Creature Grapper.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from bs4 import BeautifulSoup\n",
    "import requests\n",
    "import pandas as pd\n",
    "\n",
    "response = requests.get('https://en.wikipedia.org/wiki/Lists_of_legendary_creatures')\n",
    "html_doc = response.text\n",
    "\n",
    "soup = BeautifulSoup(html_doc, 'lxml')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "baseUrl = 'https://en.wikipedia.org'\n",
    "\n",
    "links = list()\n",
    "for link in soup.find_all('a'):\n",
    "    links.append(str(link.get('href')))\n",
    "    \n",
    "links = [x for x in links if '/wiki/List_of_legendary_creatures_(' in x]\n",
    "#links"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://en.wikipedia.org/wiki/List_of_legendary_creatures_(B)'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "baseUrl + links[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_content(url):\n",
    "    response = requests.get(url)\n",
    "    temp_doc = response.text\n",
    "    sub_soup = BeautifulSoup(temp_doc, 'lxml')\n",
    "    c1_title = sub_soup.title\n",
    "\n",
    "    sub_links = list()\n",
    "    for link in sub_soup.find_all('li'):\n",
    "        sub_links.append(link.text)\n",
    "\n",
    "        tempData = []\n",
    "    for text in sub_links:\n",
    "        try:\n",
    "            description = text.split(' - ')[1]\n",
    "            region = text.split('(')[1].split(')')[0]\n",
    "            name = text.split(' (')[0]\n",
    "            tempData.append([name, region, description])\n",
    "        except:\n",
    "            pass\n",
    "\n",
    "    creature_data = pd.DataFrame(tempData, columns=['Name', 'Region', 'Description']) \n",
    "\n",
    "    return creature_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "creature_data = pd.DataFrame()\n",
    "for link in links:\n",
    "    try:\n",
    "        c_content = get_content(baseUrl + link)\n",
    "        creature_data = creature_data.append(c_content)\n",
    "    except:\n",
    "        pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "creature_data.to_excel('creature_data.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Region</th>\n",
       "      <th>Description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Á Bao A Qu</td>\n",
       "      <td>Malay</td>\n",
       "      <td>Entity that lives in the Tower of Victory in C...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aatxe</td>\n",
       "      <td>Basque</td>\n",
       "      <td>Spirit that takes the form of a bull.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abaasy</td>\n",
       "      <td>Yakuts</td>\n",
       "      <td>Demons that have teeth of iron.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Abada</td>\n",
       "      <td>African</td>\n",
       "      <td>Small type of unicorn reported to live in the ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Äbädä</td>\n",
       "      <td>Tatar</td>\n",
       "      <td>Forest spirit.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Abaia</td>\n",
       "      <td>Melanesia</td>\n",
       "      <td>Huge magical eel.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Abarimon</td>\n",
       "      <td>Medieval Bestiaries</td>\n",
       "      <td>Savage humanoid with backward feet.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Abath</td>\n",
       "      <td>Malay</td>\n",
       "      <td>One-horned animal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Abura-sumashi</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>Creature from a mountain pass in Kumamoto Pref...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Acephali</td>\n",
       "      <td>Greek</td>\n",
       "      <td>Headless humanoids.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Acheri</td>\n",
       "      <td>Indian</td>\n",
       "      <td>Disease-bringing ghost.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Achlis</td>\n",
       "      <td>Roman</td>\n",
       "      <td>Curious elk.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Adar Llwch Gwin</td>\n",
       "      <td>Welsh</td>\n",
       "      <td>Giant birds that understand human languages.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Adaro</td>\n",
       "      <td>Solomon Islands</td>\n",
       "      <td>Malevolent merfolk.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Adhene</td>\n",
       "      <td>Manx</td>\n",
       "      <td>Nature spirit.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Adlet</td>\n",
       "      <td>Inuit</td>\n",
       "      <td>Vampiric dog-human hybrid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Adroanzi</td>\n",
       "      <td>Lugbara</td>\n",
       "      <td>Nature spirit.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Adze</td>\n",
       "      <td>Ewe people</td>\n",
       "      <td>African vampiric-forest being.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Aerico</td>\n",
       "      <td>Greek</td>\n",
       "      <td>Disease demon.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Afanc</td>\n",
       "      <td>Welsh</td>\n",
       "      <td>Lake monster (exact lake varies by story).</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Agni</td>\n",
       "      <td>Hindu</td>\n",
       "      <td>God of fire and sacrifices.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Agathodaemon</td>\n",
       "      <td>Greek</td>\n",
       "      <td>Spirit of vinefields and grainfields.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Agloolik</td>\n",
       "      <td>Inuit</td>\n",
       "      <td>Ice spirit that aids hunters and fishermen.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Agogwe</td>\n",
       "      <td>East Africa</td>\n",
       "      <td>Small, ape-like humanoid.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Ahkiyyini</td>\n",
       "      <td>Inuit</td>\n",
       "      <td>Animated skeleton that causes shipwrecks.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Ahuizotl</td>\n",
       "      <td>Aztec</td>\n",
       "      <td>Anthropophagous dog-monkey hybrid.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Aigamuxa</td>\n",
       "      <td>Khoikhoi</td>\n",
       "      <td>Anthropophagous humanoid with eyes in its instep.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Aigikampoi</td>\n",
