Data Preparation.ipynb

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    "# Data Preparation:\n",
    "\n",
    "Dataset from Kaggle : **\"MyAnimeList\"** by *Azathoth*  \n",
    "Source: https://www.kaggle.com/datasets/azathoth42/myanimelist/data (requires login)\n",
    "\n",
    "---\n",
    "\n",
    "### Essential Libraries\n",
    "\n",
    "Let us begin by importing the essential Python Libraries.\n",
    "\n",
    "> NumPy : Library for Numeric Computations in Python  \n",
    "> Pandas : Library for Data Acquisition and Preparation  \n",
    "> Matplotlib : Low-level library for Data Visualization  \n",
    "> Seaborn : Higher-level library for Data Visualization  "
   ]
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   "source": [
    "# Basic Libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sb\n",
    "import matplotlib.pyplot as plt # we only need pyplot\n",
    "sb.set() # set the default Seaborn style for graphics"
   ]
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    "**How we vhoose the dataset?**\n",
    "\n",
    "First we questions ourselves, \n",
    "\n",
    "1. What are the data we need?\n",
    "\n",
    "    - format of show \n",
    "    - content \n",
    "    - different variables\n",
    "    - some metric(viewership, score, ranking)**\n",
    "        \n",
    "2. Where we can get the dataset from?\n",
    "\n",
    "    - anime aggregation websites \n",
    "    - public achives/databases\n",
    "        \n",
    "3. Is the dataset's quality sufficient enough for our project?\n",
    "\n",
    "    - credibility \n",
    "    - data relevance \n",
    "    - sample size \n",
    "    - data format "
   ]
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    "---\n",
    "\n",
    "### Import the Dataset (UserList)\n",
    "\n",
    "The dataset is in CSV format; hence we use the `read_csv` function from Pandas.  \n",
    "Immediately after importing, take a quick look at the data using the `head` function."
   ]
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>username</th>\n",
       "      <th>user_id</th>\n",
       "      <th>user_watching</th>\n",
       "      <th>user_completed</th>\n",
       "      <th>user_onhold</th>\n",
       "      <th>user_dropped</th>\n",
       "      <th>user_plantowatch</th>\n",
       "      <th>user_days_spent_watching</th>\n",
       "      <th>gender</th>\n",
       "      <th>location</th>\n",
       "      <th>birth_date</th>\n",
       "      <th>join_date</th>\n",
       "      <th>last_online</th>\n",
       "      <th>stats_mean_score</th>\n",
       "      <th>stats_rewatched</th>\n",
       "      <th>stats_episodes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>karthiga</td>\n",
       "      <td>2255153</td>\n",
       "      <td>3</td>\n",
       "      <td>49</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>55.31</td>\n",
       "      <td>Female</td>\n",
       "      <td>Chennai, India</td>\n",
       "      <td>29/4/1990</td>\n",
       "      <td>3/3/2013</td>\n",
       "      <td>4/2/2014 1:32</td>\n",
       "      <td>7.43</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3391.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RedvelvetDaisuki</td>\n",
       "      <td>1897606</td>\n",
       "      <td>61</td>\n",
       "      <td>396</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>206</td>\n",
       "      <td>118.07</td>\n",
       "      <td>Female</td>\n",
       "      <td>Manila</td>\n",
       "      <td>1/1/1995</td>\n",
       "      <td>13/12/2012</td>\n",
       "      <td>13/5/1900 2:47</td>\n",
       "      <td>6.78</td>\n",
       "      <td>80.0</td>\n",
       "      <td>7094.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Damonashu</td>\n",
       "      <td>37326</td>\n",
       "      <td>45</td>\n",
       "      <td>195</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>59</td>\n",
       "      <td>83.70</td>\n",
       "      <td>Male</td>\n",
       "      <td>Detroit,Michigan</td>\n",
       "      <td>1/8/1991</td>\n",
       "      <td>13/2/2008</td>\n",
       "      <td>24/3/1900 12:48</td>\n",
       "      <td>6.15</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4936.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>bskai</td>\n",
       "      <td>228342</td>\n",
       "      <td>25</td>\n",
       "      <td>414</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>167.16</td>\n",
       "      <td>Male</td>\n",
       "      <td>Nayarit, Mexico</td>\n",
       "      <td>14/12/1990</td>\n",
       "      <td>31/8/2009</td>\n",
       "      <td>12/5/2014 16:35</td>\n",
       "      <td>8.27</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10081.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>shuzzable</td>\n",
       "      <td>2347781</td>\n",
       "      <td>36</td>\n",
       "      <td>72</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>25</td>\n",
       "      <td>35.48</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25/3/2013</td>\n",
       "      <td>9/9/2015 21:54</td>\n",
       "      <td>9.06</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2154.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           username  user_id  user_watching  user_completed  user_onhold  \\\n",
       "0          karthiga  2255153              3              49            1   \n",
       "1  RedvelvetDaisuki  1897606             61             396           39   \n",
       "2         Damonashu    37326             45             195           27   \n",
       "3             bskai   228342             25             414            2   \n",
       "4         shuzzable  2347781             36              72           16   \n",
       "\n",
       "   user_dropped  user_plantowatch  user_days_spent_watching  gender  \\\n",
       "0             0                 0                     55.31  Female   \n",
       "1             0               206                    118.07  Female   \n",
       "2            25                59                     83.70    Male   \n",
       "3             5                11                    167.16    Male   \n",
       "4             2                25                     35.48     NaN   \n",
       "\n",
       "           location  birth_date   join_date      last_online  \\\n",
       "0   Chennai, India    29/4/1990    3/3/2013    4/2/2014 1:32   \n",
       "1            Manila    1/1/1995  13/12/2012   13/5/1900 2:47   \n",
       "2  Detroit,Michigan    1/8/1991   13/2/2008  24/3/1900 12:48   \n",
       "3   Nayarit, Mexico  14/12/1990   31/8/2009  12/5/2014 16:35   \n",
       "4               NaN         NaN   25/3/2013   9/9/2015 21:54   \n",
       "\n",
       "   stats_mean_score  stats_rewatched  stats_episodes  \n",
       "0              7.43              0.0          3391.0  \n",
       "1              6.78             80.0          7094.0  \n",
       "2              6.15              6.0          4936.0  \n",
       "3              8.27              1.0         10081.0  \n",
       "4              9.06              7.0          2154.0  "
      ]
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   "source": [
    "userlist = pd.read_csv('DataSets/Raw Data/UserList.csv')\n",
    "userlist.head()"
   ]
  },
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    "Description of the dataset, as available on Kaggle, is as follows.\n",
    "\n",
    "\n",
    "> **username**: user name      \n",
    "> **user_id**: ID for each user         \n",
    "> **user_watching**: how many anime currently the user is watching        \n",
    "> **user_completed**: how many anime watched by the user     \n",
    "> **user_onhold**: how many anime is watching halfway    \n",
    "> **user_dropped**: how many anime the user remove from his list     \n",
    "> **user_plantowatch**: how many anime the user added to his watch list         \n",
    "> **user_days_spent_watching**: How much time the user spend on watching anime       \n",
    "> **gender**: user gender      \n",
    "> **location**: where is the user from       \n",
    "> **birth_date**: user age     \n",
    "> **access_rank**:   ??       \n",
    "> **join_date**: when the user join the community         \n",
    "> **last_online**: when is user last seen       \n",
    "> **stats_mean_score**: average score the user rate for the anime       \n",
    "> **stats_rewatched**: how many episode the user rewatch       \n",
    "> **stats_episodes**: how many episode the user completed        \n",
    "---\n",
    "\n",
    "Check the vital statistics of the dataset using the `type` and `shape` attributes."
   ]
  },
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data type :  <class 'pandas.core.frame.DataFrame'>\n",
      "Data dims :  (249999, 16)\n"
     ]
    }
   ],
   "source": [
    "print(\"Data type : \", type(userlist))\n",
    "print(\"Data dims : \", userlist.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e6062d4-9a57-436a-a088-0a83c1ae20b7",
   "metadata": {},
   "source": [
    "Check the variables (and their types) in the dataset using the `dtypes` attribute."
   ]
  },
  {
   "cell_type": "code",
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     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 249999 entries, 0 to 249998\n",
      "Data columns (total 16 columns):\n",
      " #   Column                    Non-Null Count   Dtype  \n",
      "---  ------                    --------------   -----  \n",
      " 0   username                  249998 non-null  object \n",
      " 1   user_id                   249999 non-null  int64  \n",
      " 2   user_watching             249999 non-null  int64  \n",
      " 3   user_completed            249999 non-null  int64  \n",
      " 4   user_onhold               249999 non-null  int64  \n",
      " 5   user_dropped              249999 non-null  int64  \n",
      " 6   user_plantowatch          249999 non-null  int64  \n",
      " 7   user_days_spent_watching  249999 non-null  float64\n",
      " 8   gender                    183477 non-null  object \n",
      " 9   location                  133701 non-null  object \n",
      " 10  birth_date                142450 non-null  object \n",
      " 11  join_date                 249901 non-null  object \n",
      " 12  last_online               249901 non-null  object \n",
      " 13  stats_mean_score          249901 non-null  float64\n",
      " 14  stats_rewatched           249901 non-null  float64\n",
      " 15  stats_episodes            249901 non-null  float64\n",
      "dtypes: float64(4), int64(6), object(6)\n",
      "memory usage: 30.5+ MB\n"
     ]
    }
   ],
   "source": [
    "userlist.info()"
   ]
  },
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   "source": [
    "---\n",
    "\n",
    "### Import the Dataset (AnimeList)\n",
    "\n",
    "The dataset is in CSV format; hence we use the `read_csv` function from Pandas.  \n",
    "Immediately after importing, take a quick look at the data using the `head` function."
   ]
  },
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>anime_id</th>\n",
       "      <th>title</th>\n",
       "      <th>title_english</th>\n",
       "      <th>title_japanese</th>\n",
       "      <th>title_synonyms</th>\n",
       "      <th>image_url</th>\n",
       "      <th>type</th>\n",
       "      <th>source</th>\n",
       "      <th>episodes</th>\n",
       "      <th>status</th>\n",
       "      <th>...</th>\n",
       "      <th>background</th>\n",
       "      <th>premiered</th>\n",
       "      <th>broadcast</th>\n",
       "      <th>related</th>\n",
       "      <th>producer</th>\n",
       "      <th>licensor</th>\n",
       "      <th>studio</th>\n",
       "      <th>genre</th>\n",
       "      <th>opening_theme</th>\n",
       "      <th>ending_theme</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>11013</td>\n",
       "      <td>Inu x Boku SS</td>\n",
       "      <td>Inu X Boku Secret Service</td>\n",
       "      <td>妖狐×僕SS</td>\n",
       "      <td>Youko x Boku SS</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>12</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>Inu x Boku SS was licensed by Sentai Filmworks...</td>\n",
       "      <td>Winter 2012</td>\n",
       "      <td>Fridays at Unknown</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 17207, 'type': 'man...</td>\n",
       "      <td>Aniplex, Square Enix, Mainichi Broadcasting Sy...</td>\n",
       "      <td>Sentai Filmworks</td>\n",
       "      <td>David Production</td>\n",
       "      <td>Comedy, Supernatural, Romance, Shounen</td>\n",
       "      <td>['\"Nirvana\" by MUCC']</td>\n",
       "      <td>['#1: \"Nirvana\" by MUCC (eps 1, 11-12)', '#2: ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2104</td>\n",
       "      <td>Seto no Hanayome</td>\n",
       "      <td>My Bride is a Mermaid</td>\n",
       "      <td>瀬戸の花嫁</td>\n",
       "      <td>The Inland Sea Bride</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>26</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spring 2007</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 759, 'type': 'manga...</td>\n",
       "      <td>TV Tokyo, AIC, Square Enix, Sotsu</td>\n",
       "      <td>Funimation</td>\n",
       "      <td>Gonzo</td>\n",
       "      <td>Comedy, Parody, Romance, School, Shounen</td>\n",
       "      <td>['\"Romantic summer\" by SUN&amp;LUNAR']</td>\n",
       "      <td>['#1: \"Ashita e no Hikari (明日への光)\" by Asuka Hi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5262</td>\n",
       "      <td>Shugo Chara!! Doki</td>\n",
       "      <td>Shugo Chara!! Doki</td>\n",
       "      <td>しゅごキャラ！！どきっ</td>\n",
       "      <td>Shugo Chara Ninenme, Shugo Chara! Second Year</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>51</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fall 2008</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 101, 'type': 'manga...</td>\n",
       "      <td>TV Tokyo, Sotsu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Satelight</td>\n",
       "      <td>Comedy, Magic, School, Shoujo</td>\n",
       "      <td>['#1: \"Minna no Tamago (みんなのたまご)\" by Shugo Cha...</td>\n",
       "      <td>['#1: \"Rottara Rottara (ロッタラ ロッタラ)\" by Buono! ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>721</td>\n",
       "      <td>Princess Tutu</td>\n",
       "      <td>Princess Tutu</td>\n",
       "      <td>プリンセスチュチュ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>TV</td>\n",
       "      <td>Original</td>\n",
       "      <td>38</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>Princess Tutu aired in two parts. The first pa...</td>\n",
       "      <td>Summer 2002</td>\n",
       "      <td>Fridays at Unknown</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 1581, 'type': 'mang...</td>\n",
       "      <td>Memory-Tech, GANSIS, Marvelous AQL</td>\n",
       "      <td>ADV Films</td>\n",
       "      <td>Hal Film Maker</td>\n",
       "      <td>Comedy, Drama, Magic, Romance, Fantasy</td>\n",
       "      <td>['\"Morning Grace\" by Ritsuko Okazaki']</td>\n",
       "      <td>['\"Watashi No Ai Wa Chiisaikeredo\" by Ritsuko ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12365</td>\n",
       "      <td>Bakuman. 3rd Season</td>\n",
       "      <td>Bakuman.</td>\n",
       "      <td>バクマン。</td>\n",
       "      <td>Bakuman Season 3</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>25</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fall 2012</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 9711, 'type': 'mang...</td>\n",
       "      <td>NHK, Shueisha</td>\n",
       "      <td>NaN</td>\n",
       "      <td>J.C.Staff</td>\n",
       "      <td>Comedy, Drama, Romance, Shounen</td>\n",
       "      <td>['#1: \"Moshimo no Hanashi (もしもの話)\" by nano.RIP...</td>\n",
       "      <td>['#1: \"Pride on Everyday\" by Sphere (eps 1-13)...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   anime_id                title              title_english title_japanese  \\\n",
       "0     11013        Inu x Boku SS  Inu X Boku Secret Service         妖狐×僕SS   \n",
       "1      2104     Seto no Hanayome      My Bride is a Mermaid          瀬戸の花嫁   \n",
       "2      5262   Shugo Chara!! Doki         Shugo Chara!! Doki    しゅごキャラ！！どきっ   \n",
       "3       721        Princess Tutu              Princess Tutu      プリンセスチュチュ   \n",
       "4     12365  Bakuman. 3rd Season                   Bakuman.          バクマン。   \n",
       "\n",
       "                                  title_synonyms  \\\n",
       "0                                Youko x Boku SS   \n",
       "1                           The Inland Sea Bride   \n",
       "2  Shugo Chara Ninenme, Shugo Chara! Second Year   \n",
       "3                                            NaN   \n",
       "4                               Bakuman Season 3   \n",
       "\n",
       "                                           image_url type    source  episodes  \\\n",
       "0  https://myanimelist.cdn-dena.com/images/anime/...   TV     Manga        12   \n",
       "1  https://myanimelist.cdn-dena.com/images/anime/...   TV     Manga        26   \n",
       "2  https://myanimelist.cdn-dena.com/images/anime/...   TV     Manga        51   \n",
       "3  https://myanimelist.cdn-dena.com/images/anime/...   TV  Original        38   \n",
       "4  https://myanimelist.cdn-dena.com/images/anime/...   TV     Manga        25   \n",
       "\n",
       "            status  ...                                         background  \\\n",
       "0  Finished Airing  ...  Inu x Boku SS was licensed by Sentai Filmworks...   \n",
       "1  Finished Airing  ...                                                NaN   \n",
       "2  Finished Airing  ...                                                NaN   \n",
       "3  Finished Airing  ...  Princess Tutu aired in two parts. The first pa...   \n",
       "4  Finished Airing  ...                                                NaN   \n",
       "\n",
       "     premiered           broadcast  \\\n",
       "0  Winter 2012  Fridays at Unknown   \n",
       "1  Spring 2007             Unknown   \n",
       "2    Fall 2008             Unknown   \n",
       "3  Summer 2002  Fridays at Unknown   \n",
       "4    Fall 2012             Unknown   \n",
       "\n",
       "                                             related  \\\n",
       "0  {'Adaptation': [{'mal_id': 17207, 'type': 'man...   \n",
       "1  {'Adaptation': [{'mal_id': 759, 'type': 'manga...   \n",
       "2  {'Adaptation': [{'mal_id': 101, 'type': 'manga...   \n",
       "3  {'Adaptation': [{'mal_id': 1581, 'type': 'mang...   \n",
       "4  {'Adaptation': [{'mal_id': 9711, 'type': 'mang...   \n",
       "\n",
       "                                            producer          licensor  \\\n",
       "0  Aniplex, Square Enix, Mainichi Broadcasting Sy...  Sentai Filmworks   \n",
       "1                  TV Tokyo, AIC, Square Enix, Sotsu        Funimation   \n",
       "2                                    TV Tokyo, Sotsu               NaN   \n",
       "3                 Memory-Tech, GANSIS, Marvelous AQL         ADV Films   \n",
       "4                                      NHK, Shueisha               NaN   \n",
       "\n",
       "             studio                                     genre  \\\n",
       "0  David Production    Comedy, Supernatural, Romance, Shounen   \n",
       "1             Gonzo  Comedy, Parody, Romance, School, Shounen   \n",
       "2         Satelight             Comedy, Magic, School, Shoujo   \n",
       "3    Hal Film Maker    Comedy, Drama, Magic, Romance, Fantasy   \n",
       "4         J.C.Staff           Comedy, Drama, Romance, Shounen   \n",
       "\n",
       "                                       opening_theme  \\\n",
       "0                              ['\"Nirvana\" by MUCC']   \n",
       "1                 ['\"Romantic summer\" by SUN&LUNAR']   \n",
       "2  ['#1: \"Minna no Tamago (みんなのたまご)\" by Shugo Cha...   \n",
       "3             ['\"Morning Grace\" by Ritsuko Okazaki']   \n",
       "4  ['#1: \"Moshimo no Hanashi (もしもの話)\" by nano.RIP...   \n",
       "\n",
       "                                        ending_theme  \n",
       "0  ['#1: \"Nirvana\" by MUCC (eps 1, 11-12)', '#2: ...  \n",
       "1  ['#1: \"Ashita e no Hikari (明日への光)\" by Asuka Hi...  \n",
       "2  ['#1: \"Rottara Rottara (ロッタラ ロッタラ)\" by Buono! ...  \n",
       "3  ['\"Watashi No Ai Wa Chiisaikeredo\" by Ritsuko ...  \n",
       "4  ['#1: \"Pride on Everyday\" by Sphere (eps 1-13)...  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "animelist = pd.read_csv('DataSets/Raw Data/AnimeList.csv')\n",
    "animelist.head()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d76b827-dbdf-46fc-b715-ab9b6f277271",
   "metadata": {
    "tags": []
   },
   "source": [
    "Description of the dataset, as available on Kaggle, is as follows.\n",
    "\n",
    "\n",
    "> **anime_id**         : ID for each anime show  \n",
    "> **title**            : Anime title    \n",
    "> **title_english**    : Anime title in english     \n",
    "> **title_japanese**   : Anime title in japanese   \n",
    "> **image_url**        : Front poster   \n",
    "> **type**             : Anime types (TV, Movie, etc)    \n",
    "> **source**           : Anime source (Manga, Original)    \n",
    "> **episodes**         : How many episodes   \n",
    "> **status**           : Current status (airing, finieshed airinig)    \n",
    "> **airing**           : Is it currently airing    \n",
    "> **aired_string**     : Start date and finished date    \n",
    "> **aired**            : Start date and finished date in java   \n",
    "> **duration**         : How long is the anime(episode or movie)     \n",
    "> **rating**           : Anime rating (pg13, NC16, M18, R21)   \n",
    "> **score**            : Overall score of the anime (out of 10)     \n",
    "> **scored_by**        : How many user give the score to the anime  \n",
    "> **rank**             : Rank base on the score of the anime     \n",
    "> **popularity**       : Rank base on how many people watch the anime  \n",
    "> **members**          : How many people add the anime to their watch list   \n",
    "> **favorites**        : How many people favorite the anime     \n",
    "> **background**       : Background of the anime   \n",
    "> **premiered**        : Which season the anime come out    \n",
    "> **broadcast**        : Which day it broadcast   \n",
    "> **related**          : Are there any sequel or prequel  \n",
    "> **producer**         : Where the anime produce     \n",
    "> **licensor**         : Which film it came from     \n",
    "> **studio**           : which studio animated the anime   \n",
    "> **genre**            : what are the genres in the anime   \n",
    "> **opening_theme**    : opening song   \n",
    "> **ending_theme**     : endinng song    \n",
    "---\n",
    "\n",
    "Check the vital statistics of the dataset using the `type` and `shape` attributes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "553d943b-a42b-41ab-b03c-871f4a870312",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data type :  <class 'pandas.core.frame.DataFrame'>\n",
      "Data dims :  (14478, 31)\n"
     ]
    }
   ],
   "source": [
    "print(\"Data type : \", type(animelist))\n",
    "print(\"Data dims : \", animelist.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c968766-8cef-425e-af09-e56f57d4b683",
   "metadata": {},
   "source": [
    "Check the variables (and their types) in the dataset using the `dtypes` attribute."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "aa025f54-4b39-458a-8f33-6f834492ff8c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 14478 entries, 0 to 14477\n",
      "Data columns (total 31 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   anime_id        14478 non-null  int64  \n",
      " 1   title           14478 non-null  object \n",
      " 2   title_english   5724 non-null   object \n",
      " 3   title_japanese  14443 non-null  object \n",
      " 4   title_synonyms  8937 non-null   object \n",
      " 5   image_url       14382 non-null  object \n",
      " 6   type            14478 non-null  object \n",
      " 7   source          14478 non-null  object \n",
      " 8   episodes        14478 non-null  int64  \n",
      " 9   status          14478 non-null  object \n",
      " 10  airing          14478 non-null  bool   \n",
      " 11  aired_string    14478 non-null  object \n",
      " 12  aired           14478 non-null  object \n",
      " 13  duration        14478 non-null  object \n",
      " 14  rating          13934 non-null  object \n",
      " 15  score           14478 non-null  float64\n",
      " 16  scored_by       14478 non-null  int64  \n",
      " 17  rank            12904 non-null  float64\n",
      " 18  popularity      14478 non-null  int64  \n",
      " 19  members         14478 non-null  int64  \n",
      " 20  favorites       14478 non-null  int64  \n",
      " 21  background      1057 non-null   object \n",
      " 22  premiered       4096 non-null   object \n",
      " 23  broadcast       4271 non-null   object \n",
      " 24  related         14478 non-null  object \n",
      " 25  producer        8288 non-null   object \n",
      " 26  licensor        3373 non-null   object \n",
      " 27  studio          8544 non-null   object \n",
      " 28  genre           14414 non-null  object \n",
      " 29  opening_theme   14478 non-null  object \n",
      " 30  ending_theme    14478 non-null  object \n",
      "dtypes: bool(1), float64(2), int64(6), object(22)\n",
      "memory usage: 3.3+ MB\n"
     ]
    }
   ],
   "source": [
