wikiart_updates.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# WikiArt dataset cleaning, extending\n",
    "\n",
    "WikiArt: all art pieces stored as a picture in Wikipedia (till a certain date).<br>\n",
    "Original gathering and steps is in the *datasets/originals/wikiart_initial.ipynb* file. This file contains the updates since 2024.02.05."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## TODO: Collect the \"has works in the collection\" property (P6379) for all artists"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Update 2024.10.27: Combine two instances for Leonid Šejka"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import helper_functions\n",
    "\n",
    "artists_wikiart = pd.read_csv('https://raw.githubusercontent.com/me9hanics/PainterPalette/main/datasets/wikiart_artists.csv')\n",
    "artists_wikiart = helper_functions.wikiart_combine_instances(artists_wikiart, \"Leonid Šejka\" ,\"Leonid Sejka\").reset_index(drop=True)\n",
    "artists_wikiart.to_csv('datasets/wikiart_artists.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Update 2024.05.08 - Requery one painter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import httpimport\n",
    "\n",
    "\n",
    "with httpimport.remote_repo('https://raw.githubusercontent.com/me9hanics/sparql-wikidata-data-collection/main/'):\n",
    "    import functions as external_functions\n",
    "\n",
    "artists_wikiart = pd.read_csv('https://raw.githubusercontent.com/me9hanics/PainterPalette/main/datasets/wikiart_artists.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "result = external_functions.get_all_person_info_by_id(\"Q52498153\")\n",
    "i = artists_wikiart[artists_wikiart['artist']=='Giovanni Costa'].index[0]\n",
    "\n",
    "artists_wikiart.loc[i, 'birth_place'] = result['birth_place']\n",
    "artists_wikiart.loc[i, 'birth_year'] = external_functions.find_year(result['birth_date'])\n",
    "artists_wikiart.loc[i, 'death_place'] = result['death_place']\n",
    "artists_wikiart.loc[i, 'death_year'] = external_functions.find_year(result['death_date'])\n",
    "artists_wikiart.loc[i, 'citizenship'] = 'Kingdom of Italy'\n",
    "artists_wikiart.loc[i, 'occupations'] = \"painter\"\n",
    "artists_wikiart.loc[i, 'locations'] = \"['Florence', 'Italy']\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "artists_wikiart.to_csv('datasets/wikiart_artists.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Update 2024.02.12-14: Check for birth_year and birth_place mistakes\n",
    "\n",
    " (e.g., 385: William Scott)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import httpimport\n",
    "\n",
    "\n",
    "with httpimport.remote_repo('https://raw.githubusercontent.com/me9hanics/sparql-wikidata-data-collection/main/'):\n",
    "    import functions as external_functions\n",
    "\n",
    "artists_wikiart = pd.read_csv('https://raw.githubusercontent.com/me9hanics/PainterPalette/main/datasets/wikiart_artists.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's first look through artists that don't have a birth year data, and try to update many of their data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error fetching data for [ a y s h ], status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Victor Zaretsky, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for John Vassos, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Elisabeth Sonrel, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Simon Ushakov, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Fusun Onur, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Gazmend Freitag, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Sun Mu, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Sami Gattoufi, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Oswaldo Guayasamin, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Stefan Sevastre, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Jon Mcnaughton, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Ha Chong-Hyun, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Martha Diamond, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Armin Andreas Pangerl, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Umehara Ryuzaburo, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Vartan Mahokian, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Johann Koler, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Oleksandr Pashenko, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Mariojosé Ángeles, status code: 429.\n",
      "Attempt 1 of 3.\n"
     ]
    }
   ],
   "source": [
    "for i,row in artists_wikiart[artists_wikiart['birth_year'].isnull()].iterrows():\n",
    "    response = external_functions.get_all_person_info(row['artist'], delay=121)\n",
    "    #if row['artist'] == 'Adnan Coker':\n",
    "    #    print(response)\n",
    "    #    if response:\n",
    "    #        print(\"True response\")\n",
    "    #        if 'birth_date' in response.keys():\n",
    "    #            print(\"birth_date in keys\")\n",
    "    #            print(\"Birth_date:\" + response['birth_date'])\n",
    "    if response:\n",
    "        if 'birth_date' in response.keys() and response['birth_date']:\n",
    "            artists_wikiart.at[i, 'birth_year'] = external_functions.find_year(response['birth_date'])\n",
    "        if 'death_date' in response.keys() and response['death_date']:\n",
    "            artists_wikiart.at[i, 'death_year'] = external_functions.find_year(response['death_date'])\n",
    "        if 'birth_place' in response.keys() and response['birth_place']:\n",
    "            artists_wikiart.at[i, 'birth_place'] = response['birth_place']\n",
    "        if 'death_place' in response.keys() and response['death_place']:\n",
    "            artists_wikiart.at[i, 'death_place'] = response['death_place']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### --Save-- 2024.02.13 0:49 GMT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [],
   "source": [
    "artists_wikiart.to_csv('datasets/wikiart_artists.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### --Continue-- 2024.02.14"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>artist</th>\n",
       "      <th>styles</th>\n",
       "      <th>movement</th>\n",
       "      <th>styles_extended</th>\n",
       "      <th>pictures_count</th>\n",
       "      <th>birth_place</th>\n",
       "      <th>birth_year</th>\n",
       "      <th>death_year</th>\n",
       "      <th>death_place</th>\n",
       "      <th>gender</th>\n",
       "      <th>citizenship</th>\n",
       "      <th>occupations</th>\n",
       "      <th>locations</th>\n",
       "      <th>locations_with_years</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Babak-Matveev</td>\n",
       "      <td>Abstract Art, Digital Art, Neo-Pop Art, Pop Art</td>\n",
       "      <td>Neo-Pop Art</td>\n",
       "      <td>{Abstract Art:1},{Digital Art:5},{Neo-Pop Art:...</td>\n",
       "      <td>69</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>male</td>\n",
       "      <td>Russia</td>\n",
       "      <td>painter</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Georges Troubat</td>\n",
       "      <td>Abstract Art</td>\n",
       "      <td>Abstract Art</td>\n",
       "      <td>{Abstract Art:12}</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Jose de Almada-Negreiros</td>\n",
       "      <td>Abstract Art, Art Deco, Art Nouveau (Modern), ...</td>\n",
       "      <td>Art Nouveau</td>\n",
       "      <td>{Abstract Art:4},{Art Deco:13},{Art Nouveau (M...</td>\n",
       "      <td>33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Rashid Al Khalifa</td>\n",
       "      <td>Abstract Art, Contemporary Realism, Expression...</td>\n",
       "      <td>Contemporary Realism</td>\n",
       "      <td>{Abstract Art:18},{Contemporary Realism:6},{Ex...</td>\n",
       "      <td>50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Thiago Boecan</td>\n",
       "      <td>Abstract Art, Cubo-Expressionism, Geometric, N...</td>\n",
       "      <td>Abstract Art</td>\n",
       "      <td>{Abstract Art:7},{Cubo-Expressionism:1},{Geome...</td>\n",
       "      <td>37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3037</th>\n",
       "      <td>Viktor Shatalin</td>\n",
       "      <td>Socialist Realism</td>\n",
       "      <td>Socialist Realism</td>\n",
       "      <td>{Socialist Realism:18}</td>\n",
       "      <td>18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3055</th>\n",
       "      <td>Phase 2</td>\n",
       "      <td>Street art</td>\n",
       "      <td>Street art</td>\n",
       "      <td>{Street art:13}</td>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>New York City</td>\n",
       "      <td>male</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>graffiti artist, painter</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3129</th>\n",
       "      <td>The Game of Marseille</td>\n",
       "      <td>Surrealism</td>\n",
       "      <td>Surrealism</td>\n",
       "      <td>{Surrealism:17}</td>\n",
       "      <td>17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3189</th>\n",
       "      <td>Nieves Mingueza</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Feminist Art</td>\n",
       "      <td>{Unknown:20}</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3199</th>\n",
       "      <td>Vudon Baklytsky</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Soviet Nonconformist Art</td>\n",
       "      <td>{Unknown:46}</td>\n",
       "      <td>46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>109 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        artist  \\\n",
       "22               Babak-Matveev   \n",
       "61             Georges Troubat   \n",
       "99    Jose de Almada-Negreiros   \n",
       "138          Rashid Al Khalifa   \n",
       "159              Thiago Boecan   \n",
       "...                        ...   \n",
       "3037           Viktor Shatalin   \n",
       "3055                   Phase 2   \n",
       "3129     The Game of Marseille   \n",
       "3189           Nieves Mingueza   \n",
       "3199           Vudon Baklytsky   \n",
       "\n",
       "                                                 styles  \\\n",
       "22      Abstract Art, Digital Art, Neo-Pop Art, Pop Art   \n",
       "61                                         Abstract Art   \n",
       "99    Abstract Art, Art Deco, Art Nouveau (Modern), ...   \n",
       "138   Abstract Art, Contemporary Realism, Expression...   \n",
       "159   Abstract Art, Cubo-Expressionism, Geometric, N...   \n",
       "...                                                 ...   \n",
       "3037                                  Socialist Realism   \n",
       "3055                                         Street art   \n",
       "3129                                         Surrealism   \n",
       "3189                                            Unknown   \n",
       "3199                                            Unknown   \n",
       "\n",
       "                      movement  \\\n",
       "22                 Neo-Pop Art   \n",
       "61                Abstract Art   \n",
       "99                 Art Nouveau   \n",
       "138       Contemporary Realism   \n",
       "159               Abstract Art   \n",
       "...                        ...   \n",
       "3037         Socialist Realism   \n",
       "3055                Street art   \n",
       "3129                Surrealism   \n",
       "3189              Feminist Art   \n",
       "3199  Soviet Nonconformist Art   \n",
       "\n",
       "                                        styles_extended  pictures_count  \\\n",
       "22    {Abstract Art:1},{Digital Art:5},{Neo-Pop Art:...              69   \n",
       "61                                    {Abstract Art:12}              12   \n",
       "99    {Abstract Art:4},{Art Deco:13},{Art Nouveau (M...              33   \n",
       "138   {Abstract Art:18},{Contemporary Realism:6},{Ex...              50   \n",
       "159   {Abstract Art:7},{Cubo-Expressionism:1},{Geome...              37   \n",
       "...                                                 ...             ...   \n",
       "3037                             {Socialist Realism:18}              18   \n",
       "3055                                    {Street art:13}              13   \n",
       "3129                                    {Surrealism:17}              17   \n",
       "3189                                       {Unknown:20}              20   \n",
       "3199                                       {Unknown:46}              46   \n",
       "\n",
       "     birth_place  birth_year  death_year    death_place gender  \\\n",
       "22           NaN         NaN         NaN            NaN   male   \n",
       "61           NaN         NaN         NaN            NaN    NaN   \n",
       "99           NaN         NaN         NaN            NaN    NaN   \n",
       "138          NaN         NaN         NaN            NaN    NaN   \n",
       "159          NaN         NaN         NaN            NaN    NaN   \n",
       "...          ...         ...         ...            ...    ...   \n",
       "3037         NaN         NaN         NaN            NaN    NaN   \n",
       "3055         NaN         NaN      2019.0  New York City   male   \n",
       "3129         NaN         NaN         NaN            NaN    NaN   \n",
       "3189         NaN         NaN         NaN            NaN    NaN   \n",
       "3199         NaN         NaN         NaN            NaN    NaN   \n",
       "\n",
       "                   citizenship               occupations locations  \\\n",
       "22                      Russia                   painter        []   \n",
       "61                         NaN                       NaN       NaN   \n",
       "99                         NaN                       NaN       NaN   \n",
       "138                        NaN                       NaN       NaN   \n",
       "159                        NaN                       NaN       NaN   \n",
       "...                        ...                       ...       ...   \n",
       "3037                       NaN                       NaN       NaN   \n",
       "3055  United States of America  graffiti artist, painter        []   \n",
       "3129                       NaN                       NaN        []   \n",
       "3189                       NaN                       NaN       NaN   \n",
       "3199                       NaN                       NaN       NaN   \n",
       "\n",
       "     locations_with_years  \n",
       "22                     []  \n",
       "61                    NaN  \n",
       "99                    NaN  \n",
       "138                   NaN  \n",
       "159                   NaN  \n",
       "...                   ...  \n",
       "3037                  NaN  \n",
       "3055                   []  \n",
       "3129                   []  \n",
       "3189                  NaN  \n",
       "3199                  NaN  \n",
       "\n",
       "[109 rows x 14 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "artists_wikiart[artists_wikiart['birth_year'].isnull()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let's look at artists with birth year difference over 100 years:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>artist</th>\n",
       "      <th>styles</th>\n",
       "      <th>movement</th>\n",
       "      <th>styles_extended</th>\n",
       "      <th>pictures_count</th>\n",
       "      <th>birth_place</th>\n",
       "      <th>birth_year</th>\n",
       "      <th>death_year</th>\n",
       "      <th>death_place</th>\n",
       "      <th>gender</th>\n",
       "      <th>citizenship</th>\n",
       "      <th>occupations</th>\n",
       "      <th>locations</th>\n",
       "      <th>locations_with_years</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Jean David</td>\n",
       "      <td>Abstract Art, Constructivism, Cubism, Expressi...</td>\n",
       "      <td>Surrealism</td>\n",
       "      <td>{Abstract Art:1},{Constructivism:6},{Cubism:25...</td>\n",
       "      <td>85</td>\n",
       "      <td>Bucharest</td>\n",
       "      <td>1908.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>15th arrondissement of Paris</td>\n",
       "      <td>male</td>\n",
       "      <td>France</td>\n",
       "      <td>poet, politician, illustrator, painter, design...</td>\n",
       "      <td>['Paris']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Paul Nash</td>\n",
       "      <td>Abstract Art, Cubism, Dada, Expressionism, Sur...</td>\n",
       "      <td>Abstract Art</td>\n",
       "      <td>{Abstract Art:7},{Cubism:31},{Dada:1},{Express...</td>\n",
       "      <td>133</td>\n",
       "      <td>Kensington</td>\n",
       "      <td>1889.0</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>male</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>musician, jazz guitarist, music teacher, photo...</td>\n",
       "      <td>['London']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Hedda Sterne</td>\n",
       "      <td>Abstract Expressionism, Conceptual Art, Cubism...</td>\n",
       "      <td>Surrealism</td>\n",
       "      <td>{Abstract Expressionism:11},{Conceptual Art:1}...</td>\n",
       "      <td>40</td>\n",
       "      <td>Bucharest</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>New York City</td>\n",
       "      <td>female</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>artist, painter, sculptor, drawer</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>Toko Shinoda</td>\n",
       "      <td>Abstract Expressionism</td>\n",
       "      <td>Abstract Art</td>\n",
       "      <td>{Abstract Expressionism:26}</td>\n",
       "      <td>26</td>\n",
       "      <td>Dalian</td>\n",
       "      <td>1913.0</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>Ome</td>\n",
       "      <td>female</td>\n",
       "      <td>Japan</td>\n",
       "      <td>lithographer, essayist, painter, engraver</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>William Scott</td>\n",
       "      <td>Abstract Expressionism, Expressionism</td>\n",
       "      <td>Abstract Expressionism</td>\n",
       "      <td>{Abstract Expressionism:26},{Expressionism:15}</td>\n",
       "      <td>41</td>\n",
       "      <td>Glasgow</td>\n",
       "      <td>1785.0</td>\n",
       "      <td>1919.0</td>\n",
       "      <td>Melbourne</td>\n",
       "      <td>male</td>\n",
       "      <td>United Kingdom of Great Britain and Ireland</td>\n",
       "      <td>drawer, painter</td>\n",
       "      <td>['Bath', 'London', 'Scotland', 'South Australia']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>651</th>\n",
       "      <td>Karl Otto Gotz</td>\n",
       "      <td>Art Informel</td>\n",
       "      <td>Abstract Art</td>\n",
       "      <td>{Art Informel:14}</td>\n",
       "      <td>14</td>\n",
       "      <td>Aachen</td>\n",
       "      <td>1914.0</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>Niederbreitbach</td>\n",
       "      <td>male</td>\n",
       "      <td>Germany</td>\n",
       "      <td>photographer, painter, university teacher, gra...</td>\n",
       "      <td>['Aachen', 'Düsseldorf']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>741</th>\n",
       "      <td>Felice Casorati</td>\n",
       "      <td>Art Nouveau (Modern), Expressionism, Metaphysi...</td>\n",
       "      <td>Metaphysical art</td>\n",
       "      <td>{Art Nouveau (Modern):5},{Expressionism:14},{M...</td>\n",
       "      <td>30</td>\n",
       "      <td>Pavia</td>\n",
       "      <td>1835.0</td>\n",
       "      <td>1963.0</td>\n",
       "      <td>Turin</td>\n",
       "      <td>male</td>\n",
       "      <td>Italy</td>\n",
       "      <td>painter, sculptor, graphic artist, designer</td>\n",
       "      <td>['Rome', 'Venice', 'Turin', 'Padua']</td>\n",
       "      <td>['Rome:1907-1909', 'Venice:1907-1915', 'Turin:...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>827</th>\n",
       "      <td>Richard Gerstl</td>\n",
       "      <td>Art Nouveau (Modern), Expressionism, Pointilli...</td>\n",
       "      <td>Expressionism</td>\n",
       "      <td>{Art Nouveau (Modern):12},{Expressionism:39},{...</td>\n",
       "      <td>75</td>\n",
       "      <td>Vienna</td>\n",
       "      <td>1883.0</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>Basel</td>\n",
       "      <td>male</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>painter, artist, graphic designer, typographer...</td>\n",
       "      <td>['Vienna', 'Gmunden', 'Düsseldorf']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>930</th>\n",
       "      <td>Ivan Rutkovych</td>\n",
       "      <td>Baroque</td>\n",
       "      <td>Byzantine Art</td>\n",
       "      <td>{Baroque:15}</td>\n",
       "      <td>15</td>\n",
       "      <td>Zolochiv Raion</td>\n",
       "      <td>1650.0</td>\n",
       "      <td>1800.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>iconographer, painter</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>Rembrandt</td>\n",
       "      <td>Baroque, Tenebrism, Unknown</td>\n",
       "      <td>Baroque</td>\n",
       "      <td>{Baroque:587},{Tenebrism:128},{Unknown:52}</td>\n",
       "      <td>767</td>\n",
       "      <td>Leiden</td>\n",
       "      <td>1606.0</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Amsterdam</td>\n",
       "      <td>male</td>\n",
       "      <td>Dutch Republic</td>\n",
       "      <td>painter, collector, art collector, etcher, pri...</td>\n",
       "      <td>['Amsterdam', 'Leiden']</td>\n",
       "      <td>['Amsterdam:1623-1625,1631-1669', 'Leiden:1625...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1026</th>\n",
       "      <td>Josef Kriehuber</td>\n",
       "      <td>Biedermeier, Realism, Unknown</td>\n",
       "      <td>Realism</td>\n",
       "      <td>{Biedermeier:129},{Realism:2},{Unknown:32}</td>\n",
       "      <td>163</td>\n",
       "      <td>Vienna</td>\n",
       "      <td>1800.0</td>\n",
       "      <td>1905.0</td>\n",
       "      <td>Vienna</td>\n",
       "      <td>male</td>\n",
       "      <td>Austria</td>\n",
       "      <td>painter, graphic artist, visual artist, lithog...</td>\n",
       "      <td>['Vienna']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1073</th>\n",
       "      <td>Rupprecht Geiger</td>\n",
       "      <td>Color Field Painting, Minimalism</td>\n",
       "      <td>Post-Painterly Abstraction</td>\n",
       "      <td>{Color Field Painting:21},{Minimalism:3}</td>\n",
       "      <td>24</td>\n",
       "      <td>Munich</td>\n",
       "      <td>1908.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Munich</td>\n",
       "      <td>male</td>\n",
       "      <td>Germany</td>\n",
       "      <td>architect, painter, sculptor, university teach...</td>\n",
       "      <td>['Düsseldorf']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1407</th>\n",
       "      <td>Max Oppenheimer</td>\n",
       "      <td>Cubism, Expressionism, Futurism</td>\n",
       "      <td>Expressionism</td>\n",
       "      <td>{Cubism:1},{Expressionism:13},{Futurism:2}</td>\n",
       "      <td>16</td>\n",
       "      <td>Vienna</td>\n",
       "      <td>1885.0</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>male</td>\n",
       "      <td>Germany</td>\n",
       "      <td>journalist, entrepreneur, broker, real estate ...</td>\n",
       "      <td>['Zürich', 'Bern', 'Berlin', 'Prague', 'Geneva...</td>\n",
       "      <td>['Zürich:1916-1917', 'Bern:1915-1915', 'Berlin...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1426</th>\n",
       "      <td>Robert Falk</td>\n",
       "      <td>Cubism, Expressionism, Impressionism, Unknown</td>\n",
       "      <td>Art Nouveau</td>\n",
       "      <td>{Cubism:4},{Expressionism:19},{Impressionism:2...</td>\n",
       "      <td>28</td>\n",
       "      <td>Moscow</td>\n",
       "      <td>1886.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>Garmisch-Partenkirchen</td>\n",
       "      <td>male</td>\n",
       "      <td>Germany</td>\n",
       "      <td>novelist, writer, drawer, visual artist, painter</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1481</th>\n",
       "      <td>Antonello da Messina</td>\n",
       "      <td>Early Renaissance, Unknown</td>\n",
       "      <td>Early Renaissance</td>\n",
       "      <td>{Early Renaissance:32},{Unknown:9}</td>\n",
       "      <td>41</td>\n",
       "      <td>Messina</td>\n",
       "      <td>1430.0</td>\n",
       "      <td>1535.0</td>\n",
       "      <td>Messina</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>painter</td>\n",
       "      <td>['Messina']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1531</th>\n",
       "      <td>Francis Bacon</td>\n",
       "      <td>Excessivism, Expressionism, Unknown</td>\n",
       "      <td>Expressionism</td>\n",
       "      <td>{Excessivism:1},{Expressionism:235},{Unknown:89}</td>\n",
       "      <td>325</td>\n",
       "      <td>London</td>\n",
       "      <td>1561.0</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>Madrid</td>\n",
       "      <td>male</td>\n",
       "      <td>Kingdom of England</td>\n",
       "      <td>lawyer, writer, judge, scientist, philosopher,...</td>\n",
       "      <td>['Berlin', 'London', 'Tangier', 'Paris', 'Mont...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1731</th>\n",
       "      <td>Wayne Thiebaud</td>\n",
       "      <td>Expressionism, New Realism, Pop Art</td>\n",
       "      <td>Pop Art</td>\n",
       "      <td>{Expressionism:8},{New Realism:5},{Pop Art:44}</td>\n",
       "      <td>57</td>\n",
       "      <td>Mesa</td>\n",
       "      <td>1920.0</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>Sacramento</td>\n",
       "      <td>male</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>illustrator, painter, cartoonist, sculptor, un...</td>\n",
       "      <td>['Sacramento', 'Los Angeles', 'San Francisco',...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1734</th>\n",
       "      <td>Will Barnet</td>\n",
       "      <td>Expressionism, Indian Space painting, Pop Art,...</td>\n",
       "      <td>Abstract Expressionism</td>\n",
       "      <td>{Expressionism:8},{Indian Space painting:53},{...</td>\n",
       "      <td>181</td>\n",
       "      <td>Beverly</td>\n",
       "      <td>1911.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>New York City</td>\n",
       "      <td>male</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>painter, printmaker</td>\n",
       "      <td>['Ethiopia']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1741</th>\n",
       "      <td>Ernst Fuchs</td>\n",
       "      <td>Fantastic Realism, Unknown</td>\n",
       "      <td>Surrealism</td>\n",
       "      <td>{Fantastic Realism:66},{Unknown:1}</td>\n",
       "      <td>67</td>\n",
       "      <td>Kritzendorf</td>\n",
       "      <td>1851.0</td>\n",
       "      <td>1983.0</td>\n",
       "      <td>Heilbronn</td>\n",
       "      <td>male</td>\n",
       "      <td>Germany</td>\n",
       "      <td>theologian, university teacher</td>\n",
       "      <td>['Tübingen', 'Marburg']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1754</th>\n",
       "      <td>Armand Guillaumin</td>\n",
       "      <td>Fauvism, Impressionism</td>\n",
       "      <td>Impressionism</td>\n",
       "      <td>{Fauvism:7},{Impressionism:52}</td>\n",
       "      <td>59</td>\n",
       "      <td>Paris</td>\n",
       "      <td>1841.0</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>Potsdam</td>\n",
       "      <td>male</td>\n",
       "      <td>Kingdom of the Netherlands</td>\n",
       "      <td>writer, poet, painter, violinist, sculptor, ce...</td>\n",
       "      <td>['Amsterdam']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>Medi Wechsler Dinu</td>\n",
       "      <td>Impressionism, Post-Impressionism</td>\n",
       "      <td>Impressionism</td>\n",
       "      <td>{Impressionism:13},{Post-Impressionism:6}</td>\n",
       "      <td>19</td>\n",
       "      <td>Brezoi</td>\n",
       "      <td>1908.0</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>Bucharest</td>\n",
       "      <td>female</td>\n",
       "      <td>Romania</td>\n",
       "      <td>painter</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>Robert Spencer</td>\n",
       "      <td>Impressionism, Post-Impressionism</td>\n",
       "      <td>Impressionism</td>\n",
       "      <td>{Impressionism:79},{Post-Impressionism:8}</td>\n",
       "      <td>87</td>\n",
       "      <td>Althorp</td>\n",
       "      <td>1570.0</td>\n",
       "      <td>1964.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>male</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>painter, politician, ornithologist, bird watch...</td>\n",
       "      <td>['London', 'Denver', 'Ann Arbor']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2081</th>\n",
       "      <td>Wang Wei</td>\n",
       "      <td>Ink and wash painting</td>\n",
       "      <td>Tang Dynasty (618–907)</td>\n",
       "      <td>{Ink and wash painting:4}</td>\n",
       "      <td>4</td>\n",
       "      <td>Wafangdian</td>\n",
       "      <td>584.0</td>\n",
       "      <td>761.0</td>\n",
       "      <td>Chang'an</td>\n",
       "      <td>male</td>\n",
       "      <td>Tang dynasty</td>\n",
       "      <td>calligrapher, painter, musician, politician, p...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2196</th>\n",
       "      <td>Pierre Roy</td>\n",
       "      <td>Magic Realism, Surrealism</td>\n",
       "      <td>Magic Realism</td>\n",
       "      <td>{Magic Realism:12},{Surrealism:8}</td>\n",
       "      <td>20</td>\n",
       "      <td>Nantes</td>\n",
       "      <td>1880.0</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>La Chapelle-Palluau</td>\n",
       "      <td>male</td>\n",
       "      <td>France</td>\n",
       "      <td>politician</td>\n",
       "      <td>['Paris']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2230</th>\n",
       "      <td>Jan Groth</td>\n",
       "      <td>Minimalism</td>\n",
       "      <td>Minimalism</td>\n",
       "      <td>{Minimalism:15}</td>\n",
       "      <td>15</td>\n",
       "      <td>Bielsko-Biała</td>\n",
       "      <td>1921.0</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>Oslo</td>\n",
       "      <td>male</td>\n",
       "      <td>Norway</td>\n",
