CCLAMP_Directed_Network_Notebook.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8f5e1321",
   "metadata": {},
   "source": [
    "# Network analysis CCLAMP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9916216b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#import packages\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import networkx as nx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "18d8a0c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read metadata file with the authors\n",
    "metadata_df = pd.read_csv(\"C-CLAMP_metadata_gender.txt\", sep=\"\\t\", encoding='utf-8')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "adfdf27a",
   "metadata": {},
   "source": [
    "# Create list of authors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "85f9ccec",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                      Author\n",
      "0             't Haakstertje\n",
      "1                   A. Aerts\n",
      "2           A. Agnes Sneller\n",
      "3                 A. Alberts\n",
      "4                    A. Ampe\n",
      "...                      ...\n",
      "10519           van der Veur\n",
      "10520    zuster Maria Jozefa\n",
      "10521            Ágnes Roboz\n",
      "10522  Émile O.J.J.G. Lousse\n",
      "10523        Émile Verhaeren\n",
      "\n",
      "[10524 rows x 1 columns]\n"
     ]
    }
   ],
   "source": [
    "# Create list of all the authors\n",
    "import re\n",
    "from itertools import chain\n",
    "\n",
    "# Use str.split to split the strings and explode to create separate rows\n",
    "df_cleaned = metadata_df['Author'].str.split(';', expand=True).stack()\n",
    "\n",
    "# Reset index to clean up\n",
    "df_cleaned = df_cleaned.reset_index(drop=True)\n",
    "\n",
    "# Drop missing values\n",
    "df_cleaned = df_cleaned.dropna()\n",
    "\n",
    "# Remove duplicates\n",
    "df_cleaned = df_cleaned.drop_duplicates()\n",
    "\n",
    "# Sort the values\n",
    "df_cleaned = df_cleaned.sort_values().reset_index(drop=True)\n",
    "\n",
    "# Create a new DataFrame for the authors\n",
    "Author_df = pd.DataFrame({'Author': df_cleaned})\n",
    "\n",
    "print(Author_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f71ca08a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# save author list\n",
    "Author_df.to_csv(\"author_list.txt\", index=False, sep='\\t', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5a1ab9b4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   Author              DOB\n",
      "0                     NaN              NaN\n",
      "1            Jan Engelman      7 juni 1900\n",
      "2             Willem Maas    28 april 1897\n",
      "3            Joep Nicolas   6 oktober 1897\n",
      "5           Albert Helman  7 november 1903\n",
      "...                   ...              ...\n",
      "62928        A. De Geyter       20ste eeuw\n",
      "62929            J. Hoing       20ste eeuw\n",
      "62930       Flor Kielbaey       20ste eeuw\n",
      "62931  Hendrik Imberechts    13 april 1922\n",
      "62932            H. Aerts       20ste eeuw\n",
      "\n",
      "[8798 rows x 2 columns]\n"
     ]
    }
   ],
   "source": [
    "# make list of all authors and their birth dates\n",
    "\n",
    "# Select Author and DOB\n",
    "metadata = metadata_df[['Author', 'DOB']]\n",
    "\n",
    "# Flatten the dataframe\n",
    "flattened_data = []\n",
    "\n",
    "for index, row in metadata.iterrows():\n",
    "    authors = str(row['Author']).split('; ')\n",
    "    dobs = str(row['DOB']).split('; ')\n",
    "    \n",
    "    for author, dob in zip(authors, dobs):\n",
    "        flattened_data.append({'Author': author, 'DOB': dob})\n",
    "\n",
    "flattened_df = pd.DataFrame(flattened_data)\n",
    "\n",
    "# Replace 'NA' or 'nan' with NaN\n",
    "flattened_df.replace(['NA', 'nan'], np.nan, inplace=True)\n",
    "\n",
    "# Remove duplicate rows\n",
    "authors_dob_df = flattened_df.drop_duplicates()\n",
    "\n",
    "# Display the flattened dataframe\n",
    "print(authors_dob_df)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c27c31d7",
   "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>Author</th>\n",
       "      <th>DOB</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>7 juni 1900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Willem Maas</td>\n",
       "      <td>28 april 1897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Joep Nicolas</td>\n",
       "      <td>6 oktober 1897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Albert Helman</td>\n",
       "      <td>7 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Willem Nieuwenhuis</td>\n",
       "      <td>1886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Karel van den Oever</td>\n",
       "      <td>19 november 1879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Wies Moens</td>\n",
       "      <td>28 januari 1898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Eduard A. Serrarens</td>\n",
       "      <td>27 december 1895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>20 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>17 augustus 1876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Albert Kuyle</td>\n",
       "      <td>17 februari 1904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>L.J.M. Feber</td>\n",
       "      <td>24 april 1885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>G.P.M. Knuvelder</td>\n",
       "      <td>25 januari 1902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>M. Bruna</td>\n",
       "      <td>30 januari 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Bernard Verhoeven</td>\n",
       "      <td>29 april 1897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Adr. E. Maas</td>\n",
       "      <td>6 januari 1817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Marnix Gijsen</td>\n",
       "      <td>20 oktober 1899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Ed. Hoornik</td>\n",
       "      <td>9 maart 1910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Gerard Bruning</td>\n",
       "      <td>18 februari 1898</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Author               DOB\n",
       "0                   NaN               NaN\n",
       "1          Jan Engelman       7 juni 1900\n",
       "2           Willem Maas     28 april 1897\n",
       "3          Joep Nicolas    6 oktober 1897\n",
       "5         Albert Helman   7 november 1903\n",
       "6    Willem Nieuwenhuis              1886\n",
       "7   Karel van den Oever  19 november 1879\n",
       "9            Wies Moens   28 januari 1898\n",
       "10  Eduard A. Serrarens  27 december 1895\n",
       "11   Henk Kuitenbrouwer  20 november 1903\n",
       "12            Jan Bruna  17 augustus 1876\n",
       "15         Albert Kuyle  17 februari 1904\n",
       "21         L.J.M. Feber     24 april 1885\n",
       "28     G.P.M. Knuvelder   25 januari 1902\n",
       "38             M. Bruna   30 januari 1903\n",
       "44    Bernard Verhoeven     29 april 1897\n",
       "49         Adr. E. Maas    6 januari 1817\n",
       "59        Marnix Gijsen   20 oktober 1899\n",
       "69          Ed. Hoornik      9 maart 1910\n",
       "75       Gerard Bruning  18 februari 1898"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "authors_dob_df.to_csv(\"author_DOB_list.txt\", index=False, sep='\\t', encoding='utf-8')\n",
    "authors_dob_df.head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "99b98a68",
   "metadata": {},
   "source": [
    "# Read files and extract all mentions of authors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0feac837",
   "metadata": {},
   "outputs": [],
   "source": [
    "# read file and extract all mentions of authors\n",
    "import re\n",
    "\n",
    "def find_author_mentions(file_name, full_names_df):\n",
    "    \"\"\"\n",
    "    Finds mentions of authors in a text file.\n",
    "\n",
    "    Args:\n",
    "        file_name (str): The name of the file.\n",
    "        full_names_df (pd.DataFrame): DataFrame with full names.\n",
    "        last_names_df (pd.DataFrame): DataFrame with last names.\n",
    "\n",
    "    Returns:\n",
    "        list: List of author mentions found in the text.\n",
    "    \"\"\"\n",
    "    # read file\n",
    "    with open(file_name, 'r', encoding='utf-8') as file:\n",
    "        text_content = file.read()\n",
    "    \n",
    "    # extract mentions\n",
    "    author_mentions = []\n",
    "    \n",
    "    full_name_column = full_names_df.columns[0]\n",
    "    \n",
    "    for index, row in full_names_df.iterrows():\n",
    "        full_name = row[full_name_column]\n",
    "        if full_name in text_content:\n",
    "            author_mentions.append(full_name)\n",
    "    \n",
    "    # clean the mentions\n",
    "    author_mentions = list(set(author_mentions))\n",
    "    \n",
    "    # return the mentions\n",
    "    return author_mentions\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "565ffd6c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Processing Files: 100%|████████████████████████████████████████████████████████| 40048/40048 [9:35:31<00:00,  1.16it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               File             Mentions\n",
      "0        GEM_1925_3         Joep Nicolas\n",
      "1        GEM_1925_5   Hendrik Andriessen\n",
      "2        GEM_1925_6   Willem Nieuwenhuis\n",
      "3        GEM_1925_7  Karel van den Oever\n",
      "4        GEM_1925_9           Wies Moens\n",
      "...             ...                  ...\n",
      "138371  STR_1947_99             Henricus\n",
      "138372  STR_1947_99           M. Huybens\n",
      "138373  STR_1947_99             R. Leijs\n",
      "138374  STR_1947_99                 Léon\n",
      "138375  STR_1947_99             Horatius\n",
      "\n",
      "[138376 rows x 2 columns]\n"
     ]
    }
   ],
   "source": [
    "# Exract all the mentions from the whole corpus\n",
    "from tqdm import tqdm\n",
    "import os\n",
    "\n",
    "# Create an empty DataFrame to store mentions\n",
    "mentions_df = pd.DataFrame()\n",
    "\n",
    "# Filter files with authors\n",
    "files_with_authors = metadata_df[metadata_df['Author'].notna()]\n",
    "\n",
    "# Define the total number of iterations (filtered files)\n",
    "total_iterations = len(files_with_authors)\n",
    "\n",
    "# Get the current working directory\n",
    "current_directory = os.getcwd()\n",
    "\n",
    "# Define the directory path where the files are located (relative to the script)\n",
    "directory_path = os.path.join(current_directory, 'corpus')\n",
    "\n",
    "# Define the output file path\n",
    "output_file = 'mentions_output.txt'\n",
    "\n",
    "# Loop over each file in the corpus with progress bar\n",
    "for index, row in tqdm(files_with_authors.iterrows(), total=total_iterations, desc=\"Processing Files\"):\n",
    "    file_name = row['File']\n",
    "    file_path = os.path.join(directory_path, f'{file_name}.txt')  # Construct full file path\n",
    "    if os.path.exists(file_path):  # Check if the file exists\n",
    "        authors = find_author_mentions(file_path, Author_df)\n",
    "        if authors:\n",
    "            # Put mentions into a DataFrame\n",
    "            m = {'File': file_name, 'Mentions': authors}\n",
    "            temp_df = pd.DataFrame(m)\n",
    "            mentions_df = pd.concat([mentions_df, temp_df], ignore_index=True)\n",
    "\n",
    "# Print the final DataFrame\n",
    "print(mentions_df)\n",
    "\n",
    "# Write the mentions DataFrame to a .txt file\n",
    "mentions_df.to_csv(output_file, index=False, sep='\\t', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02d98f41",
   "metadata": {},
   "source": [
    "# Add mentions to authors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7bb7e044",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               File             Mentions\n",
      "0        GEM_1925_3         Joep Nicolas\n",
      "1        GEM_1925_5   Hendrik Andriessen\n",
      "2        GEM_1925_6   Willem Nieuwenhuis\n",
      "3        GEM_1925_7  Karel van den Oever\n",
      "4        GEM_1925_9           Wies Moens\n",
      "...             ...                  ...\n",
      "138371  STR_1947_99             Henricus\n",
      "138372  STR_1947_99           M. Huybens\n",
      "138373  STR_1947_99             R. Leijs\n",
      "138374  STR_1947_99                 Léon\n",
      "138375  STR_1947_99             Horatius\n",
      "\n",
      "[138376 rows x 2 columns]\n"
     ]
    }
   ],
   "source": [
    "# read all mentions\n",
    "all_mentions_df = pd.read_csv(\"mentions_output.txt\", sep=\"\\t\", encoding='utf-8')\n",
    "print(all_mentions_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c66b766a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               File             Mentions  Year  \\\n",
      "0        GEM_1925_3         Joep Nicolas  1925   \n",
      "1        GEM_1925_5   Hendrik Andriessen  1925   \n",
      "2        GEM_1925_6   Willem Nieuwenhuis  1925   \n",
      "3        GEM_1925_7  Karel van den Oever  1925   \n",
      "4        GEM_1925_9           Wies Moens  1925   \n",
      "...             ...                  ...   ...   \n",
      "138371  STR_1947_99             Henricus  1947   \n",
      "138372  STR_1947_99           M. Huybens  1947   \n",
      "138373  STR_1947_99             R. Leijs  1947   \n",
      "138374  STR_1947_99                 Léon  1947   \n",
      "138375  STR_1947_99             Horatius  1947   \n",
      "\n",
      "                                                    Title  \\\n",
      "0       Sint Maartensavond Bij een linoleumsnede van J...   \n",
      "1       Is de nieuwe meerstemmige kerkmuziek in Nederl...   \n",
      "2                 Dagelijksch brood en dagelijksch leven.   \n",
      "3                                     In Memoriam Fratris   \n",
      "4                                                 Koraal.   \n",
      "...                                                   ...   \n",
      "138371                                     Boekbespreking   \n",
      "138372                                     Boekbespreking   \n",
      "138373                                     Boekbespreking   \n",
      "138374                                     Boekbespreking   \n",
      "138375                                     Boekbespreking   \n",
      "\n",
      "                                                   Author  \\\n",
      "0                                            Joep Nicolas   \n",
      "1                                           Albert Helman   \n",
      "2                                      Willem Nieuwenhuis   \n",
      "3                                     Karel van den Oever   \n",
      "4                                              Wies Moens   \n",
      "...                                                   ...   \n",
      "138371  Eugenius Druwé; Albert Deblaere; R. Leijs; Pau...   \n",
      "138372  Eugenius Druwé; Albert Deblaere; R. Leijs; Pau...   \n",
      "138373  Eugenius Druwé; Albert Deblaere; R. Leijs; Pau...   \n",
      "138374  Eugenius Druwé; Albert Deblaere; R. Leijs; Pau...   \n",
      "138375  Eugenius Druwé; Albert Deblaere; R. Leijs; Pau...   \n",
      "\n",
      "                                                      DOB  \\\n",
      "0                                          6 oktober 1897   \n",
      "1                                         7 november 1903   \n",
