indoss_contributors_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0cdde1b9",
   "metadata": {},
   "source": [
    "# Contributor analysis in enterprise-driven OSS projects\n",
    "\n",
    "This notebook is used to analyze the influence of non-enterprise-affiliated contributors to enterprise-driven OSS projects, in the context of the [2022 World of Code Hackathon](https://github.com/woc-hack/hackathon-pittsburgh-2022). Particularly we aim to investigate the following project characteristics from contributors' perspective.\n",
    "\n",
    "- commit frequency\n",
    "- contribution size (LOC, files)\n",
    "- activity distribution\n",
    "\n",
    "This work is based on the following datasets.\n",
    "\n",
    "- [A Dataset of Enterprise-Driven Open Source Software](https://arxiv.org/abs/2002.03927), MSR 2020\n",
    "- [World Of Code: Complete, Curated, Cross-referenced, and Current Collection of Open Source Version Control Data](https://worldofcode.org/)\n",
    "\n",
    "The project team consists of the following members\n",
    "from the [Athens University of Economics and Business](https://www.aueb.gr/en/international), Greece.\n",
    "\n",
    "- [Angeliki Papadopoulou](https://www.balab.aueb.gr/angeliki-papadopolou.html), undergraduate student\n",
    "- [George Liargkovas](https://www.balab.aueb.gr/george-liargkovas.html), undergraduate student\n",
    "- [Zoe Kotti](https://zkotti.github.io/), PhD student\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "0e0dd254",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e32e680b",
   "metadata": {},
   "source": [
    "## Data loading & curation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "9f22b8e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['url',\n",
       " 'project_id',\n",
       " 'sdtc',\n",
       " 'mcpc',\n",
       " 'mcve',\n",
       " 'star_number',\n",
       " 'commit_count',\n",
       " 'files',\n",
       " 'lines',\n",
       " 'pull_requests',\n",
       " 'github_repo_creation',\n",
       " 'earliest_commit',\n",
       " 'most_recent_commit',\n",
       " 'committer_count',\n",
       " 'author_count',\n",
       " 'dominant_domain',\n",
       " 'dominant_domain_committer_commits',\n",
       " 'dominant_domain_author_commits',\n",
       " 'dominant_domain_committers',\n",
       " 'dominant_domain_authors',\n",
       " 'cik',\n",
       " 'fg500',\n",
       " 'sec10k',\n",
       " 'sec20f',\n",
       " 'project_name',\n",
       " 'owner_login',\n",
       " 'company_name',\n",
       " 'owner_company',\n",
       " 'license']"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with open('../data/column_names.txt', 'r') as f:\n",
    "    indoss_columns = f.read().splitlines()\n",
    "indoss_columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "a68da160",
   "metadata": {},
   "outputs": [
    {
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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",
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       "      <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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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",
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       "      <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>17259</th>\n",
       "      <td>https://github.com/AppCanOpenSource/appcan-ios</td>\n",
       "      <td>14381676</td>\n",
       "      <td>t</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>73</td>\n",
       "      <td>864</td>\n",
       "      <td>838.0</td>\n",
       "      <td>90591.0</td>\n",
       "      <td>94</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>appcan-ios</td>\n",
       "      <td>AppCanOpenSource</td>\n",
       "      <td>NaN</td>\n",
       "      <td>zymobi</td>\n",
       "      <td>LGPL-3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17260</th>\n",
       "      <td>https://github.com/zynxhealth/z-mon</td>\n",
       "      <td>184224</td>\n",
       "      <td>f</td>\n",
       "      <td>t</td>\n",
       "      <td>f</td>\n",
       "      <td>35</td>\n",
       "      <td>99</td>\n",
       "      <td>29.0</td>\n",
       "      <td>3076.0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>z-mon</td>\n",
       "      <td>zynxhealth</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17261</th>\n",
       "      <td>https://github.com/zalando/riptide</td>\n",
       "      <td>20895628</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>t</td>\n",
       "      <td>111</td>\n",
       "      <td>1710</td>\n",
       "      <td>533.0</td>\n",
       "      <td>33740.0</td>\n",
       "      <td>247</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>riptide</td>\n",
       "      <td>zalando</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MIT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17262</th>\n",
       "      <td>https://github.com/zalando-incubator/remora</td>\n",
       "      <td>62870276</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>t</td>\n",
       "      <td>147</td>\n",
       "      <td>141</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>remora</td>\n",
       "      <td>Zalando-Incubator</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MIT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17263</th>\n",
       "      <td>https://github.com/zalando-incubator/kube-metr...</td>\n",
       "      <td>112497822</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>t</td>\n",
       "      <td>60</td>\n",
       "      <td>147</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39</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>kube-metrics-adapter</td>\n",
       "      <td>Zalando-Incubator</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MIT</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>17264 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                     url  project_id sdtc  \\\n",
       "0               https://github.com/aligent/CacheObserver      149215    t   \n",
       "1             https://github.com/moguno/mikutter-windows     8303484    t   \n",
       "2      https://github.com/moguno/mikutter-subparts-image     7633353    t   \n",
       "3                 https://github.com/10up/theme-scaffold    94836776    f   \n",
       "4                https://github.com/10up/plugin-scaffold    95361839    f   \n",
       "...                                                  ...         ...  ...   \n",
       "17259     https://github.com/AppCanOpenSource/appcan-ios    14381676    t   \n",
       "17260                https://github.com/zynxhealth/z-mon      184224    f   \n",
       "17261                 https://github.com/zalando/riptide    20895628    f   \n",