       "      <td>drawer, designer, painter</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2249</th>\n",
       "      <td>Pierre Soulages</td>\n",
       "      <td>Minimalism, Tachisme</td>\n",
       "      <td>Abstract Art</td>\n",
       "      <td>{Minimalism:19},{Tachisme:20}</td>\n",
       "      <td>39</td>\n",
       "      <td>Rodez</td>\n",
       "      <td>1919.0</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>Centre Hospitalier Universitaire De Nîmes</td>\n",
       "      <td>male</td>\n",
       "      <td>France</td>\n",
       "      <td>engraver, illustrator, painter, sculptor, grap...</td>\n",
       "      <td>['Liège', 'Paris', 'Courbevoie', 'Sète']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2403</th>\n",
       "      <td>Abraham van Strij</td>\n",
       "      <td>Neoclassicism</td>\n",
       "      <td>Neoclassicism</td>\n",
       "      <td>{Neoclassicism:38}</td>\n",
       "      <td>38</td>\n",
       "      <td>Dordrecht</td>\n",
       "      <td>1753.0</td>\n",
       "      <td>1908.0</td>\n",
       "      <td>Dordrecht</td>\n",
       "      <td>male</td>\n",
       "      <td>Kingdom of the Netherlands</td>\n",
       "      <td>painter</td>\n",
       "      <td>['Dordrecht']</td>\n",
       "      <td>['Dordrecht:1871-1908']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2467</th>\n",
       "      <td>William Hamilton</td>\n",
       "      <td>Neoclassicism, Rococo, Unknown</td>\n",
       "      <td>Neoclassicism</td>\n",
       "      <td>{Neoclassicism:42},{Rococo:2},{Unknown:4}</td>\n",
       "      <td>48</td>\n",
       "      <td>Scoonie</td>\n",
       "      <td>1721.0</td>\n",
       "      <td>1861.0</td>\n",
       "      <td>Eldsberga</td>\n",
       "      <td>male</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>athletics competitor, association football pla...</td>\n",
       "      <td>['Springfield', 'London', 'Naples', 'Ottawa', ...</td>\n",
       "      <td>['Rome:1767-1767']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2550</th>\n",
       "      <td>John Frederick Lewis</td>\n",
       "      <td>Orientalism, Romanticism</td>\n",
       "      <td>Orientalism</td>\n",
       "      <td>{Orientalism:77},{Romanticism:39}</td>\n",
       "      <td>116</td>\n",
       "      <td>London</td>\n",
       "      <td>1805.0</td>\n",
       "      <td>1932.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>lawyer</td>\n",
       "      <td>['Philadelphia']</td>\n",
       "      <td>['Philadelphia:1885-1932']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2565</th>\n",
       "      <td>Clementine Hunter</td>\n",
       "      <td>Outsider art</td>\n",
       "      <td>Outsider art (Art brut)</td>\n",
       "      <td>{Outsider art:24}</td>\n",
       "      <td>24</td>\n",
       "      <td>Louisiana</td>\n",
       "      <td>1886.0</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>Natchitoches</td>\n",
       "      <td>female</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>painter, artist</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2574</th>\n",
       "      <td>Clarence White</td>\n",
       "      <td>Pictorialism</td>\n",
       "      <td>Pictorialism</td>\n",
       "      <td>{Pictorialism:39}</td>\n",
       "      <td>39</td>\n",
       "      <td>Newark</td>\n",
       "      <td>1871.0</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>Palmdale</td>\n",
       "      <td>male</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>mandolinist, guitarist, musician, singer-songw...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2722</th>\n",
       "      <td>Antonio Mancini</td>\n",
       "      <td>Realism, Verism</td>\n",
       "      <td>Impressionism</td>\n",
       "      <td>{Realism:1},{Verism:22}</td>\n",
       "      <td>23</td>\n",
       "      <td>Albano Laziale</td>\n",
       "      <td>1852.0</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>Rome</td>\n",
       "      <td>male</td>\n",
       "      <td>Kingdom of Italy</td>\n",
       "      <td>painter, portraitist, politician</td>\n",
       "      <td>['Italy', 'Rome']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2749</th>\n",
       "      <td>Fyodor Vasilyev</td>\n",
       "      <td>Realism</td>\n",
       "      <td>Realism</td>\n",
       "      <td>{Realism:119}</td>\n",
       "      <td>119</td>\n",
       "      <td>Shuya</td>\n",
       "      <td>1707.0</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>historian, ethnographer</td>\n",
       "      <td>['Sakha']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2828</th>\n",
       "      <td>Hubert Robert</td>\n",
       "      <td>Rococo</td>\n",
       "      <td>Rococo</td>\n",
       "      <td>{Rococo:39}</td>\n",
       "      <td>39</td>\n",
       "      <td>Modena</td>\n",
       "      <td>1509.0</td>\n",
       "      <td>1808.0</td>\n",
       "      <td>Paris</td>\n",
       "      <td>male</td>\n",
       "      <td>France</td>\n",
       "      <td>architect, curator, painter, drawer</td>\n",
       "      <td>['Rome', 'Paris']</td>\n",
       "      <td>['Rome:1754-1765', 'Paris:1772-1779,1780-1784']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2837</th>\n",
       "      <td>John Russell</td>\n",
       "      <td>Rococo</td>\n",
       "      <td>Rococo</td>\n",
       "      <td>{Rococo:36}</td>\n",
       "      <td>36</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>1710.0</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>male</td>\n",
       "      <td>Australia</td>\n",
       "      <td>painter, politician, pastellist</td>\n",
       "      <td>['Paris', 'Washington, D.C.', 'Jefferson City'...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2850</th>\n",
       "      <td>William Williams</td>\n",
       "      <td>Rococo</td>\n",
       "      <td>Rococo</td>\n",
       "      <td>{Rococo:25}</td>\n",
       "      <td>25</td>\n",
       "      <td>Connecticut</td>\n",
       "      <td>1705.0</td>\n",
       "      <td>1896.0</td>\n",
       "      <td>Warsaw</td>\n",
       "      <td>male</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>lawyer, politician, diplomat, businessperson, ...</td>\n",
       "      <td>['Washington, D.C.', 'London', 'Monmouth', 'Tr...</td>\n",
       "      <td>['Merthyr Tydfil:1789-1819', 'Brecon:1820-1820...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2877</th>\n",
       "      <td>Charles Turner</td>\n",
       "      <td>Romanticism</td>\n",
       "      <td>Romanticism</td>\n",
       "      <td>{Romanticism:230}</td>\n",
       "      <td>230</td>\n",
       "      <td>Somersby</td>\n",
       "      <td>1774.0</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>male</td>\n",
       "      <td>Canada</td>\n",
       "      <td>politician, printmaker, drawer</td>\n",
       "      <td>['Ottawa', 'London']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2920</th>\n",
       "      <td>Hermann Ottomar Herzog</td>\n",
       "      <td>Romanticism</td>\n",
       "      <td>Romanticism</td>\n",
       "      <td>{Romanticism:51}</td>\n",
       "      <td>51</td>\n",
       "      <td>Bremen</td>\n",
       "      <td>1831.0</td>\n",
       "      <td>1932.0</td>\n",
       "      <td>Philadelphia</td>\n",
       "      <td>male</td>\n",
       "      <td>Germany</td>\n",
       "      <td>painter</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2950</th>\n",
       "      <td>Karl Lessing</td>\n",
       "      <td>Romanticism, Unknown</td>\n",
       "      <td>Romanticism</td>\n",
       "      <td>{Romanticism:39},{Unknown:1}</td>\n",
       "      <td>40</td>\n",
       "      <td>Wrocław</td>\n",
       "      <td>1808.0</td>\n",
       "      <td>1917.0</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>male</td>\n",
       "      <td>Kingdom of Prussia</td>\n",
       "      <td>high school teacher, classical philologist</td>\n",
       "      <td>['Berlin', 'Karlsruhe', 'Düsseldorf']</td>\n",
       "      <td>['Berlin:1827-1827', 'Karlsruhe:1857-1880', 'D...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3005</th>\n",
       "      <td>William Collins</td>\n",
       "      <td>Romanticism, Unknown</td>\n",
       "      <td>Romanticism</td>\n",
       "      <td>{Romanticism:69},{Unknown:7}</td>\n",
       "      <td>76</td>\n",
       "      <td>London</td>\n",
       "      <td>1824.0</td>\n",
       "      <td>1947.0</td>\n",
       "      <td>Slough</td>\n",
       "      <td>male</td>\n",
       "      <td>United Kingdom of Great Britain and Ireland</td>\n",
       "      <td>etcher, painter</td>\n",
       "      <td>['Netherlands', 'Washington, D.C.', 'London', ...</td>\n",
       "      <td>['Netherlands:1828-1828']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3082</th>\n",
       "      <td>Dorothea Tanning</td>\n",
       "      <td>Surrealism</td>\n",
       "      <td>Surrealism</td>\n",
       "      <td>{Surrealism:41}</td>\n",
       "      <td>41</td>\n",
       "      <td>Galesburg</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>female</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>writer, poet, artist, illustrator, painter, sc...</td>\n",
       "      <td>['Paris', 'London', 'New York City']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      artist  \\\n",
       "86                Jean David   \n",
       "133                Paul Nash   \n",
       "264             Hedda Sterne   \n",
       "373             Toko Shinoda   \n",
       "386            William Scott   \n",
       "651           Karl Otto Gotz   \n",
       "741          Felice Casorati   \n",
       "827           Richard Gerstl   \n",
       "930           Ivan Rutkovych   \n",
       "997                Rembrandt   \n",
       "1026         Josef Kriehuber   \n",
       "1073        Rupprecht Geiger   \n",
       "1407         Max Oppenheimer   \n",
       "1426             Robert Falk   \n",
       "1481    Antonello da Messina   \n",
       "1531           Francis Bacon   \n",
       "1731          Wayne Thiebaud   \n",
       "1734             Will Barnet   \n",
       "1741             Ernst Fuchs   \n",
       "1754       Armand Guillaumin   \n",
       "1990      Medi Wechsler Dinu   \n",
       "2020          Robert Spencer   \n",
       "2081                Wang Wei   \n",
       "2196              Pierre Roy   \n",
       "2230               Jan Groth   \n",
       "2249         Pierre Soulages   \n",
       "2403       Abraham van Strij   \n",
       "2467        William Hamilton   \n",
       "2550    John Frederick Lewis   \n",
       "2565       Clementine Hunter   \n",
       "2574          Clarence White   \n",
       "2722         Antonio Mancini   \n",
       "2749         Fyodor Vasilyev   \n",
       "2828           Hubert Robert   \n",
       "2837            John Russell   \n",
       "2850        William Williams   \n",
       "2877          Charles Turner   \n",
       "2920  Hermann Ottomar Herzog   \n",
       "2950            Karl Lessing   \n",
       "3005         William Collins   \n",
       "3082        Dorothea Tanning   \n",
       "\n",
       "                                                 styles  \\\n",
       "86    Abstract Art, Constructivism, Cubism, Expressi...   \n",
       "133   Abstract Art, Cubism, Dada, Expressionism, Sur...   \n",
       "264   Abstract Expressionism, Conceptual Art, Cubism...   \n",
       "373                              Abstract Expressionism   \n",
       "386               Abstract Expressionism, Expressionism   \n",
       "651                                        Art Informel   \n",
       "741   Art Nouveau (Modern), Expressionism, Metaphysi...   \n",
       "827   Art Nouveau (Modern), Expressionism, Pointilli...   \n",
       "930                                             Baroque   \n",
       "997                         Baroque, Tenebrism, Unknown   \n",
       "1026                      Biedermeier, Realism, Unknown   \n",
       "1073                   Color Field Painting, Minimalism   \n",
       "1407                    Cubism, Expressionism, Futurism   \n",
       "1426      Cubism, Expressionism, Impressionism, Unknown   \n",
       "1481                         Early Renaissance, Unknown   \n",
       "1531                Excessivism, Expressionism, Unknown   \n",
       "1731                Expressionism, New Realism, Pop Art   \n",
       "1734  Expressionism, Indian Space painting, Pop Art,...   \n",
       "1741                         Fantastic Realism, Unknown   \n",
       "1754                             Fauvism, Impressionism   \n",
       "1990                  Impressionism, Post-Impressionism   \n",
       "2020                  Impressionism, Post-Impressionism   \n",
       "2081                              Ink and wash painting   \n",
       "2196                          Magic Realism, Surrealism   \n",
       "2230                                         Minimalism   \n",
       "2249                               Minimalism, Tachisme   \n",
       "2403                                      Neoclassicism   \n",
       "2467                     Neoclassicism, Rococo, Unknown   \n",
       "2550                           Orientalism, Romanticism   \n",
       "2565                                       Outsider art   \n",
       "2574                                       Pictorialism   \n",
       "2722                                    Realism, Verism   \n",
       "2749                                            Realism   \n",
       "2828                                             Rococo   \n",
       "2837                                             Rococo   \n",
       "2850                                             Rococo   \n",
       "2877                                        Romanticism   \n",
       "2920                                        Romanticism   \n",
       "2950                               Romanticism, Unknown   \n",
       "3005                               Romanticism, Unknown   \n",
       "3082                                         Surrealism   \n",
       "\n",
       "                        movement  \\\n",
       "86                    Surrealism   \n",
       "133                 Abstract Art   \n",
       "264                   Surrealism   \n",
       "373                 Abstract Art   \n",
       "386       Abstract Expressionism   \n",
       "651                 Abstract Art   \n",
       "741             Metaphysical art   \n",
       "827                Expressionism   \n",
       "930                Byzantine Art   \n",
       "997                      Baroque   \n",
       "1026                     Realism   \n",
       "1073  Post-Painterly Abstraction   \n",
       "1407               Expressionism   \n",
       "1426                 Art Nouveau   \n",
       "1481           Early Renaissance   \n",
       "1531               Expressionism   \n",
       "1731                     Pop Art   \n",
       "1734      Abstract Expressionism   \n",
       "1741                  Surrealism   \n",
       "1754               Impressionism   \n",
       "1990               Impressionism   \n",
       "2020               Impressionism   \n",
       "2081      Tang Dynasty (618–907)   \n",
       "2196               Magic Realism   \n",
       "2230                  Minimalism   \n",
       "2249                Abstract Art   \n",
       "2403               Neoclassicism   \n",
       "2467               Neoclassicism   \n",
       "2550                 Orientalism   \n",
       "2565     Outsider art (Art brut)   \n",
       "2574                Pictorialism   \n",
       "2722               Impressionism   \n",
       "2749                     Realism   \n",
       "2828                      Rococo   \n",
       "2837                      Rococo   \n",
       "2850                      Rococo   \n",
       "2877                 Romanticism   \n",
       "2920                 Romanticism   \n",
       "2950                 Romanticism   \n",
       "3005                 Romanticism   \n",
       "3082                  Surrealism   \n",
       "\n",
       "                                        styles_extended pictures_count  \\\n",
       "86    {Abstract Art:1},{Constructivism:6},{Cubism:25...             85   \n",
       "133   {Abstract Art:7},{Cubism:31},{Dada:1},{Express...            133   \n",
       "264   {Abstract Expressionism:11},{Conceptual Art:1}...             40   \n",
       "373                         {Abstract Expressionism:26}             26   \n",
       "386      {Abstract Expressionism:26},{Expressionism:15}             41   \n",
       "651                                   {Art Informel:14}             14   \n",
       "741   {Art Nouveau (Modern):5},{Expressionism:14},{M...             30   \n",
       "827   {Art Nouveau (Modern):12},{Expressionism:39},{...             75   \n",
       "930                                        {Baroque:15}             15   \n",
       "997          {Baroque:587},{Tenebrism:128},{Unknown:52}            767   \n",
       "1026         {Biedermeier:129},{Realism:2},{Unknown:32}            163   \n",
       "1073           {Color Field Painting:21},{Minimalism:3}             24   \n",
       "1407         {Cubism:1},{Expressionism:13},{Futurism:2}             16   \n",
       "1426  {Cubism:4},{Expressionism:19},{Impressionism:2...             28   \n",
       "1481                 {Early Renaissance:32},{Unknown:9}             41   \n",
       "1531   {Excessivism:1},{Expressionism:235},{Unknown:89}            325   \n",
       "1731     {Expressionism:8},{New Realism:5},{Pop Art:44}             57   \n",
       "1734  {Expressionism:8},{Indian Space painting:53},{...            181   \n",
       "1741                 {Fantastic Realism:66},{Unknown:1}             67   \n",
       "1754                     {Fauvism:7},{Impressionism:52}             59   \n",
       "1990          {Impressionism:13},{Post-Impressionism:6}             19   \n",
       "2020          {Impressionism:79},{Post-Impressionism:8}             87   \n",
       "2081                          {Ink and wash painting:4}              4   \n",
       "2196                  {Magic Realism:12},{Surrealism:8}             20   \n",
       "2230                                    {Minimalism:15}             15   \n",
       "2249                      {Minimalism:19},{Tachisme:20}             39   \n",
       "2403                                 {Neoclassicism:38}             38   \n",
       "2467          {Neoclassicism:42},{Rococo:2},{Unknown:4}             48   \n",
       "2550                  {Orientalism:77},{Romanticism:39}            116   \n",
       "2565                                  {Outsider art:24}             24   \n",
       "2574                                  {Pictorialism:39}             39   \n",
       "2722                            {Realism:1},{Verism:22}             23   \n",
       "2749                                      {Realism:119}            119   \n",
       "2828                                        {Rococo:39}             39   \n",
       "2837                                        {Rococo:36}             36   \n",
       "2850                                        {Rococo:25}             25   \n",
       "2877                                  {Romanticism:230}            230   \n",
       "2920                                   {Romanticism:51}             51   \n",
       "2950                       {Romanticism:39},{Unknown:1}             40   \n",
       "3005                       {Romanticism:69},{Unknown:7}             76   \n",
       "3082                                    {Surrealism:41}             41   \n",
       "\n",
       "         birth_place birth_year death_year  \\\n",
       "86         Bucharest     1908.0     2013.0   \n",
       "133       Kensington     1889.0     2005.0   \n",
       "264        Bucharest     1910.0     2011.0   \n",
       "373           Dalian     1913.0     2021.0   \n",
       "386          Glasgow     1785.0     1919.0   \n",
       "651           Aachen     1914.0     2017.0   \n",
       "741            Pavia     1835.0     1963.0   \n",
       "827           Vienna     1883.0     2017.0   \n",
       "930   Zolochiv Raion     1650.0     1800.0   \n",
       "997           Leiden     1606.0     2001.0   \n",
       "1026          Vienna     1800.0     1905.0   \n",
       "1073          Munich     1908.0     2009.0   \n",
       "1407          Vienna     1885.0     1994.0   \n",
       "1426          Moscow     1886.0     2007.0   \n",
       "1481         Messina     1430.0     1535.0   \n",
       "1531          London     1561.0     1977.0   \n",
       "1731            Mesa     1920.0     2021.0   \n",
       "1734         Beverly     1911.0     2012.0   \n",
       "1741     Kritzendorf     1851.0     1983.0   \n",
       "1754           Paris     1841.0     2018.0   \n",
       "1990          Brezoi     1908.0     2016.0   \n",
       "2020         Althorp     1570.0     1964.0   \n",
       "2081      Wafangdian      584.0      761.0   \n",
       "2196          Nantes     1880.0     1984.0   \n",
       "2230   Bielsko-Biała     1921.0     2022.0   \n",
       "2249           Rodez     1919.0     2022.0   \n",
       "2403       Dordrecht     1753.0     1908.0   \n",
       "2467         Scoonie     1721.0     1861.0   \n",
       "2550          London     1805.0     1932.0   \n",
       "2565       Louisiana     1886.0     1988.0   \n",
       "2574          Newark     1871.0     1973.0   \n",
       "2722  Albano Laziale     1852.0     1982.0   \n",
       "2749           Shuya     1707.0     1994.0   \n",
       "2828          Modena     1509.0     1808.0   \n",
       "2837        Brooklyn     1710.0     1930.0   \n",
       "2850     Connecticut     1705.0     1896.0   \n",
       "2877        Somersby     1774.0     1993.0   \n",
       "2920          Bremen     1831.0     1932.0   \n",
       "2950         Wrocław     1808.0     1917.0   \n",
       "3005          London     1824.0     1947.0   \n",
       "3082       Galesburg     1910.0     2012.0   \n",
       "\n",
       "                                    death_place  gender  \\\n",
       "86                 15th arrondissement of Paris    male   \n",
       "133                                   Manhattan    male   \n",
       "264                               New York City  female   \n",
       "373                                         Ome  female   \n",
       "386                                   Melbourne    male   \n",
       "651                             Niederbreitbach    male   \n",
       "741                                       Turin    male   \n",
       "827                                       Basel    male   \n",
       "930                                         NaN    male   \n",
       "997                                   Amsterdam    male   \n",
       "1026                                     Vienna    male   \n",
       "1073                                     Munich    male   \n",
       "1407                                        NaN    male   \n",
       "1426                     Garmisch-Partenkirchen    male   \n",
       "1481                                    Messina    male   \n",
       "1531                                     Madrid    male   \n",
       "1731                                 Sacramento    male   \n",
       "1734                              New York City    male   \n",
       "1741                                  Heilbronn    male   \n",
       "1754                                    Potsdam    male   \n",
       "1990                                  Bucharest  female   \n",
       "2020                                        NaN    male   \n",
       "2081                                   Chang'an    male   \n",
       "2196                        La Chapelle-Palluau    male   \n",
       "2230                                       Oslo    male   \n",
       "2249  Centre Hospitalier Universitaire De Nîmes    male   \n",
       "2403                                  Dordrecht    male   \n",
       "2467                                  Eldsberga    male   \n",
       "2550                                        NaN    male   \n",
       "2565                               Natchitoches  female   \n",
       "2574                                   Palmdale    male   \n",
       "2722                                       Rome    male   \n",
       "2749                                        NaN    male   \n",
       "2828                                      Paris    male   \n",
       "2837                                     Sydney    male   \n",
       "2850                                     Warsaw    male   \n",
       "2877                                        NaN    male   \n",
       "2920                               Philadelphia    male   \n",
       "2950                                     Berlin    male   \n",
       "3005                                     Slough    male   \n",
       "3082                                  Manhattan  female   \n",
       "\n",
       "                                      citizenship  \\\n",
       "86                                         France   \n",
       "133                      United States of America   \n",
       "264                      United States of America   \n",
       "373                                         Japan   \n",
       "386   United Kingdom of Great Britain and Ireland   \n",
       "651                                       Germany   \n",
       "741                                         Italy   \n",
       "827                                   Switzerland   \n",
       "930                                           NaN   \n",
       "997                                Dutch Republic   \n",
       "1026                                      Austria   \n",
       "1073                                      Germany   \n",
       "1407                                      Germany   \n",
       "1426                                      Germany   \n",
       "1481                                          NaN   \n",
       "1531                           Kingdom of England   \n",
       "1731                     United States of America   \n",
       "1734                     United States of America   \n",
       "1741                                      Germany   \n",
       "1754                   Kingdom of the Netherlands   \n",
       "1990                                      Romania   \n",
       "2020                               United Kingdom   \n",
       "2081                                 Tang dynasty   \n",
       "2196                                       France   \n",
       "2230                                       Norway   \n",
       "2249                                       France   \n",
       "2403                   Kingdom of the Netherlands   \n",
       "2467                     United States of America   \n",
       "2550                                          NaN   \n",
       "2565                     United States of America   \n",
       "2574                     United States of America   \n",
       "2722                             Kingdom of Italy   \n",
       "2749                                          NaN   \n",
       "2828                                       France   \n",
       "2837                                    Australia   \n",
       "2850                     United States of America   \n",
       "2877                                       Canada   \n",
       "2920                                      Germany   \n",
       "2950                           Kingdom of Prussia   \n",
       "3005  United Kingdom of Great Britain and Ireland   \n",
       "3082                     United States of America   \n",
       "\n",
       "                                            occupations  \\\n",
       "86    poet, politician, illustrator, painter, design...   \n",
       "133   musician, jazz guitarist, music teacher, photo...   \n",
       "264                   artist, painter, sculptor, drawer   \n",
       "373           lithographer, essayist, painter, engraver   \n",
       "386                                     drawer, painter   \n",
       "651   photographer, painter, university teacher, gra...   \n",
       "741         painter, sculptor, graphic artist, designer   \n",
       "827   painter, artist, graphic designer, typographer...   \n",
       "930                               iconographer, painter   \n",
       "997   painter, collector, art collector, etcher, pri...   \n",
       "1026  painter, graphic artist, visual artist, lithog...   \n",
       "1073  architect, painter, sculptor, university teach...   \n",
       "1407  journalist, entrepreneur, broker, real estate ...   \n",
       "1426   novelist, writer, drawer, visual artist, painter   \n",
       "1481                                            painter   \n",
       "1531  lawyer, writer, judge, scientist, philosopher,...   \n",
       "1731  illustrator, painter, cartoonist, sculptor, un...   \n",
       "1734                                painter, printmaker   \n",
       "1741                     theologian, university teacher   \n",
       "1754  writer, poet, painter, violinist, sculptor, ce...   \n",
       "1990                                            painter   \n",
       "2020  painter, politician, ornithologist, bird watch...   \n",
       "2081  calligrapher, painter, musician, politician, p...   \n",
       "2196                                         politician   \n",
       "2230                          drawer, designer, painter   \n",
       "2249  engraver, illustrator, painter, sculptor, grap...   \n",
       "2403                                            painter   \n",
       "2467  athletics competitor, association football pla...   \n",
       "2550                                             lawyer   \n",
       "2565                                    painter, artist   \n",
       "2574  mandolinist, guitarist, musician, singer-songw...   \n",
       "2722                   painter, portraitist, politician   \n",
       "2749                            historian, ethnographer   \n",
       "2828                architect, curator, painter, drawer   \n",
       "2837                    painter, politician, pastellist   \n",
       "2850  lawyer, politician, diplomat, businessperson, ...   \n",
       "2877                     politician, printmaker, drawer   \n",
       "2920                                            painter   \n",
       "2950         high school teacher, classical philologist   \n",