      "2                                                    1886   \n",
      "3                                        19 november 1879   \n",
      "4                                         28 januari 1898   \n",
      "...                                                   ...   \n",
      "138371  19de eeuw; 1916; 20ste eeuw; 1916; 20ste eeuw;...   \n",
      "138372  19de eeuw; 1916; 20ste eeuw; 1916; 20ste eeuw;...   \n",
      "138373  19de eeuw; 1916; 20ste eeuw; 1916; 20ste eeuw;...   \n",
      "138374  19de eeuw; 1916; 20ste eeuw; 1916; 20ste eeuw;...   \n",
      "138375  19de eeuw; 1916; 20ste eeuw; 1916; 20ste eeuw;...   \n",
      "\n",
      "                                POB  \\\n",
      "0                               NaN   \n",
      "1                        Paramaribo   \n",
      "2                               NaN   \n",
      "3                         Antwerpen   \n",
      "4       Sint-Gillis-Bij-Dendermonde   \n",
      "...                             ...   \n",
      "138371                          NaN   \n",
      "138372                          NaN   \n",
      "138373                          NaN   \n",
      "138374                          NaN   \n",
      "138375                          NaN   \n",
      "\n",
      "                                                      DOD        POD  \\\n",
      "0                                            25 juli 1972      Steyl   \n",
      "1                                            10 juli 1996  Amsterdam   \n",
      "2                                                    1935        NaN   \n",
      "3                                          6 oktober 1926  Antwerpen   \n",
      "4                                         5 februari 1982     Geleen   \n",
      "...                                                   ...        ...   \n",
      "138371  NA; 1994; NA; NA; NA; 1961; NA; 27 maart 1984;...        NaN   \n",
      "138372  NA; 1994; NA; NA; NA; 1961; NA; 27 maart 1984;...        NaN   \n",
      "138373  NA; 1994; NA; NA; NA; 1961; NA; 27 maart 1984;...        NaN   \n",
      "138374  NA; 1994; NA; NA; NA; 1961; NA; 27 maart 1984;...        NaN   \n",
      "138375  NA; 1994; NA; NA; NA; 1961; NA; 27 maart 1984;...        NaN   \n",
      "\n",
      "                                                     Link Gender  \n",
      "0       https://www.dbnl.org/auteurs/auteur.php?id=nic...   male  \n",
      "1       https://www.dbnl.org/auteurs/auteur.php?id=hel...   male  \n",
      "2       https://www.dbnl.org/auteurs/auteur.php?id=nie...   male  \n",
      "3       https://www.dbnl.org/auteurs/auteur.php?id=oev...   male  \n",
      "4       https://www.dbnl.org/auteurs/auteur.php?id=moe...   male  \n",
      "...                                                   ...    ...  \n",
      "138371  https://www.dbnl.org/auteurs/auteur.php?id=dru...  mixed  \n",
      "138372  https://www.dbnl.org/auteurs/auteur.php?id=dru...  mixed  \n",
      "138373  https://www.dbnl.org/auteurs/auteur.php?id=dru...  mixed  \n",
      "138374  https://www.dbnl.org/auteurs/auteur.php?id=dru...  mixed  \n",
      "138375  https://www.dbnl.org/auteurs/auteur.php?id=dru...  mixed  \n",
      "\n",
      "[138376 rows x 11 columns]\n"
     ]
    }
   ],
   "source": [
    "# Merge all_mentions_df and metadata_df\n",
    "mentions_and_authors_df = pd.merge(all_mentions_df, metadata_df, on='File', how='inner')  # 'inner' means keep only common rows\n",
    "\n",
    "print(mentions_and_authors_df)\n",
    "\n",
    "# save output\n",
    "mentions_and_authors_df.to_csv(\"mentions_and_authors.txt\", index=False, sep='\\t', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "521beb55",
   "metadata": {},
   "source": [
    "# Create network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0425bdc4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\u0149275\\AppData\\Local\\Temp\\ipykernel_13100\\448864839.py:17: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_filtered['Author Combinations'] = df_filtered.apply(get_author_combinations, axis=1)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   Target              Source\n",
      "0            Jan Engelman         Willem Maas\n",
      "1      Henk Kuitenbrouwer           Jan Bruna\n",
      "2            Jan Engelman         Willem Maas\n",
      "3            Jan Engelman        Albert Kuyle\n",
      "4            Jan Engelman           Jan Bruna\n",
      "...                   ...                 ...\n",
      "30957            J. Hoing  Hendrik Imberechts\n",
      "30958            J. Hoing            H. Aerts\n",
      "30959       Flor Kielbaey  Hendrik Imberechts\n",
      "30960       Flor Kielbaey            H. Aerts\n",
      "30961  Hendrik Imberechts            H. Aerts\n",
      "\n",
      "[30962 rows x 2 columns]\n",
      "                   Source              Target\n",
      "0            Jan Engelman         Willem Maas\n",
      "1      Henk Kuitenbrouwer           Jan Bruna\n",
      "2            Jan Engelman         Willem Maas\n",
      "3            Jan Engelman        Albert Kuyle\n",
      "4            Jan Engelman           Jan Bruna\n",
      "...                   ...                 ...\n",
      "30957            J. Hoing  Hendrik Imberechts\n",
      "30958            J. Hoing            H. Aerts\n",
      "30959       Flor Kielbaey  Hendrik Imberechts\n",
      "30960       Flor Kielbaey            H. Aerts\n",
      "30961  Hendrik Imberechts            H. Aerts\n",
      "\n",
      "[30962 rows x 2 columns]\n"
     ]
    }
   ],
   "source": [
    "# create coauthor x coauthor pairs\n",
    "\n",
    "from itertools import combinations\n",
    "\n",
    "# Create coauthors_df\n",
    "coauthors_df = metadata_df[['Author']].copy()\n",
    "\n",
    "# Filter out rows with only 1 author\n",
    "df_filtered = coauthors_df[coauthors_df['Author'].str.count(';') > 0]\n",
    "\n",
    "# Function to get combinations of authors\n",
    "def get_author_combinations(row):\n",
    "    authors = row['Author'].split('; ')\n",
    "    return list(combinations(authors, 2))  # Change the number inside combinations() for different combinations\n",
    "\n",
    "# Apply the function to each row: this will create a new column 'Author Combinations' with a list of combinations for each row\n",
    "df_filtered['Author Combinations'] = df_filtered.apply(get_author_combinations, axis=1)\n",
    "\n",
    "# Create an empty list to store the combinations\n",
    "combinations_list = []\n",
    "\n",
    "# Iterate through each row and extract combinations\n",
    "for _, row in df_filtered.iterrows():\n",
    "    combinations_list.extend(row['Author Combinations'])\n",
    "\n",
    "coauthor_combinations_df = pd.DataFrame(combinations_list, columns=['Target', 'Source'])\n",
    "coauthor_combinations_reverse_df = pd.DataFrame(combinations_list, columns=['Source', 'Target'])\n",
    "print(coauthor_combinations_df)\n",
    "print(coauthor_combinations_reverse_df)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "109f3e46",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               File             Mentions  Year  \\\n",
      "0        GEM_1925_3         Joep Nicolas  1925   \n",
      "1        GEM_1925_5   Hendrik Andriessen  1925   \n",
      "2        GEM_1925_6   Willem Nieuwenhuis  1925   \n",
      "3        GEM_1925_7  Karel van den Oever  1925   \n",
      "4        GEM_1925_9           Wies Moens  1925   \n",
      "...             ...                  ...   ...   \n",
      "138375  STR_1947_99             Horatius  1947   \n",
      "138375  STR_1947_99             Horatius  1947   \n",
      "138375  STR_1947_99             Horatius  1947   \n",
      "138375  STR_1947_99             Horatius  1947   \n",
      "138375  STR_1947_99             Horatius  1947   \n",
      "\n",
      "                                                    Title  \\\n",
      "0       Sint Maartensavond Bij een linoleumsnede van J...   \n",
      "1       Is de nieuwe meerstemmige kerkmuziek in Nederl...   \n",
      "2                 Dagelijksch brood en dagelijksch leven.   \n",
      "3                                     In Memoriam Fratris   \n",
      "4                                                 Koraal.   \n",
      "...                                                   ...   \n",
      "138375                                     Boekbespreking   \n",
      "138375                                     Boekbespreking   \n",
      "138375                                     Boekbespreking   \n",
      "138375                                     Boekbespreking   \n",
      "138375                                     Boekbespreking   \n",
      "\n",
      "                                                      DOB  \\\n",
      "0                                          6 oktober 1897   \n",
      "1                                         7 november 1903   \n",
      "2                                                    1886   \n",
      "3                                        19 november 1879   \n",
      "4                                         28 januari 1898   \n",
      "...                                                   ...   \n",
      "138375  19de eeuw; 1916; 20ste eeuw; 1916; 20ste eeuw;...   \n",
      "138375  19de eeuw; 1916; 20ste eeuw; 1916; 20ste eeuw;...   \n",
      "138375  19de eeuw; 1916; 20ste eeuw; 1916; 20ste eeuw;...   \n",
      "138375  19de eeuw; 1916; 20ste eeuw; 1916; 20ste eeuw;...   \n",
      "138375  19de eeuw; 1916; 20ste eeuw; 1916; 20ste eeuw;...   \n",
      "\n",
      "                                POB  \\\n",
      "0                               NaN   \n",
      "1                        Paramaribo   \n",
      "2                               NaN   \n",
      "3                         Antwerpen   \n",
      "4       Sint-Gillis-Bij-Dendermonde   \n",
      "...                             ...   \n",
      "138375                          NaN   \n",
      "138375                          NaN   \n",
      "138375                          NaN   \n",
      "138375                          NaN   \n",
      "138375                          NaN   \n",
      "\n",
      "                                                      DOD        POD  \\\n",
      "0                                            25 juli 1972      Steyl   \n",
      "1                                            10 juli 1996  Amsterdam   \n",
      "2                                                    1935        NaN   \n",
      "3                                          6 oktober 1926  Antwerpen   \n",
      "4                                         5 februari 1982     Geleen   \n",
      "...                                                   ...        ...   \n",
      "138375  NA; 1994; NA; NA; NA; 1961; NA; 27 maart 1984;...        NaN   \n",
      "138375  NA; 1994; NA; NA; NA; 1961; NA; 27 maart 1984;...        NaN   \n",
      "138375  NA; 1994; NA; NA; NA; 1961; NA; 27 maart 1984;...        NaN   \n",
      "138375  NA; 1994; NA; NA; NA; 1961; NA; 27 maart 1984;...        NaN   \n",
      "138375  NA; 1994; NA; NA; NA; 1961; NA; 27 maart 1984;...        NaN   \n",
      "\n",
      "                                                     Link Gender  \\\n",
      "0       https://www.dbnl.org/auteurs/auteur.php?id=nic...   male   \n",
      "1       https://www.dbnl.org/auteurs/auteur.php?id=hel...   male   \n",
      "2       https://www.dbnl.org/auteurs/auteur.php?id=nie...   male   \n",
      "3       https://www.dbnl.org/auteurs/auteur.php?id=oev...   male   \n",
      "4       https://www.dbnl.org/auteurs/auteur.php?id=moe...   male   \n",
      "...                                                   ...    ...   \n",
      "138375  https://www.dbnl.org/auteurs/auteur.php?id=dru...  mixed   \n",
      "138375  https://www.dbnl.org/auteurs/auteur.php?id=dru...  mixed   \n",
      "138375  https://www.dbnl.org/auteurs/auteur.php?id=dru...  mixed   \n",
      "138375  https://www.dbnl.org/auteurs/auteur.php?id=dru...  mixed   \n",
      "138375  https://www.dbnl.org/auteurs/auteur.php?id=dru...  mixed   \n",
      "\n",
      "                     Author  \n",
      "0              Joep Nicolas  \n",
      "1             Albert Helman  \n",
      "2        Willem Nieuwenhuis  \n",
      "3       Karel van den Oever  \n",
      "4                Wies Moens  \n",
      "...                     ...  \n",
      "138375         A. De Geyter  \n",
      "138375             J. Hoing  \n",
      "138375        Flor Kielbaey  \n",
      "138375   Hendrik Imberechts  \n",
      "138375             H. Aerts  \n",
      "\n",
      "[261640 rows x 11 columns]\n"
     ]
    }
   ],
   "source": [
    "# Create mention x author pairs \n",
    "\n",
    "# Splitting authors column\n",
    "authors_split = mentions_and_authors_df['Author'].str.split('; ', expand=True).stack()\n",
    "\n",
    "# Dropping the original authors column\n",
    "mentions_and_authors_df.drop('Author', axis=1, inplace=True)\n",
    "\n",
    "# Restoring the index alignment\n",
    "authors_split.index = authors_split.index.droplevel(1)\n",
    "\n",
    "# Combining the DataFrame with split authors and original DataFrame\n",
    "mentions_and_authors_df = mentions_and_authors_df.join(authors_split.rename('Author'))\n",
    "\n",
    "print(mentions_and_authors_df)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "db365a32",
   "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>Target</th>\n",
       "      <th>Source</th>\n",
       "      <th>Weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Hendrik Andriessen</td>\n",
       "      <td>Albert Helman</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Henri Bruning</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Henri Bruning</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Joep Nicolas</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Joep Nicolas</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Albert Kuyle</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Albert Kuyle</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Albe</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Albe</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Carel Scharten</td>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Carel Scharten</td>\n",
       "      <td>Willem Maas</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Carel Scharten</td>\n",
       "      <td>Albert Kuyle</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Carel Scharten</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Carel Scharten</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Frans Coenen</td>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Frans Coenen</td>\n",
       "      <td>Willem Maas</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Frans Coenen</td>\n",
       "      <td>Albert Kuyle</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Frans Coenen</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Frans Coenen</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Herman Robbers</td>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Herman Robbers</td>\n",
       "      <td>Willem Maas</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Herman Robbers</td>\n",
       "      <td>Albert Kuyle</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Herman Robbers</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Herman Robbers</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Roel Houwink</td>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Roel Houwink</td>\n",
