         1.000000\n",
       "25%         1.000000\n",
       "50%         2.000000\n",
       "75%         8.000000\n",
       "max      2294.000000\n",
       "Name: Project, dtype: float64"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.status == 'unknown'].groupby('CVE')['Project'].nunique().describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "b96dd319",
   "metadata": {},
   "outputs": [],
   "source": [
    "percentages = (df[df.status == 'notfixed'].groupby('CVE')['Project'].nunique())/(df.groupby('CVE')['Project'].nunique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "4501456a",
   "metadata": {},
   "outputs": [],
   "source": [
    "percentages = percentages.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "c4ab1c9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    2645.000000\n",
       "mean        0.754625\n",
       "std         0.296624\n",
       "min         0.005376\n",
       "25%         0.500000\n",
       "50%         0.905252\n",
       "75%         0.979167\n",
       "max         1.000000\n",
       "Name: Project, dtype: float64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "percentages[~pd.isna(percentages.Project)]['Project'].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af7bf79e",
   "metadata": {},
   "source": [
    "### RQ3: How long does it take to fix a cloned vulnerability? \n",
    "\n",
    "- Plot survival time over time (+ the variance?)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "d04459f3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "df['TimeSinceFix'] = pd.to_numeric(df[df['TimeSinceFix'] != \" \"]['TimeSinceFix'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "542e22d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    103194.000000\n",
       "mean        543.693335\n",
       "std        1553.399552\n",
       "min      -18631.000000\n",
       "25%         169.000000\n",
       "50%         470.000000\n",
       "75%         991.000000\n",
       "max        4864.000000\n",
       "Name: TimeSinceFix, dtype: float64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['TimeSinceFix'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "11c0dd3e",
   "metadata": {},
   "outputs": [],
   "source": [
    "most_pop_endings = df.groupby('file_ending')['Project'].count().sort_values()[-10:]\n",
    "most_pop_endings = most_pop_endings.reset_index().file_ending\n",
    "\n",
    "most_pop_endings = most_pop_endings.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "a15a7fa0",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>file_ending</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>c</th>\n",
       "      <td>79655.0</td>\n",
       "      <td>598.847957</td>\n",
       "      <td>1702.163585</td>\n",
       "      <td>-18470.0</td>\n",
       "      <td>208.0</td>\n",
       "      <td>575.0</td>\n",
       "      <td>1109.00</td>\n",
       "      <td>4864.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cc</th>\n",
       "      <td>74.0</td>\n",
       "      <td>-123.864865</td>\n",
       "      <td>2905.606123</td>\n",
       "      <td>-17864.0</td>\n",
       "      <td>91.5</td>\n",
       "      <td>228.5</td>\n",
       "      <td>478.00</td>\n",
       "      <td>1547.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cpp</th>\n",
       "      <td>129.0</td>\n",
       "      <td>633.852713</td>\n",
       "      <td>703.988848</td>\n",
       "      <td>-206.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>433.0</td>\n",
       "      <td>806.00</td>\n",
       "      <td>3530.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>h</th>\n",
       "      <td>2821.0</td>\n",
       "      <td>641.528536</td>\n",
       "      <td>1480.742763</td>\n",
       "      <td>-18228.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>587.0</td>\n",
       "      <td>1128.00</td>\n",
       "      <td>3071.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>js</th>\n",
       "      <td>11240.0</td>\n",
       "      <td>249.000000</td>\n",
       "      <td>528.196151</td>\n",
       "      <td>-18631.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>207.0</td>\n",
       "      <td>281.00</td>\n",
       "      <td>2805.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>json</th>\n",
       "      <td>3.0</td>\n",
       "      <td>239.000000</td>\n",
       "      <td>351.825241</td>\n",
       "      <td>0.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>358.50</td>\n",
       "      <td>643.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>php</th>\n",
       "      <td>5103.0</td>\n",
       "      <td>327.984519</td>\n",
       "      <td>702.332186</td>\n",
       "      <td>-18030.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>219.0</td>\n",
       "      <td>470.00</td>\n",
       "      <td>3203.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>py</th>\n",
       "      <td>2139.0</td>\n",
       "      <td>561.980365</td>\n",
       "      <td>707.890928</td>\n",
       "      <td>-16508.0</td>\n",
       "      <td>188.0</td>\n",
       "      <td>464.0</td>\n",
       "      <td>821.00</td>\n",
       "      <td>2734.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rb</th>\n",
       "      <td>389.0</td>\n",
       "      <td>333.637532</td>\n",
       "      <td>385.594059</td>\n",
       "      <td>0.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>202.0</td>\n",
       "      <td>488.00</td>\n",
       "      <td>2619.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>svn-base</th>\n",
       "      <td>140.0</td>\n",
       "      <td>323.342857</td>\n",
       "      <td>355.293956</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>184.5</td>\n",
       "      <td>515.25</td>\n",
       "      <td>1504.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               count        mean          std      min    25%    50%      75%  \\\n",
       "file_ending                                                                     \n",
       "c            79655.0  598.847957  1702.163585 -18470.0  208.0  575.0  1109.00   \n",
       "cc              74.0 -123.864865  2905.606123 -17864.0   91.5  228.5   478.00   \n",
       "cpp            129.0  633.852713   703.988848   -206.0  165.0  433.0   806.00   \n",
       "h             2821.0  641.528536  1480.742763 -18228.0  233.0  587.0  1128.00   \n",
       "js           11240.0  249.000000   528.196151 -18631.0   77.0  207.0   281.00   \n",
       "json             3.0  239.000000   351.825241      0.0   37.0   74.0   358.50   \n",
       "php           5103.0  327.984519   702.332186 -18030.0   66.0  219.0   470.00   \n",
       "py            2139.0  561.980365   707.890928 -16508.0  188.0  464.0   821.00   \n",
       "rb             389.0  333.637532   385.594059      0.0   78.0  202.0   488.00   \n",
       "svn-base       140.0  323.342857   355.293956      0.0   26.0  184.5   515.25   \n",
       "\n",
       "                max  \n",
       "file_ending          \n",
       "c            4864.0  \n",
       "cc           1547.0  \n",
       "cpp          3530.0  \n",
       "h            3071.0  \n",
       "js           2805.0  \n",
       "json          643.0  \n",
       "php          3203.0  \n",
       "py           2734.0  \n",
       "rb           2619.0  \n",
       "svn-base     1504.0  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['file_ending'].isin(most_pop_endings)].groupby('file_ending')['TimeSinceFix'].describe() # quite similar values!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "28476cb5",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FileInfo</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>32.0</td>\n",
       "      <td>783.125000</td>\n",
       "      <td>766.766430</td>\n",
       "      <td>-498.0</td>\n",
       "      <td>136.00</td>\n",
       "      <td>652.0</td>\n",
       "      <td>1379.00</td>\n",
       "      <td>2314.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ada</th>\n",
       "      <td>4.0</td>\n",
       "      <td>957.750000</td>\n",
       "      <td>192.194996</td>\n",
       "      <td>857.0</td>\n",
       "      <td>862.25</td>\n",
       "      <td>864.0</td>\n",
       "      <td>959.50</td>\n",
       "      <td>1246.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Basic</th>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C/C++</th>\n",
       "      <td>82293.0</td>\n",
       "      <td>599.739990</td>\n",
       "      <td>1694.388963</td>\n",
       "      <td>-18470.0</td>\n",
       "      <td>206.00</td>\n",
       "      <td>574.0</td>\n",
       "      <td>1111.00</td>\n",
       "      <td>4864.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clojure</th>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dart</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1123.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1123.0</td>\n",
       "      <td>1123.00</td>\n",
       "      <td>1123.0</td>\n",
       "      <td>1123.00</td>\n",
       "      <td>1123.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Erlang</th>\n",
       "      <td>1.0</td>\n",
       "      <td>114.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>114.0</td>\n",
       "      <td>114.00</td>\n",
       "      <td>114.0</td>\n",
       "      <td>114.00</td>\n",
       "      <td>114.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fortran</th>\n",
       "      <td>4.0</td>\n",
       "      <td>1366.000000</td>\n",
       "      <td>192.694923</td>\n",
       "      <td>1265.0</td>\n",
       "      <td>1270.25</td>\n",
       "      <td>1272.0</td>\n",
       "      <td>1367.75</td>\n",
       "      <td>1655.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Go</th>\n",
       "      <td>368.0</td>\n",
       "      <td>373.948370</td>\n",
       "      <td>356.451754</td>\n",
       "      <td>-105.0</td>\n",
       "      <td>90.75</td>\n",
       "      <td>305.0</td>\n",
       "      <td>543.25</td>\n",
       "      <td>2540.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Java</th>\n",
       "      <td>113.0</td>\n",
       "      <td>427.522124</td>\n",
       "      <td>550.078600</td>\n",
       "      <td>-198.0</td>\n",
       "      <td>7.00</td>\n",
       "      <td>203.0</td>\n",
       "      <td>614.00</td>\n",
       "      <td>2384.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JavaScript</th>\n",
       "      <td>12865.0</td>\n",
       "      <td>272.105558</td>\n",
       "      <td>786.038454</td>\n",
       "      <td>-18631.0</td>\n",
       "      <td>85.00</td>\n",
       "      <td>214.0</td>\n",
       "      <td>343.00</td>\n",
       "      <td>3203.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Julia</th>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kotlin</th>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lisp</th>\n",
       "      <td>13.0</td>\n",
       "      <td>332.923077</td>\n",
       "      <td>419.936595</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>191.0</td>\n",
       "      <td>304.00</td>\n",
       "      <td>1456.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lua</th>\n",
       "      <td>20.0</td>\n",
       "      <td>229.250000</td>\n",
       "      <td>295.858230</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.00</td>\n",
       "      <td>61.0</td>\n",
       "      <td>447.50</td>\n",
       "      <td>955.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PHP</th>\n",
       "      <td>4647.0</td>\n",
       "      <td>351.676781</td>\n",
       "      <td>495.511809</td>\n",
       "      <td>-18002.0</td>\n",
       "      <td>70.00</td>\n",
       "      <td>224.0</td>\n",
       "      <td>485.00</td>\n",
       "      <td>3132.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Perl</th>\n",
       "      <td>45.0</td>\n",
       "      <td>347.777778</td>\n",
       "      <td>595.829212</td>\n",
       "      <td>-751.0</td>\n",
       "      <td>32.00</td>\n",
       "      <td>238.0</td>\n",
       "      <td>534.00</td>\n",
       "      <td>2177.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Python</th>\n",
       "      <td>2169.0</td>\n",
       "      <td>531.176118</td>\n",
       "      <td>964.511818</td>\n",
       "      <td>-17073.0</td>\n",
       "      <td>182.00</td>\n",
       "      <td>452.0</td>\n",
       "      <td>814.00</td>\n",
       "      <td>2133.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R</th>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ruby</th>\n",
       "      <td>472.0</td>\n",
       "      <td>337.345339</td>\n",
       "      <td>381.787295</td>\n",
       "      <td>0.0</td>\n",
       "      <td>88.00</td>\n",
       "      <td>216.5</td>\n",
       "      <td>456.00</td>\n",
       "      <td>2734.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rust</th>\n",
       "      <td>72.0</td>\n",
       "      <td>244.986111</td>\n",
       "      <td>381.473477</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.75</td>\n",
       "      <td>49.0</td>\n",
       "      <td>280.75</td>\n",
       "      <td>1587.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Scala</th>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sql</th>\n",
       "      <td>52.0</td>\n",
       "      <td>757.326923</td>\n",
       "      <td>544.137047</td>\n",
       "      <td>147.0</td>\n",
       "      <td>194.25</td>\n",
       "      <td>611.0</td>\n",
       "      <td>1307.75</td>\n",
       "      <td>1910.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Swift</th>\n",
       "      <td>20.0</td>\n",
       "      <td>72.600000</td>\n",
       "      <td>59.269589</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20.00</td>\n",
       "      <td>56.5</td>\n",
       "      <td>132.00</td>\n",
       "      <td>184.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TypeScript</th>\n",
       "      <td>2.0</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>46.669048</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.50</td>\n",
       "      <td>33.0</td>\n",
       "      <td>49.50</td>\n",
       "      <td>66.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fml</th>\n",
       "      <td>1.0</td>\n",
       "      <td>643.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>643.0</td>\n",
       "      <td>643.00</td>\n",
       "      <td>643.0</td>\n",
       "      <td>643.00</td>\n",
       "      <td>643.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               count         mean          std      min      25%     50%  \\\n",
       "FileInfo                                                                   \n",
       "                32.0   783.125000   766.766430   -498.0   136.00   652.0   \n",
       " Ada             4.0   957.750000   192.194996    857.0   862.25   864.0   \n",
       " Basic           0.0          NaN          NaN      NaN      NaN     NaN   \n",
       " C/C++       82293.0   599.739990  1694.388963 -18470.0   206.00   574.0   \n",
       " Clojure         0.0          NaN          NaN      NaN      NaN     NaN   \n",
       " Dart            1.0  1123.000000          NaN   1123.0  1123.00  1123.0   \n",
       " Erlang          1.0   114.000000          NaN    114.0   114.00   114.0   \n",
       " Fortran         4.0  1366.000000   192.694923   1265.0  1270.25  1272.0   \n",
       " Go            368.0   373.948370   356.451754   -105.0    90.75   305.0   \n",
       " Java          113.0   427.522124   550.078600   -198.0     7.00   203.0   \n",
       " JavaScript  12865.0   272.105558   786.038454 -18631.0    85.00   214.0   \n",
       " Julia           0.0          NaN          NaN      NaN      NaN     NaN   \n",
       " Kotlin          0.0          NaN          NaN      NaN      NaN     NaN   \n",
       " Lisp           13.0   332.923077   419.936595      0.0   100.00   191.0   \n",
       " Lua            20.0   229.250000   295.858230      0.0    61.00    61.0   \n",
       " PHP          4647.0   351.676781   495.511809 -18002.0    70.00   224.0   \n",
       " Perl           45.0   347.777778   595.829212   -751.0    32.00   238.0   \n",
       " Python       2169.0   531.176118   964.511818 -17073.0   182.00   452.0   \n",
       " R               0.0          NaN          NaN      NaN      NaN     NaN   \n",
       " Ruby          472.0   337.345339   381.787295      0.0    88.00   216.5   \n",
       " Rust           72.0   244.986111   381.473477      0.0     4.75    49.0   \n",
       " Scala           0.0          NaN          NaN      NaN      NaN     NaN   \n",
       " Sql            52.0   757.326923   544.137047    147.0   194.25   611.0   \n",
       " Swift          20.0    72.600000    59.269589     15.0    20.00    56.5   \n",
       " TypeScript      2.0    33.000000    46.669048      0.0    16.50    33.0   \n",
       " fml             1.0   643.000000          NaN    643.0   643.00   643.0   \n",
       "\n",
       "                 75%     max  \n",
       "FileInfo                      \n",
       "             1379.00  2314.0  \n",
       " Ada          959.50  1246.0  \n",
       " Basic           NaN     NaN  \n",
       " C/C++       1111.00  4864.0  \n",
       " Clojure         NaN     NaN  \n",
       " Dart        1123.00  1123.0  \n",
       " Erlang       114.00   114.0  \n",
       " Fortran     1367.75  1655.0  \n",
       " Go           543.25  2540.0  \n",
       " Java         614.00  2384.0  \n",
       " JavaScript   343.00  3203.0  \n",
       " Julia           NaN     NaN  \n",
       " Kotlin          NaN     NaN  \n",
       " Lisp         304.00  1456.0  \n",
       " Lua          447.50   955.0  \n",
       " PHP          485.00  3132.0  \n",
       " Perl         534.00  2177.0  \n",
       " Python       814.00  2133.0  \n",
       " R               NaN     NaN  \n",
       " Ruby         456.00  2734.0  \n",
       " Rust         280.75  1587.0  \n",
       " Scala           NaN     NaN  \n",
       " Sql         1307.75  1910.0  \n",
       " Swift        132.00   184.0  \n",
       " TypeScript    49.50    66.0  \n",
       " fml          643.00   643.0  "
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('FileInfo')['TimeSinceFix'].describe() # not too different, for most languages it takes a considerable number of days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "c595e327",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "7088b11e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    2.671428e+06\n",
       "mean     1.349564e+04\n",
       "std      6.456222e+05\n",
       "min      1.000000e+00\n",
       "25%      2.000000e+00\n",
       "50%      7.000000e+00\n",
       "75%      2.700000e+01\n",
       "max      3.646839e+07\n",
       "Name: NumCommitsI, dtype: float64"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#df['NumCommitsI'] = (df['NumCommits']).astype(int, errors='ignore')\n",
    "\n",
    "df['NumCommitsI'] =  pd.to_numeric(df['NumCommits'], errors='coerce')\n",
    "df['NumCommitsI'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "bb2c2730",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    103194.000000\n",
       "mean        543.693335\n",
       "std        1553.399552\n",
       "min      -18631.000000\n",
       "25%         169.000000\n",
       "50%         470.000000\n",
       "75%         991.000000\n",
       "max        4864.000000\n",
       "Name: TimeSinceFix, dtype: float64"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['TimeSinceFix'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "5a6c7361",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CVE</th>\n",
       "      <th>ProjectUrl</th>\n",
       "      <th>Project</th>\n",
       "      <th>Path</th>\n",
       "      <th>status</th>\n",
       "      <th>FirstBadBlob</th>\n",
       "      <th>FirstBadTime</th>\n",
       "      <th>FirstGoodBlob</th>\n",
       "      <th>FirstGoodTime</th>\n",
       "      <th>TimeSinceFix</th>\n",
       "      <th>...</th>\n",
       "      <th>CommunitySize</th>\n",
       "      <th>NumCommits</th>\n",
       "      <th>NumForks</th>\n",
       "      <th>FileInfo</th>\n",
       "      <th>GHStars</th>\n",
       "      <th>GHCommits</th>\n",
       "      <th>SECURITY.md</th>\n",
       "      <th>Corp</th>\n",
       "      <th>file_ending</th>\n",
       "      <th>NumCommitsI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CVE-2010-2809</td>\n",
       "      <td>github.com/uzbl/uzbl</td>\n",
       "      <td>uzbl_uzbl</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>9dd1370d0b7cd876f004f7a822b0357039252184</td>\n",
       "      <td>1262459475</td>\n",
       "      <td>9cc39cb5c9396be013b5dc2ba7e4b3eaa647e975</td>\n",
       "      <td>1281006747</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>230</td>\n",
       "      <td>7375</td>\n",
       "      <td>221</td>\n",
       "      <td>Lisp</td>\n",
       "      <td>971</td>\n",
       "      <td>4565</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>7375.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CVE-2010-3260</td>\n",
       "      <td>github.com/Dariucc07/Predicting-Vulnerable-Code</td>\n",
       "      <td>Dariucc07_Predicting-Vulnerable-Code</td>\n",
       "      <td>Dataset2/mining_results/RepositoryMining12/59...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>2e7f17890a24122e43a86e1185a16a2dbedf986f</td>\n",
       "      <td>1590856260</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>Java</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>java</td>\n",
       "      <td>47.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CVE-2010-1630</td>\n",
       "      <td>github.com/phpbb/phpbb</td>\n",
       "      <td>phpbb_phpbb</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>33520bbf5bd80414f0cad5b7644a60ef05e20e43</td>\n",
       "      <td>982399052</td>\n",
       "      <td>1758aa38b21f5960ab1b1a241546b34a203051b6</td>\n",
       "      <td>1241079332</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1301</td>\n",
       "      <td>113558</td>\n",
       "      <td>1420</td>\n",
       "      <td>PHP</td>\n",
       "      <td>1584</td>\n",
       "      <td>36455</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>113558.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CVE-2010-1630</td>\n",
       "      <td>github.com/steveh/phpbb</td>\n",
       "      <td>steveh_phpbb</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>a07aa9fb69439b7306dc2803695ca1a693cfe492</td>\n",
       "      <td>982399052</td>\n",
       "      <td>77e524e1bdcdf76d141c23ee7682ea3304022282</td>\n",
       "      <td>1241079332</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>18255</td>\n",
       "      <td>0</td>\n",
       "      <td>PHP</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>18255.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CVE-2011-1588</td>\n",
       "      <td>github.com/simula67/Thunar-1.3.0</td>\n",
       "      <td>simula67_Thunar-1.3.0</td>\n",
       "      <td>thunar/thunar-transfer-job.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>699184df2d3fdc86c365af02ae652f3898e931a3</td>\n",
       "      <td>1348235432</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             CVE                                        ProjectUrl  \\\n",
       "0  CVE-2010-2809                              github.com/uzbl/uzbl   \n",
       "1  CVE-2010-3260   github.com/Dariucc07/Predicting-Vulnerable-Code   \n",
       "2  CVE-2010-1630                            github.com/phpbb/phpbb   \n",
       "3  CVE-2010-1630                           github.com/steveh/phpbb   \n",
       "4  CVE-2011-1588                  github.com/simula67/Thunar-1.3.0   \n",
       "\n",
       "                                 Project  \\\n",
       "0                              uzbl_uzbl   \n",
       "1   Dariucc07_Predicting-Vulnerable-Code   \n",
       "2                            phpbb_phpbb   \n",
       "3                           steveh_phpbb   \n",
       "4                  simula67_Thunar-1.3.0   \n",
       "\n",
       "                                                Path    status  \\\n",
       "0                                                        fixed   \n",
       "1   Dataset2/mining_results/RepositoryMining12/59...  notfixed   \n",
       "2                                                        fixed   \n",
       "3                                                        fixed   \n",
       "4                       thunar/thunar-transfer-job.c  notfixed   \n",
       "\n",
       "                                FirstBadBlob FirstBadTime  \\\n",
       "0   9dd1370d0b7cd876f004f7a822b0357039252184   1262459475   \n",
       "1   2e7f17890a24122e43a86e1185a16a2dbedf986f   1590856260   \n",
       "2   33520bbf5bd80414f0cad5b7644a60ef05e20e43    982399052   \n",
       "3   a07aa9fb69439b7306dc2803695ca1a693cfe492    982399052   \n",
       "4   699184df2d3fdc86c365af02ae652f3898e931a3   1348235432   \n",
       "\n",
       "                               FirstGoodBlob FirstGoodTime  TimeSinceFix  ...  \\\n",
       "0   9cc39cb5c9396be013b5dc2ba7e4b3eaa647e975    1281006747           0.0  ...   \n",
       "1                                                                    NaN  ...   \n",
       "2   1758aa38b21f5960ab1b1a241546b34a203051b6    1241079332           0.0  ...   \n",
       "3   77e524e1bdcdf76d141c23ee7682ea3304022282    1241079332           0.0  ...   \n",
       "4                                                                    NaN  ...   \n",
       "\n",
       "  CommunitySize NumCommits NumForks FileInfo GHStars GHCommits  SECURITY.md  \\\n",
       "0           230       7375      221     Lisp     971      4565           no   \n",
       "1             1         47        0     Java       1        47           no   \n",
       "2          1301     113558     1420      PHP    1584     36455           no   \n",
       "3             2      18255        0      PHP                             no   \n",
       "4             1          2        0    C/C++       0         2           no   \n",
       "\n",
       "   Corp file_ending  NumCommitsI  \n",
       "0    No                   7375.0  \n",
       "1    No        java         47.0  \n",
       "2    No                 113558.0  \n",
       "3    No                  18255.0  \n",
       "4    No           c          2.0  \n",
       "\n",
       "[5 rows x 32 columns]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "e77d0027",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/lib/python3.10/site-packages/pandas/plotting/_matplotlib/core.py:1114: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
      "  scatter = ax.scatter(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='NumCommitsI', ylabel='TimeSinceFix'>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[df.NumCommitsI < 1e6].plot.scatter(x='NumCommitsI', y='TimeSinceFix', colormap='viridis')\n",
    "# there does not seem to be a real relationship here"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24777bb5",
   "metadata": {},
   "source": [
    "### RQ4: What are the characteristics of projects that have cloned vulnerabilities? \n",
    "\n",
    "- size of projects\n",
    "- number of commits for project\n",
    "- number of contributors\n",
    "\n",
    "TODO: now thinking about it, would this info not make more sense when describing the data in the beginning (since we have no comparison set of data)?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0bf6223e",
   "metadata": {},
   "source": [
    "### RQ 5: What are the characteristics of projects that fix cloned vulnerabilities? \n",
    "\n",
    "- compare projects that fix, maybe fix and do not fix cloned vulnerabilities\n",
    "- comparison on: number of commits, size, number of contributors, community size, active months, number of stars, number of core contributors, language \n",
    "\n",
    "#### Results: \n",
    "- values considerably larger for projects that fix the vulnerabilities\n",
    "- for most properties, if value is larger then the percentage of fixed vulnerabilities is larger\n",
    "- Language wise differences: \n",
    "    - 93% of C/C++ projects do not fix the vulnerability, only 6.6% fix the vulnerability\n",
    "    - For JavaScript: 97% do not fix\n",
    "    - For PHP: 95% do not fix\n",
    "    - For Python: 87% do not fix, 13% fix"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93033caf",
   "metadata": {},
   "source": [
    "TODO: \n",
    "\n",
    "- look if a project copies multiple vulnerabilities\n",
    "- look if a project copies vulnerabilities from multiple projects!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bcee0761",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "a1e8f559",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CVE</th>\n",
       "      <th>ProjectUrl</th>\n",
       "      <th>Project</th>\n",
       "      <th>Path</th>\n",
       "      <th>status</th>\n",
       "      <th>FirstBadBlob</th>\n",
       "      <th>FirstBadTime</th>\n",
       "      <th>FirstGoodBlob</th>\n",
       "      <th>FirstGoodTime</th>\n",
       "      <th>TimeSinceFix</th>\n",
       "      <th>...</th>\n",
       "      <th>CommunitySize</th>\n",
       "      <th>NumCommits</th>\n",
       "      <th>NumForks</th>\n",
       "      <th>FileInfo</th>\n",
       "      <th>GHStars</th>\n",
       "      <th>GHCommits</th>\n",
       "      <th>SECURITY.md</th>\n",
       "      <th>Corp</th>\n",
       "      <th>file_ending</th>\n",
       "      <th>NumCommitsI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CVE-2010-2809</td>\n",
       "      <td>github.com/uzbl/uzbl</td>\n",
       "      <td>uzbl_uzbl</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>9dd1370d0b7cd876f004f7a822b0357039252184</td>\n",
       "      <td>1262459475</td>\n",
       "      <td>9cc39cb5c9396be013b5dc2ba7e4b3eaa647e975</td>\n",
       "      <td>1281006747</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>230</td>\n",
       "      <td>7375</td>\n",
       "      <td>221</td>\n",
       "      <td>Lisp</td>\n",
       "      <td>971</td>\n",
       "      <td>4565</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>7375.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CVE-2010-3260</td>\n",
       "      <td>github.com/Dariucc07/Predicting-Vulnerable-Code</td>\n",
       "      <td>Dariucc07_Predicting-Vulnerable-Code</td>\n",
       "      <td>Dataset2/mining_results/RepositoryMining12/59...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>2e7f17890a24122e43a86e1185a16a2dbedf986f</td>\n",
       "      <td>1590856260</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>Java</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>java</td>\n",
       "      <td>47.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CVE-2010-1630</td>\n",
       "      <td>github.com/phpbb/phpbb</td>\n",
       "      <td>phpbb_phpbb</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>33520bbf5bd80414f0cad5b7644a60ef05e20e43</td>\n",
       "      <td>982399052</td>\n",
       "      <td>1758aa38b21f5960ab1b1a241546b34a203051b6</td>\n",
       "      <td>1241079332</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1301</td>\n",
       "      <td>113558</td>\n",
       "      <td>1420</td>\n",
       "      <td>PHP</td>\n",
       "      <td>1584</td>\n",
       "      <td>36455</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>113558.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CVE-2010-1630</td>\n",
       "      <td>github.com/steveh/phpbb</td>\n",
       "      <td>steveh_phpbb</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>a07aa9fb69439b7306dc2803695ca1a693cfe492</td>\n",
       "      <td>982399052</td>\n",
       "      <td>77e524e1bdcdf76d141c23ee7682ea3304022282</td>\n",
       "      <td>1241079332</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>18255</td>\n",
       "      <td>0</td>\n",
       "      <td>PHP</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>18255.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CVE-2011-1588</td>\n",
       "      <td>github.com/simula67/Thunar-1.3.0</td>\n",
       "      <td>simula67_Thunar-1.3.0</td>\n",
       "      <td>thunar/thunar-transfer-job.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>699184df2d3fdc86c365af02ae652f3898e931a3</td>\n",
       "      <td>1348235432</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             CVE                                        ProjectUrl  \\\n",
       "0  CVE-2010-2809                              github.com/uzbl/uzbl   \n",
       "1  CVE-2010-3260   github.com/Dariucc07/Predicting-Vulnerable-Code   \n",
       "2  CVE-2010-1630                            github.com/phpbb/phpbb   \n",
       "3  CVE-2010-1630                           github.com/steveh/phpbb   \n",
       "4  CVE-2011-1588                  github.com/simula67/Thunar-1.3.0   \n",
       "\n",
       "                                 Project  \\\n",
       "0                              uzbl_uzbl   \n",
       "1   Dariucc07_Predicting-Vulnerable-Code   \n",
