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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_751668/3571106454.py:2: DeprecationWarning: \n",
      "Pyarrow will become a required dependency of pandas in the next major release of pandas (pandas 3.0),\n",
      "(to allow more performant data types, such as the Arrow string type, and better interoperability with other libraries)\n",
      "but was not found to be installed on your system.\n",
      "If this would cause problems for you,\n",
      "please provide us feedback at https://github.com/pandas-dev/pandas/issues/54466\n",
      "        \n",
      "  import pandas as pd\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Europe\n",
    "input_filepath = \"../data/raw\"\n",
    "csv_files = os.listdir(f\"{input_filepath}/BM_csv_files/3000BC-AD500/\")\n",
    "europe_csv_files = [file for file in csv_files if \"africa\" in file.lower()]\n",
    "\n",
    "if europe_csv_files:\n",
    "    # europe_csv_path = f\"{output_filepath}/BM_images/europe/\"\n",
    "    # if not os.path.exists(europe_csv_path):\n",
    "    #     os.makedirs(europe_csv_path)\n",
    "\n",
    "    europe_df = pd.DataFrame()\n",
    "    for csv_file in europe_csv_files:\n",
    "        csv_path = f\"{input_filepath}/BM_csv_files/3000BC-AD500/{csv_file}\"\n",
    "        df = pd.read_csv(csv_path)\n",
    "        europe_df = pd.concat([europe_df, df], ignore_index=True)\n",
    "\n",
    "    # europe_df.drop_duplicates(inplace=True)\n",
    "    # europe_df.to_csv(f\"{europe_csv_path}/europe.csv\", index=False)\n",
    "    # print(\"Europe CSV file created successfully!\")\n",
    "else:\n",
    "    print(\"No Europe CSV files found.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "region = \"africa\"\n",
    "region_csv_files = [file for file in csv_files if region in file.lower()]\n",
    "region_df = pd.concat(\n",
    "    [\n",
    "        pd.read_csv(f\"{input_filepath}/BM_csv_files/3000BC-AD500/{file}\")\n",
    "        for file in region_csv_files\n",
    "    ]\n",
    ")\n",
    "region_df[\"Museum number\"] = region_df[\"Museum number\"].str.replace(r\"^No: \", \"\", regex=True)\n",
    "region_df.drop_duplicates(inplace=True)\n",
    "region_df = region_df[region_df[\"Museum number\"] != \"null\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>Image</th>\n",
       "      <th>Object type</th>\n",
       "      <th>Museum number</th>\n",
       "      <th>Title</th>\n",
       "      <th>Denomination</th>\n",
       "      <th>Escapement</th>\n",
       "      <th>Description</th>\n",
       "      <th>Producer name</th>\n",
       "      <th>School/style</th>\n",
       "      <th>State</th>\n",
       "      <th>...</th>\n",
       "      <th>Acq date</th>\n",
       "      <th>Acq notes (acq)</th>\n",
       "      <th>Acq notes (exc)</th>\n",
       "      <th>Dept</th>\n",
       "      <th>BM/Big number</th>\n",
       "      <th>Reg number</th>\n",
       "      <th>Add ids</th>\n",
       "      <th>Cat no</th>\n",
       "      <th>Banknote serial number</th>\n",
       "      <th>Joined objects</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://media.britishmuseum.org/media/Reposito...</td>\n",
       "      <td>acorn lekythos</td>\n",
       "      <td>No: 1888,0601.716</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Attic red-figured pottery acorn lekythos, rest...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1888</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Excavated 1885-1886.</td>\n",
       "      <td>Greek and Roman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1888,0601.716</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://media.britishmuseum.org/media/Reposito...</td>\n",
       "      <td>acroterion</td>\n",
       "      <td>No: 1886,0401.45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fragment of a marble corner palmetto with bird...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Greek and Roman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1886,0401.45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://media.britishmuseum.org/media/Reposito...</td>\n",
       "      <td>acroterion</td>\n",
       "      <td>No: 1886,0401.1215</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fragment of a marble acroterion palmetto. Two ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1886</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Greek and Roman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1886,0401.1215</td>\n",
       "      <td>Miscellaneous number: 1886,0401.44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://media.britishmuseum.org/media/Reposito...</td>\n",
       "      <td>adze; hoe</td>\n",
       "      <td>No: null</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Iron adze or hoe.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Excavated 1885-1886 by Petrie.</td>\n",
       "      <td>External</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Miscellaneous number: 1886.XI.5 (Publication p...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://media.britishmuseum.org/media/Reposito...</td>\n",
       "      <td>aegis; votive offering</td>\n",
       "      <td>No: null</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Solid-cast fragmentary Menat-counterweight of ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Excavated 1884-1885. 1885: excavated by the Eg...</td>\n",
       "      <td>External</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Miscellaneous number: 86.339 (Accession Number...</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",
       "      <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>44921</th>\n",