    "animelist.info()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6aeb2dc1-39e4-4075-aa3a-cef5767bec69",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "## Clean Data (AnimeList)\n",
    "---\n",
    "how might we (action) for (target audiences) in order to (outcome, what are the result we would like to see)\n",
    "\n",
    "e.g. \n",
    "how might we recommend the top 20 anime shows for anime beginner?\n",
    "how might we recommend the top 10 anime shows in winter season for anime user?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2fa0c77b-5a83-47b7-9abc-1ab69c698e0c",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "### Gathering information \n",
    "---\n",
    "\n",
    "> Describe numeric      \n",
    "> Desccirbe object      \n",
    "> Display columns     "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9817e6bc-0a70-431c-8567-c53f73c7d8e3",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>anime_id</th>\n",
       "      <th>episodes</th>\n",
       "      <th>score</th>\n",
       "      <th>scored_by</th>\n",
       "      <th>rank</th>\n",
       "      <th>popularity</th>\n",
       "      <th>members</th>\n",
       "      <th>favorites</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>14478.000000</td>\n",
       "      <td>14478.000000</td>\n",
       "      <td>14478.000000</td>\n",
       "      <td>1.447800e+04</td>\n",
       "      <td>12904.000000</td>\n",
       "      <td>14478.000000</td>\n",
       "      <td>1.447800e+04</td>\n",
       "      <td>14478.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>17377.229866</td>\n",
       "      <td>11.308399</td>\n",
       "      <td>6.142482</td>\n",
       "      <td>1.146003e+04</td>\n",
       "      <td>6439.065406</td>\n",
       "      <td>7220.259566</td>\n",
       "      <td>2.296640e+04</td>\n",
       "      <td>311.649606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>13165.315011</td>\n",
       "      <td>43.443451</td>\n",
       "      <td>1.463981</td>\n",
       "      <td>4.310519e+04</td>\n",
       "      <td>3720.227608</td>\n",
       "      <td>4170.080564</td>\n",
       "      <td>7.498136e+04</td>\n",
       "      <td>2615.554211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>4389.250000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.550000</td>\n",
       "      <td>4.600000e+01</td>\n",
       "      <td>3216.250000</td>\n",
       "      <td>3611.500000</td>\n",
       "      <td>2.450000e+02</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>15135.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.370000</td>\n",
       "      <td>5.010000e+02</td>\n",
       "      <td>6441.500000</td>\n",
       "      <td>7225.500000</td>\n",
       "      <td>1.679500e+03</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>31146.500000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>7.060000</td>\n",
       "      <td>3.941500e+03</td>\n",
       "      <td>9664.000000</td>\n",
       "      <td>10827.750000</td>\n",
       "      <td>1.037900e+04</td>\n",
       "      <td>23.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>37916.000000</td>\n",
       "      <td>1818.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1.009477e+06</td>\n",
       "      <td>12919.000000</td>\n",
       "      <td>14487.000000</td>\n",
       "      <td>1.456378e+06</td>\n",
       "      <td>106895.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           anime_id      episodes         score     scored_by          rank  \\\n",
       "count  14478.000000  14478.000000  14478.000000  1.447800e+04  12904.000000   \n",
       "mean   17377.229866     11.308399      6.142482  1.146003e+04   6439.065406   \n",
       "std    13165.315011     43.443451      1.463981  4.310519e+04   3720.227608   \n",
       "min        1.000000      0.000000      0.000000  0.000000e+00      0.000000   \n",
       "25%     4389.250000      1.000000      5.550000  4.600000e+01   3216.250000   \n",
       "50%    15135.000000      1.000000      6.370000  5.010000e+02   6441.500000   \n",
       "75%    31146.500000     12.000000      7.060000  3.941500e+03   9664.000000   \n",
       "max    37916.000000   1818.000000     10.000000  1.009477e+06  12919.000000   \n",
       "\n",
       "         popularity       members      favorites  \n",
       "count  14478.000000  1.447800e+04   14478.000000  \n",
       "mean    7220.259566  2.296640e+04     311.649606  \n",
       "std     4170.080564  7.498136e+04    2615.554211  \n",
       "min        0.000000  0.000000e+00       0.000000  \n",
       "25%     3611.500000  2.450000e+02       0.000000  \n",
       "50%     7225.500000  1.679500e+03       2.000000  \n",
       "75%    10827.750000  1.037900e+04      23.000000  \n",
       "max    14487.000000  1.456378e+06  106895.000000  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## for numeric data\n",
    "animelist.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "572df98e-95fe-4148-adcf-f2f264bcfa21",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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       "      <td>3221</td>\n",
       "      <td>193</td>\n",
       "      <td>778</td>\n",
       "      <td>4544</td>\n",
       "      <td>4328</td>\n",
       "      <td>5458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>Hinamatsuri</td>\n",
       "      <td>Cyborg 009</td>\n",
       "      <td>ゲゲゲの鬼太郎</td>\n",
       "      <td>Minna no Uta</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>TV</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>Not available</td>\n",
       "      <td>{'from': None, 'to': None}</td>\n",
       "      <td>...</td>\n",
       "      <td>Includes claymation short which was shown befo...</td>\n",
       "      <td>Spring 2017</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>[]</td>\n",
       "      <td>NHK</td>\n",
       "      <td>Funimation</td>\n",
       "      <td>Toei Animation</td>\n",
       "      <td>Hentai</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>189</td>\n",
       "      <td>1</td>\n",
       "      <td>4271</td>\n",
       "      <td>4210</td>\n",
       "      <td>13791</td>\n",
       "      <td>223</td>\n",
       "      <td>1691</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>80</td>\n",
       "      <td>2241</td>\n",
       "      <td>4515</td>\n",
       "      <td>427</td>\n",
       "      <td>726</td>\n",
       "      <td>725</td>\n",
       "      <td>868</td>\n",
       "      <td>9784</td>\n",
       "      <td>8807</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              title title_english title_japanese title_synonyms  \\\n",
       "count         14478          5724          14443           8937   \n",
       "unique        14477          5606          13701           8575   \n",
       "top     Hinamatsuri    Cyborg 009        ゲゲゲの鬼太郎   Minna no Uta   \n",
       "freq              2             4              6            189   \n",
       "\n",
       "                                                image_url   type   source  \\\n",
       "count                                               14382  14478    14478   \n",
       "unique                                              14382      7       16   \n",
       "top     https://myanimelist.cdn-dena.com/images/anime/...     TV  Unknown   \n",
       "freq                                                    1   4271     4210   \n",
       "\n",
       "                 status   aired_string                       aired  ...  \\\n",
       "count             14478          14478                       14478  ...   \n",
       "unique                3          10026                        9649  ...   \n",
       "top     Finished Airing  Not available  {'from': None, 'to': None}  ...   \n",
       "freq              13791            223                        1691  ...   \n",
       "\n",
       "                                               background    premiered  \\\n",
       "count                                                1057         4096   \n",
       "unique                                               1038          221   \n",
       "top     Includes claymation short which was shown befo...  Spring 2017   \n",
       "freq                                                    5           80   \n",
       "\n",
       "       broadcast related producer    licensor          studio   genre  \\\n",
       "count       4271   14478     8288        3373            8544   14414   \n",
       "unique       441    9420     3221         193             778    4544   \n",
       "top      Unknown      []      NHK  Funimation  Toei Animation  Hentai   \n",
       "freq        2241    4515      427         726             725     868   \n",
       "\n",
       "       opening_theme ending_theme  \n",
       "count          14478        14478  \n",
       "unique          4328         5458  \n",
       "top               []           []  \n",
       "freq            9784         8807  \n",
       "\n",
       "[4 rows x 22 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## for data that is object\n",
    "animelist.describe(include=object)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "121330ee-d633-4996-90be-0e8ae2956abd",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['anime_id', 'title', 'title_english', 'title_japanese',\n",
       "       'title_synonyms', 'image_url', 'type', 'source', 'episodes', 'status',\n",
       "       'airing', 'aired_string', 'aired', 'duration', 'rating', 'score',\n",
       "       'scored_by', 'rank', 'popularity', 'members', 'favorites', 'background',\n",
       "       'premiered', 'broadcast', 'related', 'producer', 'licensor', 'studio',\n",
       "       'genre', 'opening_theme', 'ending_theme'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## what are the columns involved in the dataset\n",
    "animelist.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "252f25bc-9dec-48e2-887e-5dfa77648716",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "### Studio filtering\n",
    "Filter the studio that is less popular (<40) and combine into one \"SmallStudio\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4f148b2d-cc2d-41f0-a638-5a91c19f0c40",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "studio\n",
       "unknown                         5934\n",
       "Toei Animation                   725\n",
       "Sunrise                          447\n",
       "J.C.Staff                        314\n",
       "Madhouse                         311\n",
       "                                ... \n",
       "Studio Junio, Annapuru             1\n",
       "Tokyo Media Connections            1\n",
       "Gainax, Tatsunoko Production       1\n",
       "Fanworks, Imagineer                1\n",
       "33 Collective                      1\n",
       "Name: count, Length: 779, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## calculate all the value from each studio\n",
    "\n",
    "## studio that is empty, replace with unknown\n",
    "animelist[\"studio\"] = animelist[\"studio\"].fillna(\"unknown\")\n",
    "studio_counts = animelist.studio.value_counts()\n",
    "studio_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "36ed0794-7ddb-4e31-a793-d8aaa680c01a",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Eiken',\n",
       " 'Group TAC',\n",
       " 'TNK',\n",
       " 'Artland',\n",
       " 'SynergySP',\n",
       " '8bit',\n",
       " 'Wit Studio',\n",
       " 'Actas',\n",
       " 'Manglobe',\n",
       " 'Haoliners Animation League',\n",
       " 'Ajia-Do',\n",
       " 'MAPPA',\n",
       " 'Studio Comet',\n",
       " 'White Fox',\n",
       " 'Mushi Production',\n",
       " 'Studio Gokumi',\n",
       " 'Hal Film Maker',\n",
       " 'Tezuka Productions',\n",
       " 'A.C.G.T.',\n",
       " 'Asahi Production',\n",
       " 'TYO Animations',\n",
       " 'Gathering',\n",
       " 'Tokyo Movie Shinsha',\n",
       " 'Daume',\n",
       " 'Kinema Citrus',\n",
       " 'Polygon Pictures',\n",
       " 'Nomad',\n",
       " 'AIC A.S.T.A.',\n",
       " 'T-Rex',\n",
       " 'LIDENFILMS',\n",
       " 'Magic Bus',\n",
       " 'Studio Jam',\n",
       " 'Bee Train',\n",
       " 'GoHands',\n",
       " 'Production IMS',\n",
       " 'Trigger',\n",
       " 'David Production',\n",
       " 'Bandai Namco Pictures',\n",
       " 'Telecom Animation Film',\n",
       " 'Seven Arcs',\n",
       " 'Office Takeout',\n",
       " 'Asread',\n",
       " 'Studio Fantasia',\n",
       " 'Studio PuYUKAI',\n",
       " 'RG Animation Studios',\n",
       " 'dwarf',\n",
       " 'AIC Plus+',\n",
       " 'Seven Arcs Pictures',\n",
       " 'Fanworks',\n",
       " 'APPP',\n",
       " 'Hoods Entertainment',\n",
       " 'AT-2',\n",
       " 'Sparkly Key Animation Studio',\n",
       " 'Production I.G, Xebec',\n",
       " 'Millepensee',\n",
       " 'Y.O.U.C',\n",
       " 'Shuka',\n",
       " 'Flavors Soft',\n",
       " 'Creators in Pack',\n",
       " 'Animate Film',\n",
       " 'ILCA',\n",
       " 'Studio 9 MAiami',\n",
       " 'Triangle Staff',\n",
       " 'Radix',\n",
       " 'Collaboration Works',\n",
       " 'Suzuki Mirano',\n",
       " 'CoMix Wave Films',\n",
       " 'The Answer Studio',\n",
       " 'Kanaban Graphics',\n",
       " 'SANZIGEN',\n",
       " 'EMT²',\n",
       " 'Yumeta Company',\n",
       " 'SANZIGEN, LIDENFILMS',\n",
       " 'Passione',\n",
       " 'Khara',\n",
       " 'NAZ',\n",
       " 'Bridge',\n",
       " 'AIC Build',\n",
       " 'Signal. MD',\n",
       " 'Shanghai Foch Film Culture Investment',\n",
       " 'Lay-duce',\n",
       " 'Pie in The Sky',\n",
       " 'Pierrot Plus',\n",
       " 'G.CMay Animation &amp; Film',\n",
       " 'Shirogumi',\n",
       " 'E&amp;G Films',\n",
       " 'G-Lam',\n",
       " 'Pastel',\n",
       " 'Studio 3Hz',\n",
       " 'C-Station',\n",
       " 'Studio Colorido',\n",
       " 'Studio Eromatick',\n",
       " 'Onionskin',\n",
       " 'Phoenix Entertainment',\n",
       " 'Silver Link., Connect',\n",
       " 'Knack Productions',\n",
       " 'M.S.C',\n",
       " 'Digital Frontier',\n",
       " 'Minakata Laboratory',\n",
       " 'Fukushima Gainax',\n",
       " 'Tokyo Kids',\n",
       " 'Next Media Animation',\n",
       " 'Xebec, OLM',\n",
       " 'Yaoyorozu',\n",
       " 'Trans Arts',\n",
       " 'Project No.9',\n",
       " 'Daewon Media',\n",
       " 'Ashi Production',\n",
       " 'feel., Zexcs',\n",
       " 'Marza Animation Planet',\n",
       " 'Pine Jam',\n",
       " 'Studio 1st',\n",
       " 'AIC Spirits',\n",
       " 'Tatsunoko Production, Dongwoo A&amp;E',\n",
       " 'Palm Studio',\n",
       " 'Graphinica',\n",
       " 'Gakken Eigakyoku',\n",
       " 'Telescreen BV',\n",
       " 'Zero-G',\n",
       " 'Gainax, Shaft',\n",
       " 'BreakBottle',\n",
       " 'PrimeTime',\n",
       " 'Vega Entertainment',\n",
       " 'Shogakukan Music &amp; Digital Entertainment',\n",
       " 'Shanghai Animation Film Studio',\n",
       " 'Blue Cat',\n",
       " 'Encourage Films',\n",
       " 'Opera House',\n",
       " 'Studio Rikka',\n",
       " 'WAO World',\n",
       " 'Pops Inc.',\n",
       " 'C2C',\n",
       " 'Satelight, A-1 Pictures',\n",
       " 'AIC Classic',\n",
       " 'pH Studio',\n",
       " 'Ishikawa Pro',\n",
       " 'Zero-G Room',\n",
       " 'Usagi Ou',\n",
       " 'AIC, Artmic',\n",
       " 'Kamikaze Douga',\n",
       " 'TYPHOON GRAPHICS',\n",
       " 'Hoods Drifters Studio',\n",
       " 'Office Take Off',\n",
       " 'TROYCA',\n",
       " 'Sunrise, Toei Animation',\n",
       " 'Rising Force',\n",
       " 'Shimogumi',\n",
       " 'Shochiku Animation Institute',\n",
       " '10Gauge',\n",
       " 'Queen Bee',\n",
       " 'AIC, Artmic, Animate Film',\n",
       " 'Jinnis Animation Studios',\n",
       " 'Milky Cartoon',\n",
       " 'Imagin, Studio Live',\n",
       " 'Egg',\n",
       " 'Studio Deen, DAX Production',\n",
       " 'Craftar',\n",
       " 'Geno Studio',\n",
       " 'Science SARU',\n",
       " 'Artmic',\n",
       " 'Millepensee, GEMBA',\n",
       " 'L²Studio',\n",
       " 'Planet',\n",
       " 'Oh! Production',\n",
       " 'Production I.G, Madhouse',\n",
       " 'Xebec Zwei',\n",
       " 'Production Reed, Asahi Production',\n",
       " 'Studio Gokumi, AXsiZ',\n",
       " 'OLM Digital',\n",
       " 'Studio Gallop, Studio Deen',\n",
       " 'Charaction',\n",
       " 'Xebec, Issen',\n",
       " 'Telecom Animation Film, Graphinica',\n",
       " 'Ordet',\n",
       " 'Studio Animal',\n",
       " 'W-Toon Studio',\n",
       " 'Nexus',\n",
       " 'Artland, TNK',\n",
       " 'Ascension',\n",
       " 'Picture Magic',\n",
       " 'Production I.G, M.S.C',\n",
       " 'Chaos Project',\n",
       " 'Gathering, Lesprit',\n",
       " 'JCF',\n",
       " 'TAKI Corporation',\n",
       " 'Studio Egg',\n",
       " 'Studio Pierrot, Pierrot Plus',\n",
       " 'Studio Junio',\n",
       " '2:10 Animation',\n",
       " 'Madhouse, TMS Entertainment',\n",
       " 'ChuChu',\n",
       " 'Studio Matrix',\n",
       " 'Vasoon Animation',\n",
       " 'Topcraft',\n",
       " 'Dongwoo A&amp;E',\n",
       " 'Trinet Entertainment, Picture Magic',\n",
       " 'Steve N&#039; Steven',\n",
       " 'Studio A-CAT',\n",
       " 'Ordet, LIDENFILMS',\n",
       " 'Toei Animation, Studio World',\n",
       " 'Yamamura Animation, Inc.',\n",
       " 'Brain&#039;s Base, Marvy Jack',\n",
       " 'Lilix',\n",
       " 'Tsuchida Productions',\n",
       " 'Gonzo, Asread',\n",
       " 'Mili Pictures',\n",
       " 'Bouncy',\n",
       " 'A-1 Pictures, Ordet',\n",
       " 'Madhouse, MAPPA',\n",
       " 'Anime Antenna Iinkai',\n",
       " 'Platinum Vision',\n",
       " 'Majin',\n",
       " 'A-1 Pictures, TROYCA',\n",
       " 'Image House',\n",
       " 'Life Work',\n",
       " 'W-Toon Studio, DMM.futureworks',\n",
       " 'Venet',\n",
       " 'CG Year',\n",
       " 'Oddjob',\n",
       " 'HS Pictures Studio',\n",
       " 'Agent 21',\n",
       " 'NUT',\n",
       " 'Creators Dot Com',\n",
       " 'Studio Chizu',\n",
       " 'OLM Digital, Signal. MD',\n",
       " 'Sugar Boy, Blue Cat',\n",
       " 'Remic',\n",
       " 'Kenji Studio',\n",
       " 'J.C.Staff, A.C.G.T.',\n",
       " 'Gainax, Production I.G',\n",
       " 'Barnum Studio, Project No.9',\n",
       " 'Production I.G, Production Reed',\n",
       " 'Tatsunoko Production, SynergySP',\n",
       " 'Studio Sign',\n",
       " 'A-Real',\n",
       " 'Pollyanna Graphics',\n",
       " 'Bones, Kinema Citrus',\n",
       " 'Echoes',\n",
       " 'Kyotoma',\n",
       " 'Square Enix',\n",
       " 'Tomovies',\n",
       " 'Madhouse, Toei Animation',\n",
       " 'Satelight, 8bit',\n",
       " 'Satelight, ixtl',\n",
       " 'Natural High',\n",
       " 'Hotline',\n",
       " 'Team YokkyuFuman',\n",
       " 'An DerCen',\n",
       " 'ACC Production',\n",
       " 'Sunrise, Studio Deen',\n",
       " 'Studio Blanc',\n",
       " 'TUBA',\n",
       " 'Jumondo',\n",
       " 'Shirogumi, Encourage Films',\n",
       " 'Oxybot',\n",
       " 'Tomason',\n",
       " 'Sanrio',\n",
       " 'Sotsu',\n",
       " 'Studio Fantasia, Animate Film',\n",
       " 'Eiken, Studio Live',\n",
       " 'Puzzle Animation Studio Limited',\n",
       " 'Joker Films',\n",
       " 'MMDGP',\n",
       " 'Karaku',\n",
       " 'Qualia Animation',\n",
       " 'Trinet Entertainment',\n",
       " 'Schoolzone',\n",
       " 'Tatsunoko Production, Ordet',\n",
       " 'domerica',\n",
       " 'Thundray',\n",
       " 'Toei Animation, Production Reed',\n",
       " 'Kyoto Animation, Animation Do',\n",
       " 'Calf Studio',\n",
       " 'D &amp; D Pictures',\n",
       " 'Hoods Entertainment, teamKG',\n",
       " 'Telecom Animation Film, Shirogumi',\n",
       " 'DR Movie',\n",
       " 'Kyoto Animation, Tatsunoko Production',\n",
       " 'Triple X',\n",
       " 'Actas, Studio 3Hz',\n",
       " 'Studio Ghibli, Studio Hibari',\n",
       " 'Sunrise, Bandai Namco Pictures',\n",
       " 'Arms, TNK',\n",
       " 'Himajin Planning',\n",
       " 'Pink Pineapple',\n",
       " 'Ordet, Millepensee',\n",
       " 'Tatsunoko Production, Studio World',\n",
       " 'Light Chaser Animation Studios',\n",
       " 'Actas, SynergySP',\n",
       " 'Digital Media Lab',\n",
       " 'Toei Video',\n",
       " 'Orange',\n",
       " 'Madhouse, Studio 4°C',\n",
       " 'drop',\n",
       " 'Gainax, feel.',\n",
       " 'Production I.G, Xebec, OLM',\n",
       " 'WAO World, MooGoo',\n",
       " 'KOO-KI',\n",
       " 'Circle Tribute',\n",
       " 'SELFISH',\n",
       " 'LandQ studios',\n",
       " 'Gainax, J.C.Staff',\n",
       " 'Imagin',\n",
       " 'Studio Binzo',\n",
       " 'Haoliners Animation League, Pb Animation Co. Ltd.',\n",
       " 'Sting Ray',\n",
       " 'Gainax, Asahi Production',\n",
       " 'Studio Rikka, Purple Cow Studio Japan',\n",
       " 'TMS Entertainment, Telecom Animation Film',\n",
       " 'Radix, Marine Entertainment',\n",
       " 'Moss Design Unit',\n",
       " 'Production I.G, Trans Arts',\n",
       " 'KAGAYA Studio',\n",
       " 'Haoliners Animation League, Studio LAN',\n",
       " 'Kokusai Eigasha',\n",
       " 'GARDEN LODGE',\n",
       " 'Kinema Citrus, EMT²',\n",
       " 'Tezuka Productions, MAPPA',\n",
       " 'Studio Comet, KeyEast, REALTHING',\n",
       " 'Anpro',\n",
       " 'Madhouse, Imagin',\n",
       " 'Tengu Kobo',\n",
       " 'Studio Zero',\n",
       " 'Satelight, C2C',\n",
       " 'Kinema Citrus, Orange',\n",
       " 'J.C.Staff, Artland',\n",
       " 'Visual 80',\n",
       " 'Studio Live',\n",
       " 'Plum',\n",
       " 'J.C.Staff, Egg Firm',\n",
       " 'Three-d',\n",
       " 'MAPPA, Studio VOLN',\n",
       " 'Kazami Gakuen Koushiki Douga-bu',\n",
       " 'Gonzo, Production I.G',\n",
       " 'Robot Communications',\n",
       " 'Studio! Cucuri',\n",
       " 'Madhouse, Telecom Animation Film',\n",
       " 'M2',\n",
       " 'PPM',\n",
       " 'Artland, Tatsunoko Production',\n",
       " 'A-1 Pictures, Bridge',\n",
       " 'Studio Flag',\n",
       " 'Studio VOLN',\n",
       " 'Madhouse, Production Reed',\n",
       " 'Neft Film',\n",
       " 'production doA',\n",
       " 'Wawayu Animation',\n",
       " 'Production I.G, Zexcs',\n",
       " 'Larx Entertainment',\n",
       " 'TMS Entertainment, Jinnis Animation Studios',\n",
       " 'Gonzo, AIC',\n",
       " 'AIC Frontier',\n",
       " 'Bridge, Husio Studio',\n",
       " 'Studio Pierrot, Shin-Ei Animation',\n",
       " 'Manglobe, Geno Studio',\n",
       " 'Ekura Animal',\n",
       " 'Production IMS, Orange',\n",
       " 'Gonzo, Palm Studio',\n",
       " 'SBS TV Production',\n",
       " 'Studio Pierrot, D.A.S.T.',\n",
       " 'CloverWorks',\n",
       " 'Gainax, Magic Bus',\n",
       " 'Media Bank',\n",
       " 'Madhouse, Tatsunoko Production',\n",
       " 'Studio Flad',\n",
       " 'Production I.G, OLM, Signal. MD',\n",
       " 'Bones, Production Reed',\n",
       " 'Studio Kikan',\n",
       " 'Karasfilms',\n",
       " 'Studio Unicorn, Hiro Media',\n",
       " 'OLM, Production Reed',\n",
       " 'AIC Spirits, BeSTACK',\n",
       " 'MAPPA, Lapin Track',\n",
       " 'Xebec, Genco, Triangle Staff',\n",
       " 'Studio Pierrot, AIC A.S.T.A.',\n",
       " 'TMS Entertainment, Tezuka Productions',\n",
       " 'Artland, Nippon Animation',\n",
       " 'ixtl, LIDENFILMS',\n",
       " 'Tomoyasu Murata Company',\n",
       " 'Chippai',\n",
       " 'Dynamo Pictures',\n",
       " 'Gainax, Toei Animation',\n",
       " 'Group TAC, View Works',\n",
       " 'NHK',\n",
       " 'Shinkuukan',\n",
       " 'Daichi Doga, Dongyang Animation',\n",
       " 'Odolttogi',\n",
       " 'Nice Boat Animation',\n",
       " 'EDGE',\n",
       " 'Public &amp; Basic, Ripple Film',\n",
       " 'TNK, Production Reed',\n",
       " 'Actas, TMS Entertainment',\n",
       " 'REVOROOT',\n",
       " 'DAX Production',\n",
       " 'Bibury Animation Studios',\n",
       " 'Arms, Studio Kikan',\n",
       " 'Actas, Bee Media',\n",
       " 'Studio Flag, Studio Bogey',\n",
       " 'Kitty Films',\n",
       " 'Production I.G, SANZIGEN',\n",
       " 'Tama Production',\n",
       " 'Lerche, 10Gauge',\n",
       " 'Chaos Project, GANSIS',\n",
       " 'Seven Arcs, Seven Arcs Pictures',\n",
       " 'A-1 Pictures, CloverWorks',\n",
       " 'Studio Bogey, Public &amp; Basic',\n",
       " 'Artland, Madhouse',\n",
       " 'AIC Spirits, Asread',\n",
       " 'Barnum Studio, Project No.9, Studio Blanc',\n",
       " 'Ajia-Do, Group TAC',\n",
       " 'Tatsunoko Production, 10Gauge',\n",
       " 'Heewon Entertainment',\n",
       " 'AIC, Studio Hakk',\n",
       " 'Studio Deen, Wit Studio',\n",
       " 'Ajia-Do, Studio Deen',\n",
       " 'Big Bang',\n",
       " 'Madhouse, DLE',\n",
       " 'Anime R, Aubec',\n",
       " 'Fuji TV',\n",
       " 'Madhouse, Tezuka Productions',\n",
       " 'Tsukimidou',\n",
       " 'Sparky Animation',\n",
       " 'Artland, Magic Bus',\n",
       " 'Sunrise, Nakamura Production',\n",
       " 'Plum, Magic Bus',\n",
       " 'Group TAC, Amuse',\n",
       " 'J.C.Staff, Animate Film',\n",
       " 'Production I.G, Animate Film',\n",
       " 'Darts',\n",
       " 'Production I.G, DLE',\n",
       " 'Production I.G, NUT, REVOROOT',\n",
       " 'Production I.G, Polygon Pictures',\n",
       " 'Studio Meditation With a Pencil',\n",
       " 'Panda Factory, Studio PuYUKAI',\n",
       " 'Bee Train, Production I.G, Madhouse, Studio 4°C',\n",
       " 'Picograph',\n",
       " 'Tatsunoko Production, SynergySP, Seven',\n",
       " 'Romanov Films',\n",
       " 'T.P.O',\n",
       " 'Shueisha',\n",
       " 'AXsiZ',\n",
       " 'Madhouse, Studio Deen',\n",
       " 'D.A.S.T.',\n",
       " 'Khara, Trigger',\n",
       " 'Tsuburaya Productions, Trigger',\n",
       " 'TriF Studio',\n",
       " 'Studio LAN',\n",