       "2                            phpbb_phpbb   \n",
       "3                           steveh_phpbb   \n",
       "4                  simula67_Thunar-1.3.0   \n",
       "\n",
       "                                                Path    status  \\\n",
       "0                                                        fixed   \n",
       "1   Dataset2/mining_results/RepositoryMining12/59...  notfixed   \n",
       "2                                                        fixed   \n",
       "3                                                        fixed   \n",
       "4                       thunar/thunar-transfer-job.c  notfixed   \n",
       "\n",
       "                                FirstBadBlob FirstBadTime  \\\n",
       "0   9dd1370d0b7cd876f004f7a822b0357039252184   1262459475   \n",
       "1   2e7f17890a24122e43a86e1185a16a2dbedf986f   1590856260   \n",
       "2   33520bbf5bd80414f0cad5b7644a60ef05e20e43    982399052   \n",
       "3   a07aa9fb69439b7306dc2803695ca1a693cfe492    982399052   \n",
       "4   699184df2d3fdc86c365af02ae652f3898e931a3   1348235432   \n",
       "\n",
       "                               FirstGoodBlob FirstGoodTime  TimeSinceFix  ...  \\\n",
       "0   9cc39cb5c9396be013b5dc2ba7e4b3eaa647e975    1281006747           0.0  ...   \n",
       "1                                                                    NaN  ...   \n",
       "2   1758aa38b21f5960ab1b1a241546b34a203051b6    1241079332           0.0  ...   \n",
       "3   77e524e1bdcdf76d141c23ee7682ea3304022282    1241079332           0.0  ...   \n",
       "4                                                                    NaN  ...   \n",
       "\n",
       "  CommunitySize NumCommits NumForks FileInfo GHStars GHCommits  SECURITY.md  \\\n",
       "0           230       7375      221     Lisp     971      4565           no   \n",
       "1             1         47        0     Java       1        47           no   \n",
       "2          1301     113558     1420      PHP    1584     36455           no   \n",
       "3             2      18255        0      PHP                             no   \n",
       "4             1          2        0    C/C++       0         2           no   \n",
       "\n",
       "   Corp file_ending  NumCommitsI  \n",
       "0    No                   7375.0  \n",
       "1    No        java         47.0  \n",
       "2    No                 113558.0  \n",
       "3    No                  18255.0  \n",
       "4    No           c          2.0  \n",
       "\n",
       "[5 rows x 32 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "e4118cd7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['NumCommits'].str.isnumeric().nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "6b902663",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0          True\n",
       "1          True\n",
       "2          True\n",
       "3          True\n",
       "4          True\n",
       "           ... \n",
       "2686260    True\n",
       "2686261    True\n",
       "2686262    True\n",
       "2686263    True\n",
       "2686264    True\n",
       "Name: NumCommits, Length: 2686265, dtype: bool"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['NumCommits'].str.strip().str.isnumeric()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "6802791b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    2241554\n",
       "True      429874\n",
       "Name: NumCommits, dtype: int64"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(df[(df['NumCommits'].str.strip().str.isnumeric())]['NumCommits'].str.strip().astype(int) < 2).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "4a5304e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True     1518261\n",
       "False    1153167\n",
       "Name: NumCommits, dtype: int64"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(df[(df['NumCommits'].str.strip().str.isnumeric())]['NumCommits'].str.strip().astype(int) < 10).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "256fd212",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>NumCommits</th>\n",
       "      <th>NumStars</th>\n",
       "      <th>NumCore</th>\n",
       "      <th>NumCommits</th>\n",
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       "      <th>FileInfo</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\"></th>\n",
       "      <th>fixed</th>\n",
       "      <td>2.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>notfixed</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>unknown</th>\n",
       "      <td>40.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Ada</th>\n",
       "      <th>fixed</th>\n",
       "      <td>18858.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>18858.0</td>\n",
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       "    <tr>\n",
       "      <th>notfixed</th>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">TypeScript</th>\n",
       "      <th>fixed</th>\n",
       "      <td>59060.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>59060.0</td>\n",
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       "    <tr>\n",
       "      <th>notfixed</th>\n",
       "      <td>41.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>41.0</td>\n",
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       "    <tr>\n",
       "      <th>unknown</th>\n",
       "      <td>2603.0</td>\n",
       "      <td>1239.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2603.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">fml</th>\n",
       "      <th>fixed</th>\n",
       "      <td>1108.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1108.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>notfixed</th>\n",
       "      <td>58.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>65 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      NumCommits  NumStars  NumCore  NumCommits\n",
       "FileInfo    status                                             \n",
       "            fixed            2.5       1.0      1.0         2.5\n",
       "            notfixed         1.0       1.0      1.0         1.0\n",
       "            unknown         40.0       1.0      1.0        40.0\n",
       " Ada        fixed        18858.0      92.0      2.0     18858.0\n",
       "            notfixed        12.0       1.0      1.0        12.0\n",
       "...                          ...       ...      ...         ...\n",
       " TypeScript fixed        59060.0     112.0      5.0     59060.0\n",
       "            notfixed        41.0       1.5      1.0        41.0\n",
       "            unknown       2603.0    1239.5      2.0      2603.0\n",
       " fml        fixed         1108.0      19.0      1.0      1108.0\n",
       "            notfixed        58.0       8.0      1.0        58.0\n",
       "\n",
       "[65 rows x 4 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df[\"NumCommits\"] != \" \") & (df[\"NumStars\"] != \" \") & (df[\"NumCore\"] != \" \")].groupby([\"FileInfo\", \"status\"])[[\"NumCommits\", \"NumStars\", \"NumCore\", \"NumCommits\"]].median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "af3d66bb",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>fixed</th>\n",
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       "      <th>notfixed</th>\n",
       "      <td>7.0</td>\n",
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       "<p>66 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      NumActiveMon\n",
       "FileInfo    status                \n",
       "            fixed              1.0\n",
       "            notfixed           1.0\n",
       "            unknown            1.0\n",
       " Ada        fixed            260.0\n",
       "            notfixed           1.0\n",
       "...                            ...\n",
       " TypeScript fixed             31.5\n",
       "            notfixed           2.0\n",
       "            unknown           20.0\n",
       " fml        fixed             52.0\n",
       "            notfixed           7.0\n",
       "\n",
       "[66 rows x 1 columns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby([\"FileInfo\", \"status\"])[[\"NumCore\", \"CommunitySize\", \"NumActiveMon\", \"NumStars\", \"NumCommits\", \"NumForks\"]].median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "cc2001b7",
   "metadata": {},
   "outputs": [
    {
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       "      <th>fixed</th>\n",
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       "      <th rowspan=\"2\" valign=\"top\">Ada</th>\n",
       "      <th>fixed</th>\n",
       "      <td>260.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>notfixed</th>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">TypeScript</th>\n",
       "      <th>fixed</th>\n",
       "      <td>31.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>notfixed</th>\n",
       "      <td>3.922078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unknown</th>\n",
       "      <td>21.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">fml</th>\n",
       "      <th>fixed</th>\n",
       "      <td>52.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>notfixed</th>\n",
       "      <td>10.888889</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>66 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      NumActiveMon\n",
       "FileInfo    status                \n",
       "            fixed         2.218750\n",
       "            notfixed      1.153864\n",
       "            unknown       4.000000\n",
       " Ada        fixed       260.000000\n",
       "            notfixed      1.000000\n",
       "...                            ...\n",
       " TypeScript fixed        31.500000\n",
       "            notfixed      3.922078\n",
       "            unknown      21.312500\n",
       " fml        fixed        52.000000\n",
       "            notfixed     10.888889\n",
       "\n",
       "[66 rows x 1 columns]"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby([\"FileInfo\", \"status\"])[[\"NumCore\", \"CommunitySize\", \"NumActiveMon\", \"NumStars\", \"NumCommits\", \"NumForks\"]].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "89a89c83",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FileInfo     status  \n",
       "             notfixed    0.987321\n",
       "             fixed       0.007377\n",
       "             unknown     0.005302\n",
       " Ada         fixed       0.800000\n",
       "             notfixed    0.200000\n",
       "                           ...   \n",
       " TypeScript  notfixed    0.927711\n",
       "             unknown     0.064257\n",
       "             fixed       0.008032\n",
       " fml         notfixed    0.964286\n",
       "             fixed       0.035714\n",
       "Name: status, Length: 66, dtype: float64"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby([\"FileInfo\"])[\"status\"].value_counts(normalize = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "c4ba6f12",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FileInfo     status  \n",
       " C/C++       notfixed    0.929189\n",
       "             fixed       0.041102\n",
       "             unknown     0.029709\n",
       " JavaScript  notfixed    0.965560\n",
       "             fixed       0.028591\n",
       "             unknown     0.005849\n",
       " PHP         notfixed    0.952455\n",
       "             fixed       0.025649\n",
       "             unknown     0.021896\n",
       "Name: status, dtype: float64"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df[\"FileInfo\"] == ' C/C++') | (df[\"FileInfo\"] == ' JavaScript') | (df[\"FileInfo\"] == ' PHP')].groupby([\"FileInfo\"])[\"status\"].value_counts(normalize = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "591e9328",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FileInfo     status  \n",
       "             fixed         32\n",
       "             notfixed    4283\n",
       "             unknown       23\n",
       " Ada         fixed          4\n",
       "             notfixed       1\n",
       "                         ... \n",
       " TypeScript  fixed          2\n",
       "             notfixed     231\n",
       "             unknown       16\n",
       " fml         fixed          1\n",
       "             notfixed      27\n",
       "Name: CVE, Length: 66, dtype: int64"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby([\"FileInfo\", \"status\"])[\"CVE\"].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "7d1cc10d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotByValueIncreasing(key, step, data, limit, numeric = False):\n",
    "    values_fixed = []\n",
    "    values_notfixed = []\n",
    "    values_unknown = []\n",
    "    index = []\n",
    "    \n",
    "    upper = step\n",
    "    lower = 0\n",
    "    \n",
    "    if numeric == False:\n",
    "        data = data[(data[key].str.strip().str.isnumeric() == True)]\n",
    "        \n",
    "    data = data[~(pd.isna(data[key]))]\n",
    "    \n",
    "    while(data[(data[key].astype(\"int\") > lower)][key].count() > 0):\n",
    "        subset = data[(data[key].astype(\"int\") > lower) & (data[key].astype(\"int\") < upper)]\n",
    "        \n",
    "        count = subset[key].count()\n",
    "        values_fixed.append(subset[subset['status'] == \"fixed\"][key].count() / count)\n",
    "        values_notfixed.append(subset[subset['status'] == \"notfixed\"][key].count() / count)\n",
    "        values_unknown.append(subset[subset['status'] == \"unknown\"][key].count() / count)\n",
    "        index.append(lower)\n",
    "        \n",
    "        upper = upper + step\n",
    "        lower = lower + step\n",
    "        \n",
    "        if lower > limit:\n",
    "            break\n",
    "        \n",
    "    results = pd.DataFrame({'Fixed': values_fixed, 'Not fixed': values_notfixed, 'Unknown': values_unknown, key: index})\n",
    "    results.set_index(key)\n",
    "    results.plot(x=key)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "f9e9acfe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True     2671428\n",
       "False      14837\n",
       "Name: NumCommits, dtype: int64"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"NumCommits\"].str.strip().str.isnumeric().value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "4389bc8d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0           True\n",
       "1           True\n",
       "2           True\n",
       "3           True\n",
       "4          False\n",
       "           ...  \n",
       "2686260    False\n",
       "2686261     True\n",
       "2686262     True\n",
       "2686263     True\n",
       "2686264    False\n",
       "Name: NumCommits, Length: 2671428, dtype: bool"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df[\"NumCommits\"].str.strip().str.isnumeric() == True)][\"NumCommits\"].astype(\"int\") > 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "bb3e4452",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotByValueIncreasing(\"NumCommits\", 50, df, 800)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "f9ddfbda",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hNHa7i6axX+kimcY5sFVFBrZSuwFGLT/Knos3Cv2e4v7mbrvI5ZhkPJ1s+F8xrymSG0lGShrncvDqX9BlGljaweUgmNsCDi2UdWyEMGNbz6oL4xXkLJqH+fipmjzl70WmQeH1Xw9yLiqxyO4t7shRU6Rb8a8pkhtJRkoivR6avaFO8y3XFDIS1VV+F70ACeFaRyeEKGIpGVnsvaS2TBRlMqLX65jxYn2a+JUmMS2L/j/tJzI+rcjuL3LWFOlYw4MuJaCmSG4kGSnJ3KrAa39Dp0/UhfUubIK5zeDoEmklEcKM7Lpwg4wsI+VK21HZvWjrENlaWTC/X2MquzsQHp9G/wX7SUyT5SuKyvKDd9UU6V4yaorkRpKRkk5vAS2Hw5DtULYBpMXD6iGwpC8kRWsdnRCiCGRXXa3hocmXkYu9NT8PaIp7KRvORCby5m/BZGTJ4PrCFpOUzqT1pwEY2aka5UrbaxzRo5NkxFR41ICB/0L7MaC3grPrYE4AnFytdWRCiEKkKMqdKb0FVAL+Ufi62rOgfxPsrS3YeSGGD1cekxokhWzyutPEp96uKeKndTiPRZIRU2JhCW3fg9e3gqc/pMbC8v6wfAAky0h3IUzR2ahEIuLTsLXS07xyGU1jqePjzNy+DbHQ61h1OIwvN57TNB5TtutCDKsO36kpYlmCaorkpmRHL3Ln5Q+Dt0Cb90FnASdXqWNJzqzTOjIhRAHbcqtVpEVlN2yttF8rpl11D6b09Adg9tYL/L5PSg8UtLRMAx+vPg6UzJoiuZFkxFRZWkOHj2HQv+BWHZKjYUkfWDUEUm9qHZ0QooDc6aJx1ziSO15s4svwjlUBGLPmOJtPR2kckWmZu/UCV26klNiaIrmRZMTU+TRUB7e2eAfQwbElMLc5nP9X68iEEI8pPiWTQ1fVXy7aaTheJDcjAqvyQqNyGBUY9vthjobGaR2SSbgQnci3QepyICW1pkhuJBkxB1a28MSn8No/4FoZEiNg0XPw59uQlqB1dEKIRxR0/jpGBap6OOLrWrxmUuh0OiY/60+bau6kZhp47ecDXL2RrHVYJZrRqPDRqhNkGhQCa5bcmiK5kWTEnJQPUAulBbyh/j34F/i2JVwK0jYuIcQj2XbmzpTe4sjKQs/cvg2pXdaJG8kZ9F9wgNjkDK3DKrFWHLrG/iux2FtbMLF7nRJbUyQ3koyYG2t7eHIa9F8HLhUgPgR+eQbWjYIM+a1FiJLCYFTYdk4tAV+Yq/Q+LkcbSxb0b4KPix2XY5IZtPAAaZkGrcMqcf5bU8THxU7jiAqWJCPmyq8VvLkbGr+m/v3AfLWV5OoebeMSQuTJ0WtxxCZnUMrWkkYVSmsdzgN5ONmy8LUmONlaEhwSx/AlhzEYpQZJftyuKVLL24n+Lfy0DqfASTJizmwc4emZ8MpqcPKBm5dhwZPwz8eQmap1dEKIB7jdRdOmqjtWJaDGRBWPUvzwahOsLfT8czKKT/46KUXR8mjnedOqKZIb03tFIv8qd4C39kD9lwEF9syG79rAtUNaRyaEuI8tt0rAtytGU3ofpmlFV2b2qg/Awj1Xmb/jkrYBlQBpmQbGrFFrirza3I96JlBTJDeSjAiVrTP0mAO9l4KjJ8Scgx8DYfMnkJWudXRCiLtEJ6RxIkydCVfcpvQ+TNe63ozpWhOAyevP8OdRWWn8QebcXVPkiWpah1NoJBkROVXvAm/tBf8XQDHCji/h+/YQcVTryIQQt2w7qw5crVfOGfdSNhpHk3+DWlfitZYVARi17Ch7L8lyFbk5H5XIvFs1RSY+U5tSJlJTJDeSjIh72bvCcz/Ai7+AvRtEn4T5HWDbVDDI0uBCaG1rdhdNyWoVuduYrjV5so4XGQYjr/9ykHNRiVqHVKwYjQofrT6eXVOkc23TqSmSG0lGxP3V6q62ktR8BoxZsG0K/NARok5pHZkQZisjy8iO8zFA8a0vkhd6vY6ZverTuEJpEtKy6P/TfqIS0rQOq9hYfiiUA1dummRNkdxIMiIezNFdbSF57kewdVG7a75vCztmgCFL6+iEMDsHr8SSlJ6Fm6M1/j7OWofzWGytLJjfrzGV3B0Ij0+j/4IDJKZJ62tMUjqT158BTLOmSG4kGREPp9OB//MwdB9U6wKGDNg8EX7qDDHntY5OCLNyu4umbTUP9PqS/9tyaQdrFg5oipujDacjEnjzt2Aysoxah6WpSbdqitQua5o1RXIjyYjIu1Je0HsJdJ8LNk4QdhDmtYI9c8Fo3h8eQhSVLcW8BPyj8HW1Z0H/JthbW7DzQgwfrjpmtjVIdp6PYfXhMPQmXFMkN+bxKkXB0emgQV+1LknlDpCVBv+Mhp+7QqzUDBCiMIXcSOHi9WQs9DpaVXXTOpwC5V/OmTl9G2Kh17EqOIwZm85pHVKRu7umSL/mftQt56JtQEVIkhHxaJzLwcur1AquVg4Qshu+bQX750sriRCF5HYXTeMKpXG2M71pnu2rezCpRx0AvtlygcX7QzSOqGjN3qLWFPFysjXpmiK5kWREPDqdTl3b5q3d4NcaMpNh/Sj4tQfEhWodnRAm53YXTXFeGO9xvdS0PO90rArAmDUn2Hw6SuOIisa5qES+267WFJlg4jVFciPJiHh8pf2g35/w5OdgaQeXg2Bucwj+Fcy031eIgpaaYWDPreJgpjReJDfvBlbl+UblMBgVBv1ykLcXH+ZCtOnWITEaFT7OriniSefanlqHVOQkGREFQ6+HgCHw5i4o1xQyEuHPYfD7i5AQoXV0QpR4uy/GkJFlxMfFjqoejlqHU6h0Oh1TnvXn2YY+KAr8dTScTjO3M3zJYS5eT9I6vAK37ODdNUVqm3xNkdxIMiIKVpnK8Nrf0OkTsLCB8xthbjM4tkxaSYR4DLfHi7Sv4W4WX1ZWFnpmvFifde+04olanigK/HEknE4zgnh36REuxyRrHWKBuJ6YzuT1pwHzqSmSG0lGRMHTW0DL4TBkO5RtAGlxsGow7JqldWRClEiKorD1jLoejal30fxX7bLOfN+vMWvfbkVgTU+MCqw+HEbHL7cxctkRrpTwpGTSulMkpGWZVU2R3EgyIgqPRw0Y+C+0eU/9++ZPIWSftjEJUQKdi0oiLC4VG0s9zSuZ1pTevKrj48wPrzbmr2Gt6FjDA6MCq4LD6DgjiFHLjxJyI0XrEPNtx/nrrDkSbnY1RXJjvq9cFA0LS2j/8a1VgA2wciCk3tQ6KiFKlNtdNM0rl8HO2kLjaLTlX86ZH/s34Y+hLWlf3R2DUWHFoWu0/3IbH6w4RmhsyUhK1JoiJwDzqymSG0lGROHT6aDrDChdEeJD4c+3ZfyIEPmQPaW3BK/SW9Dq+bqwYEBTVr/VgjbV1KRk6cFQ2n+xjdGrjnHtZvFOSmZvucBVM60pkhtJRkTRsHWCFxaA3gpO/wUHf9Q6IiFKhPjUTA5dVVsTzW28SF40KF+aX15ryso3W9C6qhtZRoXF+9Wk5KPVxwmLS9U6xHvcXVNkYnfzqymSG0lGRNEp20CdZQPw90cQeULbeIQoAXacv47BqFDFwxFfV3utwym2GlUoza8DA1jxRnNaVilDpkHh930htJu+lTFrjhMRXzySkrtrinSq5Unn2l5ah1QsSDIiilazN2+t/JsOKwZARskeCS9EYbs9i6Z9dXeNIykZGvu5smhQM5YNaU7zSmpS8tveENp+vo1xf5wgMj5N0/iW3l1T5JnamsZSnEgyIoqWTqeu+lvKG2LOwfr3tY5IiGLLaFQIOmf6JeALQ9OKrix+vRmLBzejaUVXMgxGftlzlTbTtzLhz5NEJRR9UnI9MZ0pt2qK/O+J6pQ105oiuZFkRBQ9hzLw3A+g08OR39SCaEKIexwLiycmKQNHG0saV3DVOpwSqXnlMix9vRm/DwqgiV9pMrKM/Lz7Cm0+38onf50iOrHokpLPbtUUqePjxKvNKxTZfUsCSUaENvxaQZtbrSJr34UbF7WNR4hiaOutWTStq7phbSkf149Kp9PRoooby4Y057eBATSqUJr0LCM/7bpMm8+38tnaU1xPTC/UGLafu84ft2uK9Kxr1jVFciM/DaGdNu9BhZaQkaSOH8kq3A8DIUqaOyXgpYumIOh0OlpVdWPFG8355bWmNCjvQlqmkR92Xqb151uYvP40MUkF/zl0d02RV1v44V/OucDvUdJJMiK0Y2EJz84HO1eIOAr/TtQ6IiGKjeuJ6Ry7Fg9AOxm8WqB0Oh1tqrmz6s0W/DygCfV81aTk++2XaD1tK1M2nCY2OaPA7vfNlvOExN6uKVK9wK5rSiQZEdpy9oEe36rbe+fA2b+1jUeIYmLbrVYRfx9nPErZahyNadLpdLSr7sGat1qwoH8T6pZzJjXTwHdBl2g1bQvT/j7DzcdMSs5FJfJd0CVArSniaGNZEKGbHElGhPaqd4Fmb6nba96E+DBt4xGiGMjuopFWkUKn0+loX8ODP4a25Id+janj40RKhoFvt12k1bQtTP/nDHEp+U9KjEaFj1YdJ8soNUUeRpIRUTwETgDvepAaq67wazRoHZEQmsk0GNlxLgaQ8SJFSafTEVjLk7+GteL7VxpRy9uJ5AwDc7ZepNW0rczYeJb4lMw8X2/pwVAOXpWaInkhyYgoHixt4PkFYO0IV3fB9ulaRySEZg5euUliehZlHKypZ+YLqGlBp9PxRG0v1r7dinkvN6KGVymS0rP4essFWn2+hZmbzhGf+uCkRGqK5I8kI6L4KFMZnp6pbgdNgys7tY1HCI3cHi/Stpo7er1O42jMl16vo0sdL9a/05pv+zakumcpEtOy+GrzeVpP28JX/54nIS33pOR2TRF/H2f6t/Ar2sBLIElGRPFS90Wo3xcUI6wcDMk3tI5IiCKXvUqvdNEUC3q9jif9vdkwvDVz+jSkqocjCWlZzPz3HK2nbeWbzedJvCspCbqrpsjknv5YSEL5UJKMiOLnqelQpiokhsMfb4GiaB2REEUmNDaF89FJWOh1tKkqg1eLE71eR9e63vw9og1f925AZXcH4lMz+XLTOVp/vpU5Wy8Qk5TOmDXHAejfoqLUFMkjSUZE8WPtAC8sAAsbOPc37P1W64iEKDK3u2galS+Ns70sLV8cWeh1PFOvLBvfbctXL9WnkrsDcSmZTP/nLM2nbCY0NhVvZ1tGPlFN61BLDElGRPHk5Q+dJ6nbm8ZB+GFt4xGiiEgXTclhodfRvb4Pm95ty8xe9ajo5kCmQW3JnfiM1BTJD/lJieKrySC4tA3OrIXlA2DIdrB10joqIQpNWqaB3RfVcVLta0gXTUlhodfRs0E5utUty4YTkQA8ITVF8kVaRkTxpdNB99ng7As3L8O6kTJ+RJi0PRdvkJ5lpKyzLdU9S2kdjsgnSws93eqVpVu9slqHUuJIMiKKN7vS8NwPoLOA48vhyO9aRyREoblddbVdDQ90OpmBIcyHJCOi+CvfDNp/pG6vHwXXz2kbjxCFQFGU7PEiHarLeBFhXiQZESVDq5FQqR1kpsCKAZCZqnVEQhSoC9FJXLuZirWlnhZVymgdjhBFSpIRUTLo9dDze3Bwh6gTsHGM1hEJUaBud9E0q1QGe2uZWyDMiyQjouQo5Qk956nbB36AU39qG48QBehOF43MohHmR5IRUbJUCYSWw9XtP4dBXIi28QhRABLSMjl45SYg9UWEeXqkZGTOnDn4+flha2tLQEAA+/fvf+DxcXFxDB06FG9vb2xsbKhWrRrr169/pICFoMNY8GkMafGwYiAY8r6ktxDF0c7zMWQZFSq5O1ChjIPW4QhR5PKdjCxdupSRI0cyfvx4goODqVevHp07dyY6OjrX4zMyMujUqRNXrlxhxYoVnD17lvnz5+Pj4/PYwQszZWEFz/8INk5wbT9sm6J1REI8luyqqzKLRpipfCcjM2bMYPDgwQwYMIBatWoxb9487O3t+emnn3I9/qeffiI2NpY1a9bQsmVL/Pz8aNu2LfXq1Xvs4IUZK+0Hz3ytbu+YARe3ahqOEI/KaFTYdvY6AB2ki0aYqXwlIxkZGRw6dIjAwMA7F9DrCQwMZM+ePbme8+eff9K8eXOGDh2Kp6cnderUYfLkyRgMhvveJz09nYSEhBwPIe5Ruyc0GgAosOp1SMq9dU6I4uxEeDwxSek4WFvQxM9V63CE0ES+kpGYmBgMBgOenp459nt6ehIZGZnrOZcuXWLFihUYDAbWr1/P2LFj+fLLL/nss8/ue58pU6bg7Oyc/fD19c1PmMKcdJkCHrUgORpWDwGjUeuIhMiXrWfUVpFWVd2wtpQ5BcI8Ffq/fKPRiIeHB99//z2NGjWiV69efPzxx8ybN+++54wePZr4+PjsR2hoaGGHKUoqKzt4/iewtIOLW2D311pHJES+bLlVX0S6aIQ5y1cy4ubmhoWFBVFRUTn2R0VF4eWV+wqF3t7eVKtWDQsLi+x9NWvWJDIykoyMjFzPsbGxwcnJKcdDiPvyqAlPTlO3t3wKoQe0jUeIPIpJSufYtTgA2sngVWHG8pWMWFtb06hRIzZv3py9z2g0snnzZpo3b57rOS1btuTChQsY72o+P3fuHN7e3lhbWz9i2EL8R8N+UPtZMGbBytcgNU7riIR4qKCz11EUqF3WCU8nW63DEUIz+e6mGTlyJPPnz2fhwoWcPn2aN998k+TkZAYMGABAv379GD16dPbxb775JrGxsQwfPpxz586xbt06Jk+ezNChQwvuVQih00G3Weosm7gQ+OsdUBStoxLigaSLRghVvhdA6NWrF9evX2fcuHFERkZSv359/v777+xBrSEhIej1d3IcX19f/vnnH959913q1q2Lj48Pw4cP54MPPii4VyEEgK2zOn7kxyfg1B9waAE0fk3rqITIVZbByPZz6uBV6aIR5k6nKMX/18eEhAScnZ2Jj4+X8SPi4XZ/oy6kZ2kLg7eAZ22tIxLiHvsu3aDX93spbW/FwTGdsNDrtA5JMwaDgcxMqaRcEllZWeUYE/pfef3+lqUhhelpNhQuBcGFTbB8ALy+FaylxHZxlGUwsnDPVZpXKkOtsub1i8bWW4XO2lZzN9tERFEUIiMjiYuL0zoU8RhcXFzw8vJCp3v0f8eSjAjTo9dDj29hXiuIOQt/fwjPfKN1VCIXiw+E8unaU7jYW7H+ndaUdbHTOqQis/V2CXgzHi9yOxHx8PDA3t7+sb7MRNFTFIWUlJTs5WC8vb0f+VqSjAjT5OgOz34Pv3SH4F+gYlvwf17rqMRdFEXhtz1XAYhLyeTtxYdZ8nozrCxMv/BXWFwqZ6MS0evUlhFzZDAYshORMmXKaB2OeER2duovENHR0Xh4eDywy+ZBTP9/vTBfldpCm1Hq9l8jIPaSpuGInA5cucnZqETsrCwoZWvJoas3+eKfs1qHVSRut4o0LF8aF3vzLHFwe4yIvb29xpGIx3X7PXyccT+SjAjT1vZDKN8cMhJhxWuQlXuhPVH0ft2rtop0r1+W6c/XBeC77ZfYfDrqQaeZBOmiuUO6Zkq+gngPJRkRps3CEp77AWxdIPwwbJ6odUQCiE5M4+8TEQC83KwCXep407+FHwAjlx0lLC5Vw+gKV1qmgV0XYwBoL1N6hQAkGRHmwLkc9Jirbu+ZDec2ahuPYNmBUDINCg3Ku1DHxxmAj56qSb1yzsSnZjLs92Ayskxz0cO9l26QlmnE29mWmt6ltA5HiGJBkhFhHmp0haZD1O01b0BChLbxmDGDUeH3fSEAvNKsQvZ+a0s9s/s0xMnWksMhcXz+9xmtQixUt7to2lX3kC4KE9OuXTtGjBhRqPeYMGEC9evXL9R7aEGSEWE+On0CXv6QcgNWDQajQeuIzNKWM9GEx6dR2t6Kp/xzTgX0dbVn+gv1APhh52U2nozUIsRCoyhKdn2R9tXNcxaNKejfvz86ne6ex+eff86nn36qdXglkiQjwnxY2cLzC8DKAa7sgB0ztI7ILN0euPpiY19sre6dBti5thcDW1UEYNTyo4TGphRpfIXp4vVkQmJTsLbQ07KKm9bhiMfQpUsXIiIicjwaNWpEqVLS9fYoJBkR5sWtKnT9Ut3eNhmu7tY2HjNzJSaZ7eeuo9NBn4Dy9z3ugy41qO/rQkJaFsMWHzaZ8SPbbi2MF1DJFQcbKfP0X4qikJKRpckjvyuj2NjY4OXllePRsWPH7G6aM2fOYG9vz++//559zrJly7Czs+PUqVMAxMXFMWjQINzd3XFycqJDhw4cPXo0x32mTp2Kp6cnpUqVYuDAgaSlpT3eD7mYkv8NwvzU7w2XtsGxJbByELyxE+xdtY7KLCzap7aKtK3mToUy9y/Rr44faUDXr3dyNDSOqRvOMK5braIKs9BsuT2lV2bR5Co100Ctcf9ocu9Tn3TG3rrgvhJr1KjBF198wVtvvUWrVq3Q6/W88cYbTJs2jVq11H/LL7zwAnZ2dmzYsAFnZ2e+++47OnbsyLlz53B1dWXZsmVMmDCBOXPm0KpVK3799Ve+/vprKlWqVGBxFhfSMiLMU9cvwbUyJITBH0Oh+K8XWeKlZRpYfugakHPg6v2UK23Pl7fGj/y06zJ/nyjZ40cS0zLZfzkWkPoipmDt2rU4OjpmP1544YV7jrmdiLz88sv079+fJk2a8PbbbwOwc+dO9u/fz/Lly2ncuDFVq1bliy++wMXFhRUrVgAwa9YsBg4cyMCBA6levTqfffZZdiJjaqRlRJgnG0d4YQH8EAhn18P+7yFgiNZRmbS1xyKIS8nEx8WOdnlsGQis5cnrbSrx/fZLvLfiKLW8nShfpmRW7Nx1IYYso0JFNwcqusnCjbmxs7Lg1CedNbt3frRv355vv/02++8ODg707t37nuN++uknqlWrhl6v5+TJk9kzqI4ePUpSUtI9pfBTU1O5ePEiAKdPn+aNN97I8Xzz5s3ZunVrvmItCSQZEebLux488RlseB82joHyzdR9olDcHrjaJ6B8vlapfa9zdQ5eiSU4JI6hvwez4s3m2Fg+2voXWpIumofT6XQF2lVSmBwcHKhSpcpDjzt69CjJycno9XoiIiKyF5NLSkrC29ubbdu23XOOi4tLAUdb/Ek3jTBvTV+H6k+BIQOWD4D0RK0jMknHrsVxNDQOKwsdvZr45utcKwu1/oiLvRXHw+KZsr7k1R/JMaW3hkzpNRexsbH079+fjz/+mP79+9O3b19SU9Xqwg0bNiQyMhJLS0uqVKmS4+Hmps60qlmzJvv27ctxzb179xb56ygKkowI86bTQfc54OQDsRdh3SitIzJJv91qFXnK3xs3R5t8n1/WxY6ZL9YH4OfdV1h/vGQVrTsZnsD1xHTsrS1oWlEGS5uLN954A19fX8aMGcOMGTMwGAyMGqV+xgQGBtK8eXN69OjBxo0buXLlCrt37+bjjz/m4MGDAAwfPpyffvqJBQsWcO7cOcaPH8/Jkye1fEmFRpIRIexd1fVrdHp1hs2RxVpHZFLiUzL582g4kLeBq/fTvoYHb7StDMAHK45x9UZygcRXFG5XXW1Zxa1EdjGJ/Pvll19Yv349v/76K5aWljg4OPDbb78xf/58NmzYgE6nY/369bRp04YBAwZQrVo1XnrpJa5evYqnpycAvXr1YuzYsbz//vs0atSIq1ev8uabb2r8ygqHTsnv5GoNJCQk4OzsTHx8PE5OTlqHI0xV0OewdZJaFG1IkFqTRDy2H3de5tO1p6jhVYoNw1s/Vgn0TIOR3t/v5eDVm9Qu68TKN1vkWjituOk5dxeHQ+KY8qw/vZvev76KOUlLS+Py5ctUrFgRW1tbrcMRj+FB72Vev7+lZUSI21r/D/xaQ2YyrBgAmaZZXKgoGY1KdhfNK80rPPZaLFYWer7p0wBXB2tOhicwad3pggizUN1ISudIaBwgg1eFuB9JRoS4TW8Bz84H+zIQeRw2jdM6ohJv98UbXI5JxtHGkh71fQrkmt7Odsx4UZ319Oveq/x1qwuouNp+/jqKAjW9nfBylhYAIXIjyYgQd3Pyhh7z1O3938HiPrBtKpz+C2IvgdE0ypIXlV/3XgHg2YY+BVr+vF11D95qp44fGb3qOJdjiu/4kS1n1Fk0HWQWjRD3VTImdAtRlKo9AS2Hw66v4Ow69XGbtSN41ALP2rcedcCzFtg6axdvMRURn8q/p9WBmy8/xsDV+xnZqRoHr95k/+VYhi4KZtVbxW/8SJbByPZzt1fplS4aIe5HkhEhchM4Eap1gfDDEHUSok5A9BnISIJr+9XH3ZzL35Wg3EpSXCuBhfn+F1u8PxSDUSGgoivVPAt+JVNLCz3f9G7AU1/t4FREAp+sPcXknv4Ffp/HcTg0jvjUTFzsrWhQvrTW4QhRbJnvJ6UQD6LTQYUW6uM2Q5ZaiyTqxK0E5dYjPhTiQ9THuQ13jre0Bfcat1pP7kpSHMrcez8Tk2kwsnh/CKAOXC0snk62zOxVn1cX7Of3fSEEVHSlewGNTSkIt6uutq3mnq+qs0KYG0lGhMgrC0twr64+6jx3Z3/qTYg6dacFJeokRJ+CzBSIOKI+7ubo9Z9untrgVg0srYvy1RSqjSejuJ6YjpujDU/U8irUe7Wp5s6w9lX4ZssFPlp1nDo+zlR2dyzUe+bVVikBL0SeSDIixOOyKw1+LdXHbUYj3Lx8VwvKrSTl5mVIilQfFzffOV5vCW7V701SSnmprTQlzO2Bq72b+mJtWfjj5EcEVuPAlVj2XlLHj6wZ2lLz8SPhcamciUxEp1NbRoQQ9yfJiBCFQa+HMpXVR61n7uxPT4Lo0/d29aTHQ/RJ9XH8ruvYueZMTjxrq10/1sV35drzUYnsvRSLXkeRFfiy0Ov4+qUGPPX1Ds5EJjLhz5NMfa5ukdz7frbdWoumga8LpR1Mp9VLiMIgyYgQRcnGEXybqI/bFAXir+VsQYk6CTfOQ2osXNmhPm7T6cG18r1Jikv5YtGKsmifOlYksKYnZV3siuy+Hk62fPVSA17+cR9LDoQSUMmVng3KFdn9/+v2eJEONaSLRjy+yMhIXnnlFXbv3o2VlRVxcXHodDpWr15Njx49Cu2+7dq1o379+syaNavQ7gGSjAihPZ0OXHzVR/Uud/ZnpsL1s//p6jkBKTfUROXGeTi15s7xNk5qctLpk5zJThFKTs9i5aFrQOEOXL2fllXceKdDVb7afJ6PV5/A38eFKh5FP34kLdPArgsxgLqmjjAt/fv3Z+HChUyZMoUPP/wwe/+aNWvo2bMn+Vllxc/PjxEjRjBixIgHHjdz5kwiIiI4cuQIzs5qKYGIiAhKlzaNWVqSjAhRXFnZQdn66uM2RYGk6Hu7ea6fgfQECNkNy/rB24c06cr540g4ielZ+JWxp2VltyK/P8A7Haty4Eosuy/eyB4/YmddtONH9l+OJTXTgKeTDbW8ZT0tU2Rra8u0adMYMmRIkSQEFy9epFGjRlStemfNLC+vwh0cXpSkAqsQJYlOB6U8oUpHaPkOPPsdvLkTPgqHN3eDsy8khsPeOUUemqIo/LLnCqAWOdNrNJXVQq9j1kv1cXO04WxUIuP/PFHkMWy5axbN467HY1YUBTKStXnkc83YwMBAvLy8mDJlygOPW7lyJbVr18bGxgY/Pz++/PLL7OfatWvH1atXeffdd9HpdPf9t+Ln58fKlSv55Zdf0Ol09O/fHwCdTseaNWsAdZVgR0dHzp8/n33eW2+9RY0aNUhJSQHgxIkTPPnkkzg6OuLp6ckrr7xCTExM9vHJycn069cPR0dHvL29c8Ra2KRlRAhTYGmtjhvpOB5WDYKds6BBPzVxKSLBITc5E5mIjaWe5xtpN1YDwKOULV/3rs/LP+xj2cFrBFQsw3NFGNO2s2oy0k6m9OZPZgpMLqvNvT8KB2uHPB9uYWHB5MmT6dOnD++88w7lyt377+vQoUO8+OKLTJgwgV69erF7927eeustypQpQ//+/Vm1ahX16tXj9ddfZ/Dgwfe914EDB+jXrx9OTk589dVX2NndOxarX79+rF27lr59+7J7927++ecffvjhB/bs2YO9vT1xcXF06NCBQYMGMXPmTFJTU/nggw948cUX2bJlCwDvvfceQUFB/PHHH3h4ePDRRx8RHBxM/fr18/xzeVTSMiKEKanzHJRtqFaK3Ta5SG/921514Ooz9criYq/97JEWld0YEVgNgDFrTnA+KrFI7nvpehJXbqRgZaGjVVVtuqpE0ejZsyf169dn/PjxuT4/Y8YMOnbsyNixY6lWrRr9+/dn2LBhTJ8+HQBXV1csLCwoVaoUXl5e9+12cXd3x8bGBjs7O7y8vLLHjPzXd999R0REBO+88w4DBw5kwoQJNGrUCIDZs2fToEEDJk+eTI0aNWjQoAE//fQTW7du5dy5cyQlJfHjjz/yxRdf0LFjR/z9/Vm4cCFZWVkF8JN6OGkZEcKU6PXQeTIs6ALBv0DTIeraOYXsRlI6645FANoMXL2foe2rsP9yLDsvxPDWomD+GNYSe+vC/di73UUTULEMjgW4OKBZsLJXWyi0uvcjmDZtGh06dGDUqFH3PHf69Gm6d++eY1/Lli2ZNWsWBoMBC4uCHctUunRpfvzxRzp37kyLFi1yDK49evQoW7duxdHx3gHdFy9eJDU1lYyMDAICArL3u7q6Ur169QKN8X6kZUQIU1OhOdTsBooRNo0tklsuO3iNDIORuuWcqVvOpUjumRe3x494lLLhfHQSY9ecLPR73q4v0q66FDrLN51O7SrR4vGIY3vatGlD586dGT16dAH/MB7N9u3bsbCwICIiguTkO6tZJyUl0a1bN44cOZLjcf78edq0aaNhxCpJRoQwRYETQW8FF/6FC5sffvxjMBgVFu27ChTO6ryPy83Rhq97N0Cvg5XB11h2MLTQ7pWUnsW+yzcAqS9iTqZOncpff/3Fnj17cuyvWbMmu3btyrFv165dVKtWLbtVxNraGoPBUCBx7N69m2nTpvHXX3/h6OjIsGHDsp9r2LAhJ0+exM/PjypVquR4ODg4ULlyZaysrNi3b1/2OTdv3uTcuXMFEtvDSDIihCkqUxma3hoQt3EsGAvmwy43QeeiuXYzFWc7K7rV1Wjw4UM0q1SGkZ3U8SPj/jjB2cjCGT+y60IMmQaFCmXsqeiW98GQomTz9/enb9++fP311zn2/+9//2Pz5s18+umnnDt3joULFzJ79uwcXTp+fn5s376dsLCwHDNb8isxMZFXXnmFd955hyeffJJFixaxdOlSVqxYAcDQoUOJjY2ld+/eHDhwgIsXL/LPP/8wYMAADAYDjo6ODBw4kPfee48tW7Zw4sQJ+vfvj15fNGmCJCNCmKo274Gts1pi/siiQrvN7YGrLzQqV+T1PPLjrXZVaFPNnbRMI28tOkRyesEPzNsqU3rN1ieffILRaMyxr2HDhixbtowlS5ZQp04dxo0bxyeffJI9Nff2eVeuXKFy5cq4uz96197w4cNxcHBg8mR14Lq/vz+TJ09myJAhhIWFUbZsWXbt2oXBYOCJJ57A39+fESNG4OLikp1wTJ8+ndatW9OtWzcCAwNp1apV9gDYwqZT8lMqTiMJCQk4OzsTHx+Pk5MUEBIiz3bPho0fg6MnvB2slqMvQKGxKbSZvhVFga2j2hX71oAbSek89fUOohLS6dnAhxkv1iuwpEFRFJpN2UxUQjoLX2sqi+M9RFpaGpcvX6ZixYrY2tpqHY54DA96L/P6/S0tI0KYsqaDobQfJEXB7q8fenh+LdoXgqJA66puxT4RASjjaMM3vRtiodex+nAYSw8U3PiRUxEJRCWkY2dlQUBF1wK7rhDmQJIRIUyZpY06mBVg19eQUHDTJtMyDdmDQYvjwNX7aVrRlf89oY4fGf/nSU5HJBTIdW930bSs4oatVfHtrhKiOJJkRAhTV6s7+AZAVipsmVRgl91wIoLY5Ay8nW3pWMJmjrzRpjLtq7uTnmVk6KJgkgpg/MjWW1N629eQ7hkh8kuSESFMnU4HT9xKQo4sgohjBXLZ2wNX+zQtj6VFyfoo0et1fPlifbydbbkUk8xHq47na6XV/7qZnMHhkJuAOnhVCJE/JesTRAjxaHybQO1nAQU2jsn3omD/dTI8nkNXb2Kp19GrqW/BxFjEXB2s+aZ3Ayz0Ov48Gs7i/Y8+fmT7+esYFajhVYqyLveuGyKEeDBJRoQwF4HjwcIaLgfB+Y2PdanbrSJd6njhUarkzoRo7OfK+53VctcT/jrJyfD4R7pO9iq9Jay7SojiQpIRIcxFaT8IeEPd3jgWDI82TiIhLZM1h8OAkjVw9X4Gt65ExxoeZNwaP5KYlpmv8w1GhaBz6ngRqboqxKORZEQIc9L6f2DnCjFnIfjnR7rEqkPXSM00UNXD0SSmsOr1Or54oR5lnW25ciOFD/M5fuRI6E3iUjJxtrOiga9L4QUqhAmTZEQIc2LnAu1uLei1dQqk5W9aq6Io/LZP7aJ5pXkFk6kyWtrBmtl9G2Kp17HuWET2a8yL2100baq5l7iBvEIUF/I/Rwhz03gAlKkCKTGwc2a+Tt17KZYL0UnYW1vQs4FPIQWojYblS/PhkzUA+PSvU5wIy9v4ka1nbk3plVV6RT75+fkxa9YsrcMoFiQZEcLcWFhBp0/U7b1zIS7vs0h+26uuztuzgQ+lbK0KIzpNDWxVkcCanmQYjLy1KJiEh4wfiYxP41REAjodUv7djLRr144RI0bcs//nn3/GxcWlyOMxBZKMCGGOqj8FFVpBVhps/iRPp0QlpPHPyUjANAau5kan0/HlC/XwcbEjJDaFD1cee+D4ka1n1S6a+r4ulHG0KaowhTA5kowIYY50Ouj8mbp9fBmEHXroKUv2h5JlVGhcoTQ1vU13wUpneyvm9G2IlYWO9ccj+WXP1fsee/cqveLxKYpCSmaKJo+CXjO2f//+9OjRgy+++AJvb2/KlCnD0KFDycy8f2vbDz/8gIuLC5s3bwbUFph33nmH999/H1dXV7y8vJgwYUKOc0JCQujevTuOjo44OTnx4osvEhUVBUB8fDwWFhYcPHgQAKPRiKurK82aNcs+/7fffsPXV60VdOXKFXQ6HatWraJ9+/bY29tTr1499uzZU5A/mlxZFvodhBDFU9kGUPclOLZEnerbf52apOQiy2Bk8f47A1dNXX1fFz58siafrj3FZ+tO0aC8C3XLueQ4Jj3LwM4LMYBM6S0oqVmpBPweoMm99/XZh72VfYFec+vWrXh7e7N161YuXLhAr169qF+/PoMHD77n2M8//5zPP/+cjRs30rRp0+z9CxcuZOTIkezbt489e/bQv39/WrZsSadOnTAajdmJSFBQEFlZWQwdOpRevXqxbds2nJ2dqV+/Ptu2baNx48YcP34cnU7H4cOHSUpKyj6vbdu2OWL5+OOP+eKLL6hatSoff/wxvXv35sKFC1haFl7KIC0jQpizjmPB0hau7oIz6+572L+no4lMSKOMgzVd6ngVYYDaea2lH51re5JpUBj6ezDxqTl/oz1w+SYpGQbcS9lQy4RbisSjK126NLNnz6ZGjRo8/fTTdO3aNbvV424ffPABs2bNIigoKEciAlC3bl3Gjx9P1apV6devH40bN86+xubNmzl+/Di///47jRo1IiAggF9++YWgoCAOHDgAqK0r27ZtA2Dbtm106tSJmjVrsnPnzux9/01GRo0aRdeuXalWrRoTJ07k6tWrXLhwoaB/PDlIy4gQ5sy5HDQfCju+hE3joOoTYGl9z2G3B672auKLjaV5rEir0+n4/Pl6nIrYQWhsKu+vOMq8lxtlT2fOrrpa3R293jSmOGvNztKOfX32aXbvgla7dm0sLO78f/H29ub48eM5jvnyyy9JTk7m4MGDVKpU6Z5r1K1bN8ffvb29iY5W/+2dPn0aX1/f7G4WgFq1auHi4sLp06dp0qQJbdu25ccff8RgMBAUFMQTTzyBl5cX27Zto27duly4cIF27drd957e3t4AREdHU6NGjUf7QeSBtIwIYe5avQsO7hB7EQ7+dM/TF68nsfNCDDod9G5aXoMAteNsZ8WcPur4kX9ORrFg15Xs57bdGrwqXTQFR6fTYW9lr8kjPzVznJyciI+/d+p3XFwczs7O2X+3sso540yn02E0GnPsa926NQaDgWXLluV6r7xc40HatGlDYmIiwcHBbN++nXbt2mW3lgQFBVG2bFmqVq1633ve/rnk556PQpIRIcydTSlo/5G6HTQVUm/meHrRrXVoOlT3wNe1YPvUS4K65Vz4+KmaAEzZcJojoXFciUnmUkwyVhY6WlZx0zhCUdSqV69OcHDwPfuDg4OpVq1avq7VtGlTNmzYwOTJk/niiy/ydW7NmjUJDQ0lNPTO9PxTp04RFxdHrVq1AHBxcaFu3brMnj0bKysratSoQZs2bTh8+DBr1669p4tGK5KMCCGgQT9wr6EmItvvfCCmZhhYcUj9oHvZDAau3s+rLfx4yt9LHT+yKJjVt9bmaeLnapL1VsSDvfnmm5w7d4533nmHY8eOcfbsWWbMmMHixYv53//+l+/rtWjRgvXr1zNx4sR8FUELDAzE39+fvn37EhwczP79++nXrx9t27alcePG2ce1a9eORYsWZScerq6u1KxZk6VLl0oyIoQoRiwsodOn6vb+7yH2MgB/HQ0nIS0LX1c72lY136JeOp2Oqc/VpbyrPWFxqXy1+TwgU3rNVaVKldi+fTtnzpwhMDCQgIAAli1bxvLly+nSpcsjXbNVq1asW7eOMWPG8M033+TpHJ1Oxx9//EHp0qVp06YNgYGBVKpUiaVLl+Y4rm3bthgMhhxjQ9q1a3fPPi3plIKeXF0IEhIScHZ2Jj4+HicnGbUuRKFQFPi1B1zaBrV7ojy/gG6zd3IiLIHRT9ZgSNvKWkeouRNh8Tw7dzcZBrX//N+Rbani4ahxVCVTWloaly9fpmLFitja2modjngMD3ov8/r9/UgtI3PmzMHPzw9bW1sCAgLYv39/ns5bsmQJOp2OHj16PMpthRCFSaeDJz4DdHByNecPbeFEWALWlnpeaOz70NPNQR0fZ8Y+rY4fqeTuQGV3B40jEsI05DsZWbp0KSNHjmT8+PEEBwdTr149OnfunD3V6H6uXLnCqFGjaN269SMHK4QoZF7+0KAvANabxwIKT/t74+pw73Rfc/VyswosGNCEH19tYjKrFguhtXwnIzNmzGDw4MEMGDCAWrVqMW/ePOzt7fnpp3unBN5mMBjo27cvEydOzHUetRCiGGk/BsXKHr/Uk3TV7zPrgau50el0tK/uQUU3aRURoqDkKxnJyMjg0KFDBAYG3rmAXk9gYOADa9d/8skneHh4MHDgwDzdJz09nYSEhBwPIUQRcfImuFw/AMbaLqWBd8EXgxJCiLvlKxmJiYnBYDDg6emZY7+npyeRkZG5nrNz505+/PFH5s+fn+f7TJkyBWdn5+zH3dXlhBCFy2hU+CiqHVGKC17GKHQH8v5/V4j8KuxiWqLwFcR7WKjl4BMTE3nllVeYP38+bm55Lww0evRoRo4cmf33hIQESUiEKCI7LsRwNtbIbNuX+JR5sH061O8L9q5ahyZMiLW1NXq9nvDwcNzd3bG2tpYxOCWMoihkZGRw/fp19Ho91taPPrYsX8mIm5sbFhYW2csT3xYVFYWX172LZ128eJErV67QrVu37H23MyhLS0vOnj1L5cr3The0sbHBxsYmP6EJIQrIr3vUdWgsG/SF8J0QdQKCpsGT0zSOTJgSvV5PxYoViYiIIDw8XOtwxGOwt7enfPny6PWPXrosX8mItbU1jRo1YvPmzdnTc41GI5s3b2bYsGH3HF+jRo17FgUaM2YMiYmJfPXVV9LaIUQxExaXypYz6i8bfZtXgsTP1NojB36AJoPBrYq2AQqTYm1tTfny5cnKysJgMGgdjngEFhYWWFpaPnarVr67aUaOHMmrr75K48aNadq0KbNmzSI5OZkBAwYA0K9fP3x8fJgyZQq2trbUqVMnx/kuLi4A9+wXQmhv8b4QjAq0qFxGLebl0V5dyff8Rvh3PLy0SOsQhYnR6XRYWVndsyCcMC/5TkZ69erF9evXGTduHJGRkdSvX5+///47e1BrSEjIYzXVCCG0kZFlZMkBdVG8V5rdNZ230ydw4V84sxau7AK/lhpFKIQwVVIOXggBwJ9Hw3ln8WE8nWzY+UEHrCzu+qXirxFwaAGUbQCDtoD8wiGEyINCLQcvhDA9v90auPpSk/I5ExGA9h+BtSOEH4YTKzSITghhyiQZEUJwJjKB/VdisdDr6N20/L0HOHpAq3fV7X8nQmZq0QYohDBpkowIIVi0Vx0r8kQtT7yc77OCavOh4OQDCddg79wijE4IYeokGRHCzCWlZ7Eq+Brwn4Gr/2VlBx3Hqds7ZkLS9SKITghhDiQZEcLMrT4cRnKGgUruDjSvXObBB/u/CN71ISMRtk0pkviEEKZPkhEhzJiiKNkDV18OqPDwwkV6PXSepG4f+hmuny3cAIUQZkGSESHM2IErNzkblYitlZ7nGpXL20l+raB6V1AMsHFs4QYohDALkowIYcZ+26u2ivSo74OzXT4qYHb6BPSWcP4fuLStcIITQpgNSUaEMFPXE9PZcCICgJcfNHA1N25VoPFAdfufMWCUdUWEEI9OkhEhzNSyg6FkGhQalHehjo9z/i/Q9gOwcYao43B0ScEHKIQwG5KMCGGGDEaFRXvvDFx9JA5loM3/1O0tn0JGcgFFV8xd3Q2/9ICds7SORAiTIcmIEGZoy5lowuPTcLG3omtd70e/UNMh4FIeEiNg9+yCC7A4Sr4Ba4bCgifh0lbYPBFuXNQ6KiFMgiQjQpih2wNXezX2xdbK4tEvZGULgRPU7V1fQWLk4wdX3CgKHF4EsxvDkd/UfaW8QTHCzpnaxiaEiZBkRAgzc/VGMkHnrqPTQZ+AXNahya/az4JPY8hMhi2fPf71ipPrZ+HnrvDHW5AaCx61YeAmePEX9fmjiyEuRNsYhTABkowIYWYW7VO/PNtWc6dCGYfHv6BOB50nq9uHf4PIE49/Ta1lpsLmT+HblnB1F1jZq9OZhwSBb1P1UbEtGLPUFiEhxGORZEQIM5KWaWDZwVDgIevQ5Ff5AKjVHVBgUwkvhHZhM8xtDju+AGMmVOsCQ/dBy+FgcVctljbvqX8G/woJEdrEKoSJkGRECDOy9lgEcSmZ+LjY0a66R8FePHAC6K3g4hY4/2/BXrsoJEbC8gHw27Nw8zKUKgu9foPeS9RBuv/l1wp8m4EhHfaY+OBdIQqZJCNCmJHbA1f7BJTHQv+QdWjyy7USBAxRtzeOAUNWwV6/sBgNsH8+zG4CJ1eBTg/NhsKw/VCzm9oNlRud7k7ryMGfIDmm6GIWwsRIMiKEmTh+LZ4joXFYWejo1cS3cG7SZhTYlYbrp+Hwr4Vzj4IUcQx+7ATrR0F6ApRtCK9vgy6TwabUw8+v0hHKNoDMFNgzp9DDFcJUSTIihJm43SrylL83bo42hXMTu9JqZVaArZMhPbFw7vO40pPg74/g+7YQdghsnOCpL2DQv+BdL+/Xubt1ZP98SL1ZOPEKYeIkGRHCDMSnZPLH0TCggAeu5qbxQLXLJjm6eM40Ob0W5jSFvXPUWiG1n4Wh+6HpYNA/Qs2Vak+qU34zEmHf9wUfrxBmQJIRIczAiuBrpGUaqeFVikYVShfuzSytIXCiur17NsSHFe798iouFBb3hqV9ISEMXCpA35XwwgJweowqtHr9nbL4e+dCWkLBxCuEGZFkRAgTpyh3rUPTrAK6+w3ILEg1u0H5FpCVqq5boyVDJuz6Wm0NObtenfHT+n/w1l6oGlgw96jVA8pUhbQ4OPhjwVxTCDMiyYgQJm73xRtciknG0caSHg18iuamOh10vlWN9ehiCD9SNPf9r9AD8H07tfZJZoqaIL2xEzqOA2v7gruP3kJNcEBtDcpIKbhrC2EGJBkRwsT9ukdtFXm2oQ+ONpZFd2OfRuD/grq9cYy6xktRSY2Dte+qM2WiToCdK3SfAwPWg0eNwrmn//Nq109KDAQvLJx7CGGiJBkRwoRFxKey6XQUoHbRFLmO48DCBq7sgHN/F/79FAWOr1Brhhz8CVCgfl8YdhAavHz/miEFwcIKWr2rbu/6CrLSC+9eQpgYSUaEMGGL94diMCo0rehKNc881M0oaC7lodmb6vbGser4jcJy4yL82hNWDlRn8rhVg/7roMdccChTePe9W/0+4OQDiRHqOj1CiDyRZEQIE5VpMLJkv7ooXqFP532Q1iPBvgzcOA+Hfi7462elQ9Dn6noyl7aCpS10GKOODfFrVfD3exBLG3UNG4Cdswo3+RLChEgyIoSJ2nQqiujEdNwcbehc20u7QGydod1odXvbFEiLL7hrX96hrqy7dZK6RkzlDvDWHrUQmWUhFXZ7mIb9wMEd4kPg2DJtYhCihJFkRAgTdXvgau+mvlhbavxfvVF/tdsk5Qbs+PLxr5ccA6vfgIVPqy0uDh7w3I/w8iq14JqWrOygxdvq9o4v1bVvhBAPJMmIECboQnQiey7dQK+D3k1zWXG2qFlYQadP1O298+Dm1Ue7jtEIwb/A7MbqlGF00GQQDDugzmYpihoqedH4NbU0fuxFOLla62iEKPYkGRHCBP22Vx0r0rGmJ2Vd7DSO5pZqXcCvtdqdsvmT/J8ffRp+fgr+fFtdA8bLX11LpuuXYOdS4OE+FptS6sq/ANu/UJMoIcR9STIihIlJTs9i5aFrgMYDV/9Lp4POkwAdnFgB1w7l7byMFPh3AsxrBSF7wMoBOk+GwdugXONCDPgxNR2sLsB3/TScXad1NEIUa5KMCGFi/jwaTmJ6Fn5l7GlVxU3rcHLyrgf1eqvb/3z08EJo5zfB3GawcyYYs6DG0zBsPzQfChZFWMDtUdi5QNPX1e3t04u26JsQJYwkI0KYEEVRsgeuvtysAnp9MRlDcbeOY8HSDkL3wuk/cz8mIQKW9YNFz0PcVXAqBy8thpcWgXO5oo33cTR7S23JiTiqJlZCiFxJMiKECQkOieNURAI2lnqeb1RMv7Sdyt6ZbbJpPGRl3HnOaIB936kVVE/9AToL9dih+6DGU9rE+zgcykCT19Tt7Z9L64gQ9yHJiBAm5Ldbq/M+U68sLvbWGkfzAC3fUafj3rwMB35Q94UfgR86wob3ISMRfBrDkCB44jOwcdQ03MfS/G21JP61A3B5u9bRCFEsSTIihIkIj0tl3bEIQKN1aPLDphR0+FjdDpoG60bB/PYQfhhsnKHrDBi4SZ0xU9KV8oRGr6rb26drG4sQxZQkI0KUcCE3Uhi75gTtv9hGhsGIv48z9XxdtA7r4Rq8Ah61IC0ODswHxaiu8jvsADQZCHoT+nhq8Q7ordQFA0P2ah2NEMVOMR+OLoQ2tl/bztfBX1PJpRKtfFrRomwL3OyK18yU49fi+W77RdYfj8B4ayhC3XLOfP58XW0Dyyu9BXSZCr89By6+ar2Qyh20jqpwuPhC/d5qwbbt0+HllVpHJESxolOU4j+iKiEhAWdnZ+Lj43FyctI6HGHigkKDGLFtBFnGrBz7a7rWpJVPK1r6tKSue12s9FZFHpuiKOw4H8N32y+y68KN7P1tq7nzRtvKNKvkiq64VCHNq+Qb6vo1xX2q7uOKvQzfNALFAIO3gk9DrSMSotDl9ftbkhEh7nJ3ItKxfEcqOVdiZ9hOTseeznGco5Ujzbyb0dKnJa18WuHlULgL0WUZjKw7HsG8oEucjkgAwEKv45l6ZXm9TSVqesv/ixJh1RA4tkStl/LSIq2jEaLQSTIiRD7dnYg8UeEJprWZhqVe/W09JjWGPeF72Bm2k93hu4lLj8txbhWXKrQs25KWPi1p5NkIa4uCmcmSkpHFsgOhzN9xmbC4VADsrS14qUl5XmvlR7nS9gVyH1FErp+FOQGAAm/uBs/aWkckRKGSZESIfNgWuo13t72bayLyXwajgVM3TrEzfCe7wnZxPOY4RuXO2iN2lnY08WpCy7Jqq0l5p/wvVHcjKZ2Fe67yy54rxKVkAlDGwZoBLf14uVmF4j1tVzzYslfh1Bqo/Sy8sEDraIQoVJKMCJFH+UlEchOfHs+eiD3sCtvFrrBdXE+9nuN531K+tPJpRSufVjT2bIy91f1bM0JupDB/xyWWHQwlPUtNcCqUsWdw60o836gctlYWj/QaRTESeQLmtQR06swht6paRyREoZFkRIg8uDsR6ezXmamtp+YrEfkvRVE4d/McO8N2sit8F4ejDpOl3BkIa6W3opFnI3UgbNmWVHapjE6nu+/MmDfaVqZzbS8simNZd/HoFveGs+uhXh/o+a3W0YgCoigKu8J3kZKZwhN+T2gdTrEgyYgQD1HQiUhukjOT2Rexj11hu9gZtpPw5PAcz7tYu6NPq0FYeHmykquC0ZZ21d0Z0qaEzowReXPtEPzQQS13/04wlPbTOiLxmCKTI5m0bxLbQrcBML75eJ6v9rymMRUHkowI8QBbQ7YyMmhkoSYi/6UoClcSrrDj2k7WnN3C+YSjoMvMfl6Hnhou/nSq2JaWPi2p4VoDvc6ECn+JnH7tCRe3QKP+0O0rraMRj8ioGFl+djkzg2eSnJmMDh0KClZ6K37u8jN13UtI3Z9CIsmIEPehRSICucyM0WVi73SFGhXDSbU6xbWkqzmOd7V1zZ6h06JsC0rbli70GMXDnbt5jq+Cv6KhR0MG+g989Atd3QMLuqiVWYcfBWefggtSFIlL8ZeYsHsCh6MPA1DXvS7jm49n7pG5bA7ZjIe9B0ufXlrsCiYWJUlGhMiFFolIXmfGXEu8xu7w3ewM28m+iH2kZKVkX0OHjjpudWjp05KWZVvi7+aPhV4GsxYlo2Jk0elFzDo0iwyjutLwjHYz6FSh06NfdEFXuLoTAt6AJ6cVUKSisGUaMvnxxI98f+x7Mo2Z2FnaMbzhcF6q/hIWeguSMpLos74Pl+Mv09CjIT90/kGTIonFgSQjQvzH3YlIF78uTGk9pVATkas3kvlhx+UcM2P8ytgzuE0lnmv44JkxmYZMDkcfzp4+fO7muRzPO1k70bxs8+yWEw97j0J7HQKiU6IZs3MMeyL2AODj6ENYUhilrEuxsttKvB29H+3CF7fCrz3A0hZGHAdHeR+Lu6PXjzJh9wQuxF0AoLVPa8Y2G3vPv4HL8Zfpva43yZnJ9KnRh9EBo7UIV3OSjAhxly0hW/hf0P+KJBE5fi2eedsvsuGumTH1bs2MeeIRZ8ZEp0SrU4fDd7E7fDeJGYk5nq9WuhotfVrS2qc1DT0aSqtJAdocspkJuycQlx6HrYUtoxqP4tmqz/Lq369yPOY4DTwa8FPnnx7t35OiwA+BEHYQWg6HTp8U/AsQBSIlM4VvDn/DotOLUFAobVOaD5t+yJMVn7zvQPMtIVsYvnU4AJNaTeKZys8UZcjFgiQjQtxSFInI/daMKYyZMVnGLE7EnFCnD4ft4uSNkyjc+W9c07Um41uMp3YZqe75OFIyU/j8wOesPK8ualfTtSZTW0+lkkslAEITQ3nhrxdIzkxmSN0hDGsw7NFudO4f+P1FsHKAd0+AvWtBvQRRQHZc28Gnez8lIjkCgGcqP8OoxqPyNI5r9uHZfHfsO2wsbPjlyV+oVaZWYYdbrEgyIgSFn4jktmaM5a01YwYX0ZoxsWmx7AlXi65tDd1KUmYSep2ePjX6MKzBMBysHAo9BlNzIuYEH+74kKsJV9Gho3+d/rxd/22sLHL2+6+/tJ4PdnyADh0/dv6RJl5N8n8zRYHvWkPkcWjzPnT4uIBehXhcsWmxfH7gc9ZdWgeo3XPjmo2jhU+LPF/DqBgZtnkYO8J24O3gzdKnl5rVYHRJRoTZuzsRedLvSSa3nlxgiUhKRhZLD4Tyw3/WjOndtDyvtaqIj4tdgdwnv2JSY5h+YDrrL68HwNPek48CPqJD+Q6axFPSGIwGfjzxI98e+ZYsJQtPe08mt5pMU++m9z1n7K6xrLmwBg97D1Z2W4mLrUv+b3zqD1jWD2yc4d3j6irGQjOKorD20lo+P/A5celx6HV6Xq75MkPrD31gBeX7SchIoPfa3oQkhhDgHcC8wHlFMoOvOJBkRJi1wkpEYpLS+WX3FX7ZezV7ZoybozX9WxSvNWN2he3i072fEpYUBkDH8h35sOmHhb66cEkWlhTGRzs+Ijg6GIDOfp0Z22wszjYPTgxSMlPotbYXVxKu0K5cO77u8HX+u+SMRvi2OVw/Ax3GQptRj/oyxGMKSwrj0z2fsit8F6COx5rYYiJ13Oo81nXP3zxP3/V9Sc1KpX/t/vyv8f8KItxiT5IRYba2hGzhf9v+R5ZScInI48yM0UpqVirfHf2OhScXkqVk4WDlwNsN3s6efijuWHtpLZP2TiIpMwkHKwc+CviIbpW65TmpOBN7hj7r+pBpzGR009H0qdkn/0EcWw6rBoGdqzqzxsYx/9cQj8xgNPD7md/55vA3pGalYq235o16b9C/Tv8Cm5b7z5V/GBWkJprT20ynS8UuBXLd4kySEWGWCjoRKYyZMUXt3M1zfLLnE45ePwpAnTJ1GN9iPDVca2gcmfYSMhL4bO9nbLi8AYD67vWZ0noK5UqVy/e1Fp1exNT9U7HWW/N719+p7lo9fxcwZMGcJhB7CZ74DFq8ne8YxKM5G3uWCbsncOLGCQAaeTZifPPxVHSuWOD3mnFoBgtOLMDO0o7fnvqNaqWrFfg9ihNJRoTZKahEJC3TwKZTUSzeH8Lui3dmxrSv7s6QtpUJqFjy1owxKkZWnFvBrEOzSMxMxEJnwcs1X+at+m89Uh+4KTgYeZCPdn5ERHIEFjoLhtQbwmD/wY+cvCqKwttb3iboWhB+Tn4sfXpp/n+2wb/Cn8PA0VOtymqlzdgjc5FuSOe7o9+x4MQCspQsHK0cGdl4JM9Vfa7QlmLIMmbx5r9vsjdiL+Ucy7Hk6SUP7QosySQZEWZlc8hmRm0bpSYiFZ9kcqv8JSJGo8LeSzdYfTiMDSciSUpXV9q9PTPm9baVqOFV8v/tXU+5zrQD0/jnyj8AeDt4M6bZGNqUa6NxZEUn05DJ3KNz+fH4jygolHMsx9Q2U6nnXu+xr30z7SbP//k80anRPFv1WSa2mJi/C2RlwDcNIT4UnvoCmg5+7JhE7g5FHWLC7glcSbgCQAffDnzc7OMiKSAYlxbHS+teIiwpjFY+rZjdYbbJdp1KMiLMxuMkImcjE1l1+Bp/HgknIj4te3+50nb0qO9D74Dyms2MKUzbr21n0t5J2asIP1HhCT5o+oHJV3K9HH+ZD3d8yKkbpwDoUaUHHzb9sECnP++P2M+gjYNQUB5tXMCBH2Dd/8CpHLxzGCyLx6BoU5GYkcisQ7NYdm4ZAG52bnwc8DGBFQKLNI7TN07zyoZXSDekM9h/MO80fKdI719U8vr9/UjtUHPmzMHPzw9bW1sCAgLYv3//fY+dP38+rVu3pnTp0pQuXZrAwMAHHi9EfjxKIhKdkMb87Zd48qsddJ61ne+CLhERn4aTrSW9m5Zn+RvN2f5ee0Z1rm6SiQhAm3JtWN19NQNqD8BCZ8HGqxvpvqY7S84swagYtQ6vwCmKwvJzy+m1thenbpzCydqJL9t+yactPy3wOixNvZsyuK7aojFxz0SuJV7L3wXqvwyOXpBwDY4uLtDYzN2WkC30WNMjOxF5rupz/NHjjyJPRABqlqnJ+ObjAZh/fD6bQzYXeQzFSb5bRpYuXUq/fv2YN28eAQEBzJo1i+XLl3P27Fk8PO79rapv3760bNmSFi1aYGtry7Rp01i9ejUnT57Exydvq1RKy4jITX4SkeT0LP4+EcmaI2HsuhCTPRjVykJHhxoe9GzgQ/saHthYmmZT6YOciT3DxN0Tswfv3V551FQG1sWmxTJh9wS2hm4FIMArgM9afVao05yzjFkM+HsAR64foa5bXX5+8uf8zcjYMwf++QhK+8GwQ2BhHjUpCktMagyT901m09VNAFRwqsD45uMfrUhdAZu2fxq/nf4NBysHfn/q9+wKv6ai0LppAgICaNKkCbNnzwbAaDTi6+vL22+/zYcffvjQ8w0GA6VLl2b27Nn069cv12PS09NJT0/P8WJ8fX0lGRHZNl/dzKggNRF5quJTTGo16Z5EJMtgZOeFGFYfDmPjyShSMw3ZzzWuUJqeDX3o6u9dbGqDaMlgNLD07FK+Pvw1yZnJWOos6Ve7H2/UewM7y5LbOrQrbBdjdo0hJjUGK70VwxsO55VarxTa4MS7hSeF8/xfz5OYkcjAOgMZ0WhE3k/OSIZZ/pByA3p+D/V6FVqcpkxRFFZfWM0XB78gMUMduD2gzgCG1B2CraWt1uEBkGnM5PWNr3Mw6iB+Tn4s7roYR2vTmdZdKMlIRkYG9vb2rFixgh49emTvf/XVV4mLi+OPP/546DUSExPx8PBg+fLlPP3007keM2HCBCZOvHfglyQjAh6ciCiKwsnwBFYFh/Hn0XBiku4ktRXdHOjZwIce9X0oX8Y8Z5A8TFRyFFP3T+XfkH8Btfz12GZjaenTUuPI8ifdkM7MQzNZdHoRAJWcKzGtzbQin8688cpG/hf0P3To+K7TdzQv2zzvJ+/4EjZ/Am7V4K19oC/8BMqUhCSEMHHPRPZHqsMCapWpxcQWE4vllPaY1BheWvsSUSlRtPdtz6z2s4okYS4KhZKMhIeH4+Pjw+7du2ne/M5/qvfff5+goCD27dv30Gu89dZb/PPPP5w8eRJb29wzU2kZEfdzv0Tk2s0U/jgSzurDYVyITso+3tXBmm51venZsBz1yjmXuCm5WtkaspXJ+ycTmRwJwJMVn+T9Ju/jZuemcWQPdzb2LB/u+DB7iffeNXozstFIzX4TnrhnIivOrcDNzo0V3VZQxq5M3k5MS4BZdSAtHl74GWr3LNQ4TUWWMYuFJxfy7dFvSTekY2thy7AGw+hbs2+xLsF+/PpxXv37VTKNmQyrP4wh9YZoHVKByGsyUqTvzNSpU1myZAnbtm27byICYGNjg42NTRFGJkqC/yYi7zeawIqDagKy73Js9nE2lno61fKkZwMf2lRzx8rCNH7DKErty7cnwDuA2Udms+j0IjZc3sDOsJ282+jdQq3B8DiMipHfTv3GrOBZZBozcbV15dOWn2o+bfn9Ju9zJPoIF+IuMGbXGOZ0nJO3n5+tEwS8CUFTYfsXUKsHSDL9QKdunGLC7gmcjj0NQDPvZoxrPg7fUr4aR/Zw/u7+jGk2hvG7xzPnyBxqlqmp+b/dolRk3TRffPEFn332Gf/++y+NGzfOV5AygFX8e/Vf3gt6jywli4auHbCP78vmMzfIuFWaXaeDZhXL0LOhD13qeOFkWzDlmwWcvHGSibsnZn/AN/BowLhm46hSuorGkd0RnRLNmJ1j2BOxB4C25doyscXEvLdCFLLzN8/Te11v0g3pjGo8ildrv5q3E1Ni1bEjGUnQewlUf7JwAy2hUrNSmXtkLr+c+gWjYsTJ2on3m7zPM5WfKXGtoZ/u+ZRl55ZRyqoUS55eQnmn8lqH9FgKZWqvtbU1jRo1YvPmO1OQjEYjmzdvztFt81+ff/45n376KX///Xe+ExEhNl3ZlN0ioktuQNCujmw4cZ2MLCPVPB35oEsNdn3QgcWvN+PFxr6SiBSw2mVq83vX33m/yfvYWdpxOPowL6x9ga+DvyYtK+3hFyhkm69u5tk/n2VPxB5sLWwZ22ws33T4ptgkIgBVS1flvcbvATAreBYnb5zM24n2rtBkkLq9fToU/7JQRW5vxF6e/eNZfj75M0bFyJN+T/JHjz/oXqV7iUtEAD5s+iH13OuRmJnI8K3DSclM0TqkIvFIU3tfffVVvvvuO5o2bcqsWbNYtmwZZ86cwdPTk379+uHj48OUKVMAmDZtGuPGjeP333+nZcs7g+AcHR1xdMzbiGFpGTFPV2KSmbVnJZtvfAk6I5nx9UkLfxH3UnZ0r1eWng19qOXtVCI/cEqqyORIJu2bxLbQbQCUL1WeMc3G5G9gZgFJyUxh2oFprDq/CoCarjWZ2mYqlZyL59RIRVF4d9u7bA7ZTPlS5VnWbVneapwkXVdbR7JS4eVVUKVj4QdbAsSnx/PFwS9Yc2ENAJ72noxtNpa2vm21DawARKdE02ttL2JSY+js15npbaaX2M+5Qq3AOnv2bKZPn05kZCT169fn66+/JiAgAIB27drh5+fHzz//DICfnx9Xr1695xrjx49nwoQJBfpiRMl3MzmDtcfCWXU4jOM3d2Lr8zs6nRFjYgOecBtBz4a+tKziViIWqDNViqKwJWQLk/dNJjo1GoCnKz3Ne03ew9XWtUhiOH79OB/u+JCQxBB06BhQZwDD6g/DyqJ4t4rFp8fz/F/PE5kcSbdK3ZjcenLeTvx7NOydC+VbwGsbCjfIYk5RFP65+g9T9k0hNi0WHTpeqvESwxsOL/ACdlo6HH2Y1/5+jSwli5GNRjKgzgCtQ3okUg5elBhpmQa2nIlmVXAY285Gk2VUsCx1IjsRqevSnnmdp1PKVgY1FydJGUl8c/gbFp9ZjIKCs40z/2v0P3pU6VFov8UZjAZ+OP4D3x79FoNiwNPekymtpxSL4lV5dSjqEK/98xpGxcjkVpPpVrnbw09KCIev6oEhA/qvB7+SNdW6oEQmRzJp7yS2XdsGqFO2J7aYSH2P+prGVViWnFnCpH2T0Ov0fBv4LS3KttA6pHyTZEQUa0ajwv4rsaw5HMa64xEkpmVlP1ex/EViHX7CiIGulboyqeUkk11EyhQcv36ciXsmcvbmWUBdfn1c83EF3l0SlhTG6B2jORx9GIAufl0Y02xMiVzx9Nuj3zL3yFzsLe1Z1m0ZFZwqPPykte/CwZ+gUnvot6bQYyxOjIqRZWeXMSt4llqUT2/JYP/BDPIfhLWF6RYtVBSFcbvHsebCGpxtnFn69FJ8HPNWuby4kGREFEsXohNZFRzGH0fCCYtLzd5f1tmW7g188PI+x6yj48lSsiQRKUGyjFksOr2IOUfmkJqVipXeikH+gxjoPxAbi8dr0VIUhbWX1jJ532SSMpNwsHLg44CPebrS0yW2H91gNDBw40AORR2iVpla/Pbkbw/vYrp5VV3R15gFgzZDOfOYDHAp7hLjd4/nyPUjgLpcwcTmE4vVbK7ClG5I59UNr3LyxklquNbglyd/KVFVkSUZEcVGXEoGK4PDWH34GifCErL3l7Kx5Cl/b3o08CGgoiubQ//l/aD3JREpwcKSwpi0dxI7wnYA4Ofkx9hmY2nq3fSRrpeQkcBnez5jwxV1nER99/pMaT2FcqXKFVjMWolMjuT5v54nPj2eV2u9yqgmox5+0pqhcOQ3qNYF+iwt/CA1ZDAa+PHEj8w7Oo9MYyb2lvYMbzicXtV7md3nQkRSBL3W9uJm+k2ervQ0k1tNLjGJuCQjQnNhcan8uOMySw6EkJKhrgtjqdfRrro7PRuUo2NND2yt1A+VTVc3SSJiIhRFYePVjUzdP5WY1BgAulfuzqjGo3CxdcnzdQ5EHuDjnR8TkRyBhc6CN+q9wSD/QcW6imZ+bQnZwvCtwwGY23Eurcu1fvAJMRdgThNQjDBkO3jXK4Ioi158ejwf7PiAXWG7AGjt05qxzcbi7eitcWTa2R+xn9c3vY5BMfBh0w/pW7Ov1iHliSQjQjNnIhP4PugSfx4NJ+vW8rg1vErRJ6A8T9cti6tDzj7eTVc38V7QexgUGSNiShIyEvg6+GuWnV2GgkJpm9KMajKKbpW6PfC3ukxDJnOOzOGnEz+hoOBbypepradS171uEUZfdCbvm8ziM4txtXVlRbcVuNu7P/iEFQPhxAqo1R1e/KVogixCZ2PPMmLrCK4lXcPGwoYxzcbQvXLJrBlS0H45+QvTD07HQmfB/Cfml4iB25KMiCKlKAp7L8Xy3faLbDt7PXt/i8pleKNtZVpXdcv1w+TuROTpSk/zWcvPJBExMUeijzBxz8TstWICvAIY23xsroM2L8df5sMdH3LqxikAelbpyQdNPzCpKZv/lW5Ip8+6Ppy7eY5m3s34rtN3Dy4XH30a5jYDdPDWXvAofgu/Pap1l9YxYfcE0gxp+Dj6MLPdTGqWqal1WMWGoih8uOND1l9ej6utK0ufXoqXg5fWYT2QJCOiSBiMChtPRjIv6CJHr8UDoNfBk/7eDGlTibrlXO57riQi5iPTmMnCkwuZd3Qe6YZ0rPXWvF73dV6r8xpWFlYoisLyc8v54uAXpGal4mTtxIQWE+hUoZPWoReJS3GXeGndS6RmpTKi4QgG+g988AlLX4bTf4H/i/Dc/KIJshBlGjOZcXAGv53+DYCWZVsyrc20EjlTqrClZqXyyvpXOHvzLP5u/izosuCxB4kXJklGRKFKyzSwMvga87df4soNtVyxjaWeFxv7Mqh1RSqUefBvspKImKfQxFA+2/sZu8N3A2qdiHcbvcvK8yuzq7oGeAcwqeUkPB08tQtUA6vOr2L87vFY6ixZ+OTCB3dLhR+B79uCTg/DDkKZykUWZ0GLSY1hVNAoDkUdAmCw/2CG1h8qnwcPEJoYyktrXyIhI4Fnqz7LhOYTim03liQjolDEp2Ty694r/Lz7CjFJGQA421nxavMK9Gvhh5vjwzP0jVc28v729yURMVOKorDh8gamHZhGbNqd1Zat9FYMbzicV2q9UixXBS5siqLw3vb3+OfKP/g4+rC823JKWZe6/wmLXoDzG6HBK9B9dtEFWoCOXj/KyK0jiU6NxsHKgUktJ9GxgpS7z4vdYbt5c/ObGBUjY5uN5cXqL2odUq4kGREFKjwulR93Xmbx/jszY3xc7BjUuiIvNvbFwSZvMxzuTkS6VerGpy0/lUTETMWnxzPz0ExWnl9JZefKTGszjequ1bUOS1OJGYm88NcLhCWF8aTfk0xrM+3+v/GG7ocfO4HeEt45Ai6+RRrr47jdLTdl/xSyjFlUdK7IrPaziu26QsXVD8d/4Kvgr7DUW7Kg84JiWYlWkhFRIO43M+aNtpXpWtcbK4u8/wYriYjITUxqDC42LiY1ZfdxHL1+lFc3vIpBMfBJi0/oWbXn/Q9e+AxcDlJX9u36ZdEF+RjSDelM2juJ1RdWAxBYPpDPWn1m0oOUC4uiKPwv6H9suroJdzt3lj699OGzsYqYJCPikSmKwr7LsXwXdJGtd82MaV6pDG+0q0yb+8yMeRBJRITIu9u/8dpZ2rHk6SX3bzG4vAMWPg0WNjD8KDgV7zocEUkRvLvtXU7eOIlep+edBu/wWp3Xiu14h5IgOTOZvuv6cjH+Ig08GvDjEz8WqwUjJRkR+WYwKmw6Fcm3QZc4GhoH3JoZU8eb19tUop6vS56vlW5I5/SN0xyPOc7x68fZeHWjJCJC5JFRMfL6ptfZF7GP6qWrs6jrotxnTCgK/NQFQvdC82HQeVLRB5tH+yL28V7Qe9xMv4mzjTOft/m8RC78Vhxdib9C73W9ScpM4qXqL/Fxs4+1DimbJCMiz9IyDawKDmP+jktcjkkG1JkxLzQux6BWlfBze3DzqVExcjXhKsdjjnPs+jFOxJzg7M2zZBmzchwniYgQeXc95TrP/fkcN9Nv0qdGH0YHjM79wAv/wm/PgZU9jDgODm5FG+hDKIrCwpMLmRk8E6NipKZrTWa2n1niFnwr7oJCgxi2ZRgAn7b8lB5Vemgb0C2SjIiHik/J5Ld9V1mw6woxSemAOjOmX/MKvPqAmTGxabEcv36cYzHHOH79OCdunCAxI/Ge41xtXanrVpc6bnVo4NGAJl5NpDlWiHzYfm07QzcPBeCbDt/QzrfdvQcpCsxvD+GHodVICBxftEE+QEpmCuN2j+OfK/8A8EzlZxjbbCy2lrYaR2aavj3yLXOPzsVab80vT/5CbbfaWockyYi4v/C4VH66NTMm+dbMmLLOtgxqXYleTXLOjEnLSuNM7BmOXT+mdrnEHCcsKeyea9pY2FCrTC3quNWhrltd/N39KetQVpIPIR7T5wc+59dTv+Ji48KKbityr79yZh0s6QPWpeDd42BXuugD/Y+rCVcZsXUEF+IuYKmz5IOmH9Creq+8fyakJ8GFTZAWD6X9oHRFcC4H0rJ6X0bFyPAtw9l2bRteDl4s6bqEMnZlNI1JkhFxj7ORiXy3/SJ/Hsk5M2ZI20o8XbcsFnq4knCF49ePZ3e5nL95niwl655rVXKuhL+bv/pw96dq6apY6YvPoCkhTEWGIYOX17/M6djTNPZszA9P/HBvV6fRCPNaQfRJaPcRtPtAm2Bv2Ra6jdE7RpOUmYSbnRsz2s2ggUeDh5+YmaYmICdWwtm/ISs15/N6K3ApD64V1eQkx59+YGVXGC+nREnMSKTPuj5cSbhCE68mfN/pe01nqkkyIgC1v3b/5Vi+236JLWeis/c3r1SGPi1K4+gUnt3icTLmJImZ93a3lLEtg7+7f3byUcetzoOLMQkhCtSV+Cu8uPZFUrNSGVZ/GEPqDbn3oBMrYcVrYOsC754Am6L/P2pUjHx79FvmHZ0HQAOPBnzZ9ssHTzc1ZMKlbWr8Z9ZBesKd51wrgWtluHkF4q6CIePBAZTyziVJufWnXWkwk5bai3EX6bOuDylZKfSr1Y/3mrynWSySjJi52zNj5gVd4khoHOgysLALp3bFODzcoglNPkN4cvg959la2FKrTC016XBXu1y8Hbylu0UIjf158U8+3vkxFjoLFnRZcG9Lg9EAcwLgxnkInAitRhRpfPHp8YzeMZodYTsA6F2jN+81fi/3aaZGA1zdpSYgp/6E1DuVeHEqB3V6Qp3nwLv+nQTCaICEcLh5GWIv/+fPK5Ae/+AAbZzB1S/3ZMWprMl1/2y6uomR20YCMLX1VLpW6qpJHJKMmCl1Zkwo83bvITztHBZ2oVjahWJhG4mCMcexOnRqd8tdrR5VSleR7hYhiqnRO0az9tJavB28Wd5t+b0LyR1ZDGveAAd3GH4MrO2LJK6zsWcZsXUE15KuYWNhw7jm43im8jM5D1IUuHYATqyCk6shKfLOcw7uUPtWAlKuKejzuRyAokDqzVySlFt/JkY8+HwLa3CpkHuLiksFsCqZA26/Cv6KH47/gK2FLb899ZsmFY4lGTEjMakx7A07zPLjuzgSfQyDVQg6i/R7jnOzc8PfzZ+67uoMl9plakt3ixAlSHJmMi/89QKhiaF0qtCJL9t+mbPV0pAJ3zRSuzS6TIVmbxZ6TOsvrWfCngmkZqXi4+jDzHYzqVmmpvqkokDkcbUF5MQqiA+5c6KtC9R6Rk1AKrQCi0Ic15CRov5McktW4kLAmPmAk3Vqy0npirm3rBSDwcL3YzAaGLp5KLvCd+Hj6MPSp5cW+UrIkoyYKIPRwNHrR7MHmB6JPkZ0auQ9x1nqbKjjVov6HvWyWz28HLyku0WIEu5kzEle3vAyWcas3BdIO7gA1o5Qx08MPwqWhbO8fKYxk5mHZvLrqV8BaFG2BdNaT8PF1gWun7uVgKxUu41us3aEGl3VBKRSe7C0LpTY8sVogPhr9+/+yaVsQQ62Lve2qHjVydnFpKH49Hh6re1FWFIYLcq2YG7HuUVa60mSERMUmRzJqKBRHL1+NMd+RdFhTPeglK4SHSs1pk+9VtQoU03W+hDCRC08uZAvDn6BjYUNi7supmrpqneezEqHrxtAQhg8PRMav1bg949JjeG9oPc4GHUQgEH+gxjm9zQWJ/9QW0Cijt852NIWqj6hJiDVOpesGS+KAik37t/9kxR1/3NdKtzqenoWvOpqmpicjT3Ly+tfJs2QxiD/QQxvOLzI7i3JiInZH7Gf97a/R2xaLHrFhvSkyhhTy2NI9aWhVx3ealuHdtXcpeVDCDNgVIy89e9b7ArfRRWXKizuujhnIbF938GG99VpsG8HQwGuVXLs+jHe3fYu0SnR2FvaMcm9DYFXD0PYwTsH6S2hckc1Aan+JNia6Od2RrI60+fuJCX2EoTug8yUO8eVqQK1n1UTE4+amoS6/tJ6PtihTvme0W4GnSp0KpL7SjJiIhRFYcHJBXwV/BVGxYgxzZuUay9DVhm61Pbi9TaVaFC++PZZCiEKR0xqDM//+Tw30m7wYrUXGdt87J0nM1Nhlj8kX4fuc6FB3wK554pzK5i8bzKZxkwqKpbMCgulUuat8RY6Pfi1VhOQmt3A3rVA7lkiZaTA+X/UbqrzmyAr7c5z7jXVpKT2s+BWpUjDmn5gOr+c+gV7S3t+7/o7lV0qF/o9JRkxAYkZiYzZOYYtoVsAyIxrSFpkD56qU573Oteg4kPWjBFCmLbd4bsZskmtOXLPb7u7voJN49Q6HcMOPNbU1YykaCZvHcnKWLWLuGNyCp9dv4GjooBvMzUBqdUdSuVSHdbcpSfC2Q1q99WFf3MOlvXyv9NiUtqv0EPJMmYxZNMQ9kfup4JTBRZ3XVzokxgkGSnhzt08x4it7xKaGIJitCA96hmcDa35rHsdutQp3suECyGKzoxDM1hwYgGlrEuxsttKvB1vfT6kJ8GsOuqU1+d+BP/n83fhjGQ4u4HI40t4N+k4J2ys0SkK79yMZ6B9RXR1nlfHRLj4FvyLMlWpcWpht5Or1EJvdy8m6tNITUxq91DL3heS2LRYeq3tRWRyJG3LteXrDl+j1+VzKnU+SDJSgq29tJbxuyaSYUzDmOlM6rWXebZ2c8Z2rYWzvdQAEULckWnM5NUNr3I85jgNPBrwU+ef7gxeD5oOWz9Tuwbe3P3w+h2Zaepv7ydWwrm/2W9h4D0PN2ItLHBW4HOvQFo0GQZlCr953+SlxMLpP9Wf9ZWdoNxVB8q3mdpaUqs7lPIq8FufjDlJvw39yDBm8Fa9t3izfuFNAZdkpATKNGQyae80Vl5YCkBWUlVckvoztWdz2lZ7QDllIYRZC00M5YW/XiA5M5khdYcwrIG6lDypcerYkfQE6PWbOpbjvwyZcDkIjq+EM2shPQEF+MWpFDNdS2PQQY1Sfszs9C3lShXeb+xmLSkaTt2aiRSyB7j9tawDv1ZqC1St7uDgVmC3XHNhDWN3qeOMZneYTVvftgV27btJMlLCRCZHMnjDcK4knwIgPaYDvSoP5IMna+FoI1N0hRAPdnu2hA4dP3b+kSZeTdQnNn8KO74A73rwepA6xdRoUL/0TqxUvwRTbmRfJ8XJh/E+vvydpi4X0a1SN8Y2H4udZQmakluSJYTDyTVqV861A3f26yygUlu1K6fm0wVSbO2zvZ+x9OxSHK0cWdx1MX7Ofo99zf+SZKQE2XRpJx/seJ9MElEMtjgnvcqMp3sTUEnbpZ+FECXL2F1jWXNhDR72HqzstlItQJZ8Q20dyUyGzpPVAl8nV+cske7gDrV6EFKpNcPP/cyFuAtY6ix5r8l79K7RW0oGaCUuRH2vTqyEiLvqS+mtoHIHtSun+lOPPHU605DJwI0DORx9mMrOlVnUdREOVgU7MUKSkRLAaDTy/r9f8U/4AtApGNK86enzEWM7t8bWyrQWbRJCFL6UzBR6re3FlYQrtCvXjq87fK0mEhvHwO5vch5s6ww1b5Vj92vN9ojdfLj9QxIzE3Gzc2NGuxn3LsYntHPjotpacmI1RJ+8s9/CBqp2Urtyqj8J1vlLJmJSY3jxrxe5nnqdT1t+So8qPQo0bElGirmLN2IYsPZ/3CQYAPv0AOZ0nkTjCjI1Tgjx6M7EnqHPuj5kGjMZ3XQ0fWr2gcQomNdSrX9R4yk1AancASxtMCpGvjv6HXOPzgWgvnt9vmz3JR72Hhq/EnFf18/eWnBwFcScu7Pf0g6qd1G7cqp2ynO12yPRRwhNDKVb5VzGFD0mSUaKKUVRmL1zB9+fHQ9WMShGC1q5DuKrp97ERlpDhBAFYNHpRUzdPxVrvTW/d/1dXa01M1UtTHbXWjUJGQl8tOMjgq4FAfBS9Zd4v8n7WBVgxVZRiBQFok7cSUxuXrnznLWj2oVT59nsxFMLkowUQ6GxKbyxej5X9QvR6TOxNLryWYvP6Vo9QOvQhBAmRFEU3t7yNkHXgvBz8mPp00uxt7LPccz5m+cZsXUEIYkh2FjYMLbZWLpX6a5RxOKxKQqEH1aTkpNrID70znM2zuqg19rPqoNgizDZlGSkGDEaFX7afZ6Zh75E77IbgPJ29Vn49Fe4mXPJZCFEobmZdpPn/3ye6NRonq36LBNbTMx+7u/LfzNu9zhSs1Ip61CWme1nUqtMLQ2jFQXKaFTXCjqxSh0Am3TXyu52rlDrGTUx8Wv1WJV580KSkWLiQnQSI1cFcUGZi4V9CAC9qgxgdPPhRbqMsxDC/OyP2M+gjYNQUJjeZjqBFQKZdWgWC08tBKCZdzM+b/M5pW1lfSuTlT2Ne9Wtadwxd55z8FDrl9R5Vi209rCieI9AkhGNZRqMfL/9El/v3oCl1yL0lsnY6B2Y3nYq7cu30zo8IYSZ+ObwN3x/7HscrRyp7lqdQ1GHABhYZyBvN3hbfikyJ4YsuLJD7co5/Ze6VMBtpcpCjznq+JICJMmIhk6Gx/PeiqNcSP8La/d/0OkUKjtX45uOs/AtJes4CCGKTpYxiwF/D+DI9SMA2Fva81mrz4psCXlRTBky1fVxTqzKrrzL28EFXupfkhENpGcZ+GbzBebtOIGl1zKsSqnVVLtX7s6YZmOwtbTVOEIhhDkKTwqn/9/9cbR25Is2X1DJpZLWIYniJCsdQvaqg1sLmCQjRSw45CbvrzjGpfgL2JX7Fb31Daz0VowOGM3zVZ+XCoZCCE1lGbOw0FnIZ5EoUnn9/pZFTx5TSkYWX/xzjgW7L2NR6jAOfqtAn4m3gzcz2s2gjlsdrUMUQog7K/kKUQzJv87HsPtCDB+uOk5IbAI2nmuxdt0LQIuyLZjaeqqMUBdCCCHyQJKRR5CQlsmU9adZvD8UnWU8zpV/x2h9FYAhdYfwZr03ZYS6EEIIkUeSjOTT5tNRfLz6BJEJaVjYX8DFbxkZSgKlrEsxtfVU2pRro3WIQgghRIkiyUgexSZnMPGvk/xxJBww4um7h1THdWQoRmq41mBGuxkybVcIIYR4BJKMPISiKKw9FsGEP09yIzkDvUUq1eqsIyzjICDTdoUQQojHJcnIA0QlpDFmzQk2nYoCoFLZBPRevxCWeg0rvRUfBXzEc1Wfk6lyQgghxGOQZCQXiqKw/OA1Pl13isS0LKwsdHQOCGNvwvekp6bh7eDNzHYzqe1WW+tQhRBCiBJPkpH/CI1N4aPVx9lxXl1MqG45e6rV2sY/oasAmbYrhBBCFDRJRm4xGhV+2XOFz/85S0qGARtLPa93KM2h1K/5J/Q4INN2hRBCiMIgyQhw8XoSH6w4xsGr6gqGTSu60qdtOjOOvM/N9JsybVcIIYQoRGadjGQZjHy/4xKz/j1PRpYRB2sLPniyOun2/zJ+/2yMMm1XCCGEKHRmm4ykZRp4Yd4ejofFA9C2mjsfdfNj9vFP2XZuGwA9qvTg44CPZdquEEIIUYjMNhmxtbKglrcTIbEpjHu6FnUqJvPutv6EJobKtF0hhBCiCOkURVG0DuJh8roEcb6vm5ZJWqaBfdGb+GTPJ6QZ0ijrUJYZ7WbItF0hhBDiMeX1+9tsW0YAbK0Uvj7yBUvPLgWgZdmWTG09FRdbF20DE0IIIcyI2SYjKZkpDN44mGMxxwB4o94bvFH3DZm2K4QQQhQxs01G7K3sqVq6KpcTLsu0XSGEEEJDZj1mJN2QTkxqDD6OPgV2TSGEEEKo8vr9rS/CmIodGwsbSUSEEEIIjT1SMjJnzhz8/PywtbUlICCA/fv3P/D45cuXU6NGDWxtbfH392f9+vWPFKwQQgghTE++k5GlS5cycuRIxo8fT3BwMPXq1aNz585ER0fnevzu3bvp3bs3AwcO5PDhw/To0YMePXpw4sSJxw5eCCGEECVfvseMBAQE0KRJE2bPng2A0WjE19eXt99+mw8//PCe43v16kVycjJr167N3tesWTPq16/PvHnzcr1Heno66enp2X9PSEjA19e3wMeMCCGEEKLwFMqYkYyMDA4dOkRgYOCdC+j1BAYGsmfPnlzP2bNnT47jATp37nzf4wGmTJmCs7Nz9sPXV9aFEUIIIUxVvpKRmJgYDAYDnp6eOfZ7enoSGRmZ6zmRkZH5Oh5g9OjRxMfHZz9CQ0PzE6YQQgghSpBiWWfExsYGGxsbrcMQQgghRBHIV8uIm5sbFhYWREVF5dgfFRWFl5dXrud4eXnl63ghhBBCmJd8JSPW1tY0atSIzZs3Z+8zGo1s3ryZ5s2b53pO8+bNcxwPsGnTpvseL4QQQgjzku9umpEjR/Lqq6/SuHFjmjZtyqxZs0hOTmbAgAEA9OvXDx8fH6ZMmQLA8OHDadu2LV9++SVdu3ZlyZIlHDx4kO+//75gX4kQQgghSqR8JyO9evXi+vXrjBs3jsjISOrXr8/ff/+dPUg1JCQEvf5Og0uLFi34/fffGTNmDB999BFVq1ZlzZo11KlTp+BehRBCCCFKLLNem0YIIYQQhUfWphFCCCFEiSDJiBBCCCE0VSzrjPzX7Z6khIQEjSMRQgghRF7d/t5+2IiQEpGMJCYmAkhZeCGEEKIESkxMxNnZ+b7Pl4gBrEajkfDwcEqVKoVOpyuw695egC80NNRkB8aa+muU11fymfprlNdX8pn6ayzM16coComJiZQtWzbHTNv/KhEtI3q9nnLlyhXa9Z2cnEzyH9jdTP01yusr+Uz9NcrrK/lM/TUW1ut7UIvIbTKAVQghhBCakmRECCGEEJoy62TExsaG8ePHm/QKwab+GuX1lXym/hrl9ZV8pv4ai8PrKxEDWIUQQghhusy6ZUQIIYQQ2pNkRAghhBCakmRECCGEEJqSZEQIIYQQmjLrZGTOnDn4+flha2tLQEAA+/fv1zqkRzJlyhSaNGlCqVKl8PDwoEePHpw9ezbHMe3atUOn0+V4vPHGGxpFnD8TJky4J/YaNWpkP5+WlsbQoUMpU6YMjo6OPPfcc0RFRWkYcf75+fnd8xp1Oh1Dhw4FSt77t337drp160bZsmXR6XSsWbMmx/OKojBu3Di8vb2xs7MjMDCQ8+fP5zgmNjaWvn374uTkhIuLCwMHDiQpKakIX8X9Pej1ZWZm8sEHH+Dv74+DgwNly5alX79+hIeH57hGbu/51KlTi/iV3N/D3sP+/fvfE3+XLl1yHFNS30Mg1/+POp2O6dOnZx9TnN/DvHwv5OWzMyQkhK5du2Jvb4+HhwfvvfceWVlZBR6v2SYjS5cuZeTIkYwfP57g4GDq1atH586diY6O1jq0fAsKCmLo0KHs3buXTZs2kZmZyRNPPEFycnKO4wYPHkxERET24/PPP9co4vyrXbt2jth37tyZ/dy7777LX3/9xfLlywkKCiI8PJxnn31Ww2jz78CBAzle36ZNmwB44YUXso8pSe9fcnIy9erVY86cObk+//nnn/P1118zb9489u3bh4ODA507dyYtLS37mL59+3Ly5Ek2bdrE2rVr2b59O6+//npRvYQHetDrS0lJITg4mLFjxxIcHMyqVas4e/YszzzzzD3HfvLJJzne07fffrsows+Th72HAF26dMkR/+LFi3M8X1LfQyDH64qIiOCnn35Cp9Px3HPP5TiuuL6HefleeNhnp8FgoGvXrmRkZLB7924WLlzIzz//zLhx4wo+YMVMNW3aVBk6dGj23w0Gg1K2bFllypQpGkZVMKKjoxVACQoKyt7Xtm1bZfjw4doF9RjGjx+v1KtXL9fn4uLiFCsrK2X58uXZ+06fPq0Ayp49e4oowoI3fPhwpXLlyorRaFQUpWS/f4CyevXq7L8bjUbFy8tLmT59eva+uLg4xcbGRlm8eLGiKIpy6tQpBVAOHDiQfcyGDRsUnU6nhIWFFVnsefHf15eb/fv3K4By9erV7H0VKlRQZs6cWbjBFZDcXuOrr76qdO/e/b7nmNp72L17d6VDhw459pWk9/C/3wt5+excv369otfrlcjIyOxjvv32W8XJyUlJT08v0PjMsmUkIyODQ4cOERgYmL1Pr9cTGBjInj17NIysYMTHxwPg6uqaY/+iRYtwc3OjTp06jB49mpSUFC3CeyTnz5+nbNmyVKpUib59+xISEgLAoUOHyMzMzPFe1qhRg/Lly5fY9zIjI4PffvuN1157LcfCkCX5/bvb5cuXiYyMzPGeOTs7ExAQkP2e7dmzBxcXFxo3bpx9TGBgIHq9nn379hV5zI8rPj4enU6Hi4tLjv1Tp06lTJkyNGjQgOnTpxdK83dh2rZtGx4eHlSvXp0333yTGzduZD9nSu9hVFQU69atY+DAgfc8V1Lew/9+L+Tls3PPnj34+/vj6emZfUznzp1JSEjg5MmTBRpfiVgor6DFxMRgMBhy/IABPD09OXPmjEZRFQyj0ciIESNo2bIlderUyd7fp08fKlSoQNmyZTl27BgffPABZ8+eZdWqVRpGmzcBAQH8/PPPVK9enYiICCZOnEjr1q05ceIEkZGRWFtb3/Mh7+npSWRkpDYBP6Y1a9YQFxdH//79s/eV5Pfvv26/L/9v7+6Doqj/OIC/j5NHMZ4fTkFANEWFM5kipgk0SECdlCKJUA/xAVN6mNQQZ8zAAmwaNEwZS55mQhiZQme0ckSOKEVM40YoBuME0QmUQSAeFbjP749+bG1HgEiep5/XzM3cfnf3u5/dD7v7cR+8ofa/wXFNTU2wt7cXjZ8wYQKsra31Lq+9vb2Ii4tDRESE6EfI3nrrLcyfPx/W1tY4d+4c4uPj0djYiNTUVB1GO3rBwcF4+eWX4ebmBrVajR07diAkJARlZWWQSqWPVA5zcnIwadIkrdu/+pLDoc4Lozl2NjU1DbmfDo4bT49lMfIo27x5M6qqqkTPVAAQ3af19PSETCZDQEAA1Go13N3dH3SY9yQkJET47uXlBR8fH7i4uODo0aMwNTXVYWT/jYyMDISEhGDy5MlCmz7n73HW19eHFStWgIiQnp4uGvfuu+8K3728vGBkZISYmBgkJyfrxX87/tprrwnfPT094eXlBXd3d5SUlCAgIECHkY2/zMxMREZGwsTERNSuLzn8t/PCw+SxvE1ja2sLqVSq9dTwzZs34ejoqKOo7l9sbCxOnDgBpVIJJyenYaf18fEBANTW1j6I0MaVpaUlnnzySdTW1sLR0RF3795FW1ubaBp9zeW1a9dQVFSEdevWDTudPudvMC/D7X+Ojo5aD5P39/fj9u3bepPXwULk2rVrOH369Ig/ze7j44P+/n7U19c/mADH2bRp02Brayv8TT4KOQSAH374ATU1NSPuk8DDmcN/Oy+M5tjp6Og45H46OG48PZbFiJGREby9vXHmzBmhTaPR4MyZM/D19dVhZGNDRIiNjUVhYSGKi4vh5uY24jwqlQoAIJPJ/uPoxl9nZyfUajVkMhm8vb1haGgoymVNTQ0aGhr0MpdZWVmwt7fHkiVLhp1On/Pn5uYGR0dHUc7++OMPlJeXCznz9fVFW1sbLl26JExTXFwMjUYjFGIPs8FC5LfffkNRURFsbGxGnEelUsHAwEDr1oa+uHHjBlpaWoS/SX3P4aCMjAx4e3tDLpePOO3DlMORzgujOXb6+vqisrJSVFQOFtazZ88e94AfS/n5+WRsbEzZ2dn066+/0oYNG8jS0lL01LC+eOONN8jCwoJKSkqosbFR+HR3dxMRUW1tLSUmJtLFixeprq6Ojh8/TtOmTSM/Pz8dRz46W7ZsoZKSEqqrq6OzZ89SYGAg2dra0q1bt4iIaOPGjTR16lQqLi6mixcvkq+vL/n6+uo46ns3MDBAU6dOpbi4OFG7Puavo6ODKioqqKKiggBQamoqVVRUCG+TpKSkkKWlJR0/fpwuX75My5YtIzc3N+rp6RH6CA4OpqeeeorKy8vpxx9/pBkzZlBERISuVklkuPW7e/cuvfTSS+Tk5EQqlUq0Tw6+gXDu3Dnau3cvqVQqUqvV9OWXX5KdnR2tXr1ax2v2l+HWsaOjg7Zu3UplZWVUV1dHRUVFNH/+fJoxYwb19vYKfehrDge1t7eTmZkZpaena83/sOdwpPMC0cjHzv7+fpo7dy4tWrSIVCoVfffdd2RnZ0fx8fHjHu9jW4wQEe3fv5+mTp1KRkZG9Mwzz9D58+d1HdKYABjyk5WVRUREDQ0N5OfnR9bW1mRsbEzTp0+nbdu2UXt7u24DH6Xw8HCSyWRkZGREU6ZMofDwcKqtrRXG9/T00KZNm8jKyorMzMwoNDSUGhsbdRjx2Jw6dYoAUE1NjahdH/OnVCqH/JtUKBRE9OfrvTt37iQHBwcyNjamgIAArfVuaWmhiIgIMjc3pyeeeILWrFlDHR0dOlgbbcOtX11d3b/uk0qlkoiILl26RD4+PmRhYUEmJibk4eFBSUlJohO5rg23jt3d3bRo0SKys7MjQ0NDcnFxofXr12v9Y05fczjo0KFDZGpqSm1tbVrzP+w5HOm8QDS6Y2d9fT2FhISQqakp2dra0pYtW6ivr2/c45X8P2jGGGOMMZ14LJ8ZYYwxxtjDg4sRxhhjjOkUFyOMMcYY0ykuRhhjjDGmU1yMMMYYY0ynuBhhjDHGmE5xMcIYY4wxneJihDHGGGM6xcUIY+yhsmDBArzzzju6DoMx9gBxMcKYnoqKioJEIkFKSoqo/dixY5BIJA8sjpiYGEilUhQUFNzTfCUlJZBIJFq/Gvr1119j9+7d4xghIJFIIJFIcP78eVH7nTt3YGNjA4lEgpKSknFdJmNs9LgYYUyPmZiYYM+ePWhtbdXJ8ru7u5Gfn4/33nsPmZmZ49KntbU1Jk2aNC59/Z2zszOysrJEbYWFhTA3Nx/3ZTHG7g0XI4zpscDAQDg6OiI5OXnI8R988AHmzZsnatu3bx9cXV2F4aioKCxfvhxJSUlwcHCApaUlEhMT0d/fj23btsHa2hpOTk5aJ3IAKCgowOzZs7F9+3aUlpbi+vXrovF37txBXFwcnJ2dYWxsjOnTpyMjIwP19fVYuHAhAMDKygoSiQRRUVEAxLdpduzYMeTPzcvlciQmJgrDhw8fhoeHB0xMTDBr1iwcPHhQax6FQoH8/Hz09PQIbZmZmVAoFFrTVlZW4oUXXoCpqSlsbGywYcMGdHZ2am2zTz75BDKZDDY2Nti8eTP6+vq0+mKMjYyLEcb0mFQqRVJSEvbv348bN26MuZ/i4mL8/vvvKC0tRWpqKnbt2oWlS5fCysoK5eXl2LhxI2JiYrSWkZGRgZUrV8LCwgIhISHIzs4WjV+9ejXy8vKQlpaG6upqHDp0CObm5nB2dsZXX30FAKipqUFjYyM+/fRTrbgiIyNx4cIFqNVqoe2XX37B5cuX8frrrwMAcnNz8f777+Ojjz5CdXU1kpKSsHPnTuTk5Ij68vb2hqurq7DchoYGlJaWYtWqVaLpurq6EBQUBCsrK/z0008oKChAUVERYmNjRdMplUqo1WoolUrk5OQgOztba/0ZY6M07r8DzBh7IBQKBS1btoyIiJ599lmKjo4mIqLCwkIa3LV37dpFcrlcNN/evXvJxcVF1I+LiwsNDAwIbTNnzqTnn39eGO7v76eJEydSXl6e0HblyhUyNDSk5uZmYblubm6k0WiIiKimpoYA0OnTp4eMf/An3FtbW0Xt/v7+9PbbbwvDcrmcEhMTheH4+Hjy8fERht3d3enIkSOiPnbv3k2+vr7CMAAqLCykffv20cKFC4mIKCEhgUJDQ6m1tZUAkFKpJCKizz//nKysrKizs1OY/+TJk2RgYEBNTU2ibdbf3y9M8+qrr1J4ePiQ68oYGx5fGWHsEbBnzx7k5OSgurp6TPPPmTMHBgZ/HQ4cHBzg6ekpDEulUtjY2ODWrVtCW2ZmJoKCgmBrawsAWLx4Mdrb21FcXAwAUKlUkEql8Pf3H1NMgyIjI3HkyBEAABEhLy8PkZGRAP68iqFWq7F27VqYm5sLnw8//FB0NWXQypUrUVZWhqtXryI7OxvR0dFa01RXV0Mul2PixIlC23PPPQeNRoOamhqhbc6cOZBKpcKwTCYTbR/G2OhN0HUAjLH75+fnh6CgIMTHxwvPXgCAgYEBiEg07VDPNRgaGoqGJRLJkG0ajQYAMDAwgJycHDQ1NWHChL8OIwMDA8jMzERAQABMTU3vd7UAABEREYiLi8PPP/+Mnp4eXL9+HeHh4QAgPMfxxRdfaD1b8vdCYZCNjQ2WLl2KtWvXore3FyEhIejo6BhTXMNtH8bYveFihLFHREpKCubNm4eZM2cKbXZ2dmhqagIRCa/7qlSq+17WN998g46ODlRUVIhO+lVVVVizZg3a2trg6ekJjUaD77//HoGBgVp9GBkZAfizgBmOk5MT/P39kZubi56eHrz44ouwt7cH8OcVnMmTJ+Pq1avC1ZKRREdHY/HixYiLixuyYPHw8EB2dja6urqEqyNnz56FgYGBaNsyxsYP36Zh7BHh6emJyMhIpKWlCW0LFixAc3MzPv74Y6jVahw4cADffvvtfS8rIyMDS5YsgVwux9y5c4XPihUrYGlpidzcXLi6ukKhUCA6OhrHjh1DXV0dSkpKcPToUQCAi4sLJBIJTpw4gebmZtHbKv8UGRmJ/Px8FBQUaBUdCQkJSE5ORlpaGq5cuYLKykpkZWUhNTV1yL6Cg4PR3Nwsehvnn8syMTGBQqFAVVUVlEol3nzzTaxatQoODg5j3GKMseFwMcLYIyQxMVF0q8DDwwMHDx7EgQMHIJfLceHCBWzduvW+lnHz5k2cPHkSr7zyitY4AwMDhIaGIiMjAwCQnp6OsLAwbNq0CbNmzcL69evR1dUFAJgyZQoSEhKwfft2ODg4aL2t8ndhYWFoaWlBd3c3li9fLhq3bt06HD58GFlZWfD09IS/vz+ys7Ph5uY2ZF8SiQS2trbClZl/MjMzw6lTp3D79m08/fTTCAsLQ0BAAD777LPRbB7G2BhI6J83lBljjDHGHiC+MsIYY4wxneJihDHGGGM6xcUIY4wxxnSKixHGGGOM6RQXI4wxxhjTKS5GGGOMMaZTXIwwxhhjTKe4GGGMMcaYTnExwhhjjDGd4mKEMcYYYzrFxQhjjDHGdOp/QgSYmscqFuwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotByValueIncreasing(\"NumActiveMon\", 20, df, 200, True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "0fcdec4d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotByValueIncreasing(\"CommunitySize\", 30, df[df[\"CommunitySize\"] != \" \"], 160, True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "97e99417",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotByValueIncreasing(\"NumStars\", 30, df, 300, False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "d7834123",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotByValueIncreasing(\"NumForks\", 20, df[df['NumForks'] != \" \"], 200, True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "d6cca6ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotByValueIncreasing(\"NumCore\", 100, df, 700, False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "c4a333b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CVE</th>\n",
       "      <th>ProjectUrl</th>\n",
       "      <th>Project</th>\n",
       "      <th>Path</th>\n",
       "      <th>status</th>\n",
       "      <th>FirstBadBlob</th>\n",
       "      <th>FirstBadTime</th>\n",
       "      <th>FirstGoodBlob</th>\n",
       "      <th>FirstGoodTime</th>\n",
       "      <th>TimeSinceFix</th>\n",
       "      <th>...</th>\n",
       "      <th>CommunitySize</th>\n",
       "      <th>NumCommits</th>\n",
       "      <th>NumForks</th>\n",
       "      <th>FileInfo</th>\n",
       "      <th>GHStars</th>\n",
       "      <th>GHCommits</th>\n",
       "      <th>SECURITY.md</th>\n",
       "      <th>Corp</th>\n",
       "      <th>file_ending</th>\n",
       "      <th>NumCommitsI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CVE-2010-2809</td>\n",
       "      <td>github.com/uzbl/uzbl</td>\n",
       "      <td>uzbl_uzbl</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>9dd1370d0b7cd876f004f7a822b0357039252184</td>\n",
       "      <td>1262459475</td>\n",
       "      <td>9cc39cb5c9396be013b5dc2ba7e4b3eaa647e975</td>\n",
       "      <td>1281006747</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>230</td>\n",
       "      <td>7375</td>\n",
       "      <td>221</td>\n",
       "      <td>Lisp</td>\n",
       "      <td>971</td>\n",
       "      <td>4565</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>7375.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CVE-2010-3260</td>\n",
       "      <td>github.com/Dariucc07/Predicting-Vulnerable-Code</td>\n",
       "      <td>Dariucc07_Predicting-Vulnerable-Code</td>\n",
       "      <td>Dataset2/mining_results/RepositoryMining12/59...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>2e7f17890a24122e43a86e1185a16a2dbedf986f</td>\n",
       "      <td>1590856260</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>Java</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>java</td>\n",
       "      <td>47.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CVE-2010-1630</td>\n",
       "      <td>github.com/phpbb/phpbb</td>\n",
       "      <td>phpbb_phpbb</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>33520bbf5bd80414f0cad5b7644a60ef05e20e43</td>\n",
       "      <td>982399052</td>\n",
       "      <td>1758aa38b21f5960ab1b1a241546b34a203051b6</td>\n",
       "      <td>1241079332</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1301</td>\n",
       "      <td>113558</td>\n",
       "      <td>1420</td>\n",
       "      <td>PHP</td>\n",
       "      <td>1584</td>\n",
       "      <td>36455</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>113558.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CVE-2010-1630</td>\n",
       "      <td>github.com/steveh/phpbb</td>\n",
       "      <td>steveh_phpbb</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>a07aa9fb69439b7306dc2803695ca1a693cfe492</td>\n",
       "      <td>982399052</td>\n",
       "      <td>77e524e1bdcdf76d141c23ee7682ea3304022282</td>\n",
       "      <td>1241079332</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>18255</td>\n",
       "      <td>0</td>\n",
       "      <td>PHP</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>18255.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CVE-2011-1588</td>\n",
       "      <td>github.com/simula67/Thunar-1.3.0</td>\n",
       "      <td>simula67_Thunar-1.3.0</td>\n",
       "      <td>thunar/thunar-transfer-job.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>699184df2d3fdc86c365af02ae652f3898e931a3</td>\n",
       "      <td>1348235432</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             CVE                                        ProjectUrl  \\\n",
       "0  CVE-2010-2809                              github.com/uzbl/uzbl   \n",
       "1  CVE-2010-3260   github.com/Dariucc07/Predicting-Vulnerable-Code   \n",
       "2  CVE-2010-1630                            github.com/phpbb/phpbb   \n",
       "3  CVE-2010-1630                           github.com/steveh/phpbb   \n",
       "4  CVE-2011-1588                  github.com/simula67/Thunar-1.3.0   \n",
       "\n",
       "                                 Project  \\\n",
       "0                              uzbl_uzbl   \n",
       "1   Dariucc07_Predicting-Vulnerable-Code   \n",
       "2                            phpbb_phpbb   \n",
       "3                           steveh_phpbb   \n",
       "4                  simula67_Thunar-1.3.0   \n",
       "\n",
       "                                                Path    status  \\\n",
       "0                                                        fixed   \n",
       "1   Dataset2/mining_results/RepositoryMining12/59...  notfixed   \n",
       "2                                                        fixed   \n",
       "3                                                        fixed   \n",
       "4                       thunar/thunar-transfer-job.c  notfixed   \n",
       "\n",
       "                                FirstBadBlob FirstBadTime  \\\n",
       "0   9dd1370d0b7cd876f004f7a822b0357039252184   1262459475   \n",
       "1   2e7f17890a24122e43a86e1185a16a2dbedf986f   1590856260   \n",
       "2   33520bbf5bd80414f0cad5b7644a60ef05e20e43    982399052   \n",
       "3   a07aa9fb69439b7306dc2803695ca1a693cfe492    982399052   \n",
       "4   699184df2d3fdc86c365af02ae652f3898e931a3   1348235432   \n",
       "\n",