       "      <td>https://media.britishmuseum.org/media/Reposito...</td>\n",
       "      <td>whetstone</td>\n",
       "      <td>No: null</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Whetstone. Well worn on both sides; dull beige.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>External</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Miscellaneous number: 2478 (Accession Number)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44922</th>\n",
       "      <td>https://media.britishmuseum.org/media/Reposito...</td>\n",
       "      <td>whetstone</td>\n",
       "      <td>No: null</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Whetstone (?), made out of sandstone, in the s...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1886</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Excavated 1884-1885. 1885: excavated by Willia...</td>\n",
       "      <td>External</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Miscellaneous number: 86.185 (Accession Number...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44923</th>\n",
       "      <td>https://media.britishmuseum.org/media/Reposito...</td>\n",
       "      <td>whistle</td>\n",
       "      <td>No: EA22513</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A terracotta whistle, still working, roughly i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1885</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Egypt and Sudan</td>\n",
       "      <td>EA22513</td>\n",
       "      <td>1885,0101.361</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44924</th>\n",
       "      <td>https://media.britishmuseum.org/media/Reposito...</td>\n",
       "      <td>whistle</td>\n",
       "      <td>No: 1906,0301.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hand-modelled terracotta whistle, still workin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1906</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Excavated May 1886.</td>\n",
       "      <td>Greek and Roman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1906,0301.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44925</th>\n",
       "      <td>https://media.britishmuseum.org/media/Reposito...</td>\n",
       "      <td>null; plate</td>\n",
       "      <td>No: null</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Body of North Ionian Late Wild Goat Style pott...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>External</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Miscellaneous number: 26.2.35 (Accession Number)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>44926 rows × 47 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   Image  \\\n",
       "0      https://media.britishmuseum.org/media/Reposito...   \n",
       "1      https://media.britishmuseum.org/media/Reposito...   \n",
       "2      https://media.britishmuseum.org/media/Reposito...   \n",
       "3      https://media.britishmuseum.org/media/Reposito...   \n",
       "4      https://media.britishmuseum.org/media/Reposito...   \n",
       "...                                                  ...   \n",
       "44921  https://media.britishmuseum.org/media/Reposito...   \n",
       "44922  https://media.britishmuseum.org/media/Reposito...   \n",
       "44923  https://media.britishmuseum.org/media/Reposito...   \n",
       "44924  https://media.britishmuseum.org/media/Reposito...   \n",
       "44925  https://media.britishmuseum.org/media/Reposito...   \n",
       "\n",
       "                  Object type       Museum number Title Denomination  \\\n",
       "0              acorn lekythos   No: 1888,0601.716   NaN          NaN   \n",
       "1                  acroterion    No: 1886,0401.45   NaN          NaN   \n",
       "2                  acroterion  No: 1886,0401.1215   NaN          NaN   \n",
       "3                   adze; hoe            No: null   NaN          NaN   \n",
       "4      aegis; votive offering            No: null   NaN          NaN   \n",
       "...                       ...                 ...   ...          ...   \n",
       "44921               whetstone            No: null   NaN          NaN   \n",
       "44922               whetstone            No: null   NaN          NaN   \n",
       "44923                 whistle         No: EA22513   NaN          NaN   \n",
       "44924                 whistle     No: 1906,0301.7   NaN          NaN   \n",
       "44925             null; plate            No: null   NaN          NaN   \n",
       "\n",
       "       Escapement                                        Description  \\\n",
       "0             NaN  Attic red-figured pottery acorn lekythos, rest...   \n",
       "1             NaN  Fragment of a marble corner palmetto with bird...   \n",
       "2             NaN  Fragment of a marble acroterion palmetto. Two ...   \n",
       "3             NaN                                  Iron adze or hoe.   \n",
       "4             NaN  Solid-cast fragmentary Menat-counterweight of ...   \n",
       "...           ...                                                ...   \n",
       "44921         NaN    Whetstone. Well worn on both sides; dull beige.   \n",
       "44922         NaN  Whetstone (?), made out of sandstone, in the s...   \n",
       "44923         NaN  A terracotta whistle, still working, roughly i...   \n",
       "44924         NaN  Hand-modelled terracotta whistle, still workin...   \n",
       "44925         NaN  Body of North Ionian Late Wild Goat Style pott...   \n",
       "\n",
       "      Producer name  School/style State  ... Acq date Acq notes (acq)  \\\n",
       "0               NaN           NaN   NaN  ...     1888             NaN   \n",
