scraping/scrape_top_github.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "compliant-behalf",
   "metadata": {},
   "source": [
    "# Scrape Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "confirmed-shame",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-04T12:49:53.974598Z",
     "start_time": "2021-03-04T12:49:52.588285Z"
    }
   },
   "outputs": [],
   "source": [
    "from top_github_scraper import (get_top_repo_urls, get_top_repos, get_top_contributors, \n",
    "get_top_user_urls, get_top_users)\n",
    "import datapane as dp \n",
    "import pandas as pd \n",
    "from tqdm import tqdm \n",
    "from folium import plugins\n",
    "import geopandas\n",
    "from geopy.geocoders import Nominatim\n",
    "import folium\n",
    "from folium.plugins import Search\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "coastal-adjustment",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-04T12:51:12.920859Z",
     "start_time": "2021-03-04T12:51:12.916132Z"
    }
   },
   "outputs": [],
   "source": [
    "keyword = \"machine learning\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fallen-discharge",
   "metadata": {},
   "source": [
    "## Get top contributors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "unlimited-metropolitan",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-04T12:43:38.253898Z",
     "start_time": "2021-03-04T12:42:35.655119Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Scraping top GitHub profiles...: 100%|██████████| 265/265 [01:02<00:00,  4.24it/s]\n"
     ]
    }
   ],
   "source": [
    "contributors = get_top_contributors(keyword, stop_page=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "engaging-locking",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-04T12:50:28.862432Z",
     "start_time": "2021-03-04T12:50:28.837187Z"
    }
   },
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>login</th>\n",
       "      <th>url</th>\n",
       "      <th>type</th>\n",
       "      <th>name</th>\n",
       "      <th>company</th>\n",
       "      <th>location</th>\n",
       "      <th>email</th>\n",
       "      <th>hireable</th>\n",
       "      <th>bio</th>\n",
       "      <th>public_repos</th>\n",
       "      <th>public_gists</th>\n",
       "      <th>followers</th>\n",
       "      <th>following</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>josephmisiti</td>\n",
       "      <td>https://api.github.com/users/josephmisiti</td>\n",
       "      <td>User</td>\n",
       "      <td>Joseph Misiti</td>\n",
       "      <td>Math &amp; Pencil</td>\n",
       "      <td>Brooklyn, NY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>Mathematician &amp; Co-founder of Math &amp; Pencil</td>\n",
       "      <td>229</td>\n",
       "      <td>142</td>\n",
       "      <td>2706</td>\n",
       "      <td>275</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>josephmmisiti</td>\n",
       "      <td>https://api.github.com/users/josephmmisiti</td>\n",
       "      <td>User</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",
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       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>hslatman</td>\n",
       "      <td>https://api.github.com/users/hslatman</td>\n",
       "      <td>User</td>\n",
       "      <td>Herman Slatman</td>\n",
       "      <td>DistributIT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>133</td>\n",
       "      <td>20</td>\n",
       "      <td>470</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0asa</td>\n",
       "      <td>https://api.github.com/users/0asa</td>\n",
       "      <td>User</td>\n",
       "      <td>Vincent Botta</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Innovation Engineer @evs-broadcast, previously...</td>\n",
       "      <td>35</td>\n",
       "      <td>15</td>\n",
       "      <td>25</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ajkl</td>\n",
       "      <td>https://api.github.com/users/ajkl</td>\n",
       "      <td>User</td>\n",
       "      <td>Ajinkya Kale</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>kaleajinkya@gmail.com</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>4</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>leviding</td>\n",
       "      <td>https://api.github.com/users/leviding</td>\n",
       "      <td>User</td>\n",
       "      <td>LeviDing</td>\n",
       "      <td>Alibaba Cloud</td>\n",
       "      <td>Hangzhou. China</td>\n",
       "      <td>imdingxuewen@gmail.com</td>\n",
       "      <td>True</td>\n",
       "      <td>Front-End Full Stack Engineer. Admin of @xitu ...</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>396</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>Tomotoes</td>\n",
       "      <td>https://api.github.com/users/Tomotoes</td>\n",
       "      <td>User</td>\n",
       "      <td>Simon Ma</td>\n",
       "      <td>@Bytedance</td>\n",
       "      <td>/dev/tcp/127.0.0.1/443</td>\n",
       "      <td>simon@tomotoes.com</td>\n",
       "      <td>True</td>\n",
       "      <td>Front back left right end engineer\\r\\n\\r\\n\\r\\n</td>\n",
       "      <td>82</td>\n",
       "      <td>21</td>\n",
       "      <td>286</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>layumi</td>\n",
       "      <td>https://api.github.com/users/layumi</td>\n",
       "      <td>User</td>\n",
       "      <td>Zhedong Zheng</td>\n",
       "      <td>UTS</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>Zhedong.Zheng@student.uts.edu.au</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hi, I am a PhD student at University of Techno...</td>\n",
       "      <td>155</td>\n",
       "      <td>3</td>\n",
       "      <td>1413</td>\n",
       "      <td>471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>CSerxy</td>\n",
       "      <td>https://api.github.com/users/CSerxy</td>\n",
       "      <td>User</td>\n",
       "      <td>Zhuofeng Wu</td>\n",
       "      <td>University of Michigan</td>\n",
       "      <td>Ann Arbor</td>\n",
       "      <td>cserxy@gmail.com</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ph.D. student studying natural language proces...</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>codingcai</td>\n",
       "      <td>https://api.github.com/users/codingcai</td>\n",
       "      <td>User</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>15</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>265 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             login                                         url  type  \\\n",
       "0     josephmisiti   https://api.github.com/users/josephmisiti  User   \n",