       "      <td>Etruscan</td>\n",
       "      <td>Fish-tailed goat.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Airavata</td>\n",
       "      <td>Hindu</td>\n",
       "      <td>Divine Elephant.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Aitu</td>\n",
       "      <td>Polynesian</td>\n",
       "      <td>Malevolent spirits or demons.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Yosuzume</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>Mysterious bird that sings at night, sometimes...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>You Hun Ye Gui</td>\n",
       "      <td>Chinese</td>\n",
       "      <td>Wandering ghost</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Yowie</td>\n",
       "      <td>Australian Aboriginal</td>\n",
       "      <td>Nocturnal human-ape hybrid, also Yahoo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Ypotryll</td>\n",
       "      <td>Heraldic</td>\n",
       "      <td>Boar-camel-ox-serpent hybrid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Yuan Gui</td>\n",
       "      <td>Chinese</td>\n",
       "      <td>Distressed ghost</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Yukinko</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>Childlike snow spirit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Yuki-onna</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>Snow spirit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Yūrei</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>Ghost</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Yuxa</td>\n",
       "      <td>Tatar</td>\n",
       "      <td>100-year-old snake that transforms into a beau...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Zahhak</td>\n",
       "      <td>Persian</td>\n",
       "      <td>Dragon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Žaltys</td>\n",
       "      <td>Baltic</td>\n",
       "      <td>Serpentine fertility spirit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Zamzummim</td>\n",
       "      <td>Jewish</td>\n",
       "      <td>Giant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Zână</td>\n",
       "      <td>Romanian</td>\n",
       "      <td>Nature spirit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Zashiki-warashi</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>House spirit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Zburator</td>\n",
       "      <td>Romanian</td>\n",
       "      <td>Wolf-headed dragon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Zduhać</td>\n",
       "      <td>Slavic mythology</td>\n",
       "      <td>Disembodied, heroic spirit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Zennyo Ryūō</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>Rain-making dragon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Zhar-Ptitsa</td>\n",
       "      <td>Slavic</td>\n",
       "      <td>Glowing bird</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Zhulong</td>\n",
       "      <td>Chinese</td>\n",
       "      <td>Pig-headed dragon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Zhū Què</td>\n",
       "      <td>Chinese</td>\n",
       "      <td>Fire elemental bird</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Žiburinis</td>\n",
       "      <td>Lithuanian</td>\n",
       "      <td>Forest spirit in the form of a glowing skeleton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Zilant</td>\n",
       "      <td>Tatar</td>\n",
       "      <td>Flying reptile with chicken legs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Zin</td>\n",
       "      <td>West Africa</td>\n",
       "      <td>Water spirits</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Ziz</td>\n",
       "      <td>Jewish</td>\n",
       "      <td>Giant bird</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Zlatorog</td>\n",
       "      <td>Slovenia</td>\n",
       "      <td>White deer with golden horns</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Zmeu</td>\n",
       "      <td>Romanian folklore</td>\n",
       "      <td>Giant with a habit of kidnapping young girls</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Zombie</td>\n",
       "      <td>Vodou/Worldwide</td>\n",
       "      <td>Re-animated corpse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Zorigami</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>Animated clock</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Zuijin</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>Tutelary spirit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Zunbera-bō</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>Faceless ghost</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1337 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               Name                 Region  \\\n",
       "0        Á Bao A Qu                  Malay   \n",
       "1             Aatxe                 Basque   \n",
       "2            Abaasy                 Yakuts   \n",
       "3             Abada                African   \n",
       "4             Äbädä                  Tatar   \n",
       "5             Abaia              Melanesia   \n",
       "6          Abarimon    Medieval Bestiaries   \n",
       "7             Abath                  Malay   \n",
       "8     Abura-sumashi               Japanese   \n",
       "9          Acephali                  Greek   \n",
       "10           Acheri                 Indian   \n",
       "11           Achlis                  Roman   \n",
       "12  Adar Llwch Gwin                  Welsh   \n",
       "13            Adaro        Solomon Islands   \n",
       "14           Adhene                   Manx   \n",
       "15            Adlet                  Inuit   \n",
       "16         Adroanzi                Lugbara   \n",
       "17             Adze             Ewe people   \n",
       "18           Aerico                  Greek   \n",
       "19            Afanc                  Welsh   \n",
       "20             Agni                  Hindu   \n",
       "21     Agathodaemon                  Greek   \n",
       "22         Agloolik                  Inuit   \n",
       "23           Agogwe            East Africa   \n",
       "24        Ahkiyyini                  Inuit   \n",
       "25         Ahuizotl                  Aztec   \n",
       "26         Aigamuxa               Khoikhoi   \n",