       "17262        https://github.com/zalando-incubator/remora    62870276    f   \n",
       "17263  https://github.com/zalando-incubator/kube-metr...   112497822    f   \n",
       "\n",
       "      mcpc mcve  star_number  commit_count  files    lines  pull_requests  \\\n",
       "0        t    t           67           117   28.0   3776.0             20   \n",
       "1        f    f           30           118   24.0    921.0              4   \n",
       "2        f    f           30           206    7.0    551.0              9   \n",
       "3        t    t           79           341   76.0  19577.0             76   \n",
       "4        t    t           48           152   48.0  16075.0             57   \n",
       "...    ...  ...          ...           ...    ...      ...            ...   \n",
       "17259    f    f           73           864  838.0  90591.0             94   \n",
       "17260    t    f           35            99   29.0   3076.0              3   \n",
       "17261    f    t          111          1710  533.0  33740.0            247   \n",
       "17262    f    t          147           141    NaN      NaN             41   \n",
       "17263    f    t           60           147    NaN      NaN             39   \n",
       "\n",
       "       ... dominant_domain_authors cik fg500  sec10k  sec20f  \\\n",
       "0      ...                       6 NaN   NaN     NaN     NaN   \n",
       "1      ...                       3 NaN   NaN     NaN     NaN   \n",
       "2      ...                       3 NaN   NaN     NaN     NaN   \n",
       "3      ...                       5 NaN   NaN     NaN     NaN   \n",
       "4      ...                       6 NaN   NaN     NaN     NaN   \n",
       "...    ...                     ...  ..   ...     ...     ...   \n",
       "17259  ...                       3 NaN   NaN     NaN     NaN   \n",
       "17260  ...                       1 NaN   NaN     NaN     NaN   \n",
       "17261  ...                       7 NaN   NaN     NaN     NaN   \n",
       "17262  ...                       0 NaN   NaN     NaN     NaN   \n",
       "17263  ...                       6 NaN   NaN     NaN     NaN   \n",
       "\n",
       "                  project_name        owner_login  company_name  \\\n",
       "0                CacheObserver            aligent           NaN   \n",
       "1             mikutter-windows             moguno           NaN   \n",
       "2      mikutter-subparts-image             moguno           NaN   \n",
       "3               theme-scaffold               10up           NaN   \n",
       "4              plugin-scaffold               10up           NaN   \n",
       "...                        ...                ...           ...   \n",
       "17259               appcan-ios   AppCanOpenSource           NaN   \n",
       "17260                    z-mon         zynxhealth           NaN   \n",
       "17261                  riptide            zalando           NaN   \n",
       "17262                   remora  Zalando-Incubator           NaN   \n",
       "17263     kube-metrics-adapter  Zalando-Incubator           NaN   \n",
       "\n",
       "       owner_company   license  \n",
       "0                NaN       NaN  \n",
       "1                NaN       NaN  \n",
       "2                NaN       NaN  \n",
       "3                NaN       MIT  \n",
       "4                NaN       NaN  \n",
       "...              ...       ...  \n",
       "17259         zymobi  LGPL-3.0  \n",
       "17260            NaN       NaN  \n",
       "17261            NaN       MIT  \n",
       "17262            NaN       MIT  \n",
       "17263            NaN       MIT  \n",
       "\n",
       "[17264 rows x 29 columns]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "indoss = pd.read_csv('../data/enterprise_projects.txt', delimiter='\\t', header=None, names=indoss_columns)\n",
    "indoss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "05d7c2f7",
   "metadata": {},
   "outputs": [
    {
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       "      <td>mikutter-subparts-image</td>\n",
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       "      <th>3</th>\n",
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       "      <td>theme-scaffold</td>\n",
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       "      <th>17260</th>\n",
       "      <td>zynxhealth</td>\n",
       "      <td>z-mon</td>\n",
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       "    <tr>\n",
       "      <th>17261</th>\n",
       "      <td>zalando</td>\n",
       "      <td>riptide</td>\n",
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       "    <tr>\n",
       "      <th>17262</th>\n",
       "      <td>zalando-incubator</td>\n",
       "      <td>remora</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17263</th>\n",
       "      <td>zalando-incubator</td>\n",
       "      <td>kube-metrics-adapter</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>17264 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     dom                     proj\n",
       "0                aligent            CacheObserver\n",
       "1                 moguno         mikutter-windows\n",
       "2                 moguno  mikutter-subparts-image\n",
       "3                   10up           theme-scaffold\n",
       "4                   10up          plugin-scaffold\n",
       "...                  ...                      ...\n",
       "17259   AppCanOpenSource               appcan-ios\n",
       "17260         zynxhealth                    z-mon\n",
       "17261            zalando                  riptide\n",
       "17262  zalando-incubator                   remora\n",
       "17263  zalando-incubator     kube-metrics-adapter\n",
       "\n",
       "[17264 rows x 2 columns]"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Adapt URL to WoC project name convention\n",
    "splitted_urls = indoss['url'].str.split(\"/\", expand=True)\n",
    "indoss_projects = splitted_urls.iloc[:,-2:]\n",
    "indoss_projects.columns = ['dom', 'proj']\n",
    "indoss_projects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "7d64f79a",
   "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>project</th>\n",
       "      <th>dominant_domain</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>aligent_CacheObserver</td>\n",
       "      <td>aligent.com.au</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>moguno_mikutter-windows</td>\n",
       "      <td>0kn.sakura.ne.jp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>moguno_mikutter-subparts-image</td>\n",
       "      <td>0kn.sakura.ne.jp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10up_theme-scaffold</td>\n",
       "      <td>10up.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10up_plugin-scaffold</td>\n",