       "1    josephmmisiti  https://api.github.com/users/josephmmisiti  User   \n",
       "2         hslatman       https://api.github.com/users/hslatman  User   \n",
       "3             0asa           https://api.github.com/users/0asa  User   \n",
       "4             ajkl           https://api.github.com/users/ajkl  User   \n",
       "..             ...                                         ...   ...   \n",
       "260       leviding       https://api.github.com/users/leviding  User   \n",
       "261       Tomotoes       https://api.github.com/users/Tomotoes  User   \n",
       "262         layumi         https://api.github.com/users/layumi  User   \n",
       "263         CSerxy         https://api.github.com/users/CSerxy  User   \n",
       "264      codingcai      https://api.github.com/users/codingcai  User   \n",
       "\n",
       "               name                 company                location  \\\n",
       "0     Joseph Misiti          Math & Pencil             Brooklyn, NY   \n",
       "1               NaN                     NaN                     NaN   \n",
       "2    Herman Slatman             DistributIT                     NaN   \n",
       "3     Vincent Botta                     NaN                 Belgium   \n",
       "4      Ajinkya Kale                     NaN                     NaN   \n",
       "..              ...                     ...                     ...   \n",
       "260        LeviDing           Alibaba Cloud         Hangzhou. China   \n",
       "261        Simon Ma              @Bytedance  /dev/tcp/127.0.0.1/443   \n",
       "262   Zhedong Zheng                     UTS                  Sydney   \n",
       "263     Zhuofeng Wu  University of Michigan               Ann Arbor   \n",
       "264             NaN                     NaN                     NaN   \n",
       "\n",
       "                                email hireable  \\\n",
       "0                                 NaN     True   \n",
       "1                                 NaN      NaN   \n",
       "2                                 NaN      NaN   \n",
       "3                                 NaN      NaN   \n",
       "4               kaleajinkya@gmail.com      NaN   \n",
       "..                                ...      ...   \n",
       "260            imdingxuewen@gmail.com     True   \n",
       "261                simon@tomotoes.com     True   \n",
       "262  Zhedong.Zheng@student.uts.edu.au      NaN   \n",
       "263                  cserxy@gmail.com      NaN   \n",
       "264                               NaN      NaN   \n",
       "\n",
       "                                                   bio  public_repos  \\\n",
       "0          Mathematician & Co-founder of Math & Pencil           229   \n",
       "1                                                  NaN             0   \n",
       "2                                                  NaN           133   \n",
       "3    Innovation Engineer @evs-broadcast, previously...            35   \n",
       "4                                                  NaN            58   \n",
       "..                                                 ...           ...   \n",
       "260  Front-End Full Stack Engineer. Admin of @xitu ...            23   \n",
       "261     Front back left right end engineer\\r\\n\\r\\n\\r\\n            82   \n",
       "262  Hi, I am a PhD student at University of Techno...           155   \n",
       "263  Ph.D. student studying natural language proces...            41   \n",
       "264                                                NaN            15   \n",
       "\n",
       "     public_gists  followers  following  \n",
       "0             142       2706        275  \n",
       "1               0          2          0  \n",
       "2              20        470         67  \n",
       "3              15         25         16  \n",
       "4               1         29          4  \n",
       "..            ...        ...        ...  \n",
       "260             0        396        179  \n",
       "261            21        286         35  \n",
       "262             3       1413        471  \n",
       "263             0         26         51  \n",
       "264             0          3         31  \n",
       "\n",
       "[265 rows x 13 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contributors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "ready-symphony",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-04T12:44:15.861089Z",
     "start_time": "2021-03-04T12:44:15.855672Z"
    }
   },
   "outputs": [],
   "source": [
    "# Remove duplicates\n",
    "\n",
    "contributors = contributors[~contributors.duplicated()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "supreme-charter",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-04T12:44:16.414182Z",
     "start_time": "2021-03-04T12:44:16.397354Z"
    }
   },
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>login</th>\n",
       "      <th>url</th>\n",
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       "      <td>Joseph Misiti</td>\n",
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       "      <td>hslatman</td>\n",
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       "      <td>Herman Slatman</td>\n",
       "      <td>DistributIT</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>133</td>\n",
       "      <td>20</td>\n",
       "      <td>470</td>\n",
       "      <td>67</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0asa</td>\n",
       "      <td>https://api.github.com/users/0asa</td>\n",
       "      <td>User</td>\n",
       "      <td>Vincent Botta</td>\n",
       "      <td>None</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Innovation Engineer @evs-broadcast, previously...</td>\n",
       "      <td>35</td>\n",
       "      <td>15</td>\n",
       "      <td>25</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ajkl</td>\n",
       "      <td>https://api.github.com/users/ajkl</td>\n",
       "      <td>User</td>\n",
       "      <td>Ajinkya Kale</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>kaleajinkya@gmail.com</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>58</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>ipcenas</td>\n",
       "      <td>https://api.github.com/users/ipcenas</td>\n",
       "      <td>User</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>cogmission</td>\n",
       "      <td>https://api.github.com/users/cogmission</td>\n",
       "      <td>User</td>\n",
       "      <td>David Ray</td>\n",
       "      <td>None</td>\n",
       "      <td>Third planet from the sun...</td>\n",