       "1               NaN           NaN   NaN  ...      NaN             NaN   \n",
       "2               NaN           NaN   NaN  ...     1886             NaN   \n",
       "3               NaN           NaN   NaN  ...      NaN             NaN   \n",
       "4               NaN           NaN   NaN  ...      NaN             NaN   \n",
       "...             ...           ...   ...  ...      ...             ...   \n",
       "44921           NaN           NaN   NaN  ...      NaN             NaN   \n",
       "44922           NaN           NaN   NaN  ...     1886             NaN   \n",
       "44923           NaN           NaN   NaN  ...     1885             NaN   \n",
       "44924           NaN           NaN   NaN  ...     1906             NaN   \n",
       "44925           NaN           NaN   NaN  ...      NaN             NaN   \n",
       "\n",
       "                                         Acq notes (exc)             Dept  \\\n",
       "0                                   Excavated 1885-1886.  Greek and Roman   \n",
       "1                                                    NaN  Greek and Roman   \n",
       "2                                                    NaN  Greek and Roman   \n",
       "3                         Excavated 1885-1886 by Petrie.         External   \n",
       "4      Excavated 1884-1885. 1885: excavated by the Eg...         External   \n",
       "...                                                  ...              ...   \n",
       "44921                                                NaN         External   \n",
       "44922  Excavated 1884-1885. 1885: excavated by Willia...         External   \n",
       "44923                                                NaN  Egypt and Sudan   \n",
       "44924                                Excavated May 1886.  Greek and Roman   \n",
       "44925                                                NaN         External   \n",
       "\n",
       "      BM/Big number      Reg number  \\\n",
       "0               NaN   1888,0601.716   \n",
       "1               NaN    1886,0401.45   \n",
       "2               NaN  1886,0401.1215   \n",
       "3               NaN             NaN   \n",
       "4               NaN             NaN   \n",
       "...             ...             ...   \n",
       "44921           NaN             NaN   \n",
       "44922           NaN             NaN   \n",
       "44923       EA22513   1885,0101.361   \n",
       "44924           NaN     1906,0301.7   \n",
       "44925           NaN             NaN   \n",
       "\n",
       "                                                 Add ids Cat no  \\\n",
       "0                                                    NaN    NaN   \n",
       "1                                                    NaN    NaN   \n",
       "2                     Miscellaneous number: 1886,0401.44    NaN   \n",
       "3      Miscellaneous number: 1886.XI.5 (Publication p...    NaN   \n",
       "4      Miscellaneous number: 86.339 (Accession Number...    NaN   \n",
       "...                                                  ...    ...   \n",
       "44921      Miscellaneous number: 2478 (Accession Number)    NaN   \n",
       "44922  Miscellaneous number: 86.185 (Accession Number...    NaN   \n",
       "44923                                                NaN    NaN   \n",
       "44924                                                NaN    NaN   \n",
       "44925   Miscellaneous number: 26.2.35 (Accession Number)    NaN   \n",
       "\n",
       "      Banknote serial number Joined objects  \n",
       "0                        NaN            NaN  \n",
       "1                        NaN            NaN  \n",
       "2                        NaN            NaN  \n",
       "3                        NaN            NaN  \n",
       "4                        NaN            NaN  \n",
       "...                      ...            ...  \n",
       "44921                    NaN            NaN  \n",
       "44922                    NaN            NaN  \n",
       "44923                    NaN            NaN  \n",
       "44924                    NaN            NaN  \n",
       "44925                    NaN            NaN  \n",
       "\n",
       "[44926 rows x 47 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "europe_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "region_df.drop_duplicates(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>Image</th>\n",
       "      <th>Object type</th>\n",
       "      <th>Museum number</th>\n",
       "      <th>Title</th>\n",
       "      <th>Denomination</th>\n",
       "      <th>Escapement</th>\n",
       "      <th>Description</th>\n",
       "      <th>Producer name</th>\n",
       "      <th>School/style</th>\n",
       "      <th>State</th>\n",
       "      <th>...</th>\n",
       "      <th>Acq date</th>\n",
       "      <th>Acq notes (acq)</th>\n",
       "      <th>Acq notes (exc)</th>\n",
       "      <th>Dept</th>\n",
       "      <th>BM/Big number</th>\n",
       "      <th>Reg number</th>\n",
       "      <th>Add ids</th>\n",
       "      <th>Cat no</th>\n",
       "      <th>Banknote serial number</th>\n",
       "      <th>Joined objects</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://media.britishmuseum.org/media/Reposito...</td>\n",
       "      <td>acorn lekythos</td>\n",
       "      <td>1888,0601.716</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Attic red-figured pottery acorn lekythos, rest...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1888</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Excavated 1885-1886.</td>\n",
       "      <td>Greek and Roman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1888,0601.716</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://media.britishmuseum.org/media/Reposito...</td>\n",