       "      <td>10up.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17259</th>\n",
       "      <td>AppCanOpenSource_appcan-ios</td>\n",
       "      <td>zymobi.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17260</th>\n",
       "      <td>zynxhealth_z-mon</td>\n",
       "      <td>zynx.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17261</th>\n",
       "      <td>zalando_riptide</td>\n",
       "      <td>zalando.de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17262</th>\n",
       "      <td>zalando-incubator_remora</td>\n",
       "      <td>zalando.de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17263</th>\n",
       "      <td>zalando-incubator_kube-metrics-adapter</td>\n",
       "      <td>zalando.de</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>17264 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      project   dominant_domain\n",
       "0                       aligent_CacheObserver    aligent.com.au\n",
       "1                     moguno_mikutter-windows  0kn.sakura.ne.jp\n",
       "2              moguno_mikutter-subparts-image  0kn.sakura.ne.jp\n",
       "3                         10up_theme-scaffold          10up.com\n",
       "4                        10up_plugin-scaffold          10up.com\n",
       "...                                       ...               ...\n",
       "17259             AppCanOpenSource_appcan-ios        zymobi.com\n",
       "17260                        zynxhealth_z-mon          zynx.com\n",
       "17261                         zalando_riptide        zalando.de\n",
       "17262                zalando-incubator_remora        zalando.de\n",
       "17263  zalando-incubator_kube-metrics-adapter        zalando.de\n",
       "\n",
       "[17264 rows x 2 columns]"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "concat_indoss_projects = indoss_projects['dom'] + '_' + indoss_projects['proj']\n",
    "final_projects = pd.DataFrame(concat_indoss_projects, columns = ['project'])\n",
    "final_projects = final_projects.join(indoss['dominant_domain'])\n",
    "final_projects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "884a5622",
   "metadata": {},
   "outputs": [],
   "source": [
    "final_projects.to_csv('../data/indoss_projects.csv', index=False, header=False, sep=\";\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be1c00a6",
   "metadata": {},
   "source": [
    "## Project deduplication"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e0335f4",
   "metadata": {},
   "source": [
    "We want to remove forked projects from our analysis, because even if a forked project is now enteprise-driven, some initial commits are referring to the parent project. We want to include projects that are enterprise-driven from the beginning."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19da8aff",
   "metadata": {},
   "source": [
    "`$> cut -d\";\" -f1 ../data/indoss_projects.csv | ~/lookup/getValues p2P | awk 'BEGIN { FS=OFS=\";\" } $1==$2' | cut -d\";\" -f1 >../data/dedup_indoss_projects.txt`\n",
    "\n",
    "## p2a\n",
    "\n",
    "`$> cat ../data/dedup_indoss_projects.txt | ~/lookup/getValues -f p2a >../data/p2a.csv`\n",
    "\n",
    "## Join with dominant domains\n",
    "\n",
    "`$> join -j1 -t';' <(sort -t';' -k1,1 ../data/p2a.csv) <(sort -t';' -k1,1 ../data/indoss_projects.csv) >../data/p2a_domains.csv`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06a527a4",
   "metadata": {},
   "source": [
    "## Further cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "02524110",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8025\r\n"
     ]
    }
   ],
   "source": [
    "# Remove bots\n",
    "!grep -iv [^a-z]bot[^a-z] ../data/p2a_domains.csv >../data/p2a_domains_clean.csv\n",
    "!grep -i [^a-z]bot[^a-z] ../data/p2a_domains.csv | wc -l"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "c1d3b73a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  64492 microsoft.com\r\n",
      "  49067 google.com\r\n",
      "  34577 udacity.com\r\n",
      "  27974 redhat.com\r\n",
      "  26471 enki.com\r\n",
      "  20265 hashicorp.com\r\n",
      "  15696 fb.com\r\n",
      "  14674 amazon.com\r\n",
      "  12616 pivotal.io\r\n",
      "  11484 mozilla.com\r\n",
      "   7376 cern.ch\r\n",
      "   7005 datadoghq.com\r\n",
      "   6621 makersacademy.com\r\n",
      "   6537 intel.com\r\n",
      "   6346 npmjs.com\r\n",
      "   5942 odoo.com\r\n",
      "   5865 elementary.io\r\n",
      "   5441 twitter.com\r\n",
      "   5076 influxdb.com\r\n",
      "   4845 baidu.com\r\n",
      "   4657 sap.com\r\n",
      "   4578 travis-ci.com\r\n",
      "   4469 jetbrains.com\r\n",
      "   4323 gsa.gov\r\n",
      "   4223 alibaba-inc.com\r\n",
      "   3739 wix.com\r\n",
      "   3453 wso2.com\r\n",
      "   3432 netflix.com\r\n",
      "   3425 xamarin.com\r\n",
      "   3307 rapid7.com\r\n",
      "   3270 segment.com\r\n",
      "   3266 confluent.io\r\n",
      "   3243 oracle.com\r\n",
      "   3212 mesosphere.com\r\n",
      "   3133 lightbend.com\r\n",
      "   3119 mariadb.com\r\n",
      "   3076 stripe.com\r\n",
      "   3051 uber.com\r\n",
      "   3040 kitware.com\r\n",
      "   2919 zalando.de\r\n",
      "   2897 ele.me\r\n",
      "   2881 mapbox.com\r\n",
      "   2693 apple.com\r\n",
      "   2605 rabbitmq.com\r\n",
      "   2564 arm.com\r\n",
      "   2553 algolia.com\r\n",
      "   2509 tencent.com\r\n",
      "   2481 smartthings.com\r\n",
      "   2476 llnl.gov\r\n",
      "   2410 samsung.com\r\n",
      "   2377 formidable.com\r\n",
      "   2368 yandex-team.ru\r\n",
      "   2312 knplabs.com\r\n",
      "   2312 adobe.com\r\n",
      "   2250 linuxdeepin.com\r\n",
      "   2200 corp.globo.com\r\n",
      "   2191 umbraco.dk\r\n",
      "   2187 salesforce.com\r\n",
      "   2146 rancher.com\r\n",
      "   2146 palantir.com\r\n",
      "   2101 shopware.com\r\n",
      "   1996 ca.ibm.com\r\n",
      "   1991 bitnami.com\r\n",
      "   1864 mirantis.com\r\n",
      "   1859 octopus.com\r\n",
      "   1830 suse.de\r\n",
      "   1775 grafana.com\r\n",
      "   1762 amd.com\r\n",
      "   1719 cisco.com\r\n",
      "   1695 us.ibm.com\r\n",
      "   1675 icinga.com\r\n",
      "   1656 rackspace.com\r\n",
      "   1637 rocket.chat\r\n",
      "   1608 atguigu.com\r\n",
      "   1590 databricks.com\r\n",
      "   1566 qt.io\r\n",
      "   1565 auth0.com\r\n",
      "   1558 shopify.com\r\n",
      "   1551 sonarsource.com\r\n",
      "   1536 savoirfairelinux.com\r\n",
      "   1533 camunda.com\r\n",
      "   1530 koding.com\r\n",
      "   1514 telerik.com\r\n",
      "   1513 parity.io\r\n",
      "   1509 moodle.com\r\n",
      "   1491 sifive.com\r\n",
      "   1468 valor-software.com\r\n",
      "   1405 talend.com\r\n",