       "      <td>Willem Maas</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Roel Houwink</td>\n",
       "      <td>Albert Kuyle</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Roel Houwink</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Roel Houwink</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Dirk Coster</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Dirk Coster</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Dirk Coster</td>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>F. Bordewijk</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>F. Bordewijk</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>F. Bordewijk</td>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Albert Plasschaert</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Albert Plasschaert</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Albert Plasschaert</td>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Erich Wichman</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Erich Wichman</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Erich Wichman</td>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>L.J.M. Feber</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>L.J.M. Feber</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>L.J.M. Feber</td>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Willem Pijper</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Willem Pijper</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Willem Pijper</td>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Albe</td>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Frederik van Eeden</td>\n",
       "      <td>L.J.M. Feber</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Albe</td>\n",
       "      <td>Willem Maas</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Target              Source  Weight\n",
       "0   Hendrik Andriessen       Albert Helman       3\n",
       "1        Henri Bruning  Henk Kuitenbrouwer      12\n",
       "2        Henri Bruning           Jan Bruna       3\n",
       "3         Joep Nicolas  Henk Kuitenbrouwer       3\n",
       "4         Joep Nicolas           Jan Bruna       2\n",
       "5         Albert Kuyle  Henk Kuitenbrouwer      37\n",
       "6         Albert Kuyle           Jan Bruna       3\n",
       "7                 Albe  Henk Kuitenbrouwer      25\n",
       "8                 Albe           Jan Bruna       2\n",
       "9       Carel Scharten        Jan Engelman       2\n",
       "10      Carel Scharten         Willem Maas       1\n",
       "11      Carel Scharten        Albert Kuyle       1\n",
       "12      Carel Scharten           Jan Bruna       1\n",
       "13      Carel Scharten  Henk Kuitenbrouwer       2\n",
       "14        Frans Coenen        Jan Engelman       1\n",
       "15        Frans Coenen         Willem Maas       1\n",
       "16        Frans Coenen        Albert Kuyle       1\n",
       "17        Frans Coenen           Jan Bruna       1\n",
       "18        Frans Coenen  Henk Kuitenbrouwer       1\n",
       "19      Herman Robbers        Jan Engelman       2\n",
       "20      Herman Robbers         Willem Maas       1\n",
       "21      Herman Robbers        Albert Kuyle       3\n",
       "22      Herman Robbers           Jan Bruna       1\n",
       "23      Herman Robbers  Henk Kuitenbrouwer       1\n",
       "24        Roel Houwink        Jan Engelman       4\n",
       "25        Roel Houwink         Willem Maas       1\n",
       "26        Roel Houwink        Albert Kuyle       2\n",
       "27        Roel Houwink           Jan Bruna       1\n",
       "28        Roel Houwink  Henk Kuitenbrouwer       2\n",
       "29         Dirk Coster  Henk Kuitenbrouwer      11\n",
       "30         Dirk Coster           Jan Bruna       3\n",
       "31         Dirk Coster        Jan Engelman      13\n",
       "32        F. Bordewijk  Henk Kuitenbrouwer       1\n",
       "33        F. Bordewijk           Jan Bruna       1\n",
       "34        F. Bordewijk        Jan Engelman       1\n",
       "35  Albert Plasschaert  Henk Kuitenbrouwer       1\n",
       "36  Albert Plasschaert           Jan Bruna       1\n",
       "37  Albert Plasschaert        Jan Engelman       4\n",
       "38       Erich Wichman  Henk Kuitenbrouwer       3\n",
       "39       Erich Wichman           Jan Bruna       2\n",
       "40       Erich Wichman        Jan Engelman       6\n",
       "41        L.J.M. Feber  Henk Kuitenbrouwer       1\n",
       "42        L.J.M. Feber           Jan Bruna       1\n",
       "43        L.J.M. Feber        Jan Engelman       1\n",
       "44       Willem Pijper  Henk Kuitenbrouwer       2\n",
       "45       Willem Pijper           Jan Bruna       1\n",
       "46       Willem Pijper        Jan Engelman       5\n",
       "47                Albe        Jan Engelman      27\n",
       "48  Frederik van Eeden        L.J.M. Feber       1\n",
       "49                Albe         Willem Maas       2"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create dataframe pairs_df with only the authors and the mentions\n",
    "pairs_df = mentions_and_authors_df[['Mentions', 'Author']]\n",
    "\n",
    "# Rename to target and source\n",
    "pairs_df = pairs_df.rename(columns={'Mentions': 'Target', 'Author': 'Source'})\n",
    "\n",
    "# Remove rows where mention and author have the same value\n",
    "pairs_df = pairs_df[pairs_df['Source'] != pairs_df['Target']]\n",
    "\n",
    "# Add the coauthors\n",
    "pairs_df = pd.concat([pairs_df, coauthor_combinations_df], ignore_index=True)\n",
    "pairs_df = pd.concat([pairs_df, coauthor_combinations_reverse_df], ignore_index=True)\n",
    "\n",
    "# replace name of specific author\n",
    "pairs_df['Target'] = pairs_df['Target'].replace('Suze la Chapelle-Roobol', 'Suze La Chapelle-Roobol')\n",
    "pairs_df['Source'] = pairs_df['Source'].replace('Suze la Chapelle-Roobol', 'Suze La Chapelle-Roobol')\n",
    "\n",
    "# Initialize weights based on direction\n",
    "pairs_df['Weight'] = 1\n",
    "\n",
    "# Increment weights for mentions as targets\n",
    "pairs_df.loc[pairs_df['Source'] == pairs_df['Target'], 'Weight'] += 1\n",
    "\n",
    "# Identify duplications\n",
    "pairs_df = pairs_df.groupby(['Target', 'Source'], sort=False, as_index=False)['Weight'].sum()\n",
    "\n",
    "pairs_df.head(50)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b922075",
   "metadata": {},
   "source": [
    "# Add birth dates of the targets to the dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bbec907e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                    Target              Source  Weight         Target_DOB  \\\n",
      "0       Hendrik Andriessen       Albert Helman       3  17 september 1892   \n",
      "1            Henri Bruning  Henk Kuitenbrouwer      12       10 juli 1900   \n",
      "2            Henri Bruning           Jan Bruna       3       10 juli 1900   \n",
      "3             Joep Nicolas  Henk Kuitenbrouwer       3     6 oktober 1897   \n",
      "4             Joep Nicolas           Jan Bruna       2     6 oktober 1897   \n",
      "...                    ...                 ...     ...                ...   \n",
      "170956       Flor Kielbaey        A. De Geyter       1         20ste eeuw   \n",
      "170957  Hendrik Imberechts        A. De Geyter       1      13 april 1922   \n",
      "170958       Flor Kielbaey            J. Hoing       1         20ste eeuw   \n",
      "170959  Hendrik Imberechts            J. Hoing       1      13 april 1922   \n",
      "170960  Hendrik Imberechts       Flor Kielbaey       1      13 april 1922   \n",
      "\n",
      "              Source_DOB  \n",
      "0        7 november 1903  \n",
      "1       20 november 1903  \n",
      "2       17 augustus 1876  \n",
      "3       20 november 1903  \n",
      "4       17 augustus 1876  \n",
      "...                  ...  \n",
      "170956        20ste eeuw  \n",
      "170957        20ste eeuw  \n",
      "170958        20ste eeuw  \n",
      "170959        20ste eeuw  \n",
      "170960        20ste eeuw  \n",
      "\n",
      "[170961 rows x 5 columns]\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# Load the authors' DOB data\n",
    "authors_dob_df = pd.read_csv(\"author_DOB_list.txt\", sep=\"\\t\", encoding='utf-8')\n",
    "\n",
    "# First merge: Get Target_DOB by merging on 'Target' (pairs_df) and 'Author' (authors_dob_df)\n",
    "merged_pairs_df = pd.merge(pairs_df, authors_dob_df[['Author', 'DOB']], left_on='Target', right_on='Author', how='left')\n",
    "\n",
    "# Rename the 'DOB' column to 'Target_DOB' for clarity\n",
    "merged_pairs_df = merged_pairs_df.rename(columns={'DOB': 'Target_DOB'})\n",
    "\n",
    "# Second merge: Get Source_DOB by merging on 'Source' (pairs_df) and 'Author' (authors_dob_df)\n",
    "merged_pairs_df = pd.merge(merged_pairs_df, authors_dob_df[['Author', 'DOB']], left_on='Source', right_on='Author', how='left')\n",
    "\n",
    "# Rename the 'DOB' column from the second merge to 'Source_DOB'\n",
    "merged_pairs_df = merged_pairs_df.rename(columns={'DOB': 'Source_DOB'})\n",
    "\n",
    "# Drop the 'Author' columns (from both merges) as they are no longer needed\n",
    "merged_pairs_df = merged_pairs_df.drop(columns=['Author_x', 'Author_y'])\n",
    "\n",
    "# Display the final result\n",
    "print(merged_pairs_df)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "877c9b6e",
   "metadata": {},
   "source": [
    "# Filter the network by Target_DOB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "66121368",
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "import pandas as pd\n",
    "\n",
    "# Identify rows to drop\n",
    "rows_to_drop = []\n",
    "\n",
    "# Iterate over the DataFrame\n",
    "for index, row in merged_pairs_df.iterrows():\n",
    "    dob_value = row['Target_DOB']\n",
    "    \n",
    "    if pd.isna(dob_value):\n",
    "        # Skip rows with NaN values in 'DOB'\n",
    "        continue\n",
    "    \n",
    "    if 'eeuw' in dob_value:\n",
    "        # Extract the century number using a regular expression\n",
    "        century_match = re.search(r'(\\d+)', dob_value)\n",
    "        if century_match:\n",
    "            century = int(century_match.group())\n",
    "            if century >= 18:  # Keep rows for 18th century and later\n",
    "                continue\n",
    "            else:\n",
    "                rows_to_drop.append(index)  # Drop rows for centuries before 18th\n",
    "    elif 'v.Chr.' in dob_value:\n",
    "        # Handle cases with 'v.Chr.' (before Christ)\n",
    "        rows_to_drop.append(index)\n",
    "    else:\n",
    "        # Extract 4-digit years using a regular expression\n",
    "        year_match = re.search(r'(\\d{4})', dob_value)\n",
    "        if year_match:\n",
    "            year = int(year_match.group())\n",
    "            if year >= 1700:\n",
    "                continue  # Keep this row\n",
    "        # Add row index to drop list if no valid year or it's before 1700\n",
    "        rows_to_drop.append(index)\n",
    "\n",
    "# Drop identified rows from the DataFrame\n",
    "merged_pairs_df = merged_pairs_df.drop(rows_to_drop).reset_index(drop=True)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2049dc88",
   "metadata": {},
   "source": [
    "# Filter the network by Source_DOB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ee05f3e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "import pandas as pd\n",
    "\n",
    "# Identify rows to drop\n",
    "rows_to_drop = []\n",
    "\n",
    "# Iterate over the DataFrame\n",
    "for index, row in merged_pairs_df.iterrows():\n",
    "    dob_value = row['Source_DOB']\n",
    "    \n",
    "    if pd.isna(dob_value):\n",
    "        # Skip rows with NaN values in 'DOB'\n",
    "        continue\n",
    "    \n",
    "    if 'eeuw' in dob_value:\n",
    "        # Extract the century number using a regular expression\n",
    "        century_match = re.search(r'(\\d+)', dob_value)\n",
    "        if century_match:\n",
    "            century = int(century_match.group())\n",
    "            if century >= 18:  # Keep rows for 18th century and later\n",
    "                continue\n",
    "            else:\n",
    "                rows_to_drop.append(index)  # Drop rows for centuries before 18th\n",
    "    elif 'v.Chr.' in dob_value:\n",
    "        # Handle cases with 'v.Chr.' (before Christ)\n",
    "        rows_to_drop.append(index)\n",
    "    else:\n",
    "        # Extract 4-digit years using a regular expression\n",
    "        year_match = re.search(r'(\\d{4})', dob_value)\n",
    "        if year_match:\n",
    "            year = int(year_match.group())\n",
    "            if year >= 1700:\n",
    "                continue  # Keep this row\n",
    "        # Add row index to drop list if no valid year or it's before 1700\n",
    "        rows_to_drop.append(index)\n",
    "\n",
    "# Drop identified rows from the DataFrame\n",
    "merged_pairs_df = merged_pairs_df.drop(rows_to_drop).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "797c3f26",
   "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>Target</th>\n",
       "      <th>Source</th>\n",
       "      <th>Weight</th>\n",
       "      <th>Target_DOB</th>\n",
       "      <th>Source_DOB</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Hendrik Andriessen</td>\n",
       "      <td>Albert Helman</td>\n",
       "      <td>3</td>\n",
       "      <td>17 september 1892</td>\n",
       "      <td>7 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Henri Bruning</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>12</td>\n",
       "      <td>10 juli 1900</td>\n",
       "      <td>20 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Henri Bruning</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>3</td>\n",
       "      <td>10 juli 1900</td>\n",
       "      <td>17 augustus 1876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Joep Nicolas</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>3</td>\n",
       "      <td>6 oktober 1897</td>\n",
       "      <td>20 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Joep Nicolas</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>2</td>\n",
       "      <td>6 oktober 1897</td>\n",
       "      <td>17 augustus 1876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Bernard Verhoeven</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>5</td>\n",
       "      <td>29 april 1897</td>\n",
       "      <td>20 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Leopold</td>\n",
       "      <td>Albert Helman</td>\n",
       "      <td>2</td>\n",
       "      <td>7 september 1860</td>\n",
       "      <td>7 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Leopold</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>1</td>\n",
       "      <td>7 september 1860</td>\n",
       "      <td>17 augustus 1876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Leopold</td>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>8</td>\n",
       "      <td>7 september 1860</td>\n",
       "      <td>7 juni 1900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Leopold</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>4</td>\n",
       "      <td>7 september 1860</td>\n",
       "      <td>20 november 1903</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                Target              Source  Weight         Target_DOB  \\\n",
       "0   Hendrik Andriessen       Albert Helman       3  17 september 1892   \n",