       "      <td>acroterion</td>\n",
       "      <td>1886,0401.45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fragment of a marble corner palmetto with bird...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Greek and Roman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1886,0401.45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://media.britishmuseum.org/media/Reposito...</td>\n",
       "      <td>acroterion</td>\n",
       "      <td>1886,0401.1215</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fragment of a marble acroterion palmetto. Two ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1886</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Greek and Roman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1886,0401.1215</td>\n",
       "      <td>Miscellaneous number: 1886,0401.44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>https://media.britishmuseum.org/media/Reposito...</td>\n",
       "      <td>alabastron</td>\n",
       "      <td>1894,1101.213</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Core-formed glass alabastron.\\r\\nOpaque orange...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1894</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Greek and Roman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1894,1101.213</td>\n",
       "      <td>Miscellaneous number: DBH.0056 (Harden number)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>https://media.britishmuseum.org/media/Reposito...</td>\n",
       "      <td>alabastron</td>\n",
       "      <td>132114</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Large baggy alabastron of horizontal banded, t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1857</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Middle East</td>\n",
       "      <td>132114</td>\n",
       "      <td>1857,1220.1</td>\n",
       "      <td>Miscellaneous number: 416 (paper label attache...</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",
       "      <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>9301</th>\n",
       "      <td>https://media.britishmuseum.org/media/Reposito...</td>\n",
       "      <td>vessel-fitting; lekane</td>\n",
       "      <td>1886,0401.1218</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Chian pottery plastic head, originally attache...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1886</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Excavated 1884-1885.</td>\n",
       "      <td>Greek and Roman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1886,0401.1218</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9302</th>\n",
       "      <td>https://media.britishmuseum.org/media/Reposito...</td>\n",
       "      <td>vessel-fitting; lid</td>\n",
       "      <td>1886,0401.1429</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Plastic double head of Chian, probably black-f...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1886</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Excavated 1884-1885.</td>\n",
       "      <td>Greek and Roman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1886,0401.1429</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9304</th>\n",
       "      <td>https://media.britishmuseum.org/media/Reposito...</td>\n",
       "      <td>volute krater</td>\n",
       "      <td>1924,1201.41</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Volute handle and rim sherd (consisting of 3 f...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Greek and Roman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1924,1201.41</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9310</th>\n",
       "      <td>https://media.britishmuseum.org/media/Reposito...</td>\n",
       "      <td>volute krater</td>\n",
       "      <td>1924,1201.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sherd (mended from two fragments) of Laconian ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Greek and Roman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1924,1201.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9317</th>\n",
       "      <td>https://media.britishmuseum.org/media/Reposito...</td>\n",
       "      <td>wall-painting</td>\n",
       "      <td>1886,0401.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Stucco wall fragment, with marks of pointed to...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1886</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Greek and Roman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1886,0401.67</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>19570 rows × 47 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  Image  \\\n",
       "0     https://media.britishmuseum.org/media/Reposito...   \n",
       "1     https://media.britishmuseum.org/media/Reposito...   \n",
       "2     https://media.britishmuseum.org/media/Reposito...   \n",
       "7     https://media.britishmuseum.org/media/Reposito...   \n",
       "8     https://media.britishmuseum.org/media/Reposito...   \n",
       "...                                                 ...   \n",
       "9301  https://media.britishmuseum.org/media/Reposito...   \n",
       "9302  https://media.britishmuseum.org/media/Reposito...   \n",
       "9304  https://media.britishmuseum.org/media/Reposito...   \n",
       "9310  https://media.britishmuseum.org/media/Reposito...   \n",
       "9317  https://media.britishmuseum.org/media/Reposito...   \n",
       "\n",
       "                 Object type   Museum number Title Denomination  Escapement  \\\n",
       "0             acorn lekythos   1888,0601.716   NaN          NaN         NaN   \n",