       " 'G-angle',\n",
       " 'Satelight, Production Reed',\n",
       " 'Shaft, TNK',\n",
       " 'AIC Spirits, Digital Frontier',\n",
       " 'Studio Deen, Daume',\n",
       " 'Studio Deen, Studio Hibari, Production Reed',\n",
       " 'Production I.G, OLM',\n",
       " 'Eiken, TYO Animations',\n",
       " 'Zexcs, Studio A-CAT',\n",
       " 'Asahi Production, Rising Force',\n",
       " 'Aubec',\n",
       " 'Studio Pierrot, Ajia-Do',\n",
       " 'Front Line, Studio G-1Neo',\n",
       " 'Studio Korumi',\n",
       " 'Studio Gallop, TMS Entertainment',\n",
       " 'Animate Film, Studio Kikan',\n",
       " 'Yokohama Animation Lab',\n",
       " 'Felix Film',\n",
       " 'Sunrise, Studio Hibari',\n",
       " 'AIC, APPP',\n",
       " 'Toei Animation, TMS Entertainment',\n",
       " 'Studio Anima',\n",
       " 'View Works',\n",
       " 'Kamikaze Douga, Nishiki Studio',\n",
       " 'J.C.Staff, Nomad',\n",
       " 'TMS Entertainment, Studio Comet',\n",
       " 'Mook Animation',\n",
       " 'OLM, Wit Studio',\n",
       " 'Toei Animation, Studio Nue',\n",
       " 'J.C.Staff, Tatsunoko Production',\n",
       " 'Bee Media, Code',\n",
       " 'Artland, Hoods Entertainment',\n",
       " 'Nippon Animation, Production Reed',\n",
       " 'AIC, Animate Film',\n",
       " 'Gainax, Studio 4°C',\n",
       " 'A-1 Pictures, Trigger, CloverWorks',\n",
       " 'Tatsunoko Production, Production Reed, Asahi Production',\n",
       " 'Panmedia, Meruhensha',\n",
       " 'Actas, Brain&#039;s Base',\n",
       " 'Dwango, LIDENFILMS',\n",
       " 'J.C.Staff, Production I.G',\n",
       " 'OLM, OLM Digital, Sprite Animation Studios',\n",
       " 'Bee Media, 81 Produce',\n",
       " 'AIC, Darts',\n",
       " 'Bee Train, Xebec',\n",
       " 'Sakura Create',\n",
       " 'TMS Entertainment, 3xCube',\n",
       " 'Ishimori Entertainment',\n",
       " 'Studio Core',\n",
       " 'Robot Communications, Imagica Image Works',\n",
       " 'Xebec, AIC',\n",
       " 'Kaeruotoko Shokai',\n",
       " 'Idea Factory',\n",
       " 'J.C.Staff, Production Reed',\n",
       " 'KIZAWA Studio',\n",
       " 'Doga Kobo, Orange',\n",
       " 'BOOTLEG',\n",
       " 'Office DCI',\n",
       " 'Ripple Film',\n",
       " 'Studio UGOKI',\n",
       " 'Madhouse, Studio Fantasia',\n",
       " 'Nippon Animation, Studio WHO',\n",
       " 'PRA',\n",
       " 'Tamura Shigeru Studio',\n",
       " 'Animaruya',\n",
       " 'Bones, Sanrio',\n",
       " 'Trinet Entertainment, Studio Hibari',\n",
       " 'AIC Spirits, Group TAC',\n",
       " 'Mirai Film',\n",
       " 'Studio Ponoc',\n",
       " 'Namu Animation',\n",
       " 'Shirogumi, Shin-Ei Animation',\n",
       " 'Coastline Animation Studio',\n",
       " 'Cygames',\n",
       " 'Madhouse, Group TAC',\n",
       " 'Oz',\n",
       " 'Emon, Blade',\n",
       " 'Milky Animation Label',\n",
       " 'Xebec, Asread',\n",
       " 'Studio Ghibli, Ajia-Do',\n",
       " 'J.C.Staff, Studio Ghibli',\n",
       " 'Kyoto Animation, Sunrise',\n",
       " 'EKACHI EPILKA',\n",
       " 'Imagineer',\n",
       " 'Genco, Radix',\n",
       " 'TMS Entertainment, DLE',\n",
       " 'Studio Take Off',\n",
       " 'Studio Pierrot, Arms',\n",
       " 'G-Lam, Studio CA',\n",
       " 'Sunrise, Production Reed',\n",
       " 'Ajia-Do, TMS Entertainment',\n",
       " 'TNK, Zero-G',\n",
       " 'J.C.Staff, Kitty Films',\n",
       " 'Sunrise, Kino Production',\n",
       " 'Diomedea, Studio Blanc',\n",
       " 'Triangle Staff, Studio Wombat',\n",
       " 'Bones, Telecom Animation Film',\n",
       " 'Satelight, Encourage Films',\n",
       " 'Kyoto Animation, Production I.G, Shin-Ei Animation',\n",
       " 'Studio World',\n",
       " 'Studio Kyuuma, Studio Kikan, Azeta Pictures',\n",
       " 'Tatsunoko Production, CoMix Wave Films, FOREST Hunting One',\n",
       " 'Think Corporation',\n",
       " 'ufotable, feel., Studio Flag',\n",
       " 'Future Planet, Beijing Huihuang Animation Company',\n",
       " 'Artland, AIC, Artmic',\n",
       " 'Madhouse, Tokyo Movie Shinsha',\n",
       " 'Studio Pierrot, Kyoto Animation',\n",
       " 'Studio Comet, Zexcs',\n",
       " 'Japan Taps',\n",
       " 'Ginga Ya',\n",
       " 'Brain&#039;s Base, Studio A-CAT',\n",
       " 'Office AO',\n",
       " 'Shirogumi, EMT²',\n",
       " 'Tokyo Kids, Minami Machi Bugyousho',\n",
       " 'Gathering, Asahi Production',\n",
       " 'AIC, Remic',\n",
       " 'Studio 4°C, Sunrise',\n",
       " 'Ordet, SANZIGEN',\n",
       " 'Green Bunny',\n",
       " 'Ordet, Encourage Films',\n",
       " 'GRIZZLY',\n",
       " 'Twilight Studio',\n",
       " 'Enoki Films, Dai Nippon Printing',\n",
       " 'Steve N&#039; Steven, Rockwell Eyes',\n",
       " 'Studio Ghibli, Polygon Pictures',\n",
       " 'Khara, CyberConnect2',\n",
       " 'Panda Factory',\n",
       " 'Plus Heads',\n",
       " 'Studio Fantasia, Amber Film Works',\n",
       " 'Animate Film, Visual 80',\n",
       " 'Marvy Jack',\n",
       " 'Anpro, teamKG',\n",
       " 'Asahi Production, Shochiku Animation Institute',\n",
       " 'Madhouse, Studio Deen, Magic Bus',\n",
       " 'Studio Pierrot, Studio Gallop',\n",
       " 'Minami Machi Bugyousho',\n",
       " 'Xebec, Kanaban Graphics',\n",
       " 'Creators in Pack, Namu Animation',\n",
       " 'Studio Pierrot, David Production',\n",
       " 'Toei Animation, Tatsunoko Production',\n",
       " 'OLM, P.A. Works',\n",
       " 'Studio Moriken',\n",
       " 'Studio OX',\n",
       " 'Xebec, Production Reed',\n",
       " 'Chiptune',\n",
       " 'Shin-Ei Animation, DLE',\n",
       " 'Sunrise, Telecom Animation Film',\n",
       " 'Studio Deen, Studio Hibari',\n",
       " 'Tatsunoko Production, Eiken',\n",
       " 'C2C, Lay-duce',\n",
       " 'Project No.9, Tri-Slash',\n",
       " 'Group TAC, G&amp;G Entertainment',\n",
       " 'helo.inc',\n",
       " 'LMD',\n",
       " 'Toei Animation, Daewon Media',\n",
       " 'J.C.Staff, Toei Animation',\n",
       " 'Milky Cartoon, LMD',\n",
       " 'Hal Film Maker, TYO Animations',\n",
       " 'Studio Pierrot, Studio Hibari',\n",
       " 'Madhouse, Nexus',\n",
       " 'Asura Film',\n",
       " 'Picona',\n",
       " 'TMS Entertainment, TOCSIS',\n",
       " 'Front Line',\n",
       " 'Bee Media',\n",
       " 'J.C.Staff, SANZIGEN',\n",
       " 'Madhouse, TNK',\n",
       " 'Will Palette',\n",
       " 'Group TAC, Japan Vistec',\n",
       " 'HeART-BIT',\n",
       " 'TNK, Kinema Citrus',\n",
       " 'CoMix Wave Films, Haoliners Animation League',\n",
       " 'Tonko House',\n",
       " 'Bee Train, Cookie Jar Entertainment',\n",
       " 'SOEISHINSHA',\n",
       " 'Xebec, Group TAC',\n",
       " 'Ordet, Studio Moriken',\n",
       " 'Rabbit Machine',\n",
       " 'NHK Enterprises',\n",
       " 'Studio 4°C, Shirogumi',\n",
       " 'Beijing Rocen Digital',\n",
       " 'Primastea',\n",
       " 'J.C.Staff, Life Work',\n",
       " 'Mook DLE',\n",
       " 'Tele-Cartoon Japan',\n",
       " 'Indeprox',\n",
       " 'Studio Pierrot, Studio Deen',\n",
       " 'Production I.G, Studio Deen',\n",
       " 'Kinema Citrus, White Fox',\n",
       " 'OLM, AIC A.S.T.A.',\n",
       " 'Nippon Animation, Studio Gallop',\n",
       " 'Silver Link., Nexus',\n",
       " 'A-Line',\n",
       " 'Picture Magic, Rikuentai',\n",
       " 'Production I.G, Studio 4°C, Shaft',\n",
       " 'Triangle Staff, Animate Film',\n",
       " 'G&amp;G Entertainment',\n",
       " 'AIC Takarazuka',\n",
       " 'Orange, Seven Arcs Pictures',\n",
       " 'Buemon',\n",
       " 'Kazuki Production',\n",
       " 'Gonzo, DandeLion Animation Studio LLC',\n",
       " 'Blade',\n",
       " 'Toei Animation, Bridge',\n",
       " 'CUCURI, Digital Network Animation',\n",
       " 'Studio Unicorn',\n",
       " 'MooGoo',\n",
       " 'Takara Tomy A.R.T.S',\n",
       " 'OLM, Shin-Ei Animation',\n",
       " 'Arcs Create',\n",
       " 'Usagi Ou, Studio Nanahoshi',\n",
       " 'Actas, Production Reed',\n",
       " 'Azeta Pictures',\n",
       " 'Sunrise, Ascension',\n",
       " 'Studio Khronos',\n",
       " 'Iyasakadou Film',\n",
       " 'Studio Z5, Studio March',\n",
       " 'Studio G-1Neo',\n",
       " 'TOHO animation',\n",
       " 'Artmic, Animate Film',\n",
       " 'Madhouse, feel.',\n",
       " 'Echo',\n",
       " 'Radix, Chaos Project',\n",
       " 'Bones, Sunrise',\n",
       " 'Gainax, Studio Deen',\n",
       " 'Orange, Studio 3Hz',\n",
       " 'Gainax, Fukushima Gainax',\n",
       " 'Madhouse, Studio Gokumi',\n",
       " 'iDRAGONS Creative Studio',\n",
       " 'Group TAC, Ginga Ya',\n",
       " 'October Media',\n",
       " 'Boyan Pictures',\n",
       " 'Nippon Animation, Xebec',\n",
       " 'Piso Studio',\n",
       " 'B&amp;T',\n",
       " 'Bones, Production I.G, Studio 4°C, Toei Animation',\n",
       " 'Gonzo, Satelight',\n",
       " 'Ordet, W-Toon Studio',\n",
       " 'Fifth Avenue',\n",
       " 'Sunwoo Entertainment',\n",
       " 'Studio Hibari, Production Reed',\n",
       " 'Cyclone Graphics inc',\n",
       " 'Automatic Flowers Studio',\n",
       " 'AIC, Artmic, Darts',\n",
       " 'TYO Animations, LIDENFILMS',\n",
       " 'Gainax, Madhouse',\n",
       " 'Hoods Entertainment, Production IMS',\n",
       " 'pH Studio, D &amp; D Pictures',\n",
       " 'CoMix Wave Films, FOREST Hunting One',\n",
       " 'Nippon Animation, SynergySP, Shirogumi',\n",
       " 'Barnum Studio, Silver Link., Connect',\n",
       " 'Gonzo, DLE',\n",
       " 'Brain&#039;s Base, Platinum Vision',\n",
       " 'Japan Vistec',\n",
       " 'Studio Gallop, Studio Comet',\n",
       " 'Ripromo',\n",
       " 'Yamato Works',\n",
       " 'Studio Zealot',\n",
       " 'Strawberry Meets Pictures',\n",
       " 'Kyotoma, Office Nobu',\n",
       " 'Creators in Pack, Studio Lings',\n",
       " 'Gonzo, Picture Magic',\n",
       " 'Asahi Production, Success Co.',\n",
       " 'Nippon Animation, Shaft',\n",
       " 'Genco, Triangle Staff',\n",
       " 'Gonzo, Gainax, Production I.G, Madhouse, Studio 4°C, Satelight, CoMix Wave Films',\n",
       " 'Mary Jane',\n",
       " 'AIC, BeSTACK',\n",
       " 'Project No.9, A-Real',\n",
       " 'Studio Ppuri',\n",
       " 'Studio Dadashow',\n",
       " 'TMS Entertainment, Shin-Ei Animation',\n",
       " 'Gonzo, ufotable',\n",
       " 'Studio Fantasia, Rabbit Gate',\n",
       " 'Sunrise, Dongwoo A&amp;E',\n",
       " 'Piko Studio',\n",
       " 'Studio Wombat',\n",
       " 'Kaname Productions',\n",
       " 'Rockwell Eyes',\n",
       " 'OLM, OLM Digital',\n",
       " 'Madhouse, Satelight, Graphinica',\n",
       " 'TMS Entertainment, Tokyo Kids, Minami Machi Bugyousho',\n",
       " 'Sunrise, Bandai Visual',\n",
       " 'Studio Bogey',\n",
       " 'GEN Productions',\n",
       " 'Studio Junio, Annapuru',\n",
       " 'Tokyo Media Connections',\n",
       " 'Gainax, Tatsunoko Production',\n",
       " 'Fanworks, Imagineer',\n",
       " '33 Collective']"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# group studio less than 40\n",
    "minor = studio_counts[studio_counts < 40].index.to_list()\n",
    "minor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "222dcfbf-45f6-40c0-89c6-84a012fc6955",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "studio\n",
       "unknown                 5934\n",
       "SmallStudio             3028\n",
       "Toei Animation           725\n",
       "Sunrise                  447\n",
       "J.C.Staff                314\n",
       "Madhouse                 311\n",
       "Production I.G           251\n",
       "TMS Entertainment        248\n",
       "Studio Deen              241\n",
       "Studio Pierrot           240\n",
       "Nippon Animation         202\n",
       "OLM                      181\n",
       "A-1 Pictures             174\n",
       "Shin-Ei Animation        151\n",
       "DLE                      139\n",
       "Tatsunoko Production     131\n",
       "Shaft                    111\n",
       "Gonzo                    109\n",
       "Xebec                    109\n",
       "Bones                    109\n",
       "Kyoto Animation          103\n",
       "AIC                       98\n",
       "Brain&#039;s Base         80\n",
       "Silver Link.              74\n",
       "Satelight                 71\n",
       "Arms                      69\n",
       "Production Reed           64\n",
       "Doga Kobo                 63\n",
       "Studio 4°C                59\n",
       "Gainax                    59\n",
       "ufotable                  58\n",
       "Zexcs                     57\n",
       "Seven                     54\n",
       "feel.                     53\n",
       "Kachidoki Studio          50\n",
       "Studio Ghibli             48\n",
       "Studio Gallop             47\n",
       "Diomedea                  46\n",
       "Studio Hibari             45\n",
       "Lerche                    42\n",
       "PoRO                      42\n",
       "P.A. Works                41\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## combine those minor studio to one \"SmallStudio\"\n",
    "animelist[\"studio\"] = animelist[\"studio\"].apply(lambda x : \"SmallStudio\" if x in minor else x)\n",
    "animelist.studio.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8252d813-1697-4fea-8bcc-27fe59b72505",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "### **Remove Columns** - Drop the data that is not important\n",
    "---\n",
    "|  |             **Unnecessory data**          |      |\n",
    "|:---------------:|:---------------:|:---------------:|\n",
    "| anime_id        | background      | opening_theme   |\n",
    "| title_english   | premiered       | ending_theme    |\n",
    "| title_japanese  | boardcast       | air_string      |\n",
    "| title_synonyms  | producer        |                 |\n",
    "| image_url       | lincensor       |                 |"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "6659bc9c-131b-4170-9c77-7255e999f5dc",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 14478 entries, 0 to 14477\n",
      "Data columns (total 31 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   anime_id        14478 non-null  int64  \n",
      " 1   title           14478 non-null  object \n",
      " 2   title_english   5724 non-null   object \n",
      " 3   title_japanese  14443 non-null  object \n",
      " 4   title_synonyms  8937 non-null   object \n",
      " 5   image_url       14382 non-null  object \n",
      " 6   type            14478 non-null  object \n",
      " 7   source          14478 non-null  object \n",
      " 8   episodes        14478 non-null  int64  \n",
      " 9   status          14478 non-null  object \n",
      " 10  airing          14478 non-null  bool   \n",
      " 11  aired_string    14478 non-null  object \n",
      " 12  aired           14478 non-null  object \n",
      " 13  duration        14478 non-null  object \n",
      " 14  rating          13934 non-null  object \n",
      " 15  score           14478 non-null  float64\n",
      " 16  scored_by       14478 non-null  int64  \n",
      " 17  rank            12904 non-null  float64\n",
      " 18  popularity      14478 non-null  int64  \n",
      " 19  members         14478 non-null  int64  \n",
      " 20  favorites       14478 non-null  int64  \n",
      " 21  background      1057 non-null   object \n",
      " 22  premiered       4096 non-null   object \n",
      " 23  broadcast       4271 non-null   object \n",
      " 24  related         14478 non-null  object \n",
      " 25  producer        8288 non-null   object \n",
      " 26  licensor        3373 non-null   object \n",
      " 27  studio          14478 non-null  object \n",
      " 28  genre           14414 non-null  object \n",
      " 29  opening_theme   14478 non-null  object \n",
      " 30  ending_theme    14478 non-null  object \n",
      "dtypes: bool(1), float64(2), int64(6), object(22)\n",
      "memory usage: 3.3+ MB\n"
     ]
    }
   ],
   "source": [
    "## drop useless dat\n",
    "animelist.info()\n",
    "animelist.drop(columns=['anime_id','title_english',  'title_japanese','title_synonyms', 'image_url', 'background',\n",
    "       'premiered', 'broadcast','producer','licensor','opening_theme', 'ending_theme','aired_string' ], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b3efa3eb-0aec-4e3b-8aec-75245e675554",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(14478, 18)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## after dropping the columns \n",
    "animelist.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "cb3f140d-af48-4231-b90c-2d6d1c943c9a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['title', 'type', 'source', 'episodes', 'status', 'airing', 'aired',\n",
       "       'duration', 'rating', 'score', 'scored_by', 'rank', 'popularity',\n",
       "       'members', 'favorites', 'related', 'studio', 'genre'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "animelist.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "36beb302-6510-455c-b8cf-f2d06306dbf6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 14478 entries, 0 to 14477\n",
      "Data columns (total 18 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   title       14478 non-null  object \n",
      " 1   type        14478 non-null  object \n",
      " 2   source      14478 non-null  object \n",
      " 3   episodes    14478 non-null  int64  \n",
      " 4   status      14478 non-null  object \n",
      " 5   airing      14478 non-null  bool   \n",
      " 6   aired       14478 non-null  object \n",
      " 7   duration    14478 non-null  object \n",
      " 8   rating      13934 non-null  object \n",
      " 9   score       14478 non-null  float64\n",
      " 10  scored_by   14478 non-null  int64  \n",
      " 11  rank        12904 non-null  float64\n",
      " 12  popularity  14478 non-null  int64  \n",
      " 13  members     14478 non-null  int64  \n",
      " 14  favorites   14478 non-null  int64  \n",
      " 15  related     14478 non-null  object \n",
      " 16  studio      14478 non-null  object \n",
      " 17  genre       14414 non-null  object \n",
      "dtypes: bool(1), float64(2), int64(5), object(10)\n",
      "memory usage: 1.9+ MB\n"
     ]
    }
   ],
   "source": [
    "animelist.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba2b03fa-c8cb-4b9b-a7d9-a74be4e186c7",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "### **Convert** - Aired date (from and to) cleaning\n",
    "--- \n",
    "aired contain { from: yyyy-mm-dd, to: yyyy-mm-dd}\n",
    "\n",
    "split into:\n",
    "aired_from -> yyyy-mm-dd\n",
    "aired_to   -> yyyy-mm-dd\n",
    "\n",
    "calculate the number of days for the episode\n",
    "calculate the how frequent it aired"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "8e8540f6-e1bb-4ea3-9eec-3e9226ec6285",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       aired_from    aired_to\n",
      "0      2012-01-13  2012-03-30\n",
      "1      2007-04-02  2007-10-01\n",
      "2      2008-10-04  2009-09-25\n",
      "3      2002-08-16  2003-05-23\n",
      "4      2012-10-06  2013-03-30\n",
      "...           ...         ...\n",
      "14473  1987-11-05  1988-11-04\n",
      "14474  1986-03-21  1986-03-21\n",
      "14475         NaN         NaN\n",
      "14476         NaN         NaN\n",
      "14477  2010-04-07  2010-04-07\n",
      "\n",
      "[14478 rows x 2 columns]\n"
     ]
    }
   ],
   "source": [
    "# Splitting the 'aired' column into 'from' and 'to' columns\n",
    "animelist[['aired_from', 'aired_to']] = animelist['aired'].str.extract(r\"'from': '(.*?)', 'to': '(.*?)'\")\n",
    "\n",
    "\n",
    "# Displaying the DataFrame with the new columns\n",
    "print(animelist[['aired_from', 'aired_to']])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca7e6afd-b266-4067-b29a-83cb04af9c74",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "#### Convert 'aired_from' and 'aired_to' to DateTime format\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "434609c4-f513-43ab-b120-eaef38d33337",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "## convert to datetime format.\n",
    "animelist['aired_from'] = pd.to_datetime(animelist['aired_from'])\n",
    "animelist['aired_to'] = pd.to_datetime(animelist['aired_to'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae52e1a3-5ed9-442b-a360-a0cf27007ef0",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "#### Using 'aired_from' data to create year and start_season columns\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d853cc60-aadd-4c6b-8f3a-792f78719c51",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    2012.0\n",
       "1    2007.0\n",
       "2    2008.0\n",
       "3    2002.0\n",
       "4    2012.0\n",
       "Name: year, dtype: float64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## abstract the year out from aired-_from\n",
    "animelist['year'] = animelist['aired_from'].dt.year\n",
    "animelist['year'].head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "d9170051-29a4-4fe5-a61e-13dd3d374051",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    Winter\n",
       "1    Spring\n",
       "2      Fall\n",
       "3    Summer\n",
       "4      Fall\n",
       "Name: start_season, dtype: object"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Define a function to map months to seasons\n",
    "def get_season(month):\n",
    "    if 3 <= month <= 5:\n",
    "        return 'Spring'\n",
    "    elif 6 <= month <= 8:\n",
    "        return 'Summer'\n",
    "    elif 9 <= month <= 11:\n",
    "        return 'Fall'\n",
    "    elif (month == 12 or 0 < month <= 2):\n",
    "        return 'Winter'\n",
    "    else:\n",
    "        return '0'\n",
    "\n",
    "# Create a new column for seasons\n",
    "animelist['start_season'] = animelist['aired_from'].dt.month.apply(get_season)\n",
    "\n",
    "animelist['start_season'].head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "889ad54e-ded1-4841-9949-09b118872b0f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 14478 entries, 0 to 14477\n",
      "Data columns (total 22 columns):\n",
      " #   Column        Non-Null Count  Dtype         \n",
      "---  ------        --------------  -----         \n",
      " 0   title         14478 non-null  object        \n",
      " 1   type          14478 non-null  object        \n",
      " 2   source        14478 non-null  object        \n",
      " 3   episodes      14478 non-null  int64         \n",
      " 4   status        14478 non-null  object        \n",
      " 5   airing        14478 non-null  bool          \n",
      " 6   aired         14478 non-null  object        \n",
      " 7   duration      14478 non-null  object        \n",
      " 8   rating        13934 non-null  object        \n",
      " 9   score         14478 non-null  float64       \n",
      " 10  scored_by     14478 non-null  int64         \n",
      " 11  rank          12904 non-null  float64       \n",
      " 12  popularity    14478 non-null  int64         \n",
      " 13  members       14478 non-null  int64         \n",
      " 14  favorites     14478 non-null  int64         \n",
      " 15  related       14478 non-null  object        \n",
      " 16  studio        14478 non-null  object        \n",
      " 17  genre         14414 non-null  object        \n",
      " 18  aired_from    12287 non-null  datetime64[ns]\n",
      " 19  aired_to      12287 non-null  datetime64[ns]\n",
      " 20  year          12287 non-null  float64       \n",
      " 21  start_season  14478 non-null  object        \n",
      "dtypes: bool(1), datetime64[ns](2), float64(3), int64(5), object(11)\n",
      "memory usage: 2.3+ MB\n"
     ]
    }
   ],
   "source": [
    "animelist.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a70f971d-148a-4c97-b6b8-3417c8559d02",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "#### Create a air_date columns\n",
    "---\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "42de9063-50b3-41d3-b734-9d38ae32025e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     78.0\n",
       "1    183.0\n",
       "2    357.0\n",
       "3    281.0\n",
       "4    176.0\n",
       "Name: days_aired, dtype: float64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## calculate the air difference\n",
    "animelist ['days_aired'] = (animelist['aired_to'] - animelist['aired_from'] ).dt.days+1\n",
    "animelist['days_aired'].head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aadd642d-b11d-4750-b111-7616d5beb7b3",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "#### Convert the durations to minutes\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "3bbe2e82-3564-4411-af50-648e46209a05",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0        24.0\n",
      "1        24.0\n",
      "2        24.0\n",
      "3        16.0\n",
      "4        24.0\n",
      "         ... \n",
      "14473     8.0\n",
      "14474    25.0\n",
      "14475     NaN\n",
      "14476    40.0\n",
      "14477     3.0\n",
      "Name: duration_minutes, Length: 14478, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "import re\n",
    "\n",
    "def convert_to_minutes(duration):\n",
    "    # Regular expression to extract numerical value and unit of time\n",
    "    pattern = r'(\\d+)\\s*(min|hr|min\\.|sec)'\n",
    "    match = re.match(pattern, duration)\n",
    "    \n",
    "    if match:\n",
    "        value = int(match.group(1))  # Extract numerical value\n",
    "        unit = match.group(2)        # Extract unit of time\n",
    "        \n",
    "        if unit == 'min':\n",
    "            return value\n",
    "        elif unit == 'hr' or unit == 'min.':\n",
    "            return value * 60\n",
    "        elif unit == 'sec':\n",
    "            return value / 60\n",
    "    else:\n",