       "      <td>cognitionmission@gmail.com</td>\n",
       "      <td>None</td>\n",
       "      <td>Humanity's freedom and abundance through the p...</td>\n",
       "      <td>30</td>\n",
       "      <td>19</td>\n",
       "      <td>54</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>spekulatius</td>\n",
       "      <td>https://api.github.com/users/spekulatius</td>\n",
       "      <td>User</td>\n",
       "      <td>Peter Thaleikis</td>\n",
       "      <td>@bringyourownideas</td>\n",
       "      <td>127.0.0.1</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>Software engineer focused on solutions using o...</td>\n",
       "      <td>42</td>\n",
       "      <td>1</td>\n",
       "      <td>231</td>\n",
       "      <td>920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>basickarl</td>\n",
       "      <td>https://api.github.com/users/basickarl</td>\n",
       "      <td>User</td>\n",
       "      <td>Karl Morrison</td>\n",
       "      <td>None</td>\n",
       "      <td>Malmö, Sweden</td>\n",
       "      <td>karl@basickarl.io</td>\n",
       "      <td>None</td>\n",
       "      <td>The question is: Will you take me seriously</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NathanEpstein</td>\n",
       "      <td>https://api.github.com/users/NathanEpstein</td>\n",
       "      <td>User</td>\n",
       "      <td>Nathan Epstein</td>\n",
       "      <td>None</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>nathanepst@gmail.com</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>23</td>\n",
       "      <td>12</td>\n",
       "      <td>208</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           login                                         url  type  \\\n",
       "0   josephmisiti   https://api.github.com/users/josephmisiti  User   \n",
       "1  josephmmisiti  https://api.github.com/users/josephmmisiti  User   \n",
       "2       hslatman       https://api.github.com/users/hslatman  User   \n",
       "3           0asa           https://api.github.com/users/0asa  User   \n",
       "4           ajkl           https://api.github.com/users/ajkl  User   \n",
       "5        ipcenas        https://api.github.com/users/ipcenas  User   \n",
       "6     cogmission     https://api.github.com/users/cogmission  User   \n",
       "7    spekulatius    https://api.github.com/users/spekulatius  User   \n",
       "8      basickarl      https://api.github.com/users/basickarl  User   \n",
       "9  NathanEpstein  https://api.github.com/users/NathanEpstein  User   \n",
       "\n",
       "              name              company                      location  \\\n",
       "0    Joseph Misiti       Math & Pencil                   Brooklyn, NY   \n",
       "1             None                 None                          None   \n",
       "2   Herman Slatman          DistributIT                          None   \n",
       "3    Vincent Botta                 None                       Belgium   \n",
       "4     Ajinkya Kale                 None                          None   \n",
       "5             None                 None                          None   \n",
       "6        David Ray                 None  Third planet from the sun...   \n",
       "7  Peter Thaleikis  @bringyourownideas                      127.0.0.1   \n",
       "8    Karl Morrison                 None                 Malmö, Sweden   \n",
       "9   Nathan Epstein                 None                  New York, NY   \n",
       "\n",
       "                        email hireable  \\\n",
       "0                        None     True   \n",
       "1                        None     None   \n",
       "2                        None     None   \n",
       "3                        None     None   \n",
       "4       kaleajinkya@gmail.com     None   \n",
       "5                        None     None   \n",
       "6  cognitionmission@gmail.com     None   \n",
       "7                        None     True   \n",
       "8           karl@basickarl.io     None   \n",
       "9        nathanepst@gmail.com     True   \n",
       "\n",
       "                                                 bio  public_repos  \\\n",
       "0        Mathematician & Co-founder of Math & Pencil           229   \n",
       "1                                               None             0   \n",
       "2                                               None           133   \n",
       "3  Innovation Engineer @evs-broadcast, previously...            35   \n",
       "4                                               None            58   \n",
       "5                                               None            79   \n",
       "6  Humanity's freedom and abundance through the p...            30   \n",
       "7  Software engineer focused on solutions using o...            42   \n",
       "8        The question is: Will you take me seriously             5   \n",
       "9                                               None            23   \n",
       "\n",
       "   public_gists  followers  following  \n",
       "0           142       2706        275  \n",
       "1             0          2          0  \n",
       "2            20        470         67  \n",
       "3            15         25         16  \n",
       "4             1         29          4  \n",
       "5             0          1          0  \n",
       "6            19         54         44  \n",
       "7             1        231        920  \n",
       "8             1         12          6  \n",
       "9            12        208          0  "
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contributors.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "central-insurance",
   "metadata": {},
   "source": [
    "## Get top users"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "included-satin",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-04T12:44:40.017180Z",
     "start_time": "2021-03-04T12:44:20.077923Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Scraping top GitHub profiles...: 100%|██████████| 88/88 [00:19<00:00,  4.42it/s]\n"
     ]
    }
   ],
   "source": [
    "users = get_top_users(keyword, stop_page=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "covered-decision",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-04T12:51:01.820095Z",
     "start_time": "2021-03-04T12:51:01.806789Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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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>login</th>\n",
       "      <th>url</th>\n",
       "      <th>type</th>\n",