       "1        Henri Bruning  Henk Kuitenbrouwer      12       10 juli 1900   \n",
       "2        Henri Bruning           Jan Bruna       3       10 juli 1900   \n",
       "3         Joep Nicolas  Henk Kuitenbrouwer       3     6 oktober 1897   \n",
       "4         Joep Nicolas           Jan Bruna       2     6 oktober 1897   \n",
       "..                 ...                 ...     ...                ...   \n",
       "95   Bernard Verhoeven  Henk Kuitenbrouwer       5      29 april 1897   \n",
       "96             Leopold       Albert Helman       2   7 september 1860   \n",
       "97             Leopold           Jan Bruna       1   7 september 1860   \n",
       "98             Leopold        Jan Engelman       8   7 september 1860   \n",
       "99             Leopold  Henk Kuitenbrouwer       4   7 september 1860   \n",
       "\n",
       "          Source_DOB  \n",
       "0    7 november 1903  \n",
       "1   20 november 1903  \n",
       "2   17 augustus 1876  \n",
       "3   20 november 1903  \n",
       "4   17 augustus 1876  \n",
       "..               ...  \n",
       "95  20 november 1903  \n",
       "96   7 november 1903  \n",
       "97  17 augustus 1876  \n",
       "98       7 juni 1900  \n",
       "99  20 november 1903  \n",
       "\n",
       "[100 rows x 5 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_pairs_df.head(100)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5fe28404",
   "metadata": {},
   "source": [
    "# Extra filtering step for specific authors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "fbe04347",
   "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>Target</th>\n",
       "      <th>Source</th>\n",
       "      <th>Weight</th>\n",
       "      <th>Target_DOB</th>\n",
       "      <th>Source_DOB</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Hendrik Andriessen</td>\n",
       "      <td>Albert Helman</td>\n",
       "      <td>3</td>\n",
       "      <td>17 september 1892</td>\n",
       "      <td>7 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Henri Bruning</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>12</td>\n",
       "      <td>10 juli 1900</td>\n",
       "      <td>20 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Henri Bruning</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>3</td>\n",
       "      <td>10 juli 1900</td>\n",
       "      <td>17 augustus 1876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Joep Nicolas</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>3</td>\n",
       "      <td>6 oktober 1897</td>\n",
       "      <td>20 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Joep Nicolas</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>2</td>\n",
       "      <td>6 oktober 1897</td>\n",
       "      <td>17 augustus 1876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Albert Kuyle</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>37</td>\n",
       "      <td>17 februari 1904</td>\n",
       "      <td>20 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Albert Kuyle</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>3</td>\n",
       "      <td>17 februari 1904</td>\n",
       "      <td>17 augustus 1876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Albe</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>25</td>\n",
       "      <td>8 juni 1902</td>\n",
       "      <td>20 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Albe</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>2</td>\n",
       "      <td>8 juni 1902</td>\n",
       "      <td>17 augustus 1876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Carel Scharten</td>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>2</td>\n",
       "      <td>14 maart 1878</td>\n",
       "      <td>7 juni 1900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Carel Scharten</td>\n",
       "      <td>Willem Maas</td>\n",
       "      <td>1</td>\n",
       "      <td>14 maart 1878</td>\n",
       "      <td>28 april 1897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Carel Scharten</td>\n",
       "      <td>Albert Kuyle</td>\n",
       "      <td>1</td>\n",
       "      <td>14 maart 1878</td>\n",
       "      <td>17 februari 1904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Carel Scharten</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>1</td>\n",
       "      <td>14 maart 1878</td>\n",
       "      <td>17 augustus 1876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Carel Scharten</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>2</td>\n",
       "      <td>14 maart 1878</td>\n",
       "      <td>20 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Frans Coenen</td>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>1</td>\n",
       "      <td>24 april 1866</td>\n",
       "      <td>7 juni 1900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Frans Coenen</td>\n",
       "      <td>Willem Maas</td>\n",
       "      <td>1</td>\n",
       "      <td>24 april 1866</td>\n",
       "      <td>28 april 1897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Frans Coenen</td>\n",
       "      <td>Albert Kuyle</td>\n",
       "      <td>1</td>\n",
       "      <td>24 april 1866</td>\n",
       "      <td>17 februari 1904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Frans Coenen</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>1</td>\n",
       "      <td>24 april 1866</td>\n",
       "      <td>17 augustus 1876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Frans Coenen</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>1</td>\n",
       "      <td>24 april 1866</td>\n",
       "      <td>20 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Herman Robbers</td>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>2</td>\n",
       "      <td>4 september 1868</td>\n",
       "      <td>7 juni 1900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Herman Robbers</td>\n",
       "      <td>Willem Maas</td>\n",
       "      <td>1</td>\n",
       "      <td>4 september 1868</td>\n",
       "      <td>28 april 1897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Herman Robbers</td>\n",
       "      <td>Albert Kuyle</td>\n",
       "      <td>3</td>\n",
       "      <td>4 september 1868</td>\n",
       "      <td>17 februari 1904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Herman Robbers</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>1</td>\n",
       "      <td>4 september 1868</td>\n",
       "      <td>17 augustus 1876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Herman Robbers</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>1</td>\n",
       "      <td>4 september 1868</td>\n",
       "      <td>20 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Roel Houwink</td>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>4</td>\n",
       "      <td>17 januari 1899</td>\n",
       "      <td>7 juni 1900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Roel Houwink</td>\n",
       "      <td>Willem Maas</td>\n",
       "      <td>1</td>\n",
       "      <td>17 januari 1899</td>\n",
       "      <td>28 april 1897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Roel Houwink</td>\n",
       "      <td>Albert Kuyle</td>\n",
       "      <td>2</td>\n",
       "      <td>17 januari 1899</td>\n",
       "      <td>17 februari 1904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Roel Houwink</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>1</td>\n",
       "      <td>17 januari 1899</td>\n",
       "      <td>17 augustus 1876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Roel Houwink</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>2</td>\n",
       "      <td>17 januari 1899</td>\n",
       "      <td>20 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Dirk Coster</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>11</td>\n",
       "      <td>7 juli 1887</td>\n",
       "      <td>20 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Dirk Coster</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>3</td>\n",
       "      <td>7 juli 1887</td>\n",
       "      <td>17 augustus 1876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Dirk Coster</td>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>13</td>\n",
       "      <td>7 juli 1887</td>\n",
       "      <td>7 juni 1900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>F. Bordewijk</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>1</td>\n",
       "      <td>10 oktober 1884</td>\n",
       "      <td>20 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>F. Bordewijk</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>1</td>\n",
       "      <td>10 oktober 1884</td>\n",
       "      <td>17 augustus 1876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>F. Bordewijk</td>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>1</td>\n",
       "      <td>10 oktober 1884</td>\n",
       "      <td>7 juni 1900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Albert Plasschaert</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>1</td>\n",
       "      <td>1874</td>\n",
       "      <td>20 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Albert Plasschaert</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>1</td>\n",
       "      <td>1874</td>\n",
       "      <td>17 augustus 1876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Albert Plasschaert</td>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>4</td>\n",
       "      <td>1874</td>\n",
       "      <td>7 juni 1900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Erich Wichman</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>3</td>\n",
       "      <td>11 augustus 1890</td>\n",
       "      <td>20 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Erich Wichman</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>2</td>\n",
       "      <td>11 augustus 1890</td>\n",
       "      <td>17 augustus 1876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Erich Wichman</td>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>6</td>\n",
       "      <td>11 augustus 1890</td>\n",
       "      <td>7 juni 1900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>L.J.M. Feber</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>1</td>\n",
       "      <td>24 april 1885</td>\n",
       "      <td>20 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>L.J.M. Feber</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>1</td>\n",
       "      <td>24 april 1885</td>\n",
       "      <td>17 augustus 1876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>L.J.M. Feber</td>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>1</td>\n",
       "      <td>24 april 1885</td>\n",
       "      <td>7 juni 1900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Willem Pijper</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>2</td>\n",
       "      <td>8 september 1894</td>\n",
       "      <td>20 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Willem Pijper</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>1</td>\n",
       "      <td>8 september 1894</td>\n",
       "      <td>17 augustus 1876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Willem Pijper</td>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>5</td>\n",
       "      <td>8 september 1894</td>\n",
       "      <td>7 juni 1900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Albe</td>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>27</td>\n",
       "      <td>8 juni 1902</td>\n",
       "      <td>7 juni 1900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Frederik van Eeden</td>\n",
       "      <td>L.J.M. Feber</td>\n",
       "      <td>1</td>\n",
       "      <td>3 april 1860</td>\n",
       "      <td>24 april 1885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Albe</td>\n",
       "      <td>Willem Maas</td>\n",
       "      <td>2</td>\n",
       "      <td>8 juni 1902</td>\n",
       "      <td>28 april 1897</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Target              Source  Weight         Target_DOB  \\\n",
       "0   Hendrik Andriessen       Albert Helman       3  17 september 1892   \n",
       "1        Henri Bruning  Henk Kuitenbrouwer      12       10 juli 1900   \n",
       "2        Henri Bruning           Jan Bruna       3       10 juli 1900   \n",
       "3         Joep Nicolas  Henk Kuitenbrouwer       3     6 oktober 1897   \n",
       "4         Joep Nicolas           Jan Bruna       2     6 oktober 1897   \n",
       "5         Albert Kuyle  Henk Kuitenbrouwer      37   17 februari 1904   \n",
       "6         Albert Kuyle           Jan Bruna       3   17 februari 1904   \n",
       "7                 Albe  Henk Kuitenbrouwer      25        8 juni 1902   \n",
       "8                 Albe           Jan Bruna       2        8 juni 1902   \n",
       "9       Carel Scharten        Jan Engelman       2      14 maart 1878   \n",
       "10      Carel Scharten         Willem Maas       1      14 maart 1878   \n",
       "11      Carel Scharten        Albert Kuyle       1      14 maart 1878   \n",
       "12      Carel Scharten           Jan Bruna       1      14 maart 1878   \n",
       "13      Carel Scharten  Henk Kuitenbrouwer       2      14 maart 1878   \n",
       "14        Frans Coenen        Jan Engelman       1      24 april 1866   \n",
       "15        Frans Coenen         Willem Maas       1      24 april 1866   \n",
       "16        Frans Coenen        Albert Kuyle       1      24 april 1866   \n",
       "17        Frans Coenen           Jan Bruna       1      24 april 1866   \n",
       "18        Frans Coenen  Henk Kuitenbrouwer       1      24 april 1866   \n",
       "19      Herman Robbers        Jan Engelman       2   4 september 1868   \n",
       "20      Herman Robbers         Willem Maas       1   4 september 1868   \n",
       "21      Herman Robbers        Albert Kuyle       3   4 september 1868   \n",
       "22      Herman Robbers           Jan Bruna       1   4 september 1868   \n",
       "23      Herman Robbers  Henk Kuitenbrouwer       1   4 september 1868   \n",
       "24        Roel Houwink        Jan Engelman       4    17 januari 1899   \n",
       "25        Roel Houwink         Willem Maas       1    17 januari 1899   \n",
       "26        Roel Houwink        Albert Kuyle       2    17 januari 1899   \n",
       "27        Roel Houwink           Jan Bruna       1    17 januari 1899   \n",
       "28        Roel Houwink  Henk Kuitenbrouwer       2    17 januari 1899   \n",
       "29         Dirk Coster  Henk Kuitenbrouwer      11        7 juli 1887   \n",
       "30         Dirk Coster           Jan Bruna       3        7 juli 1887   \n",
       "31         Dirk Coster        Jan Engelman      13        7 juli 1887   \n",
       "32        F. Bordewijk  Henk Kuitenbrouwer       1    10 oktober 1884   \n",
       "33        F. Bordewijk           Jan Bruna       1    10 oktober 1884   \n",
       "34        F. Bordewijk        Jan Engelman       1    10 oktober 1884   \n",
       "35  Albert Plasschaert  Henk Kuitenbrouwer       1               1874   \n",
       "36  Albert Plasschaert           Jan Bruna       1               1874   \n",
       "37  Albert Plasschaert        Jan Engelman       4               1874   \n",
       "38       Erich Wichman  Henk Kuitenbrouwer       3   11 augustus 1890   \n",
       "39       Erich Wichman           Jan Bruna       2   11 augustus 1890   \n",
       "40       Erich Wichman        Jan Engelman       6   11 augustus 1890   \n",
       "41        L.J.M. Feber  Henk Kuitenbrouwer       1      24 april 1885   \n",
