relatives_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import libraries\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import requests\n",
    "import pickle\n",
    "import re\n",
    "from bs4 import BeautifulSoup\n",
    "from sys import stdout"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Relatives analysis\n",
    "\n",
    "**In this notebook, we are only interested in the links created between characters that are relatives. We will build an adjacency matrix based on that.**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part 1: Marvel dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>URL</th>\n",
       "      <th>Real Name</th>\n",
       "      <th>Current Alias</th>\n",
       "      <th>Relatives</th>\n",
       "      <th>Subcomic URL</th>\n",
       "      <th>First appearance</th>\n",
       "      <th>Last appearance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/wiki/Aaron_Fox_(Earth-616)</td>\n",
       "      <td>Aaron Fox</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Beth_Fox_(Earth-616)]</td>\n",
       "      <td>[/wiki/Legion_of_Monsters_Vol_1_1Manphibian: V...</td>\n",
       "      <td>1975.0</td>\n",
       "      <td>1975.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>/wiki/Acrobat_(1940s)_(Earth-616)</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Acrobat</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Captain_America_Comics_Vol_1_64Death Is...</td>\n",
       "      <td>1947.0</td>\n",
       "      <td>1947.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/wiki/Abigail_Mercury_(Clone)_(Earth-616)</td>\n",
       "      <td>Abigail Mercury</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Abigail_Mercury_(Earth-616)]</td>\n",
       "      <td>[/wiki/Ben_Reilly:_Scarlet_Spider_Vol_1_1st st...</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>2017.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/wiki/Ace_Maxwell_(Earth-616)</td>\n",
       "      <td>Ace Maxwell</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Human_Torch_Comics_Vol_1_22The Fatal Fi...</td>\n",
       "      <td>1946.0</td>\n",
       "      <td>1946.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/wiki/Abigail_Boylen_(Earth-616)</td>\n",
       "      <td>Abigail \"Abby\" Boylen</td>\n",
       "      <td>Cloud 9</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Mighty_Avengers_Vol_1_1The Mighty Aveng...</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>2019.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>/wiki/Abarac_(Earth-616)</td>\n",
       "      <td>Abarac</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Tower_of_Shadows_Vol_1_8Sanctuary!]</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>1970.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>/wiki/Abner_Perry_(Earth-616)</td>\n",
       "      <td>Abner Perry</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Incredible_Hulk_Vol_1_267What a Day for...</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>1982.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>/wiki/Abdul_Qamar_(Earth-616)</td>\n",
       "      <td>Abdul Qamar</td>\n",
       "      <td>Arabian Knight</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Incredible_Hulk_Vol_1_257Crypt of Chaos...</td>\n",
       "      <td>1981.0</td>\n",
       "      <td>2019.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>/wiki/Aaron_Verne_(Earth-616)</td>\n",
       "      <td>Aaron Verne</td>\n",
       "      <td>Locus</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Thor_Vol_1_302The Shape of Things to Ki...</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>1980.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>/wiki/Abner_Doolittle_(Earth-616)</td>\n",
       "      <td>Abner Doolittle</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Captain_America_Vol_1_203Alamo II, /wik...</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>2017.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>/wiki/Abdul_Hurani_(Earth-616)</td>\n",
       "      <td>Abdul Hurani</td>\n",
       "      <td>Sheik Abdul Hurani</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Ghost_Rider_Vol_2_61Wizardous Waters Ru...</td>\n",
       "      <td>1981.0</td>\n",
       "      <td>1981.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>/wiki/Aban_(Earth-616)</td>\n",
       "      <td>Aban</td>\n",
       "      <td>Kid A</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Terror,_Inc._-_Apocalypse_Soon_Vol_1_3T...</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>2009.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>/wiki/Abraham_Cabot_(Earth-616)</td>\n",
       "      <td>Abraham Cabot</td>\n",
       "      <td>Abe Cabot</td>\n",
       "      <td>[/wiki/Chester_Cabot_(Earth-616), /wiki/Julia_...</td>\n",
       "      <td>[/wiki/Uncanny_X-Men_Vol_1_437She Lies With An...</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>2004.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>/wiki/A3_(Earth-616)</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>A3</td>\n",
       "      <td>[/wiki/Lawrence_Trask_(Earth-616)]</td>\n",
       "      <td>[/wiki/X-Men_Vol_1_58Mission: Murder!, /wiki/X...</td>\n",
       "      <td>1969.0</td>\n",
       "      <td>2019.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>/wiki/Abigail_Verpoorten_(Earth-616)</td>\n",
       "      <td>Abigail Verpoorten</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Avengers_Spotlight_Vol_1_38Curse of the...</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>1990.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>/wiki/Aalbort_(Earth-616)</td>\n",
       "      <td>Aalbort</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Marvel_Comics_Presents_Vol_1_22New Worl...</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>1989.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>/wiki/Abby-L_(Earth-616)</td>\n",
       "      <td>Abby-L</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Miles_Warren_(Earth-616), /wiki/Gwendol...</td>\n",
       "      <td>[/wiki/Spider-Island:_Deadly_Foes_Vol_1_1What ...</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>2017.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>/wiki/Abraham_Klein_(Earth-616)</td>\n",
       "      <td>Abraham Klein</td>\n",
       "      <td>Abe Klein</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Iron_Man_Vol_1_82Plunder of the Apes!, ...</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>2013.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>/wiki/Abby_Rubin_(Earth-616)</td>\n",
       "      <td>Abby Rubin</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Venom:_The_Madness_Vol_1_1Toxic Kisses,...</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>1994.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>/wiki/Aaron_Soames_(Earth-616)</td>\n",
       "      <td>Aaron Soames</td>\n",
       "      <td>Mauler</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Daredevil_Vol_1_167...The Mauler!, /wik...</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>2015.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>/wiki/Aa-Thak_(Earth-616)</td>\n",
       "      <td>Aa-Thak</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Savage_Sword_of_Conan_Vol_1_55Wizard an...</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>1989.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>/wiki/Abilene_Cashman_(Earth-616)</td>\n",
       "      <td>Abilene Cashman</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Avengers_Vol_8_18Crisis on Ten Realms]</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>2019.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>/wiki/Achlemedes_(Earth-616)</td>\n",
       "      <td>Achelemedes</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Shah_Amurath_(Earth-616)]</td>\n",
       "      <td>[/wiki/Savage_Sword_of_Conan_Vol_1_160Brothers]</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>1989.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>/wiki/Abner_Abernathy_(Earth-616)</td>\n",
       "      <td>Abner Abernathy</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Marvel_Team-Up_Vol_1_115Dichotomies]</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>1982.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>/wiki/Abner_Croit_(Earth-616)</td>\n",
       "      <td>Abner Croit</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Nova_Vol_1_19Blackout Means Business, a...</td>\n",
       "      <td>1978.0</td>\n",
       "      <td>1983.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>/wiki/11-Ball_(Earth-616)</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>11-Ball</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Sleepwalker_Vol_1_2Behind the 8-Ball]</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>1991.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>/wiki/Aan_Taanu_(Earth-616)</td>\n",
       "      <td>Aan Taanu</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/The_Legion_of_Night_Vol_1_2Messenger fr...</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>1995.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>/wiki/Aaron_Rosenberg_(Earth-616)</td>\n",
       "      <td>Aaron Rosenberg</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Mekanix_Vol_1_1Targets, /wiki/Mekanix_V...</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>2003.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>/wiki/Abraham_Zimmer,_Jr._(Earth-616)</td>\n",
       "      <td>Abraham \"Abe\" Zimmer, Jr.</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Erica_Sondheim_(Earth-616), /wiki/Abrah...</td>\n",
       "      <td>[/wiki/Ant-Man_Vol_1_4Second-Chance Man: Part 4]</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2015.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>/wiki/Absynthia_van_Mort_(Earth-616)</td>\n",
       "      <td>Absynthia van Mort</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/X-Man_All_Saints_Day_Vol_1_1All Saints'...</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>1997.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28009</th>\n",
       "      <td>/wiki/Zsa_Zsa_Gabor_(Earth-616)</td>\n",
       "      <td>Zsa Zsa Gabor</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Eva_Gabor_(Earth-616)]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28010</th>\n",
       "      <td>/wiki/Zuko_(Earth-616)</td>\n",
       "      <td>Zuko (full name unknown)</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Men%27s_Adventures_Vol_1_27The Ship Tha...</td>\n",
       "      <td>1954.0</td>\n",
       "      <td>1954.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28011</th>\n",
       "      <td>/wiki/Zugthuu_(Earth-616)</td>\n",
       "      <td>Zugthuu</td>\n",
       "      <td>Zugthuu the Slitherer</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28012</th>\n",
       "      <td>/wiki/Zyro_(Earth-616)</td>\n",
       "      <td>Zyro</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Captain_Marvel_Vol_1_6In the Path of So...</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>2008.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28013</th>\n",
       "      <td>/wiki/Ztlol_(Earth-616)</td>\n",
       "      <td>Ztlol</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28014</th>\n",
       "      <td>/wiki/Zukala_(Earth-616)</td>\n",
       "      <td>Zukala</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Conan_the_Barbarian_Vol_1_5Zukala's Dau...</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>2000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28015</th>\n",
       "      <td>/wiki/Zzutak_(Earth-616)</td>\n",
       "      <td>Zzutak</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Strange_Tales_Vol_1_88Zzutak The Thing ...</td>\n",
       "      <td>1961.0</td>\n",
       "      <td>2019.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28016</th>\n",
       "      <td>/wiki/Zzzax_(Earth-616)</td>\n",
       "      <td>Zzzax</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Defenders_Vol_1_7War Below the Waves!, ...</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>2019.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28017</th>\n",
       "      <td>/wiki/Zulum_(Demon-Steed)_(Earth-616)</td>\n",
       "      <td>Zulum</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Punisher_Vol_4_2Purgatory, Part 2: The ...</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>1998.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28018</th>\n",
       "      <td>/wiki/Zully_Garcia_(Earth-616)</td>\n",
       "      <td>Zully Garcia</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/X-Men:_Gold_Vol_2_8Secret Empire: Part 2]</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>2017.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28019</th>\n",
       "      <td>/wiki/%C3%89riu_(Earth-616)</td>\n",
       "      <td>Ériu</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Bres_(Earth-616), /wiki/Elathan_(Earth-...</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28020</th>\n",
       "      <td>/wiki/Zosara_(Earth-616)</td>\n",
       "      <td>Zosara</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Yildiz_(Earth-616), /wiki/Yezdigerd_(Ea...</td>\n",
       "      <td>[/wiki/Savage_Sword_of_Conan_Vol_1_234Family S...</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>1995.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28021</th>\n",
       "      <td>/wiki/Zuchan_(Earth-616)</td>\n",
       "      <td>Zuchan</td>\n",
       "      <td>Zuchan of Khitai</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Conan_the_Adventurer_Vol_1_4Between Twi...</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>1994.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28022</th>\n",
       "      <td>/wiki/Zug_(Earth-616)</td>\n",
       "      <td>Zug</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Conan_the_Barbarian_Vol_1_250Chaos Bene...</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>1991.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28023</th>\n",
       "      <td>/wiki/Zuri_(Earth-616)</td>\n",
       "      <td>Zuri</td>\n",
       "      <td>Zuri</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Black_Panther_Vol_3_2Invasion, /wiki/Bl...</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>2018.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28024</th>\n",
       "      <td>/wiki/Zr%27x_(Earth-616)</td>\n",
       "      <td>Zr'x</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Young_Avengers_Vol_1_11Family Matters (...</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>2006.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28025</th>\n",
       "      <td>/wiki/Zoya_Vasilievna_(Earth-616)</td>\n",
       "      <td>Zoya Vasilievna</td>\n",
       "      <td>Synthesizer</td>\n",
       "      <td>[/wiki/Arkady_Tegai_(Earth-616)]</td>\n",
       "      <td>[/wiki/Soviet_Super_Soldiers_Vol_1_1Red Triang...</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>1992.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28026</th>\n",
       "      <td>/wiki/Zota_of_Pergamum_(Earth-616)</td>\n",
       "      <td>Zota</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Strange_Tales_Vol_1_124The Lady From No...</td>\n",
       "      <td>1964.0</td>\n",
       "      <td>2010.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28027</th>\n",
       "      <td>/wiki/Zuras_(Earth-616)</td>\n",
       "      <td>Zuras</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Kronos_(Eternal)_(Earth-616), /wiki/Dai...</td>\n",
       "      <td>[/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>2019.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28028</th>\n",
       "      <td>/wiki/Zreate%27th_(Earth-616)</td>\n",
       "      <td>Zreate'th</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Marvel_Super-Heroes_Vol_2_1The Sacrifice]</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>1990.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28029</th>\n",
       "      <td>/wiki/Zyziwc_Tiel_(Earth-616)</td>\n",
       "      <td>Zyziwc Tiel</td>\n",
       "      <td>Nova</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Nova_Vol_4_25Empire of the Mind]</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>2009.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28030</th>\n",
       "      <td>/wiki/Zuzha_Yu_(Earth-616)</td>\n",
       "      <td>Zuzha Yu</td>\n",
       "      <td>Puck</td>\n",
       "      <td>[/wiki/Eugene_Judd_(Earth-616), /wiki/Louis_Sa...</td>\n",
       "      <td>[/wiki/Alpha_Flight_Vol_3_1You Gotta Be Kiddin...</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>2009.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28031</th>\n",
       "      <td>/wiki/Zula_(Earth-616)</td>\n",
       "      <td>Zula</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Conan_the_Barbarian_Vol_1_85Of Swordsme...</td>\n",
       "      <td>1978.0</td>\n",
       "      <td>2000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28032</th>\n",
       "      <td>/wiki/Zzzyclone_(Warp_World)_(Earth-616)</td>\n",
       "      <td>Zzzyclone</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Secret_Warps:_Soldier_Supreme_Annual_Vo...</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>2019.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28033</th>\n",
       "      <td>/wiki/Zuhn_(Earth-616)</td>\n",
       "      <td>Zuhn</td>\n",
       "      <td>Chimera</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Marvel:_The_Lost_Generation_Vol_1_4Ligh...</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>2001.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28034</th>\n",
       "      <td>/wiki/Zxaxz_(Earth-616)</td>\n",
       "      <td>Zxaxz</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Spellbound_Vol_2_2Nightmare!, /wiki/Spe...</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>2010.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28035</th>\n",
       "      <td>/wiki/Zuwena_(Earth-616)</td>\n",
       "      <td>Zuwena</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Marvel_Universe_Magazine_Fall_Vol_1_1Th...</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>2019.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28036</th>\n",
       "      <td>/wiki/Zurvan_(Earth-616)</td>\n",
       "      <td>Zurvan</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Ahura_Mazda_(Earth-616), /wiki/Ahriman_...</td>\n",
       "      <td>[/wiki/Immortal_Hulk_Vol_1_12All On That Day]</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>2019.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28037</th>\n",
       "      <td>/wiki/Zygo_(Earth-616)</td>\n",
       "      <td>Zygo</td>\n",
       "      <td>General Zygo</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28038</th>\n",
       "      <td>/wiki/%C3%84kr%C3%A4s_(Earth-616)</td>\n",
       "      <td>Äkräs</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28039 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             URL                  Real Name  \\\n",
       "0                    /wiki/Aaron_Fox_(Earth-616)                  Aaron Fox   \n",
       "1              /wiki/Acrobat_(1940s)_(Earth-616)                    Unknown   \n",
       "2      /wiki/Abigail_Mercury_(Clone)_(Earth-616)            Abigail Mercury   \n",
       "3                  /wiki/Ace_Maxwell_(Earth-616)                Ace Maxwell   \n",
       "4               /wiki/Abigail_Boylen_(Earth-616)      Abigail \"Abby\" Boylen   \n",
       "5                       /wiki/Abarac_(Earth-616)                     Abarac   \n",
       "6                  /wiki/Abner_Perry_(Earth-616)                Abner Perry   \n",
       "7                  /wiki/Abdul_Qamar_(Earth-616)                Abdul Qamar   \n",
       "8                  /wiki/Aaron_Verne_(Earth-616)                Aaron Verne   \n",
       "9              /wiki/Abner_Doolittle_(Earth-616)            Abner Doolittle   \n",
       "10                /wiki/Abdul_Hurani_(Earth-616)               Abdul Hurani   \n",
       "11                        /wiki/Aban_(Earth-616)                       Aban   \n",
       "12               /wiki/Abraham_Cabot_(Earth-616)              Abraham Cabot   \n",
       "13                          /wiki/A3_(Earth-616)                    Unknown   \n",
       "14          /wiki/Abigail_Verpoorten_(Earth-616)         Abigail Verpoorten   \n",
       "15                     /wiki/Aalbort_(Earth-616)                    Aalbort   \n",
       "16                      /wiki/Abby-L_(Earth-616)                     Abby-L   \n",
       "17               /wiki/Abraham_Klein_(Earth-616)              Abraham Klein   \n",
       "18                  /wiki/Abby_Rubin_(Earth-616)                 Abby Rubin   \n",
       "19                /wiki/Aaron_Soames_(Earth-616)               Aaron Soames   \n",
       "20                     /wiki/Aa-Thak_(Earth-616)                    Aa-Thak   \n",
       "21             /wiki/Abilene_Cashman_(Earth-616)            Abilene Cashman   \n",
       "22                  /wiki/Achlemedes_(Earth-616)                Achelemedes   \n",
       "23             /wiki/Abner_Abernathy_(Earth-616)            Abner Abernathy   \n",
       "24                 /wiki/Abner_Croit_(Earth-616)                Abner Croit   \n",
       "25                     /wiki/11-Ball_(Earth-616)                    Unknown   \n",
       "26                   /wiki/Aan_Taanu_(Earth-616)                  Aan Taanu   \n",
       "27             /wiki/Aaron_Rosenberg_(Earth-616)            Aaron Rosenberg   \n",
       "28         /wiki/Abraham_Zimmer,_Jr._(Earth-616)  Abraham \"Abe\" Zimmer, Jr.   \n",
       "29          /wiki/Absynthia_van_Mort_(Earth-616)         Absynthia van Mort   \n",
       "...                                          ...                        ...   \n",
       "28009            /wiki/Zsa_Zsa_Gabor_(Earth-616)              Zsa Zsa Gabor   \n",
       "28010                     /wiki/Zuko_(Earth-616)   Zuko (full name unknown)   \n",
       "28011                  /wiki/Zugthuu_(Earth-616)                    Zugthuu   \n",
       "28012                     /wiki/Zyro_(Earth-616)                       Zyro   \n",
       "28013                    /wiki/Ztlol_(Earth-616)                      Ztlol   \n",
       "28014                   /wiki/Zukala_(Earth-616)                     Zukala   \n",
       "28015                   /wiki/Zzutak_(Earth-616)                     Zzutak   \n",
       "28016                    /wiki/Zzzax_(Earth-616)                      Zzzax   \n",
       "28017      /wiki/Zulum_(Demon-Steed)_(Earth-616)                      Zulum   \n",
       "28018             /wiki/Zully_Garcia_(Earth-616)               Zully Garcia   \n",
       "28019                /wiki/%C3%89riu_(Earth-616)                       Ériu   \n",
       "28020                   /wiki/Zosara_(Earth-616)                     Zosara   \n",
       "28021                   /wiki/Zuchan_(Earth-616)                     Zuchan   \n",
       "28022                      /wiki/Zug_(Earth-616)                        Zug   \n",
       "28023                     /wiki/Zuri_(Earth-616)                       Zuri   \n",
       "28024                   /wiki/Zr%27x_(Earth-616)                       Zr'x   \n",
       "28025          /wiki/Zoya_Vasilievna_(Earth-616)            Zoya Vasilievna   \n",
       "28026         /wiki/Zota_of_Pergamum_(Earth-616)                       Zota   \n",
       "28027                    /wiki/Zuras_(Earth-616)                      Zuras   \n",
       "28028              /wiki/Zreate%27th_(Earth-616)                  Zreate'th   \n",
       "28029              /wiki/Zyziwc_Tiel_(Earth-616)                Zyziwc Tiel   \n",
       "28030                 /wiki/Zuzha_Yu_(Earth-616)                   Zuzha Yu   \n",
       "28031                     /wiki/Zula_(Earth-616)                       Zula   \n",
       "28032   /wiki/Zzzyclone_(Warp_World)_(Earth-616)                  Zzzyclone   \n",
       "28033                     /wiki/Zuhn_(Earth-616)                       Zuhn   \n",
       "28034                    /wiki/Zxaxz_(Earth-616)                      Zxaxz   \n",
       "28035                   /wiki/Zuwena_(Earth-616)                     Zuwena   \n",
       "28036                   /wiki/Zurvan_(Earth-616)                     Zurvan   \n",
       "28037                     /wiki/Zygo_(Earth-616)                       Zygo   \n",
       "28038          /wiki/%C3%84kr%C3%A4s_(Earth-616)                      Äkräs   \n",
       "\n",
       "               Current Alias  \\\n",
       "0                    Unknown   \n",
       "1                    Acrobat   \n",
       "2                    Unknown   \n",
       "3                    Unknown   \n",
       "4                    Cloud 9   \n",
       "5                    Unknown   \n",
       "6                    Unknown   \n",
       "7             Arabian Knight   \n",
       "8                      Locus   \n",
       "9                    Unknown   \n",
       "10        Sheik Abdul Hurani   \n",
       "11                     Kid A   \n",
       "12                 Abe Cabot   \n",
       "13                        A3   \n",
       "14                   Unknown   \n",
       "15                   Unknown   \n",
       "16                   Unknown   \n",
       "17                 Abe Klein   \n",
       "18                   Unknown   \n",
       "19                    Mauler   \n",
       "20                   Unknown   \n",
       "21                   Unknown   \n",
       "22                   Unknown   \n",
       "23                   Unknown   \n",
       "24                   Unknown   \n",
       "25                   11-Ball   \n",
       "26                   Unknown   \n",
       "27                   Unknown   \n",
       "28                   Unknown   \n",
       "29                   Unknown   \n",
       "...                      ...   \n",
       "28009                Unknown   \n",
       "28010                Unknown   \n",
       "28011  Zugthuu the Slitherer   \n",
       "28012                Unknown   \n",
       "28013                Unknown   \n",
       "28014                Unknown   \n",
       "28015                Unknown   \n",
       "28016                Unknown   \n",
       "28017                Unknown   \n",
       "28018                Unknown   \n",
       "28019                Unknown   \n",
       "28020                Unknown   \n",
       "28021       Zuchan of Khitai   \n",
       "28022                Unknown   \n",
       "28023                   Zuri   \n",
       "28024                Unknown   \n",
       "28025            Synthesizer   \n",
       "28026                Unknown   \n",
       "28027                Unknown   \n",
       "28028                Unknown   \n",
       "28029                   Nova   \n",
       "28030                   Puck   \n",
       "28031                Unknown   \n",
       "28032                Unknown   \n",
       "28033                Chimera   \n",
       "28034                Unknown   \n",
       "28035                Unknown   \n",
       "28036                Unknown   \n",
       "28037           General Zygo   \n",
       "28038                Unknown   \n",
       "\n",
       "                                               Relatives  \\\n",
       "0                           [/wiki/Beth_Fox_(Earth-616)]   \n",
       "1                                                     []   \n",
       "2                    [/wiki/Abigail_Mercury_(Earth-616)]   \n",
       "3                                                     []   \n",
       "4                                                     []   \n",
       "5                                                     []   \n",
       "6                                                     []   \n",
       "7                                                     []   \n",
       "8                                                     []   \n",
       "9                                                     []   \n",
       "10                                                    []   \n",
       "11                                                    []   \n",
       "12     [/wiki/Chester_Cabot_(Earth-616), /wiki/Julia_...   \n",
       "13                    [/wiki/Lawrence_Trask_(Earth-616)]   \n",
       "14                                                    []   \n",
       "15                                                    []   \n",
       "16     [/wiki/Miles_Warren_(Earth-616), /wiki/Gwendol...   \n",
       "17                                                    []   \n",
       "18                                                    []   \n",
       "19                                                    []   \n",
       "20                                                    []   \n",
       "21                                                    []   \n",
       "22                      [/wiki/Shah_Amurath_(Earth-616)]   \n",
       "23                                                    []   \n",
       "24                                                    []   \n",
       "25                                                    []   \n",
       "26                                                    []   \n",
       "27                                                    []   \n",
       "28     [/wiki/Erica_Sondheim_(Earth-616), /wiki/Abrah...   \n",
       "29                                                    []   \n",
       "...                                                  ...   \n",
       "28009                      [/wiki/Eva_Gabor_(Earth-616)]   \n",
       "28010                                                 []   \n",
       "28011                                                 []   \n",
       "28012                                                 []   \n",
       "28013                                                 []   \n",
       "28014                                                 []   \n",
       "28015                                                 []   \n",
       "28016                                                 []   \n",
       "28017                                                 []   \n",
       "28018                                                 []   \n",
       "28019  [/wiki/Bres_(Earth-616), /wiki/Elathan_(Earth-...   \n",
       "28020  [/wiki/Yildiz_(Earth-616), /wiki/Yezdigerd_(Ea...   \n",
       "28021                                                 []   \n",
       "28022                                                 []   \n",
       "28023                                                 []   \n",
       "28024                                                 []   \n",
       "28025                   [/wiki/Arkady_Tegai_(Earth-616)]   \n",
       "28026                                                 []   \n",
       "28027  [/wiki/Kronos_(Eternal)_(Earth-616), /wiki/Dai...   \n",
       "28028                                                 []   \n",
       "28029                                                 []   \n",
       "28030  [/wiki/Eugene_Judd_(Earth-616), /wiki/Louis_Sa...   \n",
       "28031                                                 []   \n",
       "28032                                                 []   \n",
       "28033                                                 []   \n",
       "28034                                                 []   \n",
       "28035                                                 []   \n",
       "28036  [/wiki/Ahura_Mazda_(Earth-616), /wiki/Ahriman_...   \n",
       "28037                                                 []   \n",
       "28038                                                 []   \n",
       "\n",
       "                                            Subcomic URL  First appearance  \\\n",
       "0      [/wiki/Legion_of_Monsters_Vol_1_1Manphibian: V...            1975.0   \n",
       "1      [/wiki/Captain_America_Comics_Vol_1_64Death Is...            1947.0   \n",
       "2      [/wiki/Ben_Reilly:_Scarlet_Spider_Vol_1_1st st...            2017.0   \n",
       "3      [/wiki/Human_Torch_Comics_Vol_1_22The Fatal Fi...            1946.0   \n",
       "4      [/wiki/Mighty_Avengers_Vol_1_1The Mighty Aveng...            2007.0   \n",
       "5             [/wiki/Tower_of_Shadows_Vol_1_8Sanctuary!]            1970.0   \n",
       "6      [/wiki/Incredible_Hulk_Vol_1_267What a Day for...            1982.0   \n",
       "7      [/wiki/Incredible_Hulk_Vol_1_257Crypt of Chaos...            1981.0   \n",
       "8      [/wiki/Thor_Vol_1_302The Shape of Things to Ki...            1980.0   \n",
       "9      [/wiki/Captain_America_Vol_1_203Alamo II, /wik...            1976.0   \n",
       "10     [/wiki/Ghost_Rider_Vol_2_61Wizardous Waters Ru...            1981.0   \n",
       "11     [/wiki/Terror,_Inc._-_Apocalypse_Soon_Vol_1_3T...            2009.0   \n",
       "12     [/wiki/Uncanny_X-Men_Vol_1_437She Lies With An...            2004.0   \n",
       "13     [/wiki/X-Men_Vol_1_58Mission: Murder!, /wiki/X...            1969.0   \n",
       "14     [/wiki/Avengers_Spotlight_Vol_1_38Curse of the...            1990.0   \n",
       "15     [/wiki/Marvel_Comics_Presents_Vol_1_22New Worl...            1989.0   \n",
       "16     [/wiki/Spider-Island:_Deadly_Foes_Vol_1_1What ...            2011.0   \n",
       "17     [/wiki/Iron_Man_Vol_1_82Plunder of the Apes!, ...            1976.0   \n",
       "18     [/wiki/Venom:_The_Madness_Vol_1_1Toxic Kisses,...            1993.0   \n",
       "19     [/wiki/Daredevil_Vol_1_167...The Mauler!, /wik...            1980.0   \n",
       "20     [/wiki/Savage_Sword_of_Conan_Vol_1_55Wizard an...            1980.0   \n",
       "21         [/wiki/Avengers_Vol_8_18Crisis on Ten Realms]            2019.0   \n",
       "22       [/wiki/Savage_Sword_of_Conan_Vol_1_160Brothers]            1989.0   \n",
       "23           [/wiki/Marvel_Team-Up_Vol_1_115Dichotomies]            1982.0   \n",
       "24     [/wiki/Nova_Vol_1_19Blackout Means Business, a...            1978.0   \n",
       "25          [/wiki/Sleepwalker_Vol_1_2Behind the 8-Ball]            1991.0   \n",
       "26     [/wiki/The_Legion_of_Night_Vol_1_2Messenger fr...            1991.0   \n",
       "27     [/wiki/Mekanix_Vol_1_1Targets, /wiki/Mekanix_V...            2002.0   \n",
       "28      [/wiki/Ant-Man_Vol_1_4Second-Chance Man: Part 4]            2015.0   \n",
       "29     [/wiki/X-Man_All_Saints_Day_Vol_1_1All Saints'...            1997.0   \n",
       "...                                                  ...               ...   \n",
       "28009                                                 []               NaN   \n",