      "   1397 espressif.com\r\n",
      "   1376 box.com\r\n",
      "   1368 vmware.com\r\n",
      "   1368 gradle.com\r\n",
      "   1351 cartodb.com\r\n",
      "   1337 circleci.com\r\n",
      "   1330 hortonworks.com\r\n",
      "   1311 chef.io\r\n",
      "   1304 sandia.gov\r\n",
      "   1303 thoughtworks.com\r\n",
      "   1300 sourcegraph.com\r\n",
      "   1288 linux.intel.com\r\n",
      "   1271 continuum.io\r\n",
      "   1266 couchbase.com\r\n",
      "   1253 bbc.co.uk\r\n",
      "   1251 vaadin.com\r\n",
      "   1237 lbl.gov\r\n",
      "   1235 wazuh.com\r\n",
      "   1214 kunstmaan.be\r\n",
      "   1204 epam.com\r\n",
      "   1200 linkedin.com\r\n",
      "   1193 iohk.io\r\n",
      "   1187 codecombat.com\r\n",
      "   1184 walmartlabs.com\r\n",
      "   1176 unity3d.com\r\n",
      "   1173 pusher.com\r\n",
      "   1156 nvidia.com\r\n",
      "   1156 alfresco.com\r\n",
      "   1135 esri.com\r\n",
      "   1101 47deg.com\r\n",
      "   1099 status.im\r\n",
      "   1070 digitalocean.com\r\n",
      "   1046 paypal.com\r\n",
      "   1046 austincodingacademy.com\r\n",
      "   1034 swimlane.com\r\n",
      "   1026 gridgain.com\r\n",
      "   1000 devexpress.com\r\n",
      "    996 arangodb.com\r\n",
      "    967 xmartlabs.com\r\n",
      "    964 pagar.me\r\n",
      "    950 consensys.net\r\n",
      "    942 xilinx.com\r\n",
      "    933 improbable.io\r\n",
      "    923 pingcap.com\r\n",
      "    923 infinite.red\r\n",
      "    917 sourced.tech\r\n",
      "    916 demisto.com\r\n",
      "    905 getpostman.com\r\n",
      "    899 trailofbits.com\r\n",
      "    888 tokbox.com\r\n",
      "    882 ultimaker.com\r\n",
      "    872 pubnub.com\r\n",
      "    864 mycroft.ai\r\n",
      "    836 iro.umontreal.ca\r\n",
      "    832 lanl.gov\r\n",
      "    828 process-one.net\r\n",
      "    818 realm.io\r\n",
      "    811 exoplatform.com\r\n",
      "    805 stratio.com\r\n",
      "    802 salesagility.com\r\n",
      "    799 minio.io\r\n",
      "    797 toggl.com\r\n",
      "    796 uk.ibm.com\r\n",
      "    787 maxmind.com\r\n",
      "    784 cos.io\r\n",
      "    780 spotify.com\r\n",
      "    770 akveo.com\r\n",
      "    768 yalantis.com\r\n",
      "    765 ledger.fr\r\n",
      "    756 iit.it\r\n",
      "    752 okta.com\r\n",
      "    742 cloudinary.com\r\n",
      "    741 mirumee.com\r\n",
      "    740 medium.com\r\n",
      "    732 tableau.com\r\n",
      "    730 bitrise.io\r\n",
      "    727 10up.com\r\n",
      "    726 juniper.net\r\n",
      "    713 pnnl.gov\r\n",
      "    710 basecamp.com\r\n",
      "    704 iron.io\r\n",
      "    699 maidsafe.net\r\n",
      "    698 novoda.com\r\n",
      "    686 adacore.com\r\n",
      "    685 youzan.com\r\n",
      "    685 didichuxing.com\r\n",
      "    680 arduino.cc\r\n",
      "    673 adyen.com\r\n",
      "    666 liferay.com\r\n",
      "    662 caelum.com.br\r\n",
      "    661 nuxeo.com\r\n",
      "    661 fivem.net\r\n",
      "    659 rstudio.com\r\n",
      "    657 pentaho.com\r\n",
      "    653 onlyoffice.com\r\n",
      "    652 highfidelity.io\r\n",
      "    652 eficent.com\r\n",
      "    644 kaltura.com\r\n",
      "    641 squareup.com\r\n",
      "    634 emc.com\r\n",
      "    632 xiaomi.com\r\n",
      "    628 navercorp.com\r\n",
      "    627 datastax.com\r\n",
      "    625 nasa.gov\r\n",
      "    621 student.his.se\r\n",
      "    608 telestax.com\r\n",
      "    607 onelogin.com\r\n",
      "    606 usgs.gov\r\n",
      "    605 autodesk.com\r\n",
      "    604 plivo.com\r\n",
      "    604 digital.cabinet-office.gov.uk\r\n",
      "    603 huawei.com\r\n",
      "    596 citrix.com\r\n",
      "    593 reactioncommerce.com\r\n",
      "    589 cerner.com\r\n",
      "    588 elastic.co\r\n",
      "    582 adguard.com\r\n",
      "    580 mollie.com\r\n",
      "    578 bitovi.com\r\n",
      "    575 sysdig.com\r\n",
      "    575 sitecore.com\r\n",
      "    574 ni.com\r\n",
      "    571 codeclimate.com\r\n",
      "    564 skymind.io\r\n",
      "    564 blablacar.com\r\n",
      "    564 360.cn\r\n",
      "    563 freedom.press\r\n",
      "    562 willowgarage.com\r\n",
      "    559 ebay.com\r\n",
      "    557 hpe.com\r\n",
      "    550 makina-corpus.com\r\n",
      "    550 connexta.com\r\n",
      "    546 puppet.com\r\n",
      "    546 cloudera.com\r\n",
      "    545 janestreet.com\r\n",
      "    537 adjust.com\r\n",
      "    532 inl.gov\r\n",
      "    531 linagora.com\r\n",
      "    529 jiguang.cn\r\n",
      "    527 h2o.ai\r\n",
      "    525 mendix.com\r\n",
      "    524 crate.io\r\n",
      "    522 typefox.io\r\n",
      "    521 zendesk.com\r\n",
      "    515 canonical.com\r\n",
      "    512 mercadolibre.com\r\n",
      "    512 airbnb.com\r\n",
      "    508 nexmo.com\r\n",
      "    508 mulesoft.com\r\n",
      "    506 geo-solutions.it\r\n",
      "    500 pixelandtonic.com\r\n",
      "    499 camptocamp.com\r\n",
      "    499 agiliq.com\r\n",
      "    498 rangle.io\r\n",
      "    494 messagebird.com\r\n",
      "    492 nexb.com\r\n",
      "    488 omise.co\r\n",
      "    486 hashrocket.com\r\n",
      "    484 sparkfun.com\r\n",
      "    478 okfn.de\r\n",
      "    476 ionio.gr\r\n",
      "    472 newrelic.com\r\n",
      "    472 binary.com\r\n",
      "    469 groupon.com\r\n",
      "    467 nylas.com\r\n",
      "    467 fishtownanalytics.com\r\n",
      "    465 marklogic.com\r\n",
      "    463 robotis.com\r\n",
      "    462 layer.com\r\n",
      "    458 nopcommerce.com\r\n",
      "    457 workiva.com\r\n",
      "    455 portworx.com\r\n",
      "    453 sparkpost.com\r\n",
      "    452 creditas.com.br\r\n",
      "    450 webtide.com\r\n",
      "    450 apsl.net\r\n",
      "    448 quantconnect.com\r\n",
      "    447 f5.com\r\n",
      "    446 aerospike.com\r\n",
      "    442 easemob.com\r\n",
      "    438 wolfssl.com\r\n",
      "    435 cognifide.com\r\n",
      "    433 jfrog.com\r\n",
      "    425 pinterest.com\r\n",
      "    425 appscode.com\r\n",
      "    424 inria.fr\r\n",
      "    422 ocado.com\r\n",
      "    420 fastly.com\r\n",
      "    419 smile.fr\r\n",
      "    419 adhocteam.us\r\n",
      "    417 kickstarter.com\r\n",
      "    414 tron.network\r\n",
      "    414 citusdata.com\r\n",
      "    414 brave.com\r\n",
      "    413 skbkontur.ru\r\n",
      "    412 ixsystems.com\r\n",
      "    411 sendwithus.com\r\n",
      "    411 otrs.com\r\n",
      "    411 dkfz-heidelberg.de\r\n",
      "    410 progress.com\r\n",
      "    409 digitalbazaar.com\r\n",
      "    408 maps.me\r\n",
      "    407 totvs.com.br\r\n",
      "    406 lob.com\r\n",
      "    405 criteo.com\r\n",