       "      <th>name</th>\n",
       "      <th>company</th>\n",
       "      <th>location</th>\n",
       "      <th>email</th>\n",
       "      <th>hireable</th>\n",
       "      <th>bio</th>\n",
       "      <th>public_repos</th>\n",
       "      <th>public_gists</th>\n",
       "      <th>followers</th>\n",
       "      <th>following</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>rasbt</td>\n",
       "      <td>https://api.github.com/users/rasbt</td>\n",
       "      <td>User</td>\n",
       "      <td>Sebastian Raschka</td>\n",
       "      <td>UW-Madison</td>\n",
       "      <td>Madison, WI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Machine Learning researcher &amp; open source cont...</td>\n",
       "      <td>71</td>\n",
       "      <td>5</td>\n",
       "      <td>13891</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tqchen</td>\n",
       "      <td>https://api.github.com/users/tqchen</td>\n",
       "      <td>User</td>\n",
       "      <td>Tianqi Chen</td>\n",
       "      <td>CMU, OctoML</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Large scale Machine Learning</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>8614</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>halfrost</td>\n",
       "      <td>https://api.github.com/users/halfrost</td>\n",
       "      <td>User</td>\n",
       "      <td>halfrost</td>\n",
       "      <td>@Alibaba</td>\n",
       "      <td>Shanghai China</td>\n",
       "      <td>i@halfrost.com</td>\n",
       "      <td>NaN</td>\n",
       "      <td>💪天道酬勤，勤能补拙。博观而约取，厚积而薄发。Gopher / Rustacean / iO...</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>8613</td>\n",
       "      <td>314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ageron</td>\n",
       "      <td>https://api.github.com/users/ageron</td>\n",
       "      <td>User</td>\n",
       "      <td>Aurélien Geron</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Paris</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Author of the book Hands-On Machine Learning w...</td>\n",
       "      <td>43</td>\n",
       "      <td>16</td>\n",
       "      <td>8392</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>chiphuyen</td>\n",
       "      <td>https://api.github.com/users/chiphuyen</td>\n",
       "      <td>User</td>\n",
       "      <td>Chip Huyen</td>\n",
       "      <td>https://snorkel.ai</td>\n",
       "      <td>Mountain View, CA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>Developing tools and best practices for machin...</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>7847</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>rhiever</td>\n",
       "      <td>https://api.github.com/users/rhiever</td>\n",
       "      <td>User</td>\n",
       "      <td>Randy Olson</td>\n",
       "      <td>FOXO BioScience</td>\n",
       "      <td>Vancouver, WA</td>\n",
       "      <td>rso@randalolson.com</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Chief Data Scientist, @FOXOBioScience. AI, Mac...</td>\n",
       "      <td>77</td>\n",
       "      <td>17</td>\n",
       "      <td>5364</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>lexfridman</td>\n",
       "      <td>https://api.github.com/users/lexfridman</td>\n",
       "      <td>User</td>\n",
       "      <td>Lex Fridman</td>\n",
       "      <td>MIT</td>\n",
       "      <td>Cambridge, MA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AI researcher working on autonomous vehicles, ...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5033</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>eriklindernoren</td>\n",
       "      <td>https://api.github.com/users/eriklindernoren</td>\n",
       "      <td>User</td>\n",
       "      <td>Erik Linder-Norén</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Stockholm, Sweden</td>\n",
       "      <td>eriklindernoren@gmail.com</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ML engineer at Apple. Excited about machine le...</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>3769</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>roboticcam</td>\n",
       "      <td>https://api.github.com/users/roboticcam</td>\n",
       "      <td>User</td>\n",
       "      <td>A/Prof Richard Xu                 徐亦达教授</td>\n",
       "      <td>University of Technology Sydney</td>\n",
       "      <td>Sydney Australia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I am an A/Professor in Machine Learning at UTS...</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>3562</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>ogrisel</td>\n",
       "      <td>https://api.github.com/users/ogrisel</td>\n",
       "      <td>User</td>\n",
       "      <td>Olivier Grisel</td>\n",
       "      <td>Inria</td>\n",
       "      <td>Paris, France</td>\n",
       "      <td>olivier.grisel@ensta.org</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Machine Learning Engineer a Inria Saclay (Pari...</td>\n",
       "      <td>174</td>\n",
       "      <td>94</td>\n",
       "      <td>3239</td>\n",
       "      <td>116</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             login                                           url  type  \\\n",
       "0            rasbt            https://api.github.com/users/rasbt  User   \n",
       "1           tqchen           https://api.github.com/users/tqchen  User   \n",
       "2         halfrost         https://api.github.com/users/halfrost  User   \n",
       "3           ageron           https://api.github.com/users/ageron  User   \n",
       "4        chiphuyen        https://api.github.com/users/chiphuyen  User   \n",
       "5          rhiever          https://api.github.com/users/rhiever  User   \n",
       "6       lexfridman       https://api.github.com/users/lexfridman  User   \n",
       "7  eriklindernoren  https://api.github.com/users/eriklindernoren  User   \n",
       "8       roboticcam       https://api.github.com/users/roboticcam  User   \n",
       "9          ogrisel          https://api.github.com/users/ogrisel  User   \n",
       "\n",
       "                                      name                          company  \\\n",
       "0                        Sebastian Raschka                       UW-Madison   \n",
       "1                              Tianqi Chen                      CMU, OctoML   \n",
       "2                                 halfrost                         @Alibaba   \n",
       "3                           Aurélien Geron                              NaN   \n",
       "4                               Chip Huyen               https://snorkel.ai   \n",
