diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..63bb312
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,14 @@
+
+### JupyterNotebooks ###
+.ipynb_checkpoints
+*/.ipynb_checkpoints/*
+
+# IPython
+profile_default/
+ipython_config.py
+
+# Ignore csv files
+# DataSets/*
+
+# Remove previous ipynb_checkpoints
+#   git rm -r .ipynb_checkpoints/
diff --git a/.ipynb_checkpoints/Data Preparation-checkpoint.ipynb b/.ipynb_checkpoints/Data Preparation-checkpoint.ipynb
deleted file mode 100644
index 0a8fc05..0000000
--- a/.ipynb_checkpoints/Data Preparation-checkpoint.ipynb	
+++ /dev/null
@@ -1,3863 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "0bede181-17d5-4591-8fd1-5c1ea6763460",
-   "metadata": {
-    "tags": []
-   },
-   "source": [
-    "# 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  "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "d8486f6e-2454-43d1-be41-b8361d8a9675",
-   "metadata": {},
-   "outputs": [],
-   "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"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "70e6c3f6-53c8-4814-9b3f-14f8693ea516",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true,
-    "tags": []
-   },
-   "source": [
-    "---\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."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "c677c3ee-5f8f-4503-967d-4332e1a0fa36",
-   "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>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>access_rank</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>1990-04-29</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2013-03-03</td>\n",
-       "      <td>2014-02-04 01:32:00</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>1995-01-01</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2012-12-13</td>\n",
-       "      <td>1900-05-13 02:47:00</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>1991-08-01</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2008-02-13</td>\n",
-       "      <td>1900-03-24 12:48:00</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>1990-12-14</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2009-08-31</td>\n",
-       "      <td>2014-05-12 16:35:00</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>NaN</td>\n",
-       "      <td>2013-03-25</td>\n",
-       "      <td>2015-09-09 21:54:00</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  access_rank   join_date          last_online  \\\n",
-       "0   Chennai, India   1990-04-29          NaN  2013-03-03  2014-02-04 01:32:00   \n",
-       "1            Manila  1995-01-01          NaN  2012-12-13  1900-05-13 02:47:00   \n",
-       "2  Detroit,Michigan  1991-08-01          NaN  2008-02-13  1900-03-24 12:48:00   \n",
-       "3   Nayarit, Mexico  1990-12-14          NaN  2009-08-31  2014-05-12 16:35:00   \n",
-       "4               NaN         NaN          NaN  2013-03-25  2015-09-09 21:54:00   \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  "
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "userlist = pd.read_csv('UserList.csv')\n",
-    "userlist.head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "b40fe8d8-2b08-41fc-bc32-61566cce8976",
-   "metadata": {
-    "tags": []
-   },
-   "source": [
-    "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."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "5f724fbe-04ca-4a41-bc73-75e7642da727",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Data type :  <class 'pandas.core.frame.DataFrame'>\n",
-      "Data dims :  (302675, 17)\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",
-   "execution_count": 4,
-   "id": "a9606662-0f99-4e0b-82a8-e6b377b556d0",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "RangeIndex: 302675 entries, 0 to 302674\n",
-      "Data columns (total 17 columns):\n",
-      " #   Column                    Non-Null Count   Dtype  \n",
-      "---  ------                    --------------   -----  \n",
-      " 0   username                  302674 non-null  object \n",
-      " 1   user_id                   302675 non-null  int64  \n",
-      " 2   user_watching             302675 non-null  int64  \n",
-      " 3   user_completed            302675 non-null  int64  \n",
-      " 4   user_onhold               302675 non-null  int64  \n",
-      " 5   user_dropped              302675 non-null  int64  \n",
-      " 6   user_plantowatch          302675 non-null  int64  \n",
-      " 7   user_days_spent_watching  302675 non-null  float64\n",
-      " 8   gender                    217800 non-null  object \n",
-      " 9   location                  156773 non-null  object \n",
-      " 10  birth_date                168749 non-null  object \n",
-      " 11  access_rank               0 non-null       float64\n",
-      " 12  join_date                 302546 non-null  object \n",
-      " 13  last_online               302546 non-null  object \n",
-      " 14  stats_mean_score          302546 non-null  float64\n",
-      " 15  stats_rewatched           302546 non-null  float64\n",
-      " 16  stats_episodes            302546 non-null  float64\n",
-      "dtypes: float64(5), int64(6), object(6)\n",
-      "memory usage: 39.3+ MB\n"
-     ]
-    }
-   ],
-   "source": [
-    "userlist.info()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "9551ce66-7302-432d-abbe-5258857cf2a5",
-   "metadata": {
-    "tags": []
-   },
-   "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."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "012c1bc0-c7fe-4e5e-b698-23d5f45f9ca2",
-   "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>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('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 watch the anime  \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": {
-    "tags": []
-   },
-   "source": [
-    "## Clean Data (AnimeList)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "6b06f41b-24e9-4674-b638-c1cd9b328f5f",
-   "metadata": {},
-   "source": [
-    "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": {
-    "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": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
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-       "\n",
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-       "    }\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>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": [
-    {
-     "data": {
-      "text/html": [
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-       "<style scoped>\n",
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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>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>status</th>\n",