      "    404 kingsoft.com\r\n",
      "    398 dnnsoftware.com\r\n",
      "    396 t-mobile.com\r\n",
      "    396 seatgeek.com\r\n",
      "    395 snow.dog\r\n",
      "    394 ooyala.com\r\n",
      "    394 bam.tech\r\n",
      "    392 tivix.com\r\n",
      "    392 timescale.com\r\n",
      "    392 mailjet.com\r\n",
      "    392 arcbees.com\r\n",
      "    390 razorpay.com\r\n",
      "    390 railsware.com\r\n",
      "    389 platform.sh\r\n",
      "    386 voltdb.com\r\n",
      "    386 streamsets.com\r\n",
      "    382 pivotallabs.com\r\n",
      "    379 netguru.co\r\n",
      "    378 zapier.com\r\n",
      "    370 klarna.com\r\n",
      "    370 geometryfactory.com\r\n",
      "    369 vincit.com\r\n",
      "    368 cesanta.com\r\n",
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      "     21 heltec.cn\r\n",
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      "     21 graft.network\r\n",
      "     21 evojam.com\r\n",
      "     21 esrlabs.com\r\n",
      "     21 eonerc.rwth-aachen.de\r\n",
      "     21 ellucian.com\r\n",
      "     21 diconium.com\r\n",
      "     21 cvent.com\r\n",
      "     21 codus.com.br\r\n",
      "     21 cloudrail.com\r\n",
      "     21 bopen.eu\r\n",
      "     21 bancor.network\r\n",
      "     21 avnet.com\r\n",
      "     21 automatic.com\r\n",
      "     21 airbus.com\r\n",
      "     21 adorsys.de\r\n",
      "     21 acklenavenue.com\r\n",
      "     20 zello.com\r\n",
      "     20 wps.de\r\n",
      "     20 wargaming.net\r\n",
      "     20 usechain.net\r\n",
      "     20 unic.com\r\n",
      "     20 uni-muenster.de\r\n",
      "     20 touchstone.east.ora.com\r\n",
      "     20 socialbakers.com\r\n",
      "     20 shephertz.co.in\r\n",
      "     20 sensenet.nu\r\n",
      "     20 roboception.de\r\n",
      "     20 rhythmagency.com\r\n",
      "     20 rakuten.com\r\n",
      "     20 previousnext.com.au\r\n",
      "     20 pozyx.io\r\n",
      "     20 parallax.com\r\n",
      "     20 mosek.com\r\n",
      "     20 meetup.com\r\n",
      "     20 locusrobotics.com\r\n",
      "     20 lenovo.com\r\n",
      "     20 laser-group.com\r\n",
      "     20 jqwidgets.com\r\n",
      "     20 jivesoftware.com\r\n",
      "     20 jalasoft.com\r\n",
      "     20 iplas.com.cn\r\n",
      "     20 ipgp.fr\r\n",
      "     20 infotel.com\r\n",
      "     20 hedvig.com\r\n",
      "     20 ft.com\r\n",
      "     20 flashphoner.com\r\n",
      "     20 ekumenlabs.com\r\n",
      "     20 dieselpoint.com\r\n",
      "     20 dealeron.com\r\n",
      "     20 cradlepoint.com\r\n",
      "     20 cosmosfarm.com\r\n",
      "     20 coralteq.com\r\n",
      "     20 cnrs.fr\r\n",
      "     20 bluecats.com\r\n",
      "     20 bigstep.com\r\n",
      "     20 bigcommerce.com\r\n",
      "     20 bia-boeing.com\r\n",
      "     20 applovin.com\r\n",
      "     20 alphanodes.com\r\n",
      "     20 25th-floor.com\r\n",
      "     19 zynx.com\r\n",
      "     19 wormpex.com\r\n",
      "     19 umcutrecht.nl\r\n",
      "     19 tst.jus.br\r\n",
      "     19 trend.com.tw\r\n",
      "     19 travelport.com\r\n",
      "     19 thisisnumero.com\r\n",
      "     19 th-nuernberg.de\r\n",
      "     19 suyati.com\r\n",
      "     19 steema.com\r\n",
      "     19 sprinklr.com\r\n",
      "     19 shiwaforce.com\r\n",
      "     19 severalnines.com\r\n",
      "     19 rwth-aachen.de\r\n",
      "     19 rareloop.com\r\n",
      "     19 pcloud.com\r\n",
      "     19 paytm.com\r\n",
      "     19 ovoenergy.com\r\n",
      "     19 oursky.com\r\n",
      "     19 osisoft.com\r\n",
      "     19 opm.gov\r\n",
      "     19 omb.eop.gov\r\n",
      "     19 nimbisservices.com\r\n",
      "     19 nexogen.hu\r\n",
      "     19 motherjones.com\r\n",
      "     19 megam.io\r\n",
      "     19 marpple.com\r\n",
      "     19 madewithlove.be\r\n",
      "     19 lundegaard.eu\r\n",
      "     19 loomcom.com\r\n",
      "     19 livetex.ru\r\n",
      "     19 lacunasoftware.com\r\n",
      "     19 king.com\r\n",
      "     19 gigigo.com\r\n",
      "     19 futuremind.com\r\n",
      "     19 farmbio.uu.se\r\n",
      "     19 extrahop.com\r\n",
      "     19 elabs.se\r\n",
      "     19 discoursehosting.com\r\n",
      "     19 disa.im\r\n",
      "     19 digirati.com\r\n",
      "     19 dhtmlx.com\r\n",
      "     19 dce.sa\r\n",
      "     19 commandprompt.com\r\n",
      "     19 cinnober.com\r\n",
      "     19 chaosgroup.com\r\n",
      "     19 capriza.com\r\n",
      "     19 boeing.com\r\n",
      "     19 blueeast.com\r\n",
      "     19 bizo.com\r\n",
      "     19 beckman.com\r\n",
      "     19 apptension.com\r\n",
      "     18 z-wave.me\r\n",
      "     18 yesplan.be\r\n",
      "     18 wlogsolutions.com\r\n",
      "     18 westarete.com\r\n",
      "     18 web-feet.co.uk\r\n",
      "     18 wanda.cn\r\n",
      "     18 videopls.com\r\n",
      "     18 uruit.com\r\n",
      "     18 univa.com\r\n",
      "     18 trippingthebits.com\r\n",
      "     18 toyotaconnected.com\r\n",
      "     18 tiolive.com\r\n",
      "     18 ti.rwth-aachen.de\r\n",
      "     18 thorn.ws\r\n",
      "     18 tapptitude.com\r\n",
      "     18 synology.com\r\n",
      "     18 spantree.net\r\n",
      "     18 seibert-media.net\r\n",
      "     18 s24.com\r\n",
      "     18 pymetrics.com\r\n",
      "     18 ppi.de\r\n",
      "     18 piwik.pro\r\n",
      "     18 paybase.io\r\n",
      "     18 markekraus.com\r\n",
      "     18 keepworks.com\r\n",
      "     18 jbob.io\r\n",
      "     18 its.jnj.com\r\n",
      "     18 inwinstack.com\r\n",
      "     18 ideasoncanvas.com\r\n",
      "     18 husarion.com\r\n",
      "     18 guidewire.com\r\n",
      "     18 freshworks.com\r\n",
      "     18 ficonsulting.com\r\n",
      "     18 fairfaxmedia.com.au\r\n",
      "     18 evidence.eu.com\r\n",
      "     18 etondigital.com\r\n",
      "     18 emergya.com\r\n",
      "     18 devfactory.ch\r\n",
      "     18 datartisan.com\r\n",
      "     18 console.com.au\r\n",
      "     18 codedx.com\r\n",
      "     17 yetanalytics.com\r\n",
      "     17 xindong.com\r\n",
      "     17 xiaoyi.com\r\n",
      "     17 wizishop.com\r\n",
      "     17 wise2c.com\r\n",
      "     17 web-computing.de\r\n",
      "     17 wearejh.com\r\n",
      "     17 we45.com\r\n",
      "     17 velir.com\r\n",
      "     17 valtech.de\r\n",
      "     17 userify.com\r\n",
      "     17 tradebyte.com\r\n",
      "     17 touchlab.co\r\n",
      "     17 tokopedia.com\r\n",
      "     17 thorgate.eu\r\n",
      "     17 theiconic.com.au\r\n",
      "     17 thecontrolgroup.com\r\n",
      "     17 textalk.se\r\n",
      "     17 termmed.com\r\n",
      "     17 tagview.com.br\r\n",