       "                               FirstGoodBlob FirstGoodTime  TimeSinceFix  ...  \\\n",
       "0   9cc39cb5c9396be013b5dc2ba7e4b3eaa647e975    1281006747           0.0  ...   \n",
       "1                                                                    NaN  ...   \n",
       "2   1758aa38b21f5960ab1b1a241546b34a203051b6    1241079332           0.0  ...   \n",
       "3   77e524e1bdcdf76d141c23ee7682ea3304022282    1241079332           0.0  ...   \n",
       "4                                                                    NaN  ...   \n",
       "\n",
       "  CommunitySize NumCommits NumForks FileInfo GHStars GHCommits  SECURITY.md  \\\n",
       "0           230       7375      221     Lisp     971      4565           no   \n",
       "1             1         47        0     Java       1        47           no   \n",
       "2          1301     113558     1420      PHP    1584     36455           no   \n",
       "3             2      18255        0      PHP                             no   \n",
       "4             1          2        0    C/C++       0         2           no   \n",
       "\n",
       "   Corp file_ending  NumCommitsI  \n",
       "0    No                   7375.0  \n",
       "1    No        java         47.0  \n",
       "2    No                 113558.0  \n",
       "3    No                  18255.0  \n",
       "4    No           c          2.0  \n",
       "\n",
       "[5 rows x 32 columns]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "2723d0bd",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_notmissing = df[df[\"CommunitySize\"] != \" \"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "a470fcc6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FileInfo     status  \n",
       "             notfixed    1.000000\n",
       " Ada         fixed       1.000000\n",
       " Basic       notfixed    1.000000\n",
       " C/C++       notfixed    0.750132\n",
       "             fixed       0.167498\n",
       "             unknown     0.082370\n",
       " Dart        fixed       0.500000\n",
       "             unknown     0.500000\n",
       " Erlang      fixed       1.000000\n",
       " Fortran     fixed       0.800000\n",
       "             unknown     0.200000\n",
       " Go          fixed       0.763636\n",
       "             notfixed    0.192727\n",
       "             unknown     0.043636\n",
       " Java        notfixed    0.552632\n",
       "             fixed       0.357895\n",
       "             unknown     0.089474\n",
       " JavaScript  fixed       0.485144\n",
       "             notfixed    0.449491\n",
       "             unknown     0.065365\n",
       " Kotlin      unknown     1.000000\n",
       " Lisp        fixed       0.888889\n",
       "             notfixed    0.111111\n",
       " Lua         fixed       0.470588\n",
       "             unknown     0.294118\n",
       "             notfixed    0.235294\n",
       " PHP         notfixed    0.578554\n",
       "             fixed       0.283042\n",
       "             unknown     0.138404\n",
       " Perl        notfixed    0.500000\n",
       "             fixed       0.366667\n",
       "             unknown     0.133333\n",
       " Python      fixed       0.568063\n",
       "             notfixed    0.353403\n",
       "             unknown     0.078534\n",
       " R           notfixed    1.000000\n",
       " Ruby        fixed       0.507418\n",
       "             notfixed    0.382789\n",
       "             unknown     0.109792\n",
       " Rust        fixed       0.882353\n",
       "             unknown     0.088235\n",
       "             notfixed    0.029412\n",
       " Scala       notfixed    1.000000\n",
       " Sql         notfixed    0.618182\n",
       "             fixed       0.363636\n",
       "             unknown     0.018182\n",
       " Swift       fixed       0.500000\n",
       "             notfixed    0.375000\n",
       "             unknown     0.125000\n",
       " TypeScript  unknown     0.750000\n",
       "             fixed       0.125000\n",
       "             notfixed    0.125000\n",
       "Name: status, dtype: float64"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_notmissing[(df_notmissing[\"CommunitySize\"].astype(int) > 10)].groupby([\"FileInfo\"])[\"status\"].value_counts(normalize = True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "cc0a938d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FileInfo     status  \n",
       " C/C++       fixed       0.638710\n",
       "             notfixed    0.258449\n",
       "             unknown     0.102841\n",
       " Dart        fixed       0.500000\n",
       "             unknown     0.500000\n",
       " Fortran     fixed       1.000000\n",
       " Go          fixed       0.882883\n",
       "             unknown     0.072072\n",
       "             notfixed    0.045045\n",
       " Java        fixed       0.570000\n",
       "             notfixed    0.290000\n",
       "             unknown     0.140000\n",
       " JavaScript  fixed       0.761996\n",
       "             notfixed    0.137236\n",
       "             unknown     0.100768\n",
       " Kotlin      unknown     1.000000\n",
       " Lisp        fixed       1.000000\n",
       " Lua         fixed       0.666667\n",
       "             unknown     0.333333\n",
       " PHP         fixed       0.503797\n",
       "             unknown     0.321519\n",
       "             notfixed    0.174684\n",
       " Perl        fixed       0.545455\n",
       "             unknown     0.363636\n",
       "             notfixed    0.090909\n",
       " Python      fixed       0.767123\n",
       "             unknown     0.130137\n",
       "             notfixed    0.102740\n",
       " Ruby        fixed       0.847458\n",
       "             notfixed    0.090395\n",
       "             unknown     0.062147\n",
       " Rust        fixed       1.000000\n",
       " Sql         fixed       0.800000\n",
       "             notfixed    0.100000\n",
       "             unknown     0.100000\n",
       " Swift       notfixed    0.500000\n",
       "             unknown     0.500000\n",
       " TypeScript  unknown     0.833333\n",
       "             fixed       0.166667\n",
       "Name: status, dtype: float64"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_notmissing[(df_notmissing[\"CommunitySize\"].astype(int) > 100)].groupby([\"FileInfo\"])[\"status\"].value_counts(normalize = True)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "d3bee558",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['CVE', 'ProjectUrl', 'Project', 'Path', 'status', 'FirstBadBlob',\n",
       "       'FirstBadTime', 'FirstGoodBlob', 'FirstGoodTime', 'TimeSinceFix',\n",
       "       'TimeSinceFixF', 'TimeSincePub', 'TimeSincePubF', 'TimeVulnRemained',\n",
       "       'TimeVulnRemainedF', 'NumAuthors', 'EarliestCommitDate',\n",
       "       'LatestCommitDate', 'ValidDates', 'NumActiveMon', 'NumStars', 'NumCore',\n",
       "       'CommunitySize', 'NumCommits', 'NumForks', 'FileInfo', 'GHStars',\n",
       "       'GHCommits', 'SECURITY.md', 'Corp', 'file_ending', 'NumCommitsI'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_notmissing.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "d01ec212",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_updated = df[df.LatestCommitDate > 1609459200] # timestamp of 2021, January 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "c92db0fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CVE                   191709\n",
       "ProjectUrl            191709\n",
       "Project               191709\n",
       "Path                  191709\n",
       "status                191709\n",
       "FirstBadBlob          191709\n",
       "FirstBadTime          191709\n",
       "FirstGoodBlob         191709\n",
       "FirstGoodTime         191709\n",
       "TimeSinceFix           23754\n",
       "TimeSinceFixF         191709\n",
       "TimeSincePub          191709\n",
       "TimeSincePubF         191709\n",
       "TimeVulnRemained      191709\n",
       "TimeVulnRemainedF     191709\n",
       "NumAuthors            191709\n",
       "EarliestCommitDate    191709\n",
       "LatestCommitDate      191709\n",
       "ValidDates            191709\n",
       "NumActiveMon          191709\n",
       "NumStars              191709\n",
       "NumCore               191709\n",
       "CommunitySize         191709\n",
       "NumCommits            191709\n",
       "NumForks              191709\n",
       "FileInfo              191709\n",
       "GHStars               191709\n",
       "GHCommits             191709\n",
       "SECURITY.md           191709\n",
       "Corp                  191709\n",
       "file_ending           191709\n",
       "NumCommitsI           190779\n",
       "dtype: int64"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_updated.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "cf7f5b60",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CVE</th>\n",
       "      <th>ProjectUrl</th>\n",
       "      <th>Project</th>\n",
       "      <th>Path</th>\n",
       "      <th>status</th>\n",
       "      <th>FirstBadBlob</th>\n",
       "      <th>FirstBadTime</th>\n",
       "      <th>FirstGoodBlob</th>\n",
       "      <th>FirstGoodTime</th>\n",
       "      <th>TimeSinceFix</th>\n",
       "      <th>...</th>\n",
       "      <th>CommunitySize</th>\n",
       "      <th>NumCommits</th>\n",
       "      <th>NumForks</th>\n",
       "      <th>FileInfo</th>\n",
       "      <th>GHStars</th>\n",
       "      <th>GHCommits</th>\n",
       "      <th>SECURITY.md</th>\n",
       "      <th>Corp</th>\n",
       "      <th>file_ending</th>\n",
       "      <th>NumCommitsI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>CVE-2011-2161</td>\n",
       "      <td>github.com/google/sagetv</td>\n",
       "      <td>google_sagetv</td>\n",
       "      <td>third_party/ffmpeg/libavformat/ape.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>5180ff5d7bc542fa6d5608880da45321cd0c1ec1</td>\n",
       "      <td>1434653100</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>167</td>\n",
       "      <td>1130</td>\n",
       "      <td>149</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>259</td>\n",
       "      <td>1002</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>1130.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2667</th>\n",
       "      <td>CVE-2011-2183</td>\n",
       "      <td>github.com/osdu/miwifi-for-r1d</td>\n",
       "      <td>osdu_miwifi-for-r1d</td>\n",
       "      <td>kernel/linux-2.6.36/mm/ksm.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>f8dd2effa8459c347474d8ca912c3cce5dddc2ad</td>\n",
       "      <td>1403098260</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>139</td>\n",
       "      <td>78</td>\n",
       "      <td>83</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>12</td>\n",
       "      <td>75</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>78.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2707</th>\n",
       "      <td>CVE-2011-2183</td>\n",
       "      <td>github.com/RMerl/asuswrt-merlin</td>\n",
       "      <td>RMerl_asuswrt-merlin</td>\n",
       "      <td>release/src-rt-6.x.4708/linux/linux-2.6.36/mm...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>03c5a3272398ac3284d1101cd53a56b6d36fb1ff</td>\n",
       "      <td>1372124058</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1148</td>\n",
       "      <td>12320</td>\n",
       "      <td>1170</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>6670</td>\n",
       "      <td>5092</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>12320.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4801</th>\n",
       "      <td>CVE-2011-2518</td>\n",
       "      <td>github.com/osdu/miwifi-for-r1d</td>\n",
       "      <td>osdu_miwifi-for-r1d</td>\n",
       "      <td>kernel/linux-2.6.36/security/tomoyo/mount.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>f8dd2effa8459c347474d8ca912c3cce5dddc2ad</td>\n",
       "      <td>1403098260</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>139</td>\n",
       "      <td>78</td>\n",
       "      <td>83</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>12</td>\n",
       "      <td>75</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>78.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8959</th>\n",
       "      <td>CVE-2011-2707</td>\n",
       "      <td>github.com/alibaba/LVS</td>\n",
       "      <td>alibaba_LVS</td>\n",
       "      <td>kernel/arch/xtensa/kernel/ptrace.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>cc4e9e5c6953133e3a17740774aa8bcbb7b6829d</td>\n",
       "      <td>1372753100</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>644</td>\n",
       "      <td>84</td>\n",
       "      <td>531</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1904</td>\n",
       "      <td>9</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>84.0</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2362080</th>\n",
       "      <td>CVE-2021-21401</td>\n",
       "      <td>github.com/Samsung/TizenRT</td>\n",
       "      <td>Samsung_TizenRT</td>\n",
       "      <td>external/grpc/third_party/nanopb/pb_decode.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>bde2b082fb12751b2359d36cbdc0e0b00f0aef13</td>\n",
       "      <td>1520840247</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>458</td>\n",
       "      <td>19576</td>\n",
       "      <td>529</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>463</td>\n",
       "      <td>10398</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>19576.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2365588</th>\n",
       "      <td>CVE-2021-21401</td>\n",
       "      <td>github.com/vanshg/MacAssistant</td>\n",
       "      <td>vanshg_MacAssistant</td>\n",
       "      <td>Pods/nanopb/pb_decode.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>3ceeb74a33e663c1231b841f07293c8ab2666861</td>\n",
       "      <td>1533455051</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>119</td>\n",
       "      <td>213</td>\n",
       "      <td>155</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1584</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>213.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2385258</th>\n",
       "      <td>CVE-2020-5235</td>\n",
       "      <td>github.com/openshopio/openshop.io-ios</td>\n",
       "      <td>openshopio_openshop.io-ios</td>\n",
       "      <td>Pods/nanopb/pb_decode.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>e12c16e0185fe3c0911acc1bcfe7e3f71568942e</td>\n",
       "      <td>1533537605</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>188</td>\n",
       "      <td>71</td>\n",
       "      <td>187</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>371</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>71.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2387877</th>\n",
       "      <td>CVE-2020-5235</td>\n",
       "      <td>github.com/Samsung/TizenRT</td>\n",
       "      <td>Samsung_TizenRT</td>\n",
       "      <td>external/grpc/third_party/nanopb/pb_decode.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>bde2b082fb12751b2359d36cbdc0e0b00f0aef13</td>\n",
       "      <td>1520840247</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>458</td>\n",
       "      <td>19576</td>\n",
       "      <td>529</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>463</td>\n",
       "      <td>10398</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>19576.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2391378</th>\n",
       "      <td>CVE-2020-5235</td>\n",
       "      <td>github.com/vanshg/MacAssistant</td>\n",
       "      <td>vanshg_MacAssistant</td>\n",
       "      <td>Pods/nanopb/pb_decode.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>3ceeb74a33e663c1231b841f07293c8ab2666861</td>\n",
       "      <td>1533455051</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>119</td>\n",
       "      <td>213</td>\n",
       "      <td>155</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1584</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>213.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2493 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    CVE                              ProjectUrl  \\\n",
       "762       CVE-2011-2161                github.com/google/sagetv   \n",
       "2667      CVE-2011-2183          github.com/osdu/miwifi-for-r1d   \n",
       "2707      CVE-2011-2183         github.com/RMerl/asuswrt-merlin   \n",
       "4801      CVE-2011-2518          github.com/osdu/miwifi-for-r1d   \n",
       "8959      CVE-2011-2707                  github.com/alibaba/LVS   \n",
       "...                 ...                                     ...   \n",
       "2362080  CVE-2021-21401              github.com/Samsung/TizenRT   \n",
       "2365588  CVE-2021-21401          github.com/vanshg/MacAssistant   \n",
       "2385258   CVE-2020-5235   github.com/openshopio/openshop.io-ios   \n",
       "2387877   CVE-2020-5235              github.com/Samsung/TizenRT   \n",
       "2391378   CVE-2020-5235          github.com/vanshg/MacAssistant   \n",
       "\n",
       "                             Project  \\\n",
       "762                    google_sagetv   \n",
       "2667             osdu_miwifi-for-r1d   \n",
       "2707            RMerl_asuswrt-merlin   \n",
       "4801             osdu_miwifi-for-r1d   \n",
       "8959                     alibaba_LVS   \n",
       "...                              ...   \n",
       "2362080              Samsung_TizenRT   \n",
       "2365588          vanshg_MacAssistant   \n",
       "2385258   openshopio_openshop.io-ios   \n",
       "2387877              Samsung_TizenRT   \n",
       "2391378          vanshg_MacAssistant   \n",
       "\n",
       "                                                      Path    status  \\\n",
       "762                   third_party/ffmpeg/libavformat/ape.c  notfixed   \n",
       "2667                          kernel/linux-2.6.36/mm/ksm.c  notfixed   \n",
       "2707      release/src-rt-6.x.4708/linux/linux-2.6.36/mm...  notfixed   \n",
       "4801           kernel/linux-2.6.36/security/tomoyo/mount.c  notfixed   \n",
       "8959                    kernel/arch/xtensa/kernel/ptrace.c  notfixed   \n",
       "...                                                    ...       ...   \n",
       "2362080       external/grpc/third_party/nanopb/pb_decode.c  notfixed   \n",
       "2365588                            Pods/nanopb/pb_decode.c  notfixed   \n",
       "2385258                            Pods/nanopb/pb_decode.c  notfixed   \n",
       "2387877       external/grpc/third_party/nanopb/pb_decode.c  notfixed   \n",
       "2391378                            Pods/nanopb/pb_decode.c  notfixed   \n",
       "\n",
       "                                      FirstBadBlob FirstBadTime FirstGoodBlob  \\\n",
       "762       5180ff5d7bc542fa6d5608880da45321cd0c1ec1   1434653100                 \n",
       "2667      f8dd2effa8459c347474d8ca912c3cce5dddc2ad   1403098260                 \n",
       "2707      03c5a3272398ac3284d1101cd53a56b6d36fb1ff   1372124058                 \n",
       "4801      f8dd2effa8459c347474d8ca912c3cce5dddc2ad   1403098260                 \n",
       "8959      cc4e9e5c6953133e3a17740774aa8bcbb7b6829d   1372753100                 \n",
       "...                                            ...          ...           ...   \n",
       "2362080   bde2b082fb12751b2359d36cbdc0e0b00f0aef13   1520840247                 \n",
       "2365588   3ceeb74a33e663c1231b841f07293c8ab2666861   1533455051                 \n",
       "2385258   e12c16e0185fe3c0911acc1bcfe7e3f71568942e   1533537605                 \n",
       "2387877   bde2b082fb12751b2359d36cbdc0e0b00f0aef13   1520840247                 \n",
       "2391378   3ceeb74a33e663c1231b841f07293c8ab2666861   1533455051                 \n",
       "\n",
       "        FirstGoodTime  TimeSinceFix  ... CommunitySize NumCommits NumForks  \\\n",
       "762                             NaN  ...           167       1130      149   \n",
       "2667                            NaN  ...           139         78       83   \n",
       "2707                            NaN  ...          1148      12320     1170   \n",
       "4801                            NaN  ...           139         78       83   \n",
       "8959                            NaN  ...           644         84      531   \n",
       "...               ...           ...  ...           ...        ...      ...   \n",
       "2362080                         NaN  ...           458      19576      529   \n",
       "2365588                         NaN  ...           119        213      155   \n",
       "2385258                         NaN  ...           188         71      187   \n",
       "2387877                         NaN  ...           458      19576      529   \n",
       "2391378                         NaN  ...           119        213      155   \n",
       "\n",
       "        FileInfo GHStars GHCommits  SECURITY.md  Corp file_ending  NumCommitsI  \n",
       "762        C/C++     259      1002           no    No           c       1130.0  \n",
       "2667       C/C++      12        75           no    No           c         78.0  \n",
       "2707       C/C++    6670      5092           no    No           c      12320.0  \n",
       "4801       C/C++      12        75           no    No           c         78.0  \n",
       "8959       C/C++    1904         9           no    No           c         84.0  \n",
       "...          ...     ...       ...          ...   ...         ...          ...  \n",
       "2362080    C/C++     463     10398           no    No           c      19576.0  \n",
       "2365588    C/C++    1584                     no    No           c        213.0  \n",
       "2385258    C/C++     371                     no    No           c         71.0  \n",
       "2387877    C/C++     463     10398           no    No           c      19576.0  \n",
       "2391378    C/C++    1584                     no    No           c        213.0  \n",
       "\n",
       "[2493 rows x 32 columns]"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_notmissing[(df_notmissing[\"CommunitySize\"].astype(int) > 100) & (df_notmissing['FileInfo'].str.strip() == \"C/C++\") & (df_notmissing['status'] == 'notfixed')]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "a1465af9",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/6w/7bbpdns15f3_lz9dcrprnwm80000gn/T/ipykernel_17746/3865357525.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_notmissing['last_commit_date'] = df_notmissing['LatestCommitDate'].apply(datetime.datetime.fromtimestamp)\n",
      "/var/folders/6w/7bbpdns15f3_lz9dcrprnwm80000gn/T/ipykernel_17746/3865357525.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_notmissing['last_commit_month'] = df_notmissing['last_commit_date'].dt.to_period('M')\n",
      "/var/folders/6w/7bbpdns15f3_lz9dcrprnwm80000gn/T/ipykernel_17746/3865357525.py:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_notmissing['last_commit_year'] = df_notmissing['last_commit_date'].dt.to_period('Y')\n"
     ]
    }
   ],
   "source": [
    "import datetime\n",
    "\n",
    "df_notmissing['last_commit_date'] = df_notmissing['LatestCommitDate'].apply(datetime.datetime.fromtimestamp)\n",
    "df_notmissing['last_commit_month'] = df_notmissing['last_commit_date'].dt.to_period('M')\n",
    "df_notmissing['last_commit_year'] = df_notmissing['last_commit_date'].dt.to_period('Y')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "27fd0035",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['CVE', 'ProjectUrl', 'Project', 'Path', 'status', 'FirstBadBlob',\n",
       "       'FirstBadTime', 'FirstGoodBlob', 'FirstGoodTime', 'TimeSinceFix',\n",
       "       'TimeSinceFixF', 'TimeSincePub', 'TimeSincePubF', 'TimeVulnRemained',\n",
       "       'TimeVulnRemainedF', 'NumAuthors', 'EarliestCommitDate',\n",
       "       'LatestCommitDate', 'ValidDates', 'NumActiveMon', 'NumStars', 'NumCore',\n",
       "       'CommunitySize', 'NumCommits', 'NumForks', 'FileInfo', 'GHStars',\n",
       "       'GHCommits', 'SECURITY.md', 'Corp', 'file_ending', 'NumCommitsI',\n",
       "       'last_commit_date', 'last_commit_month', 'last_commit_year'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_notmissing.columns\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "b9b04b39",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0          2021\n",
       "1          2020\n",
       "2          2021\n",
       "3          2010\n",
       "4          2012\n",
       "           ... \n",
       "2686260    2018\n",
       "2686261    2018\n",
       "2686262    2019\n",
       "2686263    2021\n",
       "2686264    2016\n",
       "Name: last_commit_year, Length: 2685924, dtype: period[A-DEC]"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_notmissing.last_commit_year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "bd5eca8a",
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'DataFrame' object has no attribute 'Year'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "Cell \u001b[0;32mIn [86], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m df_notmissing[df_notmissing\u001b[38;5;241m.\u001b[39mYear \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m2021\u001b[39m]\n",
      "File \u001b[0;32m/opt/homebrew/lib/python3.10/site-packages/pandas/core/generic.py:5575\u001b[0m, in \u001b[0;36mNDFrame.__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m   5568\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\n\u001b[1;32m   5569\u001b[0m     name \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_internal_names_set\n\u001b[1;32m   5570\u001b[0m     \u001b[38;5;129;01mand\u001b[39;00m name \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_metadata\n\u001b[1;32m   5571\u001b[0m     \u001b[38;5;129;01mand\u001b[39;00m name \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_accessors\n\u001b[1;32m   5572\u001b[0m     \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_info_axis\u001b[38;5;241m.\u001b[39m_can_hold_identifiers_and_holds_name(name)\n\u001b[1;32m   5573\u001b[0m ):\n\u001b[1;32m   5574\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m[name]\n\u001b[0;32m-> 5575\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mobject\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__getattribute__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mname\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[0;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'Year'"
     ]
    }
   ],
   "source": [
    "df_notmissing[df_notmissing.Year > 2021]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "9b8fc857",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CVE</th>\n",
       "      <th>ProjectUrl</th>\n",
       "      <th>Project</th>\n",
       "      <th>Path</th>\n",
       "      <th>status</th>\n",
       "      <th>FirstBadBlob</th>\n",
       "      <th>FirstBadTime</th>\n",
       "      <th>FirstGoodBlob</th>\n",
       "      <th>FirstGoodTime</th>\n",
       "      <th>TimeSinceFix</th>\n",
       "      <th>...</th>\n",
       "      <th>FileInfo</th>\n",
       "      <th>GHStars</th>\n",
       "      <th>GHCommits</th>\n",
       "      <th>SECURITY.md</th>\n",
       "      <th>Corp</th>\n",
       "      <th>file_ending</th>\n",
       "      <th>NumCommitsI</th>\n",
       "      <th>last_commit_date</th>\n",
       "      <th>last_commit_month</th>\n",
       "      <th>last_commit_year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>553266</th>\n",
       "      <td>CVE-2020-19860</td>\n",
       "      <td>github.com/freebsd/freebsd</td>\n",
       "      <td>freebsd_freebsd</td>\n",
       "      <td>contrib/ldns/rr.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>825eb42b9838eedeae092a27e885f66afdb03b8f</td>\n",
       "      <td>1268167330</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>6630</td>\n",
       "      <td>279683</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>17719890.0</td>\n",
       "      <td>2025-11-27 09:23:01</td>\n",
       "      <td>2025-11</td>\n",
       "      <td>2025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>814904</th>\n",
       "      <td>CVE-2022-1734</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>drivers/nfc/nfcmrvl/main.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>329dc6045347dd2eecfe47e6e3069e58e8dc985b</td>\n",
       "      <td>1389054760</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1507170</th>\n",
       "      <td>CVE-2019-15903</td>\n",
       "      <td>github.com/smartdevicelink/sdl_core</td>\n",
       "      <td>smartdevicelink_sdl_core</td>\n",
       "      <td>src/3rd_party/expat-2.1.0/lib/xmlparse.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>07f7f2da5b3985da7712b4bab74f5e3d878a24d7</td>\n",
       "      <td>1396275692</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>226</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>47585.0</td>\n",
       "      <td>2043-02-06 12:48:19</td>\n",
       "      <td>2043-02</td>\n",
       "      <td>2043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1914361</th>\n",
       "      <td>CVE-2021-31916</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>drivers/md/dm-ioctl.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>2ae8ab3d6fbba75c8cd66225caa0bb96f2dcf5a9</td>\n",
       "      <td>1106657097</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1928024</th>\n",
       "      <td>CVE-2021-33909</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>fs/seq_file.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>003a499693bfb97fa78eff77fd66e261db7031e1</td>\n",
       "      <td>1110248124</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1942430</th>\n",
       "      <td>CVE-2021-3609</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>net/can/bcm.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>4e1acb59b7d4bf926b289eb78a063a49a45ceaea</td>\n",
       "      <td>1196408008</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1949958</th>\n",
       "      <td>CVE-2021-3640</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>net/bluetooth/sco.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>354f3de10b725c8bddbac7579559130fcfb85768</td>\n",
       "      <td>1112314010</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1976221</th>\n",
       "      <td>CVE-2021-3739</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>fs/btrfs/volumes.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>0b86a832a1f38abec695864ec2eaedc9d2383f1b</td>\n",
       "      <td>1222355040</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1982274</th>\n",
       "      <td>CVE-2021-3744</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>drivers/crypto/ccp/ccp-ops.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>63b945091a070d8d4275dc0f7699ba22cd5f9435</td>\n",
       "      <td>1386250117</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988840</th>\n",
       "      <td>CVE-2021-3753</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>drivers/tty/vt/vt_ioctl.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>1e0ad2881d50becaeea70ec696a80afeadf944d2</td>\n",
       "      <td>1288227785</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010927</th>\n",
       "      <td>CVE-2021-38204</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>drivers/usb/host/max3421-hcd.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>2d53139f31626bad6f8983d8e519ddde2cbba921</td>\n",
       "      <td>1401229233</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017489</th>\n",
       "      <td>CVE-2021-38205</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>drivers/net/ethernet/xilinx/xilinx_emaclite.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>1d1d117320933f111113928a5d77c6727213633e</td>\n",
       "      <td>1308696509</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2026387</th>\n",
       "      <td>CVE-2021-38207</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>drivers/net/ethernet/xilinx/ll_temac_main.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>8d81791d19e733154d0eb30f6cccc92e99069d2d</td>\n",
       "      <td>1309327560</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2032545</th>\n",
       "      <td>CVE-2021-38208</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>net/nfc/llcp_sock.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>7f677733b7416911e8a4d5d3c96d757f806c7762</td>\n",
       "      <td>1356729273</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2056024</th>\n",
       "      <td>CVE-2022-0382</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>net/tipc/socket.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>01131e75d8b3834c4fb3f73eb70ef5b2a6c582e1</td>\n",
       "      <td>1137103591</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2071306</th>\n",