       "28010  [/wiki/Men%27s_Adventures_Vol_1_27The Ship Tha...            1954.0   \n",
       "28011                                                 []               NaN   \n",
       "28012  [/wiki/Captain_Marvel_Vol_1_6In the Path of So...            1968.0   \n",
       "28013                                                 []               NaN   \n",
       "28014  [/wiki/Conan_the_Barbarian_Vol_1_5Zukala's Dau...            1971.0   \n",
       "28015  [/wiki/Strange_Tales_Vol_1_88Zzutak The Thing ...            1961.0   \n",
       "28016  [/wiki/Defenders_Vol_1_7War Below the Waves!, ...            1973.0   \n",
       "28017  [/wiki/Punisher_Vol_4_2Purgatory, Part 2: The ...            1998.0   \n",
       "28018   [/wiki/X-Men:_Gold_Vol_2_8Secret Empire: Part 2]            2017.0   \n",
       "28019                                                 []               NaN   \n",
       "28020  [/wiki/Savage_Sword_of_Conan_Vol_1_234Family S...            1995.0   \n",
       "28021  [/wiki/Conan_the_Adventurer_Vol_1_4Between Twi...            1994.0   \n",
       "28022  [/wiki/Conan_the_Barbarian_Vol_1_250Chaos Bene...            1991.0   \n",
       "28023  [/wiki/Black_Panther_Vol_3_2Invasion, /wiki/Bl...            1998.0   \n",
       "28024  [/wiki/Young_Avengers_Vol_1_11Family Matters (...            2006.0   \n",
       "28025  [/wiki/Soviet_Super_Soldiers_Vol_1_1Red Triang...            1992.0   \n",
       "28026  [/wiki/Strange_Tales_Vol_1_124The Lady From No...            1964.0   \n",
       "28027  [/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...            1940.0   \n",
       "28028   [/wiki/Marvel_Super-Heroes_Vol_2_1The Sacrifice]            1990.0   \n",
       "28029            [/wiki/Nova_Vol_4_25Empire of the Mind]            2009.0   \n",
       "28030  [/wiki/Alpha_Flight_Vol_3_1You Gotta Be Kiddin...            2004.0   \n",
       "28031  [/wiki/Conan_the_Barbarian_Vol_1_85Of Swordsme...            1978.0   \n",
       "28032  [/wiki/Secret_Warps:_Soldier_Supreme_Annual_Vo...            2019.0   \n",
       "28033  [/wiki/Marvel:_The_Lost_Generation_Vol_1_4Ligh...            2000.0   \n",
       "28034  [/wiki/Spellbound_Vol_2_2Nightmare!, /wiki/Spe...            1988.0   \n",
       "28035  [/wiki/Marvel_Universe_Magazine_Fall_Vol_1_1Th...            2018.0   \n",
       "28036      [/wiki/Immortal_Hulk_Vol_1_12All On That Day]            2019.0   \n",
       "28037                                                 []               NaN   \n",
       "28038                                                 []               NaN   \n",
       "\n",
       "       Last appearance  \n",
       "0               1975.0  \n",
       "1               1947.0  \n",
       "2               2017.0  \n",
       "3               1946.0  \n",
       "4               2019.0  \n",
       "5               1970.0  \n",
       "6               1982.0  \n",
       "7               2019.0  \n",
       "8               1980.0  \n",
       "9               2017.0  \n",
       "10              1981.0  \n",
       "11              2009.0  \n",
       "12              2004.0  \n",
       "13              2019.0  \n",
       "14              1990.0  \n",
       "15              1989.0  \n",
       "16              2017.0  \n",
       "17              2013.0  \n",
       "18              1994.0  \n",
       "19              2015.0  \n",
       "20              1989.0  \n",
       "21              2019.0  \n",
       "22              1989.0  \n",
       "23              1982.0  \n",
       "24              1983.0  \n",
       "25              1991.0  \n",
       "26              1995.0  \n",
       "27              2003.0  \n",
       "28              2015.0  \n",
       "29              1997.0  \n",
       "...                ...  \n",
       "28009              NaN  \n",
       "28010           1954.0  \n",
       "28011              NaN  \n",
       "28012           2008.0  \n",
       "28013              NaN  \n",
       "28014           2000.0  \n",
       "28015           2019.0  \n",
       "28016           2019.0  \n",
       "28017           1998.0  \n",
       "28018           2017.0  \n",
       "28019              NaN  \n",
       "28020           1995.0  \n",
       "28021           1994.0  \n",
       "28022           1991.0  \n",
       "28023           2018.0  \n",
       "28024           2006.0  \n",
       "28025           1992.0  \n",
       "28026           2010.0  \n",
       "28027           2019.0  \n",
       "28028           1990.0  \n",
       "28029           2009.0  \n",
       "28030           2009.0  \n",
       "28031           2000.0  \n",
       "28032           2019.0  \n",
       "28033           2001.0  \n",
       "28034           2010.0  \n",
       "28035           2019.0  \n",
       "28036           2019.0  \n",
       "28037              NaN  \n",
       "28038              NaN  \n",
       "\n",
       "[28039 rows x 7 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with open('data/clean_marvel.txt', 'rb') as f:\n",
    "    relat_marvel = pickle.load(f)\n",
    "\n",
    "relat_marvel.drop(columns=['Affiliation'], inplace=True)\n",
    "\n",
    "relat_marvel"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**We split the list in the column `Relatives`, each URL that is in it will be in a different row, with the corresponding character.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>URL</th>\n",
       "      <th>Real Name</th>\n",
       "      <th>Current Alias</th>\n",
       "      <th>Subcomic URL</th>\n",
       "      <th>First appearance</th>\n",
       "      <th>Last appearance</th>\n",
       "      <th>Relatives</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/wiki/Aaron_Fox_(Earth-616)</td>\n",
       "      <td>Aaron Fox</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Legion_of_Monsters_Vol_1_1Manphibian: V...</td>\n",
       "      <td>1975.0</td>\n",
       "      <td>1975.0</td>\n",
       "      <td>/wiki/Beth_Fox_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>/wiki/Acrobat_(1940s)_(Earth-616)</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Acrobat</td>\n",
       "      <td>[/wiki/Captain_America_Comics_Vol_1_64Death Is...</td>\n",
       "      <td>1947.0</td>\n",
       "      <td>1947.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/wiki/Abigail_Mercury_(Clone)_(Earth-616)</td>\n",
       "      <td>Abigail Mercury</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Ben_Reilly:_Scarlet_Spider_Vol_1_1st st...</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>/wiki/Abigail_Mercury_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/wiki/Ace_Maxwell_(Earth-616)</td>\n",
       "      <td>Ace Maxwell</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Human_Torch_Comics_Vol_1_22The Fatal Fi...</td>\n",
       "      <td>1946.0</td>\n",
       "      <td>1946.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/wiki/Abigail_Boylen_(Earth-616)</td>\n",
       "      <td>Abigail \"Abby\" Boylen</td>\n",
       "      <td>Cloud 9</td>\n",
       "      <td>[/wiki/Mighty_Avengers_Vol_1_1The Mighty Aveng...</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>/wiki/Abarac_(Earth-616)</td>\n",
       "      <td>Abarac</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Tower_of_Shadows_Vol_1_8Sanctuary!]</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>1970.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>/wiki/Abner_Perry_(Earth-616)</td>\n",
       "      <td>Abner Perry</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Incredible_Hulk_Vol_1_267What a Day for...</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>1982.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>/wiki/Abdul_Qamar_(Earth-616)</td>\n",
       "      <td>Abdul Qamar</td>\n",
       "      <td>Arabian Knight</td>\n",
       "      <td>[/wiki/Incredible_Hulk_Vol_1_257Crypt of Chaos...</td>\n",
       "      <td>1981.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>/wiki/Aaron_Verne_(Earth-616)</td>\n",
       "      <td>Aaron Verne</td>\n",
       "      <td>Locus</td>\n",
       "      <td>[/wiki/Thor_Vol_1_302The Shape of Things to Ki...</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>1980.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>/wiki/Abner_Doolittle_(Earth-616)</td>\n",
       "      <td>Abner Doolittle</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Captain_America_Vol_1_203Alamo II, /wik...</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>2017.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>/wiki/Abdul_Hurani_(Earth-616)</td>\n",
       "      <td>Abdul Hurani</td>\n",
       "      <td>Sheik Abdul Hurani</td>\n",
       "      <td>[/wiki/Ghost_Rider_Vol_2_61Wizardous Waters Ru...</td>\n",
       "      <td>1981.0</td>\n",
       "      <td>1981.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>/wiki/Aban_(Earth-616)</td>\n",
       "      <td>Aban</td>\n",
       "      <td>Kid A</td>\n",
       "      <td>[/wiki/Terror,_Inc._-_Apocalypse_Soon_Vol_1_3T...</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>/wiki/Abraham_Cabot_(Earth-616)</td>\n",
       "      <td>Abraham Cabot</td>\n",
       "      <td>Abe Cabot</td>\n",
       "      <td>[/wiki/Uncanny_X-Men_Vol_1_437She Lies With An...</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>/wiki/Chester_Cabot_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>/wiki/Abraham_Cabot_(Earth-616)</td>\n",
       "      <td>Abraham Cabot</td>\n",
       "      <td>Abe Cabot</td>\n",
       "      <td>[/wiki/Uncanny_X-Men_Vol_1_437She Lies With An...</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>/wiki/Julia_Cabot_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>/wiki/Abraham_Cabot_(Earth-616)</td>\n",
       "      <td>Abraham Cabot</td>\n",
       "      <td>Abe Cabot</td>\n",
       "      <td>[/wiki/Uncanny_X-Men_Vol_1_437She Lies With An...</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>/wiki/Richie_Cabot_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>/wiki/Abraham_Cabot_(Earth-616)</td>\n",
       "      <td>Abraham Cabot</td>\n",
       "      <td>Abe Cabot</td>\n",
       "      <td>[/wiki/Uncanny_X-Men_Vol_1_437She Lies With An...</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>/wiki/Kenny_Cabot_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>/wiki/A3_(Earth-616)</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>A3</td>\n",
       "      <td>[/wiki/X-Men_Vol_1_58Mission: Murder!, /wiki/X...</td>\n",
       "      <td>1969.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>/wiki/Lawrence_Trask_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>/wiki/Abigail_Verpoorten_(Earth-616)</td>\n",
       "      <td>Abigail Verpoorten</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Avengers_Spotlight_Vol_1_38Curse of the...</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>1990.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>/wiki/Aalbort_(Earth-616)</td>\n",
       "      <td>Aalbort</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Marvel_Comics_Presents_Vol_1_22New Worl...</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>1989.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>/wiki/Abby-L_(Earth-616)</td>\n",
       "      <td>Abby-L</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Spider-Island:_Deadly_Foes_Vol_1_1What ...</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>/wiki/Miles_Warren_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>/wiki/Abby-L_(Earth-616)</td>\n",
       "      <td>Abby-L</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Spider-Island:_Deadly_Foes_Vol_1_1What ...</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>/wiki/Gwendolyne_Stacy_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>/wiki/Abby-L_(Earth-616)</td>\n",
       "      <td>Abby-L</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Spider-Island:_Deadly_Foes_Vol_1_1What ...</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>/wiki/Joyce_Delaney_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>/wiki/Abby-L_(Earth-616)</td>\n",
       "      <td>Abby-L</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Spider-Island:_Deadly_Foes_Vol_1_1What ...</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>/wiki/Gwen_Stacy_Clones</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>/wiki/Abraham_Klein_(Earth-616)</td>\n",
       "      <td>Abraham Klein</td>\n",
       "      <td>Abe Klein</td>\n",
       "      <td>[/wiki/Iron_Man_Vol_1_82Plunder of the Apes!, ...</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>/wiki/Abby_Rubin_(Earth-616)</td>\n",
       "      <td>Abby Rubin</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Venom:_The_Madness_Vol_1_1Toxic Kisses,...</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>1994.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>/wiki/Aaron_Soames_(Earth-616)</td>\n",
       "      <td>Aaron Soames</td>\n",
       "      <td>Mauler</td>\n",
       "      <td>[/wiki/Daredevil_Vol_1_167...The Mauler!, /wik...</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>/wiki/Aa-Thak_(Earth-616)</td>\n",
       "      <td>Aa-Thak</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Savage_Sword_of_Conan_Vol_1_55Wizard an...</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>1989.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>/wiki/Abilene_Cashman_(Earth-616)</td>\n",
       "      <td>Abilene Cashman</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Avengers_Vol_8_18Crisis on Ten Realms]</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>/wiki/Achlemedes_(Earth-616)</td>\n",
       "      <td>Achelemedes</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Savage_Sword_of_Conan_Vol_1_160Brothers]</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>/wiki/Shah_Amurath_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>/wiki/Abner_Abernathy_(Earth-616)</td>\n",
       "      <td>Abner Abernathy</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Marvel_Team-Up_Vol_1_115Dichotomies]</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>1982.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28026</th>\n",
       "      <td>/wiki/Zota_of_Pergamum_(Earth-616)</td>\n",
       "      <td>Zota</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Strange_Tales_Vol_1_124The Lady From No...</td>\n",
       "      <td>1964.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28027</th>\n",
       "      <td>/wiki/Zuras_(Earth-616)</td>\n",
       "      <td>Zuras</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>/wiki/Kronos_(Eternal)_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28027</th>\n",
       "      <td>/wiki/Zuras_(Earth-616)</td>\n",
       "      <td>Zuras</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>/wiki/Daina_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28027</th>\n",
       "      <td>/wiki/Zuras_(Earth-616)</td>\n",
       "      <td>Zuras</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>/wiki/Uranos_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28027</th>\n",
       "      <td>/wiki/Zuras_(Earth-616)</td>\n",
       "      <td>Zuras</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>/wiki/A%27Lars_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28027</th>\n",
       "      <td>/wiki/Zuras_(Earth-616)</td>\n",
       "      <td>Zuras</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>/wiki/Sui-San_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28027</th>\n",
       "      <td>/wiki/Zuras_(Earth-616)</td>\n",
       "      <td>Zuras</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>/wiki/Kazantra_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28027</th>\n",
       "      <td>/wiki/Zuras_(Earth-616)</td>\n",
       "      <td>Zuras</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>/wiki/Cybele_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28027</th>\n",
       "      <td>/wiki/Zuras_(Earth-616)</td>\n",
       "      <td>Zuras</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>/wiki/Azura_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28027</th>\n",
       "      <td>/wiki/Zuras_(Earth-616)</td>\n",
       "      <td>Zuras</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>/wiki/Thomas_Eliot_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28027</th>\n",
       "      <td>/wiki/Zuras_(Earth-616)</td>\n",
       "      <td>Zuras</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>/wiki/Eros_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28027</th>\n",
       "      <td>/wiki/Zuras_(Earth-616)</td>\n",
       "      <td>Zuras</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>/wiki/Thanos_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28027</th>\n",
       "      <td>/wiki/Zuras_(Earth-616)</td>\n",
       "      <td>Zuras</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>/wiki/Deborah_%26_Donald_Ritter_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28027</th>\n",
       "      <td>/wiki/Zuras_(Earth-616)</td>\n",
       "      <td>Zuras</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>/wiki/Joey_Eliot_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28027</th>\n",
       "      <td>/wiki/Zuras_(Earth-616)</td>\n",
       "      <td>Zuras</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>/wiki/Thane_(Thanos%27_Son)_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28027</th>\n",
       "      <td>/wiki/Zuras_(Earth-616)</td>\n",
       "      <td>Zuras</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>/wiki/Nebula_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28028</th>\n",
       "      <td>/wiki/Zreate%27th_(Earth-616)</td>\n",
       "      <td>Zreate'th</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Marvel_Super-Heroes_Vol_2_1The Sacrifice]</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>1990.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28029</th>\n",
       "      <td>/wiki/Zyziwc_Tiel_(Earth-616)</td>\n",
       "      <td>Zyziwc Tiel</td>\n",
       "      <td>Nova</td>\n",
       "      <td>[/wiki/Nova_Vol_4_25Empire of the Mind]</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28030</th>\n",
       "      <td>/wiki/Zuzha_Yu_(Earth-616)</td>\n",
       "      <td>Zuzha Yu</td>\n",
       "      <td>Puck</td>\n",
       "      <td>[/wiki/Alpha_Flight_Vol_3_1You Gotta Be Kiddin...</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>/wiki/Eugene_Judd_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28030</th>\n",
       "      <td>/wiki/Zuzha_Yu_(Earth-616)</td>\n",
       "      <td>Zuzha Yu</td>\n",
       "      <td>Puck</td>\n",
       "      <td>[/wiki/Alpha_Flight_Vol_3_1You Gotta Be Kiddin...</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>/wiki/Louis_Sadler_Jr._(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28031</th>\n",
       "      <td>/wiki/Zula_(Earth-616)</td>\n",
       "      <td>Zula</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Conan_the_Barbarian_Vol_1_85Of Swordsme...</td>\n",
       "      <td>1978.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28032</th>\n",
       "      <td>/wiki/Zzzyclone_(Warp_World)_(Earth-616)</td>\n",
       "      <td>Zzzyclone</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Secret_Warps:_Soldier_Supreme_Annual_Vo...</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28033</th>\n",
       "      <td>/wiki/Zuhn_(Earth-616)</td>\n",
       "      <td>Zuhn</td>\n",
       "      <td>Chimera</td>\n",
       "      <td>[/wiki/Marvel:_The_Lost_Generation_Vol_1_4Ligh...</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>2001.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28034</th>\n",
       "      <td>/wiki/Zxaxz_(Earth-616)</td>\n",
       "      <td>Zxaxz</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Spellbound_Vol_2_2Nightmare!, /wiki/Spe...</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28035</th>\n",
       "      <td>/wiki/Zuwena_(Earth-616)</td>\n",
       "      <td>Zuwena</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Marvel_Universe_Magazine_Fall_Vol_1_1Th...</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28036</th>\n",
       "      <td>/wiki/Zurvan_(Earth-616)</td>\n",
       "      <td>Zurvan</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Immortal_Hulk_Vol_1_12All On That Day]</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>/wiki/Ahura_Mazda_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28036</th>\n",
       "      <td>/wiki/Zurvan_(Earth-616)</td>\n",
       "      <td>Zurvan</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Immortal_Hulk_Vol_1_12All On That Day]</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>/wiki/Ahriman_(Earth-616)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28036</th>\n",
       "      <td>/wiki/Zurvan_(Earth-616)</td>\n",
       "      <td>Zurvan</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Immortal_Hulk_Vol_1_12All On That Day]</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28037</th>\n",
       "      <td>/wiki/Zygo_(Earth-616)</td>\n",
       "      <td>Zygo</td>\n",
       "      <td>General Zygo</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28038</th>\n",
       "      <td>/wiki/%C3%84kr%C3%A4s_(Earth-616)</td>\n",
       "      <td>Äkräs</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>46725 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             URL              Real Name  \\\n",
       "0                    /wiki/Aaron_Fox_(Earth-616)              Aaron Fox   \n",
       "1              /wiki/Acrobat_(1940s)_(Earth-616)                Unknown   \n",
       "2      /wiki/Abigail_Mercury_(Clone)_(Earth-616)        Abigail Mercury   \n",
       "3                  /wiki/Ace_Maxwell_(Earth-616)            Ace Maxwell   \n",
       "4               /wiki/Abigail_Boylen_(Earth-616)  Abigail \"Abby\" Boylen   \n",
       "5                       /wiki/Abarac_(Earth-616)                 Abarac   \n",
       "6                  /wiki/Abner_Perry_(Earth-616)            Abner Perry   \n",
       "7                  /wiki/Abdul_Qamar_(Earth-616)            Abdul Qamar   \n",
       "8                  /wiki/Aaron_Verne_(Earth-616)            Aaron Verne   \n",
       "9              /wiki/Abner_Doolittle_(Earth-616)        Abner Doolittle   \n",
       "10                /wiki/Abdul_Hurani_(Earth-616)           Abdul Hurani   \n",
       "11                        /wiki/Aban_(Earth-616)                   Aban   \n",
       "12               /wiki/Abraham_Cabot_(Earth-616)          Abraham Cabot   \n",
       "12               /wiki/Abraham_Cabot_(Earth-616)          Abraham Cabot   \n",
       "12               /wiki/Abraham_Cabot_(Earth-616)          Abraham Cabot   \n",
       "12               /wiki/Abraham_Cabot_(Earth-616)          Abraham Cabot   \n",
       "13                          /wiki/A3_(Earth-616)                Unknown   \n",
       "14          /wiki/Abigail_Verpoorten_(Earth-616)     Abigail Verpoorten   \n",
       "15                     /wiki/Aalbort_(Earth-616)                Aalbort   \n",
       "16                      /wiki/Abby-L_(Earth-616)                 Abby-L   \n",
       "16                      /wiki/Abby-L_(Earth-616)                 Abby-L   \n",
       "16                      /wiki/Abby-L_(Earth-616)                 Abby-L   \n",
       "16                      /wiki/Abby-L_(Earth-616)                 Abby-L   \n",
       "17               /wiki/Abraham_Klein_(Earth-616)          Abraham Klein   \n",
       "18                  /wiki/Abby_Rubin_(Earth-616)             Abby Rubin   \n",
       "19                /wiki/Aaron_Soames_(Earth-616)           Aaron Soames   \n",
       "20                     /wiki/Aa-Thak_(Earth-616)                Aa-Thak   \n",
       "21             /wiki/Abilene_Cashman_(Earth-616)        Abilene Cashman   \n",
       "22                  /wiki/Achlemedes_(Earth-616)            Achelemedes   \n",
       "23             /wiki/Abner_Abernathy_(Earth-616)        Abner Abernathy   \n",
       "...                                          ...                    ...   \n",
       "28026         /wiki/Zota_of_Pergamum_(Earth-616)                   Zota   \n",
       "28027                    /wiki/Zuras_(Earth-616)                  Zuras   \n",
       "28027                    /wiki/Zuras_(Earth-616)                  Zuras   \n",
       "28027                    /wiki/Zuras_(Earth-616)                  Zuras   \n",
       "28027                    /wiki/Zuras_(Earth-616)                  Zuras   \n",
       "28027                    /wiki/Zuras_(Earth-616)                  Zuras   \n",
       "28027                    /wiki/Zuras_(Earth-616)                  Zuras   \n",
       "28027                    /wiki/Zuras_(Earth-616)                  Zuras   \n",
       "28027                    /wiki/Zuras_(Earth-616)                  Zuras   \n",
       "28027                    /wiki/Zuras_(Earth-616)                  Zuras   \n",
       "28027                    /wiki/Zuras_(Earth-616)                  Zuras   \n",
       "28027                    /wiki/Zuras_(Earth-616)                  Zuras   \n",
       "28027                    /wiki/Zuras_(Earth-616)                  Zuras   \n",
       "28027                    /wiki/Zuras_(Earth-616)                  Zuras   \n",
       "28027                    /wiki/Zuras_(Earth-616)                  Zuras   \n",
       "28027                    /wiki/Zuras_(Earth-616)                  Zuras   \n",
       "28028              /wiki/Zreate%27th_(Earth-616)              Zreate'th   \n",
       "28029              /wiki/Zyziwc_Tiel_(Earth-616)            Zyziwc Tiel   \n",
       "28030                 /wiki/Zuzha_Yu_(Earth-616)               Zuzha Yu   \n",
       "28030                 /wiki/Zuzha_Yu_(Earth-616)               Zuzha Yu   \n",
       "28031                     /wiki/Zula_(Earth-616)                   Zula   \n",
       "28032   /wiki/Zzzyclone_(Warp_World)_(Earth-616)              Zzzyclone   \n",
       "28033                     /wiki/Zuhn_(Earth-616)                   Zuhn   \n",
       "28034                    /wiki/Zxaxz_(Earth-616)                  Zxaxz   \n",
       "28035                   /wiki/Zuwena_(Earth-616)                 Zuwena   \n",
       "28036                   /wiki/Zurvan_(Earth-616)                 Zurvan   \n",
       "28036                   /wiki/Zurvan_(Earth-616)                 Zurvan   \n",
       "28036                   /wiki/Zurvan_(Earth-616)                 Zurvan   \n",
       "28037                     /wiki/Zygo_(Earth-616)                   Zygo   \n",
       "28038          /wiki/%C3%84kr%C3%A4s_(Earth-616)                  Äkräs   \n",
       "\n",
       "            Current Alias                                       Subcomic URL  \\\n",
       "0                 Unknown  [/wiki/Legion_of_Monsters_Vol_1_1Manphibian: V...   \n",
       "1                 Acrobat  [/wiki/Captain_America_Comics_Vol_1_64Death Is...   \n",
       "2                 Unknown  [/wiki/Ben_Reilly:_Scarlet_Spider_Vol_1_1st st...   \n",
       "3                 Unknown  [/wiki/Human_Torch_Comics_Vol_1_22The Fatal Fi...   \n",
       "4                 Cloud 9  [/wiki/Mighty_Avengers_Vol_1_1The Mighty Aveng...   \n",
       "5                 Unknown         [/wiki/Tower_of_Shadows_Vol_1_8Sanctuary!]   \n",
       "6                 Unknown  [/wiki/Incredible_Hulk_Vol_1_267What a Day for...   \n",
       "7          Arabian Knight  [/wiki/Incredible_Hulk_Vol_1_257Crypt of Chaos...   \n",
       "8                   Locus  [/wiki/Thor_Vol_1_302The Shape of Things to Ki...   \n",
       "9                 Unknown  [/wiki/Captain_America_Vol_1_203Alamo II, /wik...   \n",
       "10     Sheik Abdul Hurani  [/wiki/Ghost_Rider_Vol_2_61Wizardous Waters Ru...   \n",
       "11                  Kid A  [/wiki/Terror,_Inc._-_Apocalypse_Soon_Vol_1_3T...   \n",
       "12              Abe Cabot  [/wiki/Uncanny_X-Men_Vol_1_437She Lies With An...   \n",
       "12              Abe Cabot  [/wiki/Uncanny_X-Men_Vol_1_437She Lies With An...   \n",
       "12              Abe Cabot  [/wiki/Uncanny_X-Men_Vol_1_437She Lies With An...   \n",
       "12              Abe Cabot  [/wiki/Uncanny_X-Men_Vol_1_437She Lies With An...   \n",
       "13                     A3  [/wiki/X-Men_Vol_1_58Mission: Murder!, /wiki/X...   \n",
       "14                Unknown  [/wiki/Avengers_Spotlight_Vol_1_38Curse of the...   \n",
       "15                Unknown  [/wiki/Marvel_Comics_Presents_Vol_1_22New Worl...   \n",
       "16                Unknown  [/wiki/Spider-Island:_Deadly_Foes_Vol_1_1What ...   \n",
       "16                Unknown  [/wiki/Spider-Island:_Deadly_Foes_Vol_1_1What ...   \n",
       "16                Unknown  [/wiki/Spider-Island:_Deadly_Foes_Vol_1_1What ...   \n",
       "16                Unknown  [/wiki/Spider-Island:_Deadly_Foes_Vol_1_1What ...   \n",
       "17              Abe Klein  [/wiki/Iron_Man_Vol_1_82Plunder of the Apes!, ...   \n",
       "18                Unknown  [/wiki/Venom:_The_Madness_Vol_1_1Toxic Kisses,...   \n",
       "19                 Mauler  [/wiki/Daredevil_Vol_1_167...The Mauler!, /wik...   \n",
       "20                Unknown  [/wiki/Savage_Sword_of_Conan_Vol_1_55Wizard an...   \n",
       "21                Unknown      [/wiki/Avengers_Vol_8_18Crisis on Ten Realms]   \n",
       "22                Unknown    [/wiki/Savage_Sword_of_Conan_Vol_1_160Brothers]   \n",
       "23                Unknown        [/wiki/Marvel_Team-Up_Vol_1_115Dichotomies]   \n",
       "...                   ...                                                ...   \n",
       "28026             Unknown  [/wiki/Strange_Tales_Vol_1_124The Lady From No...   \n",
       "28027             Unknown  [/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...   \n",
       "28027             Unknown  [/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...   \n",
       "28027             Unknown  [/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...   \n",
       "28027             Unknown  [/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...   \n",
       "28027             Unknown  [/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...   \n",
       "28027             Unknown  [/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...   \n",
       "28027             Unknown  [/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...   \n",
       "28027             Unknown  [/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...   \n",
       "28027             Unknown  [/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...   \n",
       "28027             Unknown  [/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...   \n",
       "28027             Unknown  [/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...   \n",
       "28027             Unknown  [/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...   \n",
       "28027             Unknown  [/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...   \n",
       "28027             Unknown  [/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...   \n",
       "28027             Unknown  [/wiki/Red_Raven_Comics_Vol_1_1Mercury In the ...   \n",
       "28028             Unknown   [/wiki/Marvel_Super-Heroes_Vol_2_1The Sacrifice]   \n",
       "28029                Nova            [/wiki/Nova_Vol_4_25Empire of the Mind]   \n",
       "28030                Puck  [/wiki/Alpha_Flight_Vol_3_1You Gotta Be Kiddin...   \n",
       "28030                Puck  [/wiki/Alpha_Flight_Vol_3_1You Gotta Be Kiddin...   \n",
       "28031             Unknown  [/wiki/Conan_the_Barbarian_Vol_1_85Of Swordsme...   \n",
       "28032             Unknown  [/wiki/Secret_Warps:_Soldier_Supreme_Annual_Vo...   \n",
       "28033             Chimera  [/wiki/Marvel:_The_Lost_Generation_Vol_1_4Ligh...   \n",
       "28034             Unknown  [/wiki/Spellbound_Vol_2_2Nightmare!, /wiki/Spe...   \n",
       "28035             Unknown  [/wiki/Marvel_Universe_Magazine_Fall_Vol_1_1Th...   \n",
       "28036             Unknown      [/wiki/Immortal_Hulk_Vol_1_12All On That Day]   \n",
       "28036             Unknown      [/wiki/Immortal_Hulk_Vol_1_12All On That Day]   \n",
       "28036             Unknown      [/wiki/Immortal_Hulk_Vol_1_12All On That Day]   \n",
       "28037        General Zygo                                                 []   \n",
       "28038             Unknown                                                 []   \n",
       "\n",
       "       First appearance  Last appearance  \\\n",
       "0                1975.0           1975.0   \n",
       "1                1947.0           1947.0   \n",
       "2                2017.0           2017.0   \n",
       "3                1946.0           1946.0   \n",
       "4                2007.0           2019.0   \n",
       "5                1970.0           1970.0   \n",
       "6                1982.0           1982.0   \n",
       "7                1981.0           2019.0   \n",
       "8                1980.0           1980.0   \n",
       "9                1976.0           2017.0   \n",
       "10               1981.0           1981.0   \n",
       "11               2009.0           2009.0   \n",
       "12               2004.0           2004.0   \n",
       "12               2004.0           2004.0   \n",
       "12               2004.0           2004.0   \n",
       "12               2004.0           2004.0   \n",
       "13               1969.0           2019.0   \n",
       "14               1990.0           1990.0   \n",
       "15               1989.0           1989.0   \n",
       "16               2011.0           2017.0   \n",
       "16               2011.0           2017.0   \n",
       "16               2011.0           2017.0   \n",
       "16               2011.0           2017.0   \n",
       "17               1976.0           2013.0   \n",
       "18               1993.0           1994.0   \n",
       "19               1980.0           2015.0   \n",
       "20               1980.0           1989.0   \n",
       "21               2019.0           2019.0   \n",
       "22               1989.0           1989.0   \n",
       "23               1982.0           1982.0   \n",
       "...                 ...              ...   \n",
       "28026            1964.0           2010.0   \n",
       "28027            1940.0           2019.0   \n",
       "28027            1940.0           2019.0   \n",
       "28027            1940.0           2019.0   \n",
       "28027            1940.0           2019.0   \n",
       "28027            1940.0           2019.0   \n",
       "28027            1940.0           2019.0   \n",