       "5                              Randy Olson                  FOXO BioScience   \n",
       "6                              Lex Fridman                              MIT   \n",
       "7                        Erik Linder-Norén                              NaN   \n",
       "8  A/Prof Richard Xu                 徐亦达教授  University of Technology Sydney   \n",
       "9                           Olivier Grisel                            Inria   \n",
       "\n",
       "            location                      email hireable  \\\n",
       "0        Madison, WI                        NaN      NaN   \n",
       "1                NaN                        NaN      NaN   \n",
       "2     Shanghai China             i@halfrost.com      NaN   \n",
       "3              Paris                        NaN      NaN   \n",
       "4  Mountain View, CA                        NaN     True   \n",
       "5      Vancouver, WA        rso@randalolson.com      NaN   \n",
       "6      Cambridge, MA                        NaN      NaN   \n",
       "7  Stockholm, Sweden  eriklindernoren@gmail.com      NaN   \n",
       "8   Sydney Australia                        NaN      NaN   \n",
       "9      Paris, France   olivier.grisel@ensta.org      NaN   \n",
       "\n",
       "                                                 bio  public_repos  \\\n",
       "0  Machine Learning researcher & open source cont...            71   \n",
       "1                       Large scale Machine Learning            28   \n",
       "2  💪天道酬勤，勤能补拙。博观而约取，厚积而薄发。Gopher / Rustacean / iO...            22   \n",
       "3  Author of the book Hands-On Machine Learning w...            43   \n",
       "4  Developing tools and best practices for machin...            19   \n",
       "5  Chief Data Scientist, @FOXOBioScience. AI, Mac...            77   \n",
       "6  AI researcher working on autonomous vehicles, ...             2   \n",
       "7  ML engineer at Apple. Excited about machine le...            24   \n",
       "8  I am an A/Professor in Machine Learning at UTS...            10   \n",
       "9  Machine Learning Engineer a Inria Saclay (Pari...           174   \n",
       "\n",
       "   public_gists  followers  following  \n",
       "0             5      13891         35  \n",
       "1             1       8614        126  \n",
       "2             0       8613        314  \n",
       "3            16       8392          2  \n",
       "4             1       7847         14  \n",
       "5            17       5364         13  \n",
       "6             0       5033          0  \n",
       "7             0       3769         11  \n",
       "8             0       3562          0  \n",
       "9            94       3239        116  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "users.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "hourly-insured",
   "metadata": {},
   "source": [
    "## Combine data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "bigger-public",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-04T12:51:04.490927Z",
     "start_time": "2021-03-04T12:51:04.478976Z"
    }
   },
   "outputs": [],
   "source": [
    "all_users = pd.concat([contributors, users])\n",
    "\n",
    "# Remove duplicated users\n",
    "all_users = all_users[~all_users.duplicated()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "athletic-alfred",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-04T12:51:05.500295Z",
     "start_time": "2021-03-04T12:51:05.495082Z"
    }
   },
   "outputs": [],
   "source": [
    "all_users['real_url'] = all_users.login.apply(lambda login: 'https://github.com/' + login)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "green-anniversary",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-04T12:51:05.943169Z",
     "start_time": "2021-03-04T12:51:05.931035Z"
    }
   },
   "outputs": [
    {
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       "      <th>2</th>\n",
       "      <td>hslatman</td>\n",
       "      <td>https://api.github.com/users/hslatman</td>\n",
       "      <td>User</td>\n",
       "      <td>Herman Slatman</td>\n",
       "      <td>DistributIT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>133</td>\n",
       "      <td>20</td>\n",
       "      <td>470</td>\n",
       "      <td>67</td>\n",
       "      <td>https://github.com/hslatman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0asa</td>\n",
       "      <td>https://api.github.com/users/0asa</td>\n",
       "      <td>User</td>\n",
       "      <td>Vincent Botta</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Innovation Engineer @evs-broadcast, previously...</td>\n",
       "      <td>35</td>\n",
       "      <td>15</td>\n",
       "      <td>25</td>\n",
       "      <td>16</td>\n",
       "      <td>https://github.com/0asa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ajkl</td>\n",
       "      <td>https://api.github.com/users/ajkl</td>\n",
       "      <td>User</td>\n",
       "      <td>Ajinkya Kale</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>kaleajinkya@gmail.com</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>4</td>\n",
       "      <td>https://github.com/ajkl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>ipcenas</td>\n",
       "      <td>https://api.github.com/users/ipcenas</td>\n",
       "      <td>User</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>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>https://github.com/ipcenas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>cogmission</td>\n",
       "      <td>https://api.github.com/users/cogmission</td>\n",
       "      <td>User</td>\n",
       "      <td>David Ray</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Third planet from the sun...</td>\n",
       "      <td>cognitionmission@gmail.com</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Humanity's freedom and abundance through the p...</td>\n",
       "      <td>30</td>\n",
       "      <td>19</td>\n",
       "      <td>54</td>\n",
       "      <td>44</td>\n",
       "      <td>https://github.com/cogmission</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>spekulatius</td>\n",
       "      <td>https://api.github.com/users/spekulatius</td>\n",
       "      <td>User</td>\n",
       "      <td>Peter Thaleikis</td>\n",
       "      <td>@bringyourownideas</td>\n",
       "      <td>127.0.0.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>Software engineer focused on solutions using o...</td>\n",
       "      <td>42</td>\n",
       "      <td>1</td>\n",
       "      <td>231</td>\n",
       "      <td>920</td>\n",