       "      <td>CVE-2022-27223</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>drivers/usb/gadget/udc/udc-xilinx.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>1f7c51660034091dc134fcc534b7f1fa86a6e823</td>\n",
       "      <td>1410531169</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2085420</th>\n",
       "      <td>CVE-2022-1353</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>net/key/af_key.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>15d26df09084ff3a891a696efd0d56b52d852e24</td>\n",
       "      <td>1111856689</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2104749</th>\n",
       "      <td>CVE-2022-27950</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>drivers/hid/hid-elo.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>6629986091bf2df7b56fa12758cfc0c20ab0ef48</td>\n",
       "      <td>1369782702</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2125962</th>\n",
       "      <td>CVE-2021-45095</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>net/phonet/pep.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>0d8ea2a4e4d363f0e8f310862cada042189f4d74</td>\n",
       "      <td>1223230513</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2139106</th>\n",
       "      <td>CVE-2021-38209</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>net/netfilter/nf_conntrack_standalone.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>013a0b3685c79d9f44b22ed863983bd7c253469e</td>\n",
       "      <td>1131583096</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2152306</th>\n",
       "      <td>CVE-2021-45480</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>net/rds/connection.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>00e0f34c616603ba6500f41943cbf89eb4a8a5be</td>\n",
       "      <td>1235720365</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2162592</th>\n",
       "      <td>CVE-2022-28388</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>drivers/net/can/usb/usb_8dev.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>7f677733b7416911e8a4d5d3c96d757f806c7762</td>\n",
       "      <td>1356729273</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2196881</th>\n",
       "      <td>CVE-2022-28796</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>fs/jbd2/transaction.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>fadedbff1a1335afc81c0796292c30ec08eb8a15</td>\n",
       "      <td>1158044776</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2204475</th>\n",
       "      <td>CVE-2022-28356</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>net/llc/af_llc.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>15d26df09084ff3a891a696efd0d56b52d852e24</td>\n",
       "      <td>1111856689</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2215203</th>\n",
       "      <td>CVE-2022-24959</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>drivers/net/hamradio/yam.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>12aed44d30c763b1976aff401a951d6a65cdde35</td>\n",
       "      <td>1107285699</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2235498</th>\n",
       "      <td>CVE-2022-2318</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>net/rose/rose_timer.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>7cd904fcf0160407b3895dffb6b36b12212ac473</td>\n",
       "      <td>1111547797</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2251554</th>\n",
       "      <td>CVE-2022-28390</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>drivers/net/can/usb/ems_usb.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>14e0c2054874acebebb31a95bc5f5ef926ace21c</td>\n",
       "      <td>1253557946</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2262970</th>\n",
       "      <td>CVE-2022-34494</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>drivers/rpmsg/virtio_rpmsg_bus.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>7ba13875aacf7ba19a3d8cce937c8f252d768694</td>\n",
       "      <td>1323260555</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2272785</th>\n",
       "      <td>CVE-2022-34495</td>\n",
       "      <td>github.com/Jackeagle/kernel_msm-3.18</td>\n",
       "      <td>Jackeagle_kernel_msm-3.18</td>\n",
       "      <td>drivers/rpmsg/virtio_rpmsg_bus.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>7ba13875aacf7ba19a3d8cce937c8f252d768694</td>\n",
       "      <td>1323260555</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>36468389.0</td>\n",
       "      <td>2085-06-18 18:57:19</td>\n",
       "      <td>2085-06</td>\n",
       "      <td>2085</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>29 rows × 35 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    CVE                             ProjectUrl  \\\n",
       "553266   CVE-2020-19860             github.com/freebsd/freebsd   \n",
       "814904    CVE-2022-1734   github.com/Jackeagle/kernel_msm-3.18   \n",
       "1507170  CVE-2019-15903    github.com/smartdevicelink/sdl_core   \n",
       "1914361  CVE-2021-31916   github.com/Jackeagle/kernel_msm-3.18   \n",
       "1928024  CVE-2021-33909   github.com/Jackeagle/kernel_msm-3.18   \n",
       "1942430   CVE-2021-3609   github.com/Jackeagle/kernel_msm-3.18   \n",
       "1949958   CVE-2021-3640   github.com/Jackeagle/kernel_msm-3.18   \n",
       "1976221   CVE-2021-3739   github.com/Jackeagle/kernel_msm-3.18   \n",
       "1982274   CVE-2021-3744   github.com/Jackeagle/kernel_msm-3.18   \n",
       "1988840   CVE-2021-3753   github.com/Jackeagle/kernel_msm-3.18   \n",
       "2010927  CVE-2021-38204   github.com/Jackeagle/kernel_msm-3.18   \n",
       "2017489  CVE-2021-38205   github.com/Jackeagle/kernel_msm-3.18   \n",
       "2026387  CVE-2021-38207   github.com/Jackeagle/kernel_msm-3.18   \n",
       "2032545  CVE-2021-38208   github.com/Jackeagle/kernel_msm-3.18   \n",
       "2056024   CVE-2022-0382   github.com/Jackeagle/kernel_msm-3.18   \n",
       "2071306  CVE-2022-27223   github.com/Jackeagle/kernel_msm-3.18   \n",
       "2085420   CVE-2022-1353   github.com/Jackeagle/kernel_msm-3.18   \n",
       "2104749  CVE-2022-27950   github.com/Jackeagle/kernel_msm-3.18   \n",
       "2125962  CVE-2021-45095   github.com/Jackeagle/kernel_msm-3.18   \n",
       "2139106  CVE-2021-38209   github.com/Jackeagle/kernel_msm-3.18   \n",
       "2152306  CVE-2021-45480   github.com/Jackeagle/kernel_msm-3.18   \n",
       "2162592  CVE-2022-28388   github.com/Jackeagle/kernel_msm-3.18   \n",
       "2196881  CVE-2022-28796   github.com/Jackeagle/kernel_msm-3.18   \n",
       "2204475  CVE-2022-28356   github.com/Jackeagle/kernel_msm-3.18   \n",
       "2215203  CVE-2022-24959   github.com/Jackeagle/kernel_msm-3.18   \n",
       "2235498   CVE-2022-2318   github.com/Jackeagle/kernel_msm-3.18   \n",
       "2251554  CVE-2022-28390   github.com/Jackeagle/kernel_msm-3.18   \n",
       "2262970  CVE-2022-34494   github.com/Jackeagle/kernel_msm-3.18   \n",
       "2272785  CVE-2022-34495   github.com/Jackeagle/kernel_msm-3.18   \n",
       "\n",
       "                            Project  \\\n",
       "553266              freebsd_freebsd   \n",
       "814904    Jackeagle_kernel_msm-3.18   \n",
       "1507170    smartdevicelink_sdl_core   \n",
       "1914361   Jackeagle_kernel_msm-3.18   \n",
       "1928024   Jackeagle_kernel_msm-3.18   \n",
       "1942430   Jackeagle_kernel_msm-3.18   \n",
       "1949958   Jackeagle_kernel_msm-3.18   \n",
       "1976221   Jackeagle_kernel_msm-3.18   \n",
       "1982274   Jackeagle_kernel_msm-3.18   \n",
       "1988840   Jackeagle_kernel_msm-3.18   \n",
       "2010927   Jackeagle_kernel_msm-3.18   \n",
       "2017489   Jackeagle_kernel_msm-3.18   \n",
       "2026387   Jackeagle_kernel_msm-3.18   \n",
       "2032545   Jackeagle_kernel_msm-3.18   \n",
       "2056024   Jackeagle_kernel_msm-3.18   \n",
       "2071306   Jackeagle_kernel_msm-3.18   \n",
       "2085420   Jackeagle_kernel_msm-3.18   \n",
       "2104749   Jackeagle_kernel_msm-3.18   \n",
       "2125962   Jackeagle_kernel_msm-3.18   \n",
       "2139106   Jackeagle_kernel_msm-3.18   \n",
       "2152306   Jackeagle_kernel_msm-3.18   \n",
       "2162592   Jackeagle_kernel_msm-3.18   \n",
       "2196881   Jackeagle_kernel_msm-3.18   \n",
       "2204475   Jackeagle_kernel_msm-3.18   \n",
       "2215203   Jackeagle_kernel_msm-3.18   \n",
       "2235498   Jackeagle_kernel_msm-3.18   \n",
       "2251554   Jackeagle_kernel_msm-3.18   \n",
       "2262970   Jackeagle_kernel_msm-3.18   \n",
       "2272785   Jackeagle_kernel_msm-3.18   \n",
       "\n",
       "                                                   Path    status  \\\n",
       "553266                                contrib/ldns/rr.c  notfixed   \n",
       "814904                       drivers/nfc/nfcmrvl/main.c  notfixed   \n",
       "1507170        src/3rd_party/expat-2.1.0/lib/xmlparse.c  notfixed   \n",
       "1914361                           drivers/md/dm-ioctl.c  notfixed   \n",
       "1928024                                   fs/seq_file.c  notfixed   \n",
       "1942430                                   net/can/bcm.c  notfixed   \n",
       "1949958                             net/bluetooth/sco.c  notfixed   \n",
       "1976221                              fs/btrfs/volumes.c  notfixed   \n",
       "1982274                    drivers/crypto/ccp/ccp-ops.c  notfixed   \n",
       "1988840                       drivers/tty/vt/vt_ioctl.c  notfixed   \n",
       "2010927                  drivers/usb/host/max3421-hcd.c  notfixed   \n",
       "2017489   drivers/net/ethernet/xilinx/xilinx_emaclite.c  notfixed   \n",
       "2026387     drivers/net/ethernet/xilinx/ll_temac_main.c  notfixed   \n",
       "2032545                             net/nfc/llcp_sock.c  notfixed   \n",
       "2056024                               net/tipc/socket.c  notfixed   \n",
       "2071306             drivers/usb/gadget/udc/udc-xilinx.c  notfixed   \n",
       "2085420                                net/key/af_key.c  notfixed   \n",
       "2104749                           drivers/hid/hid-elo.c  notfixed   \n",
       "2125962                                net/phonet/pep.c  notfixed   \n",
       "2139106         net/netfilter/nf_conntrack_standalone.c  notfixed   \n",
       "2152306                            net/rds/connection.c  notfixed   \n",
       "2162592                  drivers/net/can/usb/usb_8dev.c  notfixed   \n",
       "2196881                           fs/jbd2/transaction.c  notfixed   \n",
       "2204475                                net/llc/af_llc.c  notfixed   \n",
       "2215203                      drivers/net/hamradio/yam.c  notfixed   \n",
       "2235498                           net/rose/rose_timer.c  notfixed   \n",
       "2251554                   drivers/net/can/usb/ems_usb.c  notfixed   \n",
       "2262970                drivers/rpmsg/virtio_rpmsg_bus.c  notfixed   \n",
       "2272785                drivers/rpmsg/virtio_rpmsg_bus.c  notfixed   \n",
       "\n",
       "                                      FirstBadBlob FirstBadTime FirstGoodBlob  \\\n",
       "553266    825eb42b9838eedeae092a27e885f66afdb03b8f   1268167330                 \n",
       "814904    329dc6045347dd2eecfe47e6e3069e58e8dc985b   1389054760                 \n",
       "1507170   07f7f2da5b3985da7712b4bab74f5e3d878a24d7   1396275692                 \n",
       "1914361   2ae8ab3d6fbba75c8cd66225caa0bb96f2dcf5a9   1106657097                 \n",
       "1928024   003a499693bfb97fa78eff77fd66e261db7031e1   1110248124                 \n",
       "1942430   4e1acb59b7d4bf926b289eb78a063a49a45ceaea   1196408008                 \n",
       "1949958   354f3de10b725c8bddbac7579559130fcfb85768   1112314010                 \n",
       "1976221   0b86a832a1f38abec695864ec2eaedc9d2383f1b   1222355040                 \n",
       "1982274   63b945091a070d8d4275dc0f7699ba22cd5f9435   1386250117                 \n",
       "1988840   1e0ad2881d50becaeea70ec696a80afeadf944d2   1288227785                 \n",
       "2010927   2d53139f31626bad6f8983d8e519ddde2cbba921   1401229233                 \n",
       "2017489   1d1d117320933f111113928a5d77c6727213633e   1308696509                 \n",
       "2026387   8d81791d19e733154d0eb30f6cccc92e99069d2d   1309327560                 \n",
       "2032545   7f677733b7416911e8a4d5d3c96d757f806c7762   1356729273                 \n",
       "2056024   01131e75d8b3834c4fb3f73eb70ef5b2a6c582e1   1137103591                 \n",
       "2071306   1f7c51660034091dc134fcc534b7f1fa86a6e823   1410531169                 \n",
       "2085420   15d26df09084ff3a891a696efd0d56b52d852e24   1111856689                 \n",
       "2104749   6629986091bf2df7b56fa12758cfc0c20ab0ef48   1369782702                 \n",
       "2125962   0d8ea2a4e4d363f0e8f310862cada042189f4d74   1223230513                 \n",
       "2139106   013a0b3685c79d9f44b22ed863983bd7c253469e   1131583096                 \n",
       "2152306   00e0f34c616603ba6500f41943cbf89eb4a8a5be   1235720365                 \n",
       "2162592   7f677733b7416911e8a4d5d3c96d757f806c7762   1356729273                 \n",
       "2196881   fadedbff1a1335afc81c0796292c30ec08eb8a15   1158044776                 \n",
       "2204475   15d26df09084ff3a891a696efd0d56b52d852e24   1111856689                 \n",
       "2215203   12aed44d30c763b1976aff401a951d6a65cdde35   1107285699                 \n",
       "2235498   7cd904fcf0160407b3895dffb6b36b12212ac473   1111547797                 \n",
       "2251554   14e0c2054874acebebb31a95bc5f5ef926ace21c   1253557946                 \n",
       "2262970   7ba13875aacf7ba19a3d8cce937c8f252d768694   1323260555                 \n",
       "2272785   7ba13875aacf7ba19a3d8cce937c8f252d768694   1323260555                 \n",
       "\n",
       "        FirstGoodTime  TimeSinceFix  ... FileInfo GHStars GHCommits  \\\n",
       "553266                          NaN  ...    C/C++    6630    279683   \n",
       "814904                          NaN  ...    C/C++       1             \n",
       "1507170                         NaN  ...    C/C++     226             \n",
       "1914361                         NaN  ...    C/C++       1             \n",
       "1928024                         NaN  ...    C/C++       1             \n",
       "1942430                         NaN  ...    C/C++       1             \n",
       "1949958                         NaN  ...    C/C++       1             \n",
       "1976221                         NaN  ...    C/C++       1             \n",
       "1982274                         NaN  ...    C/C++       1             \n",
       "1988840                         NaN  ...    C/C++       1             \n",
       "2010927                         NaN  ...    C/C++       1             \n",
       "2017489                         NaN  ...    C/C++       1             \n",
       "2026387                         NaN  ...    C/C++       1             \n",
       "2032545                         NaN  ...    C/C++       1             \n",
       "2056024                         NaN  ...    C/C++       1             \n",
       "2071306                         NaN  ...    C/C++       1             \n",
       "2085420                         NaN  ...    C/C++       1             \n",
       "2104749                         NaN  ...    C/C++       1             \n",
       "2125962                         NaN  ...    C/C++       1             \n",
       "2139106                         NaN  ...    C/C++       1             \n",
       "2152306                         NaN  ...    C/C++       1             \n",
       "2162592                         NaN  ...    C/C++       1             \n",
       "2196881                         NaN  ...    C/C++       1             \n",
       "2204475                         NaN  ...    C/C++       1             \n",
       "2215203                         NaN  ...    C/C++       1             \n",
       "2235498                         NaN  ...    C/C++       1             \n",
       "2251554                         NaN  ...    C/C++       1             \n",
       "2262970                         NaN  ...    C/C++       1             \n",
       "2272785                         NaN  ...    C/C++       1             \n",
       "\n",
       "        SECURITY.md Corp file_ending  NumCommitsI    last_commit_date  \\\n",
       "553266           no   No           c   17719890.0 2025-11-27 09:23:01   \n",
       "814904           no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "1507170          no   No           c      47585.0 2043-02-06 12:48:19   \n",
       "1914361          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "1928024          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "1942430          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "1949958          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "1976221          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "1982274          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "1988840          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "2010927          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "2017489          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "2026387          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "2032545          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "2056024          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "2071306          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "2085420          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "2104749          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "2125962          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "2139106          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "2152306          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "2162592          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "2196881          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "2204475          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "2215203          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "2235498          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "2251554          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "2262970          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "2272785          no   No           c   36468389.0 2085-06-18 18:57:19   \n",
       "\n",
       "        last_commit_month  last_commit_year  \n",
       "553266            2025-11              2025  \n",
       "814904            2085-06              2085  \n",
       "1507170           2043-02              2043  \n",
       "1914361           2085-06              2085  \n",
       "1928024           2085-06              2085  \n",
       "1942430           2085-06              2085  \n",
       "1949958           2085-06              2085  \n",
       "1976221           2085-06              2085  \n",
       "1982274           2085-06              2085  \n",
       "1988840           2085-06              2085  \n",
       "2010927           2085-06              2085  \n",
       "2017489           2085-06              2085  \n",
       "2026387           2085-06              2085  \n",
       "2032545           2085-06              2085  \n",
       "2056024           2085-06              2085  \n",
       "2071306           2085-06              2085  \n",
       "2085420           2085-06              2085  \n",
       "2104749           2085-06              2085  \n",
       "2125962           2085-06              2085  \n",
       "2139106           2085-06              2085  \n",
       "2152306           2085-06              2085  \n",
       "2162592           2085-06              2085  \n",
       "2196881           2085-06              2085  \n",
       "2204475           2085-06              2085  \n",
       "2215203           2085-06              2085  \n",
       "2235498           2085-06              2085  \n",
       "2251554           2085-06              2085  \n",
       "2262970           2085-06              2085  \n",
       "2272785           2085-06              2085  \n",
       "\n",
       "[29 rows x 35 columns]"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_notmissing[(df_notmissing[\"CommunitySize\"].astype(int) > 100) & (df_notmissing['FileInfo'].str.strip() == \"C/C++\") & (df_notmissing['status'] == 'notfixed') & (df_notmissing.last_commit_year > '2021')]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "bf2b14f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CVE</th>\n",
       "      <th>ProjectUrl</th>\n",
       "      <th>Project</th>\n",
       "      <th>Path</th>\n",
       "      <th>status</th>\n",
       "      <th>FirstBadBlob</th>\n",
       "      <th>FirstBadTime</th>\n",
       "      <th>FirstGoodBlob</th>\n",
       "      <th>FirstGoodTime</th>\n",
       "      <th>TimeSinceFix</th>\n",
       "      <th>...</th>\n",
       "      <th>FileInfo</th>\n",
       "      <th>GHStars</th>\n",
       "      <th>GHCommits</th>\n",
       "      <th>SECURITY.md</th>\n",
       "      <th>Corp</th>\n",
       "      <th>file_ending</th>\n",
       "      <th>NumCommitsI</th>\n",
       "      <th>last_commit_date</th>\n",
       "      <th>last_commit_month</th>\n",
       "      <th>last_commit_year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CVE-2010-2809</td>\n",
       "      <td>github.com/uzbl/uzbl</td>\n",
       "      <td>uzbl_uzbl</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>9dd1370d0b7cd876f004f7a822b0357039252184</td>\n",
       "      <td>1262459475</td>\n",
       "      <td>9cc39cb5c9396be013b5dc2ba7e4b3eaa647e975</td>\n",
       "      <td>1281006747</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Lisp</td>\n",
       "      <td>971</td>\n",
       "      <td>4565</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>7375.0</td>\n",
       "      <td>2021-09-16 17:06:11</td>\n",
       "      <td>2021-09</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CVE-2010-1630</td>\n",
       "      <td>github.com/phpbb/phpbb</td>\n",
       "      <td>phpbb_phpbb</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>33520bbf5bd80414f0cad5b7644a60ef05e20e43</td>\n",
       "      <td>982399052</td>\n",
       "      <td>1758aa38b21f5960ab1b1a241546b34a203051b6</td>\n",
       "      <td>1241079332</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>PHP</td>\n",
       "      <td>1584</td>\n",
       "      <td>36455</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>113558.0</td>\n",
       "      <td>2021-11-26 22:22:10</td>\n",
       "      <td>2021-11</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>CVE-2010-4802</td>\n",
       "      <td>github.com/mojolicious/mojo</td>\n",
       "      <td>mojolicious_mojo</td>\n",
       "      <td>lib/mojo-22/lib/Mojo/Commands.pm</td>\n",
       "      <td>fixed</td>\n",
       "      <td>9c69cc4094c39a804dbf79cd5ae5867b42d2e41a</td>\n",
       "      <td>1250605751</td>\n",
       "      <td>aa7c8da54b1ebd4ccb64aa66dede7b7cdb381c44</td>\n",
       "      <td>1282053401</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Perl</td>\n",
       "      <td>2366</td>\n",
       "      <td>12774</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>pm</td>\n",
       "      <td>17872.0</td>\n",
       "      <td>2021-11-14 13:38:38</td>\n",
       "      <td>2021-11</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>CVE-2011-0992</td>\n",
       "      <td>github.com/dotnet/aspnetcore</td>\n",
       "      <td>dotnet_aspnetcore</td>\n",
       "      <td>extern/mono/sources/mono/metadata/threads.c</td>\n",
       "      <td>fixed</td>\n",
       "      <td>4e2794c0039345d60d4d6702884d30b6beee10ff</td>\n",
       "      <td>1006780218</td>\n",
       "      <td>6d9a698d258d3b4ea35d39c8b43a47e7ba10c904</td>\n",
       "      <td>1302110860</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>JavaScript</td>\n",
       "      <td>30185</td>\n",
       "      <td>50625</td>\n",
       "      <td>yes</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>340876.0</td>\n",
       "      <td>2021-11-16 04:02:24</td>\n",
       "      <td>2021-11</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>CVE-2011-0992</td>\n",
       "      <td>github.com/dotnet/runtime</td>\n",
       "      <td>dotnet_runtime</td>\n",
       "      <td>extern/mono/sources/mono/metadata/threads.c</td>\n",
       "      <td>fixed</td>\n",
       "      <td>4e2794c0039345d60d4d6702884d30b6beee10ff</td>\n",
       "      <td>1006780218</td>\n",
       "      <td>6d9a698d258d3b4ea35d39c8b43a47e7ba10c904</td>\n",
       "      <td>1302110860</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>JavaScript</td>\n",
       "      <td>10619</td>\n",
       "      <td>123879</td>\n",
       "      <td>yes</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>405231.0</td>\n",
       "      <td>2021-11-12 00:24:46</td>\n",
       "      <td>2021-11</td>\n",
       "      <td>2021</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2686226</th>\n",
       "      <td>CVE-2022-31129</td>\n",
       "      <td>github.com/anjitbasnet/Blog</td>\n",
       "      <td>anjitbasnet_Blog</td>\n",
       "      <td>Raw Files/admin/bower_components/moment/src/l...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>857ac399f1c9e0444a0eec4a6d823002a25073f2</td>\n",
       "      <td>1595242908</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>JavaScript</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>js</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2021-03-11 04:22:16</td>\n",
       "      <td>2021-03</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2686231</th>\n",
       "      <td>CVE-2022-31129</td>\n",
       "      <td>github.com/anju54/AuthenticationInNode</td>\n",
       "      <td>anju54_AuthenticationInNode</td>\n",
       "      <td>node_modules/moment/src/lib/create/from-strin...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>00eb55fc488c0f48f3849207397b2ec84409f82d</td>\n",
       "      <td>1580399666</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>JavaScript</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>js</td>\n",
       "      <td>14.0</td>\n",
       "      <td>2021-06-11 03:16:26</td>\n",
       "      <td>2021-06</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2686235</th>\n",
       "      <td>CVE-2022-31129</td>\n",
       "      <td>github.com/ankitbaldwa/v3.1</td>\n",
       "      <td>ankitbaldwa_v3.1</td>\n",
       "      <td>assets/bower_components/moment/src/lib/create...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>6a62cdccde3337637d145da1e2f0b2bf8d6c58e4</td>\n",
       "      <td>1597239672</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>JavaScript</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>js</td>\n",
       "      <td>41.0</td>\n",
       "      <td>2021-02-28 16:13:00</td>\n",
       "      <td>2021-02</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2686244</th>\n",
       "      <td>CVE-2022-31129</td>\n",
       "      <td>github.com/ankitsahu0201/Test-Data-Assistant</td>\n",
       "      <td>ankitsahu0201_Test-Data-Assistant</td>\n",
       "      <td>node_modules/moment/src/lib/create/from-strin...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>cf3f2b77936a63f40e892edd53b07848fafa4a86</td>\n",
       "      <td>1601973311</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>JavaScript</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>js</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2021-01-04 10:03:09</td>\n",
       "      <td>2021-01</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2686263</th>\n",
       "      <td>CVE-2022-31129</td>\n",
       "      <td>github.com/anmolvj/bacht</td>\n",
       "      <td>anmolvj_bacht</td>\n",
       "      <td>node_modules/moment/src/lib/create/from-strin...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>85d80ca2a649d3c38e841a776fdfc4dc940ec865</td>\n",
       "      <td>1496803056</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>JavaScript</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>js</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2021-07-05 15:31:27</td>\n",
       "      <td>2021-07</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>189768 rows × 35 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    CVE                                     ProjectUrl  \\\n",
       "0         CVE-2010-2809                           github.com/uzbl/uzbl   \n",
       "2         CVE-2010-1630                         github.com/phpbb/phpbb   \n",
       "6         CVE-2010-4802                    github.com/mojolicious/mojo   \n",
       "9         CVE-2011-0992                   github.com/dotnet/aspnetcore   \n",
       "10        CVE-2011-0992                      github.com/dotnet/runtime   \n",
       "...                 ...                                            ...   \n",
       "2686226  CVE-2022-31129                    github.com/anjitbasnet/Blog   \n",
       "2686231  CVE-2022-31129         github.com/anju54/AuthenticationInNode   \n",
       "2686235  CVE-2022-31129                    github.com/ankitbaldwa/v3.1   \n",
       "2686244  CVE-2022-31129   github.com/ankitsahu0201/Test-Data-Assistant   \n",
       "2686263  CVE-2022-31129                       github.com/anmolvj/bacht   \n",
       "\n",
       "                                    Project  \\\n",
       "0                                 uzbl_uzbl   \n",
       "2                               phpbb_phpbb   \n",
       "6                          mojolicious_mojo   \n",
       "9                         dotnet_aspnetcore   \n",
       "10                           dotnet_runtime   \n",
       "...                                     ...   \n",
       "2686226                    anjitbasnet_Blog   \n",
       "2686231         anju54_AuthenticationInNode   \n",
       "2686235                    ankitbaldwa_v3.1   \n",
       "2686244   ankitsahu0201_Test-Data-Assistant   \n",
       "2686263                       anmolvj_bacht   \n",
       "\n",
       "                                                      Path    status  \\\n",
       "0                                                              fixed   \n",
       "2                                                              fixed   \n",
       "6                         lib/mojo-22/lib/Mojo/Commands.pm     fixed   \n",
       "9              extern/mono/sources/mono/metadata/threads.c     fixed   \n",
       "10             extern/mono/sources/mono/metadata/threads.c     fixed   \n",
       "...                                                    ...       ...   \n",
       "2686226   Raw Files/admin/bower_components/moment/src/l...  notfixed   \n",
       "2686231   node_modules/moment/src/lib/create/from-strin...  notfixed   \n",
       "2686235   assets/bower_components/moment/src/lib/create...  notfixed   \n",
       "2686244   node_modules/moment/src/lib/create/from-strin...  notfixed   \n",
       "2686263   node_modules/moment/src/lib/create/from-strin...  notfixed   \n",
       "\n",
       "                                      FirstBadBlob FirstBadTime  \\\n",
       "0         9dd1370d0b7cd876f004f7a822b0357039252184   1262459475   \n",
       "2         33520bbf5bd80414f0cad5b7644a60ef05e20e43    982399052   \n",
       "6         9c69cc4094c39a804dbf79cd5ae5867b42d2e41a   1250605751   \n",
       "9         4e2794c0039345d60d4d6702884d30b6beee10ff   1006780218   \n",
       "10        4e2794c0039345d60d4d6702884d30b6beee10ff   1006780218   \n",
       "...                                            ...          ...   \n",
       "2686226   857ac399f1c9e0444a0eec4a6d823002a25073f2   1595242908   \n",
       "2686231   00eb55fc488c0f48f3849207397b2ec84409f82d   1580399666   \n",
       "2686235   6a62cdccde3337637d145da1e2f0b2bf8d6c58e4   1597239672   \n",
       "2686244   cf3f2b77936a63f40e892edd53b07848fafa4a86   1601973311   \n",
       "2686263   85d80ca2a649d3c38e841a776fdfc4dc940ec865   1496803056   \n",
       "\n",
       "                                     FirstGoodBlob FirstGoodTime  \\\n",
       "0         9cc39cb5c9396be013b5dc2ba7e4b3eaa647e975    1281006747   \n",
       "2         1758aa38b21f5960ab1b1a241546b34a203051b6    1241079332   \n",
       "6         aa7c8da54b1ebd4ccb64aa66dede7b7cdb381c44    1282053401   \n",
       "9         6d9a698d258d3b4ea35d39c8b43a47e7ba10c904    1302110860   \n",
       "10        6d9a698d258d3b4ea35d39c8b43a47e7ba10c904    1302110860   \n",
       "...                                            ...           ...   \n",
       "2686226                                                            \n",
       "2686231                                                            \n",
       "2686235                                                            \n",
       "2686244                                                            \n",
       "2686263                                                            \n",
       "\n",
       "         TimeSinceFix  ...     FileInfo GHStars GHCommits SECURITY.md Corp  \\\n",
       "0                 0.0  ...         Lisp     971      4565          no   No   \n",