       "28027            1940.0           2019.0   \n",
       "28027            1940.0           2019.0   \n",
       "28027            1940.0           2019.0   \n",
       "28027            1940.0           2019.0   \n",
       "28027            1940.0           2019.0   \n",
       "28027            1940.0           2019.0   \n",
       "28027            1940.0           2019.0   \n",
       "28027            1940.0           2019.0   \n",
       "28027            1940.0           2019.0   \n",
       "28028            1990.0           1990.0   \n",
       "28029            2009.0           2009.0   \n",
       "28030            2004.0           2009.0   \n",
       "28030            2004.0           2009.0   \n",
       "28031            1978.0           2000.0   \n",
       "28032            2019.0           2019.0   \n",
       "28033            2000.0           2001.0   \n",
       "28034            1988.0           2010.0   \n",
       "28035            2018.0           2019.0   \n",
       "28036            2019.0           2019.0   \n",
       "28036            2019.0           2019.0   \n",
       "28036            2019.0           2019.0   \n",
       "28037               NaN              NaN   \n",
       "28038               NaN              NaN   \n",
       "\n",
       "                                         Relatives  \n",
       "0                       /wiki/Beth_Fox_(Earth-616)  \n",
       "1                                                   \n",
       "2                /wiki/Abigail_Mercury_(Earth-616)  \n",
       "3                                                   \n",
       "4                                                   \n",
       "5                                                   \n",
       "6                                                   \n",
       "7                                                   \n",
       "8                                                   \n",
       "9                                                   \n",
       "10                                                  \n",
       "11                                                  \n",
       "12                 /wiki/Chester_Cabot_(Earth-616)  \n",
       "12                   /wiki/Julia_Cabot_(Earth-616)  \n",
       "12                  /wiki/Richie_Cabot_(Earth-616)  \n",
       "12                   /wiki/Kenny_Cabot_(Earth-616)  \n",
       "13                /wiki/Lawrence_Trask_(Earth-616)  \n",
       "14                                                  \n",
       "15                                                  \n",
       "16                  /wiki/Miles_Warren_(Earth-616)  \n",
       "16              /wiki/Gwendolyne_Stacy_(Earth-616)  \n",
       "16                 /wiki/Joyce_Delaney_(Earth-616)  \n",
       "16                         /wiki/Gwen_Stacy_Clones  \n",
       "17                                                  \n",
       "18                                                  \n",
       "19                                                  \n",
       "20                                                  \n",
       "21                                                  \n",
       "22                  /wiki/Shah_Amurath_(Earth-616)  \n",
       "23                                                  \n",
       "...                                            ...  \n",
       "28026                                               \n",
       "28027           /wiki/Kronos_(Eternal)_(Earth-616)  \n",
       "28027                      /wiki/Daina_(Earth-616)  \n",
       "28027                     /wiki/Uranos_(Earth-616)  \n",
       "28027                   /wiki/A%27Lars_(Earth-616)  \n",
       "28027                    /wiki/Sui-San_(Earth-616)  \n",
       "28027                   /wiki/Kazantra_(Earth-616)  \n",
       "28027                     /wiki/Cybele_(Earth-616)  \n",
       "28027                      /wiki/Azura_(Earth-616)  \n",
       "28027               /wiki/Thomas_Eliot_(Earth-616)  \n",
       "28027                       /wiki/Eros_(Earth-616)  \n",
       "28027                     /wiki/Thanos_(Earth-616)  \n",
       "28027  /wiki/Deborah_%26_Donald_Ritter_(Earth-616)  \n",
       "28027                 /wiki/Joey_Eliot_(Earth-616)  \n",
       "28027      /wiki/Thane_(Thanos%27_Son)_(Earth-616)  \n",
       "28027                     /wiki/Nebula_(Earth-616)  \n",
       "28028                                               \n",
       "28029                                               \n",
       "28030                /wiki/Eugene_Judd_(Earth-616)  \n",
       "28030           /wiki/Louis_Sadler_Jr._(Earth-616)  \n",
       "28031                                               \n",
       "28032                                               \n",
       "28033                                               \n",
       "28034                                               \n",
       "28035                                               \n",
       "28036                /wiki/Ahura_Mazda_(Earth-616)  \n",
       "28036                    /wiki/Ahriman_(Earth-616)  \n",
       "28036                                               \n",
       "28037                                               \n",
       "28038                                               \n",
       "\n",
       "[46725 rows x 7 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = relat_marvel.apply(lambda x: pd.Series(x['Relatives']), axis=1).stack().reset_index(level=1, drop=True)\n",
    "s.name = 'Relatives'\n",
    "\n",
    "relat_marvel = relat_marvel.drop('Relatives', axis=1).join(s)\n",
    "relat_marvel['Relatives'] = pd.Series(relat_marvel['Relatives'], dtype=object)\n",
    "relat_marvel"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**We create a list of unique urls, and use it as rows and columns of the adjacency matrix.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "urls = relat_marvel['URL'].unique()\n",
    "adj_relat_marvel = pd.DataFrame(0, index=urls, columns=urls, dtype = 'b')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Some URLs aren't stored the same way in the `Relatives` as in the `URL`. For example, we could have */wiki/Buri_(Asgardian)_(Earth-616)* in `Relatives` and */wiki/Buri_(Earth-616)* in `URL`, even if they link to the same page. We thus use a request and get the URL again to match the two columns.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100.000000 %"
     ]
    }
   ],
   "source": [
    "i = 0\n",
    "tot_page = relat_marvel['URL'].unique().size\n",
    "\n",
    "for url in urls:\n",
    "    # Loading bar\n",
    "    i += 1\n",
    "    printed= i/tot_page*100\n",
    "    stdout.write(\"\\r%f %%\" % printed)\n",
    "    stdout.flush()\n",
    "    \n",
    "    for rel in relat_marvel[relat_marvel['URL'] == url]['Relatives']:\n",
    "        # Deal with different URLs\n",
    "        if rel not in urls:\n",
    "            r = requests.get('https://marvel.fandom.com' + rel)\n",
    "            if r:\n",
    "                rel = r.url.replace('https://marvel.fandom.com','')\n",
    "            \n",
    "        #All URLs in the adjacency start with \"/wiki\"\n",
    "        if (rel is not '') and ('/wiki/' in rel):\n",
    "            if rel[0] is not '/':\n",
    "                rel = rel[1:]\n",
    "            if rel in urls:\n",
    "                adj_relat_marvel[url][rel] = 1\n",
    "                \n",
    "                # Adjacency should be symmetric. Even if some data is missing for a character,\n",
    "                # we make sure that we fill in the matrix correctly.\n",
    "                adj_relat_marvel[rel][url] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle.dump(adj_relat_marvel, open(\"data/adj_relat_marvel.txt\", 'wb'), protocol=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x1f3dc803710>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.spy(adj_relat_marvel,markersize=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "dum = adj_relat_marvel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "/wiki/Aaron_Fox_(Earth-616)                  0\n",
       "/wiki/Acrobat_(1940s)_(Earth-616)            0\n",
       "/wiki/Abigail_Mercury_(Clone)_(Earth-616)    0\n",
       "/wiki/Ace_Maxwell_(Earth-616)                0\n",
       "/wiki/Abigail_Boylen_(Earth-616)             0\n",
       "/wiki/Abarac_(Earth-616)                     0\n",
       "/wiki/Abner_Perry_(Earth-616)                0\n",
       "/wiki/Abdul_Qamar_(Earth-616)                0\n",
       "/wiki/Aaron_Verne_(Earth-616)                0\n",
       "/wiki/Abner_Doolittle_(Earth-616)            0\n",
       "/wiki/Abdul_Hurani_(Earth-616)               0\n",
       "/wiki/Aban_(Earth-616)                       0\n",
       "/wiki/Abraham_Cabot_(Earth-616)              0\n",
       "/wiki/A3_(Earth-616)                         0\n",
       "/wiki/Abigail_Verpoorten_(Earth-616)         0\n",
       "/wiki/Aalbort_(Earth-616)                    0\n",
       "/wiki/Abby-L_(Earth-616)                     0\n",
       "/wiki/Abraham_Klein_(Earth-616)              0\n",
       "/wiki/Abby_Rubin_(Earth-616)                 0\n",
       "/wiki/Aaron_Soames_(Earth-616)               0\n",
       "/wiki/Aa-Thak_(Earth-616)                    0\n",
       "/wiki/Abilene_Cashman_(Earth-616)            0\n",
       "/wiki/Achlemedes_(Earth-616)                 0\n",
       "/wiki/Abner_Abernathy_(Earth-616)            0\n",
       "/wiki/Abner_Croit_(Earth-616)                0\n",
       "/wiki/11-Ball_(Earth-616)                    0\n",
       "/wiki/Aan_Taanu_(Earth-616)                  0\n",
       "/wiki/Aaron_Rosenberg_(Earth-616)            0\n",
       "/wiki/Abraham_Zimmer,_Jr._(Earth-616)        0\n",
       "/wiki/Absynthia_van_Mort_(Earth-616)         0\n",
       "                                            ..\n",
       "/wiki/Zsa_Zsa_Gabor_(Earth-616)              0\n",
       "/wiki/Zuko_(Earth-616)                       0\n",
       "/wiki/Zugthuu_(Earth-616)                    0\n",
       "/wiki/Zyro_(Earth-616)                       0\n",
       "/wiki/Ztlol_(Earth-616)                      0\n",
       "/wiki/Zukala_(Earth-616)                     0\n",
       "/wiki/Zzutak_(Earth-616)                     0\n",
       "/wiki/Zzzax_(Earth-616)                      0\n",
       "/wiki/Zulum_(Demon-Steed)_(Earth-616)        0\n",
       "/wiki/Zully_Garcia_(Earth-616)               0\n",
       "/wiki/%C3%89riu_(Earth-616)                  0\n",
       "/wiki/Zosara_(Earth-616)                     0\n",
       "/wiki/Zuchan_(Earth-616)                     0\n",
       "/wiki/Zug_(Earth-616)                        0\n",
       "/wiki/Zuri_(Earth-616)                       0\n",
       "/wiki/Zr%27x_(Earth-616)                     0\n",
       "/wiki/Zoya_Vasilievna_(Earth-616)            0\n",
       "/wiki/Zota_of_Pergamum_(Earth-616)           0\n",
       "/wiki/Zuras_(Earth-616)                      0\n",
       "/wiki/Zreate%27th_(Earth-616)                0\n",
       "/wiki/Zyziwc_Tiel_(Earth-616)                0\n",
       "/wiki/Zuzha_Yu_(Earth-616)                   0\n",
       "/wiki/Zula_(Earth-616)                       0\n",
       "/wiki/Zzzyclone_(Warp_World)_(Earth-616)     0\n",
       "/wiki/Zuhn_(Earth-616)                       0\n",
       "/wiki/Zxaxz_(Earth-616)                      0\n",
       "/wiki/Zuwena_(Earth-616)                     0\n",
       "/wiki/Zurvan_(Earth-616)                     0\n",
       "/wiki/Zygo_(Earth-616)                       0\n",
       "/wiki/%C3%84kr%C3%A4s_(Earth-616)            0\n",
       "Name: /wiki/Ace_Maxwell_(Earth-616), Length: 28039, dtype: int8"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adj_relat_marvel['/wiki/Ace_Maxwell_(Earth-616)']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>/wiki/Aaron_Fox_(Earth-616)</th>\n",
       "      <th>/wiki/Acrobat_(1940s)_(Earth-616)</th>\n",
       "      <th>/wiki/Abigail_Mercury_(Clone)_(Earth-616)</th>\n",
       "      <th>/wiki/Ace_Maxwell_(Earth-616)</th>\n",
       "      <th>/wiki/Abigail_Boylen_(Earth-616)</th>\n",
       "      <th>/wiki/Abarac_(Earth-616)</th>\n",
       "      <th>/wiki/Abner_Perry_(Earth-616)</th>\n",
       "      <th>/wiki/Abdul_Qamar_(Earth-616)</th>\n",
       "      <th>/wiki/Aaron_Verne_(Earth-616)</th>\n",
       "      <th>/wiki/Abner_Doolittle_(Earth-616)</th>\n",
       "      <th>...</th>\n",
       "      <th>/wiki/Zyziwc_Tiel_(Earth-616)</th>\n",
       "      <th>/wiki/Zuzha_Yu_(Earth-616)</th>\n",
       "      <th>/wiki/Zula_(Earth-616)</th>\n",
       "      <th>/wiki/Zzzyclone_(Warp_World)_(Earth-616)</th>\n",
       "      <th>/wiki/Zuhn_(Earth-616)</th>\n",
       "      <th>/wiki/Zxaxz_(Earth-616)</th>\n",
       "      <th>/wiki/Zuwena_(Earth-616)</th>\n",
       "      <th>/wiki/Zurvan_(Earth-616)</th>\n",
       "      <th>/wiki/Zygo_(Earth-616)</th>\n",
       "      <th>/wiki/%C3%84kr%C3%A4s_(Earth-616)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>/wiki/Aaron_Fox_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Acrobat_(1940s)_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Abigail_Mercury_(Clone)_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Ace_Maxwell_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Abigail_Boylen_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Abarac_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Abner_Perry_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Abdul_Qamar_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Aaron_Verne_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Abner_Doolittle_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Abdul_Hurani_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Aban_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Abraham_Cabot_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/A3_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Abigail_Verpoorten_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Aalbort_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Abby-L_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Abraham_Klein_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Abby_Rubin_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Aaron_Soames_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Aa-Thak_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Abilene_Cashman_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Achlemedes_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Abner_Abernathy_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Abner_Croit_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/11-Ball_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Aan_Taanu_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Aaron_Rosenberg_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Abraham_Zimmer,_Jr._(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Absynthia_van_Mort_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zsa_Zsa_Gabor_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zuko_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zugthuu_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zyro_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Ztlol_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zukala_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zzutak_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zzzax_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zulum_(Demon-Steed)_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zully_Garcia_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/%C3%89riu_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zosara_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zuchan_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zug_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zuri_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zr%27x_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zoya_Vasilievna_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zota_of_Pergamum_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zuras_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zreate%27th_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zyziwc_Tiel_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zuzha_Yu_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zula_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zzzyclone_(Warp_World)_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zuhn_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zxaxz_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zuwena_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zurvan_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/Zygo_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/wiki/%C3%84kr%C3%A4s_(Earth-616)</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28039 rows × 28039 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           /wiki/Aaron_Fox_(Earth-616)  \\\n",
       "/wiki/Aaron_Fox_(Earth-616)                                          0   \n",
       "/wiki/Acrobat_(1940s)_(Earth-616)                                    0   \n",
       "/wiki/Abigail_Mercury_(Clone)_(Earth-616)                            0   \n",
       "/wiki/Ace_Maxwell_(Earth-616)                                        0   \n",
       "/wiki/Abigail_Boylen_(Earth-616)                                     0   \n",
       "/wiki/Abarac_(Earth-616)                                             0   \n",
       "/wiki/Abner_Perry_(Earth-616)                                        0   \n",
       "/wiki/Abdul_Qamar_(Earth-616)                                        0   \n",
       "/wiki/Aaron_Verne_(Earth-616)                                        0   \n",
       "/wiki/Abner_Doolittle_(Earth-616)                                    0   \n",
       "/wiki/Abdul_Hurani_(Earth-616)                                       0   \n",
       "/wiki/Aban_(Earth-616)                                               0   \n",
       "/wiki/Abraham_Cabot_(Earth-616)                                      0   \n",
       "/wiki/A3_(Earth-616)                                                 0   \n",
       "/wiki/Abigail_Verpoorten_(Earth-616)                                 0   \n",
       "/wiki/Aalbort_(Earth-616)                                            0   \n",
       "/wiki/Abby-L_(Earth-616)                                             0   \n",
       "/wiki/Abraham_Klein_(Earth-616)                                      0   \n",
       "/wiki/Abby_Rubin_(Earth-616)                                         0   \n",
       "/wiki/Aaron_Soames_(Earth-616)                                       0   \n",
       "/wiki/Aa-Thak_(Earth-616)                                            0   \n",
       "/wiki/Abilene_Cashman_(Earth-616)                                    0   \n",
       "/wiki/Achlemedes_(Earth-616)                                         0   \n",
       "/wiki/Abner_Abernathy_(Earth-616)                                    0   \n",
       "/wiki/Abner_Croit_(Earth-616)                                        0   \n",
       "/wiki/11-Ball_(Earth-616)                                            0   \n",
       "/wiki/Aan_Taanu_(Earth-616)                                          0   \n",
       "/wiki/Aaron_Rosenberg_(Earth-616)                                    0   \n",
       "/wiki/Abraham_Zimmer,_Jr._(Earth-616)                                0   \n",
       "/wiki/Absynthia_van_Mort_(Earth-616)                                 0   \n",
       "...                                                                ...   \n",
       "/wiki/Zsa_Zsa_Gabor_(Earth-616)                                      0   \n",
       "/wiki/Zuko_(Earth-616)                                               0   \n",
       "/wiki/Zugthuu_(Earth-616)                                            0   \n",
       "/wiki/Zyro_(Earth-616)                                               0   \n",
       "/wiki/Ztlol_(Earth-616)                                              0   \n",
       "/wiki/Zukala_(Earth-616)                                             0   \n",
       "/wiki/Zzutak_(Earth-616)                                             0   \n",
       "/wiki/Zzzax_(Earth-616)                                              0   \n",
       "/wiki/Zulum_(Demon-Steed)_(Earth-616)                                0   \n",
       "/wiki/Zully_Garcia_(Earth-616)                                       0   \n",
       "/wiki/%C3%89riu_(Earth-616)                                          0   \n",
       "/wiki/Zosara_(Earth-616)                                             0   \n",
       "/wiki/Zuchan_(Earth-616)                                             0   \n",
       "/wiki/Zug_(Earth-616)                                                0   \n",
       "/wiki/Zuri_(Earth-616)                                               0   \n",
       "/wiki/Zr%27x_(Earth-616)                                             0   \n",
       "/wiki/Zoya_Vasilievna_(Earth-616)                                    0   \n",
       "/wiki/Zota_of_Pergamum_(Earth-616)                                   0   \n",
       "/wiki/Zuras_(Earth-616)                                              0   \n",
       "/wiki/Zreate%27th_(Earth-616)                                        0   \n",
       "/wiki/Zyziwc_Tiel_(Earth-616)                                        0   \n",
       "/wiki/Zuzha_Yu_(Earth-616)                                           0   \n",
       "/wiki/Zula_(Earth-616)                                               0   \n",
       "/wiki/Zzzyclone_(Warp_World)_(Earth-616)                             0   \n",
       "/wiki/Zuhn_(Earth-616)                                               0   \n",
       "/wiki/Zxaxz_(Earth-616)                                              0   \n",
       "/wiki/Zuwena_(Earth-616)                                             0   \n",
       "/wiki/Zurvan_(Earth-616)                                             0   \n",
       "/wiki/Zygo_(Earth-616)                                               0   \n",
       "/wiki/%C3%84kr%C3%A4s_(Earth-616)                                    0   \n",
       "\n",
       "                                           /wiki/Acrobat_(1940s)_(Earth-616)  \\\n",
       "/wiki/Aaron_Fox_(Earth-616)                                                0   \n",
       "/wiki/Acrobat_(1940s)_(Earth-616)                                          0   \n",
       "/wiki/Abigail_Mercury_(Clone)_(Earth-616)                                  0   \n",
       "/wiki/Ace_Maxwell_(Earth-616)                                              0   \n",
       "/wiki/Abigail_Boylen_(Earth-616)                                           0   \n",
       "/wiki/Abarac_(Earth-616)                                                   0   \n",
       "/wiki/Abner_Perry_(Earth-616)                                              0   \n",
       "/wiki/Abdul_Qamar_(Earth-616)                                              0   \n",
       "/wiki/Aaron_Verne_(Earth-616)                                              0   \n",
       "/wiki/Abner_Doolittle_(Earth-616)                                          0   \n",
       "/wiki/Abdul_Hurani_(Earth-616)                                             0   \n",
       "/wiki/Aban_(Earth-616)                                                     0   \n",
       "/wiki/Abraham_Cabot_(Earth-616)                                            0   \n",
       "/wiki/A3_(Earth-616)                                                       0   \n",
       "/wiki/Abigail_Verpoorten_(Earth-616)                                       0   \n",
       "/wiki/Aalbort_(Earth-616)                                                  0   \n",
       "/wiki/Abby-L_(Earth-616)                                                   0   \n",
       "/wiki/Abraham_Klein_(Earth-616)                                            0   \n",
       "/wiki/Abby_Rubin_(Earth-616)                                               0   \n",
       "/wiki/Aaron_Soames_(Earth-616)                                             0   \n",
       "/wiki/Aa-Thak_(Earth-616)                                                  0   \n",
       "/wiki/Abilene_Cashman_(Earth-616)                                          0   \n",
       "/wiki/Achlemedes_(Earth-616)                                               0   \n",
       "/wiki/Abner_Abernathy_(Earth-616)                                          0   \n",
       "/wiki/Abner_Croit_(Earth-616)                                              0   \n",
       "/wiki/11-Ball_(Earth-616)                                                  0   \n",
       "/wiki/Aan_Taanu_(Earth-616)                                                0   \n",
       "/wiki/Aaron_Rosenberg_(Earth-616)                                          0   \n",
       "/wiki/Abraham_Zimmer,_Jr._(Earth-616)                                      0   \n",
       "/wiki/Absynthia_van_Mort_(Earth-616)                                       0   \n",
       "...                                                                      ...   \n",
       "/wiki/Zsa_Zsa_Gabor_(Earth-616)                                            0   \n",
       "/wiki/Zuko_(Earth-616)                                                     0   \n",
       "/wiki/Zugthuu_(Earth-616)                                                  0   \n",
       "/wiki/Zyro_(Earth-616)                                                     0   \n",
       "/wiki/Ztlol_(Earth-616)                                                    0   \n",
       "/wiki/Zukala_(Earth-616)                                                   0   \n",
       "/wiki/Zzutak_(Earth-616)                                                   0   \n",
       "/wiki/Zzzax_(Earth-616)                                                    0   \n",
       "/wiki/Zulum_(Demon-Steed)_(Earth-616)                                      0   \n",
       "/wiki/Zully_Garcia_(Earth-616)                                             0   \n",
       "/wiki/%C3%89riu_(Earth-616)                                                0   \n",
       "/wiki/Zosara_(Earth-616)                                                   0   \n",
       "/wiki/Zuchan_(Earth-616)                                                   0   \n",
       "/wiki/Zug_(Earth-616)                                                      0   \n",
       "/wiki/Zuri_(Earth-616)                                                     0   \n",
       "/wiki/Zr%27x_(Earth-616)                                                   0   \n",
       "/wiki/Zoya_Vasilievna_(Earth-616)                                          0   \n",
       "/wiki/Zota_of_Pergamum_(Earth-616)                                         0   \n",
       "/wiki/Zuras_(Earth-616)                                                    0   \n",
       "/wiki/Zreate%27th_(Earth-616)                                              0   \n",
       "/wiki/Zyziwc_Tiel_(Earth-616)                                              0   \n",
       "/wiki/Zuzha_Yu_(Earth-616)                                                 0   \n",
       "/wiki/Zula_(Earth-616)                                                     0   \n",
       "/wiki/Zzzyclone_(Warp_World)_(Earth-616)                                   0   \n",
       "/wiki/Zuhn_(Earth-616)                                                     0   \n",
       "/wiki/Zxaxz_(Earth-616)                                                    0   \n",
       "/wiki/Zuwena_(Earth-616)                                                   0   \n",
       "/wiki/Zurvan_(Earth-616)                                                   0   \n",
       "/wiki/Zygo_(Earth-616)                                                     0   \n",
       "/wiki/%C3%84kr%C3%A4s_(Earth-616)                                          0   \n",
       "\n",
       "                                           /wiki/Abigail_Mercury_(Clone)_(Earth-616)  \\\n",
       "/wiki/Aaron_Fox_(Earth-616)                                                        0   \n",
       "/wiki/Acrobat_(1940s)_(Earth-616)                                                  0   \n",
       "/wiki/Abigail_Mercury_(Clone)_(Earth-616)                                          0   \n",
       "/wiki/Ace_Maxwell_(Earth-616)                                                      0   \n",
       "/wiki/Abigail_Boylen_(Earth-616)                                                   0   \n",
       "/wiki/Abarac_(Earth-616)                                                           0   \n",
       "/wiki/Abner_Perry_(Earth-616)                                                      0   \n",
       "/wiki/Abdul_Qamar_(Earth-616)                                                      0   \n",
       "/wiki/Aaron_Verne_(Earth-616)                                                      0   \n",
       "/wiki/Abner_Doolittle_(Earth-616)                                                  0   \n",
       "/wiki/Abdul_Hurani_(Earth-616)                                                     0   \n",
       "/wiki/Aban_(Earth-616)                                                             0   \n",
       "/wiki/Abraham_Cabot_(Earth-616)                                                    0   \n",
       "/wiki/A3_(Earth-616)                                                               0   \n",
       "/wiki/Abigail_Verpoorten_(Earth-616)                                               0   \n",
       "/wiki/Aalbort_(Earth-616)                                                          0   \n",
       "/wiki/Abby-L_(Earth-616)                                                           0   \n",
       "/wiki/Abraham_Klein_(Earth-616)                                                    0   \n",
       "/wiki/Abby_Rubin_(Earth-616)                                                       0   \n",
       "/wiki/Aaron_Soames_(Earth-616)                                                     0   \n",
       "/wiki/Aa-Thak_(Earth-616)                                                          0   \n",
       "/wiki/Abilene_Cashman_(Earth-616)                                                  0   \n",
       "/wiki/Achlemedes_(Earth-616)                                                       0   \n",
       "/wiki/Abner_Abernathy_(Earth-616)                                                  0   \n",
       "/wiki/Abner_Croit_(Earth-616)                                                      0   \n",
       "/wiki/11-Ball_(Earth-616)                                                          0   \n",
       "/wiki/Aan_Taanu_(Earth-616)                                                        0   \n",
       "/wiki/Aaron_Rosenberg_(Earth-616)                                                  0   \n",
       "/wiki/Abraham_Zimmer,_Jr._(Earth-616)                                              0   \n",
       "/wiki/Absynthia_van_Mort_(Earth-616)                                               0   \n",
       "...                                                                              ...   \n",
       "/wiki/Zsa_Zsa_Gabor_(Earth-616)                                                    0   \n",
       "/wiki/Zuko_(Earth-616)                                                             0   \n",
       "/wiki/Zugthuu_(Earth-616)                                                          0   \n",
       "/wiki/Zyro_(Earth-616)                                                             0   \n",
       "/wiki/Ztlol_(Earth-616)                                                            0   \n",
       "/wiki/Zukala_(Earth-616)                                                           0   \n",
       "/wiki/Zzutak_(Earth-616)                                                           0   \n",
       "/wiki/Zzzax_(Earth-616)                                                            0   \n",
       "/wiki/Zulum_(Demon-Steed)_(Earth-616)                                              0   \n",
       "/wiki/Zully_Garcia_(Earth-616)                                                     0   \n",
       "/wiki/%C3%89riu_(Earth-616)                                                        0   \n",
       "/wiki/Zosara_(Earth-616)                                                           0   \n",
       "/wiki/Zuchan_(Earth-616)                                                           0   \n",
       "/wiki/Zug_(Earth-616)                                                              0   \n",
       "/wiki/Zuri_(Earth-616)                                                             0   \n",
       "/wiki/Zr%27x_(Earth-616)                                                           0   \n",
       "/wiki/Zoya_Vasilievna_(Earth-616)                                                  0   \n",
       "/wiki/Zota_of_Pergamum_(Earth-616)                                                 0   \n",
       "/wiki/Zuras_(Earth-616)                                                            0   \n",
       "/wiki/Zreate%27th_(Earth-616)                                                      0   \n",
       "/wiki/Zyziwc_Tiel_(Earth-616)                                                      0   \n",
       "/wiki/Zuzha_Yu_(Earth-616)                                                         0   \n",
       "/wiki/Zula_(Earth-616)                                                             0   \n",
       "/wiki/Zzzyclone_(Warp_World)_(Earth-616)                                           0   \n",
       "/wiki/Zuhn_(Earth-616)                                                             0   \n",
       "/wiki/Zxaxz_(Earth-616)                                                            0   \n",
       "/wiki/Zuwena_(Earth-616)                                                           0   \n",
       "/wiki/Zurvan_(Earth-616)                                                           0   \n",
       "/wiki/Zygo_(Earth-616)                                                             0   \n",
       "/wiki/%C3%84kr%C3%A4s_(Earth-616)                                                  0   \n",
       "\n",
       "                                           /wiki/Ace_Maxwell_(Earth-616)  \\\n",
       "/wiki/Aaron_Fox_(Earth-616)                                            0   \n",
       "/wiki/Acrobat_(1940s)_(Earth-616)                                      0   \n",
       "/wiki/Abigail_Mercury_(Clone)_(Earth-616)                              0   \n",
       "/wiki/Ace_Maxwell_(Earth-616)                                          0   \n",
       "/wiki/Abigail_Boylen_(Earth-616)                                       0   \n",
       "/wiki/Abarac_(Earth-616)                                               0   \n",
       "/wiki/Abner_Perry_(Earth-616)                                          0   \n",