    "        return None  # Return None for entries with unknown format\n",
    "\n",
    "# Apply the extraction function to the duration column\n",
    "animelist['duration_minutes'] = animelist['duration'].apply(convert_to_minutes)\n",
    "print(animelist['duration_minutes'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "0ff95540-9585-417d-bfc2-b6fe8de3dac5",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "## drop durartion\n",
    "animelist.drop(columns=['duration'], inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56204f44-93aa-441a-9032-8c09a8f014f6",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "### **One Hot Encoder**(Genres) - Split the Genres to columns\n",
    "---\n",
    "\n",
    "One anime can have multiple genres \n",
    "- create binary dummy variables for each genres and indicating the '0' and '1' of each genre in the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ded21918-e004-4518-b1a6-5a1f6e0a678e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Genre_Action</th>\n",
       "      <th>Genre_Adventure</th>\n",
       "      <th>Genre_Cars</th>\n",
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       "      <th>Genre_Dementia</th>\n",
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       "      <th>...</th>\n",
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       "      <th>Genre_Sports</th>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
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       "    <tr>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 44 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Genre_Action  Genre_Adventure  Genre_Cars  Genre_Comedy  Genre_Dementia  \\\n",
       "0             0                0           0             1               0   \n",
       "1             0                0           0             1               0   \n",
       "2             0                0           0             1               0   \n",
       "3             0                0           0             1               0   \n",
       "4             0                0           0             1               0   \n",
       "5             0                0           0             0               0   \n",
       "6             0                0           0             1               0   \n",
       "7             1                0           0             0               0   \n",
       "8             0                0           0             1               0   \n",
       "9             0                0           0             1               0   \n",
       "\n",
       "   Genre_Demons  Genre_Drama  Genre_Ecchi  Genre_Fantasy  Genre_Game  ...  \\\n",
       "0             0            0            0              0           0  ...   \n",
       "1             0            0            0              0           0  ...   \n",
       "2             0            0            0              0           0  ...   \n",
       "3             0            1            0              1           0  ...   \n",
       "4             0            1            0              0           0  ...   \n",
       "5             0            0            0              0           0  ...   \n",
       "6             0            0            0              0           0  ...   \n",
       "7             0            1            0              1           0  ...   \n",
       "8             0            0            0              0           0  ...   \n",
       "9             0            0            0              0           0  ...   \n",
       "\n",
       "   Genre_Shounen Ai  Genre_Slice of Life  Genre_Space  Genre_Sports  \\\n",
       "0                 0                    0            0             0   \n",
       "1                 0                    0            0             0   \n",
       "2                 0                    0            0             0   \n",
       "3                 0                    0            0             0   \n",
       "4                 0                    0            0             0   \n",
       "5                 0                    0            0             0   \n",
       "6                 0                    0            0             0   \n",
       "7                 0                    0            0             0   \n",
       "8                 0                    1            0             0   \n",
       "9                 0                    0            0             0   \n",
       "\n",
       "   Genre_Super Power  Genre_Supernatural  Genre_Thriller  Genre_Vampire  \\\n",
       "0                  0                   1               0              0   \n",
       "1                  0                   0               0              0   \n",
       "2                  0                   0               0              0   \n",
       "3                  0                   0               0              0   \n",
       "4                  0                   0               0              0   \n",
       "5                  0                   0               0              0   \n",
       "6                  0                   0               0              0   \n",
       "7                  0                   1               0              0   \n",
       "8                  0                   0               0              0   \n",
       "9                  0                   0               0              0   \n",
       "\n",
       "   Genre_Yaoi  Genre_Yuri  \n",
       "0           0           0  \n",
       "1           0           0  \n",
       "2           0           0  \n",
       "3           0           0  \n",
       "4           0           0  \n",
       "5           0           0  \n",
       "6           0           0  \n",
       "7           0           0  \n",
       "8           0           0  \n",
       "9           0           0  \n",
       "\n",
       "[10 rows x 44 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## fill the missing value 'Nan' with 'NA'\n",
    "animelist.genre = animelist.genre.fillna(\"NA\")\n",
    "\n",
    "# split the genres by the parameter\n",
    "genre_animelist = animelist['genre'].str.get_dummies(sep =', ').add_prefix(\"Genre_\")\n",
    "genre_animelist.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "34c40bc6-8d63-4e4f-b331-102ba997f07e",
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     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 14478 entries, 0 to 14477\n",
      "Data columns (total 44 columns):\n",
      " #   Column               Non-Null Count  Dtype\n",
      "---  ------               --------------  -----\n",
      " 0   Genre_Action         14478 non-null  int64\n",
      " 1   Genre_Adventure      14478 non-null  int64\n",
      " 2   Genre_Cars           14478 non-null  int64\n",
      " 3   Genre_Comedy         14478 non-null  int64\n",
      " 4   Genre_Dementia       14478 non-null  int64\n",
      " 5   Genre_Demons         14478 non-null  int64\n",
      " 6   Genre_Drama          14478 non-null  int64\n",
      " 7   Genre_Ecchi          14478 non-null  int64\n",
      " 8   Genre_Fantasy        14478 non-null  int64\n",
      " 9   Genre_Game           14478 non-null  int64\n",
      " 10  Genre_Harem          14478 non-null  int64\n",
      " 11  Genre_Hentai         14478 non-null  int64\n",
      " 12  Genre_Historical     14478 non-null  int64\n",
      " 13  Genre_Horror         14478 non-null  int64\n",
      " 14  Genre_Josei          14478 non-null  int64\n",
      " 15  Genre_Kids           14478 non-null  int64\n",
      " 16  Genre_Magic          14478 non-null  int64\n",
      " 17  Genre_Martial Arts   14478 non-null  int64\n",
      " 18  Genre_Mecha          14478 non-null  int64\n",
      " 19  Genre_Military       14478 non-null  int64\n",
      " 20  Genre_Music          14478 non-null  int64\n",
      " 21  Genre_Mystery        14478 non-null  int64\n",
      " 22  Genre_NA             14478 non-null  int64\n",
      " 23  Genre_Parody         14478 non-null  int64\n",
      " 24  Genre_Police         14478 non-null  int64\n",
      " 25  Genre_Psychological  14478 non-null  int64\n",
      " 26  Genre_Romance        14478 non-null  int64\n",
      " 27  Genre_Samurai        14478 non-null  int64\n",
      " 28  Genre_School         14478 non-null  int64\n",
      " 29  Genre_Sci-Fi         14478 non-null  int64\n",
      " 30  Genre_Seinen         14478 non-null  int64\n",
      " 31  Genre_Shoujo         14478 non-null  int64\n",
      " 32  Genre_Shoujo Ai      14478 non-null  int64\n",
      " 33  Genre_Shounen        14478 non-null  int64\n",
      " 34  Genre_Shounen Ai     14478 non-null  int64\n",
      " 35  Genre_Slice of Life  14478 non-null  int64\n",
      " 36  Genre_Space          14478 non-null  int64\n",
      " 37  Genre_Sports         14478 non-null  int64\n",
      " 38  Genre_Super Power    14478 non-null  int64\n",
      " 39  Genre_Supernatural   14478 non-null  int64\n",
      " 40  Genre_Thriller       14478 non-null  int64\n",
      " 41  Genre_Vampire        14478 non-null  int64\n",
      " 42  Genre_Yaoi           14478 non-null  int64\n",
      " 43  Genre_Yuri           14478 non-null  int64\n",
      "dtypes: int64(44)\n",
      "memory usage: 4.9 MB\n"
     ]
    }
   ],
   "source": [
    "genre_animelist.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "0087eef3-cc59-46a2-86af-39ae8a00ef1b",
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       "                 title type    source  episodes           status  airing  \\\n",
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       "\n",
       "                                        aired                     rating  \\\n",
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       "4   8.67     107767  ...                 0                    0            0   \n",
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     },
     "execution_count": 28,
     "metadata": {},
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   ],
   "source": [
    "## combining the animelist data and genre data into animelist_df\n",
    "animelist_df = pd.concat([animelist, genre_animelist], axis=1)\n",
    "animelist_df.head()"
   ]
  },
  {
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   "execution_count": 29,
   "id": "931de186-0984-4b46-af39-4b5659f3e44b",
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       "      <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>14473</th>\n",
       "      <td>Gutchonpa Omoshiro Hanashi</td>\n",
       "      <td>TV</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>5</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>{'from': '1987-11-05', 'to': '1988-11-04'}</td>\n",
       "      <td>G - All Ages</td>\n",
       "      <td>5.50</td>\n",
       "      <td>6</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>14474</th>\n",
       "      <td>Geba Geba Shou Time!</td>\n",
       "      <td>OVA</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>{'from': '1986-03-21', 'to': '1986-03-21'}</td>\n",
       "      <td>G - All Ages</td>\n",
       "      <td>4.60</td>\n",
       "      <td>5</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>14475</th>\n",
       "      <td>Godzilla: Hoshi wo Kuu Mono</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Other</td>\n",
       "      <td>1</td>\n",
       "      <td>Not yet aired</td>\n",
       "      <td>False</td>\n",
       "      <td>{'from': None, 'to': None}</td>\n",
       "      <td>R - 17+ (violence &amp; profanity)</td>\n",
       "      <td>0.00</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>14476</th>\n",
       "      <td>Nippon Mukashibanashi: Sannen Netarou</td>\n",
       "      <td>OVA</td>\n",
       "      <td>Other</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>{'from': None, 'to': None}</td>\n",
       "      <td>G - All Ages</td>\n",
       "      <td>6.00</td>\n",
       "      <td>1</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>14477</th>\n",
       "      <td>Senjou no Valkyria Special</td>\n",
       "      <td>Special</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>{'from': '2010-04-07', 'to': '2010-04-07'}</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>5.15</td>\n",
       "      <td>47</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>14478 rows × 66 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       title     type    source  episodes  \\\n",
       "0                              Inu x Boku SS       TV     Manga        12   \n",
       "1                           Seto no Hanayome       TV     Manga        26   \n",
       "2                         Shugo Chara!! Doki       TV     Manga        51   \n",
       "3                              Princess Tutu       TV  Original        38   \n",
       "4                        Bakuman. 3rd Season       TV     Manga        25   \n",
       "...                                      ...      ...       ...       ...   \n",
       "14473             Gutchonpa Omoshiro Hanashi       TV   Unknown         5   \n",
       "14474                   Geba Geba Shou Time!      OVA   Unknown         1   \n",
       "14475            Godzilla: Hoshi wo Kuu Mono    Movie     Other         1   \n",
       "14476  Nippon Mukashibanashi: Sannen Netarou      OVA     Other         1   \n",
       "14477             Senjou no Valkyria Special  Special   Unknown         1   \n",
       "\n",
       "                status  airing                                       aired  \\\n",
       "0      Finished Airing   False  {'from': '2012-01-13', 'to': '2012-03-30'}   \n",
       "1      Finished Airing   False  {'from': '2007-04-02', 'to': '2007-10-01'}   \n",
       "2      Finished Airing   False  {'from': '2008-10-04', 'to': '2009-09-25'}   \n",
       "3      Finished Airing   False  {'from': '2002-08-16', 'to': '2003-05-23'}   \n",
       "4      Finished Airing   False  {'from': '2012-10-06', 'to': '2013-03-30'}   \n",
       "...                ...     ...                                         ...   \n",
       "14473  Finished Airing   False  {'from': '1987-11-05', 'to': '1988-11-04'}   \n",
       "14474  Finished Airing   False  {'from': '1986-03-21', 'to': '1986-03-21'}   \n",
       "14475    Not yet aired   False                  {'from': None, 'to': None}   \n",
       "14476  Finished Airing   False                  {'from': None, 'to': None}   \n",
       "14477  Finished Airing   False  {'from': '2010-04-07', 'to': '2010-04-07'}   \n",
       "\n",
       "                               rating  score  scored_by  ...  \\\n",
       "0           PG-13 - Teens 13 or older   7.63     139250  ...   \n",
       "1           PG-13 - Teens 13 or older   7.89      91206  ...   \n",
       "2                       PG - Children   7.55      37129  ...   \n",
       "3           PG-13 - Teens 13 or older   8.21      36501  ...   \n",
       "4           PG-13 - Teens 13 or older   8.67     107767  ...   \n",
       "...                               ...    ...        ...  ...   \n",
       "14473                    G - All Ages   5.50          6  ...   \n",
       "14474                    G - All Ages   4.60          5  ...   \n",
       "14475  R - 17+ (violence & profanity)   0.00          0  ...   \n",
       "14476                    G - All Ages   6.00          1  ...   \n",
       "14477       PG-13 - Teens 13 or older   5.15         47  ...   \n",
       "\n",
       "       Genre_Shounen Ai  Genre_Slice of Life  Genre_Space  Genre_Sports  \\\n",
       "0                     0                    0            0             0   \n",
       "1                     0                    0            0             0   \n",
       "2                     0                    0            0             0   \n",
       "3                     0                    0            0             0   \n",
       "4                     0                    0            0             0   \n",
       "...                 ...                  ...          ...           ...   \n",
       "14473                 0                    0            0             0   \n",
       "14474                 0                    0            0             0   \n",
       "14475                 0                    0            0             0   \n",
       "14476                 0                    0            0             0   \n",
       "14477                 0                    0            0             0   \n",
       "\n",
       "      Genre_Super Power Genre_Supernatural Genre_Thriller Genre_Vampire  \\\n",
       "0                     0                  1              0             0   \n",
       "1                     0                  0              0             0   \n",
       "2                     0                  0              0             0   \n",
       "3                     0                  0              0             0   \n",
       "4                     0                  0              0             0   \n",
       "...                 ...                ...            ...           ...   \n",
       "14473                 0                  0              0             0   \n",
       "14474                 0                  0              0             0   \n",
       "14475                 0                  0              0             0   \n",
       "14476                 0                  0              0             0   \n",
       "14477                 0                  0              0             0   \n",
       "\n",
       "       Genre_Yaoi Genre_Yuri  \n",
       "0               0          0  \n",
       "1               0          0  \n",
       "2               0          0  \n",
       "3               0          0  \n",
       "4               0          0  \n",
       "...           ...        ...  \n",
       "14473           0          0  \n",
       "14474           0          0  \n",
       "14475           0          0  \n",
       "14476           0          0  \n",
       "14477           0          0  \n",
       "\n",
       "[14478 rows x 66 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## remove genre columns \n",
    "animelist_df.drop(columns=[\"genre\"], inplace=True)\n",
    "animelist_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "d0ef0721-d79a-4b14-a125-c04e1ac95ce3",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 14478 entries, 0 to 14477\n",
      "Data columns (total 66 columns):\n",
      " #   Column               Non-Null Count  Dtype         \n",
      "---  ------               --------------  -----         \n",
      " 0   title                14478 non-null  object        \n",
      " 1   type                 14478 non-null  object        \n",
      " 2   source               14478 non-null  object        \n",
      " 3   episodes             14478 non-null  int64         \n",
      " 4   status               14478 non-null  object        \n",
      " 5   airing               14478 non-null  bool          \n",
      " 6   aired                14478 non-null  object        \n",
      " 7   rating               13934 non-null  object        \n",
      " 8   score                14478 non-null  float64       \n",
      " 9   scored_by            14478 non-null  int64         \n",
      " 10  rank                 12904 non-null  float64       \n",
      " 11  popularity           14478 non-null  int64         \n",
      " 12  members              14478 non-null  int64         \n",
      " 13  favorites            14478 non-null  int64         \n",
      " 14  related              14478 non-null  object        \n",
      " 15  studio               14478 non-null  object        \n",
      " 16  aired_from           12287 non-null  datetime64[ns]\n",
      " 17  aired_to             12287 non-null  datetime64[ns]\n",
      " 18  year                 12287 non-null  float64       \n",
      " 19  start_season         14478 non-null  object        \n",
      " 20  days_aired           12287 non-null  float64       \n",
      " 21  duration_minutes     14073 non-null  float64       \n",
      " 22  Genre_Action         14478 non-null  int64         \n",
      " 23  Genre_Adventure      14478 non-null  int64         \n",
      " 24  Genre_Cars           14478 non-null  int64         \n",
      " 25  Genre_Comedy         14478 non-null  int64         \n",
      " 26  Genre_Dementia       14478 non-null  int64         \n",
      " 27  Genre_Demons         14478 non-null  int64         \n",
      " 28  Genre_Drama          14478 non-null  int64         \n",
      " 29  Genre_Ecchi          14478 non-null  int64         \n",
      " 30  Genre_Fantasy        14478 non-null  int64         \n",
      " 31  Genre_Game           14478 non-null  int64         \n",
      " 32  Genre_Harem          14478 non-null  int64         \n",
      " 33  Genre_Hentai         14478 non-null  int64         \n",
      " 34  Genre_Historical     14478 non-null  int64         \n",
      " 35  Genre_Horror         14478 non-null  int64         \n",
      " 36  Genre_Josei          14478 non-null  int64         \n",
      " 37  Genre_Kids           14478 non-null  int64         \n",
      " 38  Genre_Magic          14478 non-null  int64         \n",
      " 39  Genre_Martial Arts   14478 non-null  int64         \n",
      " 40  Genre_Mecha          14478 non-null  int64         \n",
      " 41  Genre_Military       14478 non-null  int64         \n",
      " 42  Genre_Music          14478 non-null  int64         \n",
      " 43  Genre_Mystery        14478 non-null  int64         \n",
      " 44  Genre_NA             14478 non-null  int64         \n",
      " 45  Genre_Parody         14478 non-null  int64         \n",
      " 46  Genre_Police         14478 non-null  int64         \n",
      " 47  Genre_Psychological  14478 non-null  int64         \n",
      " 48  Genre_Romance        14478 non-null  int64         \n",
      " 49  Genre_Samurai        14478 non-null  int64         \n",
      " 50  Genre_School         14478 non-null  int64         \n",
      " 51  Genre_Sci-Fi         14478 non-null  int64         \n",
      " 52  Genre_Seinen         14478 non-null  int64         \n",
      " 53  Genre_Shoujo         14478 non-null  int64         \n",
      " 54  Genre_Shoujo Ai      14478 non-null  int64         \n",
      " 55  Genre_Shounen        14478 non-null  int64         \n",
      " 56  Genre_Shounen Ai     14478 non-null  int64         \n",
      " 57  Genre_Slice of Life  14478 non-null  int64         \n",
      " 58  Genre_Space          14478 non-null  int64         \n",
      " 59  Genre_Sports         14478 non-null  int64         \n",
      " 60  Genre_Super Power    14478 non-null  int64         \n",
      " 61  Genre_Supernatural   14478 non-null  int64         \n",
      " 62  Genre_Thriller       14478 non-null  int64         \n",
      " 63  Genre_Vampire        14478 non-null  int64         \n",
      " 64  Genre_Yaoi           14478 non-null  int64         \n",
      " 65  Genre_Yuri           14478 non-null  int64         \n",
      "dtypes: bool(1), datetime64[ns](2), float64(5), int64(49), object(9)\n",
      "memory usage: 7.2+ MB\n"
     ]
    }
   ],
   "source": [
    "animelist_df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98116925-f9c5-4902-8807-1ac623323955",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "### **Convert** - Check value contain any NULL and convert to meaningful data\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "fcf0cf61-2ef7-486f-b5ac-6f1f1d08df0e",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " title         | has (0)\n",
      " type         | has (0)\n",
      " source         | has (0)\n",
      " episodes         | has (0)\n",
      " status         | has (0)\n",
      " airing         | has (0)\n",
      " aired         | has (0)\n",
      " rating         | has (544)\n",
      " score         | has (0)\n",
      " scored_by         | has (0)\n",
      " rank         | has (1574)\n",
      " popularity         | has (0)\n",
      " members         | has (0)\n",
      " favorites         | has (0)\n",
      " related         | has (0)\n",
      " studio         | has (0)\n",
      " aired_from         | has (2191)\n",
      " aired_to         | has (2191)\n",
      " year         | has (2191)\n",
      " start_season         | has (0)\n",
      " days_aired         | has (2191)\n",
      " duration_minutes         | has (405)\n",
      " Genre_Action         | has (0)\n",
      " Genre_Adventure         | has (0)\n",
      " Genre_Cars         | has (0)\n",
      " Genre_Comedy         | has (0)\n",
      " Genre_Dementia         | has (0)\n",
      " Genre_Demons         | has (0)\n",
      " Genre_Drama         | has (0)\n",
      " Genre_Ecchi         | has (0)\n",
      " Genre_Fantasy         | has (0)\n",
      " Genre_Game         | has (0)\n",
      " Genre_Harem         | has (0)\n",
      " Genre_Hentai         | has (0)\n",
      " Genre_Historical         | has (0)\n",
      " Genre_Horror         | has (0)\n",
      " Genre_Josei         | has (0)\n",
      " Genre_Kids         | has (0)\n",
      " Genre_Magic         | has (0)\n",
      " Genre_Martial Arts         | has (0)\n",
      " Genre_Mecha         | has (0)\n",
      " Genre_Military         | has (0)\n",
      " Genre_Music         | has (0)\n",
      " Genre_Mystery         | has (0)\n",
      " Genre_NA         | has (0)\n",
      " Genre_Parody         | has (0)\n",
      " Genre_Police         | has (0)\n",
      " Genre_Psychological         | has (0)\n",
      " Genre_Romance         | has (0)\n",
      " Genre_Samurai         | has (0)\n",
      " Genre_School         | has (0)\n",
      " Genre_Sci-Fi         | has (0)\n",
      " Genre_Seinen         | has (0)\n",