       "2                 0.0  ...          PHP    1584     36455          no   No   \n",
       "6                 0.0  ...         Perl    2366     12774          no   No   \n",
       "9                 0.0  ...   JavaScript   30185     50625         yes   No   \n",
       "10                0.0  ...   JavaScript   10619    123879         yes   No   \n",
       "...               ...  ...          ...     ...       ...         ...  ...   \n",
       "2686226           NaN  ...   JavaScript       0                    no   No   \n",
       "2686231           NaN  ...   JavaScript       0                    no   No   \n",
       "2686235           NaN  ...   JavaScript       0                    no   No   \n",
       "2686244           NaN  ...   JavaScript       0                    no   No   \n",
       "2686263           NaN  ...   JavaScript       0                    no   No   \n",
       "\n",
       "        file_ending  NumCommitsI    last_commit_date last_commit_month  \\\n",
       "0                         7375.0 2021-09-16 17:06:11           2021-09   \n",
       "2                       113558.0 2021-11-26 22:22:10           2021-11   \n",
       "6                pm      17872.0 2021-11-14 13:38:38           2021-11   \n",
       "9                 c     340876.0 2021-11-16 04:02:24           2021-11   \n",
       "10                c     405231.0 2021-11-12 00:24:46           2021-11   \n",
       "...             ...          ...                 ...               ...   \n",
       "2686226          js         18.0 2021-03-11 04:22:16           2021-03   \n",
       "2686231          js         14.0 2021-06-11 03:16:26           2021-06   \n",
       "2686235          js         41.0 2021-02-28 16:13:00           2021-02   \n",
       "2686244          js          4.0 2021-01-04 10:03:09           2021-01   \n",
       "2686263          js         22.0 2021-07-05 15:31:27           2021-07   \n",
       "\n",
       "         last_commit_year  \n",
       "0                    2021  \n",
       "2                    2021  \n",
       "6                    2021  \n",
       "9                    2021  \n",
       "10                   2021  \n",
       "...                   ...  \n",
       "2686226              2021  \n",
       "2686231              2021  \n",
       "2686235              2021  \n",
       "2686244              2021  \n",
       "2686263              2021  \n",
       "\n",
       "[189768 rows x 35 columns]"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_notmissing[(df_notmissing.last_commit_year == '2021')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "a487b790",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2664333    1632194258\n",
       "2666188    1632194258\n",
       "Name: LatestCommitDate, dtype: int64"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.ProjectUrl.str.strip() == 'github.com/Wustix/mongoscraper']['LatestCommitDate']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e8802a3",
   "metadata": {},
   "source": [
    "-----------------------------------------------------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "d621d08b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "columns = [\"url\", \"project_id\", \"sdtc\", \"mcpc\", \"mcve\", \"star_number\", \"commit_count\", \"files\", \"lines\", \"pull_requests\", \"github_repo_creation\", \"earliest_commit\", \"most_recent_commit\", \"committer_count\", \"author_count\", \"dominant_domain\", \"dominant_domain_committer_commits\", \"dominant_domain_author_commits\", \"dominant_domain_committers\", \"dominant_domain_authors\", \"cik\", \"fg500\", \"sec10k\", \"sec20f\", \"project_name\", \"owner_login\", \"company_name\", \"owner_company\", \"license\"]\n",
    "enterprise = pd.read_csv(\"enterprise_projects.txt\", sep='\\t', header=None, names = columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "6d70344e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>url</th>\n",
       "      <th>project_id</th>\n",
       "      <th>sdtc</th>\n",
       "      <th>mcpc</th>\n",
       "      <th>mcve</th>\n",
       "      <th>star_number</th>\n",
       "      <th>commit_count</th>\n",
       "      <th>files</th>\n",
       "      <th>lines</th>\n",
       "      <th>pull_requests</th>\n",
       "      <th>...</th>\n",
       "      <th>dominant_domain_authors</th>\n",
       "      <th>cik</th>\n",
       "      <th>fg500</th>\n",
       "      <th>sec10k</th>\n",
       "      <th>sec20f</th>\n",
       "      <th>project_name</th>\n",
       "      <th>owner_login</th>\n",
       "      <th>company_name</th>\n",
       "      <th>owner_company</th>\n",
       "      <th>license</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://github.com/aligent/CacheObserver</td>\n",
       "      <td>149215</td>\n",
       "      <td>t</td>\n",
       "      <td>t</td>\n",
       "      <td>t</td>\n",
       "      <td>67</td>\n",
       "      <td>117</td>\n",
       "      <td>28.0</td>\n",
       "      <td>3776.0</td>\n",
       "      <td>20</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CacheObserver</td>\n",
       "      <td>aligent</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://github.com/moguno/mikutter-windows</td>\n",
       "      <td>8303484</td>\n",
       "      <td>t</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>30</td>\n",
       "      <td>118</td>\n",
       "      <td>24.0</td>\n",
       "      <td>921.0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>mikutter-windows</td>\n",
       "      <td>moguno</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://github.com/moguno/mikutter-subparts-image</td>\n",
       "      <td>7633353</td>\n",
       "      <td>t</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>30</td>\n",
       "      <td>206</td>\n",
       "      <td>7.0</td>\n",
       "      <td>551.0</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>mikutter-subparts-image</td>\n",
       "      <td>moguno</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://github.com/10up/theme-scaffold</td>\n",
       "      <td>94836776</td>\n",
       "      <td>f</td>\n",
       "      <td>t</td>\n",
       "      <td>t</td>\n",
       "      <td>79</td>\n",
       "      <td>341</td>\n",
       "      <td>76.0</td>\n",
       "      <td>19577.0</td>\n",
       "      <td>76</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>theme-scaffold</td>\n",
       "      <td>10up</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MIT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://github.com/10up/plugin-scaffold</td>\n",
       "      <td>95361839</td>\n",
       "      <td>f</td>\n",
       "      <td>t</td>\n",
       "      <td>t</td>\n",
       "      <td>48</td>\n",
       "      <td>152</td>\n",
       "      <td>48.0</td>\n",
       "      <td>16075.0</td>\n",
       "      <td>57</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>plugin-scaffold</td>\n",
       "      <td>10up</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 url  project_id sdtc mcpc  \\\n",
       "0           https://github.com/aligent/CacheObserver      149215    t    t   \n",
       "1         https://github.com/moguno/mikutter-windows     8303484    t    f   \n",
       "2  https://github.com/moguno/mikutter-subparts-image     7633353    t    f   \n",
       "3             https://github.com/10up/theme-scaffold    94836776    f    t   \n",
       "4            https://github.com/10up/plugin-scaffold    95361839    f    t   \n",
       "\n",
       "  mcve  star_number  commit_count  files    lines  pull_requests  ...  \\\n",
       "0    t           67           117   28.0   3776.0             20  ...   \n",
       "1    f           30           118   24.0    921.0              4  ...   \n",
       "2    f           30           206    7.0    551.0              9  ...   \n",
       "3    t           79           341   76.0  19577.0             76  ...   \n",
       "4    t           48           152   48.0  16075.0             57  ...   \n",
       "\n",
       "  dominant_domain_authors cik fg500  sec10k  sec20f             project_name  \\\n",
       "0                       6 NaN   NaN     NaN     NaN            CacheObserver   \n",
       "1                       3 NaN   NaN     NaN     NaN         mikutter-windows   \n",
       "2                       3 NaN   NaN     NaN     NaN  mikutter-subparts-image   \n",
       "3                       5 NaN   NaN     NaN     NaN           theme-scaffold   \n",
       "4                       6 NaN   NaN     NaN     NaN          plugin-scaffold   \n",
       "\n",
       "   owner_login  company_name  owner_company  license  \n",
       "0      aligent           NaN            NaN      NaN  \n",
       "1       moguno           NaN            NaN      NaN  \n",
       "2       moguno           NaN            NaN      NaN  \n",
       "3         10up           NaN            NaN      MIT  \n",
       "4         10up           NaN            NaN      NaN  \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "enterprise.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "f6881441",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dominant_domain\n",
       ".emsys.net                1\n",
       "movio.co                  1\n",
       "movisens.com              1\n",
       "mpa-garching.mpg.de       1\n",
       "mparticle.com             1\n",
       "                       ... \n",
       "baidu.com               152\n",
       "amazon.com              157\n",
       "redhat.com              353\n",
       "google.com              639\n",
       "microsoft.com          1616\n",
       "Name: url, Length: 3677, dtype: int64"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "enterprise.groupby(['dominant_domain'])['url'].nunique().sort_values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "af104112",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        nvidia.com\n",
       "1        icinga.com\n",
       "2          pagar.me\n",
       "3           iohk.io\n",
       "4            360.cn\n",
       "          ...      \n",
       "95        baidu.com\n",
       "96       amazon.com\n",
       "97       redhat.com\n",
       "98       google.com\n",
       "99    microsoft.com\n",
       "Name: dominant_domain, Length: 100, dtype: object"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "enterprise.groupby(['dominant_domain'])['url'].nunique().sort_values()[-100:].reset_index()['dominant_domain']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "83362828",
   "metadata": {},
   "outputs": [],
   "source": [
    "most_popular_domains = enterprise.groupby(['dominant_domain'])['url'].nunique().sort_values()[-200:].reset_index()['dominant_domain']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "023c08ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "url                                  17264\n",
       "project_id                           17264\n",
       "sdtc                                 17264\n",
       "mcpc                                 17264\n",
       "mcve                                 17264\n",
       "star_number                          17264\n",
       "commit_count                         17264\n",
       "files                                14758\n",
       "lines                                14758\n",
       "pull_requests                        17264\n",
       "github_repo_creation                 17264\n",
       "earliest_commit                      17264\n",
       "most_recent_commit                   17264\n",
       "committer_count                      17264\n",
       "author_count                         17264\n",
       "dominant_domain                      17264\n",
       "dominant_domain_committer_commits    17264\n",
       "dominant_domain_author_commits       17264\n",
       "dominant_domain_committers           17264\n",
       "dominant_domain_authors              17264\n",
       "cik                                   4601\n",
       "fg500                                 4695\n",
       "sec10k                                4695\n",
       "sec20f                                4695\n",
       "project_name                         17264\n",
       "owner_login                          17264\n",
       "company_name                          4162\n",
       "owner_company                          483\n",
       "license                              13729\n",
       "dtype: int64"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "enterprise.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "c0e09c4d",
   "metadata": {},
   "outputs": [],
   "source": [
    "most_pop =  enterprise[enterprise['dominant_domain'].isin(most_popular_domains)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "28464d40",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>CommunitySize</th>\n",
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       "      <th>NumForks</th>\n",
       "      <th>FileInfo</th>\n",
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       "      <th>GHCommits</th>\n",
       "      <th>SECURITY.md</th>\n",
       "      <th>Corp</th>\n",
       "      <th>file_ending</th>\n",
       "      <th>NumCommitsI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CVE-2010-2809</td>\n",
       "      <td>github.com/uzbl/uzbl</td>\n",
       "      <td>uzbl_uzbl</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>9dd1370d0b7cd876f004f7a822b0357039252184</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>230</td>\n",
       "      <td>7375</td>\n",
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       "      <td>971</td>\n",
       "      <td>4565</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>7375.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CVE-2010-3260</td>\n",
       "      <td>github.com/Dariucc07/Predicting-Vulnerable-Code</td>\n",
       "      <td>Dariucc07_Predicting-Vulnerable-Code</td>\n",
       "      <td>Dataset2/mining_results/RepositoryMining12/59...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>2e7f17890a24122e43a86e1185a16a2dbedf986f</td>\n",
       "      <td>1590856260</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>Java</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>java</td>\n",
       "      <td>47.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CVE-2010-1630</td>\n",
       "      <td>github.com/phpbb/phpbb</td>\n",
       "      <td>phpbb_phpbb</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>33520bbf5bd80414f0cad5b7644a60ef05e20e43</td>\n",
       "      <td>982399052</td>\n",
       "      <td>1758aa38b21f5960ab1b1a241546b34a203051b6</td>\n",
       "      <td>1241079332</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1301</td>\n",
       "      <td>113558</td>\n",
       "      <td>1420</td>\n",
       "      <td>PHP</td>\n",
       "      <td>1584</td>\n",
       "      <td>36455</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>113558.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CVE-2010-1630</td>\n",
       "      <td>github.com/steveh/phpbb</td>\n",
       "      <td>steveh_phpbb</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>a07aa9fb69439b7306dc2803695ca1a693cfe492</td>\n",
       "      <td>982399052</td>\n",
       "      <td>77e524e1bdcdf76d141c23ee7682ea3304022282</td>\n",
       "      <td>1241079332</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>18255</td>\n",
       "      <td>0</td>\n",
       "      <td>PHP</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>18255.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CVE-2011-1588</td>\n",
       "      <td>github.com/simula67/Thunar-1.3.0</td>\n",
       "      <td>simula67_Thunar-1.3.0</td>\n",
       "      <td>thunar/thunar-transfer-job.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>699184df2d3fdc86c365af02ae652f3898e931a3</td>\n",
       "      <td>1348235432</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             CVE                                        ProjectUrl  \\\n",
       "0  CVE-2010-2809                              github.com/uzbl/uzbl   \n",
       "1  CVE-2010-3260   github.com/Dariucc07/Predicting-Vulnerable-Code   \n",
       "2  CVE-2010-1630                            github.com/phpbb/phpbb   \n",
       "3  CVE-2010-1630                           github.com/steveh/phpbb   \n",
       "4  CVE-2011-1588                  github.com/simula67/Thunar-1.3.0   \n",
       "\n",
       "                                 Project  \\\n",
       "0                              uzbl_uzbl   \n",
       "1   Dariucc07_Predicting-Vulnerable-Code   \n",
       "2                            phpbb_phpbb   \n",
       "3                           steveh_phpbb   \n",
       "4                  simula67_Thunar-1.3.0   \n",
       "\n",
       "                                                Path    status  \\\n",
       "0                                                        fixed   \n",
       "1   Dataset2/mining_results/RepositoryMining12/59...  notfixed   \n",
       "2                                                        fixed   \n",
       "3                                                        fixed   \n",
       "4                       thunar/thunar-transfer-job.c  notfixed   \n",
       "\n",
       "                                FirstBadBlob FirstBadTime  \\\n",
       "0   9dd1370d0b7cd876f004f7a822b0357039252184   1262459475   \n",
       "1   2e7f17890a24122e43a86e1185a16a2dbedf986f   1590856260   \n",
       "2   33520bbf5bd80414f0cad5b7644a60ef05e20e43    982399052   \n",
       "3   a07aa9fb69439b7306dc2803695ca1a693cfe492    982399052   \n",
       "4   699184df2d3fdc86c365af02ae652f3898e931a3   1348235432   \n",
       "\n",
       "                               FirstGoodBlob FirstGoodTime  TimeSinceFix  ...  \\\n",
       "0   9cc39cb5c9396be013b5dc2ba7e4b3eaa647e975    1281006747           0.0  ...   \n",
       "1                                                                    NaN  ...   \n",
       "2   1758aa38b21f5960ab1b1a241546b34a203051b6    1241079332           0.0  ...   \n",
       "3   77e524e1bdcdf76d141c23ee7682ea3304022282    1241079332           0.0  ...   \n",
       "4                                                                    NaN  ...   \n",
       "\n",
       "  CommunitySize NumCommits NumForks FileInfo GHStars GHCommits  SECURITY.md  \\\n",
       "0           230       7375      221     Lisp     971      4565           no   \n",
       "1             1         47        0     Java       1        47           no   \n",
       "2          1301     113558     1420      PHP    1584     36455           no   \n",
       "3             2      18255        0      PHP                             no   \n",
       "4             1          2        0    C/C++       0         2           no   \n",
       "\n",
       "   Corp file_ending  NumCommitsI  \n",
       "0    No                   7375.0  \n",
       "1    No        java         47.0  \n",
       "2    No                 113558.0  \n",
       "3    No                  18255.0  \n",
       "4    No           c          2.0  \n",
       "\n",
       "[5 rows x 32 columns]"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "9e27ea0c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True    17264\n",
       "Name: url, dtype: int64"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "enterprise.url.str.startswith('https://').value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "13dde3da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    2686265\n",
       "Name: ProjectUrl, dtype: int64"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ProjectUrl.str.startswith('https://').value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "f25057ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    2686265\n",
       "Name: ProjectUrl, dtype: int64"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ProjectUrl.str.startswith('htt').value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "7ecbc6fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    2686265\n",
       "Name: ProjectUrl, dtype: int64"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.ProjectUrl.str.startswith('github').value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "404d94ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['url'] = 'https://' + df['ProjectUrl'].str.lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "4609040b",
   "metadata": {},
   "outputs": [],
   "source": [
    "enterprise['url'] = enterprise['url'].str.lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "cc5b3c78",
   "metadata": {},
   "outputs": [],
   "source": [
    "merged = df.merge(enterprise, on='url', how='inner')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "35c1eeab",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>CVE</th>\n",
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       "      <th>dominant_domain_authors</th>\n",
       "      <th>cik</th>\n",
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       "      <th>project_name</th>\n",
       "      <th>owner_login</th>\n",
       "      <th>company_name</th>\n",
       "      <th>owner_company</th>\n",
       "      <th>license</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>url</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",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>0 rows × 60 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [CVE, ProjectUrl, Project, Path, status, FirstBadBlob, FirstBadTime, FirstGoodBlob, FirstGoodTime, TimeSinceFix, TimeSinceFixF, TimeSincePub, TimeSincePubF, TimeVulnRemained, TimeVulnRemainedF, NumAuthors, EarliestCommitDate, LatestCommitDate, ValidDates, NumActiveMon, NumStars, NumCore, CommunitySize, NumCommits, NumForks, FileInfo, GHStars, GHCommits, SECURITY.md, Corp, file_ending, NumCommitsI, project_id, sdtc, mcpc, mcve, star_number, commit_count, files, lines, pull_requests, github_repo_creation, earliest_commit, most_recent_commit, committer_count, author_count, dominant_domain, dominant_domain_committer_commits, dominant_domain_author_commits, dominant_domain_committers, dominant_domain_authors, cik, fg500, sec10k, sec20f, project_name, owner_login, company_name, owner_company, license]\n",
       "Index: []\n",
       "\n",
       "[0 rows x 60 columns]"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged.groupby('url').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "fe5f278b",
   "metadata": {},
   "outputs": [],
   "source": [
    "merged_pop = df.merge(most_pop, on='url', how='inner')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "5e0c72c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>CVE</th>\n",
       "      <th>ProjectUrl</th>\n",
       "      <th>Project</th>\n",
       "      <th>Path</th>\n",
       "      <th>status</th>\n",
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       "      <th>FirstBadTime</th>\n",
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       "      <th>FirstGoodTime</th>\n",
       "      <th>TimeSinceFix</th>\n",
       "      <th>...</th>\n",
       "      <th>dominant_domain_authors</th>\n",
       "      <th>cik</th>\n",
       "      <th>fg500</th>\n",
       "      <th>sec10k</th>\n",
       "      <th>sec20f</th>\n",
       "      <th>project_name</th>\n",
       "      <th>owner_login</th>\n",
       "      <th>company_name</th>\n",
       "      <th>owner_company</th>\n",
       "      <th>license</th>\n",
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       "      <th>url</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [CVE, ProjectUrl, Project, Path, status, FirstBadBlob, FirstBadTime, FirstGoodBlob, FirstGoodTime, TimeSinceFix, TimeSinceFixF, TimeSincePub, TimeSincePubF, TimeVulnRemained, TimeVulnRemainedF, NumAuthors, EarliestCommitDate, LatestCommitDate, ValidDates, NumActiveMon, NumStars, NumCore, CommunitySize, NumCommits, NumForks, FileInfo, GHStars, GHCommits, SECURITY.md, Corp, file_ending, NumCommitsI, project_id, sdtc, mcpc, mcve, star_number, commit_count, files, lines, pull_requests, github_repo_creation, earliest_commit, most_recent_commit, committer_count, author_count, dominant_domain, dominant_domain_committer_commits, dominant_domain_author_commits, dominant_domain_committers, dominant_domain_authors, cik, fg500, sec10k, sec20f, project_name, owner_login, company_name, owner_company, license]\n",
       "Index: []\n",
       "\n",
       "[0 rows x 60 columns]"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_pop.groupby('url').count()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "58e0eb37",
   "metadata": {},
   "source": [
    "---------------------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c28d820e",
   "metadata": {},
   "source": [
    "## Looking at projects with vulnerabilities that have not been copied anywhere"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "26c0951c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "9514afbb",
   "metadata": {},
   "outputs": [],
   "source": [
    "cvefixes = pd.read_csv('data/cvefixes_new.csv', sep= \";\", names=['cve', 'commit', 'repo', 'file', 'date1', 'date2'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "7a2b49c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cve</th>\n",
       "      <th>commit</th>\n",
       "      <th>repo</th>\n",
       "      <th>file</th>\n",
       "      <th>date1</th>\n",
       "      <th>date2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CVE-1999-0731</td>\n",
       "      <td>04906bd5de2f220bf100b605dad37b4a1d9a91a6</td>\n",
       "      <td>https://github.com/KDE/kde1-kdebase</td>\n",
       "      <td>kscreensaver/saver.cpp</td>\n",
       "      <td>1999-06-24 11:38:11+00:00</td>\n",
       "      <td>1999-06-23T04:00Z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CVE-2002-2443</td>\n",
       "      <td>cf1a0c411b2668c57c41e9c4efd15ba17b6b322c</td>\n",
       "      <td>https://github.com/krb5/krb5</td>\n",
       "      <td>src/kadmin/server/schpw.c</td>\n",
       "      <td>2013-05-13 12:46:34-04:00</td>\n",
       "      <td>2013-05-29T14:29Z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CVE-2006-5331</td>\n",
       "      <td>6c4841c2b6c32a134f9f36e5e08857138cc12b10</td>\n",
       "      <td>https://github.com/torvalds/linux</td>\n",
       "      <td>arch/powerpc/kernel/traps.c</td>\n",
       "      <td>2006-10-16 15:53:30+10:00</td>\n",
       "      <td>2017-10-29T06:29Z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CVE-2007-6761</td>\n",
       "      <td>0b29669c065f60501e7289e1950fa2a618962358</td>\n",
       "      <td>https://github.com/torvalds/linux</td>\n",
       "      <td>drivers/media/video/videobuf-vmalloc.c</td>\n",
       "      <td>2007-12-11 18:08:22-02:00</td>\n",
       "      <td>2017-04-24T06:59Z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CVE-2007-6762</td>\n",
       "      <td>2a2f11c227bdf292b3a2900ad04139d301b56ac4</td>\n",
       "      <td>https://github.com/torvalds/linux</td>\n",
       "      <td>net/netlabel/netlabel_cipso_v4.c</td>\n",
       "      <td>2007-01-09 00:30:01-08:00</td>\n",
       "      <td>2019-07-27T22:15Z</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             cve                                    commit  \\\n",
       "0  CVE-1999-0731  04906bd5de2f220bf100b605dad37b4a1d9a91a6   \n",
       "1  CVE-2002-2443  cf1a0c411b2668c57c41e9c4efd15ba17b6b322c   \n",
       "2  CVE-2006-5331  6c4841c2b6c32a134f9f36e5e08857138cc12b10   \n",
       "3  CVE-2007-6761  0b29669c065f60501e7289e1950fa2a618962358   \n",
       "4  CVE-2007-6762  2a2f11c227bdf292b3a2900ad04139d301b56ac4   \n",
       "\n",
       "                                  repo  \\\n",
       "0  https://github.com/KDE/kde1-kdebase   \n",
       "1         https://github.com/krb5/krb5   \n",
       "2    https://github.com/torvalds/linux   \n",
       "3    https://github.com/torvalds/linux   \n",
       "4    https://github.com/torvalds/linux   \n",
       "\n",
       "                                     file                      date1  \\\n",
       "0                  kscreensaver/saver.cpp  1999-06-24 11:38:11+00:00   \n",
       "1               src/kadmin/server/schpw.c  2013-05-13 12:46:34-04:00   \n",
       "2             arch/powerpc/kernel/traps.c  2006-10-16 15:53:30+10:00   \n",
       "3  drivers/media/video/videobuf-vmalloc.c  2007-12-11 18:08:22-02:00   \n",
       "4        net/netlabel/netlabel_cipso_v4.c  2007-01-09 00:30:01-08:00   \n",
       "\n",
       "               date2  \n",
       "0  1999-06-23T04:00Z  \n",
       "1  2013-05-29T14:29Z  \n",
       "2  2017-10-29T06:29Z  \n",
       "3  2017-04-24T06:59Z  \n",
       "4  2019-07-27T22:15Z  "
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cvefixes.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "de933845",
   "metadata": {},
   "outputs": [],
   "source": [
    "cvefixes['file_ending'] = cvefixes.file.str.split('.').str[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "68092e89",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "file_ending\n",
       "c        1885\n",
       "php       596\n",
       "cc        231\n",
       "js        177\n",
       "py        110\n",
       "cpp       105\n",
       "java       73\n",
       "h          50\n",
       "rb         41\n",
       "go         36\n",
       "ts         23\n",
       "ctp        22\n",
       "pm         19\n",
       "cxx        18\n",
       "json       14\n",
       "cs         14\n",
       "pl         10\n",
       "rs          9\n",
       "S           9\n",
       "NEWS        8\n",
       "xml         8\n",
       "twig        5\n",
       "cgi         5\n",
       "rst         5\n",
       "vue         5\n",
       "erb         5\n",
       "swift       5\n",
       "jsp         4\n",
       "in          4\n",
       "as          4\n",
       "Name: cve, dtype: int64"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cvefixes.groupby(['file_ending'])['cve'].count().sort_values(ascending=False)[0:30]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "2b4ed481",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CVE</th>\n",
       "      <th>ProjectUrl</th>\n",
       "      <th>Project</th>\n",
       "      <th>Path</th>\n",
       "      <th>status</th>\n",
       "      <th>FirstBadBlob</th>\n",
       "      <th>FirstBadTime</th>\n",
       "      <th>FirstGoodBlob</th>\n",
       "      <th>FirstGoodTime</th>\n",
       "      <th>TimeSinceFix</th>\n",
       "      <th>...</th>\n",
       "      <th>NumCommits</th>\n",
       "      <th>NumForks</th>\n",
       "      <th>FileInfo</th>\n",
       "      <th>GHStars</th>\n",
       "      <th>GHCommits</th>\n",
       "      <th>SECURITY.md</th>\n",
       "      <th>Corp</th>\n",
       "      <th>file_ending</th>\n",
       "      <th>NumCommitsI</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CVE-2010-2809</td>\n",
       "      <td>github.com/uzbl/uzbl</td>\n",
       "      <td>uzbl_uzbl</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>9dd1370d0b7cd876f004f7a822b0357039252184</td>\n",
       "      <td>1262459475</td>\n",
       "      <td>9cc39cb5c9396be013b5dc2ba7e4b3eaa647e975</td>\n",
       "      <td>1281006747</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>7375</td>\n",
       "      <td>221</td>\n",
       "      <td>Lisp</td>\n",
       "      <td>971</td>\n",
       "      <td>4565</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>7375.0</td>\n",
       "      <td>https:// github.com/uzbl/uzbl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CVE-2010-3260</td>\n",
       "      <td>github.com/Dariucc07/Predicting-Vulnerable-Code</td>\n",
       "      <td>Dariucc07_Predicting-Vulnerable-Code</td>\n",
       "      <td>Dataset2/mining_results/RepositoryMining12/59...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>2e7f17890a24122e43a86e1185a16a2dbedf986f</td>\n",
       "      <td>1590856260</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>Java</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>java</td>\n",
       "      <td>47.0</td>\n",
       "      <td>https:// github.com/dariucc07/predicting-vulne...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CVE-2010-1630</td>\n",
       "      <td>github.com/phpbb/phpbb</td>\n",
       "      <td>phpbb_phpbb</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>33520bbf5bd80414f0cad5b7644a60ef05e20e43</td>\n",
       "      <td>982399052</td>\n",
       "      <td>1758aa38b21f5960ab1b1a241546b34a203051b6</td>\n",
       "      <td>1241079332</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>113558</td>\n",
       "      <td>1420</td>\n",
       "      <td>PHP</td>\n",
       "      <td>1584</td>\n",
       "      <td>36455</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>113558.0</td>\n",
       "      <td>https:// github.com/phpbb/phpbb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CVE-2010-1630</td>\n",
       "      <td>github.com/steveh/phpbb</td>\n",
       "      <td>steveh_phpbb</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>a07aa9fb69439b7306dc2803695ca1a693cfe492</td>\n",
       "      <td>982399052</td>\n",