      "     17 socialwifi.com\r\n",
      "     17 rethinkdb.com\r\n",
      "     17 quanterall.com\r\n",
      "     17 postsharp.net\r\n",
      "     17 pololu.com\r\n",
      "     17 plotprojects.com\r\n",
      "     17 opsway.com\r\n",
      "     17 novartis.com\r\n",
      "     17 nbb.be\r\n",
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      "     17 multunus.com\r\n",
      "     17 mintel.com\r\n",
      "     17 megvii.com\r\n",
      "     17 medlmobile.com\r\n",
      "     17 maxpoint.com\r\n",
      "     17 manateeworks.com\r\n",
      "     17 luaforge.net\r\n",
      "     17 irt.de\r\n",
      "     17 holmes.nl\r\n",
      "     17 gentex.com\r\n",
      "     17 gameboxcloud.com\r\n",
      "     17 ephox.com\r\n",
      "     17 datawire.io\r\n",
      "     17 coxauto.co.uk\r\n",
      "     17 calidae.com\r\n",
      "     17 bestit-online.de\r\n",
      "     17 axinom.com\r\n",
      "     17 agency.sc\r\n",
      "     17 acrcloud.com\r\n",
      "     17 accruent.com\r\n",
      "     16 xiag.ch\r\n",
      "     16 viison.com\r\n",
      "     16 venturedive.com\r\n",
      "     16 valvesoftware.com\r\n",
      "     16 uma.es\r\n",
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      "     16 tangocard.com\r\n",
      "     16 takipi.com\r\n",
      "     16 tag-games.com\r\n",
      "     16 synesthesia.it\r\n",
      "     16 spinit.se\r\n",
      "     16 siwei.tech\r\n",
      "     16 seemecnc.com\r\n",
      "     16 rewe-digital.com\r\n",
      "     16 qti.qualcomm.com\r\n",
      "     16 pony.ai\r\n",
      "     16 nxrobo.com\r\n",
      "     16 nulogy.com\r\n",
      "     16 novatec-gmbh.de\r\n",
      "     16 netresearch.de\r\n",
      "     16 nayuta.co\r\n",
      "     16 minexsystems.com\r\n",
      "     16 marmelab.com\r\n",
      "     16 lantanagroup.com\r\n",
      "     16 jibo.com\r\n",
      "     16 ilscipio.com\r\n",
      "     16 il.ibm.com\r\n",
      "     16 hrsoft.net\r\n",
      "     16 hhi.fraunhofer.de\r\n",
      "     16 gl-inet.com\r\n",
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      "     16 deque.com\r\n",
      "     16 crobox.com\r\n",
      "     16 concrete.com.br\r\n",
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      "     16 bol.com\r\n",
      "     16 bigtreetc.com\r\n",
      "     16 astronomer.io\r\n",
      "     16 asiantech.vn\r\n",
      "     16 appsaloon.be\r\n",
      "     16 apeunit.com\r\n",
      "     16 agfa.com\r\n",
      "     16 9gag.com\r\n",
      "     16 11paths.com\r\n",
      "     15 yixia.com\r\n",
      "     15 yeecall.com\r\n",
      "     15 xietingdemini.lan\r\n",
      "     15 webtech.co.jp\r\n",
      "     15 vtech.fr\r\n",
      "     15 vicompany.nl\r\n",
      "     15 tcpcloud.eu\r\n",
      "     15 stackpointcloud.com\r\n",
      "     15 srcclr.com\r\n",
      "     15 sportngin.com\r\n",
      "     15 sonymobile.com\r\n",
      "     15 socib.es\r\n",
      "     15 sketchfab.com\r\n",
      "     15 rtcamp.com\r\n",
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      "     15 prominentedge.com\r\n",
      "     15 paraport.com\r\n",
      "     15 palmabit.com\r\n",
      "     15 netsmarttech.com\r\n",
      "     15 metrological.com\r\n",
      "     15 marsbased.com\r\n",
      "     15 mail.worksap.com\r\n",
      "     15 lumoslabs.com\r\n",
      "     15 ku.th\r\n",
      "     15 kkovacs.eu\r\n",
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      "     15 jawbone.com\r\n",
      "     15 itextpdf.com\r\n",
      "     15 iotic-labs.com\r\n",
      "     15 idcos.com\r\n",
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      "     15 fossee.in\r\n",
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      "     15 ecometrica.com\r\n",
      "     15 deutschebahn.com\r\n",
      "     15 despark.com\r\n",
      "     15 deeson.co.uk\r\n",
      "     15 cs.uni-salzburg.at\r\n",
      "     15 creare.com\r\n",
      "     15 collabora.com\r\n",
      "     15 cdc.gov\r\n",
      "     15 campuscode.com.br\r\n",
      "     15 byndyusoft.com\r\n",
      "     15 bubi.cn\r\n",
      "     15 blend4web.com\r\n",
      "     15 binc.jp\r\n",
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      "     15 adjacentlink.com\r\n",
      "     14 zillowgroup.com\r\n",
      "     14 xsharp.eu\r\n",
      "     14 xlink.cn\r\n",
      "     14 xlab.si\r\n",
      "     14 weebly.com\r\n",
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      "     14 srdc.com.tr\r\n",
      "     14 sixhours.io\r\n",
      "     14 sidn.nl\r\n",
      "     14 seekingalpha.com\r\n",
      "     14 rmn.com\r\n",
      "     14 qubitdigital.com\r\n",
      "     14 qnap.com\r\n",
      "     14 peopleperhour.com\r\n",
      "     14 nexenio.com\r\n",
      "     14 netz98.de\r\n",
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      "     14 monkeylearn.com\r\n",
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      "     14 mindcandy.com\r\n",
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      "     14 haodai.net\r\n",
      "     14 getweave.com\r\n",
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      "     14 fivium.co.uk\r\n",
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      "     14 dockyard.com\r\n",
      "     14 dds.mil\r\n",
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      "     14 cloud-elements.com\r\n",
      "     14 betfair.com\r\n",
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      "     14 adp.com\r\n",
      "     13 worksolutions.ru\r\n",
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      "     13 f00l.de\r\n",
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      "     13 clock.co.uk\r\n",
      "     13 cigna.com\r\n",
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      "     12 orbitone.com\r\n",
      "     12 openknowledge.de\r\n",
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      "     12 mafengwo.com\r\n",
      "     12 lemoncode.net\r\n",
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      "     12 imagescape.com\r\n",
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      "     12 fu-berlin.de\r\n",
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      "     12 epu.ntua.gr\r\n",
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      "     12 decathlon.com\r\n",
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      "     12 cloudlinux.com\r\n",
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      "     11 wiznet.co.kr\r\n",
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      "     11 tecnospeed.com.br\r\n",
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      "     11 simplybusiness.co.uk\r\n",
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      "     11 samfundet.no\r\n",