       "      <td>https://github.com/spekulatius</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>basickarl</td>\n",
       "      <td>https://api.github.com/users/basickarl</td>\n",
       "      <td>User</td>\n",
       "      <td>Karl Morrison</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Malmö, Sweden</td>\n",
       "      <td>karl@basickarl.io</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The question is: Will you take me seriously</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>https://github.com/basickarl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NathanEpstein</td>\n",
       "      <td>https://api.github.com/users/NathanEpstein</td>\n",
       "      <td>User</td>\n",
       "      <td>Nathan Epstein</td>\n",
       "      <td>NaN</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>nathanepst@gmail.com</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23</td>\n",
       "      <td>12</td>\n",
       "      <td>208</td>\n",
       "      <td>0</td>\n",
       "      <td>https://github.com/NathanEpstein</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           login                                         url  type  \\\n",
       "0   josephmisiti   https://api.github.com/users/josephmisiti  User   \n",
       "1  josephmmisiti  https://api.github.com/users/josephmmisiti  User   \n",
       "2       hslatman       https://api.github.com/users/hslatman  User   \n",
       "3           0asa           https://api.github.com/users/0asa  User   \n",
       "4           ajkl           https://api.github.com/users/ajkl  User   \n",
       "5        ipcenas        https://api.github.com/users/ipcenas  User   \n",
       "6     cogmission     https://api.github.com/users/cogmission  User   \n",
       "7    spekulatius    https://api.github.com/users/spekulatius  User   \n",
       "8      basickarl      https://api.github.com/users/basickarl  User   \n",
       "9  NathanEpstein  https://api.github.com/users/NathanEpstein  User   \n",
       "\n",
       "              name              company                      location  \\\n",
       "0    Joseph Misiti       Math & Pencil                   Brooklyn, NY   \n",
       "1              NaN                  NaN                           NaN   \n",
       "2   Herman Slatman          DistributIT                           NaN   \n",
       "3    Vincent Botta                  NaN                       Belgium   \n",
       "4     Ajinkya Kale                  NaN                           NaN   \n",
       "5              NaN                  NaN                           NaN   \n",
       "6        David Ray                  NaN  Third planet from the sun...   \n",
       "7  Peter Thaleikis  @bringyourownideas                      127.0.0.1   \n",
       "8    Karl Morrison                  NaN                 Malmö, Sweden   \n",
       "9   Nathan Epstein                  NaN                  New York, NY   \n",
       "\n",
       "                        email hireable  \\\n",
       "0                         NaN     True   \n",
       "1                         NaN      NaN   \n",
       "2                         NaN      NaN   \n",
       "3                         NaN      NaN   \n",
       "4       kaleajinkya@gmail.com      NaN   \n",
       "5                         NaN      NaN   \n",
       "6  cognitionmission@gmail.com      NaN   \n",
       "7                         NaN     True   \n",
       "8           karl@basickarl.io      NaN   \n",
       "9        nathanepst@gmail.com     True   \n",
       "\n",
       "                                                 bio  public_repos  \\\n",
       "0        Mathematician & Co-founder of Math & Pencil           229   \n",
       "1                                                NaN             0   \n",
       "2                                                NaN           133   \n",
       "3  Innovation Engineer @evs-broadcast, previously...            35   \n",
       "4                                                NaN            58   \n",
       "5                                                NaN            79   \n",
       "6  Humanity's freedom and abundance through the p...            30   \n",
       "7  Software engineer focused on solutions using o...            42   \n",
       "8        The question is: Will you take me seriously             5   \n",
       "9                                                NaN            23   \n",
       "\n",
       "   public_gists  followers  following                          real_url  \n",
       "0           142       2706        275   https://github.com/josephmisiti  \n",
       "1             0          2          0  https://github.com/josephmmisiti  \n",
       "2            20        470         67       https://github.com/hslatman  \n",
       "3            15         25         16           https://github.com/0asa  \n",
       "4             1         29          4           https://github.com/ajkl  \n",
       "5             0          1          0        https://github.com/ipcenas  \n",
       "6            19         54         44     https://github.com/cogmission  \n",
       "7             1        231        920    https://github.com/spekulatius  \n",
       "8             1         12          6      https://github.com/basickarl  \n",
       "9            12        208          0  https://github.com/NathanEpstein  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_users.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "healthy-metadata",
   "metadata": {},
   "source": [
    "# Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "sublime-judge",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-04T11:28:41.372283Z",
     "start_time": "2021-03-04T11:28:41.368230Z"
    }
   },
   "outputs": [],
   "source": [
    "geolocator = Nominatim(user_agent='my_app')\n",
    "\n",
    "all_users_with_locations = all_users[~all_users['location'].isna()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "included-adaptation",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-04T11:45:23.210355Z",
     "start_time": "2021-03-04T11:45:23.204395Z"
    }
   },
   "outputs": [],
   "source": [
    "def get_locations(location:str):\n",
    "    try:\n",
    "        return geolocator.geocode(location)\n",
    "    except:\n",
    "        pass\n",
    "def get_lat(location):\n",
    "    return location.latitude\n",
    "   \n",
    "def get_lon(location):\n",
    "    return location.longitude"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "controlled-trauma",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-04T11:38:14.381315Z",