       "3005                                    etcher, painter   \n",
       "3082  writer, poet, artist, illustrator, painter, sc...   \n",
       "\n",
       "                                              locations  \\\n",
       "86                                            ['Paris']   \n",
       "133                                          ['London']   \n",
       "264                                                  []   \n",
       "373                                                  []   \n",
       "386   ['Bath', 'London', 'Scotland', 'South Australia']   \n",
       "651                            ['Aachen', 'Düsseldorf']   \n",
       "741                ['Rome', 'Venice', 'Turin', 'Padua']   \n",
       "827                 ['Vienna', 'Gmunden', 'Düsseldorf']   \n",
       "930                                                  []   \n",
       "997                             ['Amsterdam', 'Leiden']   \n",
       "1026                                         ['Vienna']   \n",
       "1073                                     ['Düsseldorf']   \n",
       "1407  ['Zürich', 'Bern', 'Berlin', 'Prague', 'Geneva...   \n",
       "1426                                                 []   \n",
       "1481                                        ['Messina']   \n",
       "1531  ['Berlin', 'London', 'Tangier', 'Paris', 'Mont...   \n",
       "1731  ['Sacramento', 'Los Angeles', 'San Francisco',...   \n",
       "1734                                       ['Ethiopia']   \n",
       "1741                            ['Tübingen', 'Marburg']   \n",
       "1754                                      ['Amsterdam']   \n",
       "1990                                                 []   \n",
       "2020                  ['London', 'Denver', 'Ann Arbor']   \n",
       "2081                                                 []   \n",
       "2196                                          ['Paris']   \n",
       "2230                                                 []   \n",
       "2249           ['Liège', 'Paris', 'Courbevoie', 'Sète']   \n",
       "2403                                      ['Dordrecht']   \n",
       "2467  ['Springfield', 'London', 'Naples', 'Ottawa', ...   \n",
       "2550                                   ['Philadelphia']   \n",
       "2565                                                 []   \n",
       "2574                                                 []   \n",
       "2722                                  ['Italy', 'Rome']   \n",
       "2749                                          ['Sakha']   \n",
       "2828                                  ['Rome', 'Paris']   \n",
       "2837  ['Paris', 'Washington, D.C.', 'Jefferson City'...   \n",
       "2850  ['Washington, D.C.', 'London', 'Monmouth', 'Tr...   \n",
       "2877                               ['Ottawa', 'London']   \n",
       "2920                                                 []   \n",
       "2950              ['Berlin', 'Karlsruhe', 'Düsseldorf']   \n",
       "3005  ['Netherlands', 'Washington, D.C.', 'London', ...   \n",
       "3082               ['Paris', 'London', 'New York City']   \n",
       "\n",
       "                                   locations_with_years  \n",
       "86                                                   []  \n",
       "133                                                  []  \n",
       "264                                                  []  \n",
       "373                                                  []  \n",
       "386                                                  []  \n",
       "651                                                  []  \n",
       "741   ['Rome:1907-1909', 'Venice:1907-1915', 'Turin:...  \n",
       "827                                                  []  \n",
       "930                                                  []  \n",
       "997   ['Amsterdam:1623-1625,1631-1669', 'Leiden:1625...  \n",
       "1026                                                 []  \n",
       "1073                                                 []  \n",
       "1407  ['Zürich:1916-1917', 'Bern:1915-1915', 'Berlin...  \n",
       "1426                                                 []  \n",
       "1481                                                 []  \n",
       "1531                                                 []  \n",
       "1731                                                 []  \n",
       "1734                                                 []  \n",
       "1741                                                 []  \n",
       "1754                                                 []  \n",
       "1990                                                 []  \n",
       "2020                                                 []  \n",
       "2081                                                 []  \n",
       "2196                                                 []  \n",
       "2230                                                 []  \n",
       "2249                                                 []  \n",
       "2403                            ['Dordrecht:1871-1908']  \n",
       "2467                                 ['Rome:1767-1767']  \n",
       "2550                         ['Philadelphia:1885-1932']  \n",
       "2565                                                 []  \n",
       "2574                                                 []  \n",
       "2722                                                 []  \n",
       "2749                                                 []  \n",
       "2828    ['Rome:1754-1765', 'Paris:1772-1779,1780-1784']  \n",
       "2837                                                 []  \n",
       "2850  ['Merthyr Tydfil:1789-1819', 'Brecon:1820-1820...  \n",
       "2877                                                 []  \n",
       "2920                                                 []  \n",
       "2950  ['Berlin:1827-1827', 'Karlsruhe:1857-1880', 'D...  \n",
       "3005                          ['Netherlands:1828-1828']  \n",
       "3082                                                 []  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mischevious_artists_df = pd.DataFrame(columns = artists_wikiart.columns)\n",
    "missing_birth_years = []\n",
    "for i, row in artists_wikiart.iterrows():\n",
    "    birth_year = row['birth_year']\n",
    "    death_year = row['death_year'] if row['death_year'] else 2024\n",
    "    if birth_year:\n",
    "        if death_year-birth_year>100:\n",
    "            mischevious_artists_df = pd.concat([mischevious_artists_df, pd.DataFrame(row).transpose()])\n",
    "    else:\n",
    "        missing_birth_years.append(row['artist'])\n",
    "    \n",
    "mischevious_artists_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some painters got the response of another person with the same name, such as 'Jean David':"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "({'name': 'Jean David',\n",
       "  'birth_place': 'Lambézellec',\n",
       "  'birth_date': '1924-03-01T00:00:00Z',\n",
       "  'death_date': '2013-05-08T00:00:00Z',\n",
       "  'death_place': '15th arrondissement of Paris',\n",
       "  'gender': 'male',\n",
       "  'citizenship': 'France',\n",
       "  'occupation': [],\n",
       "  'work_locations': [{'location': 'Paris',\n",
       "    'start_time': None,\n",
       "    'end_time': None,\n",
       "    'point_in_time': None}]},\n",
       " {'id': 'Q1685473',\n",
       "  'name': 'Jean David',\n",
       "  'birth_place': None,\n",
       "  'birth_date': '1908-12-16T00:00:00Z',\n",
       "  'death_date': '1993-03-26T00:00:00Z',\n",
       "  'death_place': 'Tel Aviv',\n",
       "  'gender': 'male',\n",
       "  'citizenship': 'Israel',\n",
       "  'occupation': ['designer', 'painter', 'illustrator'],\n",
       "  'work_locations': []})"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "external_functions.get_person_info_retry_after('Jean David', occupation_return=False), external_functions.get_all_person_info_by_id('Q1685473')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's collect artists for whom, we are certain we gathered the wrong person's birth data. (Most of the times, we can just tell from the occupations)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error fetching data for Q1347013, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Q3569029, status code: 429.\n",
      "Attempt 1 of 3.\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "painter_entity_dict = {\n",
    "    'Jean David': 'Q1685473',\n",
    "    'Paul Nash': 'Q727643',\n",
    "    'William Scott': 'Q257928',\n",
    "    'Felice Casorati': 'Q574616',\n",
    "    'Richard Gerstl': 'Q129113',\n",
    "    'Robert Falk': 'Q662323',\n",
    "    'Max Oppenheimer': 'Q216480',\n",
    "    'Ernst Fuchs': 'Q112856',\n",
    "    'Armand Guillaumin':'Q436844',\n",
    "    'Robert Spencer':'Q17557326',\n",
    "    'Pierre Roy': 'Q1347013',\n",
    "    'Wang Wei': 'Q313605',\n",
    "    'Abraham van Strij':'Q2277410',\n",
    "    'William Hamilton': 'Q15472',\n",
    "    'John Frederick Lewis':'Q1391078',\n",
    "    'Clarence White':'Q942472',\n",
    "    'Antonio Mancini':'Q603148',\n",
    "    'Fyodor Vasilyev': 'Q1422249',\n",
    "    'Hubert Robert':'Q548205',\n",
    "    'John Russell':'Q6255995',\n",
    "    'William Williams':'Q3569029',\n",
    "    'Karl Lessing':'Q821537',\n",
    "    'Charles Turner':'Q5083052',\n",
    "    'William Collins':'Q2623883'\n",
    "}\n",
    "\n",
    "\n",
    "for artist, entity in painter_entity_dict.items():\n",
    "    response = external_functions.get_all_person_info_by_id(entity, delay=121)\n",
    "    if response:\n",
    "        if 'birth_date' in response.keys() and response['birth_date']:\n",
    "            artists_wikiart.at[artists_wikiart[artists_wikiart['artist']==artist].index[0], 'birth_year'] = external_functions.find_year(response['birth_date'])\n",
    "        else:\n",
    "            artists_wikiart.at[artists_wikiart[artists_wikiart['artist']==artist].index[0], 'birth_year'] = np.nan\n",
    "        if 'death_date' in response.keys() and response['death_date']:\n",
    "            artists_wikiart.at[artists_wikiart[artists_wikiart['artist']==artist].index[0], 'death_year'] = external_functions.find_year(response['death_date'])\n",
    "        else:\n",
    "            artists_wikiart.at[artists_wikiart[artists_wikiart['artist']==artist].index[0], 'death_year'] = np.nan\n",
    "        if 'birth_place' in response.keys() and response['birth_place']:\n",
    "            artists_wikiart.at[artists_wikiart[artists_wikiart['artist']==artist].index[0], 'birth_place'] = response['birth_place']\n",
    "        else:\n",
    "            artists_wikiart.at[artists_wikiart[artists_wikiart['artist']==artist].index[0], 'birth_place'] = None\n",
    "        if 'death_place' in response.keys() and response['death_place']:\n",
    "            artists_wikiart.at[artists_wikiart[artists_wikiart['artist']==artist].index[0], 'death_place'] = response['death_place']\n",
    "        else:\n",
    "            artists_wikiart.at[artists_wikiart[artists_wikiart['artist']==artist].index[0], 'death_place'] = None\n",
    "        if 'gender' in response.keys() and response['gender']:\n",
    "            artists_wikiart.at[artists_wikiart[artists_wikiart['artist']==artist].index[0], 'gender'] = response['gender']\n",
    "        else:\n",
    "            artists_wikiart.at[artists_wikiart[artists_wikiart['artist']==artist].index[0], 'gender'] = None\n",
    "        if 'citizenship' in response.keys() and response['citizenship']:\n",
    "            artists_wikiart.at[artists_wikiart[artists_wikiart['artist']==artist].index[0], 'citizenship'] = response['citizenship']\n",
    "        else:\n",
    "            artists_wikiart.at[artists_wikiart[artists_wikiart['artist']==artist].index[0], 'citizenship'] = None\n",
    "        if 'occupation' in response.keys() and response['occupation']:\n",
    "            artists_wikiart.at[artists_wikiart[artists_wikiart['artist']==artist].index[0], 'occupations'] = ', '.join((response['occupation']))\n",
    "        else:\n",
    "            artists_wikiart.at[artists_wikiart[artists_wikiart['artist']==artist].index[0], 'occupations'] = None\n",
    "        if 'work_locations' in response.keys() and response['work_locations']:\n",
    "            artists_wikiart.at[artists_wikiart[artists_wikiart['artist']==artist].index[0], 'locations'] = external_functions.get_places_from_response(response)\n",
    "            artists_wikiart.at[artists_wikiart[artists_wikiart['artist']==artist].index[0], 'locations_with_years'] = external_functions.get_places_with_years_from_response(response)\n",
    "        else:\n",
    "            artists_wikiart.at[artists_wikiart[artists_wikiart['artist']==artist].index[0], 'locations'] = None\n",
    "            artists_wikiart.at[artists_wikiart[artists_wikiart['artist']==artist].index[0], 'locations_with_years'] = None\n",
    "    else:\n",
    "        print(artist)\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>artist</th>\n",
       "      <th>styles</th>\n",
       "      <th>movement</th>\n",
       "      <th>styles_extended</th>\n",
       "      <th>pictures_count</th>\n",
       "      <th>birth_place</th>\n",
       "      <th>birth_year</th>\n",
       "      <th>death_year</th>\n",
       "      <th>death_place</th>\n",
       "      <th>gender</th>\n",
       "      <th>citizenship</th>\n",
       "      <th>occupations</th>\n",
       "      <th>locations</th>\n",
       "      <th>locations_with_years</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Jean David</td>\n",
       "      <td>Abstract Art, Constructivism, Cubism, Expressi...</td>\n",
       "      <td>Surrealism</td>\n",
       "      <td>{Abstract Art:1},{Constructivism:6},{Cubism:25...</td>\n",
       "      <td>85</td>\n",
       "      <td>Bucharest</td>\n",
       "      <td>1908.0</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Tel Aviv</td>\n",
       "      <td>male</td>\n",
       "      <td>Israel</td>\n",
       "      <td>designer, painter, illustrator</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Paul Nash</td>\n",
       "      <td>Abstract Art, Cubism, Dada, Expressionism, Sur...</td>\n",
       "      <td>Abstract Art</td>\n",
       "      <td>{Abstract Art:7},{Cubism:31},{Dada:1},{Express...</td>\n",
       "      <td>133</td>\n",
       "      <td>Kensington</td>\n",
       "      <td>1889.0</td>\n",
       "      <td>1946.0</td>\n",
       "      <td>Boscombe</td>\n",
       "      <td>male</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>printmaker, designer, painter, illustrator, ph...</td>\n",
       "      <td>['London']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>William Scott</td>\n",
       "      <td>Abstract Expressionism, Expressionism</td>\n",
       "      <td>Abstract Expressionism</td>\n",
       "      <td>{Abstract Expressionism:26},{Expressionism:15}</td>\n",
       "      <td>41</td>\n",
       "      <td>Greenock</td>\n",
       "      <td>1913.0</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>Bath</td>\n",
       "      <td>male</td>\n",
       "      <td>United Kingdom of Great Britain and Ireland</td>\n",
       "      <td>drawer, painter</td>\n",
       "      <td>['Bath', 'London', 'Scotland']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>741</th>\n",
       "      <td>Felice Casorati</td>\n",
       "      <td>Art Nouveau (Modern), Expressionism, Metaphysi...</td>\n",
       "      <td>Metaphysical art</td>\n",
       "      <td>{Art Nouveau (Modern):5},{Expressionism:14},{M...</td>\n",
       "      <td>30</td>\n",
       "      <td>Novara</td>\n",
       "      <td>1883.0</td>\n",
       "      <td>1963.0</td>\n",
       "      <td>Turin</td>\n",
       "      <td>male</td>\n",
       "      <td>Kingdom of Italy</td>\n",
       "      <td>designer, graphic artist, sculptor, painter</td>\n",
       "      <td>['Rome', 'Venice', 'Turin', 'Padua']</td>\n",
       "      <td>['Rome:1907-1909', 'Venice:1907-1915', 'Turin:...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>827</th>\n",
       "      <td>Richard Gerstl</td>\n",
       "      <td>Art Nouveau (Modern), Expressionism, Pointilli...</td>\n",
       "      <td>Expressionism</td>\n",
       "      <td>{Art Nouveau (Modern):12},{Expressionism:39},{...</td>\n",
       "      <td>75</td>\n",
       "      <td>Vienna</td>\n",
       "      <td>1883.0</td>\n",
       "      <td>1908.0</td>\n",
       "      <td>Vienna</td>\n",
       "      <td>male</td>\n",
       "      <td>Austria-Hungary</td>\n",
       "      <td>painter</td>\n",
       "      <td>['Vienna', 'Gmunden']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              artist                                             styles  \\\n",
       "86        Jean David  Abstract Art, Constructivism, Cubism, Expressi...   \n",
       "133        Paul Nash  Abstract Art, Cubism, Dada, Expressionism, Sur...   \n",
       "386    William Scott              Abstract Expressionism, Expressionism   \n",
       "741  Felice Casorati  Art Nouveau (Modern), Expressionism, Metaphysi...   \n",
       "827   Richard Gerstl  Art Nouveau (Modern), Expressionism, Pointilli...   \n",
       "\n",
       "                   movement  \\\n",
       "86               Surrealism   \n",
       "133            Abstract Art   \n",
       "386  Abstract Expressionism   \n",
       "741        Metaphysical art   \n",
       "827           Expressionism   \n",
       "\n",
       "                                       styles_extended  pictures_count  \\\n",
       "86   {Abstract Art:1},{Constructivism:6},{Cubism:25...              85   \n",
       "133  {Abstract Art:7},{Cubism:31},{Dada:1},{Express...             133   \n",
       "386     {Abstract Expressionism:26},{Expressionism:15}              41   \n",
       "741  {Art Nouveau (Modern):5},{Expressionism:14},{M...              30   \n",
       "827  {Art Nouveau (Modern):12},{Expressionism:39},{...              75   \n",
       "\n",
       "    birth_place  birth_year  death_year death_place gender  \\\n",
       "86    Bucharest      1908.0      1993.0    Tel Aviv   male   \n",
       "133  Kensington      1889.0      1946.0    Boscombe   male   \n",
       "386    Greenock      1913.0      1989.0        Bath   male   \n",
       "741      Novara      1883.0      1963.0       Turin   male   \n",
       "827      Vienna      1883.0      1908.0      Vienna   male   \n",
       "\n",
       "                                     citizenship  \\\n",
       "86                                        Israel   \n",
       "133                               United Kingdom   \n",
       "386  United Kingdom of Great Britain and Ireland   \n",
       "741                             Kingdom of Italy   \n",
       "827                              Austria-Hungary   \n",
       "\n",
       "                                           occupations  \\\n",
       "86                      designer, painter, illustrator   \n",
       "133  printmaker, designer, painter, illustrator, ph...   \n",
       "386                                    drawer, painter   \n",
       "741        designer, graphic artist, sculptor, painter   \n",
       "827                                            painter   \n",
       "\n",
       "                                locations  \\\n",
       "86                                   None   \n",
       "133                            ['London']   \n",
       "386        ['Bath', 'London', 'Scotland']   \n",
       "741  ['Rome', 'Venice', 'Turin', 'Padua']   \n",
       "827                 ['Vienna', 'Gmunden']   \n",
       "\n",
       "                                  locations_with_years  \n",
       "86                                                None  \n",
       "133                                                 []  \n",
       "386                                                 []  \n",
       "741  ['Rome:1907-1909', 'Venice:1907-1915', 'Turin:...  \n",
       "827                                                 []  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "artists_wikiart[artists_wikiart['artist'].isin(painter_entity_dict.keys())][:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'name': 'Francis Bacon',\n",
       " 'birth_place': 'Dublin',\n",
       " 'birth_date': '1909-10-28T00:00:00Z',\n",
       " 'death_date': '1992-04-28T00:00:00Z',\n",
       " 'death_place': 'Madrid',\n",
       " 'gender': 'male',\n",
       " 'citizenship': 'United Kingdom',\n",
       " 'occupation': ['designer', 'painter'],\n",
       " 'work_locations': [{'location': 'Berlin',\n",
       "   'start_time': None,\n",
       "   'end_time': None,\n",
       "   'point_in_time': None},\n",
       "  {'location': 'London',\n",
       "   'start_time': None,\n",
       "   'end_time': None,\n",
       "   'point_in_time': None},\n",
       "  {'location': 'Tangier',\n",
       "   'start_time': None,\n",
       "   'end_time': None,\n",
       "   'point_in_time': None},\n",
       "  {'location': 'Paris',\n",
       "   'start_time': None,\n",
       "   'end_time': None,\n",
       "   'point_in_time': None},\n",
       "  {'location': 'Monte Carlo',\n",
       "   'start_time': None,\n",
       "   'end_time': None,\n",
       "   'point_in_time': None}]}"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "external_functions.get_all_person_info_by_id('Q154340', delay=121)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This worked well.<br>\n",
    "Manual modifications (`.iloc[0]` in the end is redundant):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "artists_wikiart.loc[artists_wikiart['artist'] == 'Ivan Rutkovych', 'death_year'] = 1708\n",
    "artists_wikiart.loc[artists_wikiart['artist'] == 'Ivan Rutkovych', 'locations'] = \"['Zhovkva', 'Univ', 'Lviv', 'Ukraine']\"\n",
    "artists_wikiart.loc[artists_wikiart['artist'] == 'Ivan Rutkovych', 'citizenship'] = \"Ukraine\"\n",
    "artists_wikiart.loc[artists_wikiart['artist'] == 'Rembrandt', 'death_year'] = 1669\n",
    "artists_wikiart.loc[artists_wikiart['artist'] == 'Josef Kriehuber', 'death_year'] = 1876\n",
    "artists_wikiart.loc[artists_wikiart['artist'] == 'Josef Kriehuber', 'locations'] = \"['Vienna', 'Austria']\"\n",
    "artists_wikiart.loc[artists_wikiart['artist'] == 'Antonello da Messina', 'death_year'] = 1479\n",
    "artists_wikiart.loc[artists_wikiart['artist'] == 'Antonello da Messina', 'locations'] = \"['Messina', 'Naples', 'Venice', 'Italy']\"\n",
    "artists_wikiart.loc[artists_wikiart['artist'] == 'Antonello da Messina', 'locations_with_years'] = \"['Messina:1455-1479', 'Naples:1450-1455', 'Venice:1475-1476']\"\n",
    "#artists_wikiart.loc[artists_wikiart['artist'] == 'Antonello da Messina', 'birth_year'] = 1430\n",
    "#artists_wikiart.loc[artists_wikiart['artist'] == 'Antonello da Messina', 'birth_place'] = \"Messina, Italy\"\n",
    "artists_wikiart.loc[artists_wikiart['artist'] == 'Francis Bacon', 'birth_year'] = 1909\n",
    "artists_wikiart.loc[artists_wikiart['artist'] == 'Francis Bacon', 'birth_place'] = \"Dublin\"\n",
    "artists_wikiart.loc[artists_wikiart['artist'] == 'Francis Bacon', 'citizenship'] = \"Republic of Ireland\"\n",
    "artists_wikiart.loc[artists_wikiart['artist'] == 'Francis Bacon', 'occupations'] = \"designer, painter\"\n",
    "\n",
    "artists_wikiart.loc[artists_wikiart['artist'] == 'Jan Groth', 'birth_place'] = \"Stavanger, Norway\"\n",
    "artists_wikiart.loc[artists_wikiart['artist'] == 'Jan Groth', 'birth_year'] = 1938"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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>artist</th>\n",
       "      <th>styles</th>\n",
       "      <th>movement</th>\n",
       "      <th>styles_extended</th>\n",
       "      <th>pictures_count</th>\n",
       "      <th>birth_place</th>\n",
       "      <th>birth_year</th>\n",
       "      <th>death_year</th>\n",
       "      <th>death_place</th>\n",
       "      <th>gender</th>\n",
       "      <th>citizenship</th>\n",
       "      <th>occupations</th>\n",
       "      <th>locations</th>\n",
       "      <th>locations_with_years</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>930</th>\n",
       "      <td>Ivan Rutkovych</td>\n",
       "      <td>Baroque</td>\n",
       "      <td>Byzantine Art</td>\n",
       "      <td>{Baroque:15}</td>\n",
       "      <td>15</td>\n",
       "      <td>Zolochiv Raion</td>\n",
       "      <td>1650.0</td>\n",
       "      <td>1708.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>male</td>\n",
       "      <td>Ukraine</td>\n",
       "      <td>iconographer, painter</td>\n",
       "      <td>['Zhovkva', 'Univ', 'Lviv', 'Ukraine']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>Rembrandt</td>\n",
       "      <td>Baroque, Tenebrism, Unknown</td>\n",
       "      <td>Baroque</td>\n",
       "      <td>{Baroque:587},{Tenebrism:128},{Unknown:52}</td>\n",
       "      <td>767</td>\n",
       "      <td>Leiden</td>\n",
       "      <td>1606.0</td>\n",
       "      <td>1669.0</td>\n",
       "      <td>Amsterdam</td>\n",
       "      <td>male</td>\n",
       "      <td>Dutch Republic</td>\n",
       "      <td>painter, collector, art collector, etcher, pri...</td>\n",
       "      <td>['Amsterdam', 'Leiden']</td>\n",
       "      <td>['Amsterdam:1623-1625,1631-1669', 'Leiden:1625...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1026</th>\n",
       "      <td>Josef Kriehuber</td>\n",
       "      <td>Biedermeier, Realism, Unknown</td>\n",
       "      <td>Realism</td>\n",
       "      <td>{Biedermeier:129},{Realism:2},{Unknown:32}</td>\n",
       "      <td>163</td>\n",
       "      <td>Vienna</td>\n",
       "      <td>1800.0</td>\n",
       "      <td>1876.0</td>\n",
       "      <td>Vienna</td>\n",
       "      <td>male</td>\n",
       "      <td>Austria</td>\n",
       "      <td>painter, graphic artist, visual artist, lithog...</td>\n",
       "      <td>['Vienna', 'Austria']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1073</th>\n",
       "      <td>Rupprecht Geiger</td>\n",
       "      <td>Color Field Painting, Minimalism</td>\n",
       "      <td>Post-Painterly Abstraction</td>\n",
       "      <td>{Color Field Painting:21},{Minimalism:3}</td>\n",
       "      <td>24</td>\n",
       "      <td>Munich</td>\n",
       "      <td>1908.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Munich</td>\n",
       "      <td>male</td>\n",
       "      <td>Germany</td>\n",
       "      <td>architect, painter, sculptor, university teach...</td>\n",
       "      <td>['Düsseldorf']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1407</th>\n",
       "      <td>Max Oppenheimer</td>\n",
       "      <td>Cubism, Expressionism, Futurism</td>\n",
       "      <td>Expressionism</td>\n",
       "      <td>{Cubism:1},{Expressionism:13},{Futurism:2}</td>\n",
       "      <td>16</td>\n",
       "      <td>Vienna</td>\n",
       "      <td>1885.0</td>\n",
       "      <td>1954.0</td>\n",
       "      <td>New York City</td>\n",
       "      <td>male</td>\n",
       "      <td>Austria</td>\n",
       "      <td>designer, graphic artist, painter</td>\n",
       "      <td>['Zürich', 'Bern', 'Berlin', 'Prague', 'Geneva...</td>\n",
       "      <td>['Zürich:1916-1917', 'Bern:1915-1915', 'Berlin...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1426</th>\n",
       "      <td>Robert Falk</td>\n",
       "      <td>Cubism, Expressionism, Impressionism, Unknown</td>\n",
       "      <td>Art Nouveau</td>\n",
       "      <td>{Cubism:4},{Expressionism:19},{Impressionism:2...</td>\n",
       "      <td>28</td>\n",
       "      <td>Moscow</td>\n",
       "      <td>1886.0</td>\n",
       "      <td>1958.0</td>\n",
       "      <td>Moscow</td>\n",
       "      <td>male</td>\n",
       "      <td>Russian Empire</td>\n",
       "      <td>drawer, visual artist, painter</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1481</th>\n",
       "      <td>Antonello da Messina</td>\n",
       "      <td>Early Renaissance, Unknown</td>\n",
       "      <td>Early Renaissance</td>\n",
       "      <td>{Early Renaissance:32},{Unknown:9}</td>\n",
       "      <td>41</td>\n",
       "      <td>Messina</td>\n",
       "      <td>1430.0</td>\n",
       "      <td>1479.0</td>\n",
       "      <td>Messina</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>painter</td>\n",
       "      <td>['Messina', 'Naples', 'Venice', 'Italy']</td>\n",
       "      <td>['Messina:1455-1479', 'Naples:1450-1455', 'Ven...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1531</th>\n",
       "      <td>Francis Bacon</td>\n",
       "      <td>Excessivism, Expressionism, Unknown</td>\n",
       "      <td>Expressionism</td>\n",
       "      <td>{Excessivism:1},{Expressionism:235},{Unknown:89}</td>\n",
       "      <td>325</td>\n",
       "      <td>Dublin</td>\n",
       "      <td>1909.0</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>Madrid</td>\n",
       "      <td>male</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>designer, painter</td>\n",
       "      <td>['Berlin', 'London', 'Tangier', 'Paris', 'Mont...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    artist                                         styles  \\\n",
       "930         Ivan Rutkovych                                        Baroque   \n",
       "997              Rembrandt                    Baroque, Tenebrism, Unknown   \n",
       "1026       Josef Kriehuber                  Biedermeier, Realism, Unknown   \n",
       "1073      Rupprecht Geiger               Color Field Painting, Minimalism   \n",
       "1407       Max Oppenheimer                Cubism, Expressionism, Futurism   \n",
       "1426           Robert Falk  Cubism, Expressionism, Impressionism, Unknown   \n",
       "1481  Antonello da Messina                     Early Renaissance, Unknown   \n",
       "1531         Francis Bacon            Excessivism, Expressionism, Unknown   \n",
       "\n",
       "                        movement  \\\n",
       "930                Byzantine Art   \n",
       "997                      Baroque   \n",
       "1026                     Realism   \n",
       "1073  Post-Painterly Abstraction   \n",
       "1407               Expressionism   \n",
       "1426                 Art Nouveau   \n",
       "1481           Early Renaissance   \n",
       "1531               Expressionism   \n",
       "\n",
       "                                        styles_extended  pictures_count  \\\n",