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      "     11 jdm.nl\r\n",
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      "     11 incarcloud.com\r\n",
      "     11 hogarthww.com\r\n",
      "     11 genoscope.cns.fr\r\n",
      "     11 funkhaus.us\r\n",
      "     11 froiden.com\r\n",
      "     11 evoila.de\r\n",
      "     11 eve.tools\r\n",
      "     11 elbizri.com\r\n",
      "     11 devsu.com\r\n",
      "     11 db.com\r\n",
      "     11 datalogics.com\r\n",
      "     11 corp-ci.com\r\n",
      "     11 climber.se\r\n",
      "     11 cherri.tech\r\n",
      "     11 castlabs.com\r\n",
      "     11 buzzvil.com\r\n",
      "     11 bbn.com\r\n",
      "     11 altschool.com\r\n",
      "     11 aiyaapp.com\r\n",
      "     11 address.com\r\n",
      "     10 zolertia.com\r\n",
      "     10 zetetic.net\r\n",
      "     10 weavora.com\r\n",
      "     10 wearereasonablepeople.com\r\n",
      "     10 variflight.com\r\n",
      "     10 ugent.be\r\n",
      "     10 tailored-apps.com\r\n",
      "     10 strikingly.com\r\n",
      "     10 steelkiwi.com\r\n",
      "     10 skcript.com\r\n",
      "     10 selleo.com\r\n",
      "     10 scalac.io\r\n",
      "     10 rodeofx.com\r\n",
      "     10 rgi-corp.com\r\n",
      "     10 rapidminer.com\r\n",
      "     10 qordoba.com\r\n",
      "     10 poynt.co\r\n",
      "     10 playlyfe.com\r\n",
      "     10 office.ngs.ru\r\n",
      "     10 moderndevice.com\r\n",
      "     10 mindtronicai.com\r\n",
      "     10 lendingclub.com\r\n",
      "     10 leapfrogonline.com\r\n",
      "     10 kmc.gr.jp\r\n",
      "     10 kabbage.com\r\n",
      "     10 jabong.com\r\n",
      "     10 itg.com\r\n",
      "     10 intven.com\r\n",
      "     10 inthepocket.mobi\r\n",
      "     10 infosimples.com.br\r\n",
      "     10 immense.net\r\n",
      "     10 ideanotion.net\r\n",
      "     10 haomo-studio.com\r\n",
      "     10 grandcentrix.net\r\n",
      "     10 fraudmarc.com\r\n",
      "     10 flax.co.uk\r\n",
      "     10 dunbarsecured.com\r\n",
      "     10 devexperts.com\r\n",
      "     10 despegar.com\r\n",
      "     10 deezer.com\r\n",
      "     10 codequest.com\r\n",
      "     10 cloudalize.com\r\n",
      "     10 claranet.uk\r\n",
      "     10 chaordicsystems.com\r\n",
      "     10 chaitin.com\r\n",
      "     10 butterflyenergy.ca\r\n",
      "     10 brandung.de\r\n",
      "     10 blackpear.com\r\n",
      "     10 bangthetable.com\r\n",
      "     10 authlete.com\r\n",
      "     10 asiaesolutions.com\r\n",
      "     10 apposit.com\r\n",
      "     10 apester.com\r\n",
      "     10 adelyte.com\r\n",
      "     10 abrakam.com\r\n",
      "     10 0kn.sakura.ne.jp\r\n",
      "      9 xogrp.com\r\n",
      "      9 wunderdog.fi\r\n",
      "      9 whiteboard-it.com\r\n",
      "      9 vodjk.com\r\n",
      "      9 upwork.com\r\n",
      "      9 ultimatesoftware.com\r\n",
      "      9 uilicious.com\r\n",
      "      9 till-wiese.de\r\n",
      "      9 telenav.com\r\n",
      "      9 switch-company.com\r\n",
      "      9 somethingdigital.com\r\n",
      "      9 slb.com\r\n",
      "      9 sinch.com\r\n",
      "      9 signiant.com\r\n",
      "      9 shinetechchina.com\r\n",
      "      9 sevenval.com\r\n",
      "      9 scnsoft.com\r\n",
      "      9 ruffer.co.uk\r\n",
      "      9 rozdoum.com\r\n",
      "      9 reaktor.fi\r\n",
      "      9 raintank.io\r\n",
      "      9 qiyuesuo.com\r\n",
      "      9 portswigger.net\r\n",
      "      9 paddle.com\r\n",
      "      9 opencredo.com\r\n",
      "      9 netseven.it\r\n",
      "      9 nets.com.pl\r\n",
      "      9 microsemi.com\r\n",
      "      9 marel.com\r\n",
      "      9 mapspeople.com\r\n",
      "      9 lavaina.com\r\n",
      "      9 iteam.se\r\n",
      "      9 hightech.today\r\n",
      "      9 glosfer.com\r\n",
      "      9 geographica.gs\r\n",
      "      9 genomoncology.com\r\n",
      "      9 galvanize.com\r\n",
      "      9 fda.hhs.gov\r\n",
      "      9 eoc.ch\r\n",
      "      9 engys.com\r\n",
      "      9 encamina.com\r\n",
      "      9 emutex.com\r\n",
      "      9 ebuinfo.com\r\n",
      "      9 databps.com\r\n",
      "      9 ciandt.com\r\n",
      "      9 britecore.com\r\n",
      "      9 bpteach.com\r\n",
      "      9 bebo.com\r\n",
      "      9 acrobotic.com\r\n",
      "      8 xiaoyouzi.com\r\n",
      "      8 xamoom.com\r\n",
      "      8 uji.es\r\n",
      "      8 thinkful.com\r\n",
      "      8 temasys.com.sg\r\n",
      "      8 teknik.io\r\n",
      "      8 sueddeutsche.de\r\n",
      "      8 successivesoftwares.com\r\n",
      "      8 sitescout.com\r\n",
      "      8 simpliflow.com\r\n",
      "      8 serverless.com\r\n",
      "      8 quobyte.com\r\n",
      "      8 polyswarm.io\r\n",
      "      8 persistent.com\r\n",
      "      8 parkingwang.com\r\n",
      "      8 pandora.com\r\n",
      "      8 opusvl.com\r\n",
      "      8 one.com\r\n",
      "      8 objectbox.io\r\n",
      "      8 nexosis.com\r\n",
      "      8 news.com.au\r\n",
      "      8 movio.co\r\n",
      "      8 merapar.com\r\n",
      "      8 kiwi.com\r\n",
      "      8 jumpbyte.com\r\n",
      "      8 holisticon.de\r\n",
      "      8 hirevue.com\r\n",
      "      8 gitter.im\r\n",
      "      8 fgv.br\r\n",
      "      8 exposebox.com\r\n",
      "      8 dneg.com\r\n",
      "      8 concur.com\r\n",
      "      8 cdskysoft.com\r\n",
      "      8 blobcity.com\r\n",
      "      8 bitcraze.io\r\n",
      "      8 bigroomstudios.com\r\n",
      "      8 asus.com\r\n",
      "      8 appfoundry.be\r\n",
      "      8 anoda.mobi\r\n",
      "      8 am-impact.nl\r\n",
      "      8 addlevel.se\r\n",
      "      7 zuora.com\r\n",
      "      7 xkeshi.com\r\n",
      "      7 webgriffe.com\r\n",
      "      7 vodori.com\r\n",
      "      7 uds.com.br\r\n",
      "      7 tikalk.com\r\n",
      "      7 tegesoft.com\r\n",
      "      7 smartprix.com\r\n",
      "      7 shopkick.com\r\n",
      "      7 scmspain.com\r\n",
      "      7 revinate.com\r\n",
      "      7 red6-es.de\r\n",
      "      7 plt.rwth-aachen.de\r\n",
      "      7 pingendo.com\r\n",
      "      7 phantom.industries\r\n",
      "      7 pearson.com\r\n",
      "      7 opus.ee\r\n",
      "      7 oneapm.com\r\n",
      "      7 oneall.com\r\n",
      "      7 nearit.com\r\n",
      "      7 meshconsultants.ca\r\n",
      "      7 mango-solutions.com\r\n",
      "      7 lindenbaum.eu\r\n",
      "      7 knowit.se\r\n",
      "      7 imaginex.cl\r\n",
      "      7 evopro-ag.de\r\n",
      "      7 drotek.com\r\n",
      "      7 donmccurdy.com\r\n",
      "      7 digineo.de\r\n",
      "      7 darksky.net\r\n",
      "      7 averoinc.com\r\n",