       "/wiki/Abdul_Qamar_(Earth-616)                                          0   \n",
       "/wiki/Aaron_Verne_(Earth-616)                                          0   \n",
       "/wiki/Abner_Doolittle_(Earth-616)                                      0   \n",
       "/wiki/Abdul_Hurani_(Earth-616)                                         0   \n",
       "/wiki/Aban_(Earth-616)                                                 0   \n",
       "/wiki/Abraham_Cabot_(Earth-616)                                        0   \n",
       "/wiki/A3_(Earth-616)                                                   0   \n",
       "/wiki/Abigail_Verpoorten_(Earth-616)                                   0   \n",
       "/wiki/Aalbort_(Earth-616)                                              0   \n",
       "/wiki/Abby-L_(Earth-616)                                               0   \n",
       "/wiki/Abraham_Klein_(Earth-616)                                        0   \n",
       "/wiki/Abby_Rubin_(Earth-616)                                           0   \n",
       "/wiki/Aaron_Soames_(Earth-616)                                         0   \n",
       "/wiki/Aa-Thak_(Earth-616)                                              0   \n",
       "/wiki/Abilene_Cashman_(Earth-616)                                      0   \n",
       "/wiki/Achlemedes_(Earth-616)                                           0   \n",
       "/wiki/Abner_Abernathy_(Earth-616)                                      0   \n",
       "/wiki/Abner_Croit_(Earth-616)                                          0   \n",
       "/wiki/11-Ball_(Earth-616)                                              0   \n",
       "/wiki/Aan_Taanu_(Earth-616)                                            0   \n",
       "/wiki/Aaron_Rosenberg_(Earth-616)                                      0   \n",
       "/wiki/Abraham_Zimmer,_Jr._(Earth-616)                                  0   \n",
       "/wiki/Absynthia_van_Mort_(Earth-616)                                   0   \n",
       "...                                                                  ...   \n",
       "/wiki/Zsa_Zsa_Gabor_(Earth-616)                                        0   \n",
       "/wiki/Zuko_(Earth-616)                                                 0   \n",
       "/wiki/Zugthuu_(Earth-616)                                              0   \n",
       "/wiki/Zyro_(Earth-616)                                                 0   \n",
       "/wiki/Ztlol_(Earth-616)                                                0   \n",
       "/wiki/Zukala_(Earth-616)                                               0   \n",
       "/wiki/Zzutak_(Earth-616)                                               0   \n",
       "/wiki/Zzzax_(Earth-616)                                                0   \n",
       "/wiki/Zulum_(Demon-Steed)_(Earth-616)                                  0   \n",
       "/wiki/Zully_Garcia_(Earth-616)                                         0   \n",
       "/wiki/%C3%89riu_(Earth-616)                                            0   \n",
       "/wiki/Zosara_(Earth-616)                                               0   \n",
       "/wiki/Zuchan_(Earth-616)                                               0   \n",
       "/wiki/Zug_(Earth-616)                                                  0   \n",
       "/wiki/Zuri_(Earth-616)                                                 0   \n",
       "/wiki/Zr%27x_(Earth-616)                                               0   \n",
       "/wiki/Zoya_Vasilievna_(Earth-616)                                      0   \n",
       "/wiki/Zota_of_Pergamum_(Earth-616)                                     0   \n",
       "/wiki/Zuras_(Earth-616)                                                0   \n",
       "/wiki/Zreate%27th_(Earth-616)                                          0   \n",
       "/wiki/Zyziwc_Tiel_(Earth-616)                                          0   \n",
       "/wiki/Zuzha_Yu_(Earth-616)                                             0   \n",
       "/wiki/Zula_(Earth-616)                                                 0   \n",
       "/wiki/Zzzyclone_(Warp_World)_(Earth-616)                               0   \n",
       "/wiki/Zuhn_(Earth-616)                                                 0   \n",
       "/wiki/Zxaxz_(Earth-616)                                                0   \n",
       "/wiki/Zuwena_(Earth-616)                                               0   \n",
       "/wiki/Zurvan_(Earth-616)                                               0   \n",
       "/wiki/Zygo_(Earth-616)                                                 0   \n",
       "/wiki/%C3%84kr%C3%A4s_(Earth-616)                                      0   \n",
       "\n",
       "                                           /wiki/Abigail_Boylen_(Earth-616)  \\\n",
       "/wiki/Aaron_Fox_(Earth-616)                                               0   \n",
       "/wiki/Acrobat_(1940s)_(Earth-616)                                         0   \n",
       "/wiki/Abigail_Mercury_(Clone)_(Earth-616)                                 0   \n",
       "/wiki/Ace_Maxwell_(Earth-616)                                             0   \n",
       "/wiki/Abigail_Boylen_(Earth-616)                                          0   \n",
       "/wiki/Abarac_(Earth-616)                                                  0   \n",
       "/wiki/Abner_Perry_(Earth-616)                                             0   \n",
       "/wiki/Abdul_Qamar_(Earth-616)                                             0   \n",
       "/wiki/Aaron_Verne_(Earth-616)                                             0   \n",
       "/wiki/Abner_Doolittle_(Earth-616)                                         0   \n",
       "/wiki/Abdul_Hurani_(Earth-616)                                            0   \n",
       "/wiki/Aban_(Earth-616)                                                    0   \n",
       "/wiki/Abraham_Cabot_(Earth-616)                                           0   \n",
       "/wiki/A3_(Earth-616)                                                      0   \n",
       "/wiki/Abigail_Verpoorten_(Earth-616)                                      0   \n",
       "/wiki/Aalbort_(Earth-616)                                                 0   \n",
       "/wiki/Abby-L_(Earth-616)                                                  0   \n",
       "/wiki/Abraham_Klein_(Earth-616)                                           0   \n",
       "/wiki/Abby_Rubin_(Earth-616)                                              0   \n",
       "/wiki/Aaron_Soames_(Earth-616)                                            0   \n",
       "/wiki/Aa-Thak_(Earth-616)                                                 0   \n",
       "/wiki/Abilene_Cashman_(Earth-616)                                         0   \n",
       "/wiki/Achlemedes_(Earth-616)                                              0   \n",
       "/wiki/Abner_Abernathy_(Earth-616)                                         0   \n",
       "/wiki/Abner_Croit_(Earth-616)                                             0   \n",
       "/wiki/11-Ball_(Earth-616)                                                 0   \n",
       "/wiki/Aan_Taanu_(Earth-616)                                               0   \n",
       "/wiki/Aaron_Rosenberg_(Earth-616)                                         0   \n",
       "/wiki/Abraham_Zimmer,_Jr._(Earth-616)                                     0   \n",
       "/wiki/Absynthia_van_Mort_(Earth-616)                                      0   \n",
       "...                                                                     ...   \n",
       "/wiki/Zsa_Zsa_Gabor_(Earth-616)                                           0   \n",
       "/wiki/Zuko_(Earth-616)                                                    0   \n",
       "/wiki/Zugthuu_(Earth-616)                                                 0   \n",
       "/wiki/Zyro_(Earth-616)                                                    0   \n",
       "/wiki/Ztlol_(Earth-616)                                                   0   \n",
       "/wiki/Zukala_(Earth-616)                                                  0   \n",
       "/wiki/Zzutak_(Earth-616)                                                  0   \n",
       "/wiki/Zzzax_(Earth-616)                                                   0   \n",
       "/wiki/Zulum_(Demon-Steed)_(Earth-616)                                     0   \n",
       "/wiki/Zully_Garcia_(Earth-616)                                            0   \n",
       "/wiki/%C3%89riu_(Earth-616)                                               0   \n",
       "/wiki/Zosara_(Earth-616)                                                  0   \n",
       "/wiki/Zuchan_(Earth-616)                                                  0   \n",
       "/wiki/Zug_(Earth-616)                                                     0   \n",
       "/wiki/Zuri_(Earth-616)                                                    0   \n",
       "/wiki/Zr%27x_(Earth-616)                                                  0   \n",
       "/wiki/Zoya_Vasilievna_(Earth-616)                                         0   \n",
       "/wiki/Zota_of_Pergamum_(Earth-616)                                        0   \n",
       "/wiki/Zuras_(Earth-616)                                                   0   \n",
       "/wiki/Zreate%27th_(Earth-616)                                             0   \n",
       "/wiki/Zyziwc_Tiel_(Earth-616)                                             0   \n",
       "/wiki/Zuzha_Yu_(Earth-616)                                                0   \n",
       "/wiki/Zula_(Earth-616)                                                    0   \n",
       "/wiki/Zzzyclone_(Warp_World)_(Earth-616)                                  0   \n",
       "/wiki/Zuhn_(Earth-616)                                                    0   \n",
       "/wiki/Zxaxz_(Earth-616)                                                   0   \n",
       "/wiki/Zuwena_(Earth-616)                                                  0   \n",
       "/wiki/Zurvan_(Earth-616)                                                  0   \n",
       "/wiki/Zygo_(Earth-616)                                                    0   \n",
       "/wiki/%C3%84kr%C3%A4s_(Earth-616)                                         0   \n",
       "\n",
       "                                           /wiki/Abarac_(Earth-616)  \\\n",
       "/wiki/Aaron_Fox_(Earth-616)                                       0   \n",
       "/wiki/Acrobat_(1940s)_(Earth-616)                                 0   \n",
       "/wiki/Abigail_Mercury_(Clone)_(Earth-616)                         0   \n",
       "/wiki/Ace_Maxwell_(Earth-616)                                     0   \n",
       "/wiki/Abigail_Boylen_(Earth-616)                                  0   \n",
       "/wiki/Abarac_(Earth-616)                                          0   \n",
       "/wiki/Abner_Perry_(Earth-616)                                     0   \n",
       "/wiki/Abdul_Qamar_(Earth-616)                                     0   \n",
       "/wiki/Aaron_Verne_(Earth-616)                                     0   \n",
       "/wiki/Abner_Doolittle_(Earth-616)                                 0   \n",
       "/wiki/Abdul_Hurani_(Earth-616)                                    0   \n",
       "/wiki/Aban_(Earth-616)                                            0   \n",
       "/wiki/Abraham_Cabot_(Earth-616)                                   0   \n",
       "/wiki/A3_(Earth-616)                                              0   \n",
       "/wiki/Abigail_Verpoorten_(Earth-616)                              0   \n",
       "/wiki/Aalbort_(Earth-616)                                         0   \n",
       "/wiki/Abby-L_(Earth-616)                                          0   \n",
       "/wiki/Abraham_Klein_(Earth-616)                                   0   \n",
       "/wiki/Abby_Rubin_(Earth-616)                                      0   \n",
       "/wiki/Aaron_Soames_(Earth-616)                                    0   \n",
       "/wiki/Aa-Thak_(Earth-616)                                         0   \n",
       "/wiki/Abilene_Cashman_(Earth-616)                                 0   \n",
       "/wiki/Achlemedes_(Earth-616)                                      0   \n",
       "/wiki/Abner_Abernathy_(Earth-616)                                 0   \n",
       "/wiki/Abner_Croit_(Earth-616)                                     0   \n",
       "/wiki/11-Ball_(Earth-616)                                         0   \n",
       "/wiki/Aan_Taanu_(Earth-616)                                       0   \n",
       "/wiki/Aaron_Rosenberg_(Earth-616)                                 0   \n",
       "/wiki/Abraham_Zimmer,_Jr._(Earth-616)                             0   \n",
       "/wiki/Absynthia_van_Mort_(Earth-616)                              0   \n",
       "...                                                             ...   \n",
       "/wiki/Zsa_Zsa_Gabor_(Earth-616)                                   0   \n",
       "/wiki/Zuko_(Earth-616)                                            0   \n",
       "/wiki/Zugthuu_(Earth-616)                                         0   \n",
       "/wiki/Zyro_(Earth-616)                                            0   \n",
       "/wiki/Ztlol_(Earth-616)                                           0   \n",
       "/wiki/Zukala_(Earth-616)                                          0   \n",
       "/wiki/Zzutak_(Earth-616)                                          0   \n",
       "/wiki/Zzzax_(Earth-616)                                           0   \n",
       "/wiki/Zulum_(Demon-Steed)_(Earth-616)                             0   \n",
       "/wiki/Zully_Garcia_(Earth-616)                                    0   \n",
       "/wiki/%C3%89riu_(Earth-616)                                       0   \n",
       "/wiki/Zosara_(Earth-616)                                          0   \n",
       "/wiki/Zuchan_(Earth-616)                                          0   \n",
       "/wiki/Zug_(Earth-616)                                             0   \n",
       "/wiki/Zuri_(Earth-616)                                            0   \n",
       "/wiki/Zr%27x_(Earth-616)                                          0   \n",
       "/wiki/Zoya_Vasilievna_(Earth-616)                                 0   \n",
       "/wiki/Zota_of_Pergamum_(Earth-616)                                0   \n",
       "/wiki/Zuras_(Earth-616)                                           0   \n",
       "/wiki/Zreate%27th_(Earth-616)                                     0   \n",
       "/wiki/Zyziwc_Tiel_(Earth-616)                                     0   \n",
       "/wiki/Zuzha_Yu_(Earth-616)                                        0   \n",
       "/wiki/Zula_(Earth-616)                                            0   \n",
       "/wiki/Zzzyclone_(Warp_World)_(Earth-616)                          0   \n",
       "/wiki/Zuhn_(Earth-616)                                            0   \n",
       "/wiki/Zxaxz_(Earth-616)                                           0   \n",
       "/wiki/Zuwena_(Earth-616)                                          0   \n",
       "/wiki/Zurvan_(Earth-616)                                          0   \n",
       "/wiki/Zygo_(Earth-616)                                            0   \n",
       "/wiki/%C3%84kr%C3%A4s_(Earth-616)                                 0   \n",
       "\n",
       "                                           /wiki/Abner_Perry_(Earth-616)  \\\n",
       "/wiki/Aaron_Fox_(Earth-616)                                            0   \n",
       "/wiki/Acrobat_(1940s)_(Earth-616)                                      0   \n",
       "/wiki/Abigail_Mercury_(Clone)_(Earth-616)                              0   \n",
       "/wiki/Ace_Maxwell_(Earth-616)                                          0   \n",
       "/wiki/Abigail_Boylen_(Earth-616)                                       0   \n",
       "/wiki/Abarac_(Earth-616)                                               0   \n",
       "/wiki/Abner_Perry_(Earth-616)                                          0   \n",
       "/wiki/Abdul_Qamar_(Earth-616)                                          0   \n",
       "/wiki/Aaron_Verne_(Earth-616)                                          0   \n",
       "/wiki/Abner_Doolittle_(Earth-616)                                      0   \n",
       "/wiki/Abdul_Hurani_(Earth-616)                                         0   \n",
       "/wiki/Aban_(Earth-616)                                                 0   \n",
       "/wiki/Abraham_Cabot_(Earth-616)                                        0   \n",
       "/wiki/A3_(Earth-616)                                                   0   \n",
       "/wiki/Abigail_Verpoorten_(Earth-616)                                   0   \n",
       "/wiki/Aalbort_(Earth-616)                                              0   \n",
       "/wiki/Abby-L_(Earth-616)                                               0   \n",
       "/wiki/Abraham_Klein_(Earth-616)                                        0   \n",
       "/wiki/Abby_Rubin_(Earth-616)                                           0   \n",
       "/wiki/Aaron_Soames_(Earth-616)                                         0   \n",
       "/wiki/Aa-Thak_(Earth-616)                                              0   \n",
       "/wiki/Abilene_Cashman_(Earth-616)                                      0   \n",
       "/wiki/Achlemedes_(Earth-616)                                           0   \n",
       "/wiki/Abner_Abernathy_(Earth-616)                                      0   \n",
       "/wiki/Abner_Croit_(Earth-616)                                          0   \n",
       "/wiki/11-Ball_(Earth-616)                                              0   \n",
       "/wiki/Aan_Taanu_(Earth-616)                                            0   \n",
       "/wiki/Aaron_Rosenberg_(Earth-616)                                      0   \n",
       "/wiki/Abraham_Zimmer,_Jr._(Earth-616)                                  0   \n",
       "/wiki/Absynthia_van_Mort_(Earth-616)                                   0   \n",
       "...                                                                  ...   \n",
       "/wiki/Zsa_Zsa_Gabor_(Earth-616)                                        0   \n",
       "/wiki/Zuko_(Earth-616)                                                 0   \n",
       "/wiki/Zugthuu_(Earth-616)                                              0   \n",
       "/wiki/Zyro_(Earth-616)                                                 0   \n",
       "/wiki/Ztlol_(Earth-616)                                                0   \n",
       "/wiki/Zukala_(Earth-616)                                               0   \n",
       "/wiki/Zzutak_(Earth-616)                                               0   \n",
       "/wiki/Zzzax_(Earth-616)                                                0   \n",
       "/wiki/Zulum_(Demon-Steed)_(Earth-616)                                  0   \n",
       "/wiki/Zully_Garcia_(Earth-616)                                         0   \n",
       "/wiki/%C3%89riu_(Earth-616)                                            0   \n",
       "/wiki/Zosara_(Earth-616)                                               0   \n",
       "/wiki/Zuchan_(Earth-616)                                               0   \n",
       "/wiki/Zug_(Earth-616)                                                  0   \n",
       "/wiki/Zuri_(Earth-616)                                                 0   \n",
       "/wiki/Zr%27x_(Earth-616)                                               0   \n",
       "/wiki/Zoya_Vasilievna_(Earth-616)                                      0   \n",
       "/wiki/Zota_of_Pergamum_(Earth-616)                                     0   \n",
       "/wiki/Zuras_(Earth-616)                                                0   \n",
       "/wiki/Zreate%27th_(Earth-616)                                          0   \n",
       "/wiki/Zyziwc_Tiel_(Earth-616)                                          0   \n",
       "/wiki/Zuzha_Yu_(Earth-616)                                             0   \n",
       "/wiki/Zula_(Earth-616)                                                 0   \n",
       "/wiki/Zzzyclone_(Warp_World)_(Earth-616)                               0   \n",
       "/wiki/Zuhn_(Earth-616)                                                 0   \n",
       "/wiki/Zxaxz_(Earth-616)                                                0   \n",
       "/wiki/Zuwena_(Earth-616)                                               0   \n",
       "/wiki/Zurvan_(Earth-616)                                               0   \n",
       "/wiki/Zygo_(Earth-616)                                                 0   \n",
       "/wiki/%C3%84kr%C3%A4s_(Earth-616)                                      0   \n",
       "\n",
       "                                           /wiki/Abdul_Qamar_(Earth-616)  \\\n",
       "/wiki/Aaron_Fox_(Earth-616)                                            0   \n",
       "/wiki/Acrobat_(1940s)_(Earth-616)                                      0   \n",
       "/wiki/Abigail_Mercury_(Clone)_(Earth-616)                              0   \n",
       "/wiki/Ace_Maxwell_(Earth-616)                                          0   \n",
       "/wiki/Abigail_Boylen_(Earth-616)                                       0   \n",
       "/wiki/Abarac_(Earth-616)                                               0   \n",
       "/wiki/Abner_Perry_(Earth-616)                                          0   \n",
       "/wiki/Abdul_Qamar_(Earth-616)                                          0   \n",
       "/wiki/Aaron_Verne_(Earth-616)                                          0   \n",
       "/wiki/Abner_Doolittle_(Earth-616)                                      0   \n",
       "/wiki/Abdul_Hurani_(Earth-616)                                         0   \n",
       "/wiki/Aban_(Earth-616)                                                 0   \n",
       "/wiki/Abraham_Cabot_(Earth-616)                                        0   \n",
       "/wiki/A3_(Earth-616)                                                   0   \n",
       "/wiki/Abigail_Verpoorten_(Earth-616)                                   0   \n",
       "/wiki/Aalbort_(Earth-616)                                              0   \n",
       "/wiki/Abby-L_(Earth-616)                                               0   \n",
       "/wiki/Abraham_Klein_(Earth-616)                                        0   \n",
       "/wiki/Abby_Rubin_(Earth-616)                                           0   \n",
       "/wiki/Aaron_Soames_(Earth-616)                                         0   \n",
       "/wiki/Aa-Thak_(Earth-616)                                              0   \n",
       "/wiki/Abilene_Cashman_(Earth-616)                                      0   \n",
       "/wiki/Achlemedes_(Earth-616)                                           0   \n",
       "/wiki/Abner_Abernathy_(Earth-616)                                      0   \n",
       "/wiki/Abner_Croit_(Earth-616)                                          0   \n",
       "/wiki/11-Ball_(Earth-616)                                              0   \n",
       "/wiki/Aan_Taanu_(Earth-616)                                            0   \n",
       "/wiki/Aaron_Rosenberg_(Earth-616)                                      0   \n",
       "/wiki/Abraham_Zimmer,_Jr._(Earth-616)                                  0   \n",
       "/wiki/Absynthia_van_Mort_(Earth-616)                                   0   \n",
       "...                                                                  ...   \n",
       "/wiki/Zsa_Zsa_Gabor_(Earth-616)                                        0   \n",
       "/wiki/Zuko_(Earth-616)                                                 0   \n",
       "/wiki/Zugthuu_(Earth-616)                                              0   \n",
       "/wiki/Zyro_(Earth-616)                                                 0   \n",
       "/wiki/Ztlol_(Earth-616)                                                0   \n",
       "/wiki/Zukala_(Earth-616)                                               0   \n",
       "/wiki/Zzutak_(Earth-616)                                               0   \n",
       "/wiki/Zzzax_(Earth-616)                                                0   \n",
       "/wiki/Zulum_(Demon-Steed)_(Earth-616)                                  0   \n",
       "/wiki/Zully_Garcia_(Earth-616)                                         0   \n",
       "/wiki/%C3%89riu_(Earth-616)                                            0   \n",
       "/wiki/Zosara_(Earth-616)                                               0   \n",
       "/wiki/Zuchan_(Earth-616)                                               0   \n",
       "/wiki/Zug_(Earth-616)                                                  0   \n",
       "/wiki/Zuri_(Earth-616)                                                 0   \n",
       "/wiki/Zr%27x_(Earth-616)                                               0   \n",
       "/wiki/Zoya_Vasilievna_(Earth-616)                                      0   \n",
       "/wiki/Zota_of_Pergamum_(Earth-616)                                     0   \n",
       "/wiki/Zuras_(Earth-616)                                                0   \n",
       "/wiki/Zreate%27th_(Earth-616)                                          0   \n",
       "/wiki/Zyziwc_Tiel_(Earth-616)                                          0   \n",
       "/wiki/Zuzha_Yu_(Earth-616)                                             0   \n",
       "/wiki/Zula_(Earth-616)                                                 0   \n",
       "/wiki/Zzzyclone_(Warp_World)_(Earth-616)                               0   \n",
       "/wiki/Zuhn_(Earth-616)                                                 0   \n",
       "/wiki/Zxaxz_(Earth-616)                                                0   \n",
       "/wiki/Zuwena_(Earth-616)                                               0   \n",
       "/wiki/Zurvan_(Earth-616)                                               0   \n",
       "/wiki/Zygo_(Earth-616)                                                 0   \n",
       "/wiki/%C3%84kr%C3%A4s_(Earth-616)                                      0   \n",
       "\n",
       "                                           /wiki/Aaron_Verne_(Earth-616)  \\\n",
       "/wiki/Aaron_Fox_(Earth-616)                                            0   \n",
       "/wiki/Acrobat_(1940s)_(Earth-616)                                      0   \n",
       "/wiki/Abigail_Mercury_(Clone)_(Earth-616)                              0   \n",
       "/wiki/Ace_Maxwell_(Earth-616)                                          0   \n",
       "/wiki/Abigail_Boylen_(Earth-616)                                       0   \n",
       "/wiki/Abarac_(Earth-616)                                               0   \n",
       "/wiki/Abner_Perry_(Earth-616)                                          0   \n",
       "/wiki/Abdul_Qamar_(Earth-616)                                          0   \n",
       "/wiki/Aaron_Verne_(Earth-616)                                          0   \n",
       "/wiki/Abner_Doolittle_(Earth-616)                                      0   \n",
       "/wiki/Abdul_Hurani_(Earth-616)                                         0   \n",
       "/wiki/Aban_(Earth-616)                                                 0   \n",
       "/wiki/Abraham_Cabot_(Earth-616)                                        0   \n",
       "/wiki/A3_(Earth-616)                                                   0   \n",
       "/wiki/Abigail_Verpoorten_(Earth-616)                                   0   \n",
       "/wiki/Aalbort_(Earth-616)                                              0   \n",
       "/wiki/Abby-L_(Earth-616)                                               0   \n",
       "/wiki/Abraham_Klein_(Earth-616)                                        0   \n",
       "/wiki/Abby_Rubin_(Earth-616)                                           0   \n",
       "/wiki/Aaron_Soames_(Earth-616)                                         0   \n",
       "/wiki/Aa-Thak_(Earth-616)                                              0   \n",
       "/wiki/Abilene_Cashman_(Earth-616)                                      0   \n",
       "/wiki/Achlemedes_(Earth-616)                                           0   \n",
       "/wiki/Abner_Abernathy_(Earth-616)                                      0   \n",
       "/wiki/Abner_Croit_(Earth-616)                                          0   \n",
       "/wiki/11-Ball_(Earth-616)                                              0   \n",
       "/wiki/Aan_Taanu_(Earth-616)                                            0   \n",
       "/wiki/Aaron_Rosenberg_(Earth-616)                                      0   \n",
       "/wiki/Abraham_Zimmer,_Jr._(Earth-616)                                  0   \n",
       "/wiki/Absynthia_van_Mort_(Earth-616)                                   0   \n",
       "...                                                                  ...   \n",
       "/wiki/Zsa_Zsa_Gabor_(Earth-616)                                        0   \n",
       "/wiki/Zuko_(Earth-616)                                                 0   \n",
       "/wiki/Zugthuu_(Earth-616)                                              0   \n",
       "/wiki/Zyro_(Earth-616)                                                 0   \n",
       "/wiki/Ztlol_(Earth-616)                                                0   \n",
       "/wiki/Zukala_(Earth-616)                                               0   \n",
       "/wiki/Zzutak_(Earth-616)                                               0   \n",
       "/wiki/Zzzax_(Earth-616)                                                0   \n",
       "/wiki/Zulum_(Demon-Steed)_(Earth-616)                                  0   \n",
       "/wiki/Zully_Garcia_(Earth-616)                                         0   \n",
       "/wiki/%C3%89riu_(Earth-616)                                            0   \n",
       "/wiki/Zosara_(Earth-616)                                               0   \n",
       "/wiki/Zuchan_(Earth-616)                                               0   \n",
       "/wiki/Zug_(Earth-616)                                                  0   \n",
       "/wiki/Zuri_(Earth-616)                                                 0   \n",
       "/wiki/Zr%27x_(Earth-616)                                               0   \n",
       "/wiki/Zoya_Vasilievna_(Earth-616)                                      0   \n",
       "/wiki/Zota_of_Pergamum_(Earth-616)                                     0   \n",
       "/wiki/Zuras_(Earth-616)                                                0   \n",
       "/wiki/Zreate%27th_(Earth-616)                                          0   \n",
       "/wiki/Zyziwc_Tiel_(Earth-616)                                          0   \n",
       "/wiki/Zuzha_Yu_(Earth-616)                                             0   \n",
       "/wiki/Zula_(Earth-616)                                                 0   \n",
       "/wiki/Zzzyclone_(Warp_World)_(Earth-616)                               0   \n",
       "/wiki/Zuhn_(Earth-616)                                                 0   \n",
       "/wiki/Zxaxz_(Earth-616)                                                0   \n",
       "/wiki/Zuwena_(Earth-616)                                               0   \n",
       "/wiki/Zurvan_(Earth-616)                                               0   \n",
       "/wiki/Zygo_(Earth-616)                                                 0   \n",
       "/wiki/%C3%84kr%C3%A4s_(Earth-616)                                      0   \n",
       "\n",
       "                                           /wiki/Abner_Doolittle_(Earth-616)  \\\n",
       "/wiki/Aaron_Fox_(Earth-616)                                                0   \n",
       "/wiki/Acrobat_(1940s)_(Earth-616)                                          0   \n",
       "/wiki/Abigail_Mercury_(Clone)_(Earth-616)                                  0   \n",
       "/wiki/Ace_Maxwell_(Earth-616)                                              0   \n",
       "/wiki/Abigail_Boylen_(Earth-616)                                           0   \n",
       "/wiki/Abarac_(Earth-616)                                                   0   \n",
       "/wiki/Abner_Perry_(Earth-616)                                              0   \n",
       "/wiki/Abdul_Qamar_(Earth-616)                                              0   \n",
       "/wiki/Aaron_Verne_(Earth-616)                                              0   \n",
       "/wiki/Abner_Doolittle_(Earth-616)                                          0   \n",
       "/wiki/Abdul_Hurani_(Earth-616)                                             0   \n",
       "/wiki/Aban_(Earth-616)                                                     0   \n",
       "/wiki/Abraham_Cabot_(Earth-616)                                            0   \n",
       "/wiki/A3_(Earth-616)                                                       0   \n",
       "/wiki/Abigail_Verpoorten_(Earth-616)                                       0   \n",
       "/wiki/Aalbort_(Earth-616)                                                  0   \n",
       "/wiki/Abby-L_(Earth-616)                                                   0   \n",
       "/wiki/Abraham_Klein_(Earth-616)                                            0   \n",
       "/wiki/Abby_Rubin_(Earth-616)                                               0   \n",
       "/wiki/Aaron_Soames_(Earth-616)                                             0   \n",
       "/wiki/Aa-Thak_(Earth-616)                                                  0   \n",
       "/wiki/Abilene_Cashman_(Earth-616)                                          0   \n",
       "/wiki/Achlemedes_(Earth-616)                                               0   \n",
       "/wiki/Abner_Abernathy_(Earth-616)                                          0   \n",
       "/wiki/Abner_Croit_(Earth-616)                                              0   \n",
       "/wiki/11-Ball_(Earth-616)                                                  0   \n",
       "/wiki/Aan_Taanu_(Earth-616)                                                0   \n",
       "/wiki/Aaron_Rosenberg_(Earth-616)                                          0   \n",
       "/wiki/Abraham_Zimmer,_Jr._(Earth-616)                                      0   \n",
       "/wiki/Absynthia_van_Mort_(Earth-616)                                       0   \n",
       "...                                                                      ...   \n",
       "/wiki/Zsa_Zsa_Gabor_(Earth-616)                                            0   \n",