       "42        L.J.M. Feber           Jan Bruna       1      24 april 1885   \n",
       "43        L.J.M. Feber        Jan Engelman       1      24 april 1885   \n",
       "44       Willem Pijper  Henk Kuitenbrouwer       2   8 september 1894   \n",
       "45       Willem Pijper           Jan Bruna       1   8 september 1894   \n",
       "46       Willem Pijper        Jan Engelman       5   8 september 1894   \n",
       "47                Albe        Jan Engelman      27        8 juni 1902   \n",
       "48  Frederik van Eeden        L.J.M. Feber       1       3 april 1860   \n",
       "49                Albe         Willem Maas       2        8 juni 1902   \n",
       "\n",
       "          Source_DOB  \n",
       "0    7 november 1903  \n",
       "1   20 november 1903  \n",
       "2   17 augustus 1876  \n",
       "3   20 november 1903  \n",
       "4   17 augustus 1876  \n",
       "5   20 november 1903  \n",
       "6   17 augustus 1876  \n",
       "7   20 november 1903  \n",
       "8   17 augustus 1876  \n",
       "9        7 juni 1900  \n",
       "10     28 april 1897  \n",
       "11  17 februari 1904  \n",
       "12  17 augustus 1876  \n",
       "13  20 november 1903  \n",
       "14       7 juni 1900  \n",
       "15     28 april 1897  \n",
       "16  17 februari 1904  \n",
       "17  17 augustus 1876  \n",
       "18  20 november 1903  \n",
       "19       7 juni 1900  \n",
       "20     28 april 1897  \n",
       "21  17 februari 1904  \n",
       "22  17 augustus 1876  \n",
       "23  20 november 1903  \n",
       "24       7 juni 1900  \n",
       "25     28 april 1897  \n",
       "26  17 februari 1904  \n",
       "27  17 augustus 1876  \n",
       "28  20 november 1903  \n",
       "29  20 november 1903  \n",
       "30  17 augustus 1876  \n",
       "31       7 juni 1900  \n",
       "32  20 november 1903  \n",
       "33  17 augustus 1876  \n",
       "34       7 juni 1900  \n",
       "35  20 november 1903  \n",
       "36  17 augustus 1876  \n",
       "37       7 juni 1900  \n",
       "38  20 november 1903  \n",
       "39  17 augustus 1876  \n",
       "40       7 juni 1900  \n",
       "41  20 november 1903  \n",
       "42  17 augustus 1876  \n",
       "43       7 juni 1900  \n",
       "44  20 november 1903  \n",
       "45  17 augustus 1876  \n",
       "46       7 juni 1900  \n",
       "47       7 juni 1900  \n",
       "48     24 april 1885  \n",
       "49     28 april 1897  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Throw out: Leopold, Peeters, Hubert, Henricus, Ian, Homerus, Horatius, Léon, and the journals\n",
    "\n",
    "filter_list = [\"Leopold\", \"Peeters\", \"Hubert\", \"Henricus\", \"Ian\", \"Homerus\", \"Horatius\", \"Léon\", \"Constantijn\", \"[tijdschrift] Dietsche Warande en Belfort\", \"[tijdschrift] Vaderlandsche Letteroefeningen\", \"[tijdschrift] Van Onzen Tijd\", \"[tijdschrift] Nieuw Vlaams Tijdschrift\", \"[tijdschrift] Ontmoeting\"]\n",
    "\n",
    "# Create a boolean mask for rows to keep\n",
    "mask = ~(merged_pairs_df['Target'].isin(filter_list) | merged_pairs_df['Source'].isin(filter_list))\n",
    "\n",
    "# Apply the mask to keep only the rows that don't match the filter_list\n",
    "filtered_df = merged_pairs_df[mask]\n",
    "\n",
    "filtered_df.head(50)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac4018c5",
   "metadata": {},
   "source": [
    "# Save the network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b781116f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Write the network to a .txt file\n",
    "filtered_df.to_csv(\"CCLAMP_Directed_Network.txt\", index=False, sep='\\t', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ecce9cb",
   "metadata": {},
   "source": [
    "# Read network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e26b3692",
   "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>Target</th>\n",
       "      <th>Source</th>\n",
       "      <th>Weight</th>\n",
       "      <th>Target_DOB</th>\n",
       "      <th>Source_DOB</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Hendrik Andriessen</td>\n",
       "      <td>Albert Helman</td>\n",
       "      <td>3</td>\n",
       "      <td>17 september 1892</td>\n",
       "      <td>7 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Henri Bruning</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>12</td>\n",
       "      <td>10 juli 1900</td>\n",
       "      <td>20 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Henri Bruning</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>3</td>\n",
       "      <td>10 juli 1900</td>\n",
       "      <td>17 augustus 1876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Joep Nicolas</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>3</td>\n",
       "      <td>6 oktober 1897</td>\n",
       "      <td>20 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Joep Nicolas</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>2</td>\n",
       "      <td>6 oktober 1897</td>\n",
       "      <td>17 augustus 1876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Albert Kuyle</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>37</td>\n",
       "      <td>17 februari 1904</td>\n",
       "      <td>20 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Albert Kuyle</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>3</td>\n",
       "      <td>17 februari 1904</td>\n",
       "      <td>17 augustus 1876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Albe</td>\n",
       "      <td>Henk Kuitenbrouwer</td>\n",
       "      <td>25</td>\n",
       "      <td>8 juni 1902</td>\n",
       "      <td>20 november 1903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Albe</td>\n",
       "      <td>Jan Bruna</td>\n",
       "      <td>2</td>\n",
       "      <td>8 juni 1902</td>\n",
       "      <td>17 augustus 1876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Carel Scharten</td>\n",
       "      <td>Jan Engelman</td>\n",
       "      <td>2</td>\n",
       "      <td>14 maart 1878</td>\n",
       "      <td>7 juni 1900</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Target              Source  Weight         Target_DOB  \\\n",
       "0  Hendrik Andriessen       Albert Helman       3  17 september 1892   \n",
       "1       Henri Bruning  Henk Kuitenbrouwer      12       10 juli 1900   \n",
       "2       Henri Bruning           Jan Bruna       3       10 juli 1900   \n",
       "3        Joep Nicolas  Henk Kuitenbrouwer       3     6 oktober 1897   \n",
       "4        Joep Nicolas           Jan Bruna       2     6 oktober 1897   \n",
       "5        Albert Kuyle  Henk Kuitenbrouwer      37   17 februari 1904   \n",
       "6        Albert Kuyle           Jan Bruna       3   17 februari 1904   \n",
       "7                Albe  Henk Kuitenbrouwer      25        8 juni 1902   \n",
       "8                Albe           Jan Bruna       2        8 juni 1902   \n",
       "9      Carel Scharten        Jan Engelman       2      14 maart 1878   \n",
       "\n",
       "         Source_DOB  \n",
       "0   7 november 1903  \n",
       "1  20 november 1903  \n",
       "2  17 augustus 1876  \n",
       "3  20 november 1903  \n",
       "4  17 augustus 1876  \n",
       "5  20 november 1903  \n",
       "6  17 augustus 1876  \n",
       "7  20 november 1903  \n",
       "8  17 augustus 1876  \n",
       "9       7 juni 1900  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# read the network\n",
    "network = pd.read_csv(\"CCLAMP_Directed_Network.txt\", sep=\"\\t\", encoding='utf-8')\n",
    "network.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a0a7ac4e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DiGraph with 7477 nodes and 158330 edges\n"
     ]
    }
   ],
   "source": [
    "# Create a weighted graph\n",
    "G = nx.from_pandas_edgelist(network, \n",
    "                            source = 'Source', \n",
    "                            target = 'Target', \n",
    "                            edge_attr = 'Weight',\n",
    "                            create_using = nx.DiGraph())\n",
    "print(G)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ecaf05c6",
   "metadata": {},
   "source": [
    "# Centrality measures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "7772efbc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Degree Centrality Calculation\n",
    "degree_dict = nx.degree_centrality(G)\n",
    "degree_df = pd.DataFrame.from_dict(degree_dict, orient='index', columns=['centrality'])\n",
    "top_degree_nodes = degree_df.sort_values('centrality', ascending=False).head(30)\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Plot Top 30 Nodes by Degree Centrality\n",
    "ax = top_degree_nodes.plot(kind=\"barh\", figsize=(8, 10), color='#86bf91', zorder=2, width=0.85)\n",
    "\n",
    "# Despine\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['left'].set_visible(False)\n",
    "ax.spines['bottom'].set_visible(False)\n",
    "\n",
    "# Labels and Title\n",
    "ax.set_xlabel(\"Degree Centrality\", labelpad=20, weight='bold', size=12)\n",
    "ax.set_ylabel(\"Author\", labelpad=20, weight='bold', size=12)\n",
    "ax.set_title(\"Top 30 Nodes by Degree Centrality\", size=12, weight='bold')\n",
    "\n",
    "ax.invert_yaxis()  # Reverse the y-axis\n",
    "ax.bar_label(ax.containers[0])  # Add labels to the bars\n",
    "plt.tight_layout()  # Adjust layout\n",
    "ax.legend().set_visible(False)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "d9bb1137",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# In-Degree Centrality Calculation\n",
    "in_degree_dict = nx.in_degree_centrality(G)\n",
    "in_degree_df = pd.DataFrame.from_dict(in_degree_dict, orient='index', columns=['centrality'])\n",
    "top_in_degree_nodes = in_degree_df.sort_values('centrality', ascending=False).head(30)\n",
    "\n",
    "# Plot Top 30 Nodes by In-Degree Centrality\n",
    "ax = top_in_degree_nodes.plot(kind=\"barh\", figsize=(8, 10), color='#86bf91', zorder=2, width=0.85)\n",
    "\n",
    "# Despine\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['left'].set_visible(False)\n",
    "ax.spines['bottom'].set_visible(False)\n",
    "\n",
    "# Labels and Title\n",
    "ax.set_xlabel(\"In-Degree Centrality\", labelpad=20, weight='bold', size=12)\n",
    "ax.set_ylabel(\"Author\", labelpad=20, weight='bold', size=12)\n",
    "ax.set_title(\"Top 30 Nodes by In-Degree Centrality\", size=12, weight='bold')\n",
    "\n",
    "ax.invert_yaxis()  # Reverse the y-axis\n",
    "ax.bar_label(ax.containers[0])  # Add labels to the bars\n",
    "plt.tight_layout()  # Adjust layout\n",
    "ax.legend().set_visible(False)\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d4a2b263",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Out-Degree Centrality Calculation\n",
    "out_degree_dict = nx.out_degree_centrality(G)\n",
    "out_degree_df = pd.DataFrame.from_dict(out_degree_dict, orient='index', columns=['centrality'])\n",
    "top_out_degree_nodes = out_degree_df.sort_values('centrality', ascending=False).head(30)\n",
    "\n",
    "# Plot Top 30 Nodes by Out-Degree Centrality\n",
    "ax = top_out_degree_nodes.plot(kind=\"barh\", figsize=(8, 10), color='#86bf91', zorder=2, width=0.85)\n",
    "\n",
    "# Despine\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['left'].set_visible(False)\n",
    "ax.spines['bottom'].set_visible(False)\n",
    "\n",
    "# Labels and Title\n",
    "ax.set_xlabel(\"Out-Degree Centrality\", labelpad=20, weight='bold', size=12)\n",
    "ax.set_ylabel(\"Author\", labelpad=20, weight='bold', size=12)\n",
    "ax.set_title(\"Top 30 Nodes by Out-Degree Centrality\", size=12, weight='bold')\n",
    "\n",
    "ax.invert_yaxis()  # Reverse the y-axis\n",
    "ax.bar_label(ax.containers[0])  # Add labels to the bars\n",
    "plt.tight_layout()  # Adjust layout\n",
    "ax.legend().set_visible(False)\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "83bfb121",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Betweenness Centrality Calculation\n",
    "betweenness_dict = nx.betweenness_centrality(G)\n",
    "betweenness_df = pd.DataFrame.from_dict(betweenness_dict, orient='index', columns=['centrality'])\n",
    "top_betweenness_nodes = betweenness_df.sort_values('centrality', ascending=False).head(30)\n",
    "\n",
    "# Plot Top 30 Nodes by Betweenness Centrality\n",
    "ax = top_betweenness_nodes.plot(kind=\"barh\", figsize=(8, 10), color='#86bf91', zorder=2, width=0.85)\n",
    "\n",
    "# Despine\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['left'].set_visible(False)\n",
    "ax.spines['bottom'].set_visible(False)\n",
    "\n",
    "# Labels and Title\n",
    "ax.set_xlabel(\"Betweenness Centrality\", labelpad=20, weight='bold', size=12)\n",
    "ax.set_ylabel(\"Author\", labelpad=20, weight='bold', size=12)\n",
    "ax.set_title(\"Top 30 Nodes by Betweenness Centrality\", size=12, weight='bold')\n",
    "\n",
    "ax.invert_yaxis()  # Reverse the y-axis\n",
    "ax.bar_label(ax.containers[0])  # Add labels to the bars\n",
    "plt.tight_layout()  # Adjust layout\n",
    "ax.legend().set_visible(False)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "280d11f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Closeness Centrality Calculation\n",
    "closeness_dict = nx.closeness_centrality(G)\n",
    "closeness_df = pd.DataFrame.from_dict(closeness_dict, orient='index', columns=['centrality'])\n",
    "top_closeness_nodes = closeness_df.sort_values('centrality', ascending=False).head(30)\n",
    "\n",
    "# Plot Top 30 Nodes by Closeness Centrality\n",
    "ax = top_closeness_nodes.plot(kind=\"barh\", figsize=(8, 10), color='#86bf91', zorder=2, width=0.85)\n",
    "\n",
    "# Despine\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['left'].set_visible(False)\n",
    "ax.spines['bottom'].set_visible(False)\n",
    "\n",
    "# Labels and Title\n",
    "ax.set_xlabel(\"Closeness Centrality\", labelpad=20, weight='bold', size=12)\n",
    "ax.set_ylabel(\"Author\", labelpad=20, weight='bold', size=12)\n",
    "ax.set_title(\"Top 30 Nodes by Closeness Centrality\", size=12, weight='bold')\n",
    "\n",
    "ax.invert_yaxis()  # Reverse the y-axis\n",
    "ax.bar_label(ax.containers[0])  # Add labels to the bars\n",
    "plt.tight_layout()  # Adjust layout\n",
    "ax.legend().set_visible(False)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "6adaab0e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Harmonic centrality\n",
    "harmonic_dict = nx.harmonic_centrality(G)\n",
    "harmonic_df = pd.DataFrame.from_dict(harmonic_dict, orient='index', columns=['centrality'])\n",
    "x = harmonic_df.sort_values('centrality', ascending=False)[0:29]\n",
    "\n",
    "# Plot top 30 nodes\n",
    "ax = x.plot(kind=\"barh\", figsize=(8, 10), color='#86bf91', zorder=2, width=0.85)\n",
    "\n",
    "# Despine\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['left'].set_visible(False)\n",
    "ax.spines['bottom'].set_visible(False)\n",
    "\n",
    "# Labels and title\n",
    "ax.set_xlabel(\"Harmonic Centrality\", labelpad=20, weight='bold', size=12)\n",
    "ax.set_ylabel(\"Author\", labelpad=20, weight='bold', size=12)\n",
    "ax.set_title(\"Top 30 Nodes by Harmonic Centrality\", size=12, weight='bold')\n",
    "\n",
    "ax.invert_yaxis()  # Reverse the y-axis\n",
    "ax.bar_label(ax.containers[0])  # Add labels to the bars\n",
    "plt.tight_layout()  # Adjust layout\n",
    "ax.legend().set_visible(False)\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "7762bed8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# eigenvector centrality\n",