       "930                                        {Baroque:15}              15   \n",
       "997          {Baroque:587},{Tenebrism:128},{Unknown:52}             767   \n",
       "1026         {Biedermeier:129},{Realism:2},{Unknown:32}             163   \n",
       "1073           {Color Field Painting:21},{Minimalism:3}              24   \n",
       "1407         {Cubism:1},{Expressionism:13},{Futurism:2}              16   \n",
       "1426  {Cubism:4},{Expressionism:19},{Impressionism:2...              28   \n",
       "1481                 {Early Renaissance:32},{Unknown:9}              41   \n",
       "1531   {Excessivism:1},{Expressionism:235},{Unknown:89}             325   \n",
       "\n",
       "         birth_place  birth_year  death_year    death_place gender  \\\n",
       "930   Zolochiv Raion      1650.0      1708.0            NaN   male   \n",
       "997           Leiden      1606.0      1669.0      Amsterdam   male   \n",
       "1026          Vienna      1800.0      1876.0         Vienna   male   \n",
       "1073          Munich      1908.0      2009.0         Munich   male   \n",
       "1407          Vienna      1885.0      1954.0  New York City   male   \n",
       "1426          Moscow      1886.0      1958.0         Moscow   male   \n",
       "1481         Messina      1430.0      1479.0        Messina   male   \n",
       "1531          Dublin      1909.0      1977.0         Madrid   male   \n",
       "\n",
       "              citizenship                                        occupations  \\\n",
       "930               Ukraine                              iconographer, painter   \n",
       "997        Dutch Republic  painter, collector, art collector, etcher, pri...   \n",
       "1026              Austria  painter, graphic artist, visual artist, lithog...   \n",
       "1073              Germany  architect, painter, sculptor, university teach...   \n",
       "1407              Austria                  designer, graphic artist, painter   \n",
       "1426       Russian Empire                     drawer, visual artist, painter   \n",
       "1481                  NaN                                            painter   \n",
       "1531  Republic of Ireland                                  designer, painter   \n",
       "\n",
       "                                              locations  \\\n",
       "930              ['Zhovkva', 'Univ', 'Lviv', 'Ukraine']   \n",
       "997                             ['Amsterdam', 'Leiden']   \n",
       "1026                              ['Vienna', 'Austria']   \n",
       "1073                                     ['Düsseldorf']   \n",
       "1407  ['Zürich', 'Bern', 'Berlin', 'Prague', 'Geneva...   \n",
       "1426                                               None   \n",
       "1481           ['Messina', 'Naples', 'Venice', 'Italy']   \n",
       "1531  ['Berlin', 'London', 'Tangier', 'Paris', 'Mont...   \n",
       "\n",
       "                                   locations_with_years  \n",
       "930                                                  []  \n",
       "997   ['Amsterdam:1623-1625,1631-1669', 'Leiden:1625...  \n",
       "1026                                                 []  \n",
       "1073                                                 []  \n",
       "1407  ['Zürich:1916-1917', 'Bern:1915-1915', 'Berlin...  \n",
       "1426                                               None  \n",
       "1481  ['Messina:1455-1479', 'Naples:1450-1455', 'Ven...  \n",
       "1531                                                 []  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "artists_wikiart[artists_wikiart['artist'].isin(mischevious_artists_df['artist'])][8:16]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Save, and create `wikiart_artists_1.csv`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "artists_wikiart.to_csv('datasets/wikiart_artists.csv', index=False)\n",
    "artists_wikiart.to_csv('datasets/saves/wikiart_artists_1.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Update 2024.02.08-12: Gather more information on painters via the Wikidata API"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We take the current list of painters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "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>artist</th>\n",
       "      <th>styles</th>\n",
       "      <th>movement</th>\n",
       "      <th>styles_extended</th>\n",
       "      <th>pictures_count</th>\n",
       "      <th>birth_place</th>\n",
       "      <th>birth_year</th>\n",
       "      <th>death_year</th>\n",
       "      <th>death_place</th>\n",
       "      <th>gender</th>\n",
       "      <th>citizenship</th>\n",
       "      <th>occupations</th>\n",
       "      <th>locations</th>\n",
       "      <th>locations_with_years</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ad Reinhardt</td>\n",
       "      <td>Abstract Art, Abstract Expressionism, Color Fi...</td>\n",
       "      <td>Abstract Expressionism</td>\n",
       "      <td>{Abstract Art:15},{Abstract Expressionism:5},{...</td>\n",
       "      <td>52</td>\n",
       "      <td>Buffalo</td>\n",
       "      <td>1913.0</td>\n",
       "      <td>1967.0</td>\n",
       "      <td>New York City</td>\n",
       "      <td>male</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>painter, university teacher, printmaker, colla...</td>\n",
       "      <td>['New York City']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adnan Coker</td>\n",
       "      <td>Abstract Art, Abstract Expressionism</td>\n",
       "      <td>Abstract Art</td>\n",
       "      <td>{Abstract Art:25},{Abstract Expressionism:3}</td>\n",
       "      <td>28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Akkitham Narayanan</td>\n",
       "      <td>Abstract Art</td>\n",
       "      <td>Abstract Art</td>\n",
       "      <td>{Abstract Art:17}</td>\n",
       "      <td>17</td>\n",
       "      <td>Kerala</td>\n",
       "      <td>1939.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Alberto Magnelli</td>\n",
       "      <td>Abstract Art, Art Nouveau (Modern), Cubism, Ex...</td>\n",
       "      <td>Abstract Art</td>\n",
       "      <td>{Abstract Art:19},{Art Nouveau (Modern):2},{Cu...</td>\n",
       "      <td>35</td>\n",
       "      <td>Florence</td>\n",
       "      <td>1888.0</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>Meudon</td>\n",
       "      <td>male</td>\n",
       "      <td>Italy</td>\n",
       "      <td>illustrator, painter</td>\n",
       "      <td>['Florence', 'Paris']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Alekos Kontopoulos</td>\n",
       "      <td>Abstract Art, Cubism, Expressionism, Post-Impr...</td>\n",
       "      <td>Social Realism</td>\n",
       "      <td>{Abstract Art:26},{Cubism:5},{Expressionism:10...</td>\n",
       "      <td>79</td>\n",
       "      <td>Lamia</td>\n",
       "      <td>1904.0</td>\n",
       "      <td>1975.0</td>\n",
       "      <td>Athens</td>\n",
       "      <td>male</td>\n",
       "      <td>Greece</td>\n",
       "      <td>writer, painter</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3198</th>\n",
       "      <td>Serhij Schyschko</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Academic Art</td>\n",
       "      <td>{Unknown:9}</td>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3199</th>\n",
       "      <td>Vudon Baklytsky</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Soviet Nonconformist Art</td>\n",
       "      <td>{Unknown:46}</td>\n",
       "      <td>46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3200</th>\n",
       "      <td>Wolfgang Tillmans</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Contemporary</td>\n",
       "      <td>{Unknown:9}</td>\n",
       "      <td>9</td>\n",
       "      <td>Remscheid</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>male</td>\n",
       "      <td>Germany</td>\n",
       "      <td>photographer, printmaker</td>\n",
       "      <td>['New York City', 'Berlin', 'London']</td>\n",
       "      <td>['New York City:1996-1996']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3201</th>\n",
       "      <td>Wu Daozi</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Tang Dynasty (618–907)</td>\n",
       "      <td>{Unknown:8}</td>\n",
       "      <td>8</td>\n",
       "      <td>Chang'an</td>\n",
       "      <td>680.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3202</th>\n",
       "      <td>Olowe of Ise</td>\n",
       "      <td>Yoruba</td>\n",
       "      <td>Native Art</td>\n",
       "      <td>{Yoruba:13}</td>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3203 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  artist                                             styles  \\\n",
       "0           Ad Reinhardt  Abstract Art, Abstract Expressionism, Color Fi...   \n",
       "1            Adnan Coker               Abstract Art, Abstract Expressionism   \n",
       "2     Akkitham Narayanan                                       Abstract Art   \n",
       "3       Alberto Magnelli  Abstract Art, Art Nouveau (Modern), Cubism, Ex...   \n",
       "4     Alekos Kontopoulos  Abstract Art, Cubism, Expressionism, Post-Impr...   \n",
       "...                  ...                                                ...   \n",
       "3198    Serhij Schyschko                                            Unknown   \n",
       "3199     Vudon Baklytsky                                            Unknown   \n",
       "3200   Wolfgang Tillmans                                            Unknown   \n",
       "3201            Wu Daozi                                            Unknown   \n",
       "3202        Olowe of Ise                                             Yoruba   \n",
       "\n",
       "                      movement  \\\n",
       "0       Abstract Expressionism   \n",
       "1                 Abstract Art   \n",
       "2                 Abstract Art   \n",
       "3                 Abstract Art   \n",
       "4               Social Realism   \n",
       "...                        ...   \n",
       "3198              Academic Art   \n",
       "3199  Soviet Nonconformist Art   \n",
       "3200              Contemporary   \n",
       "3201    Tang Dynasty (618–907)   \n",
       "3202                Native Art   \n",
       "\n",
       "                                        styles_extended  pictures_count  \\\n",
       "0     {Abstract Art:15},{Abstract Expressionism:5},{...              52   \n",
       "1          {Abstract Art:25},{Abstract Expressionism:3}              28   \n",
       "2                                     {Abstract Art:17}              17   \n",
       "3     {Abstract Art:19},{Art Nouveau (Modern):2},{Cu...              35   \n",
       "4     {Abstract Art:26},{Cubism:5},{Expressionism:10...              79   \n",
       "...                                                 ...             ...   \n",
       "3198                                        {Unknown:9}               9   \n",
       "3199                                       {Unknown:46}              46   \n",
       "3200                                        {Unknown:9}               9   \n",
       "3201                                        {Unknown:8}               8   \n",
       "3202                                        {Yoruba:13}              13   \n",
       "\n",
       "     birth_place  birth_year  death_year    death_place gender  \\\n",
       "0        Buffalo      1913.0      1967.0  New York City   male   \n",
       "1            NaN         NaN         NaN            NaN    NaN   \n",
       "2         Kerala      1939.0         NaN            NaN    NaN   \n",
       "3       Florence      1888.0      1971.0         Meudon   male   \n",
       "4          Lamia      1904.0      1975.0         Athens   male   \n",
       "...          ...         ...         ...            ...    ...   \n",
       "3198         NaN         NaN         NaN            NaN    NaN   \n",
       "3199         NaN         NaN         NaN            NaN    NaN   \n",
       "3200   Remscheid      1968.0         NaN            NaN   male   \n",
       "3201    Chang'an       680.0         NaN            NaN    NaN   \n",
       "3202         NaN         NaN         NaN            NaN    NaN   \n",
       "\n",
       "                   citizenship  \\\n",
       "0     United States of America   \n",
       "1                          NaN   \n",
       "2                          NaN   \n",
       "3                        Italy   \n",
       "4                       Greece   \n",
       "...                        ...   \n",
       "3198                       NaN   \n",
       "3199                       NaN   \n",
       "3200                   Germany   \n",
       "3201                       NaN   \n",
       "3202                       NaN   \n",
       "\n",
       "                                            occupations  \\\n",
       "0     painter, university teacher, printmaker, colla...   \n",
       "1                                                   NaN   \n",
       "2                                                   NaN   \n",
       "3                                  illustrator, painter   \n",
       "4                                       writer, painter   \n",
       "...                                                 ...   \n",
       "3198                                                NaN   \n",
       "3199                                                NaN   \n",
       "3200                           photographer, printmaker   \n",
       "3201                                                NaN   \n",
       "3202                                                NaN   \n",
       "\n",
       "                                  locations         locations_with_years  \n",
       "0                         ['New York City']                           []  \n",
       "1                                        []                           []  \n",
       "2                                        []                           []  \n",
       "3                     ['Florence', 'Paris']                           []  \n",
       "4                                        []                           []  \n",
       "...                                     ...                          ...  \n",
       "3198                                    NaN                          NaN  \n",
       "3199                                    NaN                          NaN  \n",
       "3200  ['New York City', 'Berlin', 'London']  ['New York City:1996-1996']  \n",
       "3201                                     []                           []  \n",
       "3202                                     []                           []  \n",
       "\n",
       "[3203 rows x 14 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "artists_wikiart = pd.read_csv('https://raw.githubusercontent.com/me9hanics/PainterPalette/main/datasets/wikiart_artists.csv')\n",
    "artists_wikiart"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import httpimport\n",
    "\n",
    "with httpimport.remote_repo('https://raw.githubusercontent.com/me9hanics/sparql-wikidata-data-collection/main/'):\n",
    "    import functions as external_functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'name': 'Rembrandt',\n",
       " 'birth_place': 'Leiden',\n",
       " 'birth_date': '1977-03-15T00:00:00Z',\n",
       " 'death_date': '2001-10-30T00:00:00Z',\n",
       " 'death_place': 'Amsterdam',\n",
       " 'gender': 'male organism',\n",
       " 'citizenship': 'Dutch Republic',\n",
       " 'occupation': ['drawer',\n",
       "  'printmaker',\n",
       "  'etcher',\n",
       "  'art collector',\n",
       "  'collector',\n",
       "  'painter'],\n",
       " 'work_locations': [{'location': 'Amsterdam',\n",
       "   'start_time': '1623-01-01T00:00:00Z',\n",
       "   'end_time': '1625-01-01T00:00:00Z',\n",
       "   'point_in_time': None},\n",
       "  {'location': 'Amsterdam',\n",
       "   'start_time': '1631-01-01T00:00:00Z',\n",
       "   'end_time': '1669-01-01T00:00:00Z',\n",
       "   'point_in_time': None},\n",
       "  {'location': 'Leiden',\n",
       "   'start_time': '1625-01-01T00:00:00Z',\n",
       "   'end_time': '1631-01-01T00:00:00Z',\n",
       "   'point_in_time': None},\n",
       "  {'location': 'Leiden',\n",
       "   'start_time': '1620-01-01T00:00:00Z',\n",
       "   'end_time': '1624-01-01T00:00:00Z',\n",
       "   'point_in_time': None}]}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "external_functions.get_all_person_info(\"Rembrandt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = artists_wikiart.copy()\n",
    "unprocessed_painters = [painter for painter in artists_wikiart['artist'] if df.loc[df['artist']==painter, 'gender'].isnull().values[0] == True]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Partial fetching (querying 1 painter at a time), slower but more reliable:\n",
    "\n",
    "Warning: this should take over long (5 hours in practice), as Wikidata only accepts 30 queries per minute."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error fetching data for David Michael Hinnebusch, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Jorge Martins, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Stepan Ryabchenko, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Arthur Pinajian, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Elmer Bischoff, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Ilse D'Hollander, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Marcia Hafif, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Richard Smith, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Ronnie Landfield, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Theodoros Stamos, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Warren Rohrer, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Adalbert Schaffer, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Alexandre Cabanel, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Briton Riviere, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Claude Monet, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Francesc Masriera, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for George Folingsby, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Henri-Paul Motte, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Jean-François Portaels, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Jules Bastien-Lepage, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Lili Elbe, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Marià Fortuny, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Oleg Holosiy, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Raja Ravi Varma, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Vasily Surikov, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Franz Kline, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for August Natterer, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Louis Pons, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Bernardo Marques, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Gregorio Sciltian, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Raphael Delorme, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Alberto Burri, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Aurel Cojan, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Emilio Scanavino, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Francois Arnal, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Herbert Zangs, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Jean Messagier, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Kim Tschang-yeul, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Mario Schifano, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Paolo Scheggi, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Samuel Buri, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Akseli Gallen-Kallela, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Anne Brigman, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Boris Kustodiev, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Dmitri Zhilinsky, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Emile Galle, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Fernand Khnopff, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Fujishima Takeji, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Heinrich Lefler, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for J. E. H. MacDonald, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Jury Annenkov, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Leonetto Cappiello, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Martin Munkácsi, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Nicholas Roerich, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Raphael Kirchner, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Teodor Axentowicz, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Victor Borisov-Musatov, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Adam Elsheimer, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Albert Bierstadt, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Canaletto, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for David Bailly, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Francesco Solimena, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Gerard van Honthorst, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Guido Reni, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Isaac van Ostade, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Jan Cossiers, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Joachim Wtewael, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Juan Bautista Maíno, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Louise Moillon, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Mestre Ataíde, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Paul Bril, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Rosa Bonheur, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Simon de Vlieger, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for William Dobson, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Jerzy Nowosielski, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Franz Xaver Winterhalter, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Angelo de Sousa, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Emma Amos, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Pedro Calapez, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Yves Gaucher, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Anima Ehtiat, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Bernd and Hilla Becher, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Dennis Oppenheim, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Giulio Paolini, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Hito Steyerl, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Joao Vieira, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Liam Gillick, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Marcel Broodthaers, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Mel Bochner, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for On Kawara, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Robert Filliou, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Stephen Prina, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Walter De Maria, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Georges Vantongerloo, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Yaacov Agam, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Le Corbusier, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Saul Steinberg, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for EtchingRoom1, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Lalla Essaydi, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Alejandro Cabeza, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Devin Leonardi, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Gilles Aillaud, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for John Currin, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Morteza Katouzian, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Samira Eskandarfar, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Aaron Douglas, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Bertalan Por, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Eduardo Viana, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Giacomo Manzu, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Jacob Epstein, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Kmetty János, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Maria Blanchard, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Nathan Altman, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Paul Cezanne, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Stanley Pinker, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Wyndham Lewis, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Hannah Hoch, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Simon Stalenhag, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Eugène Atget, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Antonio del Pollaiolo, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Fra Angelico, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Masaccio, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Alberto Carneiro, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Richard Long, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Alan Stephens Foster, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Alfred Krupa, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Antonio Carneiro, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Bela Czobel, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Carlos Botelho, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Constant Permeke, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Edwin Dickinson, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Georg Tappert, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Hans Bellmer, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Ivan Albright, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Jose Clemente Orozco, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Kees van Dongen, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Luis Dourdil, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Marin Gherasim, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Milița Petrașcu, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Otto Constantin, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Petre Abrudan, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Rudolf Láng, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Tia Peltz, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Vytautas Kasiulis, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Émilie Charmy, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Alan Lee, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Henri Manguin, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Cindy Sherman, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Senga Nengudi, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Sliman Mansour, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Charles Hinman, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Bartolomeo Veneto, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Giorgione, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Sebastiano del Piombo, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Aleksander Gierymski, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for António de Carvalho da Silva Porto, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Benjamin Brown, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Childe Hassam, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Edward Henry Potthast, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Fern Coppedge, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Georgina de Albuquerque, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Hans am Ende, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Hoca Ali Riza, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Ipolit Strambu, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for James Campbell Noble, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for John Henry Twachtman, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Julius LeBlanc Stewart, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Lesser Ury, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Maurice Boitel, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Mildred Anne Butler, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Octav Bancila, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Pierre-Jacques Pelletier, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Samuel Mutzner, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Tetyana Yablonska, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Vasile Popescu, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for William Logsdail, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Dayou Lu, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Li Tang, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Xu Wei, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Vasily Vereshchagin, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Carlos Cruz-Diez, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Wen-Ying Tsai, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Lisa Yuskavage, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Émile Friant, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Laddie John Dill, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Robert Irwin, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Emile Claus, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Genevieve Asse, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Cagnaccio di San Pietro, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Leonor Fini, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Tobias Verhaecht, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Andre Cadere, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Gego, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Johannes Jan Schoonhoven, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Niele Toroni, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Robert Ryman, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Victor Bonato, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Nicholas