       "/wiki/Zuko_(Earth-616)                                                     0   \n",
       "/wiki/Zugthuu_(Earth-616)                                                  0   \n",
       "/wiki/Zyro_(Earth-616)                                                     0   \n",
       "/wiki/Ztlol_(Earth-616)                                                    0   \n",
       "/wiki/Zukala_(Earth-616)                                                   0   \n",
       "/wiki/Zzutak_(Earth-616)                                                   0   \n",
       "/wiki/Zzzax_(Earth-616)                                                    0   \n",
       "/wiki/Zulum_(Demon-Steed)_(Earth-616)                                      0   \n",
       "/wiki/Zully_Garcia_(Earth-616)                                             0   \n",
       "/wiki/%C3%89riu_(Earth-616)                                                0   \n",
       "/wiki/Zosara_(Earth-616)                                                   0   \n",
       "/wiki/Zuchan_(Earth-616)                                                   0   \n",
       "/wiki/Zug_(Earth-616)                                                      0   \n",
       "/wiki/Zuri_(Earth-616)                                                     0   \n",
       "/wiki/Zr%27x_(Earth-616)                                                   0   \n",
       "/wiki/Zoya_Vasilievna_(Earth-616)                                          0   \n",
       "/wiki/Zota_of_Pergamum_(Earth-616)                                         0   \n",
       "/wiki/Zuras_(Earth-616)                                                    0   \n",
       "/wiki/Zreate%27th_(Earth-616)                                              0   \n",
       "/wiki/Zyziwc_Tiel_(Earth-616)                                              0   \n",
       "/wiki/Zuzha_Yu_(Earth-616)                                                 0   \n",
       "/wiki/Zula_(Earth-616)                                                     0   \n",
       "/wiki/Zzzyclone_(Warp_World)_(Earth-616)                                   0   \n",
       "/wiki/Zuhn_(Earth-616)                                                     0   \n",
       "/wiki/Zxaxz_(Earth-616)                                                    0   \n",
       "/wiki/Zuwena_(Earth-616)                                                   0   \n",
       "/wiki/Zurvan_(Earth-616)                                                   0   \n",
       "/wiki/Zygo_(Earth-616)                                                     0   \n",
       "/wiki/%C3%84kr%C3%A4s_(Earth-616)                                          0   \n",
       "\n",
       "                                           ...  /wiki/Zyziwc_Tiel_(Earth-616)  \\\n",
       "/wiki/Aaron_Fox_(Earth-616)                ...                              0   \n",
       "/wiki/Acrobat_(1940s)_(Earth-616)          ...                              0   \n",
       "/wiki/Abigail_Mercury_(Clone)_(Earth-616)  ...                              0   \n",
       "/wiki/Ace_Maxwell_(Earth-616)              ...                              0   \n",
       "/wiki/Abigail_Boylen_(Earth-616)           ...                              0   \n",
       "/wiki/Abarac_(Earth-616)                   ...                              0   \n",
       "/wiki/Abner_Perry_(Earth-616)              ...                              0   \n",
       "/wiki/Abdul_Qamar_(Earth-616)              ...                              0   \n",
       "/wiki/Aaron_Verne_(Earth-616)              ...                              0   \n",
       "/wiki/Abner_Doolittle_(Earth-616)          ...                              0   \n",
       "/wiki/Abdul_Hurani_(Earth-616)             ...                              0   \n",
       "/wiki/Aban_(Earth-616)                     ...                              0   \n",
       "/wiki/Abraham_Cabot_(Earth-616)            ...                              0   \n",
       "/wiki/A3_(Earth-616)                       ...                              0   \n",
       "/wiki/Abigail_Verpoorten_(Earth-616)       ...                              0   \n",
       "/wiki/Aalbort_(Earth-616)                  ...                              0   \n",
       "/wiki/Abby-L_(Earth-616)                   ...                              0   \n",
       "/wiki/Abraham_Klein_(Earth-616)            ...                              0   \n",
       "/wiki/Abby_Rubin_(Earth-616)               ...                              0   \n",
       "/wiki/Aaron_Soames_(Earth-616)             ...                              0   \n",
       "/wiki/Aa-Thak_(Earth-616)                  ...                              0   \n",
       "/wiki/Abilene_Cashman_(Earth-616)          ...                              0   \n",
       "/wiki/Achlemedes_(Earth-616)               ...                              0   \n",
       "/wiki/Abner_Abernathy_(Earth-616)          ...                              0   \n",
       "/wiki/Abner_Croit_(Earth-616)              ...                              0   \n",
       "/wiki/11-Ball_(Earth-616)                  ...                              0   \n",
       "/wiki/Aan_Taanu_(Earth-616)                ...                              0   \n",
       "/wiki/Aaron_Rosenberg_(Earth-616)          ...                              0   \n",
       "/wiki/Abraham_Zimmer,_Jr._(Earth-616)      ...                              0   \n",
       "/wiki/Absynthia_van_Mort_(Earth-616)       ...                              0   \n",
       "...                                        ...                            ...   \n",
       "/wiki/Zsa_Zsa_Gabor_(Earth-616)            ...                              0   \n",
       "/wiki/Zuko_(Earth-616)                     ...                              0   \n",
       "/wiki/Zugthuu_(Earth-616)                  ...                              0   \n",
       "/wiki/Zyro_(Earth-616)                     ...                              0   \n",
       "/wiki/Ztlol_(Earth-616)                    ...                              0   \n",
       "/wiki/Zukala_(Earth-616)                   ...                              0   \n",
       "/wiki/Zzutak_(Earth-616)                   ...                              0   \n",
       "/wiki/Zzzax_(Earth-616)                    ...                              0   \n",
       "/wiki/Zulum_(Demon-Steed)_(Earth-616)      ...                              0   \n",
       "/wiki/Zully_Garcia_(Earth-616)             ...                              0   \n",
       "/wiki/%C3%89riu_(Earth-616)                ...                              0   \n",
       "/wiki/Zosara_(Earth-616)                   ...                              0   \n",
       "/wiki/Zuchan_(Earth-616)                   ...                              0   \n",
       "/wiki/Zug_(Earth-616)                      ...                              0   \n",
       "/wiki/Zuri_(Earth-616)                     ...                              0   \n",
       "/wiki/Zr%27x_(Earth-616)                   ...                              0   \n",
       "/wiki/Zoya_Vasilievna_(Earth-616)          ...                              0   \n",
       "/wiki/Zota_of_Pergamum_(Earth-616)         ...                              0   \n",
       "/wiki/Zuras_(Earth-616)                    ...                              0   \n",
       "/wiki/Zreate%27th_(Earth-616)              ...                              0   \n",
       "/wiki/Zyziwc_Tiel_(Earth-616)              ...                              0   \n",
       "/wiki/Zuzha_Yu_(Earth-616)                 ...                              0   \n",
       "/wiki/Zula_(Earth-616)                     ...                              0   \n",
       "/wiki/Zzzyclone_(Warp_World)_(Earth-616)   ...                              0   \n",
       "/wiki/Zuhn_(Earth-616)                     ...                              0   \n",
       "/wiki/Zxaxz_(Earth-616)                    ...                              0   \n",
       "/wiki/Zuwena_(Earth-616)                   ...                              0   \n",
       "/wiki/Zurvan_(Earth-616)                   ...                              0   \n",
       "/wiki/Zygo_(Earth-616)                     ...                              0   \n",
       "/wiki/%C3%84kr%C3%A4s_(Earth-616)          ...                              0   \n",
       "\n",
       "                                           /wiki/Zuzha_Yu_(Earth-616)  \\\n",
       "/wiki/Aaron_Fox_(Earth-616)                                         0   \n",
       "/wiki/Acrobat_(1940s)_(Earth-616)                                   0   \n",
       "/wiki/Abigail_Mercury_(Clone)_(Earth-616)                           0   \n",
       "/wiki/Ace_Maxwell_(Earth-616)                                       0   \n",
       "/wiki/Abigail_Boylen_(Earth-616)                                    0   \n",
       "/wiki/Abarac_(Earth-616)                                            0   \n",
       "/wiki/Abner_Perry_(Earth-616)                                       0   \n",
       "/wiki/Abdul_Qamar_(Earth-616)                                       0   \n",
       "/wiki/Aaron_Verne_(Earth-616)                                       0   \n",
       "/wiki/Abner_Doolittle_(Earth-616)                                   0   \n",
       "/wiki/Abdul_Hurani_(Earth-616)                                      0   \n",
       "/wiki/Aban_(Earth-616)                                              0   \n",
       "/wiki/Abraham_Cabot_(Earth-616)                                     0   \n",
       "/wiki/A3_(Earth-616)                                                0   \n",
       "/wiki/Abigail_Verpoorten_(Earth-616)                                0   \n",
       "/wiki/Aalbort_(Earth-616)                                           0   \n",
       "/wiki/Abby-L_(Earth-616)                                            0   \n",
       "/wiki/Abraham_Klein_(Earth-616)                                     0   \n",
       "/wiki/Abby_Rubin_(Earth-616)                                        0   \n",
       "/wiki/Aaron_Soames_(Earth-616)                                      0   \n",
       "/wiki/Aa-Thak_(Earth-616)                                           0   \n",
       "/wiki/Abilene_Cashman_(Earth-616)                                   0   \n",
       "/wiki/Achlemedes_(Earth-616)                                        0   \n",
       "/wiki/Abner_Abernathy_(Earth-616)                                   0   \n",
       "/wiki/Abner_Croit_(Earth-616)                                       0   \n",
       "/wiki/11-Ball_(Earth-616)                                           0   \n",
       "/wiki/Aan_Taanu_(Earth-616)                                         0   \n",
       "/wiki/Aaron_Rosenberg_(Earth-616)                                   0   \n",
       "/wiki/Abraham_Zimmer,_Jr._(Earth-616)                               0   \n",
       "/wiki/Absynthia_van_Mort_(Earth-616)                                0   \n",
       "...                                                               ...   \n",
       "/wiki/Zsa_Zsa_Gabor_(Earth-616)                                     0   \n",
       "/wiki/Zuko_(Earth-616)                                              0   \n",
       "/wiki/Zugthuu_(Earth-616)                                           0   \n",
       "/wiki/Zyro_(Earth-616)                                              0   \n",
       "/wiki/Ztlol_(Earth-616)                                             0   \n",
       "/wiki/Zukala_(Earth-616)                                            0   \n",
       "/wiki/Zzutak_(Earth-616)                                            0   \n",
       "/wiki/Zzzax_(Earth-616)                                             0   \n",
       "/wiki/Zulum_(Demon-Steed)_(Earth-616)                               0   \n",
       "/wiki/Zully_Garcia_(Earth-616)                                      0   \n",
       "/wiki/%C3%89riu_(Earth-616)                                         0   \n",
       "/wiki/Zosara_(Earth-616)                                            0   \n",
       "/wiki/Zuchan_(Earth-616)                                            0   \n",
       "/wiki/Zug_(Earth-616)                                               0   \n",
       "/wiki/Zuri_(Earth-616)                                              0   \n",
       "/wiki/Zr%27x_(Earth-616)                                            0   \n",
       "/wiki/Zoya_Vasilievna_(Earth-616)                                   0   \n",
       "/wiki/Zota_of_Pergamum_(Earth-616)                                  0   \n",
       "/wiki/Zuras_(Earth-616)                                             0   \n",
       "/wiki/Zreate%27th_(Earth-616)                                       0   \n",
       "/wiki/Zyziwc_Tiel_(Earth-616)                                       0   \n",
       "/wiki/Zuzha_Yu_(Earth-616)                                          0   \n",
       "/wiki/Zula_(Earth-616)                                              0   \n",
       "/wiki/Zzzyclone_(Warp_World)_(Earth-616)                            0   \n",
       "/wiki/Zuhn_(Earth-616)                                              0   \n",
       "/wiki/Zxaxz_(Earth-616)                                             0   \n",
       "/wiki/Zuwena_(Earth-616)                                            0   \n",
       "/wiki/Zurvan_(Earth-616)                                            0   \n",
       "/wiki/Zygo_(Earth-616)                                              0   \n",
       "/wiki/%C3%84kr%C3%A4s_(Earth-616)                                   0   \n",
       "\n",
       "                                           /wiki/Zula_(Earth-616)  \\\n",
       "/wiki/Aaron_Fox_(Earth-616)                                     0   \n",
       "/wiki/Acrobat_(1940s)_(Earth-616)                               0   \n",
       "/wiki/Abigail_Mercury_(Clone)_(Earth-616)                       0   \n",
       "/wiki/Ace_Maxwell_(Earth-616)                                   0   \n",
       "/wiki/Abigail_Boylen_(Earth-616)                                0   \n",
       "/wiki/Abarac_(Earth-616)                                        0   \n",
       "/wiki/Abner_Perry_(Earth-616)                                   0   \n",
       "/wiki/Abdul_Qamar_(Earth-616)                                   0   \n",
       "/wiki/Aaron_Verne_(Earth-616)                                   0   \n",
       "/wiki/Abner_Doolittle_(Earth-616)                               0   \n",
       "/wiki/Abdul_Hurani_(Earth-616)                                  0   \n",
       "/wiki/Aban_(Earth-616)                                          0   \n",
       "/wiki/Abraham_Cabot_(Earth-616)                                 0   \n",
       "/wiki/A3_(Earth-616)                                            0   \n",
       "/wiki/Abigail_Verpoorten_(Earth-616)                            0   \n",
       "/wiki/Aalbort_(Earth-616)                                       0   \n",
       "/wiki/Abby-L_(Earth-616)                                        0   \n",
       "/wiki/Abraham_Klein_(Earth-616)                                 0   \n",
       "/wiki/Abby_Rubin_(Earth-616)                                    0   \n",
       "/wiki/Aaron_Soames_(Earth-616)                                  0   \n",
       "/wiki/Aa-Thak_(Earth-616)                                       0   \n",
       "/wiki/Abilene_Cashman_(Earth-616)                               0   \n",
       "/wiki/Achlemedes_(Earth-616)                                    0   \n",
       "/wiki/Abner_Abernathy_(Earth-616)                               0   \n",
       "/wiki/Abner_Croit_(Earth-616)                                   0   \n",
       "/wiki/11-Ball_(Earth-616)                                       0   \n",
       "/wiki/Aan_Taanu_(Earth-616)                                     0   \n",
       "/wiki/Aaron_Rosenberg_(Earth-616)                               0   \n",
       "/wiki/Abraham_Zimmer,_Jr._(Earth-616)                           0   \n",
       "/wiki/Absynthia_van_Mort_(Earth-616)                            0   \n",
       "...                                                           ...   \n",
       "/wiki/Zsa_Zsa_Gabor_(Earth-616)                                 0   \n",
       "/wiki/Zuko_(Earth-616)                                          0   \n",
       "/wiki/Zugthuu_(Earth-616)                                       0   \n",
       "/wiki/Zyro_(Earth-616)                                          0   \n",
       "/wiki/Ztlol_(Earth-616)                                         0   \n",
       "/wiki/Zukala_(Earth-616)                                        0   \n",
       "/wiki/Zzutak_(Earth-616)                                        0   \n",
       "/wiki/Zzzax_(Earth-616)                                         0   \n",
       "/wiki/Zulum_(Demon-Steed)_(Earth-616)                           0   \n",
       "/wiki/Zully_Garcia_(Earth-616)                                  0   \n",
       "/wiki/%C3%89riu_(Earth-616)                                     0   \n",
       "/wiki/Zosara_(Earth-616)                                        0   \n",
       "/wiki/Zuchan_(Earth-616)                                        0   \n",
       "/wiki/Zug_(Earth-616)                                           0   \n",
       "/wiki/Zuri_(Earth-616)                                          0   \n",
       "/wiki/Zr%27x_(Earth-616)                                        0   \n",
       "/wiki/Zoya_Vasilievna_(Earth-616)                               0   \n",
       "/wiki/Zota_of_Pergamum_(Earth-616)                              0   \n",
       "/wiki/Zuras_(Earth-616)                                         0   \n",
       "/wiki/Zreate%27th_(Earth-616)                                   0   \n",
       "/wiki/Zyziwc_Tiel_(Earth-616)                                   0   \n",
       "/wiki/Zuzha_Yu_(Earth-616)                                      0   \n",
       "/wiki/Zula_(Earth-616)                                          0   \n",
       "/wiki/Zzzyclone_(Warp_World)_(Earth-616)                        0   \n",
       "/wiki/Zuhn_(Earth-616)                                          0   \n",
       "/wiki/Zxaxz_(Earth-616)                                         0   \n",
       "/wiki/Zuwena_(Earth-616)                                        0   \n",
       "/wiki/Zurvan_(Earth-616)                                        0   \n",
       "/wiki/Zygo_(Earth-616)                                          0   \n",
       "/wiki/%C3%84kr%C3%A4s_(Earth-616)                               0   \n",
       "\n",
       "                                           /wiki/Zzzyclone_(Warp_World)_(Earth-616)  \\\n",
       "/wiki/Aaron_Fox_(Earth-616)                                                       0   \n",
       "/wiki/Acrobat_(1940s)_(Earth-616)                                                 0   \n",
       "/wiki/Abigail_Mercury_(Clone)_(Earth-616)                                         0   \n",
       "/wiki/Ace_Maxwell_(Earth-616)                                                     0   \n",
       "/wiki/Abigail_Boylen_(Earth-616)                                                  0   \n",
       "/wiki/Abarac_(Earth-616)                                                          0   \n",
       "/wiki/Abner_Perry_(Earth-616)                                                     0   \n",
       "/wiki/Abdul_Qamar_(Earth-616)                                                     0   \n",
       "/wiki/Aaron_Verne_(Earth-616)                                                     0   \n",
       "/wiki/Abner_Doolittle_(Earth-616)                                                 0   \n",
       "/wiki/Abdul_Hurani_(Earth-616)                                                    0   \n",
       "/wiki/Aban_(Earth-616)                                                            0   \n",
       "/wiki/Abraham_Cabot_(Earth-616)                                                   0   \n",
       "/wiki/A3_(Earth-616)                                                              0   \n",
       "/wiki/Abigail_Verpoorten_(Earth-616)                                              0   \n",
       "/wiki/Aalbort_(Earth-616)                                                         0   \n",
       "/wiki/Abby-L_(Earth-616)                                                          0   \n",
       "/wiki/Abraham_Klein_(Earth-616)                                                   0   \n",
       "/wiki/Abby_Rubin_(Earth-616)                                                      0   \n",
       "/wiki/Aaron_Soames_(Earth-616)                                                    0   \n",
       "/wiki/Aa-Thak_(Earth-616)                                                         0   \n",
       "/wiki/Abilene_Cashman_(Earth-616)                                                 0   \n",
       "/wiki/Achlemedes_(Earth-616)                                                      0   \n",
       "/wiki/Abner_Abernathy_(Earth-616)                                                 0   \n",
       "/wiki/Abner_Croit_(Earth-616)                                                     0   \n",
       "/wiki/11-Ball_(Earth-616)                                                         0   \n",
       "/wiki/Aan_Taanu_(Earth-616)                                                       0   \n",
       "/wiki/Aaron_Rosenberg_(Earth-616)                                                 0   \n",
       "/wiki/Abraham_Zimmer,_Jr._(Earth-616)                                             0   \n",
       "/wiki/Absynthia_van_Mort_(Earth-616)                                              0   \n",
       "...                                                                             ...   \n",
       "/wiki/Zsa_Zsa_Gabor_(Earth-616)                                                   0   \n",
       "/wiki/Zuko_(Earth-616)                                                            0   \n",
       "/wiki/Zugthuu_(Earth-616)                                                         0   \n",
       "/wiki/Zyro_(Earth-616)                                                            0   \n",
       "/wiki/Ztlol_(Earth-616)                                                           0   \n",
       "/wiki/Zukala_(Earth-616)                                                          0   \n",
       "/wiki/Zzutak_(Earth-616)                                                          0   \n",
       "/wiki/Zzzax_(Earth-616)                                                           0   \n",
       "/wiki/Zulum_(Demon-Steed)_(Earth-616)                                             0   \n",
       "/wiki/Zully_Garcia_(Earth-616)                                                    0   \n",
       "/wiki/%C3%89riu_(Earth-616)                                                       0   \n",
       "/wiki/Zosara_(Earth-616)                                                          0   \n",
       "/wiki/Zuchan_(Earth-616)                                                          0   \n",
       "/wiki/Zug_(Earth-616)                                                             0   \n",
       "/wiki/Zuri_(Earth-616)                                                            0   \n",
       "/wiki/Zr%27x_(Earth-616)                                                          0   \n",
       "/wiki/Zoya_Vasilievna_(Earth-616)                                                 0   \n",
       "/wiki/Zota_of_Pergamum_(Earth-616)                                                0   \n",
       "/wiki/Zuras_(Earth-616)                                                           0   \n",
       "/wiki/Zreate%27th_(Earth-616)                                                     0   \n",
       "/wiki/Zyziwc_Tiel_(Earth-616)                                                     0   \n",
       "/wiki/Zuzha_Yu_(Earth-616)                                                        0   \n",
       "/wiki/Zula_(Earth-616)                                                            0   \n",
       "/wiki/Zzzyclone_(Warp_World)_(Earth-616)                                          0   \n",
       "/wiki/Zuhn_(Earth-616)                                                            0   \n",
       "/wiki/Zxaxz_(Earth-616)                                                           0   \n",
       "/wiki/Zuwena_(Earth-616)                                                          0   \n",
       "/wiki/Zurvan_(Earth-616)                                                          0   \n",
       "/wiki/Zygo_(Earth-616)                                                            0   \n",
       "/wiki/%C3%84kr%C3%A4s_(Earth-616)                                                 0   \n",
       "\n",
       "                                           /wiki/Zuhn_(Earth-616)  \\\n",
       "/wiki/Aaron_Fox_(Earth-616)                                     0   \n",
       "/wiki/Acrobat_(1940s)_(Earth-616)                               0   \n",
       "/wiki/Abigail_Mercury_(Clone)_(Earth-616)                       0   \n",
       "/wiki/Ace_Maxwell_(Earth-616)                                   0   \n",
       "/wiki/Abigail_Boylen_(Earth-616)                                0   \n",
       "/wiki/Abarac_(Earth-616)                                        0   \n",
       "/wiki/Abner_Perry_(Earth-616)                                   0   \n",
       "/wiki/Abdul_Qamar_(Earth-616)                                   0   \n",
       "/wiki/Aaron_Verne_(Earth-616)                                   0   \n",
       "/wiki/Abner_Doolittle_(Earth-616)                               0   \n",
       "/wiki/Abdul_Hurani_(Earth-616)                                  0   \n",
       "/wiki/Aban_(Earth-616)                                          0   \n",
       "/wiki/Abraham_Cabot_(Earth-616)                                 0   \n",
       "/wiki/A3_(Earth-616)                                            0   \n",
       "/wiki/Abigail_Verpoorten_(Earth-616)                            0   \n",
       "/wiki/Aalbort_(Earth-616)                                       0   \n",
       "/wiki/Abby-L_(Earth-616)                                        0   \n",
       "/wiki/Abraham_Klein_(Earth-616)                                 0   \n",
       "/wiki/Abby_Rubin_(Earth-616)                                    0   \n",
       "/wiki/Aaron_Soames_(Earth-616)                                  0   \n",
       "/wiki/Aa-Thak_(Earth-616)                                       0   \n",
       "/wiki/Abilene_Cashman_(Earth-616)                               0   \n",
       "/wiki/Achlemedes_(Earth-616)                                    0   \n",
       "/wiki/Abner_Abernathy_(Earth-616)                               0   \n",
       "/wiki/Abner_Croit_(Earth-616)                                   0   \n",
       "/wiki/11-Ball_(Earth-616)                                       0   \n",
       "/wiki/Aan_Taanu_(Earth-616)                                     0   \n",
       "/wiki/Aaron_Rosenberg_(Earth-616)                               0   \n",
       "/wiki/Abraham_Zimmer,_Jr._(Earth-616)                           0   \n",
       "/wiki/Absynthia_van_Mort_(Earth-616)                            0   \n",
       "...                                                           ...   \n",
       "/wiki/Zsa_Zsa_Gabor_(Earth-616)                                 0   \n",
       "/wiki/Zuko_(Earth-616)                                          0   \n",
       "/wiki/Zugthuu_(Earth-616)                                       0   \n",
       "/wiki/Zyro_(Earth-616)                                          0   \n",
       "/wiki/Ztlol_(Earth-616)                                         0   \n",
       "/wiki/Zukala_(Earth-616)                                        0   \n",
       "/wiki/Zzutak_(Earth-616)                                        0   \n",
       "/wiki/Zzzax_(Earth-616)                                         0   \n",
       "/wiki/Zulum_(Demon-Steed)_(Earth-616)                           0   \n",
       "/wiki/Zully_Garcia_(Earth-616)                                  0   \n",
       "/wiki/%C3%89riu_(Earth-616)                                     0   \n",
       "/wiki/Zosara_(Earth-616)                                        0   \n",
       "/wiki/Zuchan_(Earth-616)                                        0   \n",
       "/wiki/Zug_(Earth-616)                                           0   \n",
       "/wiki/Zuri_(Earth-616)                                          0   \n",
       "/wiki/Zr%27x_(Earth-616)                                        0   \n",
       "/wiki/Zoya_Vasilievna_(Earth-616)                               0   \n",
       "/wiki/Zota_of_Pergamum_(Earth-616)                              0   \n",
       "/wiki/Zuras_(Earth-616)                                         0   \n",
       "/wiki/Zreate%27th_(Earth-616)                                   0   \n",
       "/wiki/Zyziwc_Tiel_(Earth-616)                                   0   \n",
       "/wiki/Zuzha_Yu_(Earth-616)                                      0   \n",
       "/wiki/Zula_(Earth-616)                                          0   \n",
       "/wiki/Zzzyclone_(Warp_World)_(Earth-616)                        0   \n",
       "/wiki/Zuhn_(Earth-616)                                          0   \n",
       "/wiki/Zxaxz_(Earth-616)                                         0   \n",
       "/wiki/Zuwena_(Earth-616)                                        0   \n",
       "/wiki/Zurvan_(Earth-616)                                        0   \n",
       "/wiki/Zygo_(Earth-616)                                          0   \n",
       "/wiki/%C3%84kr%C3%A4s_(Earth-616)                               0   \n",
       "\n",
       "                                           /wiki/Zxaxz_(Earth-616)  \\\n",
       "/wiki/Aaron_Fox_(Earth-616)                                      0   \n",
       "/wiki/Acrobat_(1940s)_(Earth-616)                                0   \n",
       "/wiki/Abigail_Mercury_(Clone)_(Earth-616)                        0   \n",
       "/wiki/Ace_Maxwell_(Earth-616)                                    0   \n",
       "/wiki/Abigail_Boylen_(Earth-616)                                 0   \n",
       "/wiki/Abarac_(Earth-616)                                         0   \n",
       "/wiki/Abner_Perry_(Earth-616)                                    0   \n",
       "/wiki/Abdul_Qamar_(Earth-616)                                    0   \n",
       "/wiki/Aaron_Verne_(Earth-616)                                    0   \n",
       "/wiki/Abner_Doolittle_(Earth-616)                                0   \n",
       "/wiki/Abdul_Hurani_(Earth-616)                                   0   \n",
       "/wiki/Aban_(Earth-616)                                           0   \n",
       "/wiki/Abraham_Cabot_(Earth-616)                                  0   \n",
       "/wiki/A3_(Earth-616)                                             0   \n",
       "/wiki/Abigail_Verpoorten_(Earth-616)                             0   \n",
       "/wiki/Aalbort_(Earth-616)                                        0   \n",
       "/wiki/Abby-L_(Earth-616)                                         0   \n",
       "/wiki/Abraham_Klein_(Earth-616)                                  0   \n",
       "/wiki/Abby_Rubin_(Earth-616)                                     0   \n",
       "/wiki/Aaron_Soames_(Earth-616)                                   0   \n",
       "/wiki/Aa-Thak_(Earth-616)                                        0   \n",
       "/wiki/Abilene_Cashman_(Earth-616)                                0   \n",
       "/wiki/Achlemedes_(Earth-616)                                     0   \n",
       "/wiki/Abner_Abernathy_(Earth-616)                                0   \n",
       "/wiki/Abner_Croit_(Earth-616)                                    0   \n",
       "/wiki/11-Ball_(Earth-616)                                        0   \n",
       "/wiki/Aan_Taanu_(Earth-616)                                      0   \n",
       "/wiki/Aaron_Rosenberg_(Earth-616)                                0   \n",
       "/wiki/Abraham_Zimmer,_Jr._(Earth-616)                            0   \n",
       "/wiki/Absynthia_van_Mort_(Earth-616)                             0   \n",
       "...                                                            ...   \n",
       "/wiki/Zsa_Zsa_Gabor_(Earth-616)                                  0   \n",
       "/wiki/Zuko_(Earth-616)                                           0   \n",
       "/wiki/Zugthuu_(Earth-616)                                        0   \n",
       "/wiki/Zyro_(Earth-616)                                           0   \n",
       "/wiki/Ztlol_(Earth-616)                                          0   \n",
       "/wiki/Zukala_(Earth-616)                                         0   \n",
       "/wiki/Zzutak_(Earth-616)                                         0   \n",
       "/wiki/Zzzax_(Earth-616)                                          0   \n",
       "/wiki/Zulum_(Demon-Steed)_(Earth-616)                            0   \n",
       "/wiki/Zully_Garcia_(Earth-616)                                   0   \n",
       "/wiki/%C3%89riu_(Earth-616)                                      0   \n",
       "/wiki/Zosara_(Earth-616)                                         0   \n",
       "/wiki/Zuchan_(Earth-616)                                         0   \n",
       "/wiki/Zug_(Earth-616)                                            0   \n",
       "/wiki/Zuri_(Earth-616)                                           0   \n",
       "/wiki/Zr%27x_(Earth-616)                                         0   \n",
       "/wiki/Zoya_Vasilievna_(Earth-616)                                0   \n",
       "/wiki/Zota_of_Pergamum_(Earth-616)                               0   \n",
       "/wiki/Zuras_(Earth-616)                                          0   \n",
       "/wiki/Zreate%27th_(Earth-616)                                    0   \n",
       "/wiki/Zyziwc_Tiel_(Earth-616)                                    0   \n",
       "/wiki/Zuzha_Yu_(Earth-616)                                       0   \n",
       "/wiki/Zula_(Earth-616)                                           0   \n",
       "/wiki/Zzzyclone_(Warp_World)_(Earth-616)                         0   \n",
       "/wiki/Zuhn_(Earth-616)                                           0   \n",
       "/wiki/Zxaxz_(Earth-616)                                          0   \n",
       "/wiki/Zuwena_(Earth-616)                                         0   \n",
       "/wiki/Zurvan_(Earth-616)                                         0   \n",
       "/wiki/Zygo_(Earth-616)                                           0   \n",