       "1                 acroterion    1886,0401.45   NaN          NaN         NaN   \n",
       "2                 acroterion  1886,0401.1215   NaN          NaN         NaN   \n",
       "7                 alabastron   1894,1101.213   NaN          NaN         NaN   \n",
       "8                 alabastron          132114   NaN          NaN         NaN   \n",
       "...                      ...             ...   ...          ...         ...   \n",
       "9301  vessel-fitting; lekane  1886,0401.1218   NaN          NaN         NaN   \n",
       "9302     vessel-fitting; lid  1886,0401.1429   NaN          NaN         NaN   \n",
       "9304           volute krater    1924,1201.41   NaN          NaN         NaN   \n",
       "9310           volute krater    1924,1201.40   NaN          NaN         NaN   \n",
       "9317           wall-painting    1886,0401.67   NaN          NaN         NaN   \n",
       "\n",
       "                                            Description Producer name  \\\n",
       "0     Attic red-figured pottery acorn lekythos, rest...           NaN   \n",
       "1     Fragment of a marble corner palmetto with bird...           NaN   \n",
       "2     Fragment of a marble acroterion palmetto. Two ...           NaN   \n",
       "7     Core-formed glass alabastron.\\r\\nOpaque orange...           NaN   \n",
       "8     Large baggy alabastron of horizontal banded, t...           NaN   \n",
       "...                                                 ...           ...   \n",
       "9301  Chian pottery plastic head, originally attache...           NaN   \n",
       "9302  Plastic double head of Chian, probably black-f...           NaN   \n",
       "9304  Volute handle and rim sherd (consisting of 3 f...           NaN   \n",
       "9310  Sherd (mended from two fragments) of Laconian ...           NaN   \n",
       "9317  Stucco wall fragment, with marks of pointed to...           NaN   \n",
       "\n",
       "      School/style State  ... Acq date Acq notes (acq)       Acq notes (exc)  \\\n",
       "0              NaN   NaN  ...     1888             NaN  Excavated 1885-1886.   \n",
       "1              NaN   NaN  ...      NaN             NaN                   NaN   \n",
       "2              NaN   NaN  ...     1886             NaN                   NaN   \n",
       "7              NaN   NaN  ...     1894             NaN                   NaN   \n",
       "8              NaN   NaN  ...     1857             NaN                   NaN   \n",
       "...            ...   ...  ...      ...             ...                   ...   \n",
       "9301           NaN   NaN  ...     1886             NaN  Excavated 1884-1885.   \n",
       "9302           NaN   NaN  ...     1886             NaN  Excavated 1884-1885.   \n",
       "9304           NaN   NaN  ...      NaN             NaN                   NaN   \n",
       "9310           NaN   NaN  ...      NaN             NaN                   NaN   \n",
       "9317           NaN   NaN  ...     1886             NaN                   NaN   \n",
       "\n",
       "                 Dept BM/Big number      Reg number  \\\n",
       "0     Greek and Roman           NaN   1888,0601.716   \n",
       "1     Greek and Roman           NaN    1886,0401.45   \n",
       "2     Greek and Roman           NaN  1886,0401.1215   \n",
       "7     Greek and Roman           NaN   1894,1101.213   \n",
       "8         Middle East        132114     1857,1220.1   \n",
       "...               ...           ...             ...   \n",
       "9301  Greek and Roman           NaN  1886,0401.1218   \n",
       "9302  Greek and Roman           NaN  1886,0401.1429   \n",
       "9304  Greek and Roman           NaN    1924,1201.41   \n",
       "9310  Greek and Roman           NaN    1924,1201.40   \n",
       "9317  Greek and Roman           NaN    1886,0401.67   \n",
       "\n",
       "                                                Add ids Cat no  \\\n",
       "0                                                   NaN    NaN   \n",
       "1                                                   NaN    NaN   \n",
       "2                    Miscellaneous number: 1886,0401.44    NaN   \n",
       "7        Miscellaneous number: DBH.0056 (Harden number)    NaN   \n",
       "8     Miscellaneous number: 416 (paper label attache...    NaN   \n",
       "...                                                 ...    ...   \n",
       "9301                                                NaN    NaN   \n",
       "9302                                                NaN    NaN   \n",
       "9304                                                NaN    NaN   \n",
       "9310                                                NaN    NaN   \n",
       "9317                                                NaN    NaN   \n",
       "\n",
       "     Banknote serial number Joined objects  \n",
       "0                       NaN            NaN  \n",
       "1                       NaN            NaN  \n",
       "2                       NaN            NaN  \n",
       "7                       NaN            NaN  \n",
       "8                       NaN            NaN  \n",
       "...                     ...            ...  \n",
       "9301                    NaN            NaN  \n",
       "9302                    NaN            NaN  \n",
       "9304                    NaN            NaN  \n",
       "9310                    NaN            NaN  \n",
       "9317                    NaN            NaN  \n",
       "\n",
       "[19570 rows x 47 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "region_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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