of Verdun, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Johnny Warangkula Tjupurrula, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Felix Philipp Kanitz, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Fernando Botero, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for William Hawkins, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Konrad Lueg, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Betty Goodwin, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Graca Morais, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Michel Majerus, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Vasan Sitthiket, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Charles Angrand, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Florin Ciulache, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Takashi Murakami, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Angelica Kauffman, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Charles Willson Peale, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for François Gérard, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Jean Auguste Dominique Ingres, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Joseph Anton Koch, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Nicolas Antoine Taunay, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Vladimir Borovikovsky, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Michael Bell, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Hans Baldung, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Jan van Hemessen, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Martin Schongauer, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Mimmo Rotella, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Luis Tomasello, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for David Wilkie, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Horace Vernet, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Théodore Géricault, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Valerie Jaudon, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Heinrich Kuhn, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Dieter Asmus, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Kenneth Price, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for R. B. Kitaj, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Valerio Adami, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Edouard Cortes, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Le Pho, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Roger Fry, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Ann Hamilton, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Guy Mees, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Michael Bolus, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Jef Verheyen, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Duccio, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Aleksey Savrasov, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Antonio Mancini, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Constant Troyon, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Efim Volkov, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Grigoriy Myasoyedov, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for James Webb, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Kitty Lange Kielland, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Panos Terlemezian, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Vasily Perov, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for William Sidney Cooper, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Allan Ramsay, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for George Romney, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Johann Anton de Peters, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Pietro Longhi, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Adolphe Joseph Thomas Monticelli, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Angelo Zoffoli, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Caspar David Friedrich, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Eduard von Grützner, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Franz Richard Unterberger, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for George Stubbs, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Henry Fuseli, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Jan Matejko, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for John Glover, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Karl Bodmer, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Marcus Larson, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Pavel Svinyin, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Richard Caton Woodville Jr., status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Simeon Solomon, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Vincenzo Abbati, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for William Morris, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Oliver Kilbourn, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Leonid Muchnyk, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Turi Simeti, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Jerome Mesnager, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Godfrey Blow, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Angel Planells, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Dora Maar, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Friedensreich Hundertwasser, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Jorge Camacho, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Marcelino Vespeira, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Richard Oelze, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Yves Tanguy, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Lady Frieda Harris, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Emil Schumacher, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for George Inness, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Gheorghe Petrascu, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Julie Mehretu, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Oliver Mark, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Wu Daozi, status code: 429.\n",
      "Attempt 1 of 3.\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>artist</th>\n",
       "      <th>styles</th>\n",
       "      <th>movement</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ad Reinhardt</td>\n",
       "      <td>Abstract Art, Abstract Expressionism, Color Fi...</td>\n",
       "      <td>Abstract Expressionism</td>\n",
       "      <td>{Abstract Art:15},{Abstract Expressionism:5},{...</td>\n",
       "      <td>52</td>\n",
       "      <td>Buffalo</td>\n",
       "      <td>1913.0</td>\n",
       "      <td>1967.0</td>\n",
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       "      <th>1</th>\n",
       "      <td>Adnan Coker</td>\n",
       "      <td>Abstract Art, Abstract Expressionism</td>\n",
       "      <td>Abstract Art</td>\n",
       "      <td>{Abstract Art:25},{Abstract Expressionism:3}</td>\n",
       "      <td>28</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Akkitham Narayanan</td>\n",
       "      <td>Abstract Art</td>\n",
       "      <td>Abstract Art</td>\n",
       "      <td>{Abstract Art:17}</td>\n",
       "      <td>17</td>\n",
       "      <td>Kerala</td>\n",
       "      <td>1939.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Alberto Magnelli</td>\n",
       "      <td>Abstract Art, Art Nouveau (Modern), Cubism, Ex...</td>\n",
       "      <td>Abstract Art</td>\n",
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       "      <td>Florence</td>\n",
       "      <td>1888.0</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>Meudon</td>\n",
       "      <td>male</td>\n",
       "      <td>Italy</td>\n",
       "      <td>illustrator, painter</td>\n",
       "      <td>['Florence', 'Paris']</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Alekos Kontopoulos</td>\n",
       "      <td>Abstract Art, Cubism, Expressionism, Post-Impr...</td>\n",
       "      <td>Social Realism</td>\n",
       "      <td>{Abstract Art:26},{Cubism:5},{Expressionism:10...</td>\n",
       "      <td>79</td>\n",
       "      <td>Lamia</td>\n",
       "      <td>1904.0</td>\n",
       "      <td>1975.0</td>\n",
       "      <td>Athens</td>\n",
       "      <td>male</td>\n",
       "      <td>Greece</td>\n",
       "      <td>writer, painter</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3198</th>\n",
       "      <td>Serhij Schyschko</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Academic Art</td>\n",
       "      <td>{Unknown:9}</td>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3199</th>\n",
       "      <td>Vudon Baklytsky</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Soviet Nonconformist Art</td>\n",
       "      <td>{Unknown:46}</td>\n",
       "      <td>46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3200</th>\n",
       "      <td>Wolfgang Tillmans</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Contemporary</td>\n",
       "      <td>{Unknown:9}</td>\n",
       "      <td>9</td>\n",
       "      <td>Remscheid</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>male</td>\n",
       "      <td>Germany</td>\n",
       "      <td>photographer, printmaker</td>\n",
       "      <td>['New York City', 'Berlin', 'London']</td>\n",
       "      <td>['New York City:1996-1996']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3201</th>\n",
       "      <td>Wu Daozi</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Tang Dynasty (618–907)</td>\n",
       "      <td>{Unknown:8}</td>\n",
       "      <td>8</td>\n",
       "      <td>Chang'an</td>\n",
       "      <td>680.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3202</th>\n",
       "      <td>Olowe of Ise</td>\n",
       "      <td>Yoruba</td>\n",
       "      <td>Native Art</td>\n",
       "      <td>{Yoruba:13}</td>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3203 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  artist                                             styles  \\\n",
       "0           Ad Reinhardt  Abstract Art, Abstract Expressionism, Color Fi...   \n",
       "1            Adnan Coker               Abstract Art, Abstract Expressionism   \n",
       "2     Akkitham Narayanan                                       Abstract Art   \n",
       "3       Alberto Magnelli  Abstract Art, Art Nouveau (Modern), Cubism, Ex...   \n",
       "4     Alekos Kontopoulos  Abstract Art, Cubism, Expressionism, Post-Impr...   \n",
       "...                  ...                                                ...   \n",
       "3198    Serhij Schyschko                                            Unknown   \n",
       "3199     Vudon Baklytsky                                            Unknown   \n",
       "3200   Wolfgang Tillmans                                            Unknown   \n",
       "3201            Wu Daozi                                            Unknown   \n",
       "3202        Olowe of Ise                                             Yoruba   \n",
       "\n",
       "                      movement  \\\n",
       "0       Abstract Expressionism   \n",
       "1                 Abstract Art   \n",
       "2                 Abstract Art   \n",
       "3                 Abstract Art   \n",
       "4               Social Realism   \n",
       "...                        ...   \n",
       "3198              Academic Art   \n",
       "3199  Soviet Nonconformist Art   \n",
       "3200              Contemporary   \n",
       "3201    Tang Dynasty (618–907)   \n",
       "3202                Native Art   \n",
       "\n",
       "                                        styles_extended  pictures_count  \\\n",
       "0     {Abstract Art:15},{Abstract Expressionism:5},{...              52   \n",
       "1          {Abstract Art:25},{Abstract Expressionism:3}              28   \n",
       "2                                     {Abstract Art:17}              17   \n",
       "3     {Abstract Art:19},{Art Nouveau (Modern):2},{Cu...              35   \n",
       "4     {Abstract Art:26},{Cubism:5},{Expressionism:10...              79   \n",
       "...                                                 ...             ...   \n",
       "3198                                        {Unknown:9}               9   \n",
       "3199                                       {Unknown:46}              46   \n",
       "3200                                        {Unknown:9}               9   \n",
       "3201                                        {Unknown:8}               8   \n",
       "3202                                        {Yoruba:13}              13   \n",
       "\n",
       "     birth_place  birth_year  death_year    death_place gender  \\\n",
       "0        Buffalo      1913.0      1967.0  New York City   male   \n",
       "1            NaN         NaN         NaN           None   None   \n",
       "2         Kerala      1939.0         NaN           None   None   \n",
       "3       Florence      1888.0      1971.0         Meudon   male   \n",
       "4          Lamia      1904.0      1975.0         Athens   male   \n",
       "...          ...         ...         ...            ...    ...   \n",
       "3198         NaN         NaN         NaN            NaN    NaN   \n",
       "3199         NaN         NaN         NaN            NaN    NaN   \n",
       "3200   Remscheid      1968.0         NaN           None   male   \n",
       "3201    Chang'an       680.0         NaN           None   None   \n",
       "3202         NaN         NaN         NaN           None   None   \n",
       "\n",
       "                   citizenship  \\\n",
       "0     United States of America   \n",
       "1                         None   \n",
       "2                         None   \n",
       "3                        Italy   \n",
       "4                       Greece   \n",
       "...                        ...   \n",
       "3198                       NaN   \n",
       "3199                       NaN   \n",
       "3200                   Germany   \n",
       "3201                      None   \n",
       "3202                      None   \n",
       "\n",
       "                                            occupations  \\\n",
       "0     painter, university teacher, printmaker, colla...   \n",
       "1                                                         \n",
       "2                                                         \n",
       "3                                  illustrator, painter   \n",
       "4                                       writer, painter   \n",
       "...                                                 ...   \n",
       "3198                                                NaN   \n",
       "3199                                                NaN   \n",
       "3200                           photographer, printmaker   \n",
       "3201                                                      \n",
       "3202                                                      \n",
       "\n",
       "                                  locations         locations_with_years  \n",
       "0                         ['New York City']                           []  \n",
       "1                                        []                           []  \n",
       "2                                        []                           []  \n",
       "3                     ['Florence', 'Paris']                           []  \n",
       "4                                        []                           []  \n",
       "...                                     ...                          ...  \n",
       "3198                                    NaN                          NaN  \n",
       "3199                                    NaN                          NaN  \n",
       "3200  ['New York City', 'Berlin', 'London']  ['New York City:1996-1996']  \n",
       "3201                                     []                           []  \n",
       "3202                                     []                           []  \n",
       "\n",
       "[3203 rows x 14 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for painter in unprocessed_painters:\n",
    "    if df.loc[df['artist']==painter,'gender'].isnull().values[0]==False: #We already processed this painter\n",
    "        continue\n",
    "    painter_json = external_functions.get_person_info_retry_after(painter, placeofbirth = False, dateofbirth = False)\n",
    "    if painter_json:\n",
    "        df.loc[df['artist'] == painter, 'death_year'] = external_functions.find_year(painter_json['death_date'])\n",
    "        df.loc[df['artist'] == painter, 'death_place'] = painter_json['death_place']\n",
    "        df.loc[df['artist'] == painter, 'gender'] = painter_json['gender']\n",
    "        df.loc[df['artist'] == painter, 'citizenship'] = painter_json['citizenship']\n",
    "        df.loc[df['artist'] == painter, 'occupations'] = ', '.join((painter_json['occupation']))\n",
    "        df.loc[df['artist'] == painter, 'locations'] = external_functions.get_places_from_response(painter_json)\n",
    "        df.loc[df['artist'] == painter, 'locations_with_years'] = external_functions.get_places_with_years_from_response(painter_json)\n",
    "\n",
    "df\n",
    "        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see two types of missing painters' data:\n",
    "- Painters where there was no information returned, but we got a response returned (e.g. \"Adnan Coker\", we can see it that his list of locations is not NaN, just an empty list, which means we had a response, but no data)\n",
    "\n",
    "-  Painters where there was no response returned (e.g. \"Vudon Baklytsky\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(138, 1560)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df[df['locations'].isnull()]), len(df[df['gender'].isnull()])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "138 no-response cases, and 1422 (1560-138) empty-response cases"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Less query fetching (querying 150 painters at a time), faster but less reliable:\n",
    "\n",
    "2024.02.10 CET afternoon run"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Note**: The external function was modified while adding this update, on 2024.02.10. Before that, artists had multiple responses (based their occupations list and locations list)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "unprocessed_painters = [painter for painter in artists_wikiart['artist'] if df.loc[df['artist']==painter, 'gender'].isnull().values[0] == True]\n",
    "responses = external_functions.get_multiple_people_all_info(unprocessed_painters)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We got some missing data of artists this way (800+ instances):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "no_response_painters =[]\n",
    "modified_painters = []\n",
    "for painter in unprocessed_painters:\n",
    "    if not df.loc[df['artist']==painter, \"gender\"].isnull().values[0]: #We expect None values, any other value means we already processed this\n",
    "        continue\n",
    "    try:\n",
    "        response_list = [response for response in responses if response['name']==painter][0]\n",
    "    except IndexError:\n",
    "        no_response_painters.append(painter)\n",
    "        #There was no response for this painter\n",
    "        continue\n",
    "    #The try-except can be replace with using the \"next\" function: response_list=next((response for response in responses if response['name']==painter), None) then check if response_list is None\n",
    "    if pd.isnull(df.loc[df['artist'] == painter, 'death_year']).values[0]:\n",
    "        df.loc[df['artist'] == painter, 'death_year'] = external_functions.find_year(response_list['death_date'])\n",
    "    if pd.isnull(df.loc[df['artist'] == painter, 'death_place']).values[0]:\n",
    "        df.loc[df['artist'] == painter, 'death_place'] = response_list['death_place']\n",
    "    if pd.isnull(df.loc[df['artist'] == painter, 'gender']).values[0]:\n",
    "        df.loc[df['artist'] == painter, 'gender'] = response_list['gender'] \n",
    "    if pd.isnull(df.loc[df['artist'] == painter, 'citizenship']).values[0]:\n",
    "        df.loc[df['artist'] == painter, 'citizenship'] = response_list['citizenship']\n",
    "    if pd.isnull(df.loc[df['artist'] == painter, 'occupations']).values[0] or df.loc[df['artist'] == painter, 'occupations'].values[0] in ([], \"[]\"):\n",
    "        df.loc[df['artist'] == painter, 'occupations'] = ', '.join((response_list['occupation']))\n",
    "    if pd.isnull(df.loc[df['artist'] == painter, 'locations']).values[0] or df.loc[df['artist'] == painter, 'locations'].values[0] in ([], \"[]\"):\n",
    "        df.loc[df['artist'] == painter, 'locations'] = external_functions.get_places_from_response(response_list)\n",
    "    if pd.isnull(df.loc[df['artist'] == painter, 'locations_with_years']).values[0] or df.loc[df['artist'] == painter, 'locations_with_years'].values[0] in ([], \"[]\"):\n",
    "        df.loc[df['artist'] == painter, 'locations_with_years'] = external_functions.get_places_with_years_from_response(response_list)\n",
    "    modified_painters.append(painter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('datasets/wikiart_artists.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But many still missing:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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>artist</th>\n",
       "      <th>styles</th>\n",
       "      <th>movement</th>\n",
       "      <th>styles_extended</th>\n",
       "      <th>pictures_count</th>\n",
       "      <th>birth_place</th>\n",
       "      <th>birth_year</th>\n",
       "      <th>death_year</th>\n",
       "      <th>death_place</th>\n",
       "      <th>gender</th>\n",
       "      <th>citizenship</th>\n",
       "      <th>occupations</th>\n",
       "      <th>locations</th>\n",
       "      <th>locations_with_years</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adnan Coker</td>\n",
       "      <td>Abstract Art, Abstract Expressionism</td>\n",
       "      <td>Abstract Art</td>\n",
       "      <td>{Abstract Art:25},{Abstract Expressionism:3}</td>\n",
       "      <td>28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Akkitham Narayanan</td>\n",
       "      <td>Abstract Art</td>\n",
       "      <td>Abstract Art</td>\n",
       "      <td>{Abstract Art:17}</td>\n",
       "      <td>17</td>\n",
       "      <td>Kerala</td>\n",
       "      <td>1939.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Alfred Freddy Krupa</td>\n",
       "      <td>Abstract Art, Abstract Expressionism, Academic...</td>\n",
       "      <td>New Ink Art</td>\n",
       "      <td>{Abstract Art:1},{Abstract Expressionism:1},{A...</td>\n",
       "      <td>735</td>\n",
       "      <td>Karlovac</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Amin Aghaei</td>\n",
       "      <td>Abstract Art, Magic Realism</td>\n",
       "      <td>Contemporary</td>\n",
       "      <td>{Abstract Art:6},{Magic Realism:10}</td>\n",
       "      <td>16</td>\n",
       "      <td>Isfahan</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Andrzej Nowacki</td>\n",
       "      <td>Abstract Art</td>\n",
       "      <td>Abstract Art</td>\n",
       "      <td>{Abstract Art:26}</td>\n",
       "      <td>26</td>\n",
       "      <td>Rabka-Zdrój</td>\n",
       "      <td>1953.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3192</th>\n",
       "      <td>Pablo Rey</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Contemporary</td>\n",
       "      <td>{Unknown:30}</td>\n",
       "      <td>30</td>\n",
       "      <td>Barcelona</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3198</th>\n",
       "      <td>Serhij Schyschko</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Academic Art</td>\n",
       "      <td>{Unknown:9}</td>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3199</th>\n",
       "      <td>Vudon Baklytsky</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Soviet Nonconformist Art</td>\n",
       "      <td>{Unknown:46}</td>\n",
       "      <td>46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3201</th>\n",
       "      <td>Wu Daozi</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Tang Dynasty (618–907)</td>\n",
       "      <td>{Unknown:8}</td>\n",
       "      <td>8</td>\n",
       "      <td>Chang'an</td>\n",
       "      <td>680.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3202</th>\n",
       "      <td>Olowe of Ise</td>\n",
       "      <td>Yoruba</td>\n",
       "      <td>Native Art</td>\n",
       "      <td>{Yoruba:13}</td>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>732 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   artist                                             styles  \\\n",
       "1             Adnan Coker               Abstract Art, Abstract Expressionism   \n",
       "2      Akkitham Narayanan                                       Abstract Art   \n",
       "8     Alfred Freddy Krupa  Abstract Art, Abstract Expressionism, Academic...   \n",
       "13            Amin Aghaei                        Abstract Art, Magic Realism   \n",
       "14        Andrzej Nowacki                                       Abstract Art   \n",
       "...                   ...                                                ...   \n",
       "3192            Pablo Rey                                            Unknown   \n",
       "3198     Serhij Schyschko                                            Unknown   \n",
       "3199      Vudon Baklytsky                                            Unknown   \n",
       "3201             Wu Daozi                                            Unknown   \n",
       "3202         Olowe of Ise                                             Yoruba   \n",
       "\n",
       "                      movement  \\\n",
       "1                 Abstract Art   \n",
       "2                 Abstract Art   \n",
       "8                  New Ink Art   \n",
       "13                Contemporary   \n",
       "14                Abstract Art   \n",
       "...                        ...   \n",
       "3192              Contemporary   \n",
       "3198              Academic Art   \n",
       "3199  Soviet Nonconformist Art   \n",
       "3201    Tang Dynasty (618–907)   \n",
       "3202                Native Art   \n",
       "\n",
       "                                        styles_extended  pictures_count  \\\n",
       "1          {Abstract Art:25},{Abstract Expressionism:3}              28   \n",
       "2                                     {Abstract Art:17}              17   \n",
       "8     {Abstract Art:1},{Abstract Expressionism:1},{A...             735   \n",
       "13                  {Abstract Art:6},{Magic Realism:10}              16   \n",
       "14                                    {Abstract Art:26}              26   \n",
       "...                                                 ...             ...   \n",
       "3192                                       {Unknown:30}              30   \n",
       "3198                                        {Unknown:9}               9   \n",
       "3199                                       {Unknown:46}              46   \n",
       "3201                                        {Unknown:8}               8   \n",
       "3202                                        {Yoruba:13}              13   \n",
       "\n",
       "      birth_place  birth_year  death_year death_place gender citizenship  \\\n",
       "1             NaN         NaN         NaN         NaN    NaN         NaN   \n",
       "2          Kerala      1939.0         NaN         NaN    NaN         NaN   \n",
       "8        Karlovac      1971.0         NaN         NaN    NaN         NaN   \n",
       "13        Isfahan      1982.0         NaN         NaN    NaN         NaN   \n",
       "14    Rabka-Zdrój      1953.0         NaN         NaN    NaN         NaN   \n",
       "...           ...         ...         ...         ...    ...         ...   \n",
       "3192    Barcelona      1968.0         NaN         NaN    NaN         NaN   \n",
       "3198          NaN         NaN         NaN         NaN    NaN         NaN   \n",
       "3199          NaN         NaN         NaN         NaN    NaN         NaN   \n",
       "3201     Chang'an       680.0         NaN         NaN    NaN         NaN   \n",
       "3202          NaN         NaN         NaN         NaN    NaN         NaN   \n",
       "\n",
       "     occupations locations locations_with_years  \n",
       "1            NaN        []                   []  \n",
       "2            NaN        []                   []  \n",
       "8            NaN        []                   []  \n",
       "13           NaN        []                   []  \n",
       "14           NaN        []                   []  \n",
       "...          ...       ...                  ...  \n",
       "3192         NaN        []                   []  \n",
       "3198         NaN       NaN                  NaN  \n",
       "3199         NaN       NaN                  NaN  \n",
       "3201         NaN        []                   []  \n",
       "3202         NaN        []                   []  \n",
       "\n",
       "[732 rows x 14 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['gender'].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(135, 732)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df[df['locations'].isnull()]), len(df[df['gender'].isnull()])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For other painters without a response, let's check the most matching painter name, possibly we can find the correct name for getting a response:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "\n",
    "painter_names_url = 'https://raw.githubusercontent.com/me9hanics/PainterPalette/main/painter_names_200k.txt'\n",
    "wiki_painter_names_200k = requests.get(painter_names_url).text.splitlines()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's first find exact name matches, as it can be fastly done with numpy (remember that wiki_painter_names_200k has ~200000 names nearly, we need to be resourceful).<br>\n",
    "We'd expect to find 0 exact matches:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Adnan Coker', 'Adolf Fleischmann', 'Adriana Varejão',\n",