       "/wiki/%C3%84kr%C3%A4s_(Earth-616)                                0   \n",
       "\n",
       "                                           /wiki/Zuwena_(Earth-616)  \\\n",
       "/wiki/Aaron_Fox_(Earth-616)                                       0   \n",
       "/wiki/Acrobat_(1940s)_(Earth-616)                                 0   \n",
       "/wiki/Abigail_Mercury_(Clone)_(Earth-616)                         0   \n",
       "/wiki/Ace_Maxwell_(Earth-616)                                     0   \n",
       "/wiki/Abigail_Boylen_(Earth-616)                                  0   \n",
       "/wiki/Abarac_(Earth-616)                                          0   \n",
       "/wiki/Abner_Perry_(Earth-616)                                     0   \n",
       "/wiki/Abdul_Qamar_(Earth-616)                                     0   \n",
       "/wiki/Aaron_Verne_(Earth-616)                                     0   \n",
       "/wiki/Abner_Doolittle_(Earth-616)                                 0   \n",
       "/wiki/Abdul_Hurani_(Earth-616)                                    0   \n",
       "/wiki/Aban_(Earth-616)                                            0   \n",
       "/wiki/Abraham_Cabot_(Earth-616)                                   0   \n",
       "/wiki/A3_(Earth-616)                                              0   \n",
       "/wiki/Abigail_Verpoorten_(Earth-616)                              0   \n",
       "/wiki/Aalbort_(Earth-616)                                         0   \n",
       "/wiki/Abby-L_(Earth-616)                                          0   \n",
       "/wiki/Abraham_Klein_(Earth-616)                                   0   \n",
       "/wiki/Abby_Rubin_(Earth-616)                                      0   \n",
       "/wiki/Aaron_Soames_(Earth-616)                                    0   \n",
       "/wiki/Aa-Thak_(Earth-616)                                         0   \n",
       "/wiki/Abilene_Cashman_(Earth-616)                                 0   \n",
       "/wiki/Achlemedes_(Earth-616)                                      0   \n",
       "/wiki/Abner_Abernathy_(Earth-616)                                 0   \n",
       "/wiki/Abner_Croit_(Earth-616)                                     0   \n",
       "/wiki/11-Ball_(Earth-616)                                         0   \n",
       "/wiki/Aan_Taanu_(Earth-616)                                       0   \n",
       "/wiki/Aaron_Rosenberg_(Earth-616)                                 0   \n",
       "/wiki/Abraham_Zimmer,_Jr._(Earth-616)                             0   \n",
       "/wiki/Absynthia_van_Mort_(Earth-616)                              0   \n",
       "...                                                             ...   \n",
       "/wiki/Zsa_Zsa_Gabor_(Earth-616)                                   0   \n",
       "/wiki/Zuko_(Earth-616)                                            0   \n",
       "/wiki/Zugthuu_(Earth-616)                                         0   \n",
       "/wiki/Zyro_(Earth-616)                                            0   \n",
       "/wiki/Ztlol_(Earth-616)                                           0   \n",
       "/wiki/Zukala_(Earth-616)                                          0   \n",
       "/wiki/Zzutak_(Earth-616)                                          0   \n",
       "/wiki/Zzzax_(Earth-616)                                           0   \n",
       "/wiki/Zulum_(Demon-Steed)_(Earth-616)                             0   \n",
       "/wiki/Zully_Garcia_(Earth-616)                                    0   \n",
       "/wiki/%C3%89riu_(Earth-616)                                       0   \n",
       "/wiki/Zosara_(Earth-616)                                          0   \n",
       "/wiki/Zuchan_(Earth-616)                                          0   \n",
       "/wiki/Zug_(Earth-616)                                             0   \n",
       "/wiki/Zuri_(Earth-616)                                            0   \n",
       "/wiki/Zr%27x_(Earth-616)                                          0   \n",
       "/wiki/Zoya_Vasilievna_(Earth-616)                                 0   \n",
       "/wiki/Zota_of_Pergamum_(Earth-616)                                0   \n",
       "/wiki/Zuras_(Earth-616)                                           0   \n",
       "/wiki/Zreate%27th_(Earth-616)                                     0   \n",
       "/wiki/Zyziwc_Tiel_(Earth-616)                                     0   \n",
       "/wiki/Zuzha_Yu_(Earth-616)                                        0   \n",
       "/wiki/Zula_(Earth-616)                                            0   \n",
       "/wiki/Zzzyclone_(Warp_World)_(Earth-616)                          0   \n",
       "/wiki/Zuhn_(Earth-616)                                            0   \n",
       "/wiki/Zxaxz_(Earth-616)                                           0   \n",
       "/wiki/Zuwena_(Earth-616)                                          0   \n",
       "/wiki/Zurvan_(Earth-616)                                          0   \n",
       "/wiki/Zygo_(Earth-616)                                            0   \n",
       "/wiki/%C3%84kr%C3%A4s_(Earth-616)                                 0   \n",
       "\n",
       "                                           /wiki/Zurvan_(Earth-616)  \\\n",
       "/wiki/Aaron_Fox_(Earth-616)                                       0   \n",
       "/wiki/Acrobat_(1940s)_(Earth-616)                                 0   \n",
       "/wiki/Abigail_Mercury_(Clone)_(Earth-616)                         0   \n",
       "/wiki/Ace_Maxwell_(Earth-616)                                     0   \n",
       "/wiki/Abigail_Boylen_(Earth-616)                                  0   \n",
       "/wiki/Abarac_(Earth-616)                                          0   \n",
       "/wiki/Abner_Perry_(Earth-616)                                     0   \n",
       "/wiki/Abdul_Qamar_(Earth-616)                                     0   \n",
       "/wiki/Aaron_Verne_(Earth-616)                                     0   \n",
       "/wiki/Abner_Doolittle_(Earth-616)                                 0   \n",
       "/wiki/Abdul_Hurani_(Earth-616)                                    0   \n",
       "/wiki/Aban_(Earth-616)                                            0   \n",
       "/wiki/Abraham_Cabot_(Earth-616)                                   0   \n",
       "/wiki/A3_(Earth-616)                                              0   \n",
       "/wiki/Abigail_Verpoorten_(Earth-616)                              0   \n",
       "/wiki/Aalbort_(Earth-616)                                         0   \n",
       "/wiki/Abby-L_(Earth-616)                                          0   \n",
       "/wiki/Abraham_Klein_(Earth-616)                                   0   \n",
       "/wiki/Abby_Rubin_(Earth-616)                                      0   \n",
       "/wiki/Aaron_Soames_(Earth-616)                                    0   \n",
       "/wiki/Aa-Thak_(Earth-616)                                         0   \n",
       "/wiki/Abilene_Cashman_(Earth-616)                                 0   \n",
       "/wiki/Achlemedes_(Earth-616)                                      0   \n",
       "/wiki/Abner_Abernathy_(Earth-616)                                 0   \n",
       "/wiki/Abner_Croit_(Earth-616)                                     0   \n",
       "/wiki/11-Ball_(Earth-616)                                         0   \n",
       "/wiki/Aan_Taanu_(Earth-616)                                       0   \n",
       "/wiki/Aaron_Rosenberg_(Earth-616)                                 0   \n",
       "/wiki/Abraham_Zimmer,_Jr._(Earth-616)                             0   \n",
       "/wiki/Absynthia_van_Mort_(Earth-616)                              0   \n",
       "...                                                             ...   \n",
       "/wiki/Zsa_Zsa_Gabor_(Earth-616)                                   0   \n",
       "/wiki/Zuko_(Earth-616)                                            0   \n",
       "/wiki/Zugthuu_(Earth-616)                                         0   \n",
       "/wiki/Zyro_(Earth-616)                                            0   \n",
       "/wiki/Ztlol_(Earth-616)                                           0   \n",
       "/wiki/Zukala_(Earth-616)                                          0   \n",
       "/wiki/Zzutak_(Earth-616)                                          0   \n",
       "/wiki/Zzzax_(Earth-616)                                           0   \n",
       "/wiki/Zulum_(Demon-Steed)_(Earth-616)                             0   \n",
       "/wiki/Zully_Garcia_(Earth-616)                                    0   \n",
       "/wiki/%C3%89riu_(Earth-616)                                       0   \n",
       "/wiki/Zosara_(Earth-616)                                          0   \n",
       "/wiki/Zuchan_(Earth-616)                                          0   \n",
       "/wiki/Zug_(Earth-616)                                             0   \n",
       "/wiki/Zuri_(Earth-616)                                            0   \n",
       "/wiki/Zr%27x_(Earth-616)                                          0   \n",
       "/wiki/Zoya_Vasilievna_(Earth-616)                                 0   \n",
       "/wiki/Zota_of_Pergamum_(Earth-616)                                0   \n",
       "/wiki/Zuras_(Earth-616)                                           0   \n",
       "/wiki/Zreate%27th_(Earth-616)                                     0   \n",
       "/wiki/Zyziwc_Tiel_(Earth-616)                                     0   \n",
       "/wiki/Zuzha_Yu_(Earth-616)                                        0   \n",
       "/wiki/Zula_(Earth-616)                                            0   \n",
       "/wiki/Zzzyclone_(Warp_World)_(Earth-616)                          0   \n",
       "/wiki/Zuhn_(Earth-616)                                            0   \n",
       "/wiki/Zxaxz_(Earth-616)                                           0   \n",
       "/wiki/Zuwena_(Earth-616)                                          0   \n",
       "/wiki/Zurvan_(Earth-616)                                          0   \n",
       "/wiki/Zygo_(Earth-616)                                            0   \n",
       "/wiki/%C3%84kr%C3%A4s_(Earth-616)                                 0   \n",
       "\n",
       "                                           /wiki/Zygo_(Earth-616)  \\\n",
       "/wiki/Aaron_Fox_(Earth-616)                                     0   \n",
       "/wiki/Acrobat_(1940s)_(Earth-616)                               0   \n",
       "/wiki/Abigail_Mercury_(Clone)_(Earth-616)                       0   \n",
       "/wiki/Ace_Maxwell_(Earth-616)                                   0   \n",
       "/wiki/Abigail_Boylen_(Earth-616)                                0   \n",
       "/wiki/Abarac_(Earth-616)                                        0   \n",
       "/wiki/Abner_Perry_(Earth-616)                                   0   \n",
       "/wiki/Abdul_Qamar_(Earth-616)                                   0   \n",
       "/wiki/Aaron_Verne_(Earth-616)                                   0   \n",
       "/wiki/Abner_Doolittle_(Earth-616)                               0   \n",
       "/wiki/Abdul_Hurani_(Earth-616)                                  0   \n",
       "/wiki/Aban_(Earth-616)                                          0   \n",
       "/wiki/Abraham_Cabot_(Earth-616)                                 0   \n",
       "/wiki/A3_(Earth-616)                                            0   \n",
       "/wiki/Abigail_Verpoorten_(Earth-616)                            0   \n",
       "/wiki/Aalbort_(Earth-616)                                       0   \n",
       "/wiki/Abby-L_(Earth-616)                                        0   \n",
       "/wiki/Abraham_Klein_(Earth-616)                                 0   \n",
       "/wiki/Abby_Rubin_(Earth-616)                                    0   \n",
       "/wiki/Aaron_Soames_(Earth-616)                                  0   \n",
       "/wiki/Aa-Thak_(Earth-616)                                       0   \n",
       "/wiki/Abilene_Cashman_(Earth-616)                               0   \n",
       "/wiki/Achlemedes_(Earth-616)                                    0   \n",
       "/wiki/Abner_Abernathy_(Earth-616)                               0   \n",
       "/wiki/Abner_Croit_(Earth-616)                                   0   \n",
       "/wiki/11-Ball_(Earth-616)                                       0   \n",
       "/wiki/Aan_Taanu_(Earth-616)                                     0   \n",
       "/wiki/Aaron_Rosenberg_(Earth-616)                               0   \n",
       "/wiki/Abraham_Zimmer,_Jr._(Earth-616)                           0   \n",
       "/wiki/Absynthia_van_Mort_(Earth-616)                            0   \n",
       "...                                                           ...   \n",
       "/wiki/Zsa_Zsa_Gabor_(Earth-616)                                 0   \n",
       "/wiki/Zuko_(Earth-616)                                          0   \n",
       "/wiki/Zugthuu_(Earth-616)                                       0   \n",
       "/wiki/Zyro_(Earth-616)                                          0   \n",
       "/wiki/Ztlol_(Earth-616)                                         0   \n",
       "/wiki/Zukala_(Earth-616)                                        0   \n",
       "/wiki/Zzutak_(Earth-616)                                        0   \n",
       "/wiki/Zzzax_(Earth-616)                                         0   \n",
       "/wiki/Zulum_(Demon-Steed)_(Earth-616)                           0   \n",
       "/wiki/Zully_Garcia_(Earth-616)                                  0   \n",
       "/wiki/%C3%89riu_(Earth-616)                                     0   \n",
       "/wiki/Zosara_(Earth-616)                                        0   \n",
       "/wiki/Zuchan_(Earth-616)                                        0   \n",
       "/wiki/Zug_(Earth-616)                                           0   \n",
       "/wiki/Zuri_(Earth-616)                                          0   \n",
       "/wiki/Zr%27x_(Earth-616)                                        0   \n",
       "/wiki/Zoya_Vasilievna_(Earth-616)                               0   \n",
       "/wiki/Zota_of_Pergamum_(Earth-616)                              0   \n",
       "/wiki/Zuras_(Earth-616)                                         0   \n",
       "/wiki/Zreate%27th_(Earth-616)                                   0   \n",
       "/wiki/Zyziwc_Tiel_(Earth-616)                                   0   \n",
       "/wiki/Zuzha_Yu_(Earth-616)                                      0   \n",
       "/wiki/Zula_(Earth-616)                                          0   \n",
       "/wiki/Zzzyclone_(Warp_World)_(Earth-616)                        0   \n",
       "/wiki/Zuhn_(Earth-616)                                          0   \n",
       "/wiki/Zxaxz_(Earth-616)                                         0   \n",
       "/wiki/Zuwena_(Earth-616)                                        0   \n",
       "/wiki/Zurvan_(Earth-616)                                        0   \n",
       "/wiki/Zygo_(Earth-616)                                          0   \n",
       "/wiki/%C3%84kr%C3%A4s_(Earth-616)                               0   \n",
       "\n",
       "                                           /wiki/%C3%84kr%C3%A4s_(Earth-616)  \n",
       "/wiki/Aaron_Fox_(Earth-616)                                                0  \n",
       "/wiki/Acrobat_(1940s)_(Earth-616)                                          0  \n",
       "/wiki/Abigail_Mercury_(Clone)_(Earth-616)                                  0  \n",
       "/wiki/Ace_Maxwell_(Earth-616)                                              0  \n",
       "/wiki/Abigail_Boylen_(Earth-616)                                           0  \n",
       "/wiki/Abarac_(Earth-616)                                                   0  \n",
       "/wiki/Abner_Perry_(Earth-616)                                              0  \n",
       "/wiki/Abdul_Qamar_(Earth-616)                                              0  \n",
       "/wiki/Aaron_Verne_(Earth-616)                                              0  \n",
       "/wiki/Abner_Doolittle_(Earth-616)                                          0  \n",
       "/wiki/Abdul_Hurani_(Earth-616)                                             0  \n",
       "/wiki/Aban_(Earth-616)                                                     0  \n",
       "/wiki/Abraham_Cabot_(Earth-616)                                            0  \n",
       "/wiki/A3_(Earth-616)                                                       0  \n",
       "/wiki/Abigail_Verpoorten_(Earth-616)                                       0  \n",
       "/wiki/Aalbort_(Earth-616)                                                  0  \n",
       "/wiki/Abby-L_(Earth-616)                                                   0  \n",
       "/wiki/Abraham_Klein_(Earth-616)                                            0  \n",
       "/wiki/Abby_Rubin_(Earth-616)                                               0  \n",
       "/wiki/Aaron_Soames_(Earth-616)                                             0  \n",
       "/wiki/Aa-Thak_(Earth-616)                                                  0  \n",
       "/wiki/Abilene_Cashman_(Earth-616)                                          0  \n",
       "/wiki/Achlemedes_(Earth-616)                                               0  \n",
       "/wiki/Abner_Abernathy_(Earth-616)                                          0  \n",
       "/wiki/Abner_Croit_(Earth-616)                                              0  \n",
       "/wiki/11-Ball_(Earth-616)                                                  0  \n",
       "/wiki/Aan_Taanu_(Earth-616)                                                0  \n",
       "/wiki/Aaron_Rosenberg_(Earth-616)                                          0  \n",
       "/wiki/Abraham_Zimmer,_Jr._(Earth-616)                                      0  \n",
       "/wiki/Absynthia_van_Mort_(Earth-616)                                       0  \n",
       "...                                                                      ...  \n",
       "/wiki/Zsa_Zsa_Gabor_(Earth-616)                                            0  \n",
       "/wiki/Zuko_(Earth-616)                                                     0  \n",
       "/wiki/Zugthuu_(Earth-616)                                                  0  \n",
       "/wiki/Zyro_(Earth-616)                                                     0  \n",
       "/wiki/Ztlol_(Earth-616)                                                    0  \n",
       "/wiki/Zukala_(Earth-616)                                                   0  \n",
       "/wiki/Zzutak_(Earth-616)                                                   0  \n",
       "/wiki/Zzzax_(Earth-616)                                                    0  \n",
       "/wiki/Zulum_(Demon-Steed)_(Earth-616)                                      0  \n",
       "/wiki/Zully_Garcia_(Earth-616)                                             0  \n",
       "/wiki/%C3%89riu_(Earth-616)                                                0  \n",
       "/wiki/Zosara_(Earth-616)                                                   0  \n",
       "/wiki/Zuchan_(Earth-616)                                                   0  \n",
       "/wiki/Zug_(Earth-616)                                                      0  \n",
       "/wiki/Zuri_(Earth-616)                                                     0  \n",
       "/wiki/Zr%27x_(Earth-616)                                                   0  \n",
       "/wiki/Zoya_Vasilievna_(Earth-616)                                          0  \n",
       "/wiki/Zota_of_Pergamum_(Earth-616)                                         0  \n",
       "/wiki/Zuras_(Earth-616)                                                    0  \n",
       "/wiki/Zreate%27th_(Earth-616)                                              0  \n",
       "/wiki/Zyziwc_Tiel_(Earth-616)                                              0  \n",
       "/wiki/Zuzha_Yu_(Earth-616)                                                 0  \n",
       "/wiki/Zula_(Earth-616)                                                     0  \n",
       "/wiki/Zzzyclone_(Warp_World)_(Earth-616)                                   0  \n",
       "/wiki/Zuhn_(Earth-616)                                                     0  \n",
       "/wiki/Zxaxz_(Earth-616)                                                    0  \n",
       "/wiki/Zuwena_(Earth-616)                                                   0  \n",
       "/wiki/Zurvan_(Earth-616)                                                   0  \n",
       "/wiki/Zygo_(Earth-616)                                                     0  \n",
       "/wiki/%C3%84kr%C3%A4s_(Earth-616)                                          0  \n",
       "\n",
       "[28039 rows x 28039 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dum"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part 2: DC dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>URL</th>\n",
       "      <th>Real Name</th>\n",
       "      <th>Current Alias</th>\n",
       "      <th>Relatives</th>\n",
       "      <th>Subcomic URL</th>\n",
       "      <th>First appearance</th>\n",
       "      <th>Last appearance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/wiki/Aaron_Hayley_(New_Earth)</td>\n",
       "      <td>Aaron Hayley</td>\n",
       "      <td>Swamp Thing</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Swamp_Thing:_Rootshe 1st Stor]</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>1998.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>/wiki/Adam_Strange_(JSA:_The_Golden_Age)</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Golden_Age_Vol_1_4Book 4]</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>1994.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/wiki/Alan_Barnes_(New_Earth)</td>\n",
       "      <td>Alan Barnes</td>\n",
       "      <td>Brainstorm</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/S.T.A.R._Corps_Vol_1_6Shooting S.T.A.R....</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>1994.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/wiki/Alan_Scott_(Earth_2)</td>\n",
       "      <td>Alan Scott</td>\n",
       "      <td>Green Lantern</td>\n",
       "      <td>[/wiki/Sam_Zhao_(Earth_2)]</td>\n",
       "      <td>[/wiki/Convergence:_Booster_Gold_Vol_1_2Diverg...</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>2019.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/wiki/Abigail_Arcane_(New_Earth)</td>\n",
       "      <td>Abigail Arcane</td>\n",
       "      <td>Abigail Arcane</td>\n",
       "      <td>[/wiki/Swamp_Thing_(New_Earth), /wiki/Tef%C3%A...</td>\n",
       "      <td>[/wiki/The_Best_of_DC_Vol_1_52Stopover in a Pl...</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>2006.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>/wiki/Abigail_Hunkel_(New_Earth)</td>\n",
       "      <td>Abigail Mathilda Hunkel</td>\n",
       "      <td>Ma Hunkel</td>\n",
       "      <td>[/wiki/Amelia_Hunkel_(New_Earth), /wiki/Mortim...</td>\n",
       "      <td>[/wiki/All-American_Comics_Vol_1_35The Rich Da...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2015.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>/wiki/Abra-Ka-Dabra_(Tiny_Titans)</td>\n",
       "      <td>Abra-Ka-Dabra</td>\n",
       "      <td>Abby</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Tiny_Titans_Vol_1_15he 1st Stor]</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>2009.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>/wiki/Adam_Strange_(The_Brave_and_the_Bold)</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>[/wiki/Alanna_(The_Brave_and_the_Bold), /wiki/...</td>\n",
       "      <td>[/wiki/All-New_Batman:_The_Brave_and_the_Bold_...</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>2011.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>/wiki/Adam_Strange_II_(Earth-One)</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>[/wiki/Sardath_(New_Earth), /wiki/Adam_Strange...</td>\n",
       "      <td>[/wiki/Mystery_in_Space_Vol_1_98The Return of ...</td>\n",
       "      <td>1964.0</td>\n",
       "      <td>1965.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>/wiki/Agrippe_(New_Earth)</td>\n",
       "      <td>Agrippe</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Wonder_Woman_Vol_3_16The Circle, Part T...</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>2008.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>/wiki/Alan_Scott_(DC_Universe_Online)</td>\n",
       "      <td>Alan Scott</td>\n",
       "      <td>Green Lantern</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/DC_Universe_Online_Legends_Vol_1_26End ...</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>2012.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>/wiki/Abin_Sur_(Prime_Earth)</td>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>Green Lantern</td>\n",
       "      <td>[/wiki/Amon_Sur_(Prime_Earth), /wiki/Arin_Sur_...</td>\n",
       "      <td>[/wiki/Green_Lantern_Corps_Vol_3_39Demons, /wi...</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2017.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>/wiki/Adrianna_Tereshkova_(Wildstorm_Universe)</td>\n",
       "      <td>Adrianna Tereshkova</td>\n",
       "      <td>Void</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Divine_Right_Vol_1_10Happily Ever After...</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>2005.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>/wiki/Alan_Armstrong_(Earth-S)</td>\n",
       "      <td>Alan Armstrong</td>\n",
       "      <td>Spy Smasher</td>\n",
       "      <td>[/wiki/Eve_Corby]</td>\n",
       "      <td>[/wiki/All_Hero_Comics_Vol_1_1py Smasher: \"Hit...</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>1985.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>/wiki/Adam_(DC_Universe_Online)</td>\n",
       "      <td>Adam</td>\n",
       "      <td>Green Lantern</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/DC_Universe_Online_Legends_Vol_1_16he 1...</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>2011.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>/wiki/Adam_Strange_(Earth-21)</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/DC:_The_New_Frontier_Vol_1_4Mystery in ...</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>2004.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>/wiki/Adam_Hardy_(Collider)</td>\n",
       "      <td>Adam Hardy</td>\n",
       "      <td>Adam Hardy</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/FBP:_Federal_Bureau_of_Physics_Vol_1_3P...</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>2013.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>/wiki/Adara_(Entity)_(New_Earth)</td>\n",
       "      <td>Adara</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Ion_(New_Earth), /wiki/Parallax_(New_Ea...</td>\n",
       "      <td>[/wiki/Green_Lantern_Vol_4_64War of the Green ...</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>2011.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>/wiki/Ace_Arn_(The_Nail)</td>\n",
       "      <td>Ace Arn</td>\n",
       "      <td>Ultra, the Multi-Alien</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Justice_League:_The_Nail_Vol_1_3The Nail]</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>1998.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>/wiki/Adrian_Paratino_(New_Earth)</td>\n",
       "      <td>Adrian Paratino</td>\n",
       "      <td>Adrian Paratino</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Azrael_Vol_2_9Let Him Who is Without Si...</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>2010.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>/wiki/Aaron_Cash_(Prime_Earth)</td>\n",
       "      <td>Aaron Cash</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Batman/The_Shadow_Vol_1_1he 1st Stor]</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>2017.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>/wiki/Ace_Arn_(New_Earth)</td>\n",
       "      <td>Ace Arn</td>\n",
       "      <td>Ultra, the Multi-Alien</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Mystery_in_Space_Vol_1_109The Satellite...</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>2011.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>/wiki/Adam_Kent_(Created_Equal)</td>\n",
       "      <td>Adam Kent</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Kal-El_(Created_Equal), /wiki/Lois_Lane...</td>\n",
       "      <td>[/wiki/JLA:_Created_Equal_Vol_1_2The Children ...</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>2000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>/wiki/Adam,_Sector_1055_(New_Earth)</td>\n",
       "      <td>Adam</td>\n",
       "      <td>Green Lantern</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Green_Lantern_Corps_Quarterly_Vol_1_5Ad...</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>2008.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>/wiki/2-6-8-1-7-9-5_(Prime_Earth)</td>\n",
       "      <td>2-6-8-1-7-9-5</td>\n",
       "      <td>Two-Six</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Convergence:_Green_Arrow_Vol_1_2Diverge...</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>2018.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>/wiki/Abraham_Davis_(New_Earth)</td>\n",
       "      <td>Abraham Davis</td>\n",
       "      <td>Professor Abraham Davis</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Adventure_Comics_Vol_1_61tarman: \"The A...</td>\n",
       "      <td>1941.0</td>\n",
       "      <td>2000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>/wiki/Abin_Sur_(Last_Son_of_Earth)</td>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>Green Lantern</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Superman:_Last_Son_of_Earth_Vol_1_2Last...</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>2000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>/wiki/Achilles_(Earth-S)</td>\n",
       "      <td>Achilles</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Captain_Marvel_Adventures_Vol_1_62Cult ...</td>\n",
       "      <td>1946.0</td>\n",
       "      <td>2002.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>/wiki/Adam_Blake_(New_Earth)</td>\n",
       "      <td>Adam Blake</td>\n",
       "      <td>Captain Comet</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/All-Star_Squadron_Vol_1_53Worlds In Tur...</td>\n",
       "      <td>1951.0</td>\n",
       "      <td>2011.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>/wiki/Adam_Blake_(The_Nail)</td>\n",
       "      <td>Adam Blake</td>\n",
       "      <td>Captain Comet</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Justice_League:_Another_Nail_Vol_1_3Cha...</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>2004.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13159</th>\n",
       "      <td>/wiki/Zombie_(Prime_Earth)</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Zombie</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Bane:_Conquest_Vol_1_8The Serpent, Part...</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>2018.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13160</th>\n",
       "      <td>/wiki/Zaxton_Regulus_(Post-Zero_Hour)</td>\n",
       "      <td>Zaxton Regulus</td>\n",
       "      <td>Doctor Regulus</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Legion_of_Super-Heroes_Vol_4_83Big Tear...</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>1997.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13161</th>\n",
       "      <td>/wiki/Zilius_Zox_(Green_Lantern_Animated_Series)</td>\n",
       "      <td>Zilius Zox</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Green_Lantern:_The_Animated_Series_Vol_...</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>2013.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13162</th>\n",
       "      <td>/wiki/Zod_(Donnerverse)</td>\n",
       "      <td>Zod</td>\n",
       "      <td>General Zod</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/DC_Special_Series_Vol_1_25Superman II]</td>\n",
       "      <td>1981.0</td>\n",
       "      <td>1981.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13163</th>\n",
       "      <td>/wiki/Zod_(DCAU)</td>\n",
       "      <td>Zod</td>\n",
       "      <td>Zod</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Batman_Beyond_Universe_Vol_1_6he 1st Stor]</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>2014.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13164</th>\n",
       "      <td>/wiki/Zookeeper_(Prime_Earth)</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Zookeeper</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Cyborg_Vol_1_8Target: Cyborg!]</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>2016.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13165</th>\n",
       "      <td>/wiki/Zaryan_(Pre-Zero_Hour)</td>\n",
       "      <td>Nahlrog Zaryan</td>\n",
       "      <td>Zaryan the Conqueror</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Adventure_Comics_Vol_1_328The Lad Who W...</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>2010.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13166</th>\n",
       "      <td>/wiki/Zha-Vam_(Earth-One)</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Zha-Vam</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Action_Comics_Vol_1_353uperman: \"The Ba...</td>\n",
       "      <td>1967.0</td>\n",
       "      <td>1969.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13167</th>\n",
       "      <td>/wiki/Zenturion_(New_Earth)</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Zenturion</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/DC_Comics_Essentials:_JLA_Vol_1_1Them!]</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>2016.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13168</th>\n",
       "      <td>/wiki/Zaora_(Earth-3839)</td>\n",
       "      <td>Zaora</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Superman_%26_Batman:_Generations_II_Vol...</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>2001.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13169</th>\n",
       "      <td>/wiki/Zizz_(Prime_Earth)</td>\n",
       "      <td>Zizz</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Suicide_Squad_Most_Wanted:_El_Diablo_an...</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>2017.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13170</th>\n",
       "      <td>/wiki/Zymyr_(Pre-Zero_Hour)</td>\n",
       "      <td>Zymyr</td>\n",