       "27       Aigikampoi               Etruscan   \n",
       "28         Airavata                  Hindu   \n",
       "29             Aitu             Polynesian   \n",
       "..              ...                    ...   \n",
       "32         Yosuzume               Japanese   \n",
       "33   You Hun Ye Gui                Chinese   \n",
       "34            Yowie  Australian Aboriginal   \n",
       "35         Ypotryll               Heraldic   \n",
       "36         Yuan Gui                Chinese   \n",
       "37          Yukinko               Japanese   \n",
       "38        Yuki-onna               Japanese   \n",
       "39            Yūrei               Japanese   \n",
       "40             Yuxa                  Tatar   \n",
       "0            Zahhak                Persian   \n",
       "1            Žaltys                 Baltic   \n",
       "2         Zamzummim                 Jewish   \n",
       "3              Zână               Romanian   \n",
       "4   Zashiki-warashi               Japanese   \n",
       "5          Zburator               Romanian   \n",
       "6            Zduhać       Slavic mythology   \n",
       "7       Zennyo Ryūō               Japanese   \n",
       "8       Zhar-Ptitsa                 Slavic   \n",
       "9           Zhulong                Chinese   \n",
       "10          Zhū Què                Chinese   \n",
       "11        Žiburinis             Lithuanian   \n",
       "12           Zilant                  Tatar   \n",
       "13              Zin            West Africa   \n",
       "14              Ziz                 Jewish   \n",
       "15         Zlatorog               Slovenia   \n",
       "16             Zmeu      Romanian folklore   \n",
       "17           Zombie        Vodou/Worldwide   \n",
       "18         Zorigami               Japanese   \n",
       "19           Zuijin               Japanese   \n",
       "20       Zunbera-bō               Japanese   \n",
       "\n",
       "                                          Description  \n",
       "0   Entity that lives in the Tower of Victory in C...  \n",
       "1               Spirit that takes the form of a bull.  \n",
       "2                     Demons that have teeth of iron.  \n",
       "3   Small type of unicorn reported to live in the ...  \n",
       "4                                      Forest spirit.  \n",
       "5                                   Huge magical eel.  \n",
       "6                 Savage humanoid with backward feet.  \n",
       "7                                  One-horned animal.  \n",
       "8   Creature from a mountain pass in Kumamoto Pref...  \n",
       "9                                 Headless humanoids.  \n",
       "10                            Disease-bringing ghost.  \n",
       "11                                       Curious elk.  \n",
       "12       Giant birds that understand human languages.  \n",
       "13                                Malevolent merfolk.  \n",
       "14                                     Nature spirit.  \n",
       "15                          Vampiric dog-human hybrid  \n",
       "16                                     Nature spirit.  \n",
       "17                     African vampiric-forest being.  \n",
       "18                                     Disease demon.  \n",
       "19         Lake monster (exact lake varies by story).  \n",
       "20                        God of fire and sacrifices.  \n",
       "21              Spirit of vinefields and grainfields.  \n",
       "22        Ice spirit that aids hunters and fishermen.  \n",
       "23                          Small, ape-like humanoid.  \n",
       "24          Animated skeleton that causes shipwrecks.  \n",
       "25                 Anthropophagous dog-monkey hybrid.  \n",
       "26  Anthropophagous humanoid with eyes in its instep.  \n",
       "27                                  Fish-tailed goat.  \n",
       "28                                   Divine Elephant.  \n",
       "29                      Malevolent spirits or demons.  \n",
       "..                                                ...  \n",
       "32  Mysterious bird that sings at night, sometimes...  \n",
       "33                                    Wandering ghost  \n",
       "34             Nocturnal human-ape hybrid, also Yahoo  \n",
       "35                       Boar-camel-ox-serpent hybrid  \n",
       "36                                   Distressed ghost  \n",
       "37                              Childlike snow spirit  \n",
       "38                                        Snow spirit  \n",
       "39                                              Ghost  \n",
       "40  100-year-old snake that transforms into a beau...  \n",
       "0                                              Dragon  \n",
       "1                         Serpentine fertility spirit  \n",
       "2                                               Giant  \n",
       "3                                       Nature spirit  \n",
       "4                                        House spirit  \n",
       "5                                  Wolf-headed dragon  \n",
       "6                          Disembodied, heroic spirit  \n",
       "7                                  Rain-making dragon  \n",
       "8                                        Glowing bird  \n",
       "9                                   Pig-headed dragon  \n",
       "10                                Fire elemental bird  \n",
       "11    Forest spirit in the form of a glowing skeleton  \n",
       "12                   Flying reptile with chicken legs  \n",
       "13                                      Water spirits  \n",
       "14                                         Giant bird  \n",
       "15                       White deer with golden horns  \n",
       "16       Giant with a habit of kidnapping young girls  \n",
       "17                                 Re-animated corpse  \n",
       "18                                     Animated clock  \n",
       "19                                    Tutelary spirit  \n",
       "20                                     Faceless ghost  \n",
       "\n",
       "[1337 rows x 3 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "creature_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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