      " Genre_Shoujo         | has (0)\n",
      " Genre_Shoujo Ai         | has (0)\n",
      " Genre_Shounen         | has (0)\n",
      " Genre_Shounen Ai         | has (0)\n",
      " Genre_Slice of Life         | has (0)\n",
      " Genre_Space         | has (0)\n",
      " Genre_Sports         | has (0)\n",
      " Genre_Super Power         | has (0)\n",
      " Genre_Supernatural         | has (0)\n",
      " Genre_Thriller         | has (0)\n",
      " Genre_Vampire         | has (0)\n",
      " Genre_Yaoi         | has (0)\n",
      " Genre_Yuri         | has (0)\n"
     ]
    }
   ],
   "source": [
    "# let's make sure no null values\n",
    "for col in animelist_df:\n",
    "    print(f\" {col}         | has ({animelist_df[col].isnull().sum()})\")\n",
    "    \n",
    "    \n",
    "## below table we can see:\n",
    "## rating have 544 'Nan'\n",
    "## rank have 1574 'Nan'\n",
    "## aired_from have 2191 'Nan'\n",
    "## aired-to have 2191 'Nan'\n",
    "## year have 2191'Nan'\n",
    "## date_aired have 2191 'Nan'\n",
    "## duration_minutes have 405 'Nan'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "37ef5d53-7cfb-41e4-bb2c-c659ce5fd4ec",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "rating\n",
       "PG-13 - Teens 13 or older         5020\n",
       "G - All Ages                      4541\n",
       "PG - Children                     1279\n",
       "Rx - Hentai                       1219\n",
       "R - 17+ (violence & profanity)     997\n",
       "R+ - Mild Nudity                   878\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## count the total for each rating\n",
    "animelist_df.rating.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "32af0567-3583-49f5-90f7-d3a159d7a7bb",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "## ensure the rating is at least PG13\n",
    "animelist_df['rating'].fillna(\"G - All Ages\",inplace=True)\n",
    "\n",
    "## convert the rank to the max rank (prevent skewness)\n",
    "animelist_df['rank'].fillna(animelist_df['rank'].max(), inplace=True)\n",
    "\n",
    "## convert 'Nan' to None for aired dates.\n",
    "animelist_df['aired_from'].fillna(\"Not aired\",inplace=True)\n",
    "animelist_df['aired_to'].fillna(\"Not aired\",inplace=True)\n",
    "animelist_df['days_aired'].fillna(0, inplace = True)\n",
    "animelist_df['year'].fillna(0, inplace = True)\n",
    "\n",
    "animelist_df['duration_minutes'].fillna(0,inplace=True)\n",
    "##find out whether aired time and primied have relation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "e8ce508a-47a6-4c93-b5d2-2c4c6a01370f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "title                 object\n",
       "type                  object\n",
       "source                object\n",
       "episodes               int64\n",
       "status                object\n",
       "                       ...  \n",
       "Genre_Supernatural     int64\n",
       "Genre_Thriller         int64\n",
       "Genre_Vampire          int64\n",
       "Genre_Yaoi             int64\n",
       "Genre_Yuri             int64\n",
       "Length: 66, dtype: object"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "animelist_df['year'] = animelist_df['year'].astype(int)\n",
    "animelist_df['days_aired'] = animelist_df['days_aired'].astype(int)\n",
    "animelist_df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "3fc969d8-04c0-4242-9192-f68a40aa6339",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " title         | has (0)\n",
      " type         | has (0)\n",
      " source         | has (0)\n",
      " episodes         | has (0)\n",
      " status         | has (0)\n",
      " airing         | has (0)\n",
      " aired         | has (0)\n",
      " rating         | has (0)\n",
      " score         | has (0)\n",
      " scored_by         | has (0)\n",
      " rank         | has (0)\n",
      " popularity         | has (0)\n",
      " members         | has (0)\n",
      " favorites         | has (0)\n",
      " related         | has (0)\n",
      " studio         | has (0)\n",
      " aired_from         | has (0)\n",
      " aired_to         | has (0)\n",
      " year         | has (0)\n",
      " start_season         | has (0)\n",
      " days_aired         | has (0)\n",
      " duration_minutes         | has (0)\n",
      " Genre_Action         | has (0)\n",
      " Genre_Adventure         | has (0)\n",
      " Genre_Cars         | has (0)\n",
      " Genre_Comedy         | has (0)\n",
      " Genre_Dementia         | has (0)\n",
      " Genre_Demons         | has (0)\n",
      " Genre_Drama         | has (0)\n",
      " Genre_Ecchi         | has (0)\n",
      " Genre_Fantasy         | has (0)\n",
      " Genre_Game         | has (0)\n",
      " Genre_Harem         | has (0)\n",
      " Genre_Hentai         | has (0)\n",
      " Genre_Historical         | has (0)\n",
      " Genre_Horror         | has (0)\n",
      " Genre_Josei         | has (0)\n",
      " Genre_Kids         | has (0)\n",
      " Genre_Magic         | has (0)\n",
      " Genre_Martial Arts         | has (0)\n",
      " Genre_Mecha         | has (0)\n",
      " Genre_Military         | has (0)\n",
      " Genre_Music         | has (0)\n",
      " Genre_Mystery         | has (0)\n",
      " Genre_NA         | has (0)\n",
      " Genre_Parody         | has (0)\n",
      " Genre_Police         | has (0)\n",
      " Genre_Psychological         | has (0)\n",
      " Genre_Romance         | has (0)\n",
      " Genre_Samurai         | has (0)\n",
      " Genre_School         | has (0)\n",
      " Genre_Sci-Fi         | has (0)\n",
      " Genre_Seinen         | has (0)\n",
      " Genre_Shoujo         | has (0)\n",
      " Genre_Shoujo Ai         | has (0)\n",
      " Genre_Shounen         | has (0)\n",
      " Genre_Shounen Ai         | has (0)\n",
      " Genre_Slice of Life         | has (0)\n",
      " Genre_Space         | has (0)\n",
      " Genre_Sports         | has (0)\n",
      " Genre_Super Power         | has (0)\n",
      " Genre_Supernatural         | has (0)\n",
      " Genre_Thriller         | has (0)\n",
      " Genre_Vampire         | has (0)\n",
      " Genre_Yaoi         | has (0)\n",
      " Genre_Yuri         | has (0)\n"
     ]
    }
   ],
   "source": [
    "# let's double confirmed there are no null values\n",
    "for col in animelist_df:\n",
    "    print(f\" {col}         | has ({animelist_df[col].isnull().sum()})\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "52251682-6abe-48c0-bf66-ae62325f357e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "\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>episodes</th>\n",
       "      <th>score</th>\n",
       "      <th>scored_by</th>\n",
       "      <th>rank</th>\n",
       "      <th>popularity</th>\n",
       "      <th>members</th>\n",
       "      <th>favorites</th>\n",
       "      <th>year</th>\n",
       "      <th>days_aired</th>\n",
       "      <th>duration_minutes</th>\n",
       "      <th>...</th>\n",
       "      <th>Genre_Shounen Ai</th>\n",
       "      <th>Genre_Slice of Life</th>\n",
       "      <th>Genre_Space</th>\n",
       "      <th>Genre_Sports</th>\n",
       "      <th>Genre_Super Power</th>\n",
       "      <th>Genre_Supernatural</th>\n",
       "      <th>Genre_Thriller</th>\n",
       "      <th>Genre_Vampire</th>\n",
       "      <th>Genre_Yaoi</th>\n",
       "      <th>Genre_Yuri</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>14478.000000</td>\n",
       "      <td>14478.000000</td>\n",
       "      <td>1.447800e+04</td>\n",
       "      <td>14478.000000</td>\n",
       "      <td>14478.000000</td>\n",
       "      <td>1.447800e+04</td>\n",
       "      <td>14478.000000</td>\n",
       "      <td>14478.000000</td>\n",
       "      <td>14478.000000</td>\n",
       "      <td>14478.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>14478.000000</td>\n",
       "      <td>14478.000000</td>\n",
       "      <td>14478.000000</td>\n",
       "      <td>14478.000000</td>\n",
       "      <td>14478.000000</td>\n",
       "      <td>14478.000000</td>\n",
       "      <td>14478.000000</td>\n",
       "      <td>14478.000000</td>\n",
       "      <td>14478.000000</td>\n",
       "      <td>14478.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>11.308399</td>\n",
       "      <td>6.142482</td>\n",
       "      <td>1.146003e+04</td>\n",
       "      <td>7143.542340</td>\n",
       "      <td>7220.259566</td>\n",
       "      <td>2.296640e+04</td>\n",
       "      <td>311.649606</td>\n",
       "      <td>1700.784362</td>\n",
       "      <td>122.834646</td>\n",
       "      <td>22.961195</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005457</td>\n",
       "      <td>0.105816</td>\n",
       "      <td>0.030115</td>\n",
       "      <td>0.043100</td>\n",
       "      <td>0.036814</td>\n",
       "      <td>0.084197</td>\n",
       "      <td>0.006907</td>\n",
       "      <td>0.008634</td>\n",
       "      <td>0.002694</td>\n",
       "      <td>0.002832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>43.443451</td>\n",
       "      <td>1.463981</td>\n",
       "      <td>4.310519e+04</td>\n",
       "      <td>4050.222012</td>\n",
       "      <td>4170.080564</td>\n",
       "      <td>7.498136e+04</td>\n",
       "      <td>2615.554211</td>\n",
       "      <td>718.328570</td>\n",
       "      <td>398.673812</td>\n",
       "      <td>19.320090</td>\n",
       "      <td>...</td>\n",
       "      <td>0.073669</td>\n",
       "      <td>0.307612</td>\n",
       "      <td>0.170909</td>\n",
       "      <td>0.203089</td>\n",
       "      <td>0.188313</td>\n",
       "      <td>0.277692</td>\n",
       "      <td>0.082824</td>\n",
       "      <td>0.092519</td>\n",
       "      <td>0.051833</td>\n",
       "      <td>0.053142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-4819.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.550000</td>\n",
       "      <td>4.600000e+01</td>\n",
       "      <td>3611.250000</td>\n",
       "      <td>3611.500000</td>\n",
       "      <td>2.450000e+02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1988.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.370000</td>\n",
       "      <td>5.010000e+02</td>\n",
       "      <td>7230.000000</td>\n",
       "      <td>7225.500000</td>\n",
       "      <td>1.679500e+03</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2005.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>12.000000</td>\n",
       "      <td>7.060000</td>\n",
       "      <td>3.941500e+03</td>\n",
       "      <td>10838.750000</td>\n",
       "      <td>10827.750000</td>\n",
       "      <td>1.037900e+04</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>2013.000000</td>\n",
       "      <td>125.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1818.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1.009477e+06</td>\n",
       "      <td>12919.000000</td>\n",
       "      <td>14487.000000</td>\n",
       "      <td>1.456378e+06</td>\n",
       "      <td>106895.000000</td>\n",
       "      <td>2018.000000</td>\n",
       "      <td>9863.000000</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 54 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           episodes         score     scored_by          rank    popularity  \\\n",
       "count  14478.000000  14478.000000  1.447800e+04  14478.000000  14478.000000   \n",
       "mean      11.308399      6.142482  1.146003e+04   7143.542340   7220.259566   \n",
       "std       43.443451      1.463981  4.310519e+04   4050.222012   4170.080564   \n",
       "min        0.000000      0.000000  0.000000e+00      0.000000      0.000000   \n",
       "25%        1.000000      5.550000  4.600000e+01   3611.250000   3611.500000   \n",
       "50%        1.000000      6.370000  5.010000e+02   7230.000000   7225.500000   \n",
       "75%       12.000000      7.060000  3.941500e+03  10838.750000  10827.750000   \n",
       "max     1818.000000     10.000000  1.009477e+06  12919.000000  14487.000000   \n",
       "\n",
       "            members      favorites          year    days_aired  \\\n",
       "count  1.447800e+04   14478.000000  14478.000000  14478.000000   \n",
       "mean   2.296640e+04     311.649606   1700.784362    122.834646   \n",
       "std    7.498136e+04    2615.554211    718.328570    398.673812   \n",
       "min    0.000000e+00       0.000000      0.000000  -4819.000000   \n",
       "25%    2.450000e+02       0.000000   1988.000000      1.000000   \n",
       "50%    1.679500e+03       2.000000   2005.000000      1.000000   \n",
       "75%    1.037900e+04      23.000000   2013.000000    125.000000   \n",
       "max    1.456378e+06  106895.000000   2018.000000   9863.000000   \n",
       "\n",
       "       duration_minutes  ...  Genre_Shounen Ai  Genre_Slice of Life  \\\n",
       "count      14478.000000  ...      14478.000000         14478.000000   \n",
       "mean          22.961195  ...          0.005457             0.105816   \n",
       "std           19.320090  ...          0.073669             0.307612   \n",
       "min            0.000000  ...          0.000000             0.000000   \n",
       "25%            5.000000  ...          0.000000             0.000000   \n",
       "50%           23.000000  ...          0.000000             0.000000   \n",
       "75%           30.000000  ...          0.000000             0.000000   \n",
       "max          180.000000  ...          1.000000             1.000000   \n",
       "\n",
       "        Genre_Space  Genre_Sports  Genre_Super Power  Genre_Supernatural  \\\n",
       "count  14478.000000  14478.000000       14478.000000        14478.000000   \n",
       "mean       0.030115      0.043100           0.036814            0.084197   \n",
       "std        0.170909      0.203089           0.188313            0.277692   \n",
       "min        0.000000      0.000000           0.000000            0.000000   \n",
       "25%        0.000000      0.000000           0.000000            0.000000   \n",
       "50%        0.000000      0.000000           0.000000            0.000000   \n",
       "75%        0.000000      0.000000           0.000000            0.000000   \n",
       "max        1.000000      1.000000           1.000000            1.000000   \n",
       "\n",
       "       Genre_Thriller  Genre_Vampire    Genre_Yaoi    Genre_Yuri  \n",
       "count    14478.000000   14478.000000  14478.000000  14478.000000  \n",
       "mean         0.006907       0.008634      0.002694      0.002832  \n",
       "std          0.082824       0.092519      0.051833      0.053142  \n",
       "min          0.000000       0.000000      0.000000      0.000000  \n",
       "25%          0.000000       0.000000      0.000000      0.000000  \n",
       "50%          0.000000       0.000000      0.000000      0.000000  \n",
       "75%          0.000000       0.000000      0.000000      0.000000  \n",
       "max          1.000000       1.000000      1.000000      1.000000  \n",
       "\n",
       "[8 rows x 54 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "animelist_df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01dc68b4-8daf-41ca-af77-53c6df290ce7",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "### **Remove** - Drop rows that contain '0' in the columns\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "a96d27f0-3985-4865-af08-d282ef32cc55",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>episodes</th>\n",
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       "      <td>9032.000000</td>\n",
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       "      <td>9032.000000</td>\n",
       "      <td>9032.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>13.418180</td>\n",
       "      <td>6.749494</td>\n",
       "      <td>1.822094e+04</td>\n",
       "      <td>5437.158326</td>\n",
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       "      <td>3.609340e+04</td>\n",
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       "      <td>0.046391</td>\n",
       "      <td>0.047055</td>\n",
       "      <td>0.111050</td>\n",
       "      <td>0.009190</td>\n",
       "      <td>0.011957</td>\n",
       "      <td>0.003986</td>\n",
       "      <td>0.004429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>40.760835</td>\n",
       "      <td>0.876339</td>\n",
       "      <td>5.325073e+04</td>\n",
       "      <td>3890.988568</td>\n",
       "      <td>3136.179796</td>\n",
       "      <td>9.202642e+04</td>\n",
       "      <td>3215.021663</td>\n",
       "      <td>387.709168</td>\n",
       "      <td>392.144663</td>\n",
       "      <td>18.149142</td>\n",
       "      <td>...</td>\n",
       "      <td>0.087075</td>\n",
       "      <td>0.309773</td>\n",
       "      <td>0.185706</td>\n",
       "      <td>0.210341</td>\n",
       "      <td>0.211768</td>\n",
       "      <td>0.314211</td>\n",
       "      <td>0.095426</td>\n",
       "      <td>0.108701</td>\n",
       "      <td>0.063011</td>\n",
       "      <td>0.066405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>2.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.400000e+01</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-4819.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.250000</td>\n",
       "      <td>5.467500e+02</td>\n",
       "      <td>2282.750000</td>\n",
       "      <td>2293.500000</td>\n",
       "      <td>1.683000e+03</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1999.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>6.800000</td>\n",
       "      <td>2.124000e+03</td>\n",
       "      <td>4650.500000</td>\n",
       "      <td>4653.000000</td>\n",
       "      <td>5.638000e+03</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>2008.000000</td>\n",
       "      <td>78.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>13.000000</td>\n",
       "      <td>7.350000</td>\n",
       "      <td>1.146800e+04</td>\n",
       "      <td>7701.250000</td>\n",
       "      <td>7228.000000</td>\n",
       "      <td>2.609325e+04</td>\n",
       "      <td>73.000000</td>\n",
       "      <td>2013.000000</td>\n",
       "      <td>176.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1787.000000</td>\n",
       "      <td>9.250000</td>\n",
       "      <td>1.009477e+06</td>\n",
       "      <td>12919.000000</td>\n",
       "      <td>14466.000000</td>\n",
       "      <td>1.456378e+06</td>\n",
       "      <td>106895.000000</td>\n",
       "      <td>2018.000000</td>\n",
       "      <td>9540.000000</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 54 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          episodes        score     scored_by          rank    popularity  \\\n",
       "count  9032.000000  9032.000000  9.032000e+03   9032.000000   9032.000000   \n",
       "mean     13.418180     6.749494  1.822094e+04   5437.158326   4927.327834   \n",
       "std      40.760835     0.876339  5.325073e+04   3890.988568   3136.179796   \n",
       "min       1.000000     1.250000  2.000000e+00      1.000000      1.000000   \n",
       "25%       1.000000     6.250000  5.467500e+02   2282.750000   2293.500000   \n",
       "50%       3.000000     6.800000  2.124000e+03   4650.500000   4653.000000   \n",
       "75%      13.000000     7.350000  1.146800e+04   7701.250000   7228.000000   \n",
       "max    1787.000000     9.250000  1.009477e+06  12919.000000  14466.000000   \n",
       "\n",
       "            members      favorites         year   days_aired  \\\n",
       "count  9.032000e+03    9032.000000  9032.000000  9032.000000   \n",
       "mean   3.609340e+04     489.567981  1927.263065   149.407329   \n",
       "std    9.202642e+04    3215.021663   387.709168   392.144663   \n",
       "min    1.400000e+01       1.000000     0.000000 -4819.000000   \n",
       "25%    1.683000e+03       3.000000  1999.000000     1.000000   \n",
       "50%    5.638000e+03      11.000000  2008.000000    78.000000   \n",
       "75%    2.609325e+04      73.000000  2013.000000   176.000000   \n",
       "max    1.456378e+06  106895.000000  2018.000000  9540.000000   \n",
       "\n",
       "       duration_minutes  ...  Genre_Shounen Ai  Genre_Slice of Life  \\\n",
       "count       9032.000000  ...       9032.000000          9032.000000   \n",
       "mean          26.235179  ...          0.007640             0.107507   \n",
       "std           18.149142  ...          0.087075             0.309773   \n",
       "min            0.050000  ...          0.000000             0.000000   \n",
       "25%           17.000000  ...          0.000000             0.000000   \n",
       "50%           24.000000  ...          0.000000             0.000000   \n",
       "75%           30.000000  ...          0.000000             0.000000   \n",
       "max          180.000000  ...          1.000000             1.000000   \n",
       "\n",
       "       Genre_Space  Genre_Sports  Genre_Super Power  Genre_Supernatural  \\\n",
       "count  9032.000000   9032.000000        9032.000000         9032.000000   \n",
       "mean      0.035762      0.046391           0.047055            0.111050   \n",
       "std       0.185706      0.210341           0.211768            0.314211   \n",
       "min       0.000000      0.000000           0.000000            0.000000   \n",
       "25%       0.000000      0.000000           0.000000            0.000000   \n",
       "50%       0.000000      0.000000           0.000000            0.000000   \n",
       "75%       0.000000      0.000000           0.000000            0.000000   \n",
       "max       1.000000      1.000000           1.000000            1.000000   \n",
       "\n",
       "       Genre_Thriller  Genre_Vampire   Genre_Yaoi   Genre_Yuri  \n",
       "count     9032.000000    9032.000000  9032.000000  9032.000000  \n",
       "mean         0.009190       0.011957     0.003986     0.004429  \n",
       "std          0.095426       0.108701     0.063011     0.066405  \n",
       "min          0.000000       0.000000     0.000000     0.000000  \n",
       "25%          0.000000       0.000000     0.000000     0.000000  \n",
       "50%          0.000000       0.000000     0.000000     0.000000  \n",
       "75%          0.000000       0.000000     0.000000     0.000000  \n",
       "max          1.000000       1.000000     1.000000     1.000000  \n",
       "\n",
       "[8 rows x 54 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(animelist_df)\n",
    "\n",
    "columns_list = ['episodes', 'score', 'scored_by', 'rank', 'popularity', 'members', 'favorites', 'duration_minutes']\n",
    "animelist_df = df[(df[columns_list] != 0).all(axis=1)]\n",
    "animelist_df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30a823e5",
   "metadata": {
    "tags": []
   },
   "source": [
    "### **One Hot Encoder**(Related Column)\n",
    "---\n",
    "One anime can have multiple adaptatioons, sequels or prequels.\n",
    "- Difference from 'genre' is that each anime show can have >1 adaptation(for example), so some one hot encoder columns will contain more than 1."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78fdd4c8",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "### Exploring JSON Structure for each data unit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "f3f6a781",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{\"Adaptation\": [{\"mal_id\": 17207, \"type\": \"manga\", \"url\": \"https://myanimelist.net/manga/17207/Inu_x_Boku_SS\", \"title\": \"Inu x Boku SS\"}], \"Sequel\": [{\"mal_id\": 13403, \"type\": \"anime\", \"url\": \"https://myanimelist.net/anime/13403/Inu_x_Boku_SS_Special\", \"title\": \"Inu x Boku SS Special\"}]}'"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "related_cell0 = animelist_df[\"related\"][0]\n",
    "related_cell_mod = related_cell0.replace(\"'\", \"\\\"\")\n",
    "related_cell_mod"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "5bc637e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'anime'"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import json\n",
    "related_dict = json.loads(related_cell_mod)\n",
    "related_dict['Sequel'][0]['type']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9eae4497",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "### Dealing with 'related' column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "b7d34fd2",
   "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>title</th>\n",
       "      <th>related</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Inu x Boku SS</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 17207, 'type': 'man...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Seto no Hanayome</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 759, 'type': 'manga...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Shugo Chara!! Doki</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 101, 'type': 'manga...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Princess Tutu</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 1581, 'type': 'mang...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bakuman. 3rd Season</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 9711, 'type': 'mang...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 title                                            related\n",
       "0        Inu x Boku SS  {'Adaptation': [{'mal_id': 17207, 'type': 'man...\n",
       "1     Seto no Hanayome  {'Adaptation': [{'mal_id': 759, 'type': 'manga...\n",
       "2   Shugo Chara!! Doki  {'Adaptation': [{'mal_id': 101, 'type': 'manga...\n",
       "3        Princess Tutu  {'Adaptation': [{'mal_id': 1581, 'type': 'mang...\n",
       "4  Bakuman. 3rd Season  {'Adaptation': [{'mal_id': 9711, 'type': 'mang..."