       "      <td>Zymyr</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Legion_of_Super-Heroes_Vol_2_327... Whe...</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>1988.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13171</th>\n",
       "      <td>/wiki/Zyklon_(New_Earth)</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Der Zyklon</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/All-Star_Squadron_Vol_1_46Philadelphia-...</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>1987.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13172</th>\n",
       "      <td>/wiki/Zatanna_Zatara_(Futures_End)</td>\n",
       "      <td>Zatanna Zatara</td>\n",
       "      <td>Zatanna</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Batman_Beyond_Vol_6_12Batwomen Beyond, ...</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>2017.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13173</th>\n",
       "      <td>/wiki/Zodiac_Master_(Earth-One)</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Zodiac Master</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/DC_Comics_Presents:_Teen_Titans_Vol_1_1...</td>\n",
       "      <td>1964.0</td>\n",
       "      <td>2011.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13174</th>\n",
       "      <td>/wiki/Zyn_(New_Earth)</td>\n",
       "      <td>Zyn</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/L.E.G.I.O.N._Vol_1_35Aftershocks!, /wik...</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>1993.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13175</th>\n",
       "      <td>/wiki/Zuggernaut_(New_Earth)</td>\n",
       "      <td>Zuggernaut</td>\n",
       "      <td>The Zuggernaut</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Firestorm_Vol_2_69Back in the U.S.S.R.,...</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>1988.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13176</th>\n",
       "      <td>/wiki/Zonuz_(Prime_Earth)</td>\n",
       "      <td>Zonuz</td>\n",
       "      <td>Yuga Khan</td>\n",
       "      <td>[/wiki/Izaya_(Prime_Earth), /wiki/Uxas_(Prime_...</td>\n",
       "      <td>[/wiki/Infinity_Man_and_the_Forever_People_Vol...</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2015.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13177</th>\n",
       "      <td>/wiki/Zebra-Man_II_(New_Earth)</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Zebra-Man</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Who%27s_Who:_Update_%2787_Vol_1_5Reaper...</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>1987.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13178</th>\n",
       "      <td>/wiki/Zardor_(New_Earth)</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Zardor of Kralok</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Green_Lantern:_Emerald_Warriors_Vol_1_7...</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>2011.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13179</th>\n",
       "      <td>/wiki/Z%C3%BCM_(New_Earth)</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>ZüM</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/DC_Comics_Essentials:_JLA_Vol_1_1Them!]</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>2016.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13180</th>\n",
       "      <td>/wiki/Zobar_Zodiak_(New_Earth)</td>\n",
       "      <td>Zobar Zodiak</td>\n",
       "      <td>Alchemist</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/All-Star_Squadron_Vol_1_2The Tyrant Out...</td>\n",
       "      <td>1981.0</td>\n",
       "      <td>2011.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13181</th>\n",
       "      <td>/wiki/Zephyr_(New_Earth)</td>\n",
       "      <td>Jeffries (first name unrevealed)</td>\n",
       "      <td>Zephyr</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Catwoman_Vol_2_9Happyland, /wiki/Catwom...</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>1994.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13182</th>\n",
       "      <td>/wiki/Zwerg_(New_Earth)</td>\n",
       "      <td>Zwerg (first name unknown)</td>\n",
       "      <td>Major Zwerg</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/All-New_Collectors%27_Edition_Vol_1_C-5...</td>\n",
       "      <td>1978.0</td>\n",
       "      <td>1988.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13183</th>\n",
       "      <td>/wiki/Zera_Oliet_(Pre-Zero_Hour)</td>\n",
       "      <td>Zera Oliet</td>\n",
       "      <td>Mystelor</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Adventure_Comics_Vol_1_374Mission: Diab...</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>1988.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13184</th>\n",
       "      <td>/wiki/Zod_(Smallville)</td>\n",
       "      <td>Zod</td>\n",
       "      <td>General Zod</td>\n",
       "      <td>[/wiki/Faora_(Smallville), /wiki/Davis_Bloome_...</td>\n",
       "      <td>[/wiki/Smallville_Season_11_Special_Vol_1_3Hol...</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>2013.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13185</th>\n",
       "      <td>/wiki/Zazzala_(Prime_Earth)</td>\n",
       "      <td>Zazzala</td>\n",
       "      <td>Queen Bee</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Wonder_Twins_Vol_1_4A Date Which Will L...</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>2019.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13186</th>\n",
       "      <td>/wiki/Zedabon_Zarr_(Earth-One)</td>\n",
       "      <td>Zedabon Zarr</td>\n",
       "      <td>Breakaway Bandit</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/The_Flash_Vol_1_158Battle Against The B...</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>1966.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13187</th>\n",
       "      <td>/wiki/Zotan_(Earth-S)</td>\n",
       "      <td>Zotan</td>\n",
       "      <td>Zotan</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Marvel_Family_Vol_1_88The Marvel Family...</td>\n",
       "      <td>1953.0</td>\n",
       "      <td>1974.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13188</th>\n",
       "      <td>/wiki/Zora_Vi-Lar_(Earth-One)</td>\n",
       "      <td>Zora Vi-Lar</td>\n",
       "      <td>Black Flame</td>\n",
       "      <td>[]</td>\n",
       "      <td>[/wiki/Action_Comics_Vol_1_304The Maid of Mena...</td>\n",
       "      <td>1963.0</td>\n",
       "      <td>1969.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13189 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    URL  \\\n",
       "0                        /wiki/Aaron_Hayley_(New_Earth)   \n",
       "1              /wiki/Adam_Strange_(JSA:_The_Golden_Age)   \n",
       "2                         /wiki/Alan_Barnes_(New_Earth)   \n",
       "3                            /wiki/Alan_Scott_(Earth_2)   \n",
       "4                      /wiki/Abigail_Arcane_(New_Earth)   \n",
       "5                      /wiki/Abigail_Hunkel_(New_Earth)   \n",
       "6                     /wiki/Abra-Ka-Dabra_(Tiny_Titans)   \n",
       "7           /wiki/Adam_Strange_(The_Brave_and_the_Bold)   \n",
       "8                     /wiki/Adam_Strange_II_(Earth-One)   \n",
       "9                             /wiki/Agrippe_(New_Earth)   \n",
       "10                /wiki/Alan_Scott_(DC_Universe_Online)   \n",
       "11                         /wiki/Abin_Sur_(Prime_Earth)   \n",
       "12       /wiki/Adrianna_Tereshkova_(Wildstorm_Universe)   \n",
       "13                       /wiki/Alan_Armstrong_(Earth-S)   \n",
       "14                      /wiki/Adam_(DC_Universe_Online)   \n",
       "15                        /wiki/Adam_Strange_(Earth-21)   \n",
       "16                          /wiki/Adam_Hardy_(Collider)   \n",
       "17                     /wiki/Adara_(Entity)_(New_Earth)   \n",
       "18                             /wiki/Ace_Arn_(The_Nail)   \n",
       "19                    /wiki/Adrian_Paratino_(New_Earth)   \n",
       "20                       /wiki/Aaron_Cash_(Prime_Earth)   \n",
       "21                            /wiki/Ace_Arn_(New_Earth)   \n",
       "22                      /wiki/Adam_Kent_(Created_Equal)   \n",
       "23                  /wiki/Adam,_Sector_1055_(New_Earth)   \n",
       "24                    /wiki/2-6-8-1-7-9-5_(Prime_Earth)   \n",
       "25                      /wiki/Abraham_Davis_(New_Earth)   \n",
       "26                   /wiki/Abin_Sur_(Last_Son_of_Earth)   \n",
       "27                             /wiki/Achilles_(Earth-S)   \n",
       "28                         /wiki/Adam_Blake_(New_Earth)   \n",
       "29                          /wiki/Adam_Blake_(The_Nail)   \n",
       "...                                                 ...   \n",
       "13159                        /wiki/Zombie_(Prime_Earth)   \n",
       "13160             /wiki/Zaxton_Regulus_(Post-Zero_Hour)   \n",
       "13161  /wiki/Zilius_Zox_(Green_Lantern_Animated_Series)   \n",
       "13162                           /wiki/Zod_(Donnerverse)   \n",
       "13163                                  /wiki/Zod_(DCAU)   \n",
       "13164                     /wiki/Zookeeper_(Prime_Earth)   \n",
       "13165                      /wiki/Zaryan_(Pre-Zero_Hour)   \n",
       "13166                         /wiki/Zha-Vam_(Earth-One)   \n",
       "13167                       /wiki/Zenturion_(New_Earth)   \n",
       "13168                          /wiki/Zaora_(Earth-3839)   \n",
       "13169                          /wiki/Zizz_(Prime_Earth)   \n",
       "13170                       /wiki/Zymyr_(Pre-Zero_Hour)   \n",
       "13171                          /wiki/Zyklon_(New_Earth)   \n",
       "13172                /wiki/Zatanna_Zatara_(Futures_End)   \n",
       "13173                   /wiki/Zodiac_Master_(Earth-One)   \n",
       "13174                             /wiki/Zyn_(New_Earth)   \n",
       "13175                      /wiki/Zuggernaut_(New_Earth)   \n",
       "13176                         /wiki/Zonuz_(Prime_Earth)   \n",
       "13177                    /wiki/Zebra-Man_II_(New_Earth)   \n",
       "13178                          /wiki/Zardor_(New_Earth)   \n",
       "13179                        /wiki/Z%C3%BCM_(New_Earth)   \n",
       "13180                    /wiki/Zobar_Zodiak_(New_Earth)   \n",
       "13181                          /wiki/Zephyr_(New_Earth)   \n",
       "13182                           /wiki/Zwerg_(New_Earth)   \n",
       "13183                  /wiki/Zera_Oliet_(Pre-Zero_Hour)   \n",
       "13184                            /wiki/Zod_(Smallville)   \n",
       "13185                       /wiki/Zazzala_(Prime_Earth)   \n",
       "13186                    /wiki/Zedabon_Zarr_(Earth-One)   \n",
       "13187                             /wiki/Zotan_(Earth-S)   \n",
       "13188                     /wiki/Zora_Vi-Lar_(Earth-One)   \n",
       "\n",
       "                              Real Name            Current Alias  \\\n",
       "0                          Aaron Hayley              Swamp Thing   \n",
       "1                          Adam Strange             Adam Strange   \n",
       "2                           Alan Barnes               Brainstorm   \n",
       "3                            Alan Scott            Green Lantern   \n",
       "4                        Abigail Arcane           Abigail Arcane   \n",
       "5               Abigail Mathilda Hunkel                Ma Hunkel   \n",
       "6                         Abra-Ka-Dabra                     Abby   \n",
       "7                          Adam Strange             Adam Strange   \n",
       "8                          Adam Strange             Adam Strange   \n",
       "9                               Agrippe                  Unknown   \n",
       "10                           Alan Scott            Green Lantern   \n",
       "11                             Abin Sur            Green Lantern   \n",
       "12                  Adrianna Tereshkova                     Void   \n",
       "13                       Alan Armstrong              Spy Smasher   \n",
       "14                                 Adam            Green Lantern   \n",
       "15                         Adam Strange                  Unknown   \n",
       "16                           Adam Hardy               Adam Hardy   \n",
       "17                                Adara                  Unknown   \n",
       "18                              Ace Arn   Ultra, the Multi-Alien   \n",
       "19                      Adrian Paratino          Adrian Paratino   \n",
       "20                           Aaron Cash                  Unknown   \n",
       "21                              Ace Arn   Ultra, the Multi-Alien   \n",
       "22                            Adam Kent                  Unknown   \n",
       "23                                 Adam            Green Lantern   \n",
       "24                        2-6-8-1-7-9-5                  Two-Six   \n",
       "25                        Abraham Davis  Professor Abraham Davis   \n",
       "26                             Abin Sur            Green Lantern   \n",
       "27                             Achilles                  Unknown   \n",
       "28                           Adam Blake            Captain Comet   \n",
       "29                           Adam Blake            Captain Comet   \n",
       "...                                 ...                      ...   \n",
       "13159                           Unknown                   Zombie   \n",
       "13160                    Zaxton Regulus           Doctor Regulus   \n",
       "13161                        Zilius Zox                  Unknown   \n",
       "13162                               Zod              General Zod   \n",
       "13163                               Zod                      Zod   \n",
       "13164                           Unknown                Zookeeper   \n",
       "13165                    Nahlrog Zaryan     Zaryan the Conqueror   \n",
       "13166                           Unknown                  Zha-Vam   \n",
       "13167                           Unknown                Zenturion   \n",
       "13168                             Zaora                  Unknown   \n",
       "13169                              Zizz                  Unknown   \n",
       "13170                             Zymyr                    Zymyr   \n",
       "13171                           Unknown               Der Zyklon   \n",
       "13172                    Zatanna Zatara                  Zatanna   \n",
       "13173                           Unknown            Zodiac Master   \n",
       "13174                               Zyn                  Unknown   \n",
       "13175                        Zuggernaut           The Zuggernaut   \n",
       "13176                             Zonuz                Yuga Khan   \n",
       "13177                           Unknown                Zebra-Man   \n",
       "13178                           Unknown         Zardor of Kralok   \n",
       "13179                           Unknown                      ZüM   \n",
       "13180                      Zobar Zodiak                Alchemist   \n",
       "13181  Jeffries (first name unrevealed)                   Zephyr   \n",
       "13182        Zwerg (first name unknown)              Major Zwerg   \n",
       "13183                        Zera Oliet                 Mystelor   \n",
       "13184                               Zod              General Zod   \n",
       "13185                           Zazzala                Queen Bee   \n",
       "13186                      Zedabon Zarr         Breakaway Bandit   \n",
       "13187                             Zotan                    Zotan   \n",
       "13188                       Zora Vi-Lar              Black Flame   \n",
       "\n",
       "                                               Relatives  \\\n",
       "0                                                     []   \n",
       "1                                                     []   \n",
       "2                                                     []   \n",
       "3                             [/wiki/Sam_Zhao_(Earth_2)]   \n",
       "4      [/wiki/Swamp_Thing_(New_Earth), /wiki/Tef%C3%A...   \n",
       "5      [/wiki/Amelia_Hunkel_(New_Earth), /wiki/Mortim...   \n",
       "6                                                     []   \n",
       "7      [/wiki/Alanna_(The_Brave_and_the_Bold), /wiki/...   \n",
       "8      [/wiki/Sardath_(New_Earth), /wiki/Adam_Strange...   \n",
       "9                                                     []   \n",
       "10                                                    []   \n",
       "11     [/wiki/Amon_Sur_(Prime_Earth), /wiki/Arin_Sur_...   \n",
       "12                                                    []   \n",
       "13                                     [/wiki/Eve_Corby]   \n",
       "14                                                    []   \n",
       "15                                                    []   \n",
       "16                                                    []   \n",
       "17     [/wiki/Ion_(New_Earth), /wiki/Parallax_(New_Ea...   \n",
       "18                                                    []   \n",
       "19                                                    []   \n",
       "20                                                    []   \n",
       "21                                                    []   \n",
       "22     [/wiki/Kal-El_(Created_Equal), /wiki/Lois_Lane...   \n",
       "23                                                    []   \n",
       "24                                                    []   \n",
       "25                                                    []   \n",
       "26                                                    []   \n",
       "27                                                    []   \n",
       "28                                                    []   \n",
       "29                                                    []   \n",
       "...                                                  ...   \n",
       "13159                                                 []   \n",
       "13160                                                 []   \n",
       "13161                                                 []   \n",
       "13162                                                 []   \n",
       "13163                                                 []   \n",
       "13164                                                 []   \n",
       "13165                                                 []   \n",
       "13166                                                 []   \n",
       "13167                                                 []   \n",
       "13168                                                 []   \n",
       "13169                                                 []   \n",
       "13170                                                 []   \n",
       "13171                                                 []   \n",
       "13172                                                 []   \n",
       "13173                                                 []   \n",
       "13174                                                 []   \n",
       "13175                                                 []   \n",
       "13176  [/wiki/Izaya_(Prime_Earth), /wiki/Uxas_(Prime_...   \n",
       "13177                                                 []   \n",
       "13178                                                 []   \n",
       "13179                                                 []   \n",
       "13180                                                 []   \n",
       "13181                                                 []   \n",
       "13182                                                 []   \n",
       "13183                                                 []   \n",
       "13184  [/wiki/Faora_(Smallville), /wiki/Davis_Bloome_...   \n",
       "13185                                                 []   \n",
       "13186                                                 []   \n",
       "13187                                                 []   \n",
       "13188                                                 []   \n",
       "\n",
       "                                            Subcomic URL  First appearance  \\\n",
       "0                  [/wiki/Swamp_Thing:_Rootshe 1st Stor]            1998.0   \n",
       "1                       [/wiki/Golden_Age_Vol_1_4Book 4]            1994.0   \n",
       "2      [/wiki/S.T.A.R._Corps_Vol_1_6Shooting S.T.A.R....            1994.0   \n",
       "3      [/wiki/Convergence:_Booster_Gold_Vol_1_2Diverg...            2012.0   \n",
       "4      [/wiki/The_Best_of_DC_Vol_1_52Stopover in a Pl...            1973.0   \n",
       "5      [/wiki/All-American_Comics_Vol_1_35The Rich Da...               1.0   \n",
       "6                [/wiki/Tiny_Titans_Vol_1_15he 1st Stor]            2009.0   \n",
       "7      [/wiki/All-New_Batman:_The_Brave_and_the_Bold_...            2010.0   \n",
       "8      [/wiki/Mystery_in_Space_Vol_1_98The Return of ...            1964.0   \n",
       "9      [/wiki/Wonder_Woman_Vol_3_16The Circle, Part T...            2008.0   \n",
       "10     [/wiki/DC_Universe_Online_Legends_Vol_1_26End ...            2011.0   \n",
       "11     [/wiki/Green_Lantern_Corps_Vol_3_39Demons, /wi...            2015.0   \n",
       "12     [/wiki/Divine_Right_Vol_1_10Happily Ever After...            1993.0   \n",
       "13     [/wiki/All_Hero_Comics_Vol_1_1py Smasher: \"Hit...            1940.0   \n",
       "14     [/wiki/DC_Universe_Online_Legends_Vol_1_16he 1...            2011.0   \n",
       "15     [/wiki/DC:_The_New_Frontier_Vol_1_4Mystery in ...            2004.0   \n",
       "16     [/wiki/FBP:_Federal_Bureau_of_Physics_Vol_1_3P...            2013.0   \n",
       "17     [/wiki/Green_Lantern_Vol_4_64War of the Green ...            2010.0   \n",
       "18      [/wiki/Justice_League:_The_Nail_Vol_1_3The Nail]            1998.0   \n",
       "19     [/wiki/Azrael_Vol_2_9Let Him Who is Without Si...            2010.0   \n",
       "20          [/wiki/Batman/The_Shadow_Vol_1_1he 1st Stor]            2017.0   \n",
       "21     [/wiki/Mystery_in_Space_Vol_1_109The Satellite...            1965.0   \n",
       "22     [/wiki/JLA:_Created_Equal_Vol_1_2The Children ...            2000.0   \n",
       "23     [/wiki/Green_Lantern_Corps_Quarterly_Vol_1_5Ad...            1993.0   \n",
       "24     [/wiki/Convergence:_Green_Arrow_Vol_1_2Diverge...            2013.0   \n",
       "25     [/wiki/Adventure_Comics_Vol_1_61tarman: \"The A...            1941.0   \n",
       "26     [/wiki/Superman:_Last_Son_of_Earth_Vol_1_2Last...            2000.0   \n",
       "27     [/wiki/Captain_Marvel_Adventures_Vol_1_62Cult ...            1946.0   \n",
       "28     [/wiki/All-Star_Squadron_Vol_1_53Worlds In Tur...            1951.0   \n",
       "29     [/wiki/Justice_League:_Another_Nail_Vol_1_3Cha...            2004.0   \n",
       "...                                                  ...               ...   \n",
       "13159  [/wiki/Bane:_Conquest_Vol_1_8The Serpent, Part...            2017.0   \n",
       "13160  [/wiki/Legion_of_Super-Heroes_Vol_4_83Big Tear...            1995.0   \n",
       "13161  [/wiki/Green_Lantern:_The_Animated_Series_Vol_...            2012.0   \n",
       "13162      [/wiki/DC_Special_Series_Vol_1_25Superman II]            1981.0   \n",
       "13163  [/wiki/Batman_Beyond_Universe_Vol_1_6he 1st Stor]            2014.0   \n",
       "13164              [/wiki/Cyborg_Vol_1_8Target: Cyborg!]            2016.0   \n",
       "13165  [/wiki/Adventure_Comics_Vol_1_328The Lad Who W...            1965.0   \n",
       "13166  [/wiki/Action_Comics_Vol_1_353uperman: \"The Ba...            1967.0   \n",
       "13167     [/wiki/DC_Comics_Essentials:_JLA_Vol_1_1Them!]            2016.0   \n",
       "13168  [/wiki/Superman_%26_Batman:_Generations_II_Vol...            2001.0   \n",
       "13169  [/wiki/Suicide_Squad_Most_Wanted:_El_Diablo_an...            2017.0   \n",
       "13170  [/wiki/Legion_of_Super-Heroes_Vol_2_327... Whe...            1984.0   \n",
       "13171  [/wiki/All-Star_Squadron_Vol_1_46Philadelphia-...            1985.0   \n",
       "13172  [/wiki/Batman_Beyond_Vol_6_12Batwomen Beyond, ...            2014.0   \n",
       "13173  [/wiki/DC_Comics_Presents:_Teen_Titans_Vol_1_1...            1964.0   \n",
       "13174  [/wiki/L.E.G.I.O.N._Vol_1_35Aftershocks!, /wik...            1992.0   \n",
       "13175  [/wiki/Firestorm_Vol_2_69Back in the U.S.S.R.,...            1988.0   \n",
       "13176  [/wiki/Infinity_Man_and_the_Forever_People_Vol...            2015.0   \n",
       "13177  [/wiki/Who%27s_Who:_Update_%2787_Vol_1_5Reaper...            1987.0   \n",
       "13178  [/wiki/Green_Lantern:_Emerald_Warriors_Vol_1_7...            2010.0   \n",
       "13179     [/wiki/DC_Comics_Essentials:_JLA_Vol_1_1Them!]            2016.0   \n",
       "13180  [/wiki/All-Star_Squadron_Vol_1_2The Tyrant Out...            1981.0   \n",
       "13181  [/wiki/Catwoman_Vol_2_9Happyland, /wiki/Catwom...            1994.0   \n",
       "13182  [/wiki/All-New_Collectors%27_Edition_Vol_1_C-5...            1978.0   \n",
       "13183  [/wiki/Adventure_Comics_Vol_1_374Mission: Diab...            1968.0   \n",
       "13184  [/wiki/Smallville_Season_11_Special_Vol_1_3Hol...            2013.0   \n",
       "13185  [/wiki/Wonder_Twins_Vol_1_4A Date Which Will L...            2019.0   \n",
       "13186  [/wiki/The_Flash_Vol_1_158Battle Against The B...            1966.0   \n",
       "13187  [/wiki/Marvel_Family_Vol_1_88The Marvel Family...            1953.0   \n",
       "13188  [/wiki/Action_Comics_Vol_1_304The Maid of Mena...            1963.0   \n",
       "\n",
       "       Last appearance  \n",
       "0               1998.0  \n",
       "1               1994.0  \n",
       "2               1994.0  \n",
       "3               2019.0  \n",
       "4               2006.0  \n",
       "5               2015.0  \n",
       "6               2009.0  \n",
       "7               2011.0  \n",
       "8               1965.0  \n",
       "9               2008.0  \n",
       "10              2012.0  \n",
       "11              2017.0  \n",
       "12              2005.0  \n",
       "13              1985.0  \n",
       "14              2011.0  \n",
       "15              2004.0  \n",
       "16              2013.0  \n",
       "17              2011.0  \n",
       "18              1998.0  \n",
       "19              2010.0  \n",
       "20              2017.0  \n",
       "21              2011.0  \n",
       "22              2000.0  \n",
       "23              2008.0  \n",
       "24              2018.0  \n",
       "25              2000.0  \n",
       "26              2000.0  \n",
       "27              2002.0  \n",
       "28              2011.0  \n",
       "29              2004.0  \n",
       "...                ...  \n",
       "13159           2018.0  \n",
       "13160           1997.0  \n",
       "13161           2013.0  \n",
       "13162           1981.0  \n",
       "13163           2014.0  \n",
       "13164           2016.0  \n",
       "13165           2010.0  \n",
       "13166           1969.0  \n",
       "13167           2016.0  \n",
       "13168           2001.0  \n",
       "13169           2017.0  \n",
       "13170           1988.0  \n",
       "13171           1987.0  \n",
       "13172           2017.0  \n",
       "13173           2011.0  \n",
       "13174           1993.0  \n",
       "13175           1988.0  \n",
       "13176           2015.0  \n",
       "13177           1987.0  \n",
       "13178           2011.0  \n",
       "13179           2016.0  \n",
       "13180           2011.0  \n",
       "13181           1994.0  \n",
       "13182           1988.0  \n",
       "13183           1988.0  \n",
       "13184           2013.0  \n",
       "13185           2019.0  \n",
       "13186           1966.0  \n",
       "13187           1974.0  \n",
       "13188           1969.0  \n",
       "\n",
       "[13189 rows x 7 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with open('data/clean_dc.txt', 'rb') as f:\n",
    "    relat_dc = pickle.load(f)\n",
    "\n",
    "relat_dc.drop(columns=['Affiliation'], inplace=True)\n",
    "\n",
    "relat_dc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**We split the list in the column `Relatives`, each URL that is in it will be in a different row, with the corresponding character.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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>URL</th>\n",
       "      <th>Real Name</th>\n",
       "      <th>Current Alias</th>\n",
       "      <th>Subcomic URL</th>\n",
       "      <th>First appearance</th>\n",
       "      <th>Last appearance</th>\n",
       "      <th>Relatives</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/wiki/Aaron_Hayley_(New_Earth)</td>\n",
       "      <td>Aaron Hayley</td>\n",
       "      <td>Swamp Thing</td>\n",
       "      <td>[/wiki/Swamp_Thing:_Rootshe 1st Stor]</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>1998.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>/wiki/Adam_Strange_(JSA:_The_Golden_Age)</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>[/wiki/Golden_Age_Vol_1_4Book 4]</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>1994.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/wiki/Alan_Barnes_(New_Earth)</td>\n",
       "      <td>Alan Barnes</td>\n",
       "      <td>Brainstorm</td>\n",
       "      <td>[/wiki/S.T.A.R._Corps_Vol_1_6Shooting S.T.A.R....</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>1994.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/wiki/Alan_Scott_(Earth_2)</td>\n",
       "      <td>Alan Scott</td>\n",
       "      <td>Green Lantern</td>\n",
       "      <td>[/wiki/Convergence:_Booster_Gold_Vol_1_2Diverg...</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>/wiki/Sam_Zhao_(Earth_2)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/wiki/Abigail_Arcane_(New_Earth)</td>\n",
       "      <td>Abigail Arcane</td>\n",
       "      <td>Abigail Arcane</td>\n",
       "      <td>[/wiki/The_Best_of_DC_Vol_1_52Stopover in a Pl...</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>/wiki/Swamp_Thing_(New_Earth)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/wiki/Abigail_Arcane_(New_Earth)</td>\n",
       "      <td>Abigail Arcane</td>\n",
       "      <td>Abigail Arcane</td>\n",
       "      <td>[/wiki/The_Best_of_DC_Vol_1_52Stopover in a Pl...</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>/wiki/Tef%C3%A9_Holland_(New_Earth)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/wiki/Abigail_Arcane_(New_Earth)</td>\n",
       "      <td>Abigail Arcane</td>\n",
       "      <td>Abigail Arcane</td>\n",
       "      <td>[/wiki/The_Best_of_DC_Vol_1_52Stopover in a Pl...</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>/wiki/Matthew_Cable_(New_Earth)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/wiki/Abigail_Arcane_(New_Earth)</td>\n",
       "      <td>Abigail Arcane</td>\n",
       "      <td>Abigail Arcane</td>\n",
       "      <td>[/wiki/The_Best_of_DC_Vol_1_52Stopover in a Pl...</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>/wiki/Gregori_Arcane_(New_Earth)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/wiki/Abigail_Arcane_(New_Earth)</td>\n",
       "      <td>Abigail Arcane</td>\n",
       "      <td>Abigail Arcane</td>\n",
       "      <td>[/wiki/The_Best_of_DC_Vol_1_52Stopover in a Pl...</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>/wiki/Anton_Arcane_(New_Earth)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/wiki/Abigail_Arcane_(New_Earth)</td>\n",
       "      <td>Abigail Arcane</td>\n",
       "      <td>Abigail Arcane</td>\n",
       "      <td>[/wiki/The_Best_of_DC_Vol_1_52Stopover in a Pl...</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>/wiki/Ana%C3%AFs_Arcane_(New_Earth)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/wiki/Abigail_Arcane_(New_Earth)</td>\n",
       "      <td>Abigail Arcane</td>\n",
       "      <td>Abigail Arcane</td>\n",
       "      <td>[/wiki/The_Best_of_DC_Vol_1_52Stopover in a Pl...</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>/wiki/Aniela_Arcane_(New_Earth)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/wiki/Abigail_Arcane_(New_Earth)</td>\n",
       "      <td>Abigail Arcane</td>\n",
       "      <td>Abigail Arcane</td>\n",
       "      <td>[/wiki/The_Best_of_DC_Vol_1_52Stopover in a Pl...</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>/wiki/Hans_von_Hammer_(New_Earth)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/wiki/Abigail_Arcane_(New_Earth)</td>\n",
       "      <td>Abigail Arcane</td>\n",
       "      <td>Abigail Arcane</td>\n",
       "      <td>[/wiki/The_Best_of_DC_Vol_1_52Stopover in a Pl...</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>/wiki/Ilsa_von_Hammer_(New_Earth)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>/wiki/Abigail_Hunkel_(New_Earth)</td>\n",
       "      <td>Abigail Mathilda Hunkel</td>\n",
       "      <td>Ma Hunkel</td>\n",
       "      <td>[/wiki/All-American_Comics_Vol_1_35The Rich Da...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>/wiki/Amelia_Hunkel_(New_Earth)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>/wiki/Abigail_Hunkel_(New_Earth)</td>\n",
       "      <td>Abigail Mathilda Hunkel</td>\n",
       "      <td>Ma Hunkel</td>\n",
       "      <td>[/wiki/All-American_Comics_Vol_1_35The Rich Da...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>/wiki/Mortimer_Jibbet_(New_Earth)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>/wiki/Abigail_Hunkel_(New_Earth)</td>\n",
       "      <td>Abigail Mathilda Hunkel</td>\n",
       "      <td>Ma Hunkel</td>\n",
       "      <td>[/wiki/All-American_Comics_Vol_1_35The Rich Da...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>/wiki/Cyclone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>/wiki/Abra-Ka-Dabra_(Tiny_Titans)</td>\n",
       "      <td>Abra-Ka-Dabra</td>\n",
       "      <td>Abby</td>\n",
       "      <td>[/wiki/Tiny_Titans_Vol_1_15he 1st Stor]</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>/wiki/Adam_Strange_(The_Brave_and_the_Bold)</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>[/wiki/All-New_Batman:_The_Brave_and_the_Bold_...</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>/wiki/Alanna_(The_Brave_and_the_Bold)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>/wiki/Adam_Strange_(The_Brave_and_the_Bold)</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>[/wiki/All-New_Batman:_The_Brave_and_the_Bold_...</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>/wiki/Sardath_(The_Brave_and_the_Bold)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>/wiki/Adam_Strange_II_(Earth-One)</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>[/wiki/Mystery_in_Space_Vol_1_98The Return of ...</td>\n",