       "       'Agim Sulaj', 'Aki Kuroda', 'Akira Kanayama', 'Akkitham Narayanan',\n",
       "       'Alan Lee', 'Albert Bitran', 'Albert Huie', 'Albert Julius Olsson',\n",
       "       'Alberto Gironella', 'Alberto Sotio', 'Alejandro Cabeza',\n",
       "       'Aleksandra Ekster', 'Alexander Khvostenko-Khvostov',\n",
       "       'Alexandre Jacovleff', 'Alfred Freddy Krupa', 'Ali Akbar Sadeghi',\n",
       "       'Ali Omar Ermes', \"Allan D'Arcangelo\", 'Andrei Rublev',\n",
       "       'Andrey Shishkin', 'Andrzej Nowacki', 'Anne Truitt',\n",
       "       'Anthony Sims', 'Antoine Blanchard', 'Antonietta Raphael',\n",
       "       'Archibald Thorburn', 'Armin Andreas Pangerl', 'Arnulf Rainer',\n",
       "       'Arsen Savadov', 'Arthur Pan', 'Ashley Bickerton', 'Ay-O',\n",
       "       'Aydin Aghdashloo', 'Bahman Mohasses', 'Banksy',\n",
       "       'Barbara Chase-Riboud', 'Barrington Watson', 'Basil Beattie',\n",
       "       'Beatriz González', 'Beatriz Milhazes', 'Benny Andrews',\n",
       "       'Bernardo Marques', 'Bernd Luz', 'Betty Goodwin', 'Billy Childish',\n",
       "       'Bob Law', 'Boyukagha Mirzazade', 'Bracha L. Ettinger',\n",
       "       'Brian Froud', 'Byam Shaw', 'C. R. W. Nevinson', 'Carlos Almaraz',\n",
       "       'Carlos Alonso', 'Carlos Botelho', 'Carlos Nadal',\n",
       "       'Carlos Orozco Romero', 'Charles E. Burchfield', 'Charles Jacque',\n",
       "       'Charles Spencelayh', 'Charles Tunnicliffe', 'Charles de Steuben',\n",
       "       'Charuvi Agrawal', 'Christopher Wilmarth', 'Claude Tousignant',\n",
       "       'Claude Viallat', 'Claudio Tozzi', 'Clifford Possum Tjapaltjarri',\n",
       "       'Conroy Maddox', 'Consuelo Hernández', 'Craig Mullins',\n",
       "       'Dale Hickey', 'Damien Hirst', 'Dan Witz', 'Dana Levin',\n",
       "       'Daniel Buren', 'Daniel Dezeuze', 'Daniel Spoerri',\n",
       "       'Darren Waterston', 'David Lynch', 'David Scott', 'Denise Green',\n",
       "       'Donald Sultan', 'Dora Boneva', 'Dorothea Rockburne', 'Dr. Atl',\n",
       "       'Dumitru Gorzo', 'Edna Andrade', 'Edward Avedisian',\n",
       "       'Edward R. Taylor', 'El Anatsui', 'Elenore Abbott',\n",
       "       'Elmer Bischoff', 'Emma Amos', 'Enrico Castellani', 'Enzo Cucchi',\n",
       "       'Eric Fischl', 'Erin Hanson', 'Ernesto Neto',\n",
       "       'Ethel Léontine Gabain', 'Ettore Spalletti', 'Eugene Lanceray',\n",
       "       'Eugene de Blaas', 'Eva Janina Wieczorek', 'Eyvind Earle',\n",
       "       'Fairfield Porter', 'Ferenc Pinter', 'Fernand Leduc',\n",
       "       'Fernando Calhau', 'Forrest Bess', 'Francisco Goya',\n",
       "       'Frank Lobdell', 'Frank Xavier Leyendecker', 'Fred Williams',\n",
       "       'Frederick George Cotman', 'Félix Louis Leullier', 'Gandy Brodie',\n",
       "       'Gary Hume', 'Gebre Kristos Desta', 'Georg Baselitz',\n",
       "       'Georg Miciú', 'George Ault', 'George Pemba', 'George Tooker',\n",
       "       'Georges Lallemand', 'Georges Ribemont-Dessaignes',\n",
       "       'Georges Rochegrosse', 'Georgi Kovachev', 'Gianni Piacentino',\n",
       "       'Gillian Ayres', 'Giorgio Griffa', 'Giovanni da Milano',\n",
       "       'Giulio Clovio', 'Giulio Paolini', 'Giuseppe Pinot-Gallizio',\n",
       "       'Godfrey Blow', 'Grace Pailthorpe', 'Graham Bell',\n",
       "       'Graydon Parrish', 'Gretchen Andrew', 'Guan Zilan', 'Guity Novin',\n",
       "       'Gustave Singier', 'Hanne Darboven', 'Hans Holbein the Younger',\n",
       "       'Haralampi G. Oroschakoff', 'Hendrick Cornelisz Vroom',\n",
       "       'Henri Catargi', 'Henri Michaux', 'Henry Darger',\n",
       "       'Henry Villierme', 'Henry William Banks Davis',\n",
       "       'Henry van de Velde', 'Herman de Vries', 'Hong Song-dam',\n",
       "       'Horia Damian', 'Howard Arkley', 'Howard Mehring',\n",
       "       'Hubertine Heijermans', 'Ian Burn', 'Ian Davenport', 'Ilya Repin',\n",
       "       'Imi Knoebel', 'Ion Grigorescu', 'Ismail Shammout',\n",
       "       'Israel Tsvaygenbaum', 'Ivan Rutkovych', 'Jacek Yerka',\n",
       "       'Jacob Collins', 'Jacqueline Hick', 'Jacqueline Lamba',\n",
       "       'Jahar Dasgupta', 'James Campbell', 'James Campbell Noble',\n",
       "       'James Lesesne Wells', 'James Turrell', 'Jamie Wyeth',\n",
       "       'Jammie Holmes', 'Jan Brueghel the Elder', 'Jan Dibbets',\n",
       "       'Jan Joest', 'Jane Wilson', 'Janet Fish', 'Javad Hamidi',\n",
       "       'Jean Dupas', 'Jean Messagier', 'Jean Miotte', 'Jean-André Rixens',\n",
       "       'Jeffrey Smart', 'Jennifer Bartlett', 'Jeremy Henderson',\n",
       "       'Jeremy Moon', 'Jessie Arms Botke', 'Jim Dine', 'Jim Lambie',\n",
       "       'Joan Snyder', 'Joe Goode', 'Joe Machine', 'Joe Tilson',\n",
       "       'John Gibson', 'John Henderson', 'John Stuart Ingle',\n",
       "       'Johnny Warangkula Tjupurrula', 'Jorge Castillo', 'Jorge Martins',\n",
       "       'Jose Clemente Orozco', 'Josef Herman', 'Joseph Cornell',\n",
       "       'Joseph Pace', 'Josignacio', 'Joyce Kozloff', 'Julian Stanczak',\n",
       "       'Kaloust Guedel', 'Kent Bellows', 'Kiki Smith', 'Kim Prisu',\n",
       "       'Kitty Lange Kielland', 'Konstantinos Maleas',\n",
       "       'Konstantinos Volanakis', 'Kristoffer Zetterstrand',\n",
       "       'Kuno Gonschior', 'Lan Ying', 'Landon Mackenzie', 'Leiko Ikemura',\n",
       "       'Leo Leuppi', 'Leo Steel', 'Leon Berkowitz', 'Leon Polk Smith',\n",
       "       'Leonid Šejka', 'Li Chevalier', 'Li Huasheng', 'Liam Gillick',\n",
       "       'Lilia Carrillo', 'Lorser Feitelson', 'Lucas Cranach the Elder',\n",
       "       'Lucian Grigorescu', 'Luigi Guardigli', 'Luis Camnitzer',\n",
       "       'Luke Chueh', 'Ma Yuan', 'Mahmoud Farshchian',\n",
       "       'Manfred Kielnhofer', 'Manuel Rodríguez Lozano',\n",
       "       'Marcelino Vespeira', 'Marcia Hafif', 'Marcos Zapata',\n",
       "       'Marie-Thérèse Auffray', 'Marinus van Reymerswaele',\n",
       "       'Mario Comensoli', 'Mario Tozzi', 'Mario Zanini',\n",
       "       'Marjorie Strider', 'Mark Ryden', 'Marlene Dumas',\n",
       "       'Martha Diamond', 'Martial Raysse', 'Martin Yeoman', 'Mary Corse',\n",
       "       'Mary Josephine Walters', 'Maurice Prendergast', 'Max Gubler',\n",
       "       'Maximilian Pirner', 'Mel Ramsden', 'Melissa Meyer',\n",
       "       'Michael Bell', 'Michael Hafftka', 'Michel Kikoine',\n",
       "       'Michel Parmentier', 'Michelangelo Pistoletto', 'Mihai Olos',\n",
       "       'Mikhail Shibanov', 'Mily Possoz', 'Mircea Cantor', 'Myron Stout',\n",
       "       'Nasreddine Dinet', 'Nathaniel Hone the Younger', 'Nelson Shanks',\n",
       "       'Nikolai Ge', 'Nikolaus Knüpfer', 'Nikolay Bogdanov-Belsky',\n",
       "       'Njideka Akunyili Crosby', 'Norman Zammitt', 'Nutzi Acontz',\n",
       "       'Nyoman Masriadi', 'Nzante Spee', 'Octavio Ocampo', 'Odd Nerdrum',\n",
       "       'Olga Albizu', 'Oliver Kilbourn', 'Olivier Mosset', 'Otto Muehl',\n",
       "       'Pablo Rey', 'Paritosh Sen', 'Pat Lipsky', 'Pat Steir',\n",
       "       'Patrick Procktor', 'Paul Brach', 'Paul Feeley', 'Paul Henry',\n",
       "       'Paul Jacoulet', 'Paul Thek', 'Paul du Toit', 'Pavlo Makov',\n",
       "       'Pedro Calapez', 'Peter Blake', 'Peter Joseph', 'Peter Max',\n",
       "       'Peter Phillips', 'Philip Pearlstein', 'Pierre Molinier',\n",
       "       'Pierre Tal-Coat', 'Pietro Lazzari', 'Pino Daeni', 'Qian Xuan',\n",
       "       'Ralph Fasanella', 'Ralston Crawford', 'René Marcil',\n",
       "       'Requena Nozal', 'Richard Oelze', 'Richard Smith', 'Richard Spare',\n",
       "       'Richard Whitney', 'Rirkrit Tiravanija', 'Robert Barry',\n",
       "       'Robert Filliou', 'Robert Goodnough', 'Robert Irwin',\n",
       "       'Robert Mangold', 'Robert Nickle', 'Robert Swain',\n",
       "       'Roberto Chabet', 'Roberto Ferri', 'Rochelle Blumenfeld',\n",
       "       'Roland Petersen', 'Romero Britto', 'Ron Gorchov', 'Ronald Bladen',\n",
       "       'Roni Horn', 'Ronnie Landfield', 'Rosalyn Drexler', 'Rune Jansson',\n",
       "       'Russ Warren', 'Ruth Vollmer', 'SM Sultan', 'Samuel Bak', 'Seen',\n",
       "       'Sheila Hicks', 'Shen Zhou', 'Shirin Neshat', 'Sliman Mansour',\n",
       "       'Sofia Areal', 'Sorin Ilfoveanu', 'Speedy Graphito',\n",
       "       'Stanley Boxer', 'Stanley Pinker', 'Stay High 149',\n",
       "       'Stephen Mopope', 'Stephen Mueller', 'Steve Kaufman',\n",
       "       'Steve Wheeler', 'Stig Brøgger', 'Sun Mu', 'Susan Rothenberg',\n",
       "       'Tadanori Yokoo', 'Tadashi Kawamata', 'Tal R', 'Tania Bruguera',\n",
       "       'Taro Yamamoto', 'Terry Frost', 'Tess Jaray', 'Tetsuya Ishida',\n",
       "       'Theodoros Stamos', 'Thomas Downing', 'Toko Shinoda', 'Tony DeLap',\n",
       "       'Tony Scherman', 'Toshio Saeki', 'Tsuruko Yamazaki',\n",
       "       'Ulfert Wilke', 'Vadym Meller', 'Vajiha Samadova',\n",
       "       'Valerie Jaudon', 'Valerio Adami', 'Varnette Honeywood',\n",
       "       'Vasan Sitthiket', 'Vasiliy Ryabchenko', 'Victor Borisov-Musatov',\n",
       "       'Victor Palmov', 'Viktor Pivovarov', 'Vlada Ralko',\n",
       "       'Vladimir Tretchikoff', 'Wade Guyton', 'Walasse Ting',\n",
       "       'Walter Darby Bannard', 'Wanda Koop', 'Wang Guangyi',\n",
       "       'Ward Jackson', 'Wilhelm Sasnal', 'William Balthazar Rose',\n",
       "       'William Baziotes', 'William Congdon', 'William Hamilton',\n",
       "       'William James Glackens', 'Wu Daozi', 'Włodzimierz Zakrzewski',\n",
       "       'Yayoi Kusama', 'Yinka Shonibare', 'Yui Yaegashi', 'Yves Gaucher',\n",
       "       'Zaya', 'Zhang Xiaogang'], dtype='<U81')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "missing_data_painters = [painter['artist'] for index, painter in df[df['gender'].isnull()].iterrows()]\n",
    "same_name_painters = np.intersect1d(missing_data_painters, wiki_painter_names_200k)\n",
    "no_match_painters = np.setdiff1d(missing_data_painters, wiki_painter_names_200k)\n",
    "same_name_painters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We found that half of the cases are in the list already, which is surprising, either there is no data about them, or we had problems fetching them."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Firstly, there are interestly some cases where we didn't get any non-location data, but we got some location data. We should firstly correct these cases (by simply running the function again for these painters)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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>artist</th>\n",
       "      <th>styles</th>\n",
       "      <th>movement</th>\n",
       "      <th>styles_extended</th>\n",
       "      <th>pictures_count</th>\n",
       "      <th>birth_place</th>\n",
       "      <th>birth_year</th>\n",
       "      <th>death_year</th>\n",
       "      <th>death_place</th>\n",
       "      <th>gender</th>\n",
       "      <th>citizenship</th>\n",
       "      <th>occupations</th>\n",
       "      <th>locations</th>\n",
       "      <th>locations_with_years</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Leiko Ikemura</td>\n",
       "      <td>Abstract Expressionism, Neo-Expressionism</td>\n",
       "      <td>Neo-Expressionism</td>\n",
       "      <td>{Abstract Expressionism:2},{Neo-Expressionism:10}</td>\n",
       "      <td>12</td>\n",
       "      <td>Tsu</td>\n",
       "      <td>1951.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['Zürich', 'Cologne', 'Berlin', 'Spain']</td>\n",
       "      <td>['Zürich:1979-1979', 'Spain:1972-1972']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>Richard Smith</td>\n",
       "      <td>Abstract Expressionism, Hard Edge Painting, Po...</td>\n",
       "      <td>Post-Painterly Abstraction</td>\n",
       "      <td>{Abstract Expressionism:1},{Hard Edge Painting...</td>\n",
       "      <td>20</td>\n",
       "      <td>Detroit</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>1733.0</td>\n",
       "      <td>Saint Michael</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['New York City', 'Brecon']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>Walasse Ting</td>\n",
       "      <td>Abstract Expressionism, Naïve Art (Primitivism...</td>\n",
       "      <td>Abstract Expressionism</td>\n",
       "      <td>{Abstract Expressionism:10},{Naïve Art (Primit...</td>\n",
       "      <td>70</td>\n",
       "      <td>Wuxi</td>\n",
       "      <td>1929.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>New York City</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['New York City', 'Amsterdam', 'Paris']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>Yayoi Kusama</td>\n",
       "      <td>Abstract Expressionism, Art Brut, Conceptual A...</td>\n",
       "      <td>Feminist Art</td>\n",
       "      <td>{Abstract Expressionism:1},{Art Brut:2},{Conce...</td>\n",
       "      <td>27</td>\n",
       "      <td>Matsumoto</td>\n",
       "      <td>1929.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['Netherlands', 'Kyoto', 'New York City', 'Tok...</td>\n",
       "      <td>['Netherlands:1967-1967', 'Tokyo:2000-2015', '...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>Eugene de Blaas</td>\n",
       "      <td>Academicism, Unknown</td>\n",
       "      <td>Academic Art</td>\n",
       "      <td>{Academicism:96},{Unknown:1}</td>\n",
       "      <td>97</td>\n",
       "      <td>Albano Laziale</td>\n",
       "      <td>1843.0</td>\n",
       "      <td>1931.0</td>\n",
       "      <td>Venice</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['Paris', 'Rome', 'Belgium', 'Venice', 'Nether...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              artist                                             styles  \\\n",
       "300    Leiko Ikemura          Abstract Expressionism, Neo-Expressionism   \n",
       "350    Richard Smith  Abstract Expressionism, Hard Edge Painting, Po...   \n",
       "381     Walasse Ting  Abstract Expressionism, Naïve Art (Primitivism...   \n",
       "389     Yayoi Kusama  Abstract Expressionism, Art Brut, Conceptual A...   \n",
       "431  Eugene de Blaas                               Academicism, Unknown   \n",
       "\n",
       "                       movement  \\\n",
       "300           Neo-Expressionism   \n",
       "350  Post-Painterly Abstraction   \n",
       "381      Abstract Expressionism   \n",
       "389                Feminist Art   \n",
       "431                Academic Art   \n",
       "\n",
       "                                       styles_extended  pictures_count  \\\n",
       "300  {Abstract Expressionism:2},{Neo-Expressionism:10}              12   \n",
       "350  {Abstract Expressionism:1},{Hard Edge Painting...              20   \n",
       "381  {Abstract Expressionism:10},{Naïve Art (Primit...              70   \n",
       "389  {Abstract Expressionism:1},{Art Brut:2},{Conce...              27   \n",
       "431                       {Academicism:96},{Unknown:1}              97   \n",
       "\n",
       "        birth_place  birth_year  death_year    death_place gender citizenship  \\\n",
       "300             Tsu      1951.0         NaN            NaN    NaN         NaN   \n",
       "350         Detroit      1968.0      1733.0  Saint Michael    NaN         NaN   \n",
       "381            Wuxi      1929.0      2010.0  New York City    NaN         NaN   \n",
       "389       Matsumoto      1929.0         NaN            NaN    NaN         NaN   \n",
       "431  Albano Laziale      1843.0      1931.0         Venice    NaN         NaN   \n",
       "\n",
       "    occupations                                          locations  \\\n",
       "300         NaN           ['Zürich', 'Cologne', 'Berlin', 'Spain']   \n",
       "350         NaN                        ['New York City', 'Brecon']   \n",
       "381         NaN            ['New York City', 'Amsterdam', 'Paris']   \n",
       "389         NaN  ['Netherlands', 'Kyoto', 'New York City', 'Tok...   \n",
       "431         NaN  ['Paris', 'Rome', 'Belgium', 'Venice', 'Nether...   \n",
       "\n",
       "                                  locations_with_years  \n",
       "300            ['Zürich:1979-1979', 'Spain:1972-1972']  \n",
       "350                                                 []  \n",
       "381                                                 []  \n",
       "389  ['Netherlands:1967-1967', 'Tokyo:2000-2015', '...  \n",
       "431                                                 []  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "partial_missing_data_painters = df[(df['artist'].isin(same_name_painters)) & (df['locations'] != '[]')] ['artist'].tolist()\n",
    "df[(df['artist'].isin(same_name_painters)) & (df['locations'] != '[]')] [:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The get_person_info_retry_after() function was modified to be more like the get_all_person_info() function (iterating over multiple results). Let's try now, on all painters in same_name_painters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = df.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error fetching data for Albert Julius Olsson, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Allan D'Arcangelo, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Arnulf Rainer, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Basil Beattie, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Bracha L. Ettinger, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Charles Jacque, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Conroy Maddox, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Darren Waterston, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Edward Avedisian, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Ernesto Neto, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Fernando Calhau, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Gebre Kristos Desta, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Gianni Piacentino, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Graydon Parrish, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Henri Michaux, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Hubertine Heijermans, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Jacob Collins, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Jan Dibbets, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Jennifer Bartlett, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for John Gibson, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Julian Stanczak, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Lan Ying, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Liam Gillick, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Manfred Kielnhofer, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Marjorie Strider, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Maximilian Pirner, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Mily Possoz, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Norman Zammitt, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Pablo Rey, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Paul du Toit, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Pietro Lazzari, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Richard Whitney, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Roberto Ferri, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Russ Warren, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Sorin Ilfoveanu, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Sun Mu, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Theodoros Stamos, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Valerie Jaudon, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Wade Guyton, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for William Hamilton, status code: 429.\n",
      "Attempt 1 of 3.\n"
     ]
    },
    {
     "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>artist</th>\n",
       "      <th>styles</th>\n",
       "      <th>movement</th>\n",
       "      <th>styles_extended</th>\n",
       "      <th>pictures_count</th>\n",
       "      <th>birth_place</th>\n",
       "      <th>birth_year</th>\n",
       "      <th>death_year</th>\n",
       "      <th>death_place</th>\n",
       "      <th>gender</th>\n",
       "      <th>citizenship</th>\n",
       "      <th>occupations</th>\n",
       "      <th>locations</th>\n",
       "      <th>locations_with_years</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Leiko Ikemura</td>\n",
       "      <td>Abstract Expressionism, Neo-Expressionism</td>\n",
       "      <td>Neo-Expressionism</td>\n",
       "      <td>{Abstract Expressionism:2},{Neo-Expressionism:10}</td>\n",
       "      <td>12</td>\n",
       "      <td>Tsu</td>\n",
       "      <td>1951.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>female</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>university teacher, sculptor, painter, illustr...</td>\n",
       "      <td>['Zürich', 'Cologne', 'Berlin', 'Spain']</td>\n",
       "      <td>['Zürich:1979-1979', 'Spain:1972-1972']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>Richard Smith</td>\n",
       "      <td>Abstract Expressionism, Hard Edge Painting, Po...</td>\n",
       "      <td>Post-Painterly Abstraction</td>\n",
       "      <td>{Abstract Expressionism:1},{Hard Edge Painting...</td>\n",
       "      <td>20</td>\n",
       "      <td>Detroit</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>1733.0</td>\n",
       "      <td>Saint Michael</td>\n",
       "      <td>male</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Catholic bishop, Catholic priest, film actor, ...</td>\n",
       "      <td>['New York City', 'Brecon']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>Walasse Ting</td>\n",
       "      <td>Abstract Expressionism, Naïve Art (Primitivism...</td>\n",
       "      <td>Abstract Expressionism</td>\n",
       "      <td>{Abstract Expressionism:10},{Naïve Art (Primit...</td>\n",
       "      <td>70</td>\n",
       "      <td>Wuxi</td>\n",
       "      <td>1929.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>New York City</td>\n",
       "      <td>male</td>\n",
       "      <td>Republic of China</td>\n",
       "      <td>graphic artist, painter, illustrator, poet, wr...</td>\n",
       "      <td>['New York City', 'Amsterdam', 'Paris']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>Yayoi Kusama</td>\n",
       "      <td>Abstract Expressionism, Art Brut, Conceptual A...</td>\n",
       "      <td>Feminist Art</td>\n",
       "      <td>{Abstract Expressionism:1},{Art Brut:2},{Conce...</td>\n",
       "      <td>27</td>\n",
       "      <td>Matsumoto</td>\n",
       "      <td>1929.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>female</td>\n",
       "      <td>Japan</td>\n",
       "      <td>collagist, conceptual artist, video artist, in...</td>\n",
       "      <td>['Netherlands', 'Kyoto', 'New York City', 'Tok...</td>\n",
       "      <td>['Netherlands:1967-1967', 'Tokyo:2000-2015', '...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>Eugene de Blaas</td>\n",
       "      <td>Academicism, Unknown</td>\n",
       "      <td>Academic Art</td>\n",
       "      <td>{Academicism:96},{Unknown:1}</td>\n",
       "      <td>97</td>\n",
       "      <td>Albano Laziale</td>\n",
       "      <td>1843.0</td>\n",
       "      <td>1931.0</td>\n",
       "      <td>Venice</td>\n",
       "      <td>male</td>\n",
       "      <td>Kingdom of Italy</td>\n",
       "      <td>painter</td>\n",
       "      <td>['Paris', 'Rome', 'Belgium', 'Venice', 'Nether...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>749</th>\n",
       "      <td>Frank Xavier Leyendecker</td>\n",
       "      <td>Art Nouveau (Modern), Kitsch</td>\n",
       "      <td>Art Nouveau</td>\n",
       "      <td>{Art Nouveau (Modern):12},{Kitsch:5}</td>\n",
       "      <td>17</td>\n",
       "      <td>Germany</td>\n",
       "      <td>1876.0</td>\n",
       "      <td>1924.0</td>\n",
       "      <td>None</td>\n",
       "      <td>male</td>\n",
       "      <td>Germany</td>\n",
       "      <td>drawer, painter, illustrator</td>\n",
       "      <td>['Netherlands', 'United States of America']</td>\n",
       "      <td>['Netherlands:1912-1912', 'United States of Am...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>766</th>\n",
       "      <td>Henry van de Velde</td>\n",
       "      <td>Art Nouveau (Modern), Cloisonnism, Constructiv...</td>\n",
       "      <td>Neo-Impressionism</td>\n",
       "      <td>{Art Nouveau (Modern):11},{Cloisonnism:1},{Con...</td>\n",
       "      <td>20</td>\n",
       "      <td>Antwerp</td>\n",
       "      <td>1863.0</td>\n",
       "      <td>1957.0</td>\n",
       "      <td>Zürich</td>\n",
       "      <td>male</td>\n",
       "      <td>Germany</td>\n",
       "      <td>painter</td>\n",
       "      <td>['Italy']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>937</th>\n",
       "      <td>Jan Brueghel the Elder</td>\n",
       "      <td>Baroque</td>\n",
       "      <td>Baroque</td>\n",
       "      <td>{Baroque:112}</td>\n",
       "      <td>112</td>\n",
       "      <td>City of Brussels</td>\n",
       "      <td>1568.0</td>\n",
       "      <td>1625.0</td>\n",
       "      <td>Antwerp</td>\n",
       "      <td>male</td>\n",
       "      <td>Habsburg Netherlands</td>\n",
       "      <td>architectural draftsperson, graphic artist, pa...</td>\n",
       "      <td>['Rome', 'Spa', 'Naples', 'Netherlands', 'Ital...</td>\n",
       "      <td>['Rome:1592-1594', 'Naples:1590-1590', 'Nether...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1062</th>\n",
       "      <td>Imi Knoebel</td>\n",
       "      <td>Color Field Painting, Minimalism</td>\n",
       "      <td>Minimalism</td>\n",
       "      <td>{Color Field Painting:3},{Minimalism:12}</td>\n",
       "      <td>15</td>\n",
       "      <td>Dresden</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>male</td>\n",
       "      <td>Germany</td>\n",
       "      <td>video installation artist, sculptor, painter, ...</td>\n",
       "      <td>['United States of America', 'Düsseldorf', 'Da...</td>\n",
       "      <td>['United States of America:1974-1974', 'Düssel...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1092</th>\n",
       "      <td>Banksy</td>\n",
       "      <td>Conceptual Art, Graffiti Art, Street art</td>\n",
       "      <td>Street art</td>\n",
       "      <td>{Conceptual Art:6},{Graffiti Art:1},{Street ar...</td>\n",
       "      <td>30</td>\n",
       "      <td>Yate</td>\n",
       "      <td>1974.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>male</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>artivist, graffiti artist, political activist,...</td>\n",
       "      <td>['London', 'West End', 'New York City', 'Washi...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1107</th>\n",
       "      <td>Damien Hirst</td>\n",
       "      <td>Conceptual Art, Expressionism, Neo-Pop Art, Un...</td>\n",
       "      <td>Conceptual Art</td>\n",
       "      <td>{Conceptual Art:14},{Expressionism:2},{Neo-Pop...</td>\n",
       "      <td>29</td>\n",
       "      <td>Bristol</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>male</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>assemblage artist, conceptual artist, installa...</td>\n",
       "      <td>['Berlin', 'Leeds', 'London']</td>\n",
       "      <td>['Leeds:1983-1984', 'London:1984-2009']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1119</th>\n",
       "      <td>Giulio Paolini</td>\n",
       "      <td>Conceptual Art, Minimalism, Post-Minimalism</td>\n",
       "      <td>Arte Povera</td>\n",
       "      <td>{Conceptual Art:9},{Minimalism:3},{Post-Minima...</td>\n",
       "      <td>15</td>\n",
       "      <td>Genoa</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>male</td>\n",
       "      <td>Italy</td>\n",
       "      <td>conceptual artist, drawer, visual artist, grap...</td>\n",
       "      <td>['Paris', 'Turin']</td>\n",
       "      <td>['Turin:1959-2012']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1131</th>\n",
       "      <td>Hubertine Heijermans</td>\n",
       "      <td>Conceptual Art, Contemporary Realism, Expressi...</td>\n",
       "      <td>Contemporary Realism</td>\n",
       "      <td>{Conceptual Art:4},{Contemporary Realism:4},{E...</td>\n",
       "      <td>52</td>\n",
       "      <td>Amsterdam</td>\n",
       "      <td>1936.0</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>None</td>\n",
       "      <td>female</td>\n",
       "      <td>Kingdom of the Netherlands</td>\n",
       "      <td>lithographer, drawer, printmaker, painter</td>\n",
       "      <td>['Florence', 'France', 'Spain', 'Amsterdam', '...</td>\n",
       "      <td>['Florence:1968-1973', 'France:2006-2009', 'Sp...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1149</th>\n",
       "      <td>Liam Gillick</td>\n",
       "      <td>Conceptual Art</td>\n",
       "      <td>Relational Art</td>\n",
       "      <td>{Conceptual Art:10}</td>\n",
       "      <td>10</td>\n",
       "      <td>Aylesbury</td>\n",
       "      <td>1964.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>male</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>conceptual artist, installation artist, sculpt...</td>\n",
       "      <td>['New York City', 'London']</td>\n",
       "      <td>['New York City:1984-2009', 'London:1984-2009']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1317</th>\n",
       "      <td>Marlene Dumas</td>\n",
       "      <td>Contemporary Realism, Neo-Expressionism</td>\n",
       "      <td>Neo-Expressionism</td>\n",
       "      <td>{Contemporary Realism:2},{Neo-Expressionism:25}</td>\n",
       "      <td>27</td>\n",
       "      <td>Cape Town</td>\n",
       "      <td>1953.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>female</td>\n",
       "      <td>Kingdom of the Netherlands</td>\n",
       "      <td>collagist, conceptual artist, lithographer, dr...</td>\n",
       "      <td>['Haarlem', 'Amsterdam', 'Cape Town']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1520</th>\n",
       "      <td>James Turrell</td>\n",
       "      <td>Environmental (Land) Art, Light and Space, Min...</td>\n",
       "      <td>Light and Space</td>\n",
       "      <td>{Environmental (Land) Art:33},{Light and Space...</td>\n",