    "eigenvector_dict = nx.eigenvector_centrality(G)\n",
    "eigenvector_df = pd.DataFrame.from_dict(eigenvector_dict, orient='index', columns=['centrality'])\n",
    "x = eigenvector_df.sort_values('centrality', ascending=False)[0:29]\n",
    "\n",
    "# Plot top 30 nodes\n",
    "ax = x.plot(kind=\"barh\", figsize=(8, 10), color='#86bf91', zorder=2, width=0.85)\n",
    "\n",
    "# Despine\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['left'].set_visible(False)\n",
    "ax.spines['bottom'].set_visible(False)\n",
    "\n",
    "# Labels and title\n",
    "ax.set_xlabel(\"Eigenvector Centrality\", labelpad=20, weight='bold', size=12)\n",
    "ax.set_ylabel(\"Author\", labelpad=20, weight='bold', size=12)\n",
    "ax.set_title(\"Top 30 Nodes by Eigenvector Centrality\", size=12, weight='bold')\n",
    "\n",
    "ax.invert_yaxis()  # Reverse the y-axis\n",
    "ax.bar_label(ax.containers[0])  # Add labels to the bars\n",
    "plt.tight_layout()  # Adjust layout\n",
    "ax.legend().set_visible(False)\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "461153e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save centrality measures\n",
    "nx.set_node_attributes(G, degree_dict, 'degree_centrality')\n",
    "nx.set_node_attributes(G, in_degree_dict, 'in_degree_centrality')\n",
    "nx.set_node_attributes(G, out_degree_dict, 'out_degree_centrality')\n",
    "nx.set_node_attributes(G, betweenness_dict, 'betweenness_centrality')\n",
    "nx.set_node_attributes(G, closeness_dict, 'closeness_centrality')\n",
    "nx.set_node_attributes(G, harmonic_dict, 'harmonic_centrality')\n",
    "nx.set_node_attributes(G, eigenvector_dict, 'eigenvector_centrality')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "e53c5f46",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                           Harmonic  Closeness    Degree   Betweenness  \\\n",
      "Author                                                                   \n",
      "Elisabeth Augustin      1971.128571   0.246153  0.004414  4.326378e-05   \n",
      "Frank Ligtvoet          1799.169048   0.222343  0.006688  4.116129e-05   \n",
      "Mario Gommeren          1396.711111   0.176384  0.000669  3.153200e-08   \n",
      "Willem Bijsterbosch     1590.119048   0.202468  0.000401  0.000000e+00   \n",
      "Pierre-Henri Simon      1338.673413   0.172600  0.000268  1.127559e-04   \n",
      "F. Collin                  0.000000   0.000000  0.000134  0.000000e+00   \n",
      "G.A.J. Hazeu            1788.859524   0.226192  0.002541  5.190570e-06   \n",
      "R. de Josselin de Jong  2123.488095   0.266325  0.003879  4.927031e-05   \n",
      "B.H. Kazemier           1580.168651   0.201666  0.000268  0.000000e+00   \n",
      "Clarissa Jacobi         1820.133333   0.233108  0.000535  0.000000e+00   \n",
      "\n",
      "                        In-degree  Out-degree   Eigenvector  \n",
      "Author                                                       \n",
      "Elisabeth Augustin       0.001873    0.002541  4.047689e-03  \n",
      "Frank Ligtvoet           0.003478    0.003210  3.256413e-03  \n",
      "Mario Gommeren           0.000134    0.000535  1.231055e-04  \n",
      "Willem Bijsterbosch      0.000401    0.000000  2.754394e-04  \n",
      "Pierre-Henri Simon       0.000134    0.000134  2.377946e-05  \n",
      "F. Collin                0.000000    0.000134  3.552026e-97  \n",
      "G.A.J. Hazeu             0.001739    0.000803  1.222224e-03  \n",
      "R. de Josselin de Jong   0.003344    0.000535  1.062600e-02  \n",
      "B.H. Kazemier            0.000134    0.000134  2.046270e-04  \n",
      "Clarissa Jacobi          0.000535    0.000000  1.067012e-03  \n"
     ]
    }
   ],
   "source": [
    "# Creating DataFrames from the centrality dictionaries\n",
    "harmonic_df = pd.DataFrame.from_dict(harmonic_dict, orient='index', columns=['Harmonic'])\n",
    "closeness_df = pd.DataFrame.from_dict(closeness_dict, orient='index', columns=['Closeness'])\n",
    "degree_df = pd.DataFrame.from_dict(degree_dict, orient='index', columns=['Degree'])\n",
    "in_degree_df = pd.DataFrame.from_dict(in_degree_dict, orient='index', columns=['In-degree'])\n",
    "out_degree_df = pd.DataFrame.from_dict(out_degree_dict, orient='index', columns=['Out-degree'])\n",
    "betweenness_df = pd.DataFrame.from_dict(betweenness_dict, orient='index', columns=['Betweenness'])\n",
    "eigenvector_df = pd.DataFrame.from_dict(eigenvector_dict, orient='index', columns=['Eigenvector'])\n",
    "\n",
    "# Merging all DataFrames on the \"Author\" index\n",
    "centrality_df = harmonic_df.join(closeness_df).join(degree_df).join(betweenness_df).join(in_degree_df).join(out_degree_df).join(eigenvector_df)\n",
    "\n",
    "# Rename the index to \"Author\"\n",
    "centrality_df.index.name = 'Author'\n",
    "\n",
    "# Display the first 10 rows of the merged DataFrame\n",
    "print(centrality_df.head(10))\n",
    "\n",
    "# Save the merged DataFrame to a TSV file\n",
    "centrality_df.to_csv(\"CCLAMP_Network_Centralities.txt\", index=True, sep='\\t', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "087f5b32",
   "metadata": {},
   "source": [
    "# Community detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "81b3e710",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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Wijnne': 2, 'Jan Jacob de Gelder': 2, 'Johan Adam Wijnne': 2, 'Jan Pieter Nicolaas Land': 2, 'Jan van Rossem': 2, 'Abraham Kuenen': 2, 'E. van der Ven': 2, 'Herman Franke': 2, 'Johannes Pols': 2, 'Adrianus Bruinvisch Maatjes': 2, 'Rhoda': 2, 'Albert Hendrik Arnoldus Ekker': 2, 'Ben Sloot': 2, 'H.C. Rogge': 2, 'R. Vos': 4, 'Jan Wit': 3, 'H. Burger': 2, 'Antony Winkler Prins': 2, 'Taco Roorda': 5, 'L.W.C. Keuchenius': 2, 'Simke Heerts Rinkes': 2, 'Prosper Mérimée': 2, 'C.P. Burger': 2, 'T.K.M. von Baumhauer': 2, 'W.M. Logeman': 2, 'Nicolas Charles Sieburgh': 2, 'H. Wouters': 2, 'H.P. van Karnebeek': 2, 'G.H. Betz': 2, 'M.H. Jansen': 2, 'H. Jansen': 2, 'B.W. Wttewaall van Wickenburgh': 2, 'John Keats': 1, 'Leigh Hunt': 0, 'Samuel Johnson': 2, 'A.S. Carpentier Alting': 2, 'Henry Wadsworth Longfellow': 2, 'Edgar Allan Poe': 3, 'W. Ruys': 2, 'D.W. Rost van Tonningen': 2, 'P.J.B.C. Robidé van der Aa': 2, 'J. Wttewaall': 2, 'Cd. Busken Huet': 2, 'J.P. Hasebroek': 2, 'H. Hardenberg': 0, 'C. 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Sibmacher Zìjnen': 2, 'Jan de Jong': 5, 'Samuel van Houten': 2, 'Pieter Rutger Feith': 2, 'R. Feith': 2, 'Gerrit Kuyper Hzn': 2, 'Raul': 7, 'George Eliot': 2, 'Thomas Kroon JHz.': 2, 'F.G. Steck': 2, 'J. Bogaerts': 2, 'H. de Lange': 3, 'Henri Ernest Moltzer': 2, 'D.E.W. Wolff': 2, 'R.S. Tjaden Modderman': 2, 'Nicolaas Jacob Bernard Kappeyne van de Coppello': 2, 'Isaäc Dornseiffen': 2, 'W.A. van Rees': 2, 'Tiberius Cornelius Winkler': 2, 'Izaak Jan Blaupot ten Cate': 2, 'Frans de Cort': 1, 'Nicolaas Bernhardus Donkersloot': 2, 'S.E. Harthoorn': 2, 'J.J. Meinsma': 2, 'G.H.J. Elliot Boswel': 2, 'W.P. Sautijn Kluit': 2, 'H.G. van de Sande Bakhuyzen': 2, 'A.H.G.P. van den Es': 2, 'Jan ten Brink': 2, 'G. Colmjon': 4, 'A. Kleijn': 0, 'Joan Karel Hendrik de Roo van Alderwerelt': 2, 'F.A. Snellaert': 5, 'H.Q. Janssen': 2, 'Michiel Johannes de Goeje': 2, 'H. Oort': 2, 'G.J. Grashuis': 2, 'J.B. Kan': 1, 'B.H.C.K. van der Wijck': 2, 'J.H. Swildens': 2, 'J.A. van Dijk': 2, 'John Bake': 5, 'N.P. van den Berg': 2, 'Folkertinus Nicolaas Sickenga': 2, 'W.A. Reiger': 2, 'C.A. Crommelin': 2, 'H. Neubronner van der Tuuk': 2, 'J.C. de Vries': 2, 'H. van der Hoeven': 2, 'T.J. Stieltjes': 2, 'A.J.A. Gerlach': 2, 'H.T. Karsten': 2, 'A. Quak': 5, 'Carel Vosmaer': 2, 'L. de Hartog': 2, 'A.E. Croockewit': 2, 'Meinardus Siderius Pols': 2, 'Piet van Os': 2, 'M.T.H. Perelaer': 2, 'Daniël Veegens': 2, 'A.C. de Jong': 2, 'Henricus Oort': 2, 'Abraham Seyne Kok': 2, 'Wilhelm Martin': 2, 'P.J. de Roode': 2, 'C.J.F. Mirandolle': 2, 'Simon Gorter': 2, 'W.C. van Manen': 2, 'Charles Boissevain': 2, 'Elizabeth Barrett Browning': 1, 'Johan Gram': 2, 'A.G.A. van Rappard': 2, 'Willem Johannes Franciscus Nuyens': 2, 'T.C. van der Kulk': 4, 'Jacob Gijsbert de Hoop Scheffer': 2, 'Dirk van Delft': 2, 'Joan Bohl': 2, 'Michaël Wilhelm Scheltema': 5, 'J. Gerritsen': 5, 'D. Huizinga': 2, 'A.C. Loffelt': 2, 'H.F.R. Hubrecht': 2, \"J. l' Ange Huet\": 2, 'François de Casembroot': 2, 'Isaac Arnold Lamping': 2, 'P. de Boer': 2, 'K.W. van Gorkom': 2, 'J.M. de Jong': 2, 'J.H. Holwerda': 2, 'Jan Persyn': 1, 'Anton Gillis Cornelis van Duyl': 5, 'H. Was': 0, 'W.F.R. Suringar': 2, 'Jérome Alexandre Sillem': 2, 'Tobias van Westrheene Wzn': 2, 'Jan Six': 2, 'C.M. Vos': 2, 'Cornelius Marius Kan': 2, 'J. Peters': 0, 'P.J.W. Teding van Berkhout': 2, 'Victor de Stuers': 2, 'Pertinax': 0, 'J.S.G. Gramberg': 2, 'Adriaan van Eck': 2, 'F.S. van Nierop': 2, 'Jan van der Hoeven': 3, 'Willem Pieter Wolters': 2, 'Francis Bacon': 3, 'Arthur Hugh Clough': 2, 'H. Kern': 2, 'S.J. Fockema Andreae': 0, 'Sadi de Gorter': 4, 'J. de Groot': 4, 'P. van Geer': 2, 'Martinus Leopold': 1, 'M.H. du Croo': 2, 'P.J. Cosijn': 2, 'D.J. Mom Visch': 2, 'G. de Bosch Kemper': 2, 'W. Scheffer': 2, 'Cornelis Bellaar Spruyt': 2, 'Pieter Lodewijk Muller': 2, 'Balthazar Heldring': 2, 'E.B. Kielstra': 2, 'Pieter Marinus Netscher': 2, 'Virginie Loveling': 1, 'Jean Baptist van Hugenpoth tot den Beerenclauw': 2, 'Hendrik Wolfgang van der Meij': 2, 'Th.H. MacGillavry': 2, 'N.G. Cnoop Koopmans': 2, 'J.N. van Hall': 2, 'A.J.W. Farncombe Sanders': 2, 'Johannes Bodel Nijenhuis': 2, 'Johan Hermann Christian Heyse': 2, 'D. de Loos': 2, 'Herman François Waller': 2, 'Hugo Beyerman': 2, 'Bruno Jz. Tideman': 2, 'H.J. van Ankum': 2, 'Pieter Heering': 2, 'Gerrit Mulder': 0, 'W.A. Verschuer': 2, 'W.C. Hojel': 2, 'C. Honigh': 2, 'J. Groot': 1, 'H. Baudet': 0, 'J. van Baal': 2, 'E. Land': 0, 'G. Burger': 2, 'Albert Jan ten Brink': 2, 'Wilhelm Scherer': 2, 'Jan Willem Gerbrandt van Oordt': 2, 'W. Burger': 3, 'L.M.J. Glasius': 2, 'H. van de Stadt': 2, 'A.J.C. Geerts': 5, 'Jacob Paulus Amersfoordt': 2, 'M.C.L. Lotsij': 2, 'R.A. Mees': 2, 'Jan Herman': 5, 'M.A.N. Rovers': 2, 'Pieter Antonie van der Lith': 2, 'Jan Hartog': 2, 'Jeronimo de Bosch Kemper': 2, 'G.A. van Hamel': 2, 'Floris der Kinderen Fzn.': 2, 'W. Heineken': 2, 'Adriaan Huet': 2, 'Barthold Jacob Lintelo de Geer van Jutphaas': 2, 'Daniël Hartevelt': 2, 'Elise Adelaïde Haighton': 2, 'Jan Ploeger': 4, 'R.P. Mees Azn.': 2, 'Samuel Muller': 2, 'Gerardus Petrus Booms': 2, 'Pierre Joseph Henry Baudet': 2, 'J.L. Hoorweg': 2, 'J.E. Enklaar': 1, 'Johan Winkler': 0, 'P. Koster': 2, 'Taco H. de Beer': 2, 'Max Rooses': 1, 'Frederik Christiaan de Brieder': 2, 'Hugo de Vries': 2, 'W.K. van Dedem': 2, 'A.S.C. Wallis': 2, 'F. de Witt Huberts': 2, 'Rolande': 2, 'Willem Bernard Johannes van Eyk': 0, 'J.C. de Marez Oyens': 2, 'Ewaldus Daniël Pijzel': 2, 'W. Koster Gzn.': 2, 'Henrick Witte': 2, 'M.C. Piepers': 2, 'J.A.F.L. van Heeckeren': 2, 'F.H. Boogaard': 2, 'Marie Henriëtte Koorders-Boeke': 2, 'Willem Hendrik de Beaufort': 2, 'H.J.A.M. Schaepman': 2, 'Willem Degenhardt': 2, 'Johan Hendrik Gallée': 2, 'J. Verdam': 2, 'Willem Arnold Pieter Pistorius': 2, 'Samuel Muller Fzn.': 2, 'Carel van Nievelt': 2, 'Johan Drabbe': 2, 'J.G. Gleichman': 2, 'A.G. van Hamel': 2, 'Willem Pleyte': 2, 'Cornelis Stoffel': 2, 'P.H. van der Kemp': 2, 'Adrianus Dirk de Vries': 2, 'D.C. Meijer': 2, 'A.C. Joosten': 2, 'Thomas Hardy': 1, 'Adrianus Daniel de Vries': 2, 'Jan Knol': 5, 'Cornelis Backer': 2, 'F. van Lennep': 2, 'A.C. Vreede': 2, 'J. Pen': 3, 'Th.W. Engelmann': 2, 'Hendrik Hooyer': 2, 'Jacobus Craandijk': 2, \"Johan baron d' Aulnis de Bourouill\": 2, 'R.M. van Goens': 5, 'Tijs Terwey': 2, 'J. van Loenen Martinet': 2, 'B. Symons': 2, 'A. Bruining': 2, 'Aart Admiraal': 2, 'C.J. Wolterbeek': 2, 'Johannes de Koo': 2, 'A.A.W. Hubrecht': 2, 'M.C. Tideman': 2, 'J. Winkler Prins': 5, 'A.L.W. Seyffardt': 2, 'J.G. Frederiks': 2, 'F.W.N. Hugenholtz': 5, 'H.G. Roodhuyzen': 2, 'Charles François van Duyl': 2, 'Jacob Hendrik Hora Siccama': 2, 'V.A. Julius': 2, 'Friedrich Rückert': 2, 'J. Aleida Nijland': 2, 'H. van Cappelle jr.': 2, 'Jacob Adolf Bruno Wiselius': 2, 'Anthonie Marius Kollewijn': 2, 'Jean Charles Naber': 2, 'J.C. Costerus': 2, 'Daniël de Lange': 3, 'Maurits Smit': 2, 'T.H.F. van Riemsdijk': 2, 'Nicolaas de Roever': 2, 'Dirk Merens': 2, 'Anth. Grolman': 2, 'G.E. Langemeijer': 0, 'Louis D. Petit': 2, 'H.L. Berckenhoff': 2, 'T.M. Tromp': 2, 'J. Boudewijnse': 2, 'H. Mulder': 4, 'Paul Fredericq': 2, 'Josephine Giese': 0, 'J.H. Hooijer': 2, 'Jan Noordzij': 3, 'L.R. Koolemans Beynen': 2, 'Anton Gerard van Hamel': 2, 'Anne Busken Huet-van der Tholl': 2, 'E.O. Houtsma': 2, 'Johannes Reitsma A.Tzn.': 2, 'Gerrit de Vries': 2, 'C.C. Geertsema': 2, 'Jan Philip de Bordes': 2, 'Gerard Valette': 2, 'Jan de Louter': 2, 'L.W.C. van den Berg': 2, 'Petrus Martinus Bots': 2, 'M.E.F. Elout van Soeterwoude': 2, 'M.A. Perk': 2, 'Gerard Heymans': 2, 'Robert Macalester Loup': 2, 'L.A.J.W. baron Sloet van de Beele': 2, 'J. Röell': 2, 'Jan Jacob van Geuns': 2, 'Melchior Treub': 2, 'J.D. de Jong': 0, 'François de Bas': 2, 'J. Bosch': 4, 'W. Martin': 4, 'J.C.M. van Riemsdijk': 2, 'L. de Vlaming': 2, 'Joh. Dyserinck': 2, 'C. Terburch': 2, 'W. Gosler': 2, 'Thérèse Schwartze': 2, 'Henricus Anastasius Viotta': 2, 'H.U. Meyboom': 2, 'Jac. Moleschott': 2, 'F. Martens': 1, 'A.J. Immink': 2, 'J. Bruyn': 3, 'Johannes Hermanus Gunning jr.': 2, 'C.J. van Assen': 2, 'H.L. Drucker': 2, 'Jan de Bruin': 3, 'Philippus van Blom': 2, \"J. 