     "start_time": "2021-03-04T11:35:42.612275Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "all_users_with_locations.location = (\n",
    "    all_users_with_locations.location.apply(get_locations)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "difficult-sauce",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-04T11:54:23.236251Z",
     "start_time": "2021-03-04T11:54:23.230380Z"
    }
   },
   "outputs": [],
   "source": [
    "# Drop rows with no location \n",
    "\n",
    "all_users_with_locations = all_users_with_locations[~all_users_with_locations.location.isna()]\n",
    "all_users_with_locations.reset_index(inplace=True, drop=True)\n",
    "\n",
    "# Fill missing values\n",
    "all_users_with_locations.fillna('', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "finished-perth",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-04T12:01:58.013112Z",
     "start_time": "2021-03-04T12:01:58.006654Z"
    }
   },
   "outputs": [],
   "source": [
    "# Get latititudes, longitudes, and address \n",
    "\n",
    "all_users_with_locations['latitudes'] = all_users_with_locations.location.apply(get_lat)\n",
    "all_users_with_locations['longitudes'] = all_users_with_locations.location.apply(get_lon)\n",
    "all_users_with_locations['address'] = all_users_with_locations.location.apply(lambda loc: loc.address)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "driven-realtor",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-04T12:20:57.067562Z",
     "start_time": "2021-03-04T12:20:57.065065Z"
    }
   },
   "outputs": [],
   "source": [
    "def get_city(lat, lon):\n",
    "    location = geolocator.reverse(str(lat)+\",\"+str(lon) )\n",
    "    address = location.raw['address']\n",
    "    return address.get('city', '')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "right-shopping",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-04T12:22:33.492623Z",
     "start_time": "2021-03-04T12:20:57.677178Z"
    }
   },
   "outputs": [],
   "source": [
    "# Get city \n",
    "\n",
    "all_users_with_locations['city'] = all_users_with_locations.apply(lambda row: get_city(row.latitudes, row.longitudes), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "cubic-michael",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-04T11:52:33.447872Z",
     "start_time": "2021-03-04T11:52:33.433435Z"
    }
   },
   "outputs": [],
   "source": [
    "# Turn pandas DataFrame into GeoDataFrame\n",
    "\n",
    "all_users_with_locations = geopandas.GeoDataFrame(\n",
    "    all_users_with_locations, geometry=geopandas.points_from_xy(\n",
    "    all_users_with_locations.longitudes, all_users_with_locations.latitudes))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "personal-spirit",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-04T12:07:46.881769Z",
     "start_time": "2021-03-04T12:07:46.854692Z"
    }
   },
   "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>login</th>\n",
       "      <th>url</th>\n",
       "      <th>contributions</th>\n",
       "      <th>stargazers_count</th>\n",
       "      <th>forks_count</th>\n",
       "      <th>type</th>\n",
       "      <th>name</th>\n",
       "      <th>company</th>\n",
       "      <th>location</th>\n",
       "      <th>email</th>\n",
       "      <th>...</th>\n",
       "      <th>bio</th>\n",
       "      <th>public_repos</th>\n",
       "      <th>public_gists</th>\n",
       "      <th>followers</th>\n",
       "      <th>following</th>\n",
       "      <th>latitudes</th>\n",
       "      <th>longitudes</th>\n",
       "      <th>geometry</th>\n",
       "      <th>address</th>\n",
       "      <th>real_url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>spekulatius</td>\n",
       "      <td>https://api.github.com/users/spekulatius</td>\n",
       "      <td>7</td>\n",
       "      <td>48635</td>\n",
       "      <td>12161</td>\n",
       "      <td>User</td>\n",
       "      <td>Peter Thaleikis</td>\n",
       "      <td>@bringyourownideas</td>\n",
       "      <td>(None, Torino, Piemonte, Italia, (44.933143, 7...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>Software engineer focused on solutions using o...</td>\n",
       "      <td>42</td>\n",
       "      <td>1</td>\n",
       "      <td>231</td>\n",
       "      <td>920</td>\n",
       "      <td>44.933143</td>\n",
       "      <td>7.540121</td>\n",
       "      <td>POINT (7.54012 44.93314)</td>\n",
       "      <td>None, Torino, Piemonte, Italia</td>\n",
       "      <td>https://github.com/spekulatius</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>sourcesoft</td>\n",
       "      <td>https://api.github.com/users/sourcesoft</td>\n",
       "      <td>1</td>\n",
       "      <td>11100</td>\n",
       "      <td>4299</td>\n",
       "      <td>User</td>\n",
       "      <td>Pouya Sanooei</td>\n",
       "      <td></td>\n",
       "      <td>(Toronto, Golden Horseshoe, Ontario, Canada, (...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>54</td>\n",
       "      <td>6</td>\n",
       "      <td>37</td>\n",
       "      <td>268</td>\n",
       "      <td>43.653482</td>\n",
       "      <td>-79.383935</td>\n",
       "      <td>POINT (-79.38393 43.65348)</td>\n",
       "      <td>Toronto, Golden Horseshoe, Ontario, Canada</td>\n",
       "      <td>https://github.com/sourcesoft</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>lawlite19</td>\n",
       "      <td>https://api.github.com/users/lawlite19</td>\n",
       "      <td>119</td>\n",
       "      <td>3686</td>\n",
       "      <td>1734</td>\n",
       "      <td>User</td>\n",
       "      <td>lawlite</td>\n",
       "      <td>Southeast University</td>\n",
       "      <td>(南京市, 江苏省, 中国, (32.0609736, 118.7916458))</td>\n",
       "      <td>lawlitewang@gmail.com</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>649</td>\n",
       "      <td>48</td>\n",
       "      <td>32.060974</td>\n",
       "      <td>118.791646</td>\n",
       "      <td>POINT (118.79165 32.06097)</td>\n",
       "      <td>南京市, 江苏省, 中国</td>\n",
       "      <td>https://github.com/lawlite19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Alex1996a</td>\n",
       "      <td>https://api.github.com/users/Alex1996a</td>\n",
       "      <td>1</td>\n",
       "      <td>3686</td>\n",
       "      <td>1734</td>\n",
       "      <td>User</td>\n",
       "      <td>klaus</td>\n",
       "      <td></td>\n",
       "      <td>(中国, (35.000074, 104.999927))</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>klaus</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>300</td>\n",
       "      <td>35.000074</td>\n",
       "      <td>104.999927</td>\n",