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "related_df = animelist_df[[\"title\",\"related\"]]\n",
    "related_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "5f4a7b3e",
   "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>title</th>\n",
       "      <th>Adaptation</th>\n",
       "      <th>Sequel</th>\n",
       "      <th>Side story</th>\n",
       "      <th>Alternative version</th>\n",
       "      <th>Prequel</th>\n",
       "      <th>Summary</th>\n",
       "      <th>Other</th>\n",
       "      <th>Spin-off</th>\n",
       "      <th>Alternative setting</th>\n",
       "      <th>Character</th>\n",
       "      <th>Parent story</th>\n",
       "      <th>Full story</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Inu x Boku SS</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>1</th>\n",
       "      <td>Seto no Hanayome</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>2</th>\n",
       "      <td>Shugo Chara!! Doki</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <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>3</th>\n",
       "      <td>Princess Tutu</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <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>4</th>\n",
       "      <td>Bakuman. 3rd Season</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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",
       "</div>"
      ],
      "text/plain": [
       "                 title  Adaptation  Sequel  Side story  Alternative version  \\\n",
       "0        Inu x Boku SS           1       1           0                    0   \n",
       "1     Seto no Hanayome           1       1           1                    1   \n",
       "2   Shugo Chara!! Doki           1       1           0                    0   \n",
       "3        Princess Tutu           1       0           0                    0   \n",
       "4  Bakuman. 3rd Season           1       0           0                    0   \n",
       "\n",
       "   Prequel  Summary  Other  Spin-off  Alternative setting  Character  \\\n",
       "0        0        0      0         0                    0          0   \n",
       "1        0        0      0         0                    0          0   \n",
       "2        1        0      0         0                    0          0   \n",
       "3        0        1      0         0                    0          0   \n",
       "4        2        0      1         0                    0          0   \n",
       "\n",
       "   Parent story  Full story  \n",
       "0             0           0  \n",
       "1             0           0  \n",
       "2             0           0  \n",
       "3             0           0  \n",
       "4             0           0  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "related_dict = {}\n",
    "related_dict['title']=[]\n",
    "\n",
    "related_row_dict_list = [];\n",
    "\n",
    "for i, related_row in enumerate(related_df['related']):\n",
    "    # Original JSON data used single quotation, and double quotes inside values\n",
    "    # According to JSON guidelines, strings should use double quotes, we will convert double quotes inside to single quotes\n",
    "    related_row = related_row.replace(\"\\\"\", \"(temp_double_quotes)\")\n",
    "    related_row = related_row.replace(\"'\", \"\\\"\")\n",
    "    related_row = related_row.replace(\"(temp_double_quotes)\", \"'\")\n",
    "    \n",
    "    # Convert each row into its own dictionary\n",
    "    related_row_dict = json.loads(related_row)\n",
    "    related_row_dict_list.append(related_row_dict)\n",
    "\n",
    "    # Fill in title list\n",
    "    related_dict['title'].append(related_df['title'].iloc[i])\n",
    "\n",
    "    # Fill keys with all unique relations\n",
    "    for relation in related_row_dict:\n",
    "        if not relation in related_dict.keys():\n",
    "            related_dict[relation] = []\n",
    "\n",
    "for related_row_dict in related_row_dict_list:\n",
    "    for relation in related_dict:\n",
    "        if relation=='title': \n",
    "            continue\n",
    "        if relation in related_row_dict:\n",
    "            related_dict[relation].append(len(list(related_row_dict[relation])))\n",
    "        else:\n",
    "            related_dict[relation].append(0)\n",
    "related_df_separated = pd.DataFrame.from_dict(related_dict)\n",
    "related_df_separated.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f750092f",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "### Sum each column to find how many of each type of relation there are"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "f16b067f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Adaptation': 4192,\n",
       " 'Sequel': 2110,\n",
       " 'Side story': 1384,\n",
       " 'Alternative version': 1090,\n",
       " 'Prequel': 1877,\n",
       " 'Summary': 400,\n",
       " 'Other': 1872,\n",
       " 'Spin-off': 512,\n",
       " 'Alternative setting': 627,\n",
       " 'Character': 247,\n",
       " 'Parent story': 1318,\n",
       " 'Full story': 315}"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "relation_counts = {}\n",
    "for column in related_df_separated:\n",
    "    if column=='title':\n",
    "        continue\n",
    "    else:\n",
    "        relation_counts[column] = related_df_separated[column].sum()\n",
    "relation_counts        "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "48850b38-14f3-42a5-9f29-a342c4b7974e",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "### New Column that shows average rank of related media for each show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "662383d8-6716-4819-8bf2-c27fef410155",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "avg = []\n",
    "for related_row_dict in related_row_dict_list:\n",
    "    related_total_rank = 0\n",
    "    count = 0\n",
    "    for relation in related_row_dict:\n",
    "            related_type_list = related_row_dict[relation]\n",
    "            for related_entry_dict in related_type_list:\n",
    "                relation_entry_orig = pd.DataFrame(animelist_df.loc[animelist_df['title'] == related_entry_dict['title']])\n",
    "                try:\n",
    "                    related_total_rank += float(relation_entry_orig['rank'].to_string(index=False))\n",
    "                except ValueError:\n",
    "                    related_total_rank += 0\n",
    "                count+=1\n",
    "    if count>0:\n",
    "        avg.append(related_total_rank/count)\n",
    "    else:\n",
    "        avg.append(0)\n",
    "related_df_separated.insert(1, \"Average Rank of Related\", avg, True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "2c42e1e4-ca9d-4368-85ba-dd1e9136de9b",
   "metadata": {
    "tags": []
   },
   "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>title</th>\n",
       "      <th>Average Rank of Related</th>\n",
       "      <th>Related_Adaptation</th>\n",
       "      <th>Related_Sequel</th>\n",
       "      <th>Related_Side story</th>\n",
       "      <th>Related_Alternative version</th>\n",
       "      <th>Related_Prequel</th>\n",
       "      <th>Related_Summary</th>\n",
       "      <th>Related_Other</th>\n",
       "      <th>Related_Spin-off</th>\n",
       "      <th>Related_Alternative setting</th>\n",
       "      <th>Related_Character</th>\n",
       "      <th>Related_Parent story</th>\n",
       "      <th>Related_Full story</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Inu x Boku SS</td>\n",
       "      <td>1145.50</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>1</th>\n",
       "      <td>Seto no Hanayome</td>\n",
       "      <td>2507.75</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>2</th>\n",
       "      <td>Shugo Chara!! Doki</td>\n",
       "      <td>2561.00</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <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>3</th>\n",
       "      <td>Princess Tutu</td>\n",
       "      <td>2278.50</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <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>4</th>\n",
       "      <td>Bakuman. 3rd Season</td>\n",
       "      <td>1450.75</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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",
       "</div>"
      ],
      "text/plain": [
       "                 title  Average Rank of Related  Related_Adaptation  \\\n",
       "0        Inu x Boku SS                  1145.50                   1   \n",
       "1     Seto no Hanayome                  2507.75                   1   \n",
       "2   Shugo Chara!! Doki                  2561.00                   1   \n",
       "3        Princess Tutu                  2278.50                   1   \n",
       "4  Bakuman. 3rd Season                  1450.75                   1   \n",
       "\n",
       "   Related_Sequel  Related_Side story  Related_Alternative version  \\\n",
       "0               1                   0                            0   \n",
       "1               1                   1                            1   \n",
       "2               1                   0                            0   \n",
       "3               0                   0                            0   \n",
       "4               0                   0                            0   \n",
       "\n",
       "   Related_Prequel  Related_Summary  Related_Other  Related_Spin-off  \\\n",
       "0                0                0              0                 0   \n",
       "1                0                0              0                 0   \n",
       "2                1                0              0                 0   \n",
       "3                0                1              0                 0   \n",
       "4                2                0              1                 0   \n",
       "\n",
       "   Related_Alternative setting  Related_Character  Related_Parent story  \\\n",
       "0                            0                  0                     0   \n",
       "1                            0                  0                     0   \n",
       "2                            0                  0                     0   \n",
       "3                            0                  0                     0   \n",
       "4                            0                  0                     0   \n",
       "\n",
       "   Related_Full story  \n",
       "0                   0  \n",
       "1                   0  \n",
       "2                   0  \n",
       "3                   0  \n",
       "4                   0  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Add prefix to columns\n",
    "to_add_prefix = related_df_separated.iloc[:,2:].columns\n",
    "selected_columns = related_df_separated[to_add_prefix]\n",
    "prefixed_columns = selected_columns.add_prefix(\"Related_\")\n",
    "related_df_separated = pd.concat([related_df_separated.drop(to_add_prefix, axis=1),prefixed_columns],axis=1)\n",
    "related_df_separated.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "815dfbaf-cac7-4fc7-8d0e-81071a721d77",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "### Concat related data columns into main dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "8424cb95-9710-4ddb-af25-28c1ce6bda13",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9032, 66)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "animelist_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "820689e8-168b-4ca0-9a8a-4f995371408c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9032, 13)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " related_df_separated.drop(columns=['title']).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "c424dad2-8e91-4ff2-96ac-da091e142bb4",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "related_df_separated.to_csv('DataSets/Cleaned data/Temp/related.csv', index=False) \n",
    "animelist_df.to_csv('DataSets/Cleaned data/Temp/temp_animelist.csv', index=False) \n",
    "related_df_separated = pd.read_csv('DataSets/Cleaned data/Temp/related.csv')\n",
    "animelist_df = pd.read_csv('DataSets/Cleaned data/Temp/temp_animelist.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "b400602f-3bb6-4439-9e9b-c949dd1c5699",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th {\n",
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       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>type</th>\n",
       "      <th>source</th>\n",
       "      <th>episodes</th>\n",
       "      <th>status</th>\n",
       "      <th>airing</th>\n",
       "      <th>aired</th>\n",
       "      <th>rating</th>\n",
       "      <th>score</th>\n",
       "      <th>scored_by</th>\n",
       "      <th>rank</th>\n",
       "      <th>popularity</th>\n",
       "      <th>members</th>\n",
       "      <th>favorites</th>\n",
       "      <th>related</th>\n",
       "      <th>studio</th>\n",
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       "      <th>aired_to</th>\n",
       "      <th>year</th>\n",
       "      <th>start_season</th>\n",
       "      <th>days_aired</th>\n",
       "      <th>duration_minutes</th>\n",
       "      <th>Genre_Action</th>\n",
       "      <th>Genre_Adventure</th>\n",
       "      <th>Genre_Cars</th>\n",
       "      <th>Genre_Comedy</th>\n",
       "      <th>Genre_Dementia</th>\n",
       "      <th>Genre_Demons</th>\n",
       "      <th>Genre_Drama</th>\n",
       "      <th>Genre_Ecchi</th>\n",
       "      <th>Genre_Fantasy</th>\n",
       "      <th>Genre_Game</th>\n",
       "      <th>Genre_Harem</th>\n",
       "      <th>Genre_Hentai</th>\n",
       "      <th>Genre_Historical</th>\n",
       "      <th>Genre_Horror</th>\n",
       "      <th>Genre_Josei</th>\n",
       "      <th>Genre_Kids</th>\n",
       "      <th>Genre_Magic</th>\n",
       "      <th>Genre_Martial Arts</th>\n",
       "      <th>Genre_Mecha</th>\n",
       "      <th>Genre_Military</th>\n",
       "      <th>Genre_Music</th>\n",
       "      <th>Genre_Mystery</th>\n",
       "      <th>Genre_NA</th>\n",
       "      <th>Genre_Parody</th>\n",
       "      <th>Genre_Police</th>\n",
       "      <th>Genre_Psychological</th>\n",
       "      <th>Genre_Romance</th>\n",
       "      <th>Genre_Samurai</th>\n",
       "      <th>Genre_School</th>\n",
       "      <th>Genre_Sci-Fi</th>\n",
       "      <th>Genre_Seinen</th>\n",
       "      <th>Genre_Shoujo</th>\n",
       "      <th>Genre_Shoujo Ai</th>\n",
       "      <th>Genre_Shounen</th>\n",
       "      <th>Genre_Shounen Ai</th>\n",
       "      <th>Genre_Slice of Life</th>\n",
       "      <th>Genre_Space</th>\n",
       "      <th>Genre_Sports</th>\n",
       "      <th>Genre_Super Power</th>\n",
       "      <th>Genre_Supernatural</th>\n",
       "      <th>Genre_Thriller</th>\n",
       "      <th>Genre_Vampire</th>\n",
       "      <th>Genre_Yaoi</th>\n",
       "      <th>Genre_Yuri</th>\n",
       "      <th>Average Rank of Related</th>\n",
       "      <th>Related_Adaptation</th>\n",
       "      <th>Related_Sequel</th>\n",
       "      <th>Related_Side story</th>\n",
       "      <th>Related_Alternative version</th>\n",
       "      <th>Related_Prequel</th>\n",
       "      <th>Related_Summary</th>\n",
       "      <th>Related_Other</th>\n",
       "      <th>Related_Spin-off</th>\n",
       "      <th>Related_Alternative setting</th>\n",
       "      <th>Related_Character</th>\n",
       "      <th>Related_Parent story</th>\n",
       "      <th>Related_Full story</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Inu x Boku SS</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>12</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>{'from': '2012-01-13', 'to': '2012-03-30'}</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>7.63</td>\n",
       "      <td>139250</td>\n",
       "      <td>1274.0</td>\n",
       "      <td>231</td>\n",
       "      <td>283882</td>\n",
       "      <td>2809</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 17207, 'type': 'man...</td>\n",
       "      <td>SmallStudio</td>\n",
       "      <td>2012-01-13 00:00:00</td>\n",
       "      <td>2012-03-30 00:00:00</td>\n",
       "      <td>2012</td>\n",
       "      <td>Winter</td>\n",
       "      <td>78</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1145.50</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>1</th>\n",
       "      <td>Seto no Hanayome</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>26</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>{'from': '2007-04-02', 'to': '2007-10-01'}</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>7.89</td>\n",
       "      <td>91206</td>\n",
       "      <td>727.0</td>\n",
       "      <td>366</td>\n",
       "      <td>204003</td>\n",
       "      <td>2579</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 759, 'type': 'manga...</td>\n",
       "      <td>Gonzo</td>\n",
       "      <td>2007-04-02 00:00:00</td>\n",
       "      <td>2007-10-01 00:00:00</td>\n",
       "      <td>2007</td>\n",
       "      <td>Spring</td>\n",
       "      <td>183</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2507.75</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>2</th>\n",
       "      <td>Shugo Chara!! Doki</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>51</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>{'from': '2008-10-04', 'to': '2009-09-25'}</td>\n",
       "      <td>PG - Children</td>\n",
       "      <td>7.55</td>\n",
       "      <td>37129</td>\n",
       "      <td>1508.0</td>\n",
       "      <td>1173</td>\n",
       "      <td>70127</td>\n",
       "      <td>802</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 101, 'type': 'manga...</td>\n",
       "      <td>Satelight</td>\n",
       "      <td>2008-10-04 00:00:00</td>\n",
       "      <td>2009-09-25 00:00:00</td>\n",
       "      <td>2008</td>\n",
       "      <td>Fall</td>\n",
       "      <td>357</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2561.00</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <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>3</th>\n",
       "      <td>Princess Tutu</td>\n",
       "      <td>TV</td>\n",
       "      <td>Original</td>\n",
       "      <td>38</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>{'from': '2002-08-16', 'to': '2003-05-23'}</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>8.21</td>\n",
       "      <td>36501</td>\n",
       "      <td>307.0</td>\n",
       "      <td>916</td>\n",
       "      <td>93312</td>\n",
       "      <td>3344</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 1581, 'type': 'mang...</td>\n",
       "      <td>SmallStudio</td>\n",
       "      <td>2002-08-16 00:00:00</td>\n",
       "      <td>2003-05-23 00:00:00</td>\n",
       "      <td>2002</td>\n",
       "      <td>Summer</td>\n",
       "      <td>281</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2278.50</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <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>4</th>\n",
       "      <td>Bakuman. 3rd Season</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>25</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>{'from': '2012-10-06', 'to': '2013-03-30'}</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>8.67</td>\n",
       "      <td>107767</td>\n",
       "      <td>50.0</td>\n",
       "      <td>426</td>\n",
       "      <td>182765</td>\n",
       "      <td>2082</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 9711, 'type': 'mang...</td>\n",
       "      <td>J.C.Staff</td>\n",
       "      <td>2012-10-06 00:00:00</td>\n",
       "      <td>2013-03-30 00:00:00</td>\n",
       "      <td>2012</td>\n",
       "      <td>Fall</td>\n",
       "      <td>176</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1450.75</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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",
       "      <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",
       "      <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",
       "      <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>9027</th>\n",
       "      <td>Atashi Tenshi Anata Akuma</td>\n",
       "      <td>OVA</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>2</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>{'from': '1995-03-21', 'to': '1995-06-21'}</td>\n",
       "      <td>G - All Ages</td>\n",
       "      <td>1.25</td>\n",
       "      <td>4</td>\n",
       "      <td>9712.0</td>\n",
       "      <td>14077</td>\n",
       "      <td>47</td>\n",
       "      <td>1</td>\n",
       "      <td>[]</td>\n",
       "      <td>unknown</td>\n",
       "      <td>1995-03-21 00:00:00</td>\n",
       "      <td>1995-06-21 00:00:00</td>\n",
       "      <td>1995</td>\n",
       "      <td>Spring</td>\n",
       "      <td>93</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>9028</th>\n",
       "      <td>Pastel Life</td>\n",
       "      <td>TV</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>6</td>\n",
       "      <td>Currently Airing</td>\n",
       "      <td>True</td>\n",
       "      <td>{'from': '2018-05-17', 'to': '2018-06-21'}</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>6.62</td>\n",
       "      <td>140</td>\n",
       "      <td>5122.0</td>\n",
       "      <td>7722</td>\n",
       "      <td>1342</td>\n",
       "      <td>3</td>\n",
       "      <td>{'Spin-off': [{'mal_id': 33573, 'type': 'anime...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>2018-05-17 00:00:00</td>\n",
       "      <td>2018-06-21 00:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>Spring</td>\n",
       "      <td>36</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4131.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9029</th>\n",
       "      <td>Hibike! Euphonium Movie: Todoketai Melody - Ph...</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>3</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>{'from': '2017-09-30', 'to': '2017-09-30'}</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>5.66</td>\n",
       "      <td>35</td>\n",
       "      <td>10480.0</td>\n",
       "      <td>8789</td>\n",
       "      <td>809</td>\n",
       "      <td>1</td>\n",
       "      <td>{'Other': [{'mal_id': 35082, 'type': 'anime', ...</td>\n",
       "      <td>Kyoto Animation</td>\n",
       "      <td>2017-09-30 00:00:00</td>\n",
       "      <td>2017-09-30 00:00:00</td>\n",
       "      <td>2017</td>\n",
       "      <td>Fall</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1404.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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>9030</th>\n",
       "      <td>Quiz de Manabu Pinocchio no Koutsuu Ansen</td>\n",
       "      <td>OVA</td>\n",
       "      <td>Original</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>{'from': None, 'to': None}</td>\n",
       "      <td>G - All Ages</td>\n",
       "      <td>8.00</td>\n",
       "      <td>2</td>\n",
       "      <td>11910.0</td>\n",
       "      <td>14287</td>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "      <td>[]</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Not aired</td>\n",
       "      <td>Not aired</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>9031</th>\n",
       "      <td>Ichinen Ikkumi</td>\n",
       "      <td>OVA</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>{'from': None, 'to': None}</td>\n",
       "      <td>G - All Ages</td>\n",
       "      <td>4.33</td>\n",
       "      <td>6</td>\n",
       "      <td>10596.0</td>\n",
       "      <td>13724</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>[]</td>\n",
       "      <td>Toei Animation</td>\n",
       "      <td>Not aired</td>\n",
       "      <td>Not aired</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>9032 rows × 79 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  title   type    source  \\\n",
       "0                                         Inu x Boku SS     TV     Manga   \n",
       "1                                      Seto no Hanayome     TV     Manga   \n",
       "2                                    Shugo Chara!! Doki     TV     Manga   \n",
       "3                                         Princess Tutu     TV  Original   \n",
       "4                                   Bakuman. 3rd Season     TV     Manga   \n",
       "...                                                 ...    ...       ...   \n",
       "9027                          Atashi Tenshi Anata Akuma    OVA   Unknown   \n",
       "9028                                        Pastel Life     TV   Unknown   \n",
       "9029  Hibike! Euphonium Movie: Todoketai Melody - Ph...  Movie   Unknown   \n",
       "9030          Quiz de Manabu Pinocchio no Koutsuu Ansen    OVA  Original   \n",
       "9031                                     Ichinen Ikkumi    OVA   Unknown   \n",
       "\n",
       "      episodes            status  airing  \\\n",
       "0           12   Finished Airing   False   \n",
       "1           26   Finished Airing   False   \n",
       "2           51   Finished Airing   False   \n",
       "3           38   Finished Airing   False   \n",
       "4           25   Finished Airing   False   \n",
       "...        ...               ...     ...   \n",
       "9027         2   Finished Airing   False   \n",
       "9028         6  Currently Airing    True   \n",
       "9029         3   Finished Airing   False   \n",
       "9030         1   Finished Airing   False   \n",
       "9031         1   Finished Airing   False   \n",
       "\n",
       "                                           aired                     rating  \\\n",
       "0     {'from': '2012-01-13', 'to': '2012-03-30'}  PG-13 - Teens 13 or older   \n",
       "1     {'from': '2007-04-02', 'to': '2007-10-01'}  PG-13 - Teens 13 or older   \n",
       "2     {'from': '2008-10-04', 'to': '2009-09-25'}              PG - Children   \n",
       "3     {'from': '2002-08-16', 'to': '2003-05-23'}  PG-13 - Teens 13 or older   \n",
       "4     {'from': '2012-10-06', 'to': '2013-03-30'}  PG-13 - Teens 13 or older   \n",
       "...                                          ...                        ...   \n",
       "9027  {'from': '1995-03-21', 'to': '1995-06-21'}               G - All Ages   \n",
       "9028  {'from': '2018-05-17', 'to': '2018-06-21'}  PG-13 - Teens 13 or older   \n",
       "9029  {'from': '2017-09-30', 'to': '2017-09-30'}  PG-13 - Teens 13 or older   \n",
       "9030                  {'from': None, 'to': None}               G - All Ages   \n",
       "9031                  {'from': None, 'to': None}               G - All Ages   \n",
       "\n",
       "      score  scored_by     rank  popularity  members  favorites  \\\n",
       "0      7.63     139250   1274.0         231   283882       2809   \n",
       "1      7.89      91206    727.0         366   204003       2579   \n",
       "2      7.55      37129   1508.0        1173    70127        802   \n",
       "3      8.21      36501    307.0         916    93312       3344   \n",
       "4      8.67     107767     50.0         426   182765       2082   \n",
       "...     ...        ...      ...         ...      ...        ...   \n",
       "9027   1.25          4   9712.0       14077       47          1   \n",
       "9028   6.62        140   5122.0        7722     1342          3   \n",
       "9029   5.66         35  10480.0        8789      809          1   \n",
       "9030   8.00          2  11910.0       14287       35          1   \n",
       "9031   4.33          6  10596.0       13724       70          1   \n",
       "\n",
       "                                                related           studio  \\\n",
       "0     {'Adaptation': [{'mal_id': 17207, 'type': 'man...      SmallStudio   \n",
       "1     {'Adaptation': [{'mal_id': 759, 'type': 'manga...            Gonzo   \n",
       "2     {'Adaptation': [{'mal_id': 101, 'type': 'manga...        Satelight   \n",
       "3     {'Adaptation': [{'mal_id': 1581, 'type': 'mang...      SmallStudio   \n",
       "4     {'Adaptation': [{'mal_id': 9711, 'type': 'mang...        J.C.Staff   \n",
       "...                                                 ...              ...   \n",
       "9027                                                 []          unknown   \n",
       "9028  {'Spin-off': [{'mal_id': 33573, 'type': 'anime...          unknown   \n",
       "9029  {'Other': [{'mal_id': 35082, 'type': 'anime', ...  Kyoto Animation   \n",
       "9030                                                 []          unknown   \n",
       "9031                                                 []   Toei Animation   \n",
       "\n",
       "               aired_from             aired_to  year start_season  days_aired  \\\n",
       "0     2012-01-13 00:00:00  2012-03-30 00:00:00  2012       Winter          78   \n",
       "1     2007-04-02 00:00:00  2007-10-01 00:00:00  2007       Spring         183   \n",
       "2     2008-10-04 00:00:00  2009-09-25 00:00:00  2008         Fall         357   \n",
       "3     2002-08-16 00:00:00  2003-05-23 00:00:00  2002       Summer         281   \n",
       "4     2012-10-06 00:00:00  2013-03-30 00:00:00  2012         Fall         176   \n",
       "...                   ...                  ...   ...          ...         ...   \n",
       "9027  1995-03-21 00:00:00  1995-06-21 00:00:00  1995       Spring          93   \n",
       "9028  2018-05-17 00:00:00  2018-06-21 00:00:00  2018       Spring          36   \n",
       "9029  2017-09-30 00:00:00  2017-09-30 00:00:00  2017         Fall           1   \n",
       "9030            Not aired            Not aired     0            0           0   \n",
       "9031            Not aired            Not aired     0            0           0   \n",
       "\n",
       "      duration_minutes  Genre_Action  Genre_Adventure  Genre_Cars  \\\n",
       "0                 24.0             0                0           0   \n",
       "1                 24.0             0                0           0   \n",
       "2                 24.0             0                0           0   \n",
       "3                 16.0             0                0           0   \n",
       "4                 24.0             0                0           0   \n",
       "...                ...           ...              ...         ...   \n",
       "9027              30.0             0                0           0   \n",
       "9028               3.0             0                0           0   \n",
       "9029               4.0             0                0           0   \n",
       "9030              15.0             0                0           0   \n",
       "9031              51.0             0                0           0   \n",
       "\n",
       "      Genre_Comedy  Genre_Dementia  Genre_Demons  Genre_Drama  Genre_Ecchi  \\\n",
       "0                1               0             0            0            0   \n",
       "1                1               0             0            0            0   \n",
       "2                1               0             0            0            0   \n",
       "3                1               0             0            1            0   \n",
       "4                1               0             0            1            0   \n",
       "...            ...             ...           ...          ...          ...   \n",
       "9027             0               0             0            0            0   \n",
       "9028             0               0             0            0            0   \n",
       "9029             1               0             0            0            0   \n",
       "9030             0               0             0            0            0   \n",
       "9031             0               0             0            0            0   \n",
       "\n",
       "      Genre_Fantasy  Genre_Game  Genre_Harem  Genre_Hentai  Genre_Historical  \\\n",
       "0                 0           0            0             0                 0   \n",
       "1                 0           0            0             0                 0   \n",
       "2                 0           0            0             0                 0   \n",
       "3                 1           0            0             0                 0   \n",
       "4                 0           0            0             0                 0   \n",
       "...             ...         ...          ...           ...               ...   \n",
       "9027              0           0            0             0                 0   \n",
       "9028              0           0            0             0                 0   \n",
       "9029              0           0            0             0                 0   \n",
       "9030              0           0            0             0                 0   \n",
       "9031              0           0            0             0                 0   \n",
       "\n",
       "      Genre_Horror  Genre_Josei  Genre_Kids  Genre_Magic  Genre_Martial Arts  \\\n",
       "0                0            0           0            0                   0   \n",
       "1                0            0           0            0                   0   \n",
       "2                0            0           0            1                   0   \n",
       "3                0            0           0            1                   0   \n",
       "4                0            0           0            0                   0   \n",
       "...            ...          ...         ...          ...                 ...   \n",
       "9027             0            0           0            0                   0   \n",
       "9028             0            0           0            0                   0   \n",
       "9029             0            0           0            0                   0   \n",
       "9030             0            0           1            0                   0   \n",
       "9031             0            0           1            0                   0   \n",
       "\n",
       "      Genre_Mecha  Genre_Military  Genre_Music  Genre_Mystery  Genre_NA  \\\n",
       "0               0               0            0              0         0   \n",
       "1               0               0            0              0         0   \n",
       "2               0               0            0              0         0   \n",
       "3               0               0            0              0         0   \n",
       "4               0               0            0              0         0   \n",
       "...           ...             ...          ...            ...       ...   \n",
       "9027            0               0            0              0         1   \n",
       "9028            0               0            1              0         0   \n",
       "9029            0               0            0              0         0   \n",
       "9030            0               0            0              0         0   \n",
       "9031            0               0            0              0         0   \n",
       "\n",
       "      Genre_Parody  Genre_Police  Genre_Psychological  Genre_Romance  \\\n",
       "0                0             0                    0              1   \n",
       "1                1             0                    0              1   \n",
       "2                0             0                    0              0   \n",
       "3                0             0                    0              1   \n",
       "4                0             0                    0              1   \n",
       "...            ...           ...                  ...            ...   \n",
       "9027             0             0                    0              0   \n",
       "9028             0             0                    0              0   \n",
       "9029             0             0                    0              0   \n",
       "9030             0             0                    0              0   \n",
       "9031             0             0                    0              0   \n",
       "\n",
       "      Genre_Samurai  Genre_School  Genre_Sci-Fi  Genre_Seinen  Genre_Shoujo  \\\n",
       "0                 0             0             0             0             0   \n",
       "1                 0             1             0             0             0   \n",
       "2                 0             1             0             0             1   \n",
       "3                 0             0             0             0             0   \n",
       "4                 0             0             0             0             0   \n",
       "...             ...           ...           ...           ...           ...   \n",
       "9027              0             0             0             0             0   \n",
       "9028              0             0             0             0             0   \n",
       "9029              0             0             0             0             0   \n",
       "9030              0             0             0             0             0   \n",
       "9031              0             1             0             0             0   \n",
       "\n",
       "      Genre_Shoujo Ai  Genre_Shounen  Genre_Shounen Ai  Genre_Slice of Life  \\\n",
       "0                   0              1                 0                    0   \n",