       "      <td>77e524e1bdcdf76d141c23ee7682ea3304022282</td>\n",
       "      <td>1241079332</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>18255</td>\n",
       "      <td>0</td>\n",
       "      <td>PHP</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>18255.0</td>\n",
       "      <td>https:// github.com/steveh/phpbb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CVE-2011-1588</td>\n",
       "      <td>github.com/simula67/Thunar-1.3.0</td>\n",
       "      <td>simula67_Thunar-1.3.0</td>\n",
       "      <td>thunar/thunar-transfer-job.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>699184df2d3fdc86c365af02ae652f3898e931a3</td>\n",
       "      <td>1348235432</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>2.0</td>\n",
       "      <td>https:// github.com/simula67/thunar-1.3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             CVE                                        ProjectUrl  \\\n",
       "0  CVE-2010-2809                              github.com/uzbl/uzbl   \n",
       "1  CVE-2010-3260   github.com/Dariucc07/Predicting-Vulnerable-Code   \n",
       "2  CVE-2010-1630                            github.com/phpbb/phpbb   \n",
       "3  CVE-2010-1630                           github.com/steveh/phpbb   \n",
       "4  CVE-2011-1588                  github.com/simula67/Thunar-1.3.0   \n",
       "\n",
       "                                 Project  \\\n",
       "0                              uzbl_uzbl   \n",
       "1   Dariucc07_Predicting-Vulnerable-Code   \n",
       "2                            phpbb_phpbb   \n",
       "3                           steveh_phpbb   \n",
       "4                  simula67_Thunar-1.3.0   \n",
       "\n",
       "                                                Path    status  \\\n",
       "0                                                        fixed   \n",
       "1   Dataset2/mining_results/RepositoryMining12/59...  notfixed   \n",
       "2                                                        fixed   \n",
       "3                                                        fixed   \n",
       "4                       thunar/thunar-transfer-job.c  notfixed   \n",
       "\n",
       "                                FirstBadBlob FirstBadTime  \\\n",
       "0   9dd1370d0b7cd876f004f7a822b0357039252184   1262459475   \n",
       "1   2e7f17890a24122e43a86e1185a16a2dbedf986f   1590856260   \n",
       "2   33520bbf5bd80414f0cad5b7644a60ef05e20e43    982399052   \n",
       "3   a07aa9fb69439b7306dc2803695ca1a693cfe492    982399052   \n",
       "4   699184df2d3fdc86c365af02ae652f3898e931a3   1348235432   \n",
       "\n",
       "                               FirstGoodBlob FirstGoodTime  TimeSinceFix  ...  \\\n",
       "0   9cc39cb5c9396be013b5dc2ba7e4b3eaa647e975    1281006747           0.0  ...   \n",
       "1                                                                    NaN  ...   \n",
       "2   1758aa38b21f5960ab1b1a241546b34a203051b6    1241079332           0.0  ...   \n",
       "3   77e524e1bdcdf76d141c23ee7682ea3304022282    1241079332           0.0  ...   \n",
       "4                                                                    NaN  ...   \n",
       "\n",
       "  NumCommits NumForks FileInfo GHStars GHCommits SECURITY.md  Corp  \\\n",
       "0       7375      221     Lisp     971      4565          no    No   \n",
       "1         47        0     Java       1        47          no    No   \n",
       "2     113558     1420      PHP    1584     36455          no    No   \n",
       "3      18255        0      PHP                            no    No   \n",
       "4          2        0    C/C++       0         2          no    No   \n",
       "\n",
       "   file_ending NumCommitsI                                                url  \n",
       "0                   7375.0                      https:// github.com/uzbl/uzbl  \n",
       "1         java        47.0  https:// github.com/dariucc07/predicting-vulne...  \n",
       "2                 113558.0                    https:// github.com/phpbb/phpbb  \n",
       "3                  18255.0                   https:// github.com/steveh/phpbb  \n",
       "4            c         2.0          https:// github.com/simula67/thunar-1.3.0  \n",
       "\n",
       "[5 rows x 33 columns]"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "ecd822a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['file_ending'] = df.Path.str.split('.').str[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0f60bb17",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "2e8baf8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "file_ending\n",
       "c                                                                                            1741\n",
       "svn-base                                                                                      528\n",
       "php                                                                                           436\n",
       "cc                                                                                            226\n",
       "js                                                                                            147\n",
       "                                                                                             ... \n",
       " sdk/rootfs/src/open_src/OTCPDump/src/CHANGES                                                   1\n",
       " selinux/policycoreutils/sandbox/sandbox                                                        1\n",
       " server_and_zr300_interface/workspace/librealsense/ubuntu-xenial-hwe/drivers/char/Kconfig       1\n",
       " setup_template/rootfs/usr/share/bash-completion/completions/umount                             1\n",
       "zsh                                                                                             1\n",
       "Name: CVE, Length: 720, dtype: int64"
      ]
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     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(['file_ending'])['CVE'].nunique().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "6af8cf33",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FileInfo  file_ending                   \n",
       " C/C++    c                                 1733\n",
       "          c                                  637\n",
       " C/C++    svn-base                           429\n",
       " PHP      php                                422\n",
       " Java     c                                  415\n",
       "                                            ... \n",
       " C/C++    17/drivers/char/Kconfig              1\n",
       "          18-rc8/drivers/char/Kconfig          1\n",
       "          18/drivers/char/Kconfig              1\n",
       "          18_zh_cmt/drivers/char/Kconfig       1\n",
       " fml      zsh                                  1\n",
       "Name: CVE, Length: 1063, dtype: int64"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(['FileInfo', 'file_ending'])['CVE'].nunique().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "4220754c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CVE</th>\n",
       "      <th>ProjectUrl</th>\n",
       "      <th>Project</th>\n",
       "      <th>Path</th>\n",
       "      <th>status</th>\n",
       "      <th>FirstBadBlob</th>\n",
       "      <th>FirstBadTime</th>\n",
       "      <th>FirstGoodBlob</th>\n",
       "      <th>FirstGoodTime</th>\n",
       "      <th>TimeSinceFix</th>\n",
       "      <th>...</th>\n",
       "      <th>NumCommits</th>\n",
       "      <th>NumForks</th>\n",
       "      <th>FileInfo</th>\n",
       "      <th>GHStars</th>\n",
       "      <th>GHCommits</th>\n",
       "      <th>SECURITY.md</th>\n",
       "      <th>Corp</th>\n",
       "      <th>file_ending</th>\n",
       "      <th>NumCommitsI</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>CVE-2010-5312</td>\n",
       "      <td>github.com/h3len/Project</td>\n",
       "      <td>h3len_Project</td>\n",
       "      <td>livworkbench/.svn/pristine/82/8242090390ee7a2...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>22fc3820f8cc615ff7505644f644e06c2ca673dd</td>\n",
       "      <td>1441187139</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>PHP</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>svn-base</td>\n",
       "      <td>9.0</td>\n",
       "      <td>https:// github.com/h3len/project</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>CVE-2010-5312</td>\n",
       "      <td>github.com/jacksyen/skyeagle</td>\n",
       "      <td>jacksyen_skyeagle</td>\n",
       "      <td>plugins/jquery-ui/.svn/text-base/jquery.ui.di...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>024b8533cff44eb8716be04227806be32fb0658c</td>\n",
       "      <td>1390448220</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>JavaScript</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>svn-base</td>\n",
       "      <td>1.0</td>\n",
       "      <td>https:// github.com/jacksyen/skyeagle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>CVE-2010-5312</td>\n",
       "      <td>github.com/laironald/Govt-rddash</td>\n",
       "      <td>laironald_Govt-rddash</td>\n",
       "      <td>js/ui/.svn/text-base/jquery.ui.dialog.js.svn-...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>502fcc35e83457e1088e0179c01a6c4e0d2b1196</td>\n",
       "      <td>1306776445</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>JavaScript</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>svn-base</td>\n",
       "      <td>1.0</td>\n",
       "      <td>https:// github.com/laironald/govt-rddash</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>CVE-2010-5312</td>\n",
       "      <td>github.com/Maryata/ichujian</td>\n",
       "      <td>Maryata_ichujian</td>\n",
       "      <td>jshop/.svn/pristine/c1/c17edbe0b6effd840328e7...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>85aa7312d972a02f3b207a20f53306bf7138b8f6</td>\n",
       "      <td>1465958043</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>Java</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>svn-base</td>\n",
       "      <td>7.0</td>\n",
       "      <td>https:// github.com/maryata/ichujian</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>CVE-2010-5312</td>\n",
       "      <td>github.com/winpil/expressage</td>\n",
       "      <td>winpil_expressage</td>\n",
       "      <td>expressage_admin/.svn/pristine/70/7012f03fd8d...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>07299984e41bc957161e9cff3534f84daa3863e3</td>\n",
       "      <td>1506568735</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>Java</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>svn-base</td>\n",
       "      <td>2.0</td>\n",
       "      <td>https:// github.com/winpil/expressage</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2670503</th>\n",
       "      <td>CVE-2020-7760</td>\n",
       "      <td>github.com/ChengWay/gitHub</td>\n",
       "      <td>ChengWay_gitHub</td>\n",
       "      <td>wuxi/.svn/pristine/3b/3b06098fa7d1189318211b6...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>96cabdcf3a09a424e82112e566ab0a6824b016cb</td>\n",
       "      <td>1527062705</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>JavaScript</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>svn-base</td>\n",
       "      <td>5.0</td>\n",
       "      <td>https:// github.com/chengway/github</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2676465</th>\n",
       "      <td>CVE-2021-23386</td>\n",
       "      <td>github.com/alombd/blockchain-dapp</td>\n",
       "      <td>alombd_blockchain-dapp</td>\n",
       "      <td>.svn/pristine/c4/c45f95fa1171d79036ef73317683...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>3b897886d3289ae091f006fa2b7a8f594afc1241</td>\n",
       "      <td>1532960176</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>TypeScript</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>svn-base</td>\n",
       "      <td>2.0</td>\n",
       "      <td>https:// github.com/alombd/blockchain-dapp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2679652</th>\n",
       "      <td>CVE-2021-29060</td>\n",
       "      <td>github.com/abnerxue/nuxt_h5</td>\n",
       "      <td>abnerxue_nuxt_h5</td>\n",
       "      <td>.svn/pristine/d3/d3c2e5d8bfa22963d53ef280c244...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>6073f9fa8c2bf466f699b2fed13c59a52fa64628</td>\n",
       "      <td>1584254167</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>JavaScript</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>svn-base</td>\n",
       "      <td>13.0</td>\n",
       "      <td>https:// github.com/abnerxue/nuxt_h5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2683024</th>\n",
       "      <td>CVE-2022-24785</td>\n",
       "      <td>github.com/18779918803/jk-kq</td>\n",
       "      <td>18779918803_jk-kq</td>\n",
       "      <td>.svn/pristine/36/364121637257401d49b023ebb1bc...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>10bc74295d556e6587994e6978717b1f2ecd9833</td>\n",
       "      <td>1594604138</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>JavaScript</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>svn-base</td>\n",
       "      <td>3.0</td>\n",
       "      <td>https:// github.com/18779918803/jk-kq</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2684196</th>\n",
       "      <td>CVE-2022-24785</td>\n",
       "      <td>github.com/AmineSisaber/Tests-</td>\n",
       "      <td>AmineSisaber_Tests-</td>\n",
       "      <td>pages_extranet/.svn/pristine/81/811c363673c87...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>75833e0798dad7112a7d70245b766d6dac6a83fe</td>\n",
       "      <td>1521047046</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>JavaScript</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>svn-base</td>\n",
       "      <td>1.0</td>\n",
       "      <td>https:// github.com/aminesisaber/tests-</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3489 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    CVE                          ProjectUrl  \\\n",
       "144       CVE-2010-5312            github.com/h3len/Project   \n",
       "148       CVE-2010-5312        github.com/jacksyen/skyeagle   \n",
       "156       CVE-2010-5312    github.com/laironald/Govt-rddash   \n",
       "165       CVE-2010-5312         github.com/Maryata/ichujian   \n",
       "209       CVE-2010-5312        github.com/winpil/expressage   \n",
       "...                 ...                                 ...   \n",
       "2670503   CVE-2020-7760          github.com/ChengWay/gitHub   \n",
       "2676465  CVE-2021-23386   github.com/alombd/blockchain-dapp   \n",
       "2679652  CVE-2021-29060         github.com/abnerxue/nuxt_h5   \n",
       "2683024  CVE-2022-24785        github.com/18779918803/jk-kq   \n",
       "2684196  CVE-2022-24785      github.com/AmineSisaber/Tests-   \n",
       "\n",
       "                         Project  \\\n",
       "144                h3len_Project   \n",
       "148            jacksyen_skyeagle   \n",
       "156        laironald_Govt-rddash   \n",
       "165             Maryata_ichujian   \n",
       "209            winpil_expressage   \n",
       "...                          ...   \n",
       "2670503          ChengWay_gitHub   \n",
       "2676465   alombd_blockchain-dapp   \n",
       "2679652         abnerxue_nuxt_h5   \n",
       "2683024        18779918803_jk-kq   \n",
       "2684196      AmineSisaber_Tests-   \n",
       "\n",
       "                                                      Path    status  \\\n",
       "144       livworkbench/.svn/pristine/82/8242090390ee7a2...  notfixed   \n",
       "148       plugins/jquery-ui/.svn/text-base/jquery.ui.di...  notfixed   \n",
       "156       js/ui/.svn/text-base/jquery.ui.dialog.js.svn-...  notfixed   \n",
       "165       jshop/.svn/pristine/c1/c17edbe0b6effd840328e7...  notfixed   \n",
       "209       expressage_admin/.svn/pristine/70/7012f03fd8d...  notfixed   \n",
       "...                                                    ...       ...   \n",
       "2670503   wuxi/.svn/pristine/3b/3b06098fa7d1189318211b6...  notfixed   \n",
       "2676465   .svn/pristine/c4/c45f95fa1171d79036ef73317683...  notfixed   \n",
       "2679652   .svn/pristine/d3/d3c2e5d8bfa22963d53ef280c244...  notfixed   \n",
       "2683024   .svn/pristine/36/364121637257401d49b023ebb1bc...  notfixed   \n",
       "2684196   pages_extranet/.svn/pristine/81/811c363673c87...  notfixed   \n",
       "\n",
       "                                      FirstBadBlob FirstBadTime FirstGoodBlob  \\\n",
       "144       22fc3820f8cc615ff7505644f644e06c2ca673dd   1441187139                 \n",
       "148       024b8533cff44eb8716be04227806be32fb0658c   1390448220                 \n",
       "156       502fcc35e83457e1088e0179c01a6c4e0d2b1196   1306776445                 \n",
       "165       85aa7312d972a02f3b207a20f53306bf7138b8f6   1465958043                 \n",
       "209       07299984e41bc957161e9cff3534f84daa3863e3   1506568735                 \n",
       "...                                            ...          ...           ...   \n",
       "2670503   96cabdcf3a09a424e82112e566ab0a6824b016cb   1527062705                 \n",
       "2676465   3b897886d3289ae091f006fa2b7a8f594afc1241   1532960176                 \n",
       "2679652   6073f9fa8c2bf466f699b2fed13c59a52fa64628   1584254167                 \n",
       "2683024   10bc74295d556e6587994e6978717b1f2ecd9833   1594604138                 \n",
       "2684196   75833e0798dad7112a7d70245b766d6dac6a83fe   1521047046                 \n",
       "\n",
       "        FirstGoodTime  TimeSinceFix  ... NumCommits NumForks     FileInfo  \\\n",
       "144                             NaN  ...          9        1          PHP   \n",
       "148                             NaN  ...          1        0   JavaScript   \n",
       "156                             NaN  ...          1        0   JavaScript   \n",
       "165                             NaN  ...          7        1         Java   \n",
       "209                             NaN  ...          2        0         Java   \n",
       "...               ...           ...  ...        ...      ...          ...   \n",
       "2670503                         NaN  ...          5        0   JavaScript   \n",
       "2676465                         NaN  ...          2        0   TypeScript   \n",
       "2679652                         NaN  ...         13        0   JavaScript   \n",
       "2683024                         NaN  ...          3        0   JavaScript   \n",
       "2684196                         NaN  ...          1        0   JavaScript   \n",
       "\n",
       "        GHStars GHCommits SECURITY.md  Corp  file_ending NumCommitsI  \\\n",
       "144           0         9          no    No     svn-base         9.0   \n",
       "148           0         1          no    No     svn-base         1.0   \n",
       "156           0         1          no    No     svn-base         1.0   \n",
       "165           0         7          no    No     svn-base         7.0   \n",
       "209           0         2          no    No     svn-base         2.0   \n",
       "...         ...       ...         ...   ...          ...         ...   \n",
       "2670503       0                    no    No     svn-base         5.0   \n",
       "2676465       1                    no    No     svn-base         2.0   \n",
       "2679652       0                    no    No     svn-base        13.0   \n",
       "2683024       0                    no    No     svn-base         3.0   \n",
       "2684196       0                    no    No     svn-base         1.0   \n",
       "\n",
       "                                                url  \n",
       "144               https:// github.com/h3len/project  \n",
       "148           https:// github.com/jacksyen/skyeagle  \n",
       "156       https:// github.com/laironald/govt-rddash  \n",
       "165            https:// github.com/maryata/ichujian  \n",
       "209           https:// github.com/winpil/expressage  \n",
       "...                                             ...  \n",
       "2670503         https:// github.com/chengway/github  \n",
       "2676465  https:// github.com/alombd/blockchain-dapp  \n",
       "2679652        https:// github.com/abnerxue/nuxt_h5  \n",
       "2683024       https:// github.com/18779918803/jk-kq  \n",
       "2684196     https:// github.com/aminesisaber/tests-  \n",
       "\n",
       "[3489 rows x 33 columns]"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['file_ending'] == \"svn-base\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9159d3e5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "b026a415",
   "metadata": {},
   "source": [
    "Very interesting! This means that (unless values change a lot if we have the whole analysis) then other langauges are really copied significantly less than c!\n",
    "\n",
    "And it's really c, not cpp."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "088cc6de",
   "metadata": {},
   "source": [
    "------- looking at copies from multiple projects ---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "5220160a",
   "metadata": {},
   "outputs": [],
   "source": [
    "cvefixes = pd.read_csv('data/cvefixes_new.csv', sep= \";\", names=['cve', 'commit', 'repo', 'file', 'date1', 'date2'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "b7e65232",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['CVE', 'ProjectUrl', 'Project', 'Path', 'status', 'FirstBadBlob',\n",
       "       'FirstBadTime', 'FirstGoodBlob', 'FirstGoodTime', 'TimeSinceFix',\n",
       "       'TimeSinceFixF', 'TimeSincePub', 'TimeSincePubF', 'TimeVulnRemained',\n",
       "       'TimeVulnRemainedF', 'NumAuthors', 'EarliestCommitDate',\n",
       "       'LatestCommitDate', 'ValidDates', 'NumActiveMon', 'NumStars', 'NumCore',\n",
       "       'CommunitySize', 'NumCommits', 'NumForks', 'FileInfo', 'GHStars',\n",
       "       'GHCommits', 'SECURITY.md', 'Corp', 'file_ending', 'NumCommitsI',\n",
       "       'url'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "a0851856",
   "metadata": {},
   "outputs": [],
   "source": [
    "merged_fixes = df.merge(cvefixes, left_on=\"CVE\", right_on=\"cve\", how=\"outer\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "c48cce0f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CVE</th>\n",
       "      <th>ProjectUrl</th>\n",
       "      <th>Project</th>\n",
       "      <th>Path</th>\n",
       "      <th>status</th>\n",
       "      <th>FirstBadBlob</th>\n",
       "      <th>FirstBadTime</th>\n",
       "      <th>FirstGoodBlob</th>\n",
       "      <th>FirstGoodTime</th>\n",
       "      <th>TimeSinceFix</th>\n",
       "      <th>...</th>\n",
       "      <th>Corp</th>\n",
       "      <th>file_ending</th>\n",
       "      <th>NumCommitsI</th>\n",
       "      <th>url</th>\n",
       "      <th>cve</th>\n",
       "      <th>commit</th>\n",
       "      <th>repo</th>\n",
       "      <th>file</th>\n",
       "      <th>date1</th>\n",
       "      <th>date2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CVE-2010-2809</td>\n",
       "      <td>github.com/uzbl/uzbl</td>\n",
       "      <td>uzbl_uzbl</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>9dd1370d0b7cd876f004f7a822b0357039252184</td>\n",
       "      <td>1262459475</td>\n",
       "      <td>9cc39cb5c9396be013b5dc2ba7e4b3eaa647e975</td>\n",
       "      <td>1281006747</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>7375.0</td>\n",
       "      <td>https:// github.com/uzbl/uzbl</td>\n",
       "      <td>CVE-2010-2809</td>\n",
       "      <td>9cc39cb5c9396be013b5dc2ba7e4b3eaa647e975</td>\n",
       "      <td>https://github.com/Dieterbe/uzbl</td>\n",
       "      <td>examples/config/config</td>\n",
       "      <td>2010-08-05 13:12:27+02:00</td>\n",
       "      <td>2010-08-19T22:00Z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CVE-2010-3260</td>\n",
       "      <td>github.com/Dariucc07/Predicting-Vulnerable-Code</td>\n",
       "      <td>Dariucc07_Predicting-Vulnerable-Code</td>\n",
       "      <td>Dataset2/mining_results/RepositoryMining12/59...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>2e7f17890a24122e43a86e1185a16a2dbedf986f</td>\n",
       "      <td>1590856260</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>java</td>\n",
       "      <td>47.0</td>\n",
       "      <td>https:// github.com/dariucc07/predicting-vulne...</td>\n",
       "      <td>CVE-2010-3260</td>\n",
       "      <td>aba6681660f65af7f1676434da68c10298c30200</td>\n",
       "      <td>https://github.com/orbeon/orbeon-forms</td>\n",
       "      <td>src/java/org/orbeon/oxf/xml/xerces/XercesSAXPa...</td>\n",
       "      <td>2010-12-03 16:35:02-08:00</td>\n",
       "      <td>2011-04-27T00:55Z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CVE-2010-1630</td>\n",
       "      <td>github.com/phpbb/phpbb</td>\n",
       "      <td>phpbb_phpbb</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>33520bbf5bd80414f0cad5b7644a60ef05e20e43</td>\n",
       "      <td>982399052</td>\n",
       "      <td>1758aa38b21f5960ab1b1a241546b34a203051b6</td>\n",
       "      <td>1241079332</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>113558.0</td>\n",
       "      <td>https:// github.com/phpbb/phpbb</td>\n",
       "      <td>CVE-2010-1630</td>\n",
       "      <td>4ea3402f9363c9259881bc8ea6ce7fc6cb212657</td>\n",
       "      <td>https://github.com/phpbb/phpbb3</td>\n",
       "      <td>phpBB/posting.php</td>\n",
       "      <td>2009-04-30 08:15:32+00:00</td>\n",
       "      <td>2010-05-19T22:30Z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CVE-2010-1630</td>\n",
       "      <td>github.com/steveh/phpbb</td>\n",
       "      <td>steveh_phpbb</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>a07aa9fb69439b7306dc2803695ca1a693cfe492</td>\n",
       "      <td>982399052</td>\n",
       "      <td>77e524e1bdcdf76d141c23ee7682ea3304022282</td>\n",
       "      <td>1241079332</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>18255.0</td>\n",
       "      <td>https:// github.com/steveh/phpbb</td>\n",
       "      <td>CVE-2010-1630</td>\n",
       "      <td>4ea3402f9363c9259881bc8ea6ce7fc6cb212657</td>\n",
       "      <td>https://github.com/phpbb/phpbb3</td>\n",
       "      <td>phpBB/posting.php</td>\n",
       "      <td>2009-04-30 08:15:32+00:00</td>\n",
       "      <td>2010-05-19T22:30Z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CVE-2011-1588</td>\n",
       "      <td>github.com/simula67/Thunar-1.3.0</td>\n",
       "      <td>simula67_Thunar-1.3.0</td>\n",
       "      <td>thunar/thunar-transfer-job.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>699184df2d3fdc86c365af02ae652f3898e931a3</td>\n",
       "      <td>1348235432</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>2.0</td>\n",
       "      <td>https:// github.com/simula67/thunar-1.3.0</td>\n",
       "      <td>CVE-2011-1588</td>\n",
       "      <td>03dd312e157d4fa8a11d5fa402706ae5b05806fa</td>\n",
       "      <td>https://github.com/xfce-mirror/thunar</td>\n",
       "      <td>thunar/thunar-transfer-job.c</td>\n",
       "      <td>2011-04-15 14:10:58+02:00</td>\n",
       "      <td>2019-11-14T02:15Z</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 39 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             CVE                                        ProjectUrl  \\\n",
       "0  CVE-2010-2809                              github.com/uzbl/uzbl   \n",
       "1  CVE-2010-3260   github.com/Dariucc07/Predicting-Vulnerable-Code   \n",
       "2  CVE-2010-1630                            github.com/phpbb/phpbb   \n",
       "3  CVE-2010-1630                           github.com/steveh/phpbb   \n",
       "4  CVE-2011-1588                  github.com/simula67/Thunar-1.3.0   \n",
       "\n",
       "                                 Project  \\\n",
       "0                              uzbl_uzbl   \n",
       "1   Dariucc07_Predicting-Vulnerable-Code   \n",
       "2                            phpbb_phpbb   \n",
       "3                           steveh_phpbb   \n",
       "4                  simula67_Thunar-1.3.0   \n",
       "\n",
       "                                                Path    status  \\\n",
       "0                                                        fixed   \n",
       "1   Dataset2/mining_results/RepositoryMining12/59...  notfixed   \n",
       "2                                                        fixed   \n",
       "3                                                        fixed   \n",
       "4                       thunar/thunar-transfer-job.c  notfixed   \n",
       "\n",
       "                                FirstBadBlob FirstBadTime  \\\n",
       "0   9dd1370d0b7cd876f004f7a822b0357039252184   1262459475   \n",
       "1   2e7f17890a24122e43a86e1185a16a2dbedf986f   1590856260   \n",
       "2   33520bbf5bd80414f0cad5b7644a60ef05e20e43    982399052   \n",
       "3   a07aa9fb69439b7306dc2803695ca1a693cfe492    982399052   \n",
       "4   699184df2d3fdc86c365af02ae652f3898e931a3   1348235432   \n",
       "\n",
       "                               FirstGoodBlob FirstGoodTime  TimeSinceFix  ...  \\\n",
       "0   9cc39cb5c9396be013b5dc2ba7e4b3eaa647e975    1281006747           0.0  ...   \n",
       "1                                                                    NaN  ...   \n",
       "2   1758aa38b21f5960ab1b1a241546b34a203051b6    1241079332           0.0  ...   \n",
       "3   77e524e1bdcdf76d141c23ee7682ea3304022282    1241079332           0.0  ...   \n",
       "4                                                                    NaN  ...   \n",
       "\n",
       "  Corp file_ending NumCommitsI  \\\n",
       "0   No                  7375.0   \n",
       "1   No        java        47.0   \n",
       "2   No                113558.0   \n",
       "3   No                 18255.0   \n",
       "4   No           c         2.0   \n",
       "\n",
       "                                                 url            cve  \\\n",
       "0                      https:// github.com/uzbl/uzbl  CVE-2010-2809   \n",
       "1  https:// github.com/dariucc07/predicting-vulne...  CVE-2010-3260   \n",
       "2                    https:// github.com/phpbb/phpbb  CVE-2010-1630   \n",
       "3                   https:// github.com/steveh/phpbb  CVE-2010-1630   \n",
       "4          https:// github.com/simula67/thunar-1.3.0  CVE-2011-1588   \n",
       "\n",
       "                                     commit  \\\n",
       "0  9cc39cb5c9396be013b5dc2ba7e4b3eaa647e975   \n",
       "1  aba6681660f65af7f1676434da68c10298c30200   \n",
       "2  4ea3402f9363c9259881bc8ea6ce7fc6cb212657   \n",
       "3  4ea3402f9363c9259881bc8ea6ce7fc6cb212657   \n",
       "4  03dd312e157d4fa8a11d5fa402706ae5b05806fa   \n",
       "\n",
       "                                     repo  \\\n",
       "0        https://github.com/Dieterbe/uzbl   \n",
       "1  https://github.com/orbeon/orbeon-forms   \n",
       "2         https://github.com/phpbb/phpbb3   \n",
       "3         https://github.com/phpbb/phpbb3   \n",
       "4   https://github.com/xfce-mirror/thunar   \n",
       "\n",
       "                                                file  \\\n",
       "0                             examples/config/config   \n",
       "1  src/java/org/orbeon/oxf/xml/xerces/XercesSAXPa...   \n",
       "2                                  phpBB/posting.php   \n",
       "3                                  phpBB/posting.php   \n",
       "4                       thunar/thunar-transfer-job.c   \n",
       "\n",
       "                       date1              date2  \n",
       "0  2010-08-05 13:12:27+02:00  2010-08-19T22:00Z  \n",
       "1  2010-12-03 16:35:02-08:00  2011-04-27T00:55Z  \n",
       "2  2009-04-30 08:15:32+00:00  2010-05-19T22:30Z  \n",
       "3  2009-04-30 08:15:32+00:00  2010-05-19T22:30Z  \n",
       "4  2011-04-15 14:10:58+02:00  2019-11-14T02:15Z  \n",
       "\n",
       "[5 rows x 39 columns]"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_fixes.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "6c8bc332",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1114"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_fixes.repo.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "9fc8b568",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "354"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_fixes.repo[pd.isna(merged_fixes.Project)].nunique() # currently only 14 projects with vulnerabilities analysed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "65cc5765",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "145858"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_projects_copied = merged_fixes.groupby(\"ProjectUrl\")['repo'].nunique()\n",