't Hart\": 2, 'Anthony Beaujon': 2, 'H. Geerts': 2, 'Bernard Dominicus Hubertus Tellegen': 2, 'Jacob Smit': 4, 'Fiore della Neve': 2, 'Constantinus Bake': 2, 'Jan te Winkel': 4, 'J.T. Cremer': 2, 'F. de Jong': 5, 'B.J. Stokvis': 2, 'H.J. de Marez Oyens': 2, 'J.W. van der Linden': 2, 'Jan Carel Matthes': 2, 'Jan Izaak van Doorninck': 2, 'Heinrich von Kleist': 3, 'Julius de Geyter': 1, 'H.F. Jonkman': 2, 'P. Krug': 3, 'P.A.M. Boele van Hensbroek': 2, 'Pieter Gerard van Schermbeek': 2, 'P.W.A. Cort van der Linden': 2, 'B. Sijmons': 2, 'W.B.G. Molkenboer': 2, 'C.H. den Hertog': 5, 'Pierre Daniel Chantepie de la Saussaye': 2, 'B. Dorhout Mees': 2, 'Willem baron van Goltstein': 7, 'Jan C. de Vos': 2, 'A.W. Kroon-Star Numan': 1, 'Marie Agathe Boddaert': 2, 'H.W. van Loon': 0, 'A.E.J. Holwerda': 2, 'J.C.G. Jonker': 2, 'H. Hulshof': 5, 'Henri David Levyssohn Norman': 2, 'J. Bok': 2, 'G.M. Boissevain': 2, 'Adriaan Pit': 2, 'R.P.J. Tutein Nolthenius': 2, 'M.J. Pijnappel': 2, 'Johannes Mulder': 0, 'Willem Pieter Cornelis Knuttel': 2, 'G.W. Bruinsma': 8, 'J. Menno Huizinga': 8, 'Frans Netscher': 2, 'Matthias de Vries': 5, 'W.G.C. Byvanck': 2, 'H.J. Polak': 2, 'J.P. Moltzer': 2, 'J.H.F. Sollewijn Gelpke': 2, 'Willem van der Vlugt': 2, 'Th. Swart Abrahamsz': 2, 'Jules Laforgue': 2, 'Jan Mulder': 5, 'Pieter Nicolaas van Kampen': 2, 'J. Berlage': 0, 'K. Kuiper': 2, 'A. Kluijver': 2, 'Jan F. Beekman': 4, 'J.H. van den Bosch': 4, 'J.J.A.A. Frantzen': 2, 'J.E. Sachse': 2, 'J. van Santen': 4, 'A.L.H. Ising': 2, 'C.A. Steger': 2, 'J.A. Tours': 2, 'G. Kurth': 1, 'G.H. Priem': 2, 'R.A. Kollewijn': 2, 'George Alexander Wilken': 2, 'G.C.J. Vosmaer': 2, 'G.J. Boekenoogen': 2, 'Jan van der Veen': 4, 'Jan van Gorp': 1, 'W.R. Veder': 2, 'R.W.P. de Vries': 2, 'Jacob Dirks': 2, 'Louis Havet': 2, 'Gerard Slothouwer': 2, 'P.J. Blok': 2, 'Leo Simons': 1, 'André van Hasselt': 4, 'H. J. Eymael': 2, 'Peter Benoit': 1, 'Juliaan De Vriendt': 1, 'C.C. Uhlenbeck': 2, 'F.A. Stoett': 4, 'Johanna A. Wolters': 2, 'S.J. Warren': 2, 'Emmanuel de Bom': 4, 'Paul Alberdingk Thijm': 1, 'J. Kruseman': 2, 'Wolfgang Brandt': 2, 'Arthur Rimbaud': 3, 'Jan Frederik Niermeyer': 2, 'J.F. Niermeyer': 0, 'Willem Frederik Andriessen': 0, 'N. Mansvelt': 0, 'Hendrik van Dijk': 5, 'Willem Visser': 5, 'P. van Romburgh': 2, 'F.A.F.C. Went': 2, 'Maria Bosch': 0, 'L. Knappert': 2, 'L.H. Slotemaker': 2, 'Abraham Bredius': 2, 'H. Logeman': 2, 'Geertruida Carelsen': 2, 'José-Maria de Heredia': 2, 'Edward B. Koster': 2, 'J.F. van Bemmelen': 2, 'L. Serrurier': 2, 'Philippe Zilcken': 0, 'Nicolaas Dirk Doedes': 2, 'J.E. Heeres': 2, 'J.H. Kips': 2, 'Willem Gerard van Nouhuys': 2, 'anoniem Ridder metter swane': 4, 'J.F.D. Blöte': 4, 'Ch.M. van Deventer': 2, 'Johannes Theodorus Petrus de Groot': 2, 'F.V. Engelenburg': 2, 'Gerard Vissering': 2, 'Georges Eekhoud': 1, 'F.J.L. Krämer': 2, 'Armando': 3, 'Frederike J. van Uildriks': 2, 'Maurice Wilmotte': 1, 'J.J. Salverda de Grave': 2, 'Ada Negri': 2, 'D. Simons': 0, 'S.R. Steinmetz': 2, 'Jan Marcus Hoogvliet': 1, 'J.M. Hoogvliet': 1, 'H.Y. Groenewegen': 2, 'Foeke Buitenrust Hettema': 2, 'W.L.P.A. Molengraaff': 2, 'Jacob Gerard Patijn': 2, 'Betsy Juta': 2, 'Hendrik Clemens Muller': 1, 'Samuel Kalff': 2, 'J. Mathijs Acket': 2, 'G. den Tex': 2, 'H.J. Kiewiet de Jonge': 2, 'Augusta Peaux': 0, 'Eugeen van Oye': 5, 'Edmond van Offel': 2, 'C.A.E. Wichmann': 2, 'Rudyard Kipling': 3, 'D.C. Hesseling': 2, 'M.W.F. Treub': 2, 'Frank van der Goes': 3, 'B.D. Eerdmans': 2, 'Joh. H. Been': 2, 'G.H. Marius': 2, 'Albert Besnard': 2, 'J.G.C. Joosting': 2, 'H.W.Ph.E. van den Bergh van Eysinga': 2, 'Hugo Verriest': 1, 'Jan Bols': 1, 'H.P.N. Muller': 2, 'O.M. de Munnick': 2, 'Anna van Hogendorp': 4, 'Ida Heijermans': 2, 'J.G. Nijk': 5, 'C. Visser': 0, 'A. Gildemeester': 2, 'Gideon Busken Huet': 2, 'Herman Muntinghe': 2, 'Koh-i-noor': 2, 'C. te Lintum': 2, 'H.T. Colenbrander': 2, 'E.N. Rahusen': 2, 'Thérèse Hoven': 2, 'J.H. de Veer': 2, 'Augusta de Wit': 2, 'Johannes Hermanus Gunning J. Hzn.': 2, 'W. Nolen': 2, 'Margaretha Meijboom': 1, 'Julius de Boer': 2, 'C. de Boer': 0, 'Gerrit van Gorkom': 2, 'Hendrik Johan Haverman': 2, 'Aletta H. Jacobs': 2, 'Bruneau': 2, 'S.G. de Vries': 2, 'Frans de Haes': 3, 'Paul François Hubrecht': 2, 'C.H.Th. Bussemaker': 2, 'Conrad Th. van Deventer': 2, 'R.A. van Sandick': 2, 'C.A. Verrijn Stuart': 2, 'Judith Viorst': 2, 'Nellie van Kol': 5, 'R.C. Boer': 5, 'Fleur Bourgonje': 3, 'L.J. Plemp van Duiveland': 2, 'Aloysius Brouwer Ancher': 2, 'Frans Claes': 5, 'J.D. Bierens de Haan': 1, 'G.F. Haspels': 2, 'C.H. Kühn': 1, 'A.D. van Assendelft de Coningh': 2, 'E. Bergsma': 2, 'Maarten van Rossem': 3, 'W.W. van der Meulen': 2, 'D. Fock': 2, 'J.W.T. Cohen Stuart': 2, 'Bernard Gewin': 0, 'A.W. Weissman': 2, 'C.G.S. Sandberg': 0, 'M.E. Houck': 2, 'J.A. Dèr Mouw': 5, 'T.J. de Boer': 2, 'J. de Boer': 2, 'Arnoldus Wilhelmus Stellwagen': 4, 'H.D.H. Bosboom': 2, 'H. Zwaardemaker': 4, 'Johannes Hasselman': 2, 'C.J. Hasselman': 2, 'G. Polvliet': 2, 'H.R. Offerhaus': 0, 'Cyriel Buysse': 2, 'J.B. Schepers': 2, 'J. Everts': 2, 'Anna Ekker': 2, 'N.J. Singels': 1, 'G.P. Bakker': 1, 'Johannes Jörgensen': 1, 'I. Kooistra': 2, 'Frans Hulleman': 2, 'H.H. Juynboll': 2, 'Fenna de Meyier': 2, 'Anna van Gogh-Kaulbach': 2, 'C.K. Elout': 3, 'L.N. de Jong': 2, 'Margo Scharten-Antink': 2, 'Lode Baekelmans': 1, 'Eduard Thorn Prikker': 2, 'G.A. Nauta': 4, 'J. Limburg': 2, 'Dan. Engelen': 2, 'F.J.L. Rompel': 2, 'J.J.G. Vürtheim': 2, 'Jacobus Boelen Jhz.': 9, 'L.A.A. van Kervel': 9, 'C.H. de Goeje': 0, 'Richard de Cneudt': 1, 'Willem Gijssels': 1, 'Hendrik de Marez': 1, 'G.P. Rouffaer': 2, 'H.A. Lorentz': 0, 'Elizabeth Visser': 4, 'M.H. van Campen': 2, 'Johanna Naber': 4, 'Bernard Canter': 2, 'T.J. Bezemer': 2, 'Hélène Mercier': 2, 'Johanna de Jongh': 2, 'André Jolles': 2, 'H.L. Oort': 2, 'Pieter Corbeels': 1, 'Louis Carbin': 2, 'W.L. Penning': 2, 'Johannes Everts jr.': 2, 'H.J. de Dompierre de Chaufepié': 2, 'R.L. 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Pleket': 0, 'Paul Casparie': 3, 'H.H. ter Balkt': 3, 'Theodor Duquesnoy': 3, 'Jan Brokken': 3, 'Rien van den Broek': 3, 'Christel van Boheemen-Saaf': 3, 'Jan Paul Hinrichs': 10, 'W. Albeda': 2, 'Hans van de Braak': 5, 'Gary Schwartz': 5, 'J. Hoogendoorn': 4, 'J.E. Ellemers': 3, 'Maarten Steenmeijer': 3, 'Ton Ceelen': 3, 'Kees Nijland': 3, 'Willem G. Weststeijn': 5, 'Klaus Siegel': 3, 'Ed de Moor': 3, 'Ariane van Santen': 5, 'Henk de Velde': 3, 'P.J. de Voogd': 5, 'G. Groenhuis': 3, 'Jules de Palm': 5, 'Aart G. Broek': 5, 'Peter Zeeman': 3, 'Joseph Brodsky': 3, 'Arthur Langeveld': 5, 'Kees Caljé': 2, 'Robert Lemm': 3, 'Peter Bergsma': 3, 'Ronald Jonkers': 0, 'Hans Bertens': 5, 'Rik Planting': 3, 'Elisabeth Roudinesco': 3, 'R. Overeem': 3, 'Ben Knapen': 3, 'Tonja van Rijthoven': 3, 'Jaap van Heerden': 3, 'August Hans den Boef': 5, 'Pieter Sijpersma': 3, 'Seamus Heaney': 3, 'Otto van den Muijzenberg': 3, 'Henk Schulte Nordholt': 3, 'Frans Hüsken': 2, 'Elly Touwen-Bouwsma': 2, 'H.F. Cohen': 3, 'C.W. van de Watering': 5, 'H.M.J. Maier': 12, 'Wil Rouleaux': 3, 'A.J. Vermeersch': 4, 'P.A.M. Geurts': 2, 'W.W. Mijnhardt': 5, 'A. de Groot': 4, 'Marie-José Heijkant': 3, 'Tjalling Bos': 25, 'Jacobus Bos': 25, 'Raymond Corbey': 3, 'Selma Leydesdorff': 0, 'Adriaan M. van der Hoeven': 3, 'Sirkka-Liisa Hahmo': 3, 'Marc Bruynseraede': 3, 'Vojtech Mastny': 3, 'J.C.H. Blom': 0, 'Jef Suys': 0, 'F.W. Zeylmans van Emmichoven': 3, 'Anne Wadman': 3, 'Günter Eich': 3, 'Johannes Bobrowski': 3, 'Remco Ekkers': 3, 'Jan van den Velden': 5, 'Elsbeth Etty': 3, 'Marga Demmers': 2, 'Carme Riera': 2, 'Bob de Nijs': 3, 'Xavier Fàbregas': 2, 'G.L. Durlacher': 3, 'Hans Ree': 3, 'Jan Timman': 3, 'E.M. Janssen Perio': 5, 'Paul van Heck': 3, 'Th. Kuiper-Weijhenke': 2, 'C.M. van Hille-Gaerthé': 2, 'W.L. Stokvis': 5, 'Jules Dister': 2, 'Jacob Hiegentlich': 2, 'Toon Tellegen': 3, 'Dieter Hülsmanns': 3, 'Tinke Davids': 4, 'Adolf Wölfli': 3, 'Edouard Roditi': 3, 'Pim de Vroomen': 5, 'Gerard de Vries': 5, 'Georges Wildemeersch': 3, 'John Ashbery': 3, 'P.E.L. Verkuyl': 4, 'Hub. Hermans': 3, 'Jan Lechner': 5, \"H.J. 't Hart\": 2, 'Louis J. Mostertman': 2, 'H. Schuttevâer': 2, 'Gerhard Dünnhaupt': 2, 'A.J. Dunning': 2, 'C.J.G. Holtzappel': 0, 'Johan B.W. Polak': 2, 'Ph.M. Bosscher': 2, 'Ch. Enschedé': 2, 'Jan van Hoften': 3, 'G.A. Wagner': 2, 'Wilt Idema': 5, 'B. de Gaay Fortman': 2, 'E.P. Wellenstein': 2, 'Jan J. Klant': 2, 'J.C. Heesterman': 2, 'Hans Calis': 2, 'Herman Hertzberger': 2, 'Berthe Meijer': 5, 'A. Komen': 3, 'A.M. Hagen': 5, 'M.C. van den Toorn': 5, 'Ton Lemaire': 3, 'Jo Daan': 4, 'Douwe Draaisma': 3, 'E. T. Woudstra': 3, 'Gerardjan Rijnders': 3, 'Karst Woudstra': 3, 'Egil Törnqvist': 1, 'Dédé Brouwer': 5, 'Cor van Bree': 5, 'J.W. de Vries': 5, 'B. van den Berg': 4, 'Marinel Gerritsen': 5, 'Wim Zonneveld': 5, 'Mieke Trommelen': 5, 'M. Schönfeld': 4, 'Stefan Hertmans': 3, 'Bart Driessen': 2, 'Peter van der Veer': 26, 'Herman Tieken': 3, \"M.E. 't Hart\": 2, 'B.J.S. Hoetjes': 2, 'Jan Lucassen': 4, 'W.A. Ornée': 4, 'P. de Bruin': 1, 'B.C. Damsteegt': 4, 'Wout Ultee': 5, 'René Bekius': 5, 'G.H.M. Posthumus Meyjes': 2, 'Johannes de Hullu': 5, 'H. Peeters': 1, 'Annemarie Cottaar': 0, 'Wim Willems': 0, 'Lieve Joris': 3, 'Hans Anten': 5, 'Astrid Roemer': 5, 'Chitra Gajadin': 5, 'Jit Narain': 5, 'Igma van Putte-De Windt': 5, 'Henry Habibe': 5, 'Alette Beaujon': 5, 'Elis Juliana': 5, 'Henk Dennert': 5, 'Carel de Haseth': 5, 'B. Zwaal': 3, 'David Minter': 3, 'Terrence Doody': 3, 'Joris Duytschaever': 4, 'Luc Huyse': 3, 'Paul Claes': 4, 'Harold Beaver': 3, 'Juan Carlos Onetti': 3, 'Martin Veltman': 3, 'Mariolein Sabarte Belacortu': 3, 'Bram Kempers': 5, 'B.G.J. de Graaff': 0, 'A.F. Manning': 4, 'D.P. Blok': 5, 'J.J. Woltjer': 5, 'F. Drijkoningen': 5, 'Kees Revier': 3, 'Han Foppe': 3, 'S.A.J. van Faassen': 5, 'H.A. Wage': 4, 'Flora Stiemer': 5, 'A. Lammers': 0, 'Ernst Heldring': 0, 'Leo Herberghs': 3, 'H.G. van Bueren': 3, 'W.J. Jong': 1, 'Joke Huisman': 5, 'Edmund Licher': 5, 'Johan Heilbron': 3, 'Paul M. Doolan': 2, 'Jan H. Mysjkin': 3, 'Jacques Roubaud': 3, 'Ben van Melick': 3, 'R.F. Lissens': 4, 'Luk Adriaens': 3, 'Frank Ligtvoet': 4, 'Elrud Ibsch': 5, 'Cok van der Voort': 5, 'M.A. Wes': 3, 'Rob van Roosbroeck': 1, 'Ludo Simons': 4, 'J.C. Winterink': 0, 'Ben de Pater': 5, 'Mario Molegraaf': 3, 'W.J. Aerts': 4, 'Marietta Ioannidou': 3, 'Jan Klees': 3, 'Hero Hokwerda': 3, 'M. Blijstra-van der Meulen': 3, 'Salvador Hertog': 1, 'Louise O. Fresco': 3, 'Ton Naaijkens': 3, 'Jan Gielkens': 3, 'Jos van Asperen': 3, 'Paul Beers': 3, 'Peter Verstegen': 5, 'Etienne van Heerden': 5, 'Siem Bakker': 3, 'Rob Wolfs': 5, 'Jan Peter Nauta': 3, 'Guy Posson': 3, 'M. Mendel': 3, 'Hans Aniba': 3, 'Fr. de Jong Edz.': 0, 'Hans Moll': 0, 'Raymond van den Broeck': 5, 'Anneke Neijt': 5, 'Jenny Tuin': 3, 'Q.W.J. Daas': 4, 'G.J. Vis': 5, 'Agnes M. Zwaneveld': 2, 'F.L.W.M. Buisman-de Savornin Lohman': 4, 'René van Hezewijk': 5, 'Philip van der Eijk': 3, 'Jan Eijkelboom': 3, 'H. Brugge': 3, 'Kitty M. van Leuven-Zwart': 5, 'G.J. de Haan': 5, 'Wim Crouwel': 2, 'Jos Perry': 3, 'G. van Os': 3, 'B.J. Asscher': 3, 'W.J. van den Akker': 5, 'G.J. Dorleijn': 5, 'Frans Budé': 3, 'Menno Kraan': 3, 'C. van de Ketterij': 5, 'David Kouwenaar': 3, 'A.D. Leeman': 5, 'Maarten van Buuren': 5, 'Jan van Luxemburg': 5, 'Chris Keulemans': 26, 'M.H. Schenkeveld': 4, 'Ger Groot': 5, 'Frans van Dooren': 3, 'Remieg Aerts': 2, 'Olf Praamstra': 5, 'Hubert Smeets': 3, 'Peter Odell': 3, 'Chun-chan Yeh': 3, 'Henny Scheepmaker': 3, 'Tess Visser': 4, 'Jean-Clarence Lambert': 4, 'Peter King': 5, 'Leonard Forster': 4, 'Camille Huysmans': 1, \"A.J. Goblet (d'Alviella)\": 3, 'Hans Hom': 3, 'Sitor Situmorang': 5, 'Kees Snoek': 5, 'Robert P. Swierenga': 0, 'Jan Zielonka': 3, 'Ágnes Roboz': 3, 'Eva Bodor': 3, 'Margret Brügmann': 2, 'Geoffrey Douglas Madge': 3, 'Mea M. Flothuis': 3, 'J.S. Henriksson': 3, 'Gèr Boosten': 5, 'Jeroen Henneman': 3, 'Bart van der Sijde': 3, 'Willem de Ruiter': 3, 'Benno Barnard': 3, 'Jan Versteeg': 3, 'Gerrit-Jan Berendse': 5, 'Wolfgang Hilbig': 3, 'Juan José Arreola': 3, 'Willem Derks': 2, 'I.F.M. Salim': 0, 'Salvador Bloemgarten': 0, 'H. Schippers': 3, 'H. Schröder': 4, 'Ria van Hengel': 4, 'F.G. von der Dunk': 2, 'P. van Hees': 4, 'Guus Middag': 5, 'Ad Zuiderent': 5, 'Hans Werkman': 0, 'Ieme van der Poel': 3, 'Manet van Montfrans': 3, 'Henk Hillenaar': 5, 'Ruud Meijer': 3, 'Anton Korteweg': 5, 'John Heymans': 3, 'Gregor Laschen': 3, 'Ernst Jandl': 3, \"Michael O'Loughlin\": 3, 'Jinke Obbema': 3, 'Joseph Campbell': 3, 'Philippe Jaccottet': 3, 'Kas Deprez': 5, 'P.C. Paardekooper': 5, 'A. Wynants': 4, 'J. Taeldeman': 5, 'Jozef Deleu': 5, 'Roland Mortier': 4, 'Mark Schaevers': 3, 'Marc Reynebeau': 3, 'Walter van den Broeck': 3, 'Anne Marie Musschoot': 5, 'Hendrik van der Wal': 2, 'Nop Maas': 2, 'A. van Elslander': 4, 'F.L. Bastet': 5, 'Gust Faes': 3, 'Georges Adé': 3, 'Julien Vandiest': 3, 'Monika van Paemel': 3, 'Herman de Coninck': 3, 'Lucienne Stassaert': 3, 'Mark Verstockt': 1, 'Claude Korban': 3, 'Nic van Bruggen': 3, 'Michel Bartosik': 3, 'Frans Denissen': 3, 'Wim van Rooy': 3, 'Piet Meeuse': 3, 'Michel Oukhow': 3, 'Hugo Brems': 3, 'Fr. Daems': 5, 'W.P. Gerritsen': 5, 'Mark Insingel': 3, 'Stefaan van den Bremt': 3, 'Jack Vance': 2, 'Nico Frijda': 3, 'Annet Mooij': 3, 'Jolande Withuis': 0, 'C. Schmidt': 4, 'Joop van den Berg': 5, 'Marius Buning sr.': 5, 'Antoine Bodar': 5, 'Marijke Smalbraak': 3, 'J.H. Croon': 5, 'Rogi Wieg': 3, 'Peter Zonderland': 3, 'Joost Zwagerman': 3, 'Marijke Spies': 5, 'Mieke B. Smits-Veldt': 5, 'Martin Reints': 3, 'Laurens van Schie': 3, 'Rudi Wester': 3, 'Adriaan Venema': 5, 'Hendrik Pierson': 4, 'Hans Groenewegen': 3, 'Marc Reugebrink': 3, 'Ian Gibson': 3, 'Nan Lenders': 3, 'Jan Kostwinder': 5, 'Evert van Uitert': 3, 'Kees Mercks': 3, 'Greetje van den Bergh': 3, 'Max van Rooy': 3, 'Edgar Rice Burroughs': 3, 'K. Kolthoff': 3, 'Henry Schogt': 4, 'Geert Maessen': 3, 'Arjen Duinker': 3, 'K. Michel': 3, 'Jan van der Waals': 3, 'Graa Boomsma': 3, 'Anne Hallema': 2, 'M.J. Trappenburg': 5, 'Patricia de Martelaere': 3, 'G.C. Molewijk': 5, 'C.J.F. Stuldreher': 3, 'Helena Spanjaard': 3, 'Liesbeth Dolk': 5, 'Jero Gardenia': 3, 'L. Geschiere': 4, 'Theo Joekes': 0, 'Fred Spier': 3, 'Dirk van Weelden': 3, 'Tobie Goedewaagen': 5, 'Oscar van Weerdenburg': 3, 'Thomas Rosenlöcher': 3, 'Wouter Gomperts': 2, 'Henk te Velde': 2, 'J.A. Bientjes': 2, 'Marita Mathijsen': 5, 'Frank Albers': 3, 'Joachim von der Thüsen': 5, 'Paul van der Heijde': 3, 'J.W. Onderdelinden': 3, 'Maarten Doorman': 3, 'L. Laeyendecker': 0, 'Riet de Jong-Goossens': 3, 'Karin van Lierop': 3, 'Jean A. Schalekamp': 3, 'C.P. Bakker': 2, 'René Boomkens': 3, 'M.F. Fresco': 5, 'L. Grootaers': 4, 'Arnold Heumakers': 3, 'Bert Jansma': 3, 'Jules de Corte': 0, 'Marc Schreurs': 3, 'H.H. Kubbinga': 5, 'Lieneke Frerichs': 4, 'J.D.F. van Halsema': 4, 'Arie Zevenhuijzen': 5, 'Mary G. Kemperink': 5, 'Anton van Wilderode': 4, 'Henny Vlot': 3, 'Eva Gerlach': 5, 'Léopold Sédar Senghor': 5, 'Ko Kooman': 3, 'Maarten van der Wee': 3, 'Karl Renner': 3, 'Niek Muller': 3, 'Jan Juffermans': 3, 'Maria van Daalen': 3, 'Wina Born': 5, 'Cisca Dresselhuys': 3, 'A. van Mourik': 4, 'Ch.J. Enschedé': 0, 'W.H.M. Mattens': 5, 'F. Jansonius': 4, 'Hans Maarten van den Brink': 3, 'Maxim de Winter': 2, 'Willem Caland': 2, 'Agnes Verbiest': 5, 'A. Agnes Sneller': 5, 'Klaus Theweleit': 3, 'Gie van den Berghe': 7, 'Michiel Mastenbroek': 3, 'P.J. Buijnsters': 4, 'J.J. Kloek': 5, 'Ron Elshout': 5, 'Henk Harbers': 3, 'Jeroen Boomgaard': 2, 'Willem Vogelsang': 2, 'Andries Sarlemijn': 0, 'Jan Melis': 1, 'Wouter Donath Tieges': 3, 'Michiel van Kempen': 5, 'Joanna Werners': 5, 'Nardo Aluman': 5, 'Lourina de Voogd': 5, 'Geert Koefoed': 5, 'Wim Rutgers': 5, 'Theo Damsteegt': 5, 'Paul Marlee': 2, 'Orlando Emanuels': 5, 'Surianto': 5, \"Christine D'haen\": 3, 'Jeroen J.H. Dekker': 3, 'R. Schreuder': 1, 'Jan Brands': 3, 'Els Launspach': 3, 'Joël Cahen': 3, 'Ernst van Alphen': 5, 'Mieke Bal': 5, 'Maarten Asscher': 3, 'Hans Bendien': 2, 'Henriëtte Boas': 2, 'Ria van den Brandt': 4, 'Rob Tempelaars': 5, 'Hugo Verdaasdonk': 5, 'Christa Schuenke': 3, 'Maruschka Romijn': 3, 'Anneke Brassinga': 3, 'Christine Delhaye': 3, 'Rudi Laermans': 5, 'Carine Meulders': 3, 'Bart Verschaffel': 5, 'Rokus Hofstede': 3, 'Koen Dille': 3, 'Jaap Kruithof': 3, 'Leo Apostel': 3, 'Rik Lina': 3, 'Saskia Poldervaart': 3, 'W.S. Huberts': 0, 'Frank van den Bogaard': 5, 'Nico de Haas': 0, 'Ferdinand Vercnocke': 1, 'Steven Barends': 2, 'J.A. Dautzenberg': 5, 'A.R. Hol': 4, 'Richard Todd': 5, 'Winnie Todd-Kooy': 5, \"Theo D'haen\": 5, 'Bert Wartena': 0, 'Durk Gorter': 5, 'Kamiel Vanhole': 3, 'Marc Adang': 3, 'Ward Ruyslinck': 3, 'André Lefevere': 5, 'M.J.P.M. Weijtens': 3, 'Olga Krijtová': 3, 'M.H. Székely-Lulofs': 0, 'Zofia Klimaszewska': 5, 'Walter Breedveld': 0, 'Aster Berkhof': 1, 'Luc Alofs': 2, 'Alex Reinders': 0, 'John de Pool': 0, 'Felix de Rooy': 4, 'Michael A. Newton': 0, 'Roel J. den Dulk': 3, 'S.A. Vosters': 0, 'Theo Para': 5, 'Peter Meel': 5, 'André Kramp': 5, 'Stephan Sanders': 26, 'G.F.H. Raat': 5, 'Mineke Schipper': 5, 'Wim Neetens': 3, 'Henna Goudzand': 2, 'Marcel Bénabou': 3, 'Gemma Pappot': 3, 'Cyrille Offermans': 3, 'Sjoerd de Vries': 3, 'Maurice van Lieshout': 3, 'Gert Hekma': 0, 'E.W.F. van den Elzen': 4, 'J.J.M. Bakker': 5, 'Willy Spillebeen': 3, 'Marc Groenhuijsen': 3, 'Jos Joosten': 3, 'Jack van der Weide': 3, 'Hans van Stralen': 5, 'Hans Kloos': 3, 'Marc Kregting': 3, 'Charlotte Mutsaers': 3, 'D. Frenkel': 2, 'J.W. Nobel': 3, 'Charles Simic': 3, 'Frans van Zetten': 2, 'W.E. Krul': 2, 'Fransje Klaver': 0, 'M. Weisglas': 0, 'R.A.J. van Lier': 0, 'Clem Schouwenaars': 3, 'Gaston Eyskens': 3, 'Conny Kristel': 3, 'J. Breman': 0, 'Basuki Gunawan': 0, 'H.H. van Kol': 2, 'Jeanette