       "1                   0              1                 0                    0   \n",
       "2                   0              0                 0                    0   \n",
       "3                   0              0                 0                    0   \n",
       "4                   0              1                 0                    0   \n",
       "...               ...            ...               ...                  ...   \n",
       "9027                0              0                 0                    0   \n",
       "9028                0              0                 0                    1   \n",
       "9029                0              0                 0                    0   \n",
       "9030                0              0                 0                    0   \n",
       "9031                0              0                 0                    0   \n",
       "\n",
       "      Genre_Space  Genre_Sports  Genre_Super Power  Genre_Supernatural  \\\n",
       "0               0             0                  0                   1   \n",
       "1               0             0                  0                   0   \n",
       "2               0             0                  0                   0   \n",
       "3               0             0                  0                   0   \n",
       "4               0             0                  0                   0   \n",
       "...           ...           ...                ...                 ...   \n",
       "9027            0             0                  0                   0   \n",
       "9028            0             0                  0                   0   \n",
       "9029            0             0                  0                   0   \n",
       "9030            0             0                  0                   0   \n",
       "9031            0             0                  0                   0   \n",
       "\n",
       "      Genre_Thriller  Genre_Vampire  Genre_Yaoi  Genre_Yuri  \\\n",
       "0                  0              0           0           0   \n",
       "1                  0              0           0           0   \n",
       "2                  0              0           0           0   \n",
       "3                  0              0           0           0   \n",
       "4                  0              0           0           0   \n",
       "...              ...            ...         ...         ...   \n",
       "9027               0              0           0           0   \n",
       "9028               0              0           0           0   \n",
       "9029               0              0           0           0   \n",
       "9030               0              0           0           0   \n",
       "9031               0              0           0           0   \n",
       "\n",
       "      Average Rank of Related  Related_Adaptation  Related_Sequel  \\\n",
       "0                     1145.50                   1               1   \n",
       "1                     2507.75                   1               1   \n",
       "2                     2561.00                   1               1   \n",
       "3                     2278.50                   1               0   \n",
       "4                     1450.75                   1               0   \n",
       "...                       ...                 ...             ...   \n",
       "9027                     0.00                   0               0   \n",
       "9028                  4131.00                   0               0   \n",
       "9029                  1404.00                   0               0   \n",
       "9030                     0.00                   0               0   \n",
       "9031                     0.00                   0               0   \n",
       "\n",
       "      Related_Side story  Related_Alternative version  Related_Prequel  \\\n",
       "0                      0                            0                0   \n",
       "1                      1                            1                0   \n",
       "2                      0                            0                1   \n",
       "3                      0                            0                0   \n",
       "4                      0                            0                2   \n",
       "...                  ...                          ...              ...   \n",
       "9027                   0                            0                0   \n",
       "9028                   0                            0                0   \n",
       "9029                   0                            0                0   \n",
       "9030                   0                            0                0   \n",
       "9031                   0                            0                0   \n",
       "\n",
       "      Related_Summary  Related_Other  Related_Spin-off  \\\n",
       "0                   0              0                 0   \n",
       "1                   0              0                 0   \n",
       "2                   0              0                 0   \n",
       "3                   1              0                 0   \n",
       "4                   0              1                 0   \n",
       "...               ...            ...               ...   \n",
       "9027                0              0                 0   \n",
       "9028                0              0                 1   \n",
       "9029                0              1                 0   \n",
       "9030                0              0                 0   \n",
       "9031                0              0                 0   \n",
       "\n",
       "      Related_Alternative setting  Related_Character  Related_Parent story  \\\n",
       "0                               0                  0                     0   \n",
       "1                               0                  0                     0   \n",
       "2                               0                  0                     0   \n",
       "3                               0                  0                     0   \n",
       "4                               0                  0                     0   \n",
       "...                           ...                ...                   ...   \n",
       "9027                            0                  0                     0   \n",
       "9028                            0                  0                     0   \n",
       "9029                            0                  0                     0   \n",
       "9030                            0                  0                     0   \n",
       "9031                            0                  0                     0   \n",
       "\n",
       "      Related_Full story  \n",
       "0                      0  \n",
       "1                      0  \n",
       "2                      0  \n",
       "3                      0  \n",
       "4                      0  \n",
       "...                  ...  \n",
       "9027                   0  \n",
       "9028                   0  \n",
       "9029                   0  \n",
       "9030                   0  \n",
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       "\n",
       "[9032 rows x 79 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Concat back into main df\n",
    "animelist_df.reset_index(drop=True)\n",
    "related_df_separated.reset_index(drop=True)\n",
    "combined_df = pd.concat([animelist_df, related_df_separated.drop(columns=['title']).reset_index(drop=True)], axis='columns')\n",
    "\n",
    "# Show all collumns\n",
    "pd.set_option('display.max_columns', None)\n",
    "animelist_df = combined_df\n",
    "animelist_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e28428e7-6355-46f1-89ce-d029717e2460",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "### **Remove** - converted column (aired & related)\n",
    "---\n",
    "\n",
    "After converting aired, genres and related, then remove the columns that contain json."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "20cb208a-d721-41d2-aac1-6991d093b60f",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "animelist_df.drop(columns=['aired', 'related'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "4ce283e6-9fae-4ef9-8f31-8f7e2c689d6d",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "      <td>2007-10-01 00:00:00</td>\n",
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       "      <td>Manga</td>\n",
       "      <td>51</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
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       "      <td>37129</td>\n",
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       "      <td>1173</td>\n",
       "      <td>70127</td>\n",
       "      <td>802</td>\n",
       "      <td>Satelight</td>\n",
       "      <td>2008-10-04 00:00:00</td>\n",
       "      <td>2009-09-25 00:00:00</td>\n",
       "      <td>2008</td>\n",
       "      <td>Fall</td>\n",
       "      <td>357</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0</td>\n",
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       "      <td>2561.00</td>\n",
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       "      <td>Original</td>\n",
       "      <td>38</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
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       "      <td>307.0</td>\n",
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       "      <td>2002-08-16 00:00:00</td>\n",
       "      <td>2003-05-23 00:00:00</td>\n",
       "      <td>2002</td>\n",
       "      <td>Summer</td>\n",
       "      <td>281</td>\n",
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       "    <tr>\n",
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       "      <td>25</td>\n",
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       "      <td>2082</td>\n",
       "      <td>J.C.Staff</td>\n",
       "      <td>2012-10-06 00:00:00</td>\n",
       "      <td>2013-03-30 00:00:00</td>\n",
       "      <td>2012</td>\n",
       "      <td>Fall</td>\n",
       "      <td>176</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1450.75</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
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       "      <td>1</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 title type    source  episodes           status  airing  \\\n",
       "0        Inu x Boku SS   TV     Manga        12  Finished Airing   False   \n",
       "1     Seto no Hanayome   TV     Manga        26  Finished Airing   False   \n",
       "2   Shugo Chara!! Doki   TV     Manga        51  Finished Airing   False   \n",
       "3        Princess Tutu   TV  Original        38  Finished Airing   False   \n",
       "4  Bakuman. 3rd Season   TV     Manga        25  Finished Airing   False   \n",
       "\n",
       "                      rating  score  scored_by    rank  popularity  members  \\\n",
       "0  PG-13 - Teens 13 or older   7.63     139250  1274.0         231   283882   \n",
       "1  PG-13 - Teens 13 or older   7.89      91206   727.0         366   204003   \n",
       "2              PG - Children   7.55      37129  1508.0        1173    70127   \n",
       "3  PG-13 - Teens 13 or older   8.21      36501   307.0         916    93312   \n",
       "4  PG-13 - Teens 13 or older   8.67     107767    50.0         426   182765   \n",
       "\n",
       "   favorites       studio           aired_from             aired_to  year  \\\n",
       "0       2809  SmallStudio  2012-01-13 00:00:00  2012-03-30 00:00:00  2012   \n",
       "1       2579        Gonzo  2007-04-02 00:00:00  2007-10-01 00:00:00  2007   \n",
       "2        802    Satelight  2008-10-04 00:00:00  2009-09-25 00:00:00  2008   \n",
       "3       3344  SmallStudio  2002-08-16 00:00:00  2003-05-23 00:00:00  2002   \n",
       "4       2082    J.C.Staff  2012-10-06 00:00:00  2013-03-30 00:00:00  2012   \n",
       "\n",
       "  start_season  days_aired  duration_minutes  Genre_Action  Genre_Adventure  \\\n",
       "0       Winter          78              24.0             0                0   \n",
       "1       Spring         183              24.0             0                0   \n",
       "2         Fall         357              24.0             0                0   \n",
       "3       Summer         281              16.0             0                0   \n",
       "4         Fall         176              24.0             0                0   \n",
       "\n",
       "   Genre_Cars  Genre_Comedy  Genre_Dementia  Genre_Demons  Genre_Drama  \\\n",
       "0           0             1               0             0            0   \n",
       "1           0             1               0             0            0   \n",
       "2           0             1               0             0            0   \n",
       "3           0             1               0             0            1   \n",
       "4           0             1               0             0            1   \n",
       "\n",
       "   Genre_Ecchi  Genre_Fantasy  Genre_Game  Genre_Harem  Genre_Hentai  \\\n",
       "0            0              0           0            0             0   \n",
       "1            0              0           0            0             0   \n",
       "2            0              0           0            0             0   \n",
       "3            0              1           0            0             0   \n",
       "4            0              0           0            0             0   \n",
       "\n",
       "   Genre_Historical  Genre_Horror  Genre_Josei  Genre_Kids  Genre_Magic  \\\n",
       "0                 0             0            0           0            0   \n",
       "1                 0             0            0           0            0   \n",
       "2                 0             0            0           0            1   \n",
       "3                 0             0            0           0            1   \n",
       "4                 0             0            0           0            0   \n",
       "\n",
       "   Genre_Martial Arts  Genre_Mecha  Genre_Military  Genre_Music  \\\n",
       "0                   0            0               0            0   \n",
       "1                   0            0               0            0   \n",
       "2                   0            0               0            0   \n",
       "3                   0            0               0            0   \n",
       "4                   0            0               0            0   \n",
       "\n",
       "   Genre_Mystery  Genre_NA  Genre_Parody  Genre_Police  Genre_Psychological  \\\n",
       "0              0         0             0             0                    0   \n",
       "1              0         0             1             0                    0   \n",
       "2              0         0             0             0                    0   \n",
       "3              0         0             0             0                    0   \n",
       "4              0         0             0             0                    0   \n",
       "\n",
       "   Genre_Romance  Genre_Samurai  Genre_School  Genre_Sci-Fi  Genre_Seinen  \\\n",
       "0              1              0             0             0             0   \n",
       "1              1              0             1             0             0   \n",
       "2              0              0             1             0             0   \n",
       "3              1              0             0             0             0   \n",
       "4              1              0             0             0             0   \n",
       "\n",
       "   Genre_Shoujo  Genre_Shoujo Ai  Genre_Shounen  Genre_Shounen Ai  \\\n",
       "0             0                0              1                 0   \n",
       "1             0                0              1                 0   \n",
       "2             1                0              0                 0   \n",
       "3             0                0              0                 0   \n",
       "4             0                0              1                 0   \n",
       "\n",
       "   Genre_Slice of Life  Genre_Space  Genre_Sports  Genre_Super Power  \\\n",
       "0                    0            0             0                  0   \n",
       "1                    0            0             0                  0   \n",
       "2                    0            0             0                  0   \n",
       "3                    0            0             0                  0   \n",
       "4                    0            0             0                  0   \n",
       "\n",
       "   Genre_Supernatural  Genre_Thriller  Genre_Vampire  Genre_Yaoi  Genre_Yuri  \\\n",
       "0                   1               0              0           0           0   \n",
       "1                   0               0              0           0           0   \n",
       "2                   0               0              0           0           0   \n",
       "3                   0               0              0           0           0   \n",
       "4                   0               0              0           0           0   \n",
       "\n",
       "   Average Rank of Related  Related_Adaptation  Related_Sequel  \\\n",
       "0                  1145.50                   1               1   \n",
       "1                  2507.75                   1               1   \n",
       "2                  2561.00                   1               1   \n",
       "3                  2278.50                   1               0   \n",
       "4                  1450.75                   1               0   \n",
       "\n",
       "   Related_Side story  Related_Alternative version  Related_Prequel  \\\n",
       "0                   0                            0                0   \n",
       "1                   1                            1                0   \n",
       "2                   0                            0                1   \n",
       "3                   0                            0                0   \n",
       "4                   0                            0                2   \n",
       "\n",
       "   Related_Summary  Related_Other  Related_Spin-off  \\\n",
       "0                0              0                 0   \n",
       "1                0              0                 0   \n",
       "2                0              0                 0   \n",
       "3                1              0                 0   \n",
       "4                0              1                 0   \n",
       "\n",
       "   Related_Alternative setting  Related_Character  Related_Parent story  \\\n",
       "0                            0                  0                     0   \n",
       "1                            0                  0                     0   \n",
       "2                            0                  0                     0   \n",
       "3                            0                  0                     0   \n",
       "4                            0                  0                     0   \n",
       "\n",
       "   Related_Full story  \n",
       "0                   0  \n",
       "1                   0  \n",
       "2                   0  \n",
       "3                   0  \n",
       "4                   0  "
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "animelist_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6261d94-2d8b-43ae-85fa-bbb15935905c",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "## Break down to type of shows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "3093db7a-8f4b-4b9d-893b-05a7c2da4848",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>type</th>\n",
       "      <th>source</th>\n",
       "      <th>episodes</th>\n",
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       "      <th>Genre_Martial Arts</th>\n",
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       "      <th>Genre_Samurai</th>\n",
       "      <th>Genre_School</th>\n",
       "      <th>Genre_Sci-Fi</th>\n",
       "      <th>Genre_Seinen</th>\n",
       "      <th>Genre_Shoujo</th>\n",
       "      <th>Genre_Shoujo Ai</th>\n",
       "      <th>Genre_Shounen</th>\n",
       "      <th>Genre_Shounen Ai</th>\n",
       "      <th>Genre_Slice of Life</th>\n",
       "      <th>Genre_Space</th>\n",
       "      <th>Genre_Sports</th>\n",
       "      <th>Genre_Super Power</th>\n",
       "      <th>Genre_Supernatural</th>\n",
       "      <th>Genre_Thriller</th>\n",
       "      <th>Genre_Vampire</th>\n",
       "      <th>Genre_Yaoi</th>\n",
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       "      <th>Average Rank of Related</th>\n",
       "      <th>Related_Adaptation</th>\n",
       "      <th>Related_Sequel</th>\n",
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       "      <th>Related_Alternative version</th>\n",
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       "    </tr>\n",
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       "      <th>0</th>\n",
       "      <td>Inu x Boku SS</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>12</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
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       "      <td>2012-03-30 00:00:00</td>\n",
       "      <td>2012</td>\n",
       "      <td>Winter</td>\n",
       "      <td>78</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Shugo Chara!! Doki</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>51</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG - Children</td>\n",
       "      <td>7.55</td>\n",
       "      <td>37129</td>\n",
       "      <td>1508.0</td>\n",
       "      <td>1173</td>\n",
       "      <td>70127</td>\n",
       "      <td>802</td>\n",
       "      <td>Satelight</td>\n",
       "      <td>2008-10-04 00:00:00</td>\n",
       "      <td>2009-09-25 00:00:00</td>\n",
       "      <td>2008</td>\n",
       "      <td>Fall</td>\n",
       "      <td>357</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2561.00</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <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>3</th>\n",
       "      <td>Princess Tutu</td>\n",
       "      <td>TV</td>\n",
       "      <td>Original</td>\n",
       "      <td>38</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>8.21</td>\n",
       "      <td>36501</td>\n",
       "      <td>307.0</td>\n",
       "      <td>916</td>\n",
       "      <td>93312</td>\n",
       "      <td>3344</td>\n",
       "      <td>SmallStudio</td>\n",
       "      <td>2002-08-16 00:00:00</td>\n",
       "      <td>2003-05-23 00:00:00</td>\n",
       "      <td>2002</td>\n",
       "      <td>Summer</td>\n",
       "      <td>281</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2278.50</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <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>4</th>\n",
       "      <td>Bakuman. 3rd Season</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>25</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>8.67</td>\n",
       "      <td>107767</td>\n",
       "      <td>50.0</td>\n",
       "      <td>426</td>\n",
       "      <td>182765</td>\n",
       "      <td>2082</td>\n",
       "      <td>J.C.Staff</td>\n",
       "      <td>2012-10-06 00:00:00</td>\n",
       "      <td>2013-03-30 00:00:00</td>\n",
       "      <td>2012</td>\n",
       "      <td>Fall</td>\n",
       "      <td>176</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1450.75</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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",
       "      <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",
       "      <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",
       "      <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>9007</th>\n",
       "      <td>Duel Masters Victory</td>\n",
       "      <td>TV</td>\n",
       "      <td>Original</td>\n",
       "      <td>52</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>6.17</td>\n",
       "      <td>191</td>\n",
       "      <td>6851.0</td>\n",
       "      <td>8712</td>\n",
       "      <td>796</td>\n",
       "      <td>1</td>\n",
       "      <td>unknown</td>\n",
       "      <td>2011-04-02 00:00:00</td>\n",
       "      <td>2012-03-31 00:00:00</td>\n",
       "      <td>2011</td>\n",
       "      <td>Spring</td>\n",
       "      <td>365</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <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>9009</th>\n",
       "      <td>Alexander Senki</td>\n",
       "      <td>TV</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>13</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>R+ - Mild Nudity</td>\n",
       "      <td>5.80</td>\n",
       "      <td>2150</td>\n",
       "      <td>7792.0</td>\n",
       "      <td>4934</td>\n",
       "      <td>4840</td>\n",
       "      <td>18</td>\n",
       "      <td>Madhouse</td>\n",
       "      <td>1999-09-14 00:00:00</td>\n",
       "      <td>1999-12-07 00:00:00</td>\n",
       "      <td>1999</td>\n",
       "      <td>Fall</td>\n",
       "      <td>85</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>9013</th>\n",
       "      <td>Nepos Napos</td>\n",
       "      <td>TV</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>26</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG - Children</td>\n",
       "      <td>5.80</td>\n",
       "      <td>5</td>\n",
       "      <td>11450.0</td>\n",
       "      <td>13582</td>\n",
       "      <td>72</td>\n",
       "      <td>1</td>\n",
       "      <td>SmallStudio</td>\n",
       "      <td>2005-01-31 00:00:00</td>\n",
       "      <td>2005-07-25 00:00:00</td>\n",
       "      <td>2005</td>\n",
       "      <td>Winter</td>\n",
       "      <td>176</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>9021</th>\n",
       "      <td>Robocar Poli 2</td>\n",
       "      <td>TV</td>\n",
       "      <td>Original</td>\n",
       "      <td>26</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>G - All Ages</td>\n",
       "      <td>5.70</td>\n",
       "      <td>20</td>\n",
       "      <td>11888.0</td>\n",
       "      <td>13081</td>\n",
       "      <td>95</td>\n",
       "      <td>1</td>\n",
       "      <td>unknown</td>\n",
       "      <td>2011-12-26 00:00:00</td>\n",
       "      <td>2012-05-15 00:00:00</td>\n",
       "      <td>2011</td>\n",
       "      <td>Winter</td>\n",
       "      <td>142</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <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>9028</th>\n",
       "      <td>Pastel Life</td>\n",
       "      <td>TV</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>6</td>\n",
       "      <td>Currently Airing</td>\n",
       "      <td>True</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>6.62</td>\n",
       "      <td>140</td>\n",
       "      <td>5122.0</td>\n",
       "      <td>7722</td>\n",
       "      <td>1342</td>\n",
       "      <td>3</td>\n",
       "      <td>unknown</td>\n",
       "      <td>2018-05-17 00:00:00</td>\n",
       "      <td>2018-06-21 00:00:00</td>\n",
       "      <td>2018</td>\n",
       "      <td>Spring</td>\n",
       "      <td>36</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4131.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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>3310 rows × 77 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     title type    source  episodes            status  airing  \\\n",
       "0            Inu x Boku SS   TV     Manga        12   Finished Airing   False   \n",
       "1         Seto no Hanayome   TV     Manga        26   Finished Airing   False   \n",
       "2       Shugo Chara!! Doki   TV     Manga        51   Finished Airing   False   \n",
       "3            Princess Tutu   TV  Original        38   Finished Airing   False   \n",
       "4      Bakuman. 3rd Season   TV     Manga        25   Finished Airing   False   \n",
       "...                    ...  ...       ...       ...               ...     ...   \n",
       "9007  Duel Masters Victory   TV  Original        52   Finished Airing   False   \n",
       "9009       Alexander Senki   TV   Unknown        13   Finished Airing   False   \n",
       "9013           Nepos Napos   TV   Unknown        26   Finished Airing   False   \n",
       "9021        Robocar Poli 2   TV  Original        26   Finished Airing   False   \n",
       "9028           Pastel Life   TV   Unknown         6  Currently Airing    True   \n",
       "\n",
       "                         rating  score  scored_by     rank  popularity  \\\n",
       "0     PG-13 - Teens 13 or older   7.63     139250   1274.0         231   \n",
       "1     PG-13 - Teens 13 or older   7.89      91206    727.0         366   \n",
       "2                 PG - Children   7.55      37129   1508.0        1173   \n",
       "3     PG-13 - Teens 13 or older   8.21      36501    307.0         916   \n",
       "4     PG-13 - Teens 13 or older   8.67     107767     50.0         426   \n",
       "...                         ...    ...        ...      ...         ...   \n",
       "9007  PG-13 - Teens 13 or older   6.17        191   6851.0        8712   \n",
       "9009           R+ - Mild Nudity   5.80       2150   7792.0        4934   \n",
       "9013              PG - Children   5.80          5  11450.0       13582   \n",
       "9021               G - All Ages   5.70         20  11888.0       13081   \n",
       "9028  PG-13 - Teens 13 or older   6.62        140   5122.0        7722   \n",
       "\n",
       "      members  favorites       studio           aired_from  \\\n",
       "0      283882       2809  SmallStudio  2012-01-13 00:00:00   \n",
       "1      204003       2579        Gonzo  2007-04-02 00:00:00   \n",
       "2       70127        802    Satelight  2008-10-04 00:00:00   \n",
       "3       93312       3344  SmallStudio  2002-08-16 00:00:00   \n",
       "4      182765       2082    J.C.Staff  2012-10-06 00:00:00   \n",
       "...       ...        ...          ...                  ...   \n",
       "9007      796          1      unknown  2011-04-02 00:00:00   \n",
       "9009     4840         18     Madhouse  1999-09-14 00:00:00   \n",
       "9013       72          1  SmallStudio  2005-01-31 00:00:00   \n",
       "9021       95          1      unknown  2011-12-26 00:00:00   \n",
       "9028     1342          3      unknown  2018-05-17 00:00:00   \n",
       "\n",
       "                 aired_to  year start_season  days_aired  duration_minutes  \\\n",
       "0     2012-03-30 00:00:00  2012       Winter          78              24.0   \n",
       "1     2007-10-01 00:00:00  2007       Spring         183              24.0   \n",
       "2     2009-09-25 00:00:00  2008         Fall         357              24.0   \n",
       "3     2003-05-23 00:00:00  2002       Summer         281              16.0   \n",
       "4     2013-03-30 00:00:00  2012         Fall         176              24.0   \n",
       "...                   ...   ...          ...         ...               ...   \n",
       "9007  2012-03-31 00:00:00  2011       Spring         365              10.0   \n",
       "9009  1999-12-07 00:00:00  1999         Fall          85              20.0   \n",
       "9013  2005-07-25 00:00:00  2005       Winter         176               6.0   \n",
       "9021  2012-05-15 00:00:00  2011       Winter         142              11.0   \n",
       "9028  2018-06-21 00:00:00  2018       Spring          36               3.0   \n",
       "\n",
       "      Genre_Action  Genre_Adventure  Genre_Cars  Genre_Comedy  Genre_Dementia  \\\n",
       "0                0                0           0             1               0   \n",
       "1                0                0           0             1               0   \n",
       "2                0                0           0             1               0   \n",
       "3                0                0           0             1               0   \n",
       "4                0                0           0             1               0   \n",
       "...            ...              ...         ...           ...             ...   \n",
       "9007             1                1           0             1               0   \n",
       "9009             1                1           0             0               0   \n",
       "9013             0                0           0             0               0   \n",
       "9021             0                0           1             0               0   \n",
       "9028             0                0           0             0               0   \n",
       "\n",
       "      Genre_Demons  Genre_Drama  Genre_Ecchi  Genre_Fantasy  Genre_Game  \\\n",
       "0                0            0            0              0           0   \n",
       "1                0            0            0              0           0   \n",
       "2                0            0            0              0           0   \n",
       "3                0            1            0              1           0   \n",
       "4                0            1            0              0           0   \n",
       "...            ...          ...          ...            ...         ...   \n",
       "9007             0            0            0              0           0   \n",
       "9009             0            0            0              1           0   \n",
       "9013             0            0            0              1           0   \n",
       "9021             0            0            0              0           0   \n",
       "9028             0            0            0              0           0   \n",
       "\n",
       "      Genre_Harem  Genre_Hentai  Genre_Historical  Genre_Horror  Genre_Josei  \\\n",
       "0               0             0                 0             0            0   \n",
       "1               0             0                 0             0            0   \n",
       "2               0             0                 0             0            0   \n",
       "3               0             0                 0             0            0   \n",
       "4               0             0                 0             0            0   \n",
       "...           ...           ...               ...           ...          ...   \n",
       "9007            0             0                 0             0            0   \n",
       "9009            0             0                 1             0            0   \n",
       "9013            0             0                 0             0            0   \n",
       "9021            0             0                 0             0            0   \n",
       "9028            0             0                 0             0            0   \n",
       "\n",
       "      Genre_Kids  Genre_Magic  Genre_Martial Arts  Genre_Mecha  \\\n",
       "0              0            0                   0            0   \n",
       "1              0            0                   0            0   \n",
       "2              0            1                   0            0   \n",
       "3              0            1                   0            0   \n",
       "4              0            0                   0            0   \n",
       "...          ...          ...                 ...          ...   \n",
       "9007           0            0                   0            0   \n",
       "9009           0            0                   0            0   \n",
       "9013           1            0                   0            0   \n",
       "9021           1            0                   0            0   \n",
       "9028           0            0                   0            0   \n",
       "\n",
       "      Genre_Military  Genre_Music  Genre_Mystery  Genre_NA  Genre_Parody  \\\n",
       "0                  0            0              0         0             0   \n",
       "1                  0            0              0         0             1   \n",
       "2                  0            0              0         0             0   \n",
       "3                  0            0              0         0             0   \n",
       "4                  0            0              0         0             0   \n",
       "...              ...          ...            ...       ...           ...   \n",
       "9007               0            0              0         0             0   \n",
       "9009               0            0              0         0             0   \n",
       "9013               0            0              0         0             0   \n",
       "9021               0            0              0         0             0   \n",
       "9028               0            1              0         0             0   \n",
       "\n",
       "      Genre_Police  Genre_Psychological  Genre_Romance  Genre_Samurai  \\\n",
       "0                0                    0              1              0   \n",
       "1                0                    0              1              0   \n",
       "2                0                    0              0              0   \n",
       "3                0                    0              1              0   \n",
       "4                0                    0              1              0   \n",
       "...            ...                  ...            ...            ...   \n",