       "      <td>POINT (104.99993 35.00007)</td>\n",
       "      <td>中国</td>\n",
       "      <td>https://github.com/Alex1996a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>trekhleb</td>\n",
       "      <td>https://api.github.com/users/trekhleb</td>\n",
       "      <td>243</td>\n",
       "      <td>16984</td>\n",
       "      <td>3098</td>\n",
       "      <td>User</td>\n",
       "      <td>Oleksii Trekhleb</td>\n",
       "      <td>Uber</td>\n",
       "      <td>(Amsterdam, Noord-Holland, Nederland, (52.3727...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>Software Engineer at @uber</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>6656</td>\n",
       "      <td>7</td>\n",
       "      <td>52.372760</td>\n",
       "      <td>4.893604</td>\n",
       "      <td>POINT (4.89360 52.37276)</td>\n",
       "      <td>Amsterdam, Noord-Holland, Nederland</td>\n",
       "      <td>https://github.com/trekhleb</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         login                                       url contributions  \\\n",
       "0  spekulatius  https://api.github.com/users/spekulatius             7   \n",
       "1   sourcesoft   https://api.github.com/users/sourcesoft             1   \n",
       "2    lawlite19    https://api.github.com/users/lawlite19           119   \n",
       "3    Alex1996a    https://api.github.com/users/Alex1996a             1   \n",
       "4     trekhleb     https://api.github.com/users/trekhleb           243   \n",
       "\n",
       "  stargazers_count forks_count  type              name               company  \\\n",
       "0            48635       12161  User   Peter Thaleikis   @bringyourownideas    \n",
       "1            11100        4299  User     Pouya Sanooei                         \n",
       "2             3686        1734  User           lawlite  Southeast University   \n",
       "3             3686        1734  User             klaus                         \n",
       "4            16984        3098  User  Oleksii Trekhleb                  Uber   \n",
       "\n",
       "                                            location                  email  \\\n",
       "0  (None, Torino, Piemonte, Italia, (44.933143, 7...                          \n",
       "1  (Toronto, Golden Horseshoe, Ontario, Canada, (...                          \n",
       "2          (南京市, 江苏省, 中国, (32.0609736, 118.7916458))  lawlitewang@gmail.com   \n",
       "3                      (中国, (35.000074, 104.999927))                          \n",
       "4  (Amsterdam, Noord-Holland, Nederland, (52.3727...                          \n",
       "\n",
       "   ...                                                bio public_repos  \\\n",
       "0  ...  Software engineer focused on solutions using o...           42   \n",
       "1  ...                                                              54   \n",
       "2  ...                                                              23   \n",
       "3  ...                                              klaus           36   \n",
       "4  ...                         Software Engineer at @uber           17   \n",
       "\n",
       "   public_gists  followers  following  latitudes  longitudes  \\\n",
       "0             1        231        920  44.933143    7.540121   \n",
       "1             6         37        268  43.653482  -79.383935   \n",
       "2             3        649         48  32.060974  118.791646   \n",
       "3             0         56        300  35.000074  104.999927   \n",
       "4             0       6656          7  52.372760    4.893604   \n",
       "\n",
       "                     geometry                                     address  \\\n",
       "0    POINT (7.54012 44.93314)              None, Torino, Piemonte, Italia   \n",
       "1  POINT (-79.38393 43.65348)  Toronto, Golden Horseshoe, Ontario, Canada   \n",
       "2  POINT (118.79165 32.06097)                                南京市, 江苏省, 中国   \n",
       "3  POINT (104.99993 35.00007)                                          中国   \n",
       "4    POINT (4.89360 52.37276)         Amsterdam, Noord-Holland, Nederland   \n",
       "\n",
       "                         real_url  \n",
       "0  https://github.com/spekulatius  \n",
       "1   https://github.com/sourcesoft  \n",
       "2    https://github.com/lawlite19  \n",
       "3    https://github.com/Alex1996a  \n",
       "4     https://github.com/trekhleb  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_users_with_locations.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "talented-fairy",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-04T12:13:13.426906Z",
     "start_time": "2021-03-04T12:13:13.395392Z"
    }
   },
   "outputs": [],
   "source": [
    "all_users_with_locations.crs = \"EPSG:4326\"\n",
    "\n",
    "all_users_with_locations.drop(columns=['location'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "premium-importance",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-04T13:19:51.384374Z",
     "start_time": "2021-03-04T13:19:51.345281Z"
    }
   },
   "outputs": [],
   "source": [
    "lat_0 = int(all_users_with_locations.latitudes.iloc[0])\n",
    "lon_0 = int(all_users_with_locations.longitudes.iloc[0])\n",
    "\n",
    "m = folium.Map(location=[lat_0, lon_0], zoom_start=4)\n",
    "\n",
    "# Add markers\n",
    "\n",
    "fields = [\"login\", \"real_url\", \"type\",\n",
    "          \"name\", \"company\", \"address\", \"city\", \"email\",\n",
    "          \"bio\", \"followers\", \"following\",\n",
    "          \"public_repos\", \"public_gists\"]\n",
    "aliases = [\"Login Name\", \"URL\", \"Type\",\n",
    "          \"Name\", \"Company\", \"Address\", \"City\", \"Email\",\n",
    "          \"Bio\", \"Followers\", \"Following\",\n",
    "          \"Number of Public Repos\", \"Number of Public Gists\"]\n",
    "\n",
    "citygeo = folium.GeoJson(\n",
    "    all_users_with_locations,\n",
    "    tooltip=folium.GeoJsonTooltip(\n",
    "         fields=fields, aliases=aliases, localize=True\n",
    "    ),\n",
    ").add_to(m)\n",
    "\n",
    "# Add search \n",
    "citysearch = Search(\n",
    "    layer=citygeo,\n",
    "    geom_type=\"Point\",\n",
    "    placeholder=\"Search for a City\",\n",
    "    collapsed=True,\n",
    "    search_label=\"city\",\n",
    ").add_to(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "underlying-diploma",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-04T13:19:51.776062Z",
     "start_time": "2021-03-04T13:19:51.745864Z"
    }
   },
   "outputs": [
    {
     "data": {
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