Bos': 0, 'Ann Laura Stoler': 0, 'H.W.J. Drijvers': 3, 'Ben van der Velden': 3, 'Heather Sutherland': 0, 'Doris Edel': 5, 'H.A.J.F. Misset': 5, 'S.F. Baekers': 4, 'Dorelies Kraakman': 2, 'Peter van Ham': 3, 'Vincent Hunink': 3, 'R.Th. van der Paardt': 3, 'Wim Hottentot': 0, 'Piet Gerbrandy': 3, 'Mieke Koenen': 5, 'P.H. Schrijvers': 5, 'Reinold Vugs': 5, 'A. Bergsma': 0, 'Hans Renders': 5, 'Anita Wijzenbroek-Zoethout': 5, 'Wilbert Smulders': 5, 'Alette van Doggenaar': 5, 'Jeanette Koekman': 5, 'Gerrit Jan Zwier': 5, 'Marja Brouwers': 3, 'Sara van Epenhuysen': 2, 'Cornelia Wilhelmina Bosch': 3, 'Odile Heynders': 5, 'Rien Verhoef': 3, 'W. Bronzwaer': 5, 'Irene de Jong': 5, 'H.J. de Roy van Zuydewijn': 5, 'C.M.J. Sicking': 3, 'Julia Quak-Stoilova': 3, 'Mark Smeets': 3, 'Carla Rijkenberg': 4, 'Peter Buijs': 5, 'Ina Schermer-Vermeer': 5, 'Arend Heyting': 3, 'Wim Denslagen': 0, 'Gerrit Rietveld': 0, 'Joes Segal': 3, 'Gerard van Emmerik': 2, 'H.C. Hemker': 4, 'J. Leenen': 4, 'J.J. Wesselo': 3, 'H. Bauer': 5, 'Caroline van Eck': 5, 'Jan Oegema': 3, 'Frank Joostens': 5, 'Sjoerd Kuyper': 3, 'Charles Ducal': 3, 'Marko Fondse': 3, 'Frans van Woerden': 4, 'Michael Ondaatje': 3, 'Léon Hanssen': 2, 'W.R.H. Koops': 5, 'Casper Hakfoort': 3, 'P. Clausing': 2, 'Geert van Beek': 3, 'Ulrike Weinhold': 5, 'Peter Drehmanns': 0, 'Nan van Houte': 3, 'Janny Donker': 3, 'Jan Fabre': 3, 'Robert Steijn': 3, 'Ger Thijs': 3, 'Tonie van Marle': 3, 'Hana Bobková': 3, 'Paul Binnerts': 3, 'Marianne van Kerkhoven': 3, 'Cas Enklaar': 3, 'Marijn van der Jagt': 1, 'Pamela Koevoets': 5, 'J.P. Stoop': 3, 'Hans Oranje': 5, 'Loek Zonneveld': 3, 'Tom Blokdijk': 3, 'Otto Valkman': 3, 'Ritsaert ten Cate': 3, 'Erik Slagter': 3, 'Jan Blonski': 3, 'Karol Lesman': 3, 'Jan van der Meer': 10, 'Gerard Ras': 10, 'Gerard Rasch': 10, 'Menko ten Cate': 1, 'Goenawan Mohamad': 3, 'Joep Leerssen': 5, 'Hugo Dyserinck': 4, 'Hans Goedkoop': 3, 'Willem Frijhoff': 5, 'Ton Hoenselaars': 5, 'Rienk Visser': 3, 'Helen Gerretsen': 5, 'Niels Helsloot': 5, 'Joris Note': 3, 'Gerrit Noordzij': 5, 'C.C. de Bruin': 4, 'Cees van Dijk': 5, 'Ad ten Bosch': 3, 'Gerard Unger': 5, 'Otto Treumann': 2, 'Ger Kleis': 0, 'Paul Hefting': 2, 'Marcel van de Velde': 0, 'Christoph Noordzij': 5, 'Peter Mertens': 2, 'Hendrik de Waard': 3, 'Gitte Postel': 3, 'Margreet Schrevel': 0, 'W. Matthijs': 2, 'Hans Vandevoorde': 3, 'Sjaak Commandeur': 3, 'Cora Polet': 3, 'Cees Koster': 5, 'Caroline Meijer': 2, 'Eelco Runia': 2, 'I.S. Toergenjev': 2, 'P.B.M. Blaas': 2, 'K.-J. Citron': 3, 'Henri Beunders': 3, 'J.C. Hess': 3, 'Franz Baermann Steiner': 3, 'Annemiek Munstermann': 3, 'Bodo Kirchhoff': 3, 'Walter Debrock': 3, 'Peter Abelsen': 3, 'Frans Geraedts': 3, 'Leonard de Jong': 3, 'Connie Palmen': 3, 'Edwin Krijgsman': 5, 'Chris Lorenz': 5, 'Lies Wesseling': 5, 'Maarten van Delden': 5, 'Tijn Boon': 3, 'Tijl Huygen': 2, 'Bart Vervaeck': 3, 'Georgine Sanders': 3, 'Per Hojholt': 5, 'Annelies van Hees': 5, 'Anna Enquist': 3, 'Jacques Arends': 3, 'Erik Spinoy': 3, 'Dirk van Bastelaere': 3, 'Peter Ghyssaert': 3, 'Dirk de Geest': 3, 'Nanda van den Berg': 3, 'Marlene Dumas': 26, 'Esther Jansma': 3, 'Catherine Barel': 3, 'Fernando Venâncio': 3, 'Harrie Lemmens': 3, 'Mário-Henrique Leiria': 3, 'Arie Pos': 5, 'Sophia de Mello Breyner Andresen': 3, 'Luís de Sousa Rebelo': 3, 'Emile Schra': 3, 'Jan Ritsma': 3, 'Emanuel Overbeeke': 3, 'Frank Kouwenhoven': 23, 'Gerrit Serné': 3, 'Willy Coolsaet': 0, 'David Vaughan': 3, 'Mark Richartz': 3, 'Edith van Ruyven': 2, 'Theodore Roethke': 3, 'Marcel Möring': 3, 'Lela Zeckovic': 3, 'Guy Widdershoven': 3, 'Chris van Houts': 3, 'Tonnus Oosterhoff': 3, 'Xandra Schutte': 3, 'Roel Schuyt': 26, 'Margriet de Moor': 3, 'Ed Leeflang': 3, 'Dago Steenis': 0, 'Peter Nijssen': 3, 'Frida Vogels': 3, 'E.K. Grootes': 5, 'Ben Peperkamp': 5, 'Atte Jongstra': 3, 'Weldon Kees': 3, 'Yves van Kempen': 3, 'Nelleke Noordervliet': 3, 'Frank vande Veire': 3, 'Thomas Rosenboom': 3, 'Mario Gommeren': 5, 'Jan Hein Furnée': 3, 'Jo Tollebeek': 0, 'Eric de Kuyper': 5, 'Ivo Schöffer': 0, 'Sybren Modderman': 3, 'Jorge Esquinca': 3, 'Alexander Koesjner': 3, 'Annegret Böttner': 0, 'Onno Kosters': 3, 'Simon Armitage': 3, 'Anne Duden': 3, 'Michael Donhauser': 3, 'Bruno K. Öijer': 3, 'Olga Sedakova': 5, 'Peter Yvon de Vries': 3, 'Ulrich Meister': 3, 'P.J. Vinken': 4, 'J.L.J. van Schoot': 27, 'G. Vertogen': 27, 'H.A.M. Snelders': 5, 'Johan Reyniers': 3, 'Hugo Dittberner': 3, 'Karl Edersheimer': 3, 'Roland Jaccard': 3, 'H.J. 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Middelhoek': 0, 'Gerda Meylink': 0, 'H.J. van Boekhoven': 0, 'G.E. Woneman': 0, 'P.O. Eet': 0, 'G.R. v.d. Beek': 0, 'Johan van Hulzen': 0, 'A.H. Hulzenkamp': 0, 'Willem M. Kruseman': 0, 'Frieda van Felden': 0, 'Beatrice Willing': 0, 'Jan Elzo Niemeijer': 0, 'J. Veerman': 0, 'J.W. Veerman': 0, 'S.P. Akkerman': 0, 'Herman Steggerda': 0, 'D. Hendrikse': 2, 'Louise Imogen Guiney': 0, 'Do van der Sloot': 0, 'Marianne Colijn': 0, 'Ralph Degens': 0, 'Willem Mudde': 0, 'John Henry uit den Bogaard': 0, 'Charles Marie René Leconte de Lisle': 0, 'P.B. van Dalfsen': 0, 'W.J. Schulte Nordholt': 0, 'Etus Alons-Bernhardt': 4, 'N.H. Merkelijn': 0, 'J.M. van Veen': 0, 'W. Ruiten': 0, 'Jan Das': 3, 'G. van Heerde': 0, 'Ev. Grolle': 3, 'Anthonie Stolk': 0, 'Aize de Visser': 0, 'M.H. Rijnsburger': 0, 'Jacques Reugebrink': 2, 'Catharina van der Linden': 0, 'M. Beinema': 0, 'Bertien Buyl': 0, 'Stuart B. Jackman': 0, 'H. de Jongste': 0, 'Elsa Sophia von Kamphoevener': 0, 'Frits Huël': 0, 'M.C. v.d. Panne': 2, 'Hans Arup': 3, 'C yrus Ataban': 3, 'Walter Toman': 3, 'Cor Stutvoet': 4, 'Arie Vermeer': 0, 'Marinus A. den Braber': 0, 'Henk Kooijman': 3, 'J.G. van der Veen': 2, 'Jan Donia': 3, 'Lode Bisschop': 2, 'Kees Ouboter': 0, 'Johan Schooneberg': 0, 'Anton B. Lam': 0, 'Victor Spoor': 0, 'Frans Vanderlinde': 3, 'Jo Datema': 0, 'G. Tuil': 3, 'Albert Nap': 2, 'J.F.M.J. Jansen': 0, 'A.J. van Dulst': 3, \"Jan D. 't Lam\": 3, 'Peter van Amstel': 3, 'Gerard Heederik': 1, 'Jan Roelans': 4, 'J. Arts': 1, 'A. Cauwe': 1, 'Julius Valckenaere': 4, 'Karel Deleu': 4, 'Felisberto Hérnandez': 4, 'Johann Damiaan Degreef': 4, 'Maria-Augusta Jacobs': 2, 'H. Vandermoere': 4, 'Nico de Vrede': 4, 'I. Demarre': 4, 'K. Leus': 1, 'A. van Branteghem': 4, 'Bruno B. Becker': 4, 'F.H.M. Hertoghs': 4, 'Jules Van Ackere': 4, 'Koen Wauters': 1, 'P.H. King': 1, 'G. van Gorp': 4, 'Marc Joye': 4, 'Reinier Ysabie': 4, 'P.Th. Elsinga': 2, 'A. Boone': 1, 'C.L. Hap': 4, 'J. Dommisse': 5, 'G.J. Vroeijenstijn': 4, 'Irene Veenstra': 4, 'Hugo De Schampheleire': 1, 'A. Wylleman': 4, 'Tom Naastepad': 4, \"Lieven D' Hulst\": 5, 'Beatrijs De Groote': 4, 'Els Rauschenberg': 4, 'Luc Libaut': 2, 'Viviane Geuffens': 3, 'Martha Gerlo': 4, 'Bart Philipsen': 4, 'Erik Hertog': 4, 'Rik Van Daele': 4, 'Ignace Bossuyt': 4, 'K. du Bois de Vroylande': 1, 'Hugo Vandeperre': 1, 'F. De Raedemaeker': 1, 'A. Wuyts': 1, 'Ad. Jansen': 1, 'Gaston Van Bulck': 1, 'J. Verelst': 1, 'K. van Baarle': 1, 'Juliaan Vervoort': 1, 'Albert Van den Daele': 1, 'Alb. Raignier': 1, 'M.F. Schurmans': 1, 'Louis H.M. Monden': 1, 'J. De Munter': 1, 'Eugenius Druwé': 1, 'Robert Vandeputte': 1, 'A.J. Michielsen': 2, 'Alex Harlssen': 1, 'A. Dockx': 1, 'J. Christelbach': 1, 'J. Donceel': 1, 'L. Verhaegen': 1, 'R. van Ooteghem': 1, 'J. Nolf': 1, 'Emiel Fleerackers': 1, 'A. De Raedt': 1, 'M. Dufraing': 1, 'H. Bruders': 1, 'Émile O.J.J.G. Lousse': 1, 'Angelo Brucculeri': 2, 'H. Thielemans': 1, 'G. De Wolf': 1, 'Fr. van Baarle': 1, 'August Brunner': 1, 'L.G. Polspoel': 1, 'P. Nelis': 1, 'Maurice Claeys Bouuaert': 1, 'V. Uyttenbroeck': 1, 'J.I. Corrigan': 1, 'B. De Wint': 1, 'P. Indekeu': 1, 'G. Geniets': 1, 'F. Bouchout': 1, 'E.A. Ryan': 1, 'A. Antonissen': 1, 'Jan Jozef van Laer': 1, 'Arthur Van Hoof': 1, 'W. De Roy': 1, 'Marcel van Caster': 1, 'Reinhold Van Lennep': 1, 'R. Caron': 1, 'A. Darquennes': 1, 'L. Verelst': 1, 'Alb. Block': 1, 'E.J. Vandenbussche': 1, 'J. Volckaert': 1, 'M. van Stratum': 1, 'L. De Sousberghe': 1, 'E. van Stratum': 1, 'Jan van Kilsdonk': 1, 'Arthur Thomas': 1, 'J. De Jaegher': 1, 'Renatus Hardeman': 1, 'R.J. Kortmulder': 1, 'Edouard Dhanis': 1, 'P. Van Campenhout': 1, 'Jozef Maes': 1, 'J. Van den Bossche': 1, 'W. Talloen': 1, 'M. Schurmans': 1, 'P. Ellerbeek': 1, 'E. Bergh': 1, 'F. Bellens': 1, 'C. Poelmans': 1, 'Jozef Mertens': 1, 'Pierre Hoenen': 1, 'Michiel Dierickx': 1, 'L. Baudez': 1, 'Alex. De Bil': 1, 'J. Jageneau': 1, 'Jan Verhavert': 1, 'J. van Assche': 1, 'Walter F. Smet': 1, 'A. Reynaert': 1, 'Hubert Peeters': 1, 'G. Neefs': 1, 'P. Goedertier': 1, 'Alb. Hernould': 1, 'A. De Geyter': 1, 'Fernand Van Goethem': 2, 'F. de Cleyn': 1, 'Clemens Maria Beukers': 1, 'C. Schöller': 1, 'L. Van Damme': 1, 'Rianne Jansen': 1, 'Louis Janssens': 1, 'R. Leijs': 1, 'E. Cappoen': 1, 'Albert Dondeyne': 1, 'Diotimos': 1, 'E. De Cooman': 1, 'J. Smets': 1, 'Pieter Frans Fransen': 1, 'C.D.C. Leuven': 1, 'J. De Fraine': 1, 'Em. Peeters': 1, 'Jozef Marechal': 3, 'G. Van Cutsem': 1, 'Bern. Spaepen': 1, 'L. Vanderkerckhove': 1, 'B. van Ogtrop': 1, 'A. Taymans': 1, 'Paul De Vuyst': 1, 'Jos Philippen': 1, 'J. Köhlbrugge': 1, 'Louis Sterkens': 1, 'Joseph van der Meersch': 1, 'J.M.L. Demeyere': 1, 'Philippe Joseph Aimé van Isacker': 1, 'W. Luyten': 1, 'Fons Lambrechts': 1, 'C. Pickery': 1, \"R. D'hondt\": 1, 'O. van de Vijver': 1, 'Wilfried Luyten': 1, 'J. van Torre': 1, 'F. Callebaut': 1, 'Stanislas van de Velde': 1, 'Antoon Fimmers': 1, 'Jos. Burvenich': 1, 'J. Rommens': 1, 'Jan Olav Smit': 1, 'J.W. Ludwig': 1, 'Max de Cock': 1, 'Werenfried van Straaten': 1, 'Henricus de Blieck': 1, 'Fil. de Ridder': 1, 'Jef de Beus': 1, 'Stephanus de Clippele': 1, 'René Carpentier': 1, 'J. Verwimp': 1, 'Arthur Janssen': 1, 'Andreas Nicolaas Metz': 1, \"'t Haakstertje\": 1, 'J. Talloen': 1, 'Leo Symoens': 1, 'Jan de Roeck': 1, 'M.C. Arnemann': 2, 'Louis Bruyns': 1, 'I. De la Potterie': 1, 'Nabor Devolder': 0, 'Jos Windey': 1, 'M. Deckers': 1, 'J. Masson': 1, 'W. Cracco': 1, 'L. de Borman': 1, 'L.P. van den Bergh': 3, 'M. de Brabandere': 1, 'P.W. Smet': 1, 'G. Huyghe': 1, 'Albert Kluyskens': 1, 'Fr. Maeyens': 1, 'P. Ronse': 1, 'Fl. Bertiau': 1, 'M. Mesotten': 1, 'Maurice De Tollenaere': 1, 'Jozef Andriessen': 1, 'Leo De Wachter': 1, 'Aimé de Cort': 1, 'Alfred Scheers': 1, 'L. Victor V. Edmond': 1, 'H.M.H.A. van der Valk': 1, 'R. Vanalderweireldt': 1, 'G. Garmijn': 1, 'Valentinus Morel': 1, 'Paul Maria Jozef de Meester': 1, 'Monique Darge': 1, 'H. Bauweraerts': 1, 'Alb. Decoene': 1, 'Pierre de Beus': 1, 'Richard Teunissen': 1, 'Louis Wachters': 1, 'M. Oris': 1, 'Florimond Lox': 1, 'Francis van den Broeck': 1, 'Robert Kothen': 1, 'L. Mestdagh': 1, 'A. Frenay': 1, 'K. Lens': 1, 'K.L.M. Schoeters': 1, 'A. de Meyer': 1, 'Achilles Seghers': 1, 'Gaston de Jaegher': 1, 'J.-P. Fransen': 1, 'Clément Mertens': 1, 'Ch. Indekeu': 1, 'J. Elens': 1, 'G. Gilleman': 1, 'R. Ghijsel': 1, 'G. Dooreman': 1, 'M. Huybens': 1, 'J.G.M. Willebrands': 1, 'K. Heireman': 1, 'A. Verbist': 1, 'Raymond Jouve': 1, 'H. de Clercq': 1, \"Oger H. Bourdeaud'huy\": 2, 'V. Mertens': 1, 'G. Van Massenhove': 1, 'Cornelis van der Vijver': 1, 'M. van den Daele': 2, 'A. van de Walle': 1, 'M. Duerinck': 1, 'G. de Vocht': 3, 'André Vandenbunder': 1, 'J. Hoing': 1, 'Flor Kielbaey': 1, 'Hendrik Imberechts': 1, 'Adr. E. Maas': 0, 'C. van Oosterhout': 0, 'Carl Ludwig Blume': 2, 'Willem Louis de Sturler': 2, 'Willem Leonard Ritter': 2, 'Jacob de Witte van Citters': 2, 'Jan Willem van der Noordaa': 2, 'Sijo Kornelius Thoden van Velzen': 2, 'Jan Willem Straatman': 2, 'Jb. Boeke': 2, 'Ocko Wicher Star Numan': 2, 'Jacob Dirk Veegens': 39, 'Rudolf Cornelis Hendrik Römer': 39, 'Abraham Robert Arntzenius': 2, 'Gijsbert Karel graaf van Hogendorp': 2, 'Carlo (graaf) Sforza': 0, 'Paulien Selter': 40, 'Henriette van Duin': 40, 'C.H.A. Broos': 3, 'Han ten Brummelhuis': 3, 'G. Leppers': 6, 'José Rentes de Carvalho': 6, 'Eva Moltesen-Hällström': 1, 'Charles Gillès de Pélichy': 1, 'Ludo Van de Wijgaert': 1, 'Flora de Lannoy': 1, 'A.L Bem': 33, 'Isabelle Landuyt': 33, 'Irma van de Port': 1, 'W.A. de Witte': 1, 'Kazimierz Tetmajer-Przerwa': 33, 'Maria Jasnorzewska': 1, 'Josef Goedertier': 23, 'Jean-Luc Lambreghts': 3, 'Monica Droste': 3, 'Gerrard Verhage': 5, 'Karel van den Eynde': 5, 'M.L.A. Barnardiston-Van Riemsdijk': 2, 'C.W.A. van Haersolte van den Doorn': 2, 'T. Noordenbos-de Klerk': 3, 'Jacob Léon Wertheim': 0, 'Jac Heeren': 0, 'Isaac van der Velde': 2, 'C. van Coll': 5}\n"
     ]
    }
   ],
   "source": [
    "import community.community_louvain as community_louvain\n",
    "\n",
    "# Convert directed graph to undirected\n",
    "G_undirected = G.to_undirected()\n",
    "\n",
    "# Create communities\n",
    "communities = community_louvain.best_partition(G_undirected)\n",
    "\n",
    "# Print communities\n",
    "print(communities)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "773617fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "# save communities\n",
    "communities_df = pd.DataFrame.from_dict(communities, orient='index')\n",
    "communities_df = communities_df.rename_axis('Author').reset_index()\n",
    "communities_df.columns = ['Author', 'Community']\n",
    "communities_df.head(10)\n",
    "communities_df.to_csv(\"CCLAMP_Network_Communities.txt\", index=True, sep='\\t', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22a8dc8f",
   "metadata": {},
   "source": [
    "# Draw full network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "bd0b7aee",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: When  cdn_resources is 'local' jupyter notebook has issues displaying graphics on chrome/safari. Use cdn_resources='in_line' or cdn_resources='remote' if you have issues viewing graphics in a notebook.\n",
      "CCLAMP_communities.html\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"1000px\"\n",
       "            height=\"700px\"\n",
       "            src=\"CCLAMP_communities.html\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "            \n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x2493fd30c40>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyvis.network import Network\n",
    "# set communities as a node attribute\n",
    "nx.set_node_attributes(G, communities, 'group')\n",
    "\n",
    "# draw graph with communities\n",
    "com_net = Network(notebook = True, width=\"1000px\", height=\"700px\", bgcolor='#222222', font_color='white')\n",
    "com_net.from_nx(G)\n",
    "com_net.show(\"CCLAMP_communities.html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "be7fcc0b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: When  cdn_resources is 'local' jupyter notebook has issues displaying graphics on chrome/safari. Use cdn_resources='in_line' or cdn_resources='remote' if you have issues viewing graphics in a notebook.\n",
      "CCLAMP.html\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"1000px\"\n",
       "            height=\"700px\"\n",
       "            src=\"CCLAMP.html\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "            \n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x1d93d1de950>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyvis.network import Network\n",
    "net = Network(notebook = True, width=\"1000px\", height=\"700px\", bgcolor=\"#FFFFFF\", font_color=\"black\")\n",
    "\n",
    "node_degree = dict(G.degree)\n",
    "      \n",
    "# setting up node attribute\n",
    "nx.set_node_attributes(G, node_degree, 'size')\n",
    "\n",
    "net.from_nx(G)\n",
    "net.show('CCLAMP.html')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "46d8b7ca",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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