       "9007             0                    0              0              0   \n",
       "9009             0                    0              0              0   \n",
       "9013             0                    0              0              0   \n",
       "9021             1                    0              0              0   \n",
       "9028             0                    0              0              0   \n",
       "\n",
       "      Genre_School  Genre_Sci-Fi  Genre_Seinen  Genre_Shoujo  Genre_Shoujo Ai  \\\n",
       "0                0             0             0             0                0   \n",
       "1                1             0             0             0                0   \n",
       "2                1             0             0             1                0   \n",
       "3                0             0             0             0                0   \n",
       "4                0             0             0             0                0   \n",
       "...            ...           ...           ...           ...              ...   \n",
       "9007             0             0             0             0                0   \n",
       "9009             0             1             0             0                0   \n",
       "9013             0             0             0             0                0   \n",
       "9021             0             0             0             0                0   \n",
       "9028             0             0             0             0                0   \n",
       "\n",
       "      Genre_Shounen  Genre_Shounen Ai  Genre_Slice of Life  Genre_Space  \\\n",
       "0                 1                 0                    0            0   \n",
       "1                 1                 0                    0            0   \n",
       "2                 0                 0                    0            0   \n",
       "3                 0                 0                    0            0   \n",
       "4                 1                 0                    0            0   \n",
       "...             ...               ...                  ...          ...   \n",
       "9007              1                 0                    0            0   \n",
       "9009              0                 0                    0            0   \n",
       "9013              0                 0                    0            0   \n",
       "9021              0                 0                    0            0   \n",
       "9028              0                 0                    1            0   \n",
       "\n",
       "      Genre_Sports  Genre_Super Power  Genre_Supernatural  Genre_Thriller  \\\n",
       "0                0                  0                   1               0   \n",
       "1                0                  0                   0               0   \n",
       "2                0                  0                   0               0   \n",
       "3                0                  0                   0               0   \n",
       "4                0                  0                   0               0   \n",
       "...            ...                ...                 ...             ...   \n",
       "9007             0                  0                   0               0   \n",
       "9009             0                  0                   1               0   \n",
       "9013             0                  0                   0               0   \n",
       "9021             0                  0                   0               0   \n",
       "9028             0                  0                   0               0   \n",
       "\n",
       "      Genre_Vampire  Genre_Yaoi  Genre_Yuri  Average Rank of Related  \\\n",
       "0                 0           0           0                  1145.50   \n",
       "1                 0           0           0                  2507.75   \n",
       "2                 0           0           0                  2561.00   \n",
       "3                 0           0           0                  2278.50   \n",
       "4                 0           0           0                  1450.75   \n",
       "...             ...         ...         ...                      ...   \n",
       "9007              0           0           0                     0.00   \n",
       "9009              0           0           0                     0.00   \n",
       "9013              0           0           0                     0.00   \n",
       "9021              0           0           0                     0.00   \n",
       "9028              0           0           0                  4131.00   \n",
       "\n",
       "      Related_Adaptation  Related_Sequel  Related_Side story  \\\n",
       "0                      1               1                   0   \n",
       "1                      1               1                   1   \n",
       "2                      1               1                   0   \n",
       "3                      1               0                   0   \n",
       "4                      1               0                   0   \n",
       "...                  ...             ...                 ...   \n",
       "9007                   0               1                   0   \n",
       "9009                   0               0                   0   \n",
       "9013                   0               0                   0   \n",
       "9021                   0               0                   0   \n",
       "9028                   0               0                   0   \n",
       "\n",
       "      Related_Alternative version  Related_Prequel  Related_Summary  \\\n",
       "0                               0                0                0   \n",
       "1                               1                0                0   \n",
       "2                               0                1                0   \n",
       "3                               0                0                1   \n",
       "4                               0                2                0   \n",
       "...                           ...              ...              ...   \n",
       "9007                            0                1                0   \n",
       "9009                            1                0                0   \n",
       "9013                            0                0                0   \n",
       "9021                            0                1                0   \n",
       "9028                            0                0                0   \n",
       "\n",
       "      Related_Other  Related_Spin-off  Related_Alternative setting  \\\n",
       "0                 0                 0                            0   \n",
       "1                 0                 0                            0   \n",
       "2                 0                 0                            0   \n",
       "3                 0                 0                            0   \n",
       "4                 1                 0                            0   \n",
       "...             ...               ...                          ...   \n",
       "9007              0                 0                            0   \n",
       "9009              0                 0                            0   \n",
       "9013              0                 0                            0   \n",
       "9021              0                 0                            0   \n",
       "9028              0                 1                            0   \n",
       "\n",
       "      Related_Character  Related_Parent story  Related_Full story  \n",
       "0                     0                     0                   0  \n",
       "1                     0                     0                   0  \n",
       "2                     0                     0                   0  \n",
       "3                     0                     0                   0  \n",
       "4                     0                     0                   0  \n",
       "...                 ...                   ...                 ...  \n",
       "9007                  0                     0                   0  \n",
       "9009                  0                     0                   0  \n",
       "9013                  0                     0                   0  \n",
       "9021                  0                     0                   0  \n",
       "9028                  0                     0                   0  \n",
       "\n",
       "[3310 rows x 77 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "animelist_tv_filtered = animelist_df[animelist_df['type'].isin(['TV'])]\n",
    "animelist_tv_filtered"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "bcd3a23b-6c0d-4da8-84c1-a7d2eafd2ec7",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>type</th>\n",
       "      <th>source</th>\n",
       "      <th>episodes</th>\n",
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       "      <th>Genre_Mystery</th>\n",
       "      <th>Genre_NA</th>\n",
       "      <th>Genre_Parody</th>\n",
       "      <th>Genre_Police</th>\n",
       "      <th>Genre_Psychological</th>\n",
       "      <th>Genre_Romance</th>\n",
       "      <th>Genre_Samurai</th>\n",
       "      <th>Genre_School</th>\n",
       "      <th>Genre_Sci-Fi</th>\n",
       "      <th>Genre_Seinen</th>\n",
       "      <th>Genre_Shoujo</th>\n",
       "      <th>Genre_Shoujo Ai</th>\n",
       "      <th>Genre_Shounen</th>\n",
       "      <th>Genre_Shounen Ai</th>\n",
       "      <th>Genre_Slice of Life</th>\n",
       "      <th>Genre_Space</th>\n",
       "      <th>Genre_Sports</th>\n",
       "      <th>Genre_Super Power</th>\n",
       "      <th>Genre_Supernatural</th>\n",
       "      <th>Genre_Thriller</th>\n",
       "      <th>Genre_Vampire</th>\n",
       "      <th>Genre_Yaoi</th>\n",
       "      <th>Genre_Yuri</th>\n",
       "      <th>Average Rank of Related</th>\n",
       "      <th>Related_Adaptation</th>\n",
       "      <th>Related_Sequel</th>\n",
       "      <th>Related_Side story</th>\n",
       "      <th>Related_Alternative version</th>\n",
       "      <th>Related_Prequel</th>\n",
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       "      <th>Related_Other</th>\n",
       "      <th>Related_Spin-off</th>\n",
       "      <th>Related_Alternative setting</th>\n",
       "      <th>Related_Character</th>\n",
       "      <th>Related_Parent story</th>\n",
       "      <th>Related_Full story</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Death Billiards</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Original</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>R - 17+ (violence &amp; profanity)</td>\n",
       "      <td>8.01</td>\n",
       "      <td>81162</td>\n",
       "      <td>542.0</td>\n",
       "      <td>637</td>\n",
       "      <td>132203</td>\n",
       "      <td>226</td>\n",
       "      <td>Madhouse</td>\n",
       "      <td>2013-03-02 00:00:00</td>\n",
       "      <td>2013-03-02 00:00:00</td>\n",
       "      <td>2013</td>\n",
       "      <td>Spring</td>\n",
       "      <td>1</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3599.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</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>71</th>\n",
       "      <td>Duel Masters Movie 1: Yami no Shiro no Maryuuou</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Original</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG - Children</td>\n",
       "      <td>5.96</td>\n",
       "      <td>333</td>\n",
       "      <td>7431.0</td>\n",
       "      <td>8482</td>\n",
       "      <td>896</td>\n",
       "      <td>2</td>\n",
       "      <td>unknown</td>\n",
       "      <td>2005-03-12 00:00:00</td>\n",
       "      <td>2005-03-12 00:00:00</td>\n",
       "      <td>2005</td>\n",
       "      <td>Spring</td>\n",
       "      <td>1</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7537.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Pokemon 3D Adventure 2: Pikachu no Kaitei Daib...</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Game</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG - Children</td>\n",
       "      <td>7.13</td>\n",
       "      <td>2588</td>\n",
       "      <td>3092.0</td>\n",
       "      <td>4395</td>\n",
       "      <td>6463</td>\n",
       "      <td>13</td>\n",
       "      <td>OLM</td>\n",
       "      <td>2006-05-20 00:00:00</td>\n",
       "      <td>2006-05-20 00:00:00</td>\n",
       "      <td>2006</td>\n",
       "      <td>Spring</td>\n",
       "      <td>1</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2745.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>3 Choume no Tama: Onegai! Momo-chan wo Sagashi...</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>G - All Ages</td>\n",
       "      <td>6.14</td>\n",
       "      <td>73</td>\n",
       "      <td>6954.0</td>\n",
       "      <td>10118</td>\n",
       "      <td>358</td>\n",
       "      <td>2</td>\n",
       "      <td>unknown</td>\n",
       "      <td>1993-08-14 00:00:00</td>\n",
       "      <td>1993-08-14 00:00:00</td>\n",
       "      <td>1993</td>\n",
       "      <td>Summer</td>\n",
       "      <td>1</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2323.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</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>85</th>\n",
       "      <td>Majokko Shimai no Yoyo to Nene</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Manga</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>G - All Ages</td>\n",
       "      <td>7.57</td>\n",
       "      <td>4073</td>\n",
       "      <td>1431.0</td>\n",
       "      <td>3511</td>\n",
       "      <td>11187</td>\n",
       "      <td>17</td>\n",
       "      <td>ufotable</td>\n",
       "      <td>2013-12-28 00:00:00</td>\n",
       "      <td>2013-12-28 00:00:00</td>\n",
       "      <td>2013</td>\n",
       "      <td>Winter</td>\n",
       "      <td>1</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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",
       "      <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",
       "      <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",
       "      <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>9006</th>\n",
       "      <td>Maabou no Daikyousou</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Original</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>G - All Ages</td>\n",
       "      <td>4.62</td>\n",
       "      <td>330</td>\n",
       "      <td>9309.0</td>\n",
       "      <td>9170</td>\n",
       "      <td>613</td>\n",
       "      <td>1</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Not aired</td>\n",
       "      <td>Not aired</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>9010</th>\n",
       "      <td>Mahou Shoujo Madoka★Magica: Concept Movie</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Original</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>7.14</td>\n",
       "      <td>4779</td>\n",
       "      <td>3047.0</td>\n",
       "      <td>3397</td>\n",
       "      <td>12138</td>\n",
       "      <td>35</td>\n",
       "      <td>Shaft</td>\n",
       "      <td>2015-11-27 00:00:00</td>\n",
       "      <td>2015-11-27 00:00:00</td>\n",
       "      <td>2015</td>\n",
       "      <td>Fall</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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>9017</th>\n",
       "      <td>Uli Chingu Kkachi</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>G - All Ages</td>\n",
       "      <td>5.76</td>\n",
       "      <td>17</td>\n",
       "      <td>12566.0</td>\n",
       "      <td>13531</td>\n",
       "      <td>75</td>\n",
       "      <td>1</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Not aired</td>\n",
       "      <td>Not aired</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>9019</th>\n",
       "      <td>Eikou e no Spur: Igaya Chiharu Monogatari</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>G - All Ages</td>\n",
       "      <td>6.57</td>\n",
       "      <td>7</td>\n",
       "      <td>10054.0</td>\n",
       "      <td>12137</td>\n",
       "      <td>140</td>\n",
       "      <td>1</td>\n",
       "      <td>unknown</td>\n",
       "      <td>1997-09-13 00:00:00</td>\n",
       "      <td>1997-09-13 00:00:00</td>\n",
       "      <td>1997</td>\n",
       "      <td>Fall</td>\n",
       "      <td>1</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>9029</th>\n",
       "      <td>Hibike! Euphonium Movie: Todoketai Melody - Ph...</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>3</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>False</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>5.66</td>\n",
       "      <td>35</td>\n",
       "      <td>10480.0</td>\n",
       "      <td>8789</td>\n",
       "      <td>809</td>\n",
       "      <td>1</td>\n",
       "      <td>Kyoto Animation</td>\n",
       "      <td>2017-09-30 00:00:00</td>\n",
       "      <td>2017-09-30 00:00:00</td>\n",
       "      <td>2017</td>\n",
       "      <td>Fall</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1404.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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>1338 rows × 77 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  title   type    source  \\\n",
       "65                                      Death Billiards  Movie  Original   \n",
       "71      Duel Masters Movie 1: Yami no Shiro no Maryuuou  Movie  Original   \n",
       "79    Pokemon 3D Adventure 2: Pikachu no Kaitei Daib...  Movie      Game   \n",
       "83    3 Choume no Tama: Onegai! Momo-chan wo Sagashi...  Movie   Unknown   \n",
       "85                       Majokko Shimai no Yoyo to Nene  Movie     Manga   \n",
       "...                                                 ...    ...       ...   \n",
       "9006                               Maabou no Daikyousou  Movie  Original   \n",
       "9010          Mahou Shoujo Madoka★Magica: Concept Movie  Movie  Original   \n",
       "9017                                  Uli Chingu Kkachi  Movie   Unknown   \n",
       "9019          Eikou e no Spur: Igaya Chiharu Monogatari  Movie   Unknown   \n",
       "9029  Hibike! Euphonium Movie: Todoketai Melody - Ph...  Movie   Unknown   \n",
       "\n",
       "      episodes           status  airing                          rating  \\\n",
       "65           1  Finished Airing   False  R - 17+ (violence & profanity)   \n",
       "71           1  Finished Airing   False                   PG - Children   \n",
       "79           1  Finished Airing   False                   PG - Children   \n",
       "83           1  Finished Airing   False                    G - All Ages   \n",
       "85           1  Finished Airing   False                    G - All Ages   \n",
       "...        ...              ...     ...                             ...   \n",
       "9006         1  Finished Airing   False                    G - All Ages   \n",
       "9010         1  Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "9017         1  Finished Airing   False                    G - All Ages   \n",
       "9019         1  Finished Airing   False                    G - All Ages   \n",
       "9029         3  Finished Airing   False       PG-13 - Teens 13 or older   \n",
       "\n",
       "      score  scored_by     rank  popularity  members  favorites  \\\n",
       "65     8.01      81162    542.0         637   132203        226   \n",
       "71     5.96        333   7431.0        8482      896          2   \n",
       "79     7.13       2588   3092.0        4395     6463         13   \n",
       "83     6.14         73   6954.0       10118      358          2   \n",
       "85     7.57       4073   1431.0        3511    11187         17   \n",
       "...     ...        ...      ...         ...      ...        ...   \n",
       "9006   4.62        330   9309.0        9170      613          1   \n",
       "9010   7.14       4779   3047.0        3397    12138         35   \n",
       "9017   5.76         17  12566.0       13531       75          1   \n",
       "9019   6.57          7  10054.0       12137      140          1   \n",
       "9029   5.66         35  10480.0        8789      809          1   \n",
       "\n",
       "               studio           aired_from             aired_to  year  \\\n",
       "65           Madhouse  2013-03-02 00:00:00  2013-03-02 00:00:00  2013   \n",
       "71            unknown  2005-03-12 00:00:00  2005-03-12 00:00:00  2005   \n",
       "79                OLM  2006-05-20 00:00:00  2006-05-20 00:00:00  2006   \n",
       "83            unknown  1993-08-14 00:00:00  1993-08-14 00:00:00  1993   \n",
       "85           ufotable  2013-12-28 00:00:00  2013-12-28 00:00:00  2013   \n",
       "...               ...                  ...                  ...   ...   \n",
       "9006          unknown            Not aired            Not aired     0   \n",
       "9010            Shaft  2015-11-27 00:00:00  2015-11-27 00:00:00  2015   \n",
       "9017          unknown            Not aired            Not aired     0   \n",
       "9019          unknown  1997-09-13 00:00:00  1997-09-13 00:00:00  1997   \n",
       "9029  Kyoto Animation  2017-09-30 00:00:00  2017-09-30 00:00:00  2017   \n",
       "\n",
       "     start_season  days_aired  duration_minutes  Genre_Action  \\\n",
       "65         Spring           1              25.0             0   \n",
       "71         Spring           1              45.0             0   \n",
       "79         Spring           1              14.0             0   \n",
       "83         Summer           1              43.0             0   \n",
       "85         Winter           1              60.0             0   \n",
       "...           ...         ...               ...           ...   \n",
       "9006            0           0               1.0             0   \n",
       "9010         Fall           1               4.0             0   \n",
       "9017            0           0              20.0             0   \n",
       "9019         Fall           1              60.0             0   \n",
       "9029         Fall           1               4.0             0   \n",
       "\n",
       "      Genre_Adventure  Genre_Cars  Genre_Comedy  Genre_Dementia  Genre_Demons  \\\n",
       "65                  0           0             0               0             0   \n",
       "71                  1           0             0               0             0   \n",
       "79                  1           0             1               0             0   \n",
       "83                  1           0             0               0             0   \n",
       "85                  0           0             0               0             0   \n",
       "...               ...         ...           ...             ...           ...   \n",
       "9006                0           0             1               0             0   \n",
       "9010                0           0             0               0             0   \n",
       "9017                0           0             0               0             0   \n",
       "9019                0           0             0               0             0   \n",
       "9029                0           0             1               0             0   \n",
       "\n",
       "      Genre_Drama  Genre_Ecchi  Genre_Fantasy  Genre_Game  Genre_Harem  \\\n",
       "65              1            0              0           1            0   \n",
       "71              0            0              0           0            0   \n",
       "79              0            0              1           0            0   \n",
       "83              0            0              0           0            0   \n",
       "85              0            0              1           0            0   \n",
       "...           ...          ...            ...         ...          ...   \n",
       "9006            0            0              0           0            0   \n",
       "9010            1            0              0           0            0   \n",
       "9017            0            0              0           0            0   \n",
       "9019            1            0              0           0            0   \n",
       "9029            0            0              0           0            0   \n",
       "\n",
       "      Genre_Hentai  Genre_Historical  Genre_Horror  Genre_Josei  Genre_Kids  \\\n",
       "65               0                 0             0            0           0   \n",
       "71               0                 0             0            0           1   \n",
       "79               0                 0             0            0           1   \n",
       "83               0                 0             0            0           1   \n",
       "85               0                 0             0            0           0   \n",
       "...            ...               ...           ...          ...         ...   \n",
       "9006             0                 0             0            0           0   \n",
       "9010             0                 0             0            0           0   \n",
       "9017             0                 0             0            0           0   \n",
       "9019             0                 1             0            0           0   \n",
       "9029             0                 0             0            0           0   \n",
       "\n",
       "      Genre_Magic  Genre_Martial Arts  Genre_Mecha  Genre_Military  \\\n",
       "65              0                   0            0               0   \n",
       "71              0                   0            0               0   \n",
       "79              0                   0            0               0   \n",
       "83              0                   0            0               0   \n",
       "85              1                   0            0               0   \n",
       "...           ...                 ...          ...             ...   \n",
       "9006            0                   0            0               0   \n",
       "9010            1                   0            0               0   \n",
       "9017            0                   0            0               0   \n",
       "9019            0                   0            0               0   \n",
       "9029            0                   0            0               0   \n",
       "\n",
       "      Genre_Music  Genre_Mystery  Genre_NA  Genre_Parody  Genre_Police  \\\n",
       "65              0              1         0             0             0   \n",
       "71              0              0         0             0             0   \n",
       "79              0              0         0             0             0   \n",
       "83              0              0         0             0             0   \n",
       "85              0              0         0             0             0   \n",
       "...           ...            ...       ...           ...           ...   \n",
       "9006            0              0         0             0             0   \n",
       "9010            0              0         0             0             0   \n",
       "9017            0              0         0             0             0   \n",
       "9019            0              0         0             0             0   \n",
       "9029            0              0         0             0             0   \n",
       "\n",
       "      Genre_Psychological  Genre_Romance  Genre_Samurai  Genre_School  \\\n",
       "65                      1              0              0             0   \n",
       "71                      0              0              0             0   \n",
       "79                      0              0              0             0   \n",
       "83                      0              0              0             0   \n",
       "85                      0              0              0             0   \n",
       "...                   ...            ...            ...           ...   \n",
       "9006                    0              0              0             0   \n",
       "9010                    1              0              0             0   \n",
       "9017                    0              0              0             1   \n",
       "9019                    0              0              0             0   \n",
       "9029                    0              0              0             0   \n",
       "\n",
       "      Genre_Sci-Fi  Genre_Seinen  Genre_Shoujo  Genre_Shoujo Ai  \\\n",
       "65               0             0             0                0   \n",
       "71               0             0             0                0   \n",
       "79               0             0             0                0   \n",
       "83               0             0             0                0   \n",
       "85               0             0             0                0   \n",
       "...            ...           ...           ...              ...   \n",
       "9006             0             0             0                0   \n",
       "9010             0             0             0                0   \n",
       "9017             0             0             0                0   \n",
       "9019             0             0             0                0   \n",
       "9029             0             0             0                0   \n",
       "\n",
       "      Genre_Shounen  Genre_Shounen Ai  Genre_Slice of Life  Genre_Space  \\\n",
       "65                0                 0                    0            0   \n",
       "71                0                 0                    0            0   \n",
       "79                0                 0                    0            0   \n",
       "83                0                 0                    0            0   \n",
       "85                0                 0                    0            0   \n",
       "...             ...               ...                  ...          ...   \n",
       "9006              0                 0                    0            0   \n",
       "9010              0                 0                    0            0   \n",
       "9017              0                 0                    1            0   \n",
       "9019              0                 0                    0            0   \n",
       "9029              0                 0                    0            0   \n",
       "\n",
       "      Genre_Sports  Genre_Super Power  Genre_Supernatural  Genre_Thriller  \\\n",
       "65               0                  0                   0               1   \n",
       "71               0                  0                   0               0   \n",
       "79               0                  0                   0               0   \n",
       "83               0                  0                   0               0   \n",
       "85               0                  0                   0               0   \n",
       "...            ...                ...                 ...             ...   \n",
       "9006             1                  0                   0               0   \n",
       "9010             0                  0                   0               1   \n",
       "9017             0                  0                   0               0   \n",
       "9019             1                  0                   0               0   \n",
       "9029             0                  0                   0               0   \n",
       "\n",
       "      Genre_Vampire  Genre_Yaoi  Genre_Yuri  Average Rank of Related  \\\n",
       "65                0           0           0                   3599.5   \n",
       "71                0           0           0                   7537.0   \n",
       "79                0           0           0                   2745.0   \n",
       "83                0           0           0                   2323.0   \n",
       "85                0           0           0                      0.0   \n",
       "...             ...         ...         ...                      ...   \n",
       "9006              0           0           0                      0.0   \n",
       "9010              0           0           0                    125.0   \n",
       "9017              0           0           0                      0.0   \n",
       "9019              0           0           0                      0.0   \n",
       "9029              0           0           0                   1404.0   \n",
       "\n",
       "      Related_Adaptation  Related_Sequel  Related_Side story  \\\n",
       "65                     0               0                   0   \n",
       "71                     0               0                   0   \n",
       "79                     0               0                   0   \n",
       "83                     0               0                   0   \n",
       "85                     1               0                   0   \n",
       "...                  ...             ...                 ...   \n",
       "9006                   0               1                   0   \n",
       "9010                   0               0                   0   \n",
       "9017                   0               0                   0   \n",
       "9019                   0               0                   0   \n",
       "9029                   0               0                   0   \n",
       "\n",
       "      Related_Alternative version  Related_Prequel  Related_Summary  \\\n",
       "65                              1                0                0   \n",
       "71                              0                0                0   \n",
       "79                              0                1                0   \n",
       "83                              0                0                0   \n",
       "85                              0                0                0   \n",
       "...                           ...              ...              ...   \n",
       "9006                            0                0                0   \n",
       "9010                            0                0                0   \n",
       "9017                            0                0                0   \n",
       "9019                            0                0                0   \n",
       "9029                            0                0                0   \n",
       "\n",
       "      Related_Other  Related_Spin-off  Related_Alternative setting  \\\n",
       "65                3                 0                            0   \n",
       "71                0                 0                            0   \n",
       "79                0                 0                            0   \n",
       "83                2                 0                            0   \n",
       "85                1                 0                            0   \n",
       "...             ...               ...                          ...   \n",
       "9006              0                 0                            0   \n",
       "9010              1                 0                            0   \n",
       "9017              0                 0                            0   \n",
       "9019              0                 0                            0   \n",
       "9029              1                 0                            0   \n",
       "\n",
       "      Related_Character  Related_Parent story  Related_Full story  \n",
       "65                    0                     0                   0  \n",
       "71                    0                     1                   0  \n",
       "79                    0                     1                   0  \n",
       "83                    0                     0                   0  \n",
       "85                    0                     0                   0  \n",
       "...                 ...                   ...                 ...  \n",
       "9006                  0                     0                   0  \n",
       "9010                  0                     0                   0  \n",
       "9017                  0                     0                   0  \n",
       "9019                  0                     0                   0  \n",
       "9029                  0                     0                   0  \n",
       "\n",
       "[1338 rows x 77 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "animelist_movie_filtered = animelist_df[animelist_df['type'].isin(['Movie'])]\n",
    "animelist_movie_filtered"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "316994b5-f029-49c0-bc87-e7c67830dcc9",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "## **Convert** - new csv file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "c6b91f75-9cf1-4f1c-ac4a-3b4b22c3ab91",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "animelist_df.to_csv('DataSets/Cleaned data/data_cleaned.csv', index=False) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "16709189-1281-4f43-9f80-dae455c77ec9",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "animelist_tv_filtered.to_csv('DataSets/Cleaned data/data_cleaned_tv_only.csv', index=False) "
   ]
  }
 ],
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