      "      7 ara.com\r\n",
      "      7 alexanderthamm.com\r\n",
      "      7 adcubum.com\r\n",
      "      7 23andme.com\r\n",
      "      6 yapstudios.com\r\n",
      "      6 yaochufa.com\r\n",
      "      6 vivowares.com\r\n",
      "      6 virtualopensystems.com\r\n",
      "      6 unitedstack.com\r\n",
      "      6 unit9.com\r\n",
      "      6 svengine.com\r\n",
      "      6 shamanland.com\r\n",
      "      6 realtimegenomics.com\r\n",
      "      6 radiusnetworks.com\r\n",
      "      6 qbatch.com\r\n",
      "      6 mobilabsolutions.com\r\n",
      "      6 mnemonic.no\r\n",
      "      6 lin3s.com\r\n",
      "      6 kumparan.com\r\n",
      "      6 gotokeep.com\r\n",
      "      6 evodeck.com\r\n",
      "      6 elphel.com\r\n",
      "      6 dnhsoft.com\r\n",
      "      6 dips.no\r\n",
      "      6 dcx.bz\r\n",
      "      6 cogini.com\r\n",
      "      6 binpar.com\r\n",
      "      6 apizee.com\r\n",
      "      6 alteryx.com\r\n",
      "      6 altair.com\r\n",
      "      5 wothke.ch\r\n",
      "      5 usabilitydynamics.com\r\n",
      "      5 ua.pt\r\n",
      "      5 tacklind.com\r\n",
      "      5 starrez.com\r\n",
      "      5 spirent.com\r\n",
      "      5 snipcart.com\r\n",
      "      5 signavio.com\r\n",
      "      5 schibsted.com\r\n",
      "      5 roblox.com\r\n",
      "      5 reactai.com\r\n",
      "      5 qoncept.co.jp\r\n",
      "      5 pinpt.com\r\n",
      "      5 openailab.com\r\n",
      "      5 m-industries.com\r\n",
      "      5 initforthe.com\r\n",
      "      5 indictranstech.com\r\n",
      "      5 gradecam.com\r\n",
      "      5 ecsteam.com\r\n",
      "      5 doc.ai\r\n",
      "      5 beisen.com\r\n",
      "      5 baishancloud.com\r\n",
      "      5 atmel.com\r\n",
      "      5 appier.com\r\n",
      "      5 2lemetry.com\r\n",
      "      4 sunet.se\r\n",
      "      4 sternpunkt.at\r\n",
      "      4 statkraft.com\r\n",
      "      4 splone.com\r\n",
      "      4 small-improvements.com\r\n",
      "      4 quintel.com\r\n",
      "      4 qudian.com\r\n",
      "      4 qiyi.com\r\n",
      "      4 pnfsoftware.com\r\n",
      "      4 picwell.com\r\n",
      "      4 indiegogo.com\r\n",
      "      4 docker.com\r\n",
      "      4 coorpacademy.com\r\n",
      "      4 chinaums.com\r\n",
      "      4 bee42.com\r\n",
      "      4 architectnow.net\r\n",
      "      3 zhiqim.com\r\n",
      "      3 wizeline.com\r\n",
      "      3 mtr-design.com\r\n",
      "      3 knoldus.com\r\n",
      "      3 klevstul.com\r\n",
      "      3 ichano.com\r\n",
      "      3 embeddedarm.com\r\n",
      "      3 deltares.nl\r\n",
      "      3 census-labs.com\r\n",
      "      3 astamuse.co.jp\r\n",
      "      3 apicloud.com\r\n",
      "      2 tresorit.com\r\n",
      "      2 squidsolutions.com\r\n",
      "      2 shapelets.io\r\n",
      "      2 magrathealabs.com\r\n",
      "      2 efigence.com\r\n",
      "      2 applicaster.com\r\n",
      "      1 xtraball.com\r\n",
      "      1 univille.br\r\n",
      "      1 statoil.com\r\n",
      "      1 sogilis.com\r\n",
      "      1 snyk.io\r\n",
      "      1 sisa-tech.com\r\n",
      "      1 simprints.com\r\n",
      "      1 sesilio.com\r\n",
      "      1 pykih.com\r\n",
      "      1 octo.im\r\n",
      "      1 mylaurier.ca\r\n",
      "      1 lvlstudio.com\r\n",
      "      1 kyligence.io\r\n",
      "      1 homedepot.com\r\n",
      "      1 grame.fr\r\n",
      "      1 fds.vn\r\n",
      "      1 enjin.com\r\n",
      "      1 acaprojects.com\r\n"
     ]
    }
   ],
   "source": [
    "# Count number of author per dominant domain\n",
    "!cut -d\\; -f3 ../data/p2a_domains_clean.csv | sort | uniq -c | sort -rn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "d9d794d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sort: write failed: 'standard output': Broken pipe\r\n",
      "sort: write error\r\n"
     ]
    }
   ],
   "source": [
    "# Keep top 10 dominant domains in number of authors\n",
    "!cut -d\\; -f3 ../data/p2a_domains_clean.csv | sort | uniq -c | sort -rn | head | sed 's/[0-9]//g;s/ //g' >../data/top-10-domains.txt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd48105f",
   "metadata": {},
   "source": [
    "## Find enterprise-associated and non-associated authors\n",
    "`$> cat ../data/top-10-domains.txt | grep -i - <(cut -d\\; -f2 ../data/p2a_domains_clean.csv) >../data/indoss-authors.txt`\n",
    "\n",
    "`$> cat ../data/top-10-domains.txt | grep -iv - <(cut -d\\; -f2 ../data/p2a_domains_clean.csv) >../data/non-indoss-authors.txt`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "6d4f3913",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "microsoft.com,4032\r\n",
      "google.com,942\r\n",
      "redhat.com,380\r\n",
      "amazon.com,206\r\n",
      "pivotal.io,172\r\n",
      "mozilla.com,65\r\n",
      "fb.com,58\r\n",
      "hashicorp.com,13\r\n",
      "udacity.com,10\r\n",
      "enki.com,0\r\n"
     ]
    }
   ],
   "source": [
    "# Count indoss authors\n",
    "!cat ../data/top-10-domains.txt | while read i ; do echo -n $i, ; grep -c $i ../data/indoss-authors.txt ; done | sort -t, -k2,2 -rn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "4b1de691",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "microsoft.com,19299\r\n",
      "google.com,12967\r\n",
      "redhat.com,9686\r\n",
      "fb.com,4951\r\n",
      "pivotal.io,3703\r\n",
      "amazon.com,3165\r\n",
      "mozilla.com,1779\r\n",
      "hashicorp.com,663\r\n",
      "udacity.com,139\r\n",
      "enki.com,25\r\n"
     ]
    }
   ],
   "source": [
    "# Count non-indoss authors\n",
    "!cat ../data/top-10-domains.txt | while read i ; do echo -n $i, ; grep -c $i ../data/non-indoss-authors.txt ; done | sort -t, -k2,2 -rn"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3b4e115",
   "metadata": {},
   "source": [
    "## Ratio of enterprise-associated authors"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0ff1ab4",
   "metadata": {},
   "source": [
    "microsoft.com, 20.9% <br />\n",
    "google.com, 7.3% <br />\n",
    "udacity.com, 7.2% <br />\n",
    "amazon.com, 6.5% <br />\n",
    "pivotal.io, 4.6% <br />\n",
    "redhat.com, 3.9% <br />\n",
    "mozilla.com, 3.7% <br />\n",
    "hashicorp.com, 2.0% <br />\n",
    "fb.com, 1.2% <br />\n",
    "enki.com, 0.0%"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f55cc92",
   "metadata": {},
   "source": [
    "## Future work\n",
    "\n",
    "### p2c\n",
    "\n",
    "`$> cat ../data/dedup_indoss_projects.txt | ~/lookup/getValues -f p2c >../data/p2c.csv`\n",
    "\n",
    "### c2dat\n",
    "\n",
    "`$> cut -d\";\" -f2 ../data/p2c.csv | ~/lookup/getValues c2dat >../data/c2dat.csv`"
   ]
  }
 ],
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