       "      <td>135</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>1943.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>male</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>environmental artist, land artist, installatio...</td>\n",
       "      <td>['Amsterdam', 'The Hague', 'Flagstaff']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1545</th>\n",
       "      <td>Alexandre Jacovleff</td>\n",
       "      <td>Expressionism, Japonism, Neoclassicism</td>\n",
       "      <td>Neoclassicism</td>\n",
       "      <td>{Expressionism:44},{Japonism:3},{Neoclassicism...</td>\n",
       "      <td>59</td>\n",
       "      <td>Saint Petersburg</td>\n",
       "      <td>1887.0</td>\n",
       "      <td>1938.0</td>\n",
       "      <td>Paris</td>\n",
       "      <td>male</td>\n",
       "      <td>Russian Empire</td>\n",
       "      <td>pastellist, watercolorist, drawer, graphic art...</td>\n",
       "      <td>['Saint Petersburg', 'Moscow', 'London']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1715</th>\n",
       "      <td>Tal R</td>\n",
       "      <td>Expressionism, Fauvism, Outsider art</td>\n",
       "      <td>Outsider art (Art brut)</td>\n",
       "      <td>{Expressionism:3},{Fauvism:3},{Outsider art:14}</td>\n",
       "      <td>20</td>\n",
       "      <td>Tel Aviv</td>\n",
       "      <td>1967.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>male</td>\n",
       "      <td>Kingdom of Denmark</td>\n",
       "      <td>collagist, graphic artist, painter</td>\n",
       "      <td>['Copenhagen']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1774</th>\n",
       "      <td>Kiki Smith</td>\n",
       "      <td>Feminist Art, Unknown</td>\n",
       "      <td>Feminist Art</td>\n",
       "      <td>{Feminist Art:42},{Unknown:4}</td>\n",
       "      <td>46</td>\n",
       "      <td>Germany</td>\n",
       "      <td>1954.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>female</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>architectural draftsperson, printmaker, perfor...</td>\n",
       "      <td>['New York City']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1780</th>\n",
       "      <td>Shirin Neshat</td>\n",
       "      <td>Feminist Art</td>\n",
       "      <td>Feminist Art</td>\n",
       "      <td>{Feminist Art:16}</td>\n",
       "      <td>16</td>\n",
       "      <td>Qazvin</td>\n",
       "      <td>1957.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>female</td>\n",
       "      <td>Iran</td>\n",
       "      <td>video installation artist, opera director, vid...</td>\n",
       "      <td>['Los Angeles', 'New York City', 'Morocco', 'B...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1821</th>\n",
       "      <td>Giulio Clovio</td>\n",
       "      <td>High Renaissance</td>\n",
       "      <td>High Renaissance</td>\n",
       "      <td>{High Renaissance:17}</td>\n",
       "      <td>17</td>\n",
       "      <td>Grižane-Belgrad</td>\n",
       "      <td>1498.0</td>\n",
       "      <td>1578.0</td>\n",
       "      <td>Rome</td>\n",
       "      <td>male</td>\n",
       "      <td>None</td>\n",
       "      <td>painter, illuminator</td>\n",
       "      <td>['Rome', 'Mantua', 'Florence', 'Buda']</td>\n",
       "      <td>['Rome:1538-1551,1516-1516,1553-1578,1526-1527...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1985</th>\n",
       "      <td>Maurice Prendergast</td>\n",
       "      <td>Impressionism, Naïve Art (Primitivism), Pointi...</td>\n",
       "      <td>Post-Impressionism</td>\n",
       "      <td>{Impressionism:107},{Naïve Art (Primitivism):1...</td>\n",
       "      <td>379</td>\n",
       "      <td>St. John's</td>\n",
       "      <td>1858.0</td>\n",
       "      <td>1924.0</td>\n",
       "      <td>New York City</td>\n",
       "      <td>male</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>drawer, painter</td>\n",
       "      <td>['Boston', 'New York City', 'Rome', 'Venice', ...</td>\n",
       "      <td>['Boston:1861-1891', 'New York City:1896-1924'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2052</th>\n",
       "      <td>William James Glackens</td>\n",
       "      <td>Impressionism, New Realism</td>\n",
       "      <td>Impressionism</td>\n",
       "      <td>{Impressionism:54},{New Realism:29}</td>\n",
       "      <td>83</td>\n",
       "      <td>Philadelphia</td>\n",
       "      <td>1870.0</td>\n",
       "      <td>1938.0</td>\n",
       "      <td>Westport</td>\n",
       "      <td>male</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>drawer, painter, illustrator</td>\n",
       "      <td>['Bellport', 'New York City', 'Paris', 'Kingdo...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2097</th>\n",
       "      <td>El Anatsui</td>\n",
       "      <td>Junk Art, Native Art, Post-Minimalism</td>\n",
       "      <td>Post-Minimalism</td>\n",
       "      <td>{Junk Art:8},{Native Art:1},{Post-Minimalism:8}</td>\n",
       "      <td>17</td>\n",
       "      <td>Ghana</td>\n",
       "      <td>1944.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>male</td>\n",
       "      <td>Nigeria</td>\n",
       "      <td>installation artist, textile artist, ceramicis...</td>\n",
       "      <td>['Nigeria']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2319</th>\n",
       "      <td>Daniel Spoerri</td>\n",
       "      <td>Neo-Dada, Nouveau Réalisme</td>\n",
       "      <td>Neo-Dada</td>\n",
       "      <td>{Neo-Dada:14},{Nouveau Réalisme:11}</td>\n",
       "      <td>25</td>\n",
       "      <td>Galați</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>male</td>\n",
       "      <td>Romania</td>\n",
       "      <td>printmaker, performance artist, dancer, direct...</td>\n",
       "      <td>['Paris']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2321</th>\n",
       "      <td>Jim Dine</td>\n",
       "      <td>Neo-Dada, Pop Art</td>\n",
       "      <td>Neo-Dada</td>\n",
       "      <td>{Neo-Dada:21},{Pop Art:14}</td>\n",
       "      <td>35</td>\n",
       "      <td>Cincinnati</td>\n",
       "      <td>1935.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>male</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>illustrator, photographer, assemblage artist, ...</td>\n",
       "      <td>['New York City', 'Paris', 'London', 'Cincinna...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2343</th>\n",
       "      <td>Georg Baselitz</td>\n",
       "      <td>Neo-Expressionism</td>\n",
       "      <td>Neo-Expressionism</td>\n",
       "      <td>{Neo-Expressionism:34}</td>\n",
       "      <td>34</td>\n",
       "      <td>Kamenz</td>\n",
       "      <td>1938.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>male</td>\n",
       "      <td>Germany</td>\n",
       "      <td>printmaker, graphic artist, university teacher...</td>\n",
       "      <td>['Berlin', 'Inning am Ammersee']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2385</th>\n",
       "      <td>Gary Hume</td>\n",
       "      <td>Neo-Pop Art</td>\n",
       "      <td>Neo-Pop Art</td>\n",
       "      <td>{Neo-Pop Art:19}</td>\n",
       "      <td>19</td>\n",
       "      <td>Tenterden</td>\n",
       "      <td>1962.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>male</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>conceptual artist, drawer, graphic artist, scu...</td>\n",
       "      <td>['New York City', 'London']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2424</th>\n",
       "      <td>Francisco Goya</td>\n",
       "      <td>Neoclassicism, Realism, Rococo, Romanticism, U...</td>\n",
       "      <td>Romanticism</td>\n",
       "      <td>{Neoclassicism:1},{Realism:1},{Rococo:12},{Rom...</td>\n",
       "      <td>406</td>\n",
       "      <td>Fuendetodos</td>\n",
       "      <td>1746.0</td>\n",
       "      <td>1828.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>male</td>\n",
       "      <td>Spain</td>\n",
       "      <td>lithographer, drawer, printmaker, etcher, painter</td>\n",
       "      <td>['Italy', 'Cádiz', 'Seville', 'Madrid', 'Borde...</td>\n",
       "      <td>['Italy:1770-1771', 'Madrid:1773-1823,1763-177...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2440</th>\n",
       "      <td>John Gibson</td>\n",
       "      <td>Neoclassicism</td>\n",
       "      <td>Neoclassicism</td>\n",
       "      <td>{Neoclassicism:33}</td>\n",
       "      <td>33</td>\n",
       "      <td>Australia</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>Great Neck</td>\n",
       "      <td>male</td>\n",
       "      <td>Australia</td>\n",
       "      <td>association football player, chemist, lawyer, ...</td>\n",
       "      <td>['London', 'Paris', 'Liverpool', 'Rome', 'Aber...</td>\n",
       "      <td>['London:1817-1817', 'Paris:1817-1817', 'Liver...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2467</th>\n",
       "      <td>William Hamilton</td>\n",
       "      <td>Neoclassicism, Rococo, Unknown</td>\n",
       "      <td>Neoclassicism</td>\n",
       "      <td>{Neoclassicism:42},{Rococo:2},{Unknown:4}</td>\n",
       "      <td>48</td>\n",
       "      <td>Scoonie</td>\n",
       "      <td>1721.0</td>\n",
       "      <td>1861.0</td>\n",
       "      <td>Eldsberga</td>\n",
       "      <td>male</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>athletics competitor, association football pla...</td>\n",
       "      <td>['Springfield', 'London', 'Naples', 'Ottawa', ...</td>\n",
       "      <td>['Rome:1767-1767']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2488</th>\n",
       "      <td>Hans Holbein the Younger</td>\n",
       "      <td>Northern Renaissance</td>\n",
       "      <td>Northern Renaissance</td>\n",
       "      <td>{Northern Renaissance:150}</td>\n",
       "      <td>150</td>\n",
       "      <td>Augsburg</td>\n",
       "      <td>1497.0</td>\n",
       "      <td>1543.0</td>\n",
       "      <td>London</td>\n",
       "      <td>male</td>\n",
       "      <td>Holy Roman Empire</td>\n",
       "      <td>exlibrist, portraitist, drawer, printmaker, pa...</td>\n",
       "      <td>['Venice', 'Bologna', 'Lucerne', 'Florence', '...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2503</th>\n",
       "      <td>Lucas Cranach the Elder</td>\n",
       "      <td>Northern Renaissance, Renaissance, Unknown</td>\n",
       "      <td>Northern Renaissance</td>\n",
       "      <td>{Northern Renaissance:228},{Renaissance:1},{Un...</td>\n",
       "      <td>232</td>\n",
       "      <td>Kronach</td>\n",
       "      <td>1472.0</td>\n",
       "      <td>1553.0</td>\n",
       "      <td>Weimar</td>\n",
       "      <td>male</td>\n",
       "      <td>Holy Roman Empire</td>\n",
       "      <td>drawer, architectural draftsperson, copperplat...</td>\n",
       "      <td>['Vienna', 'Lutherstadt Wittenberg', 'Weimar']</td>\n",
       "      <td>['Vienna:1501-1504', 'Lutherstadt Wittenberg:1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2767</th>\n",
       "      <td>John Henderson</td>\n",
       "      <td>Realism</td>\n",
       "      <td>Realism</td>\n",
       "      <td>{Realism:5}</td>\n",
       "      <td>5</td>\n",
       "      <td>Hastings</td>\n",
       "      <td>1928.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>Hastings</td>\n",
       "      <td>male</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>classical philologist, philologist, classical ...</td>\n",
       "      <td>['Washington, D.C.', 'Raleigh', 'Jefferson Cit...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2884</th>\n",
       "      <td>David Scott</td>\n",
       "      <td>Romanticism</td>\n",
       "      <td>Romanticism</td>\n",
       "      <td>{Romanticism:30}</td>\n",
       "      <td>30</td>\n",
       "      <td>Aynor</td>\n",
       "      <td>1958.0</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>Paddington</td>\n",
       "      <td>male</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>aircraft pilot, test pilot, military officer, ...</td>\n",
       "      <td>['Washington, D.C.', 'Atlanta', 'London']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2924</th>\n",
       "      <td>James Campbell</td>\n",
       "      <td>Romanticism</td>\n",
       "      <td>Romanticism</td>\n",
       "      <td>{Romanticism:11}</td>\n",
       "      <td>11</td>\n",
       "      <td>Bridgeton</td>\n",
       "      <td>1805.0</td>\n",
       "      <td>1783.0</td>\n",
       "      <td>Milford</td>\n",
       "      <td>male</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>academic, university teacher, historian, resea...</td>\n",
       "      <td>['Baltimore', 'Washington, D.C.', 'Stanford']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        artist  \\\n",
       "300              Leiko Ikemura   \n",
       "350              Richard Smith   \n",
       "381               Walasse Ting   \n",
       "389               Yayoi Kusama   \n",
       "431            Eugene de Blaas   \n",
       "749   Frank Xavier Leyendecker   \n",
       "766         Henry van de Velde   \n",
       "937     Jan Brueghel the Elder   \n",
       "1062               Imi Knoebel   \n",
       "1092                    Banksy   \n",
       "1107              Damien Hirst   \n",
       "1119            Giulio Paolini   \n",
       "1131      Hubertine Heijermans   \n",
       "1149              Liam Gillick   \n",
       "1317             Marlene Dumas   \n",
       "1520             James Turrell   \n",
       "1545       Alexandre Jacovleff   \n",
       "1715                     Tal R   \n",
       "1774                Kiki Smith   \n",
       "1780             Shirin Neshat   \n",
       "1821             Giulio Clovio   \n",
       "1985       Maurice Prendergast   \n",
       "2052    William James Glackens   \n",
       "2097                El Anatsui   \n",
       "2319            Daniel Spoerri   \n",
       "2321                  Jim Dine   \n",
       "2343            Georg Baselitz   \n",
       "2385                 Gary Hume   \n",
       "2424            Francisco Goya   \n",
       "2440               John Gibson   \n",
       "2467          William Hamilton   \n",
       "2488  Hans Holbein the Younger   \n",
       "2503   Lucas Cranach the Elder   \n",
       "2767            John Henderson   \n",
       "2884               David Scott   \n",
       "2924            James Campbell   \n",
       "\n",
       "                                                 styles  \\\n",
       "300           Abstract Expressionism, Neo-Expressionism   \n",
       "350   Abstract Expressionism, Hard Edge Painting, Po...   \n",
       "381   Abstract Expressionism, Naïve Art (Primitivism...   \n",
       "389   Abstract Expressionism, Art Brut, Conceptual A...   \n",
       "431                                Academicism, Unknown   \n",
       "749                        Art Nouveau (Modern), Kitsch   \n",
       "766   Art Nouveau (Modern), Cloisonnism, Constructiv...   \n",
       "937                                             Baroque   \n",
       "1062                   Color Field Painting, Minimalism   \n",
       "1092           Conceptual Art, Graffiti Art, Street art   \n",
       "1107  Conceptual Art, Expressionism, Neo-Pop Art, Un...   \n",
       "1119        Conceptual Art, Minimalism, Post-Minimalism   \n",
       "1131  Conceptual Art, Contemporary Realism, Expressi...   \n",
       "1149                                     Conceptual Art   \n",
       "1317            Contemporary Realism, Neo-Expressionism   \n",
       "1520  Environmental (Land) Art, Light and Space, Min...   \n",
       "1545             Expressionism, Japonism, Neoclassicism   \n",
       "1715               Expressionism, Fauvism, Outsider art   \n",
       "1774                              Feminist Art, Unknown   \n",
       "1780                                       Feminist Art   \n",
       "1821                                   High Renaissance   \n",
       "1985  Impressionism, Naïve Art (Primitivism), Pointi...   \n",
       "2052                         Impressionism, New Realism   \n",
       "2097              Junk Art, Native Art, Post-Minimalism   \n",
       "2319                         Neo-Dada, Nouveau Réalisme   \n",
       "2321                                  Neo-Dada, Pop Art   \n",
       "2343                                  Neo-Expressionism   \n",
       "2385                                        Neo-Pop Art   \n",
       "2424  Neoclassicism, Realism, Rococo, Romanticism, U...   \n",
       "2440                                      Neoclassicism   \n",
       "2467                     Neoclassicism, Rococo, Unknown   \n",
       "2488                               Northern Renaissance   \n",
       "2503         Northern Renaissance, Renaissance, Unknown   \n",
       "2767                                            Realism   \n",
       "2884                                        Romanticism   \n",
       "2924                                        Romanticism   \n",
       "\n",
       "                        movement  \\\n",
       "300            Neo-Expressionism   \n",
       "350   Post-Painterly Abstraction   \n",
       "381       Abstract Expressionism   \n",
       "389                 Feminist Art   \n",
       "431                 Academic Art   \n",
       "749                  Art Nouveau   \n",
       "766            Neo-Impressionism   \n",
       "937                      Baroque   \n",
       "1062                  Minimalism   \n",
       "1092                  Street art   \n",
       "1107              Conceptual Art   \n",
       "1119                 Arte Povera   \n",
       "1131        Contemporary Realism   \n",
       "1149              Relational Art   \n",
       "1317           Neo-Expressionism   \n",
       "1520             Light and Space   \n",
       "1545               Neoclassicism   \n",
       "1715     Outsider art (Art brut)   \n",
       "1774                Feminist Art   \n",
       "1780                Feminist Art   \n",
       "1821            High Renaissance   \n",
       "1985          Post-Impressionism   \n",
       "2052               Impressionism   \n",
       "2097             Post-Minimalism   \n",
       "2319                    Neo-Dada   \n",
       "2321                    Neo-Dada   \n",
       "2343           Neo-Expressionism   \n",
       "2385                 Neo-Pop Art   \n",
       "2424                 Romanticism   \n",
       "2440               Neoclassicism   \n",
       "2467               Neoclassicism   \n",
       "2488        Northern Renaissance   \n",
       "2503        Northern Renaissance   \n",
       "2767                     Realism   \n",
       "2884                 Romanticism   \n",
       "2924                 Romanticism   \n",
       "\n",
       "                                        styles_extended  pictures_count  \\\n",
       "300   {Abstract Expressionism:2},{Neo-Expressionism:10}              12   \n",
       "350   {Abstract Expressionism:1},{Hard Edge Painting...              20   \n",
       "381   {Abstract Expressionism:10},{Naïve Art (Primit...              70   \n",
       "389   {Abstract Expressionism:1},{Art Brut:2},{Conce...              27   \n",
       "431                        {Academicism:96},{Unknown:1}              97   \n",
       "749                {Art Nouveau (Modern):12},{Kitsch:5}              17   \n",
       "766   {Art Nouveau (Modern):11},{Cloisonnism:1},{Con...              20   \n",
       "937                                       {Baroque:112}             112   \n",
       "1062           {Color Field Painting:3},{Minimalism:12}              15   \n",
       "1092  {Conceptual Art:6},{Graffiti Art:1},{Street ar...              30   \n",
       "1107  {Conceptual Art:14},{Expressionism:2},{Neo-Pop...              29   \n",
       "1119  {Conceptual Art:9},{Minimalism:3},{Post-Minima...              15   \n",
       "1131  {Conceptual Art:4},{Contemporary Realism:4},{E...              52   \n",
       "1149                                {Conceptual Art:10}              10   \n",
       "1317    {Contemporary Realism:2},{Neo-Expressionism:25}              27   \n",
       "1520  {Environmental (Land) Art:33},{Light and Space...             135   \n",
       "1545  {Expressionism:44},{Japonism:3},{Neoclassicism...              59   \n",
       "1715    {Expressionism:3},{Fauvism:3},{Outsider art:14}              20   \n",
       "1774                      {Feminist Art:42},{Unknown:4}              46   \n",
       "1780                                  {Feminist Art:16}              16   \n",
       "1821                              {High Renaissance:17}              17   \n",
       "1985  {Impressionism:107},{Naïve Art (Primitivism):1...             379   \n",
       "2052                {Impressionism:54},{New Realism:29}              83   \n",
       "2097    {Junk Art:8},{Native Art:1},{Post-Minimalism:8}              17   \n",
       "2319                {Neo-Dada:14},{Nouveau Réalisme:11}              25   \n",
       "2321                         {Neo-Dada:21},{Pop Art:14}              35   \n",
       "2343                             {Neo-Expressionism:34}              34   \n",
       "2385                                   {Neo-Pop Art:19}              19   \n",
       "2424  {Neoclassicism:1},{Realism:1},{Rococo:12},{Rom...             406   \n",
       "2440                                 {Neoclassicism:33}              33   \n",
       "2467          {Neoclassicism:42},{Rococo:2},{Unknown:4}              48   \n",
       "2488                         {Northern Renaissance:150}             150   \n",
       "2503  {Northern Renaissance:228},{Renaissance:1},{Un...             232   \n",
       "2767                                        {Realism:5}               5   \n",
       "2884                                   {Romanticism:30}              30   \n",
       "2924                                   {Romanticism:11}              11   \n",
       "\n",
       "           birth_place  birth_year  death_year    death_place  gender  \\\n",
       "300                Tsu      1951.0         NaN           None  female   \n",
       "350            Detroit      1968.0      1733.0  Saint Michael    male   \n",
       "381               Wuxi      1929.0      2010.0  New York City    male   \n",
       "389          Matsumoto      1929.0         NaN           None  female   \n",
       "431     Albano Laziale      1843.0      1931.0         Venice    male   \n",
       "749            Germany      1876.0      1924.0           None    male   \n",
       "766            Antwerp      1863.0      1957.0         Zürich    male   \n",
       "937   City of Brussels      1568.0      1625.0        Antwerp    male   \n",
       "1062           Dresden      1940.0         NaN           None    male   \n",
       "1092              Yate      1974.0         NaN           None    male   \n",
       "1107           Bristol      1965.0         NaN           None    male   \n",
       "1119             Genoa      1940.0         NaN           None    male   \n",
       "1131         Amsterdam      1936.0      2022.0           None  female   \n",
       "1149         Aylesbury      1964.0         NaN           None    male   \n",
       "1317         Cape Town      1953.0         NaN           None  female   \n",
       "1520       Los Angeles      1943.0         NaN           None    male   \n",
       "1545  Saint Petersburg      1887.0      1938.0          Paris    male   \n",
       "1715          Tel Aviv      1967.0         NaN           None    male   \n",
       "1774           Germany      1954.0         NaN           None  female   \n",
       "1780            Qazvin      1957.0         NaN           None  female   \n",
       "1821   Grižane-Belgrad      1498.0      1578.0           Rome    male   \n",
       "1985        St. John's      1858.0      1924.0  New York City    male   \n",
       "2052      Philadelphia      1870.0      1938.0       Westport    male   \n",
       "2097             Ghana      1944.0         NaN           None    male   \n",
       "2319            Galați      1930.0         NaN           None    male   \n",
       "2321        Cincinnati      1935.0         NaN           None    male   \n",
       "2343            Kamenz      1938.0         NaN           None    male   \n",
       "2385         Tenterden      1962.0         NaN           None    male   \n",
       "2424       Fuendetodos      1746.0      1828.0       Bordeaux    male   \n",
       "2440         Australia      1970.0      1971.0     Great Neck    male   \n",
       "2467           Scoonie      1721.0      1861.0      Eldsberga    male   \n",
       "2488          Augsburg      1497.0      1543.0         London    male   \n",
       "2503           Kronach      1472.0      1553.0         Weimar    male   \n",
       "2767          Hastings      1928.0      2019.0       Hastings    male   \n",
       "2884             Aynor      1958.0      2021.0     Paddington    male   \n",
       "2924         Bridgeton      1805.0      1783.0        Milford    male   \n",
       "\n",
       "                     citizenship  \\\n",
       "300                  Switzerland   \n",
       "350                       Canada   \n",
       "381            Republic of China   \n",
       "389                        Japan   \n",
       "431             Kingdom of Italy   \n",
       "749                      Germany   \n",
       "766                      Germany   \n",
       "937         Habsburg Netherlands   \n",
       "1062                     Germany   \n",
       "1092              United Kingdom   \n",
       "1107              United Kingdom   \n",
       "1119                       Italy   \n",
       "1131  Kingdom of the Netherlands   \n",
       "1149              United Kingdom   \n",
       "1317  Kingdom of the Netherlands   \n",
       "1520    United States of America   \n",
       "1545              Russian Empire   \n",
       "1715          Kingdom of Denmark   \n",
       "1774    United States of America   \n",
       "1780                        Iran   \n",
       "1821                        None   \n",
       "1985    United States of America   \n",
       "2052    United States of America   \n",
       "2097                     Nigeria   \n",
       "2319                     Romania   \n",
       "2321    United States of America   \n",
       "2343                     Germany   \n",
       "2385              United Kingdom   \n",
       "2424                       Spain   \n",
       "2440                   Australia   \n",
       "2467    United States of America   \n",
       "2488           Holy Roman Empire   \n",
       "2503           Holy Roman Empire   \n",
       "2767              United Kingdom   \n",
       "2884    United States of America   \n",
       "2924              United Kingdom   \n",
       "\n",
       "                                            occupations  \\\n",
       "300   university teacher, sculptor, painter, illustr...   \n",
       "350   Catholic bishop, Catholic priest, film actor, ...   \n",
       "381   graphic artist, painter, illustrator, poet, wr...   \n",
       "389   collagist, conceptual artist, video artist, in...   \n",
       "431                                             painter   \n",
       "749                        drawer, painter, illustrator   \n",
       "766                                             painter   \n",
       "937   architectural draftsperson, graphic artist, pa...   \n",
       "1062  video installation artist, sculptor, painter, ...   \n",
       "1092  artivist, graffiti artist, political activist,...   \n",
       "1107  assemblage artist, conceptual artist, installa...   \n",
       "1119  conceptual artist, drawer, visual artist, grap...   \n",
       "1131          lithographer, drawer, printmaker, painter   \n",
       "1149  conceptual artist, installation artist, sculpt...   \n",
       "1317  collagist, conceptual artist, lithographer, dr...   \n",
       "1520  environmental artist, land artist, installatio...   \n",
       "1545  pastellist, watercolorist, drawer, graphic art...   \n",
       "1715                 collagist, graphic artist, painter   \n",
       "1774  architectural draftsperson, printmaker, perfor...   \n",
       "1780  video installation artist, opera director, vid...   \n",
       "1821                               painter, illuminator   \n",
       "1985                                    drawer, painter   \n",
       "2052                       drawer, painter, illustrator   \n",
       "2097  installation artist, textile artist, ceramicis...   \n",
       "2319  printmaker, performance artist, dancer, direct...   \n",
       "2321  illustrator, photographer, assemblage artist, ...   \n",
       "2343  printmaker, graphic artist, university teacher...   \n",
       "2385  conceptual artist, drawer, graphic artist, scu...   \n",
       "2424  lithographer, drawer, printmaker, etcher, painter   \n",
       "2440  association football player, chemist, lawyer, ...   \n",
       "2467  athletics competitor, association football pla...   \n",
       "2488  exlibrist, portraitist, drawer, printmaker, pa...   \n",
       "2503  drawer, architectural draftsperson, copperplat...   \n",
       "2767  classical philologist, philologist, classical ...   \n",
       "2884  aircraft pilot, test pilot, military officer, ...   \n",
       "2924  academic, university teacher, historian, resea...   \n",
       "\n",
       "                                              locations  \\\n",
       "300            ['Zürich', 'Cologne', 'Berlin', 'Spain']   \n",
       "350                         ['New York City', 'Brecon']   \n",
       "381             ['New York City', 'Amsterdam', 'Paris']   \n",
       "389   ['Netherlands', 'Kyoto', 'New York City', 'Tok...   \n",
       "431   ['Paris', 'Rome', 'Belgium', 'Venice', 'Nether...   \n",
       "749         ['Netherlands', 'United States of America']   \n",
       "766                                           ['Italy']   \n",
       "937   ['Rome', 'Spa', 'Naples', 'Netherlands', 'Ital...   \n",
       "1062  ['United States of America', 'Düsseldorf', 'Da...   \n",
       "1092  ['London', 'West End', 'New York City', 'Washi...   \n",
       "1107                      ['Berlin', 'Leeds', 'London']   \n",
       "1119                                 ['Paris', 'Turin']   \n",
       "1131  ['Florence', 'France', 'Spain', 'Amsterdam', '...   \n",
       "1149                        ['New York City', 'London']   \n",