       "      <td>1964.0</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>/wiki/Sardath_(New_Earth)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>/wiki/Adam_Strange_II_(Earth-One)</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>[/wiki/Mystery_in_Space_Vol_1_98The Return of ...</td>\n",
       "      <td>1964.0</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>/wiki/Adam_Strange_(Earth-One)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>/wiki/Adam_Strange_II_(Earth-One)</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>[/wiki/Mystery_in_Space_Vol_1_98The Return of ...</td>\n",
       "      <td>1964.0</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>/wiki/Alanna_(Earth-One)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>/wiki/Agrippe_(New_Earth)</td>\n",
       "      <td>Agrippe</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Wonder_Woman_Vol_3_16The Circle, Part T...</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>2008.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>/wiki/Alan_Scott_(DC_Universe_Online)</td>\n",
       "      <td>Alan Scott</td>\n",
       "      <td>Green Lantern</td>\n",
       "      <td>[/wiki/DC_Universe_Online_Legends_Vol_1_26End ...</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>/wiki/Abin_Sur_(Prime_Earth)</td>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>Green Lantern</td>\n",
       "      <td>[/wiki/Green_Lantern_Corps_Vol_3_39Demons, /wi...</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>/wiki/Amon_Sur_(Prime_Earth)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>/wiki/Abin_Sur_(Prime_Earth)</td>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>Green Lantern</td>\n",
       "      <td>[/wiki/Green_Lantern_Corps_Vol_3_39Demons, /wi...</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>/wiki/Arin_Sur_(Prime_Earth)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>/wiki/Abin_Sur_(Prime_Earth)</td>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>Green Lantern</td>\n",
       "      <td>[/wiki/Green_Lantern_Corps_Vol_3_39Demons, /wi...</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>/wiki/Thaal_Sinestro_(Prime_Earth)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>/wiki/Abin_Sur_(Prime_Earth)</td>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>Green Lantern</td>\n",
       "      <td>[/wiki/Green_Lantern_Corps_Vol_3_39Demons, /wi...</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>/wiki/Soranik_Natu_(Prime_Earth)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>/wiki/Adrianna_Tereshkova_(Wildstorm_Universe)</td>\n",
       "      <td>Adrianna Tereshkova</td>\n",
       "      <td>Void</td>\n",
       "      <td>[/wiki/Divine_Right_Vol_1_10Happily Ever After...</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>2005.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>/wiki/Alan_Armstrong_(Earth-S)</td>\n",
       "      <td>Alan Armstrong</td>\n",
       "      <td>Spy Smasher</td>\n",
       "      <td>[/wiki/All_Hero_Comics_Vol_1_1py Smasher: \"Hit...</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>/wiki/Eve_Corby</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13169</th>\n",
       "      <td>/wiki/Zizz_(Prime_Earth)</td>\n",
       "      <td>Zizz</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/Suicide_Squad_Most_Wanted:_El_Diablo_an...</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>2017.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13170</th>\n",
       "      <td>/wiki/Zymyr_(Pre-Zero_Hour)</td>\n",
       "      <td>Zymyr</td>\n",
       "      <td>Zymyr</td>\n",
       "      <td>[/wiki/Legion_of_Super-Heroes_Vol_2_327... Whe...</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>1988.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13171</th>\n",
       "      <td>/wiki/Zyklon_(New_Earth)</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Der Zyklon</td>\n",
       "      <td>[/wiki/All-Star_Squadron_Vol_1_46Philadelphia-...</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>1987.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13172</th>\n",
       "      <td>/wiki/Zatanna_Zatara_(Futures_End)</td>\n",
       "      <td>Zatanna Zatara</td>\n",
       "      <td>Zatanna</td>\n",
       "      <td>[/wiki/Batman_Beyond_Vol_6_12Batwomen Beyond, ...</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>2017.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13173</th>\n",
       "      <td>/wiki/Zodiac_Master_(Earth-One)</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Zodiac Master</td>\n",
       "      <td>[/wiki/DC_Comics_Presents:_Teen_Titans_Vol_1_1...</td>\n",
       "      <td>1964.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13174</th>\n",
       "      <td>/wiki/Zyn_(New_Earth)</td>\n",
       "      <td>Zyn</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[/wiki/L.E.G.I.O.N._Vol_1_35Aftershocks!, /wik...</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>1993.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13175</th>\n",
       "      <td>/wiki/Zuggernaut_(New_Earth)</td>\n",
       "      <td>Zuggernaut</td>\n",
       "      <td>The Zuggernaut</td>\n",
       "      <td>[/wiki/Firestorm_Vol_2_69Back in the U.S.S.R.,...</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>1988.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13176</th>\n",
       "      <td>/wiki/Zonuz_(Prime_Earth)</td>\n",
       "      <td>Zonuz</td>\n",
       "      <td>Yuga Khan</td>\n",
       "      <td>[/wiki/Infinity_Man_and_the_Forever_People_Vol...</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>/wiki/Izaya_(Prime_Earth)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13176</th>\n",
       "      <td>/wiki/Zonuz_(Prime_Earth)</td>\n",
       "      <td>Zonuz</td>\n",
       "      <td>Yuga Khan</td>\n",
       "      <td>[/wiki/Infinity_Man_and_the_Forever_People_Vol...</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>/wiki/Uxas_(Prime_Earth)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13176</th>\n",
       "      <td>/wiki/Zonuz_(Prime_Earth)</td>\n",
       "      <td>Zonuz</td>\n",
       "      <td>Yuga Khan</td>\n",
       "      <td>[/wiki/Infinity_Man_and_the_Forever_People_Vol...</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>/wiki/Avia_(Prime_Earth)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13176</th>\n",
       "      <td>/wiki/Zonuz_(Prime_Earth)</td>\n",
       "      <td>Zonuz</td>\n",
       "      <td>Yuga Khan</td>\n",
       "      <td>[/wiki/Infinity_Man_and_the_Forever_People_Vol...</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>/wiki/Scot_(Prime_Earth)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13176</th>\n",
       "      <td>/wiki/Zonuz_(Prime_Earth)</td>\n",
       "      <td>Zonuz</td>\n",
       "      <td>Yuga Khan</td>\n",
       "      <td>[/wiki/Infinity_Man_and_the_Forever_People_Vol...</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>/wiki/Grail_(Prime_Earth)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13176</th>\n",
       "      <td>/wiki/Zonuz_(Prime_Earth)</td>\n",
       "      <td>Zonuz</td>\n",
       "      <td>Yuga Khan</td>\n",
       "      <td>[/wiki/Infinity_Man_and_the_Forever_People_Vol...</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>/wiki/Orion_(Prime_Earth)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13176</th>\n",
       "      <td>/wiki/Zonuz_(Prime_Earth)</td>\n",
       "      <td>Zonuz</td>\n",
       "      <td>Yuga Khan</td>\n",
       "      <td>[/wiki/Infinity_Man_and_the_Forever_People_Vol...</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>/wiki/Kalibak_(Prime_Earth)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13176</th>\n",
       "      <td>/wiki/Zonuz_(Prime_Earth)</td>\n",
       "      <td>Zonuz</td>\n",
       "      <td>Yuga Khan</td>\n",
       "      <td>[/wiki/Infinity_Man_and_the_Forever_People_Vol...</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>/wiki/Deathspawn_(Earth_2)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13177</th>\n",
       "      <td>/wiki/Zebra-Man_II_(New_Earth)</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Zebra-Man</td>\n",
       "      <td>[/wiki/Who%27s_Who:_Update_%2787_Vol_1_5Reaper...</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>1987.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13178</th>\n",
       "      <td>/wiki/Zardor_(New_Earth)</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Zardor of Kralok</td>\n",
       "      <td>[/wiki/Green_Lantern:_Emerald_Warriors_Vol_1_7...</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13179</th>\n",
       "      <td>/wiki/Z%C3%BCM_(New_Earth)</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>ZüM</td>\n",
       "      <td>[/wiki/DC_Comics_Essentials:_JLA_Vol_1_1Them!]</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>2016.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13180</th>\n",
       "      <td>/wiki/Zobar_Zodiak_(New_Earth)</td>\n",
       "      <td>Zobar Zodiak</td>\n",
       "      <td>Alchemist</td>\n",
       "      <td>[/wiki/All-Star_Squadron_Vol_1_2The Tyrant Out...</td>\n",
       "      <td>1981.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13181</th>\n",
       "      <td>/wiki/Zephyr_(New_Earth)</td>\n",
       "      <td>Jeffries (first name unrevealed)</td>\n",
       "      <td>Zephyr</td>\n",
       "      <td>[/wiki/Catwoman_Vol_2_9Happyland, /wiki/Catwom...</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>1994.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13182</th>\n",
       "      <td>/wiki/Zwerg_(New_Earth)</td>\n",
       "      <td>Zwerg (first name unknown)</td>\n",
       "      <td>Major Zwerg</td>\n",
       "      <td>[/wiki/All-New_Collectors%27_Edition_Vol_1_C-5...</td>\n",
       "      <td>1978.0</td>\n",
       "      <td>1988.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13183</th>\n",
       "      <td>/wiki/Zera_Oliet_(Pre-Zero_Hour)</td>\n",
       "      <td>Zera Oliet</td>\n",
       "      <td>Mystelor</td>\n",
       "      <td>[/wiki/Adventure_Comics_Vol_1_374Mission: Diab...</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>1988.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13184</th>\n",
       "      <td>/wiki/Zod_(Smallville)</td>\n",
       "      <td>Zod</td>\n",
       "      <td>General Zod</td>\n",
       "      <td>[/wiki/Smallville_Season_11_Special_Vol_1_3Hol...</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>/wiki/Faora_(Smallville)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13184</th>\n",
       "      <td>/wiki/Zod_(Smallville)</td>\n",
       "      <td>Zod</td>\n",
       "      <td>General Zod</td>\n",
       "      <td>[/wiki/Smallville_Season_11_Special_Vol_1_3Hol...</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>/wiki/Davis_Bloome_(Smallville)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13184</th>\n",
       "      <td>/wiki/Zod_(Smallville)</td>\n",
       "      <td>Zod</td>\n",
       "      <td>General Zod</td>\n",
       "      <td>[/wiki/Smallville_Season_11_Special_Vol_1_3Hol...</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>/wiki/Doomsday_(Smallville)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13184</th>\n",
       "      <td>/wiki/Zod_(Smallville)</td>\n",
       "      <td>Zod</td>\n",
       "      <td>General Zod</td>\n",
       "      <td>[/wiki/Smallville_Season_11_Special_Vol_1_3Hol...</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>/wiki/Major_Zod_(Smallville)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13185</th>\n",
       "      <td>/wiki/Zazzala_(Prime_Earth)</td>\n",
       "      <td>Zazzala</td>\n",
       "      <td>Queen Bee</td>\n",
       "      <td>[/wiki/Wonder_Twins_Vol_1_4A Date Which Will L...</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13186</th>\n",
       "      <td>/wiki/Zedabon_Zarr_(Earth-One)</td>\n",
       "      <td>Zedabon Zarr</td>\n",
       "      <td>Breakaway Bandit</td>\n",
       "      <td>[/wiki/The_Flash_Vol_1_158Battle Against The B...</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>1966.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13187</th>\n",
       "      <td>/wiki/Zotan_(Earth-S)</td>\n",
       "      <td>Zotan</td>\n",
       "      <td>Zotan</td>\n",
       "      <td>[/wiki/Marvel_Family_Vol_1_88The Marvel Family...</td>\n",
       "      <td>1953.0</td>\n",
       "      <td>1974.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13188</th>\n",
       "      <td>/wiki/Zora_Vi-Lar_(Earth-One)</td>\n",
       "      <td>Zora Vi-Lar</td>\n",
       "      <td>Black Flame</td>\n",
       "      <td>[/wiki/Action_Comics_Vol_1_304The Maid of Mena...</td>\n",
       "      <td>1963.0</td>\n",
       "      <td>1969.0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>18545 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  URL  \\\n",
       "0                      /wiki/Aaron_Hayley_(New_Earth)   \n",
       "1            /wiki/Adam_Strange_(JSA:_The_Golden_Age)   \n",
       "2                       /wiki/Alan_Barnes_(New_Earth)   \n",
       "3                          /wiki/Alan_Scott_(Earth_2)   \n",
       "4                    /wiki/Abigail_Arcane_(New_Earth)   \n",
       "4                    /wiki/Abigail_Arcane_(New_Earth)   \n",
       "4                    /wiki/Abigail_Arcane_(New_Earth)   \n",
       "4                    /wiki/Abigail_Arcane_(New_Earth)   \n",
       "4                    /wiki/Abigail_Arcane_(New_Earth)   \n",
       "4                    /wiki/Abigail_Arcane_(New_Earth)   \n",
       "4                    /wiki/Abigail_Arcane_(New_Earth)   \n",
       "4                    /wiki/Abigail_Arcane_(New_Earth)   \n",
       "4                    /wiki/Abigail_Arcane_(New_Earth)   \n",
       "5                    /wiki/Abigail_Hunkel_(New_Earth)   \n",
       "5                    /wiki/Abigail_Hunkel_(New_Earth)   \n",
       "5                    /wiki/Abigail_Hunkel_(New_Earth)   \n",
       "6                   /wiki/Abra-Ka-Dabra_(Tiny_Titans)   \n",
       "7         /wiki/Adam_Strange_(The_Brave_and_the_Bold)   \n",
       "7         /wiki/Adam_Strange_(The_Brave_and_the_Bold)   \n",
       "8                   /wiki/Adam_Strange_II_(Earth-One)   \n",
       "8                   /wiki/Adam_Strange_II_(Earth-One)   \n",
       "8                   /wiki/Adam_Strange_II_(Earth-One)   \n",
       "9                           /wiki/Agrippe_(New_Earth)   \n",
       "10              /wiki/Alan_Scott_(DC_Universe_Online)   \n",
       "11                       /wiki/Abin_Sur_(Prime_Earth)   \n",
       "11                       /wiki/Abin_Sur_(Prime_Earth)   \n",
       "11                       /wiki/Abin_Sur_(Prime_Earth)   \n",
       "11                       /wiki/Abin_Sur_(Prime_Earth)   \n",
       "12     /wiki/Adrianna_Tereshkova_(Wildstorm_Universe)   \n",
       "13                     /wiki/Alan_Armstrong_(Earth-S)   \n",
       "...                                               ...   \n",
       "13169                        /wiki/Zizz_(Prime_Earth)   \n",
       "13170                     /wiki/Zymyr_(Pre-Zero_Hour)   \n",
       "13171                        /wiki/Zyklon_(New_Earth)   \n",
       "13172              /wiki/Zatanna_Zatara_(Futures_End)   \n",
       "13173                 /wiki/Zodiac_Master_(Earth-One)   \n",
       "13174                           /wiki/Zyn_(New_Earth)   \n",
       "13175                    /wiki/Zuggernaut_(New_Earth)   \n",
       "13176                       /wiki/Zonuz_(Prime_Earth)   \n",
       "13176                       /wiki/Zonuz_(Prime_Earth)   \n",
       "13176                       /wiki/Zonuz_(Prime_Earth)   \n",
       "13176                       /wiki/Zonuz_(Prime_Earth)   \n",
       "13176                       /wiki/Zonuz_(Prime_Earth)   \n",
       "13176                       /wiki/Zonuz_(Prime_Earth)   \n",
       "13176                       /wiki/Zonuz_(Prime_Earth)   \n",
       "13176                       /wiki/Zonuz_(Prime_Earth)   \n",
       "13177                  /wiki/Zebra-Man_II_(New_Earth)   \n",
       "13178                        /wiki/Zardor_(New_Earth)   \n",
       "13179                      /wiki/Z%C3%BCM_(New_Earth)   \n",
       "13180                  /wiki/Zobar_Zodiak_(New_Earth)   \n",
       "13181                        /wiki/Zephyr_(New_Earth)   \n",
       "13182                         /wiki/Zwerg_(New_Earth)   \n",
       "13183                /wiki/Zera_Oliet_(Pre-Zero_Hour)   \n",
       "13184                          /wiki/Zod_(Smallville)   \n",
       "13184                          /wiki/Zod_(Smallville)   \n",
       "13184                          /wiki/Zod_(Smallville)   \n",
       "13184                          /wiki/Zod_(Smallville)   \n",
       "13185                     /wiki/Zazzala_(Prime_Earth)   \n",
       "13186                  /wiki/Zedabon_Zarr_(Earth-One)   \n",
       "13187                           /wiki/Zotan_(Earth-S)   \n",
       "13188                   /wiki/Zora_Vi-Lar_(Earth-One)   \n",
       "\n",
       "                              Real Name     Current Alias  \\\n",
       "0                          Aaron Hayley       Swamp Thing   \n",
       "1                          Adam Strange      Adam Strange   \n",
       "2                           Alan Barnes        Brainstorm   \n",
       "3                            Alan Scott     Green Lantern   \n",
       "4                        Abigail Arcane    Abigail Arcane   \n",
       "4                        Abigail Arcane    Abigail Arcane   \n",
       "4                        Abigail Arcane    Abigail Arcane   \n",
       "4                        Abigail Arcane    Abigail Arcane   \n",
       "4                        Abigail Arcane    Abigail Arcane   \n",
       "4                        Abigail Arcane    Abigail Arcane   \n",
       "4                        Abigail Arcane    Abigail Arcane   \n",
       "4                        Abigail Arcane    Abigail Arcane   \n",
       "4                        Abigail Arcane    Abigail Arcane   \n",
       "5               Abigail Mathilda Hunkel         Ma Hunkel   \n",
       "5               Abigail Mathilda Hunkel         Ma Hunkel   \n",
       "5               Abigail Mathilda Hunkel         Ma Hunkel   \n",
       "6                         Abra-Ka-Dabra              Abby   \n",
       "7                          Adam Strange      Adam Strange   \n",
       "7                          Adam Strange      Adam Strange   \n",
       "8                          Adam Strange      Adam Strange   \n",
       "8                          Adam Strange      Adam Strange   \n",
       "8                          Adam Strange      Adam Strange   \n",
       "9                               Agrippe           Unknown   \n",
       "10                           Alan Scott     Green Lantern   \n",
       "11                             Abin Sur     Green Lantern   \n",
       "11                             Abin Sur     Green Lantern   \n",
       "11                             Abin Sur     Green Lantern   \n",
       "11                             Abin Sur     Green Lantern   \n",
       "12                  Adrianna Tereshkova              Void   \n",
       "13                       Alan Armstrong       Spy Smasher   \n",
       "...                                 ...               ...   \n",
       "13169                              Zizz           Unknown   \n",
       "13170                             Zymyr             Zymyr   \n",
       "13171                           Unknown        Der Zyklon   \n",
       "13172                    Zatanna Zatara           Zatanna   \n",
       "13173                           Unknown     Zodiac Master   \n",
       "13174                               Zyn           Unknown   \n",
       "13175                        Zuggernaut    The Zuggernaut   \n",
       "13176                             Zonuz         Yuga Khan   \n",
       "13176                             Zonuz         Yuga Khan   \n",
       "13176                             Zonuz         Yuga Khan   \n",
       "13176                             Zonuz         Yuga Khan   \n",
       "13176                             Zonuz         Yuga Khan   \n",
       "13176                             Zonuz         Yuga Khan   \n",
       "13176                             Zonuz         Yuga Khan   \n",
       "13176                             Zonuz         Yuga Khan   \n",
       "13177                           Unknown         Zebra-Man   \n",
       "13178                           Unknown  Zardor of Kralok   \n",
       "13179                           Unknown               ZüM   \n",
       "13180                      Zobar Zodiak         Alchemist   \n",
       "13181  Jeffries (first name unrevealed)            Zephyr   \n",
       "13182        Zwerg (first name unknown)       Major Zwerg   \n",
       "13183                        Zera Oliet          Mystelor   \n",
       "13184                               Zod       General Zod   \n",
       "13184                               Zod       General Zod   \n",
       "13184                               Zod       General Zod   \n",
       "13184                               Zod       General Zod   \n",
       "13185                           Zazzala         Queen Bee   \n",
       "13186                      Zedabon Zarr  Breakaway Bandit   \n",
       "13187                             Zotan             Zotan   \n",
       "13188                       Zora Vi-Lar       Black Flame   \n",
       "\n",
       "                                            Subcomic URL  First appearance  \\\n",
       "0                  [/wiki/Swamp_Thing:_Rootshe 1st Stor]            1998.0   \n",
       "1                       [/wiki/Golden_Age_Vol_1_4Book 4]            1994.0   \n",
       "2      [/wiki/S.T.A.R._Corps_Vol_1_6Shooting S.T.A.R....            1994.0   \n",
       "3      [/wiki/Convergence:_Booster_Gold_Vol_1_2Diverg...            2012.0   \n",
       "4      [/wiki/The_Best_of_DC_Vol_1_52Stopover in a Pl...            1973.0   \n",
       "4      [/wiki/The_Best_of_DC_Vol_1_52Stopover in a Pl...            1973.0   \n",
       "4      [/wiki/The_Best_of_DC_Vol_1_52Stopover in a Pl...            1973.0   \n",
       "4      [/wiki/The_Best_of_DC_Vol_1_52Stopover in a Pl...            1973.0   \n",
       "4      [/wiki/The_Best_of_DC_Vol_1_52Stopover in a Pl...            1973.0   \n",
       "4      [/wiki/The_Best_of_DC_Vol_1_52Stopover in a Pl...            1973.0   \n",
       "4      [/wiki/The_Best_of_DC_Vol_1_52Stopover in a Pl...            1973.0   \n",
       "4      [/wiki/The_Best_of_DC_Vol_1_52Stopover in a Pl...            1973.0   \n",
       "4      [/wiki/The_Best_of_DC_Vol_1_52Stopover in a Pl...            1973.0   \n",
       "5      [/wiki/All-American_Comics_Vol_1_35The Rich Da...               1.0   \n",
       "5      [/wiki/All-American_Comics_Vol_1_35The Rich Da...               1.0   \n",
       "5      [/wiki/All-American_Comics_Vol_1_35The Rich Da...               1.0   \n",
       "6                [/wiki/Tiny_Titans_Vol_1_15he 1st Stor]            2009.0   \n",
       "7      [/wiki/All-New_Batman:_The_Brave_and_the_Bold_...            2010.0   \n",
       "7      [/wiki/All-New_Batman:_The_Brave_and_the_Bold_...            2010.0   \n",
       "8      [/wiki/Mystery_in_Space_Vol_1_98The Return of ...            1964.0   \n",
       "8      [/wiki/Mystery_in_Space_Vol_1_98The Return of ...            1964.0   \n",
       "8      [/wiki/Mystery_in_Space_Vol_1_98The Return of ...            1964.0   \n",
       "9      [/wiki/Wonder_Woman_Vol_3_16The Circle, Part T...            2008.0   \n",
       "10     [/wiki/DC_Universe_Online_Legends_Vol_1_26End ...            2011.0   \n",
       "11     [/wiki/Green_Lantern_Corps_Vol_3_39Demons, /wi...            2015.0   \n",
       "11     [/wiki/Green_Lantern_Corps_Vol_3_39Demons, /wi...            2015.0   \n",
       "11     [/wiki/Green_Lantern_Corps_Vol_3_39Demons, /wi...            2015.0   \n",
       "11     [/wiki/Green_Lantern_Corps_Vol_3_39Demons, /wi...            2015.0   \n",
       "12     [/wiki/Divine_Right_Vol_1_10Happily Ever After...            1993.0   \n",
       "13     [/wiki/All_Hero_Comics_Vol_1_1py Smasher: \"Hit...            1940.0   \n",
       "...                                                  ...               ...   \n",
       "13169  [/wiki/Suicide_Squad_Most_Wanted:_El_Diablo_an...            2017.0   \n",
       "13170  [/wiki/Legion_of_Super-Heroes_Vol_2_327... Whe...            1984.0   \n",
       "13171  [/wiki/All-Star_Squadron_Vol_1_46Philadelphia-...            1985.0   \n",
       "13172  [/wiki/Batman_Beyond_Vol_6_12Batwomen Beyond, ...            2014.0   \n",
       "13173  [/wiki/DC_Comics_Presents:_Teen_Titans_Vol_1_1...            1964.0   \n",
       "13174  [/wiki/L.E.G.I.O.N._Vol_1_35Aftershocks!, /wik...            1992.0   \n",
       "13175  [/wiki/Firestorm_Vol_2_69Back in the U.S.S.R.,...            1988.0   \n",
       "13176  [/wiki/Infinity_Man_and_the_Forever_People_Vol...            2015.0   \n",
       "13176  [/wiki/Infinity_Man_and_the_Forever_People_Vol...            2015.0   \n",
       "13176  [/wiki/Infinity_Man_and_the_Forever_People_Vol...            2015.0   \n",
       "13176  [/wiki/Infinity_Man_and_the_Forever_People_Vol...            2015.0   \n",
       "13176  [/wiki/Infinity_Man_and_the_Forever_People_Vol...            2015.0   \n",
       "13176  [/wiki/Infinity_Man_and_the_Forever_People_Vol...            2015.0   \n",
       "13176  [/wiki/Infinity_Man_and_the_Forever_People_Vol...            2015.0   \n",
       "13176  [/wiki/Infinity_Man_and_the_Forever_People_Vol...            2015.0   \n",
       "13177  [/wiki/Who%27s_Who:_Update_%2787_Vol_1_5Reaper...            1987.0   \n",
       "13178  [/wiki/Green_Lantern:_Emerald_Warriors_Vol_1_7...            2010.0   \n",
       "13179     [/wiki/DC_Comics_Essentials:_JLA_Vol_1_1Them!]            2016.0   \n",
       "13180  [/wiki/All-Star_Squadron_Vol_1_2The Tyrant Out...            1981.0   \n",
       "13181  [/wiki/Catwoman_Vol_2_9Happyland, /wiki/Catwom...            1994.0   \n",
       "13182  [/wiki/All-New_Collectors%27_Edition_Vol_1_C-5...            1978.0   \n",
       "13183  [/wiki/Adventure_Comics_Vol_1_374Mission: Diab...            1968.0   \n",
       "13184  [/wiki/Smallville_Season_11_Special_Vol_1_3Hol...            2013.0   \n",
       "13184  [/wiki/Smallville_Season_11_Special_Vol_1_3Hol...            2013.0   \n",
       "13184  [/wiki/Smallville_Season_11_Special_Vol_1_3Hol...            2013.0   \n",
       "13184  [/wiki/Smallville_Season_11_Special_Vol_1_3Hol...            2013.0   \n",
       "13185  [/wiki/Wonder_Twins_Vol_1_4A Date Which Will L...            2019.0   \n",
       "13186  [/wiki/The_Flash_Vol_1_158Battle Against The B...            1966.0   \n",
       "13187  [/wiki/Marvel_Family_Vol_1_88The Marvel Family...            1953.0   \n",
       "13188  [/wiki/Action_Comics_Vol_1_304The Maid of Mena...            1963.0   \n",
       "\n",
       "       Last appearance                               Relatives  \n",
       "0               1998.0                                          \n",
       "1               1994.0                                          \n",
       "2               1994.0                                          \n",
       "3               2019.0                /wiki/Sam_Zhao_(Earth_2)  \n",
       "4               2006.0           /wiki/Swamp_Thing_(New_Earth)  \n",
       "4               2006.0     /wiki/Tef%C3%A9_Holland_(New_Earth)  \n",
       "4               2006.0         /wiki/Matthew_Cable_(New_Earth)  \n",
       "4               2006.0        /wiki/Gregori_Arcane_(New_Earth)  \n",
       "4               2006.0          /wiki/Anton_Arcane_(New_Earth)  \n",
       "4               2006.0     /wiki/Ana%C3%AFs_Arcane_(New_Earth)  \n",
       "4               2006.0         /wiki/Aniela_Arcane_(New_Earth)  \n",
       "4               2006.0       /wiki/Hans_von_Hammer_(New_Earth)  \n",
       "4               2006.0       /wiki/Ilsa_von_Hammer_(New_Earth)  \n",
       "5               2015.0         /wiki/Amelia_Hunkel_(New_Earth)  \n",
       "5               2015.0       /wiki/Mortimer_Jibbet_(New_Earth)  \n",
       "5               2015.0                           /wiki/Cyclone  \n",
       "6               2009.0                                          \n",
       "7               2011.0   /wiki/Alanna_(The_Brave_and_the_Bold)  \n",
       "7               2011.0  /wiki/Sardath_(The_Brave_and_the_Bold)  \n",
       "8               1965.0               /wiki/Sardath_(New_Earth)  \n",
       "8               1965.0          /wiki/Adam_Strange_(Earth-One)  \n",
       "8               1965.0                /wiki/Alanna_(Earth-One)  \n",
       "9               2008.0                                          \n",
       "10              2012.0                                          \n",
       "11              2017.0            /wiki/Amon_Sur_(Prime_Earth)  \n",
       "11              2017.0            /wiki/Arin_Sur_(Prime_Earth)  \n",
       "11              2017.0      /wiki/Thaal_Sinestro_(Prime_Earth)  \n",
       "11              2017.0        /wiki/Soranik_Natu_(Prime_Earth)  \n",
       "12              2005.0                                          \n",
       "13              1985.0                         /wiki/Eve_Corby  \n",
       "...                ...                                     ...  \n",
       "13169           2017.0                                          \n",
       "13170           1988.0                                          \n",
       "13171           1987.0                                          \n",
       "13172           2017.0                                          \n",
       "13173           2011.0                                          \n",
       "13174           1993.0                                          \n",
       "13175           1988.0                                          \n",
       "13176           2015.0               /wiki/Izaya_(Prime_Earth)  \n",
       "13176           2015.0                /wiki/Uxas_(Prime_Earth)  \n",
       "13176           2015.0                /wiki/Avia_(Prime_Earth)  \n",
       "13176           2015.0                /wiki/Scot_(Prime_Earth)  \n",
       "13176           2015.0               /wiki/Grail_(Prime_Earth)  \n",
       "13176           2015.0               /wiki/Orion_(Prime_Earth)  \n",
       "13176           2015.0             /wiki/Kalibak_(Prime_Earth)  \n",
       "13176           2015.0              /wiki/Deathspawn_(Earth_2)  \n",
       "13177           1987.0                                          \n",
       "13178           2011.0                                          \n",
       "13179           2016.0                                          \n",
       "13180           2011.0                                          \n",
       "13181           1994.0                                          \n",
       "13182           1988.0                                          \n",
       "13183           1988.0                                          \n",
       "13184           2013.0                /wiki/Faora_(Smallville)  \n",
       "13184           2013.0         /wiki/Davis_Bloome_(Smallville)  \n",
       "13184           2013.0             /wiki/Doomsday_(Smallville)  \n",
       "13184           2013.0            /wiki/Major_Zod_(Smallville)  \n",
       "13185           2019.0                                          \n",
       "13186           1966.0                                          \n",
       "13187           1974.0                                          \n",
       "13188           1969.0                                          \n",
       "\n",
       "[18545 rows x 7 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = relat_dc.apply(lambda x: pd.Series(x['Relatives']), axis=1).stack().reset_index(level=1, drop=True)\n",
    "s.name = 'Relatives'\n",
    "\n",
    "relat_dc = relat_dc.drop('Relatives', axis=1).join(s)\n",
    "relat_dc['Relatives'] = pd.Series(relat_dc['Relatives'], dtype=object)\n",
    "relat_dc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**We create a list of unique urls, and use it as rows and columns of the adjacency matrix.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "urls = relat_dc['URL'].unique()\n",
    "adj_relat_dc = pd.DataFrame(0, index=urls, columns=urls, dtype = 'b')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**As for Marvel, some URLs aren't stored the same way in the `Relatives` as in the `URL`. We also use a request to get the URL that matches the two columns.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100.000000 %"
     ]
    }
   ],
   "source": [
    "i = 0\n",
    "tot_page = relat_dc['URL'].unique().size\n",
    "\n",
    "for url in urls:\n",
    "    # Loading bar\n",
    "    i += 1\n",
    "    printed= i/tot_page*100\n",
    "    stdout.write(\"\\r%f %%\" % printed)\n",
    "    stdout.flush()\n",
    "    \n",
    "    for rel in relat_dc[relat_dc['URL'] == url]['Relatives']:\n",
    "        # Deal with different URLs\n",
    "        if rel not in urls:\n",
    "            try:\n",
    "                r = requests.get('https://dc.fandom.com' + rel)\n",
    "                if r:\n",
    "                    rel = r.url.replace('https://dc.fandom.com','')\n",
    "            except:\n",
    "                rel = ''\n",
    "            \n",
    "        #All URLs in the adjacency start with \"/wiki\"\n",
    "        if (rel is not '') and ('/wiki/' in rel):\n",
    "            if rel[0] is not '/':\n",
    "                rel = rel[1:]\n",
    "            if rel in urls:\n",
    "                adj_relat_dc[url][rel] = 1\n",
    "                \n",
    "                # Adjacency should be symmetric. Even if some data is missing for a character,\n",
    "                # we make sure that we fill in the matrix correctly.\n",
    "                adj_relat_dc[rel][url] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle.dump(adj_relat_dc, open(\"data/adj_relat_dc.txt\", 'wb'), protocol=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x1f3ddabdbe0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.spy(adj_relat_dc,markersize=0.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}