    "num_projects_copied[num_projects_copied > 1].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "56e5395b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "499101"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_projects_copied.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "6ac1c075",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.024138534196256778"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "138 / 5717 # 2.4%"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "5bc495da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ProjectUrl</th>\n",
       "      <th>repo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>github.com/0-0Jia/P2PChat</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>github.com/0-Arngerdur-1/Weather-Now</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>github.com/0000duck/opengl-test</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>github.com/000525/test</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>github.com/00099743/Laravel_testing</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145853</th>\n",
       "      <td>gitlab.com/zhwuba/platform-lk</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145854</th>\n",
       "      <td>gitlab.com/zukas/ZeroG</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145855</th>\n",
       "      <td>gitlab.com/zulfasflh/be_pwpb_xiirpl_1920_34_z...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145856</th>\n",
       "      <td>gitlab.com/zunyru/sensha</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145857</th>\n",
       "      <td>gitlab.com/zwhfly/n1</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>145858 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               ProjectUrl  repo\n",
       "0                               github.com/0-0Jia/P2PChat     2\n",
       "1                    github.com/0-Arngerdur-1/Weather-Now     2\n",
       "2                         github.com/0000duck/opengl-test     2\n",
       "3                                  github.com/000525/test     2\n",
       "4                     github.com/00099743/Laravel_testing     3\n",
       "...                                                   ...   ...\n",
       "145853                      gitlab.com/zhwuba/platform-lk     2\n",
       "145854                             gitlab.com/zukas/ZeroG     2\n",
       "145855   gitlab.com/zulfasflh/be_pwpb_xiirpl_1920_34_z...     2\n",
       "145856                           gitlab.com/zunyru/sensha     2\n",
       "145857                               gitlab.com/zwhfly/n1     6\n",
       "\n",
       "[145858 rows x 2 columns]"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "more_than_one_copy = num_projects_copied[num_projects_copied > 1]\n",
    "more_than_one_copy = more_than_one_copy.reset_index()\n",
    "more_than_one_copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "290be656",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CVE</th>\n",
       "      <th>ProjectUrl</th>\n",
       "      <th>Project</th>\n",
       "      <th>Path</th>\n",
       "      <th>status</th>\n",
       "      <th>FirstBadBlob</th>\n",
       "      <th>FirstBadTime</th>\n",
       "      <th>FirstGoodBlob</th>\n",
       "      <th>FirstGoodTime</th>\n",
       "      <th>TimeSinceFix</th>\n",
       "      <th>...</th>\n",
       "      <th>NumForks</th>\n",
       "      <th>FileInfo</th>\n",
       "      <th>GHStars</th>\n",
       "      <th>GHCommits</th>\n",
       "      <th>SECURITY.md</th>\n",
       "      <th>Corp</th>\n",
       "      <th>file_ending</th>\n",
       "      <th>NumCommitsI</th>\n",
       "      <th>url</th>\n",
       "      <th>repo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CVE-2010-3260</td>\n",
       "      <td>github.com/Dariucc07/Predicting-Vulnerable-Code</td>\n",
       "      <td>Dariucc07_Predicting-Vulnerable-Code</td>\n",
       "      <td>Dataset2/mining_results/RepositoryMining12/59...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>2e7f17890a24122e43a86e1185a16a2dbedf986f</td>\n",
       "      <td>1590856260</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>Java</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>java</td>\n",
       "      <td>47.0</td>\n",
       "      <td>https:// github.com/dariucc07/predicting-vulne...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CVE-2013-6372</td>\n",
       "      <td>github.com/Dariucc07/Predicting-Vulnerable-Code</td>\n",
       "      <td>Dariucc07_Predicting-Vulnerable-Code</td>\n",
       "      <td>hudson/plugins/subversion/src/main/java/hudso...</td>\n",
       "      <td>fixed</td>\n",
       "      <td>2e7f17890a24122e43a86e1185a16a2dbedf986f</td>\n",
       "      <td>1590856260</td>\n",
       "      <td>66140903a0e593c2672c85a5150717d1d0d5dd72</td>\n",
       "      <td>1590858305</td>\n",
       "      <td>2384.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>Java</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>java</td>\n",
       "      <td>47.0</td>\n",
       "      <td>https:// github.com/dariucc07/predicting-vulne...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CVE-2018-1000180</td>\n",
       "      <td>github.com/Dariucc07/Predicting-Vulnerable-Code</td>\n",
       "      <td>Dariucc07_Predicting-Vulnerable-Code</td>\n",
       "      <td>Dataset2/mining_results/RepositoryMining6/266...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>2e7f17890a24122e43a86e1185a16a2dbedf986f</td>\n",
       "      <td>1590856260</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>Java</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>java</td>\n",
       "      <td>47.0</td>\n",
       "      <td>https:// github.com/dariucc07/predicting-vulne...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CVE-2018-15531</td>\n",
       "      <td>github.com/Dariucc07/Predicting-Vulnerable-Code</td>\n",
       "      <td>Dariucc07_Predicting-Vulnerable-Code</td>\n",
       "      <td>Dataset2/mining_results/RepositoryMining10/49...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>2e7f17890a24122e43a86e1185a16a2dbedf986f</td>\n",
       "      <td>1590856260</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>Java</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>java</td>\n",
       "      <td>47.0</td>\n",
       "      <td>https:// github.com/dariucc07/predicting-vulne...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CVE-2019-14439</td>\n",
       "      <td>github.com/Dariucc07/Predicting-Vulnerable-Code</td>\n",
       "      <td>Dariucc07_Predicting-Vulnerable-Code</td>\n",
       "      <td>Dataset2/mining_results/RepositoryMining7/327...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>2e7f17890a24122e43a86e1185a16a2dbedf986f</td>\n",
       "      <td>1590856260</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>Java</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>java</td>\n",
       "      <td>47.0</td>\n",
       "      <td>https:// github.com/dariucc07/predicting-vulne...</td>\n",
       "      <td>5</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616228</th>\n",
       "      <td>CVE-2022-31129</td>\n",
       "      <td>github.com/AlphaJulie/vue-app</td>\n",
       "      <td>AlphaJulie_vue-app</td>\n",
       "      <td>backend/node_modules/moment/src/lib/create/fr...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>cd6dc4ba1eeea85a8f7caded3d7c8a70ca958dc8</td>\n",
       "      <td>1594866242</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>JavaScript</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>js</td>\n",
       "      <td>41.0</td>\n",
       "      <td>https:// github.com/alphajulie/vue-app</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616229</th>\n",
       "      <td>CVE-2021-23438</td>\n",
       "      <td>github.com/Amit23kr/full-stack-mern</td>\n",
       "      <td>Amit23kr_full-stack-mern</td>\n",
       "      <td>node_modules/mpath/lib/index.js</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>d254102468f1b4980d92dfd8678e1e12ce100cef</td>\n",
       "      <td>1548181590</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>JavaScript</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>js</td>\n",
       "      <td>1.0</td>\n",
       "      <td>https:// github.com/amit23kr/full-stack-mern</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616230</th>\n",
       "      <td>CVE-2022-31129</td>\n",
       "      <td>github.com/Amit23kr/full-stack-mern</td>\n",
       "      <td>Amit23kr_full-stack-mern</td>\n",
       "      <td>node_modules/moment/src/lib/create/from-strin...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>d254102468f1b4980d92dfd8678e1e12ce100cef</td>\n",
       "      <td>1548181590</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>JavaScript</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>js</td>\n",
       "      <td>1.0</td>\n",
       "      <td>https:// github.com/amit23kr/full-stack-mern</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616231</th>\n",
       "      <td>CVE-2021-23438</td>\n",
       "      <td>github.com/anderson0741/portfolio</td>\n",
       "      <td>anderson0741_portfolio</td>\n",
       "      <td>not used/server/node_modules/mpath/lib/index.js</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>c62ff7e5859d8c61e432565cd183f3ad59e5c6d8</td>\n",
       "      <td>1520876335</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>JavaScript</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>js</td>\n",
       "      <td>88.0</td>\n",
       "      <td>https:// github.com/anderson0741/portfolio</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616232</th>\n",
       "      <td>CVE-2022-24785</td>\n",
       "      <td>github.com/anderson0741/portfolio</td>\n",
       "      <td>anderson0741_portfolio</td>\n",
       "      <td>not used/server/node_modules/moment/src/lib/l...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>c62ff7e5859d8c61e432565cd183f3ad59e5c6d8</td>\n",
       "      <td>1520876335</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>JavaScript</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>js</td>\n",
       "      <td>88.0</td>\n",
       "      <td>https:// github.com/anderson0741/portfolio</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>616233 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     CVE                                        ProjectUrl  \\\n",
       "0          CVE-2010-3260   github.com/Dariucc07/Predicting-Vulnerable-Code   \n",
       "1          CVE-2013-6372   github.com/Dariucc07/Predicting-Vulnerable-Code   \n",
       "2       CVE-2018-1000180   github.com/Dariucc07/Predicting-Vulnerable-Code   \n",
       "3         CVE-2018-15531   github.com/Dariucc07/Predicting-Vulnerable-Code   \n",
       "4         CVE-2019-14439   github.com/Dariucc07/Predicting-Vulnerable-Code   \n",
       "...                  ...                                               ...   \n",
       "616228    CVE-2022-31129                     github.com/AlphaJulie/vue-app   \n",
       "616229    CVE-2021-23438               github.com/Amit23kr/full-stack-mern   \n",
       "616230    CVE-2022-31129               github.com/Amit23kr/full-stack-mern   \n",
       "616231    CVE-2021-23438                 github.com/anderson0741/portfolio   \n",
       "616232    CVE-2022-24785                 github.com/anderson0741/portfolio   \n",
       "\n",
       "                                      Project  \\\n",
       "0        Dariucc07_Predicting-Vulnerable-Code   \n",
       "1        Dariucc07_Predicting-Vulnerable-Code   \n",
       "2        Dariucc07_Predicting-Vulnerable-Code   \n",
       "3        Dariucc07_Predicting-Vulnerable-Code   \n",
       "4        Dariucc07_Predicting-Vulnerable-Code   \n",
       "...                                       ...   \n",
       "616228                     AlphaJulie_vue-app   \n",
       "616229               Amit23kr_full-stack-mern   \n",
       "616230               Amit23kr_full-stack-mern   \n",
       "616231                 anderson0741_portfolio   \n",
       "616232                 anderson0741_portfolio   \n",
       "\n",
       "                                                     Path    status  \\\n",
       "0        Dataset2/mining_results/RepositoryMining12/59...  notfixed   \n",
       "1        hudson/plugins/subversion/src/main/java/hudso...     fixed   \n",
       "2        Dataset2/mining_results/RepositoryMining6/266...  notfixed   \n",
       "3        Dataset2/mining_results/RepositoryMining10/49...  notfixed   \n",
       "4        Dataset2/mining_results/RepositoryMining7/327...  notfixed   \n",
       "...                                                   ...       ...   \n",
       "616228   backend/node_modules/moment/src/lib/create/fr...  notfixed   \n",
       "616229                    node_modules/mpath/lib/index.js  notfixed   \n",
       "616230   node_modules/moment/src/lib/create/from-strin...  notfixed   \n",
       "616231    not used/server/node_modules/mpath/lib/index.js  notfixed   \n",
       "616232   not used/server/node_modules/moment/src/lib/l...  notfixed   \n",
       "\n",
       "                                     FirstBadBlob FirstBadTime  \\\n",
       "0        2e7f17890a24122e43a86e1185a16a2dbedf986f   1590856260   \n",
       "1        2e7f17890a24122e43a86e1185a16a2dbedf986f   1590856260   \n",
       "2        2e7f17890a24122e43a86e1185a16a2dbedf986f   1590856260   \n",
       "3        2e7f17890a24122e43a86e1185a16a2dbedf986f   1590856260   \n",
       "4        2e7f17890a24122e43a86e1185a16a2dbedf986f   1590856260   \n",
       "...                                           ...          ...   \n",
       "616228   cd6dc4ba1eeea85a8f7caded3d7c8a70ca958dc8   1594866242   \n",
       "616229   d254102468f1b4980d92dfd8678e1e12ce100cef   1548181590   \n",
       "616230   d254102468f1b4980d92dfd8678e1e12ce100cef   1548181590   \n",
       "616231   c62ff7e5859d8c61e432565cd183f3ad59e5c6d8   1520876335   \n",
       "616232   c62ff7e5859d8c61e432565cd183f3ad59e5c6d8   1520876335   \n",
       "\n",
       "                                    FirstGoodBlob FirstGoodTime  TimeSinceFix  \\\n",
       "0                                                                         NaN   \n",
       "1        66140903a0e593c2672c85a5150717d1d0d5dd72    1590858305        2384.0   \n",
       "2                                                                         NaN   \n",
       "3                                                                         NaN   \n",
       "4                                                                         NaN   \n",
       "...                                           ...           ...           ...   \n",
       "616228                                                                    NaN   \n",
       "616229                                                                    NaN   \n",
       "616230                                                                    NaN   \n",
       "616231                                                                    NaN   \n",
       "616232                                                                    NaN   \n",
       "\n",
       "        ... NumForks     FileInfo GHStars GHCommits SECURITY.md Corp  \\\n",
       "0       ...        0         Java       1        47          no   No   \n",
       "1       ...        0         Java       1        47          no   No   \n",
       "2       ...        0         Java       1        47          no   No   \n",
       "3       ...        0         Java       1        47          no   No   \n",
       "4       ...        0         Java       1        47          no   No   \n",
       "...     ...      ...          ...     ...       ...         ...  ...   \n",
       "616228  ...        0   JavaScript       0                    no   No   \n",
       "616229  ...        0   JavaScript       0                    no   No   \n",
       "616230  ...        0   JavaScript       0                    no   No   \n",
       "616231  ...        0   JavaScript       0                    no   No   \n",
       "616232  ...        0   JavaScript       0                    no   No   \n",
       "\n",
       "        file_ending  NumCommitsI  \\\n",
       "0              java         47.0   \n",
       "1              java         47.0   \n",
       "2              java         47.0   \n",
       "3              java         47.0   \n",
       "4              java         47.0   \n",
       "...             ...          ...   \n",
       "616228           js         41.0   \n",
       "616229           js          1.0   \n",
       "616230           js          1.0   \n",
       "616231           js         88.0   \n",
       "616232           js         88.0   \n",
       "\n",
       "                                                      url  repo  \n",
       "0       https:// github.com/dariucc07/predicting-vulne...     5  \n",
       "1       https:// github.com/dariucc07/predicting-vulne...     5  \n",
       "2       https:// github.com/dariucc07/predicting-vulne...     5  \n",
       "3       https:// github.com/dariucc07/predicting-vulne...     5  \n",
       "4       https:// github.com/dariucc07/predicting-vulne...     5  \n",
       "...                                                   ...   ...  \n",
       "616228             https:// github.com/alphajulie/vue-app     2  \n",
       "616229       https:// github.com/amit23kr/full-stack-mern     2  \n",
       "616230       https:// github.com/amit23kr/full-stack-mern     2  \n",
       "616231         https:// github.com/anderson0741/portfolio     2  \n",
       "616232         https:// github.com/anderson0741/portfolio     2  \n",
       "\n",
       "[616233 rows x 34 columns]"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with_more_than_one_copy = df.merge(more_than_one_copy, on=\"ProjectUrl\", how=\"inner\")\n",
    "with_more_than_one_copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "af9c06da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "status\n",
       "fixed        25781\n",
       "notfixed    584220\n",
       "unknown       6232\n",
       "Name: CVE, dtype: int64"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with_more_than_one_copy.groupby(\"status\")['CVE'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "e5697d83",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CVE</th>\n",
       "      <th>ProjectUrl</th>\n",
       "      <th>Project</th>\n",
       "      <th>Path</th>\n",
       "      <th>status</th>\n",
       "      <th>FirstBadBlob</th>\n",
       "      <th>FirstBadTime</th>\n",
       "      <th>FirstGoodBlob</th>\n",
       "      <th>FirstGoodTime</th>\n",
       "      <th>TimeSinceFix</th>\n",
       "      <th>...</th>\n",
       "      <th>NumCommits</th>\n",
       "      <th>NumForks</th>\n",
       "      <th>FileInfo</th>\n",
       "      <th>GHStars</th>\n",
       "      <th>GHCommits</th>\n",
       "      <th>SECURITY.md</th>\n",
       "      <th>Corp</th>\n",
       "      <th>file_ending</th>\n",
       "      <th>NumCommitsI</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CVE-2010-2809</td>\n",
       "      <td>github.com/uzbl/uzbl</td>\n",
       "      <td>uzbl_uzbl</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>9dd1370d0b7cd876f004f7a822b0357039252184</td>\n",
       "      <td>1262459475</td>\n",
       "      <td>9cc39cb5c9396be013b5dc2ba7e4b3eaa647e975</td>\n",
       "      <td>1281006747</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>7375</td>\n",
       "      <td>221</td>\n",
       "      <td>Lisp</td>\n",
       "      <td>971</td>\n",
       "      <td>4565</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>7375.0</td>\n",
       "      <td>https:// github.com/uzbl/uzbl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CVE-2010-3260</td>\n",
       "      <td>github.com/Dariucc07/Predicting-Vulnerable-Code</td>\n",
       "      <td>Dariucc07_Predicting-Vulnerable-Code</td>\n",
       "      <td>Dataset2/mining_results/RepositoryMining12/59...</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>2e7f17890a24122e43a86e1185a16a2dbedf986f</td>\n",
       "      <td>1590856260</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>Java</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>java</td>\n",
       "      <td>47.0</td>\n",
       "      <td>https:// github.com/dariucc07/predicting-vulne...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CVE-2010-1630</td>\n",
       "      <td>github.com/phpbb/phpbb</td>\n",
       "      <td>phpbb_phpbb</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>33520bbf5bd80414f0cad5b7644a60ef05e20e43</td>\n",
       "      <td>982399052</td>\n",
       "      <td>1758aa38b21f5960ab1b1a241546b34a203051b6</td>\n",
       "      <td>1241079332</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>113558</td>\n",
       "      <td>1420</td>\n",
       "      <td>PHP</td>\n",
       "      <td>1584</td>\n",
       "      <td>36455</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>113558.0</td>\n",
       "      <td>https:// github.com/phpbb/phpbb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CVE-2010-1630</td>\n",
       "      <td>github.com/steveh/phpbb</td>\n",
       "      <td>steveh_phpbb</td>\n",
       "      <td></td>\n",
       "      <td>fixed</td>\n",
       "      <td>a07aa9fb69439b7306dc2803695ca1a693cfe492</td>\n",
       "      <td>982399052</td>\n",
       "      <td>77e524e1bdcdf76d141c23ee7682ea3304022282</td>\n",
       "      <td>1241079332</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>18255</td>\n",
       "      <td>0</td>\n",
       "      <td>PHP</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>18255.0</td>\n",
       "      <td>https:// github.com/steveh/phpbb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CVE-2011-1588</td>\n",
       "      <td>github.com/simula67/Thunar-1.3.0</td>\n",
       "      <td>simula67_Thunar-1.3.0</td>\n",
       "      <td>thunar/thunar-transfer-job.c</td>\n",
       "      <td>notfixed</td>\n",
       "      <td>699184df2d3fdc86c365af02ae652f3898e931a3</td>\n",
       "      <td>1348235432</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>C/C++</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>no</td>\n",
       "      <td>No</td>\n",
       "      <td>c</td>\n",
       "      <td>2.0</td>\n",
       "      <td>https:// github.com/simula67/thunar-1.3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             CVE                                        ProjectUrl  \\\n",
       "0  CVE-2010-2809                              github.com/uzbl/uzbl   \n",
       "1  CVE-2010-3260   github.com/Dariucc07/Predicting-Vulnerable-Code   \n",
       "2  CVE-2010-1630                            github.com/phpbb/phpbb   \n",
       "3  CVE-2010-1630                           github.com/steveh/phpbb   \n",
       "4  CVE-2011-1588                  github.com/simula67/Thunar-1.3.0   \n",
       "\n",
       "                                 Project  \\\n",
       "0                              uzbl_uzbl   \n",
       "1   Dariucc07_Predicting-Vulnerable-Code   \n",
       "2                            phpbb_phpbb   \n",
       "3                           steveh_phpbb   \n",
       "4                  simula67_Thunar-1.3.0   \n",
       "\n",
       "                                                Path    status  \\\n",
       "0                                                        fixed   \n",
       "1   Dataset2/mining_results/RepositoryMining12/59...  notfixed   \n",
       "2                                                        fixed   \n",
       "3                                                        fixed   \n",
       "4                       thunar/thunar-transfer-job.c  notfixed   \n",
       "\n",
       "                                FirstBadBlob FirstBadTime  \\\n",
       "0   9dd1370d0b7cd876f004f7a822b0357039252184   1262459475   \n",
       "1   2e7f17890a24122e43a86e1185a16a2dbedf986f   1590856260   \n",
       "2   33520bbf5bd80414f0cad5b7644a60ef05e20e43    982399052   \n",
       "3   a07aa9fb69439b7306dc2803695ca1a693cfe492    982399052   \n",
       "4   699184df2d3fdc86c365af02ae652f3898e931a3   1348235432   \n",
       "\n",
       "                               FirstGoodBlob FirstGoodTime  TimeSinceFix  ...  \\\n",
       "0   9cc39cb5c9396be013b5dc2ba7e4b3eaa647e975    1281006747           0.0  ...   \n",
       "1                                                                    NaN  ...   \n",
       "2   1758aa38b21f5960ab1b1a241546b34a203051b6    1241079332           0.0  ...   \n",
       "3   77e524e1bdcdf76d141c23ee7682ea3304022282    1241079332           0.0  ...   \n",
       "4                                                                    NaN  ...   \n",
       "\n",
       "  NumCommits NumForks FileInfo GHStars GHCommits SECURITY.md  Corp  \\\n",
       "0       7375      221     Lisp     971      4565          no    No   \n",
       "1         47        0     Java       1        47          no    No   \n",
       "2     113558     1420      PHP    1584     36455          no    No   \n",
       "3      18255        0      PHP                            no    No   \n",
       "4          2        0    C/C++       0         2          no    No   \n",
       "\n",
       "   file_ending NumCommitsI                                                url  \n",
       "0                   7375.0                      https:// github.com/uzbl/uzbl  \n",
       "1         java        47.0  https:// github.com/dariucc07/predicting-vulne...  \n",
       "2                 113558.0                    https:// github.com/phpbb/phpbb  \n",
       "3                  18255.0                   https:// github.com/steveh/phpbb  \n",
       "4            c         2.0          https:// github.com/simula67/thunar-1.3.0  \n",
       "\n",
       "[5 rows x 33 columns]"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "f2ed4fdd",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['numeric'] = df['CommunitySize'].astype(dtype= int, errors = 'ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "1a2998a2",
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "'<' not supported between instances of 'int' and 'str'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn [135], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m sorted_df \u001b[38;5;241m=\u001b[39m df\u001b[38;5;241m.\u001b[39msort_values(by\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnumeric\u001b[39m\u001b[38;5;124m'\u001b[39m], inplace\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, ascending\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n",
      "File \u001b[0;32m/opt/homebrew/lib/python3.10/site-packages/pandas/util/_decorators.py:311\u001b[0m, in \u001b[0;36mdeprecate_nonkeyword_arguments.<locals>.decorate.<locals>.wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    305\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(args) \u001b[38;5;241m>\u001b[39m num_allow_args:\n\u001b[1;32m    306\u001b[0m     warnings\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[1;32m    307\u001b[0m         msg\u001b[38;5;241m.\u001b[39mformat(arguments\u001b[38;5;241m=\u001b[39marguments),\n\u001b[1;32m    308\u001b[0m         \u001b[38;5;167;01mFutureWarning\u001b[39;00m,\n\u001b[1;32m    309\u001b[0m         stacklevel\u001b[38;5;241m=\u001b[39mstacklevel,\n\u001b[1;32m    310\u001b[0m     )\n\u001b[0;32m--> 311\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m/opt/homebrew/lib/python3.10/site-packages/pandas/core/frame.py:6333\u001b[0m, in \u001b[0;36mDataFrame.sort_values\u001b[0;34m(self, by, axis, ascending, inplace, kind, na_position, ignore_index, key)\u001b[0m\n\u001b[1;32m   6330\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(ascending, (\u001b[38;5;28mtuple\u001b[39m, \u001b[38;5;28mlist\u001b[39m)):\n\u001b[1;32m   6331\u001b[0m         ascending \u001b[38;5;241m=\u001b[39m ascending[\u001b[38;5;241m0\u001b[39m]\n\u001b[0;32m-> 6333\u001b[0m     indexer \u001b[38;5;241m=\u001b[39m \u001b[43mnargsort\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   6334\u001b[0m \u001b[43m        \u001b[49m\u001b[43mk\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkind\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mkind\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mascending\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mascending\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mna_position\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mna_position\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkey\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mkey\u001b[49m\n\u001b[1;32m   6335\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   6336\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m   6337\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcopy()\n",
      "File \u001b[0;32m/opt/homebrew/lib/python3.10/site-packages/pandas/core/sorting.py:417\u001b[0m, in \u001b[0;36mnargsort\u001b[0;34m(items, kind, ascending, na_position, key, mask)\u001b[0m\n\u001b[1;32m    415\u001b[0m     non_nans \u001b[38;5;241m=\u001b[39m non_nans[::\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m]\n\u001b[1;32m    416\u001b[0m     non_nan_idx \u001b[38;5;241m=\u001b[39m non_nan_idx[::\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m]\n\u001b[0;32m--> 417\u001b[0m indexer \u001b[38;5;241m=\u001b[39m non_nan_idx[\u001b[43mnon_nans\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43margsort\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkind\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mkind\u001b[49m\u001b[43m)\u001b[49m]\n\u001b[1;32m    418\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m ascending:\n\u001b[1;32m    419\u001b[0m     indexer \u001b[38;5;241m=\u001b[39m indexer[::\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m]\n",
      "\u001b[0;31mTypeError\u001b[0m: '<' not supported between instances of 'int' and 'str'"
     ]
    }
   ],
   "source": [
    "sorted_df = df.sort_values(by=['numeric'], inplace=False, ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b868286",
   "metadata": {},
   "source": [
    "### some interesting observations:\n",
    "\n",
    "What about projects that have been archived? Should we check if the project has been updated within the last year? \n",
    "\n",
    "Community size might not be the best measure to use, it seems that if a project is forked, then the new fork gets the same (or similar) community size than the original"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "366a27b8",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'sorted_df' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn [136], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m sorted_df[sorted_df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mstatus\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m notfixed\u001b[39m\u001b[38;5;124m\"\u001b[39m][\u001b[38;5;241m1\u001b[39m:\u001b[38;5;241m10\u001b[39m]\n",
      "\u001b[0;31mNameError\u001b[0m: name 'sorted_df' is not defined"
     ]
    }
   ],
   "source": [
    "sorted_df[sorted_df['status'] == \" notfixed\"][1:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "6d7670cd",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'sorted_df' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn [137], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m sorted_df[sorted_df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mstatus\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m notfixed\u001b[39m\u001b[38;5;124m\"\u001b[39m][\u001b[38;5;241m30\u001b[39m:\u001b[38;5;241m40\u001b[39m]\n",
      "\u001b[0;31mNameError\u001b[0m: name 'sorted_df' is not defined"
     ]
    }
   ],
   "source": [
    "sorted_df[sorted_df['status'] == \" notfixed\"][30:40]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bbe37703",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['numeric'] = df['GHStars'].str.strip().astype(dtype= int, errors = 'ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a48af15e",
   "metadata": {},
   "outputs": [],
   "source": [
    "sorted_df = df[df['GHStars'].str.strip().str.isnumeric()]\n",
    "sorted_df['numeric'] = sorted_df['GHStars'].str.strip().astype(dtype= int, errors = 'ignore')\n",
    "sorted_df.sort_values(by='numeric', inplace=True, ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1f7b1e19",
   "metadata": {},
   "outputs": [],
   "source": [
    "sorted_df[sorted_df['status'] == \" notfixed\"][0:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b3eb4543",
   "metadata": {},
   "outputs": [],
   "source": [
    "sorted_df[sorted_df['status'] == \" notfixed\"][30:40]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eff07429",
   "metadata": {},
   "outputs": [],
   "source": [
    "sorted_df[sorted_df['status'] == \" notfixed\"][120:140]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8bcf8bc3",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0b29da65",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "83155728",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d9c94e5f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a4d6f10c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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