       "1317              ['Haarlem', 'Amsterdam', 'Cape Town']   \n",
       "1520            ['Amsterdam', 'The Hague', 'Flagstaff']   \n",
       "1545           ['Saint Petersburg', 'Moscow', 'London']   \n",
       "1715                                     ['Copenhagen']   \n",
       "1774                                  ['New York City']   \n",
       "1780  ['Los Angeles', 'New York City', 'Morocco', 'B...   \n",
       "1821             ['Rome', 'Mantua', 'Florence', 'Buda']   \n",
       "1985  ['Boston', 'New York City', 'Rome', 'Venice', ...   \n",
       "2052  ['Bellport', 'New York City', 'Paris', 'Kingdo...   \n",
       "2097                                        ['Nigeria']   \n",
       "2319                                          ['Paris']   \n",
       "2321  ['New York City', 'Paris', 'London', 'Cincinna...   \n",
       "2343                   ['Berlin', 'Inning am Ammersee']   \n",
       "2385                        ['New York City', 'London']   \n",
       "2424  ['Italy', 'Cádiz', 'Seville', 'Madrid', 'Borde...   \n",
       "2440  ['London', 'Paris', 'Liverpool', 'Rome', 'Aber...   \n",
       "2467  ['Springfield', 'London', 'Naples', 'Ottawa', ...   \n",
       "2488  ['Venice', 'Bologna', 'Lucerne', 'Florence', '...   \n",
       "2503     ['Vienna', 'Lutherstadt Wittenberg', 'Weimar']   \n",
       "2767  ['Washington, D.C.', 'Raleigh', 'Jefferson Cit...   \n",
       "2884          ['Washington, D.C.', 'Atlanta', 'London']   \n",
       "2924      ['Baltimore', 'Washington, D.C.', 'Stanford']   \n",
       "\n",
       "                                   locations_with_years  \n",
       "300             ['Zürich:1979-1979', 'Spain:1972-1972']  \n",
       "350                                                  []  \n",
       "381                                                  []  \n",
       "389   ['Netherlands:1967-1967', 'Tokyo:2000-2015', '...  \n",
       "431                                                  []  \n",
       "749   ['Netherlands:1912-1912', 'United States of Am...  \n",
       "766                                                  []  \n",
       "937   ['Rome:1592-1594', 'Naples:1590-1590', 'Nether...  \n",
       "1062  ['United States of America:1974-1974', 'Düssel...  \n",
       "1092                                                 []  \n",
       "1107            ['Leeds:1983-1984', 'London:1984-2009']  \n",
       "1119                                ['Turin:1959-2012']  \n",
       "1131  ['Florence:1968-1973', 'France:2006-2009', 'Sp...  \n",
       "1149    ['New York City:1984-2009', 'London:1984-2009']  \n",
       "1317                                                 []  \n",
       "1520                                                 []  \n",
       "1545                                                 []  \n",
       "1715                                                 []  \n",
       "1774                                                 []  \n",
       "1780                                                 []  \n",
       "1821  ['Rome:1538-1551,1516-1516,1553-1578,1526-1527...  \n",
       "1985  ['Boston:1861-1891', 'New York City:1896-1924'...  \n",
       "2052                                                 []  \n",
       "2097                                                 []  \n",
       "2319                                                 []  \n",
       "2321                                                 []  \n",
       "2343                                                 []  \n",
       "2385                                                 []  \n",
       "2424  ['Italy:1770-1771', 'Madrid:1773-1823,1763-177...  \n",
       "2440  ['London:1817-1817', 'Paris:1817-1817', 'Liver...  \n",
       "2467                                 ['Rome:1767-1767']  \n",
       "2488                                                 []  \n",
       "2503  ['Vienna:1501-1504', 'Lutherstadt Wittenberg:1...  \n",
       "2767                                                 []  \n",
       "2884                                                 []  \n",
       "2924                                                 []  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "modified_painters_2 = []\n",
    "for painter in same_name_painters:\n",
    "    response = external_functions.get_person_info_retry_after(painter, placeofbirth_return = False, dateofbirth_return = False)\n",
    "    if response:\n",
    "        if pd.isnull(df.loc[df['artist'] == painter, 'death_year']).values[0]:\n",
    "            df.loc[df['artist'] == painter, 'death_year'] = external_functions.find_year(response['death_date'])\n",
    "            if painter not in modified_painters_2:\n",
    "                modified_painters_2.append(painter)\n",
    "        if pd.isnull(df.loc[df['artist'] == painter, 'death_place']).values[0]:\n",
    "            df.loc[df['artist'] == painter, 'death_place'] = response['death_place']\n",
    "            if painter not in modified_painters_2:\n",
    "                modified_painters_2.append(painter)\n",
    "        if pd.isnull(df.loc[df['artist'] == painter, 'gender']).values[0]:\n",
    "            df.loc[df['artist'] == painter, 'gender'] = response['gender']\n",
    "            if painter not in modified_painters_2:\n",
    "                modified_painters_2.append(painter)\n",
    "        if pd.isnull(df.loc[df['artist'] == painter, 'citizenship']).values[0] or df.loc[df['artist'] == painter, 'citizenship'].values[0] in ([], \"[]\"):\n",
    "            df.loc[df['artist'] == painter, 'citizenship'] = response['citizenship']\n",
    "            if painter not in modified_painters_2:\n",
    "                modified_painters_2.append(painter)\n",
    "        if pd.isnull(df.loc[df['artist'] == painter, 'occupations']).values[0] or df.loc[df['artist'] == painter, 'occupations'].values[0] in ([], \"[]\"):\n",
    "            df.loc[df['artist'] == painter, 'occupations'] = ', '.join((response['occupation']))\n",
    "            if painter not in modified_painters_2:\n",
    "                modified_painters_2.append(painter)\n",
    "        if pd.isnull(df.loc[df['artist'] == painter, 'locations']).values[0] or df.loc[df['artist'] == painter, 'locations'].values[0] in ([], \"[]\"):\n",
    "            df.loc[df['artist'] == painter, 'locations'] = external_functions.get_places_from_response(response)\n",
    "            if painter not in modified_painters_2:\n",
    "                modified_painters_2.append(painter)\n",
    "        if pd.isnull(df.loc[df['artist'] == painter, 'locations_with_years']).values[0] or df.loc[df['artist'] == painter, 'locations_with_years'].values[0] in ([], \"[]\"):\n",
    "            df.loc[df['artist'] == painter, 'locations_with_years'] = external_functions.get_places_with_years_from_response(response)\n",
    "            if painter not in modified_painters_2:\n",
    "                modified_painters_2.append(painter)\n",
    "\n",
    "df[(df['artist'].isin(same_name_painters)) & (df['locations'] != '[]')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('datasets/wikiart_artists.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['3D', 'A.Y. Jackson', 'Adalbert Erdeli', 'Adrian Piper',\n",
       "       'Alaa Awad', 'Alan Tellez', 'Albrecht Durer', 'Aleksander Belyaev',\n",
       "       'Alex Hay', 'Alexander Shilov', 'Alexey  Bogolyubov',\n",
       "       'Alexis Gritchenko', 'Alfred Concanen', 'Alvaro Lapa',\n",
       "       'Amin Aghaei', 'Andrey Allakhverdov', 'Angel Planells',\n",
       "       'Anima Ehtiat', 'Ann Hamilton', 'Antonio de La Gándara',\n",
       "       'António de Carvalho da Silva Porto', 'Arkhyp Kuindzhi',\n",
       "       'Arne Quinze', 'Arthur Nísio', 'Arthur Pinajian', 'Babak-Matveev',\n",
       "       'Bahia Shehab', 'Bartolome Esteban Murillo',\n",
       "       'Benito Quinquela Martin', 'Benoit Maire', 'Bernadette Resha',\n",
       "       'Bernd and Hilla Becher', 'Berthold  Woltze', 'Blek le Rat',\n",
       "       'Brassai', 'Cameron Platter', 'Carl-Ludwig Johann Christineck',\n",
       "       'Carles Delclaux Is', 'Carlos Merida', 'Chaibia Talal',\n",
       "       'Chaokun Wang', 'Charles-Andre van Loo (Carle van Loo)',\n",
       "       'Charly Palmer', 'Christo and Jeanne-Claude', 'Chul Hyun Ahn',\n",
       "       'Clarence Holbrook Carter', 'Claricia', 'Claude-Joseph Vernet',\n",
       "       'Colette Pope Heldner', 'Constantin Piliuta', 'Cope2',\n",
       "       'Cornelis Norbertus Gysbrechts', 'Corneliu Michailescu',\n",
       "       'Cricorps', 'Cristiano Tassinari', 'Cristovao de Figueiredo',\n",
       "       'Currier and Ives', 'D. Jeffrey Mims', 'Devin Leonardi',\n",
       "       'Diego Velazquez', 'Ding Yi', 'Do Ho Suh', 'Dolfi Trost',\n",
       "       'Dominique Gonzalez-Foerster', 'Dorothy Lathrop',\n",
       "       'Dumitru Ghiatza', 'Edouard Manet', 'Edouard Riou',\n",
       "       'Edouard Vuillard', 'Edward E. Simmons', 'Edward Ruscha',\n",
       "       'Efim Volkov', 'Eleonora Brigalda Barbas', 'Emile Bernard',\n",
       "       'Emiliano Di Cavalcanti', 'Emmanuel Zairis', 'EtchingRoom1',\n",
       "       'Ethel Reed', 'Eugene Delacroix', 'Fab 5 Freddy', 'Facundus',\n",
       "       'Felix Vallotton', 'Fikret Mualla Saygi', 'Francis A. Willey',\n",
       "       'Francisco Serra Andrés', 'Frank Dicksee', 'Frank Holl',\n",
       "       'Frank Mason', 'Franz Erhard Walther', 'Fusun Onur', 'Futura 2000',\n",
       "       'Fyodor Solntsev', 'George Frederick Watts',\n",
       "       'George Hemming Mason', 'George Mavroides', 'George Seeley',\n",
       "       'Georges Troubat', 'Georgyi Yakutovytch', 'Gevorg Bashindzhagian',\n",
       "       'Gherasim Luca', 'Giovanni (Nino) Costa', 'Gisela Colon',\n",
       "       'Giuseppe de Nittis', 'Graca Morais', 'Grace Albee',\n",
       "       'Gunter Umberg', 'Gunther Gerzso',\n",
       "       'Gustave-Claude-Etienne Courtois', 'H.R. Giger',\n",
       "       'Haralampi Tachev', 'Harmonia Rosales', 'Harmony Hammond',\n",
       "       'Helen Pashgian', 'Hendrick Terbrugghen', 'Henrique Pousao',\n",
       "       'Herbert Gustave Schmalz (Herbert Carmichael)',\n",
       "       'Herrad of Landsberg', 'Hildegard of Bingen', 'Hirohiko Araki',\n",
       "       'Hito Steyerl', 'Honore Daumier', 'Houria Niati', 'Iain Baxter&',\n",
       "       'Ian Bent', 'Ibrahim Salahi', 'Il Sassetta (Stefano di Giovanni)',\n",
       "       'Ilya Isupov', 'Ivan Mrkviсka', 'Ivan Nikitin',\n",
       "       'Ivan Tvorozhnikov', 'J.M.W. Turner', 'JAROSLAV KELUC',\n",
       "       'Jacqueline Winsor', 'Jan Dirksz Both', 'Jan Sluyters',\n",
       "       'Jarik Jongman', 'Jerry W. McDaniel', 'Jessica Stockholder',\n",
       "       'Joan Brull', 'Joao Vieira', 'Johannes Jan Schoonhoven',\n",
       "       'John Armleder', 'John Austen', 'John Frederick Herring Sr.',\n",
       "       'John Muafangejo', 'John Vassos', 'John Wilson Carmichael',\n",
       "       'Jon Mcnaughton', 'JonOne', 'Jose Escada',\n",
       "       'Jose de Almada-Negreiros', 'Jose de Guimaraes', 'Joseph Dadoune',\n",
       "       'Joseph Lorusso', 'Joseph Urbania', 'José Garnelo',\n",
       "       'Jozsef Rippl-Ronai', 'Jules-Alexandre Grun', 'Julio Le Parc',\n",
       "       'Julio Resende', 'Justin Earl Grant', 'Kansuke Yamamoto',\n",
       "       'Kateryna Lysovenko', 'Kathe Kollwitz', 'Katrien De Blauwer',\n",
       "       'Kazuaki Tanahashi', 'Kenneth Price', 'Kent Monkman', 'Kexin Di',\n",
       "       'Kim Tschang-yeul', 'Kinder Album', 'Kishio Suga', 'Kit Williams',\n",
       "       'Kmetty János', 'Kukryniksy', 'Lady Frieda Harris',\n",
       "       'Laolu Senbanjo', 'Lara Almarcegui', 'Le Nain brothers',\n",
       "       'Leo Villareal', 'Leonid Sejka', 'Limbourg brothers', 'Linder',\n",
       "       'Lino Tagliapietra', 'Lorenzo Belenguer', 'Lucy Ivanova',\n",
       "       'Luigi Serafini', 'Luis Dourdil', 'Luis Álvarez Roure',\n",
       "       'Lyman Kipp', 'M.C. Escher', 'Mahmoud Saiid', 'Manuel Cargaleiro',\n",
       "       'Marc Horowitz', 'Marevna (Marie Vorobieff)', 'Maria Bozoky',\n",
       "       'Marjorie Acker Phillips', 'Mark di Suvero', 'Martin Barre',\n",
       "       'Matsutani', 'Maurice Tabard', 'May Wilson',\n",
       "       'Meta Vaux Warrick Fuller', 'Michael Bolus', 'Michel Simonidy',\n",
       "       'Michela De Vito', 'Mihri Musfik', 'Mikhail Olennikov',\n",
       "       'Miklos Barabas', 'Milița Petrașcu', 'Mona Hatoum',\n",
       "       'Mykola Yaroshenko', 'Narcisse-Virgilio Diaz', 'Nasreen Mohamedi',\n",
       "       'Navjot Altaf', 'Nieves Mingueza', 'Noguchi Isamu',\n",
       "       'Norman Ackroyd', 'Nuno Gonçalves', 'Nuri Iyem',\n",
       "       'Oleksa Novakivskyi', 'Oleksandr Aksinin', 'Oleksandr Bogomazov',\n",
       "       'Oleksandr Pashenko', 'Oliver Mark', 'Olowe of Ise', 'Omer Uluc',\n",
       "       'Oronzo Vito Gasparo', 'Osman Hamdi', 'Oswaldo Guayasamin',\n",
       "       'Paja Jovanovic', 'Panayiotis Tetsis', 'Paul Paun',\n",
       "       'Paul Serusier', 'Paula Klien', 'Petro Kholodny (Elder)',\n",
       "       'Pieter Bruegel the Elder', 'Pietropoli Patrick', 'Quentin Matsys',\n",
       "       'Rafael García Hispaleto (El Hispaleto)', 'Ramirez Villamizar',\n",
       "       'Rashid Al Khalifa', 'Ray Howlett', 'Raúl Berzosa',\n",
       "       'Regine Schumann', 'Rene Bertholo', 'Rene Magritte',\n",
       "       'Richard Caton Woodville Sr.', 'Richard Deacon',\n",
       "       'Robert De Niro, Sr.', 'Robert Heinecken', 'Rodrigo Franzao',\n",
       "       'Rolf Amstrong', 'Romul Nutiu', 'Rosario Weiss Zorrilla',\n",
       "       'Rosemarie Beck', 'Rosemary Karuga', 'Ruth Annaqtuusi Tulurialik',\n",
       "       'Sallinen Tyko', 'Sami Gattoufi', 'Samia Halaby',\n",
       "       'Samuel Dirksz van Hoogstraten', 'Samuel Morse',\n",
       "       'Santiago Rusinol', 'Sarunas Sauka', 'Saul Zanolari', 'Se-Ok Suh',\n",
       "       'Senga Nengudi', 'Sergey Belik', 'Sergio Mario Illuminato',\n",
       "       'Sergiy Grigoriev', 'Serhij Schyschko', 'Shadi Ghadirian',\n",
       "       'Shin Yoon-bok', 'Shozo Shimamoto', 'Simeon Velkov',\n",
       "       'Simon Stalenhag', 'Simone Forti', 'Sonaly Gandhi',\n",
       "       'Sonya Rapoport', 'Spyros Papaloukas', 'Stefan Sevastre',\n",
       "       'Stepan Ryabchenko', 'Stephen Prina', 'T. C. Steele', 'TAKI 183',\n",
       "       'TRACY 168', 'Takamatsu Jiro', 'Taro Okamoto',\n",
       "       'The Game of Marseille', 'Theodule Ribot', 'Thiago Boecan',\n",
       "       'Thomas Hirschhorn', 'Thomas Riesner', 'Toros Roslin',\n",
       "       'Tran Van Can', 'Umehara Ryuzaburo', 'Valeria Trubina',\n",
       "       'Valerii Lamakh', 'Victo Ngai', 'Victor Zaretsky',\n",
       "       'Viktor Lyapkalo', 'Viktor Shatalin', 'Vilen Barsky',\n",
       "       'Viorel Marginean', 'Virginia Frances Sterrett',\n",
       "       'Vladimir Bonacic', 'Volodymyr Bondarenko', 'Vudon Baklytsky',\n",
       "       'Vytautas Kairiukstis', 'Wenceslaus Hollar', 'Wilhelm Kotarbinski',\n",
       "       'William Tucker', 'YiFei Chen', 'Zahrah Al-Ghamdi',\n",
       "       'Zdzislaw Beksinski', '[ a y s h ]', 'Édouard De Bièfve',\n",
       "       \"Émile Prisse d'Avennes\"], dtype='<U44')"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "no_match_painters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>artist</th>\n",
       "      <th>\"Best\" Wiki200k pair</th>\n",
       "      <th>similarity</th>\n",
       "      <th>Character difference</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Richard Caton Woodville Sr.</td>\n",
       "      <td>Richard Caton Woodville, Sr.</td>\n",
       "      <td>0.981818</td>\n",
       "      <td>0.490909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>John Frederick Herring Sr.</td>\n",
       "      <td>John Frederick Herring, Sr.</td>\n",
       "      <td>0.981132</td>\n",
       "      <td>0.490566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Pieter Bruegel the Elder</td>\n",
       "      <td>Pieter Brueghel the Elder</td>\n",
       "      <td>0.979592</td>\n",
       "      <td>0.489796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>George Frederick Watts</td>\n",
       "      <td>George Frederic Watts</td>\n",
       "      <td>0.976744</td>\n",
       "      <td>0.511628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Colette Pope Heldner</td>\n",
       "      <td>Collette Pope Heldner</td>\n",
       "      <td>0.975610</td>\n",
       "      <td>0.487805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[ a y s h ]</td>\n",
       "      <td>Harry Fish</td>\n",
       "      <td>0.476190</td>\n",
       "      <td>5.761905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[ a y s h ]</td>\n",
       "      <td>Mary Brush</td>\n",
       "      <td>0.476190</td>\n",
       "      <td>5.761905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>JAROSLAV KELUC</td>\n",
       "      <td>ROA</td>\n",
       "      <td>0.352941</td>\n",
       "      <td>9.058824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>JAROSLAV KELUC</td>\n",
       "      <td>JAS</td>\n",
       "      <td>0.352941</td>\n",
       "      <td>9.058824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>JAROSLAV KELUC</td>\n",
       "      <td>KEL</td>\n",
       "      <td>0.352941</td>\n",
       "      <td>9.058824</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>378 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         artist          \"Best\" Wiki200k pair  similarity  \\\n",
       "0   Richard Caton Woodville Sr.  Richard Caton Woodville, Sr.    0.981818   \n",
       "0    John Frederick Herring Sr.   John Frederick Herring, Sr.    0.981132   \n",
       "0      Pieter Bruegel the Elder     Pieter Brueghel the Elder    0.979592   \n",
       "0        George Frederick Watts         George Frederic Watts    0.976744   \n",
       "0          Colette Pope Heldner         Collette Pope Heldner    0.975610   \n",
       "..                          ...                           ...         ...   \n",
       "0                   [ a y s h ]                    Harry Fish    0.476190   \n",
       "0                   [ a y s h ]                    Mary Brush    0.476190   \n",
       "0                JAROSLAV KELUC                           ROA    0.352941   \n",
       "0                JAROSLAV KELUC                           JAS    0.352941   \n",
       "0                JAROSLAV KELUC                           KEL    0.352941   \n",
       "\n",
       "    Character difference  \n",
       "0               0.490909  \n",
       "0               0.490566  \n",
       "0               0.489796  \n",
       "0               0.511628  \n",
       "0               0.487805  \n",
       "..                   ...  \n",
       "0               5.761905  \n",
       "0               5.761905  \n",
       "0               9.058824  \n",
       "0               9.058824  \n",
       "0               9.058824  \n",
       "\n",
       "[378 rows x 4 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import difflib\n",
    "def similarity(s1, s2):\n",
    "    return difflib.SequenceMatcher(None, s1, s2).ratio()\n",
    "\n",
    "#Could use numpy to be faster, but this is fine for now\n",
    "pairs = pd.DataFrame(columns=['artist','\"Best\" Wiki200k pair','similarity', 'Character difference'])\n",
    "for name in no_match_painters:\n",
    "    all_sims = []\n",
    "    max_sim = 0\n",
    "    for wiki_name in wiki_painter_names_200k:\n",
    "        similarity_score = similarity(name, wiki_name)\n",
    "        character_difference = (1-similarity_score)*len(name)\n",
    "        if similarity_score >= max_sim: #Runtime reasons\n",
    "            max_sim = similarity_score\n",
    "            all_sims.append((similarity_score,character_difference, wiki_name))\n",
    "        if (character_difference<0.01) | ((character_difference < 1.02) & (len(name)>5)):#1 Character difference, runtime reasons\n",
    "            break\n",
    "        \n",
    "    final_maximum = max(sims[0] for sims in all_sims) \n",
    "    for sims in all_sims:\n",
    "        if sims[0] == final_maximum: #Just take the highest ones\n",
    "            if pairs.empty: #Could simply concat it, but then we'dget a FutureWarning\n",
    "                pairs = pd.DataFrame([[name, sims[2], sims[0], sims[1]]], columns=['artist','\"Best\" Wiki200k pair','similarity', 'Character difference'])\n",
    "            pairs = pd.concat([pairs, pd.DataFrame([[name, sims[2], sims[0], sims[1]]], columns=['artist','\"Best\" Wiki200k pair','similarity', 'Character difference'])])    \n",
    "pairs.sort_values(by=['similarity'], ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "pairs = pairs.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>artist</th>\n",
       "      <th>\"Best\" Wiki200k pair</th>\n",
       "      <th>similarity</th>\n",
       "      <th>Character difference</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>Richard Caton Woodville Sr.</td>\n",
       "      <td>Richard Caton Woodville, Sr.</td>\n",
       "      <td>0.981818</td>\n",
       "      <td>0.490909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>John Frederick Herring Sr.</td>\n",
       "      <td>John Frederick Herring, Sr.</td>\n",
       "      <td>0.981132</td>\n",
       "      <td>0.490566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>Pieter Bruegel the Elder</td>\n",
       "      <td>Pieter Brueghel the Elder</td>\n",
       "      <td>0.979592</td>\n",
       "      <td>0.489796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>George Frederick Watts</td>\n",
       "      <td>George Frederic Watts</td>\n",
       "      <td>0.976744</td>\n",
       "      <td>0.511628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Colette Pope Heldner</td>\n",
       "      <td>Collette Pope Heldner</td>\n",
       "      <td>0.975610</td>\n",
       "      <td>0.487805</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          artist          \"Best\" Wiki200k pair  similarity  \\\n",
       "291  Richard Caton Woodville Sr.  Richard Caton Woodville, Sr.    0.981818   \n",
       "168   John Frederick Herring Sr.   John Frederick Herring, Sr.    0.981132   \n",
       "279     Pieter Bruegel the Elder     Pieter Brueghel the Elder    0.979592   \n",
       "106       George Frederick Watts         George Frederic Watts    0.976744   \n",
       "59          Colette Pope Heldner         Collette Pope Heldner    0.975610   \n",
       "\n",
       "     Character difference  \n",
       "291              0.490909  \n",
       "168              0.490566  \n",
       "279              0.489796  \n",
       "106              0.511628  \n",
       "59               0.487805  "
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pairs.sort_values(by=['similarity'], ascending=False)[0:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "pairs_dict ={}\n",
    "for index, row in pairs[:90].iterrows():\n",
    "    pairs_dict[row['artist']] = row['\"Best\" Wiki200k pair']\n",
    "pairs_dict.update({'Jose de Guimaraes': 'José de Guimarães', 'Jan Sluyters':'Jan Sluijters', 'Shin Yoon-bok': 'Shin Yun-bok', 'Hendrick Terbrugghen': 'Hendrick ter Brugghen',\n",
    "                   'Gevorg Bashindzhagian':'Gevorg Bashinjaghian', 'Kim Tschang-yeul': 'Kim Tschang Yeul', 'Alexander Shilov':'Aleksandr Shilov',\n",
    "                    'Efim Volkov':'Yefim Volkov', 'Efim Volkov':'Shôzô Shimamoto', 'Serhij Schyschko': 'Serhii Shyshko', 'Samuel Dirksz van Hoogstraten': 'Samuel van Hoogstraten',\n",
    "                    'Miklos Barabas': 'Miklós Barabás', 'Brassai': 'Brassaï', 'Linder': 'I Linder', 'Marjorie Acker Phillips': 'Marjorie Phillips', 'Spyros Papaloukas': 'Spiros Papalucas',\n",
    "                    'George Mavroides': 'Giorgos Mavroides', 'Sarunas Sauka': 'Šarūnas Sauka', 'Rene Bertholo': 'René Bértholo', 'Oleksandr Bogomazov': 'Alexander Bogomazov',\n",
    "                    'Lady Frieda Harris': 'Frieda Harris', 'Maria Bozoky': 'Mária Bozóky', 'Eleonora Brigalda Barbas':'Eleonora Brigalda', 'Dumitru Ghiatza': 'Dumitru Ghiață',\n",
    "                    'Arthur Nísio': 'Arthur José Nísio', 'Oleksandr Aksinin': 'Alexander Aksinin', 'Fab 5 Freddy': 'Fab Five Freddy', 'Edward Ruscha': 'Ed Ruscha',\n",
    "                    'Georgyi Yakutovytch': 'Heorhii Yakutovych', 'Angel Planells': 'Angel Planells playes', 'Giovanni (Nino) Costa': 'Giovanni Costa',\n",
    "                    'Quentin Matsys':'Quinten Metsys', 'Ramirez Villamizar':'Eduardo Ramírez Villamizar', 'Ivan Tvorozhnikov':'Ivan Ivanovich Tvorozhnikov',\n",
    "                    'Clarence Holbrook Carter': 'Clarence Carter', 'Julio Le Parc': 'julio le parc', 'Rafael García Hispaleto (El Hispaleto)': 'Rafael García y Hispaleto',\n",
    "                    'Tran Van Can': 'Trần Văn Cẩn', 'Marevna (Marie Vorobieff)': 'Marie Vorobieff', 'Emiliano Di Cavalcanti': 'Di Cavalcanti', 'Il Sassetta (Stefano di Giovanni)': 'Stefano di Giovanni',\n",
    "                    'Jan Both':'Jan Dirksz Both', 'Charles-Andre van Loo (Carle van Loo)': 'Charles-André van Loo', 'Herbert Gustave Schmalz (Herbert Carmichael)': 'Herbert Gustave Schmalz',\n",
    "                    'Meta Vaux Warrick Fuller': 'Warwick Fuller', 'Mihri Musfik':'Mihri Müşfik Hanım', 'TRACY 168': 'Tracy 168'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error fetching data for Alfred Cohen, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Aarne Nurminen, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Berthold Woltze, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Carl Palme, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Corneliu Michăilescu, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Don Drost, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Émile Bernard, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Giovanni Costa, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for I Linder, status code: 429.\n",
      "Attempt 1 of 3.\n",
      "Error fetching data for Rafael García y Hispaleto, status code: 429.\n",
      "Attempt 1 of 3.\n"
     ]
    }
   ],
   "source": [
    "modified_painters_3 = [] #For painters whose alias we found\n",
    "modified_painters_4 = [] #For those we didn't\n",
    "for painter in no_match_painters:\n",
    "    if painter in pairs_dict:\n",
    "        alias = pairs_dict[painter]\n",
    "        modifying_list = modified_painters_3 #Just for less writing down below\n",
    "    else:\n",
    "        alias = painter\n",
    "        modifying_list = modified_painters_4\n",
    "    response = external_functions.get_person_info_retry_after(alias, )\n",
    "    if response:\n",
    "        df.loc[df['artist'] == painter, 'birth_year'] = external_functions.find_year(response['birth_date'])\n",
    "        df.loc[df['artist'] == painter, 'birth_place'] = response['birth_place']\n",
    "        if pd.isnull(df.loc[df['artist'] == painter, 'death_year']).values[0]:\n",
    "            df.loc[df['artist'] == painter, 'death_year'] = external_functions.find_year(response['death_date'])\n",
    "            if painter not in modifying_list:\n",
    "                modifying_list.append(painter)\n",
    "        if pd.isnull(df.loc[df['artist'] == painter, 'death_place']).values[0]:\n",
    "            df.loc[df['artist'] == painter, 'death_place'] = response['death_place']\n",
    "            if painter not in modifying_list:\n",
    "                modifying_list.append(painter)\n",
    "        if pd.isnull(df.loc[df['artist'] == painter, 'gender']).values[0]:\n",
    "            df.loc[df['artist'] == painter, 'gender'] = response['gender']\n",
    "            if painter not in modifying_list:\n",
    "                modifying_list.append(painter)\n",
    "        if pd.isnull(df.loc[df['artist'] == painter, 'citizenship']).values[0] or df.loc[df['artist'] == painter, 'citizenship'].values[0] in ([], \"[]\"):\n",
    "            df.loc[df['artist'] == painter, 'citizenship'] = response['citizenship']\n",
    "            if painter not in modifying_list:\n",
    "                modifying_list.append(painter)\n",
    "        if pd.isnull(df.loc[df['artist'] == painter, 'occupations']).values[0] or df.loc[df['artist'] == painter, 'occupations'].values[0] in ([], \"[]\"):\n",
    "            df.loc[df['artist'] == painter, 'occupations'] = ', '.join((response['occupation']))\n",
    "            if painter not in modifying_list:\n",
    "                modifying_list.append(painter)\n",
    "        if pd.isnull(df.loc[df['artist'] == painter, 'locations']).values[0] or df.loc[df['artist'] == painter, 'locations'].values[0] in ([], \"[]\"):\n",
    "            df.loc[df['artist'] == painter, 'locations'] = external_functions.get_places_from_response(response)\n",
    "            if painter not in modifying_list:\n",
    "                modifying_list.append(painter)\n",
    "        if pd.isnull(df.loc[df['artist'] == painter, 'locations_with_years']).values[0] or df.loc[df['artist'] == painter, 'locations_with_years'].values[0] in ([], \"[]\"):\n",
    "            df.loc[df['artist'] == painter, 'locations_with_years'] = external_functions.get_places_with_years_from_response(response)\n",
    "            if painter not in modifying_list:\n",
    "                modifying_list.append(painter)\n",
    "    if painter in pairs_dict:\n",
    "        modified_painters_3 = modifying_list\n",
    "    else:\n",
    "        modified_painters_4 = modifying_list     \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('datasets/wikiart_artists.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is quite some improvement.\n",
    "\n",
    "We are only really left with:\n",
    "- 319-113=206 painters for whom we didn't find an alias (Among whom are at least 83-2 are painters who never had any response, therefore has None for locations)\n",
    "- 2 painters whom we did have an alias for, but not a response"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Overall, we have 83 painters with no new data, and 22 more painters who miss some \"trivial\" data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### --- PARTIAL SAVES --- (2024.02.10 3:30 AM UTC and 3:20 PM UTC)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "artists_wikiart.to_csv('datasets/saves/wikiart_artists.csv', index=False)\n",
    "df.to_csv('datasets/wikiart_artists.csv', index=False)"
   ]
  }
 ],
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