-       "      <th>aired_string</th>\n",
-       "      <th>aired</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>count</th>\n",
-       "      <td>14478</td>\n",
-       "      <td>5724</td>\n",
-       "      <td>14443</td>\n",
-       "      <td>8937</td>\n",
-       "      <td>14382</td>\n",
-       "      <td>14478</td>\n",
-       "      <td>14478</td>\n",
-       "      <td>14478</td>\n",
-       "      <td>14478</td>\n",
-       "      <td>14478</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1057</td>\n",
-       "      <td>4096</td>\n",
-       "      <td>4271</td>\n",
-       "      <td>14478</td>\n",
-       "      <td>8288</td>\n",
-       "      <td>3373</td>\n",
-       "      <td>8544</td>\n",
-       "      <td>14414</td>\n",
-       "      <td>14478</td>\n",
-       "      <td>14478</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>unique</th>\n",
-       "      <td>14477</td>\n",
-       "      <td>5606</td>\n",
-       "      <td>13701</td>\n",
-       "      <td>8575</td>\n",
-       "      <td>14382</td>\n",
-       "      <td>7</td>\n",
-       "      <td>16</td>\n",
-       "      <td>3</td>\n",
-       "      <td>10026</td>\n",
-       "      <td>9649</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1038</td>\n",
-       "      <td>221</td>\n",
-       "      <td>441</td>\n",
-       "      <td>9420</td>\n",
-       "      <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": "fb2ab278-8890-4394-be44-25cfb2a42055",
-   "metadata": {
-    "tags": []
-   },
-   "source": [
-    "---\n",
-    "### Premiered \n",
-    "\n",
-    "> Convert Null value to binary indicator (1 or 0)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "c21ea1b8-02fe-4d1f-bff7-80346b4b6b21",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "## creates a new column \"isPremiered\" that contains 1 for rows where the \"premiered\" column is null and 0 for rows where it is not null. \n",
-    "##This new column acts as a binary indicator, showing whether an anime has a premiere date or not.\n",
-    "animelist[\"isPremiered\"] = animelist[\"premiered\"].isnull().astype(int)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "29af9569-8be7-456e-9268-a64320a0e205",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.series.Series'>\n",
-      "RangeIndex: 14478 entries, 0 to 14477\n",
-      "Series name: isPremiered\n",
-      "Non-Null Count  Dtype\n",
-      "--------------  -----\n",
-      "14478 non-null  int32\n",
-      "dtypes: int32(1)\n",
-      "memory usage: 56.7 KB\n"
-     ]
-    }
-   ],
-   "source": [
-    "animelist.isPremiered.info()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "252f25bc-9dec-48e2-887e-5dfa77648716",
-   "metadata": {
-    "tags": []
-   },
-   "source": [
-    "### Studio filtering\n",
-    "Filter the studio that is less popular (<40) and combine into one \"SmallStudio\""
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "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": 13,
-     "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": 14,
-   "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": 14,
-     "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": 15,
-   "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": 15,
-     "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": {
-    "tags": []
-   },
-   "source": [
-    "### Drop the data that is not important\n",
-    "TODO: Add back producers\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": 16,
-   "id": "6659bc9c-131b-4170-9c77-7255e999f5dc",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "## drop useless dat\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": 17,
-   "id": "b3efa3eb-0aec-4e3b-8aec-75245e675554",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(14478, 19)"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "## after dropping the columns \n",
-    "animelist.shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "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', 'isPremiered'],\n",
-       "      dtype='object')"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "animelist.columns"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ba2b03fa-c8cb-4b9b-a7d9-a74be4e186c7",
-   "metadata": {
-    "tags": []
-   },
-   "source": [
-    "### Split aired date (from and to)\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": 19,
-   "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",
-    "# Displaying the DataFrame with the new columns\n",
-    "print(animelist[['aired_from', 'aired_to']])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "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 21 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  isPremiered  14478 non-null  int32  \n",
-      " 19  aired_from   12287 non-null  object \n",
-      " 20  aired_to     12287 non-null  object \n",
-      "dtypes: bool(1), float64(2), int32(1), int64(5), object(12)\n",
-      "memory usage: 2.2+ MB\n"
-     ]
-    }
-   ],
-   "source": [
-    "animelist.info()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "56204f44-93aa-441a-9032-8c09a8f014f6",
-   "metadata": {
-    "tags": []
-   },
-   "source": [
-    "### Split the Genres to columns\n",
-    "---"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "id": "ded21918-e004-4518-b1a6-5a1f6e0a678e",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "## fill the missing value 'Nan' with 'NA'\n",
-    "animelist.genre = animelist.genre.fillna(\"NA\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "8144eaa7-b876-4390-b6da-12d1256c02bf",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
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-      "text/plain": [
-       "        Adventure   Cars   Comedy   Dementia   Demons   Drama   Ecchi  \\\n",
-       "0               0      0        0          0        0       0       0   \n",
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-       "\n",
-       "        Fantasy   Game   Harem  ...  Shoujo  Shounen  Slice of Life  Space  \\\n",
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-       "4           0            0             0         0        0     0  \n",
-       "...       ...          ...           ...       ...      ...   ...  \n",
-       "14473       0            0             0         0        0     0  \n",
-       "14474       0            0             0         0        0     0  \n",
-       "14475       0            0             0         0        0     0  \n",
-       "14476       0            0             0         0        0     0  \n",
-       "14477       0            0             0         0        0     0  \n",
-       "\n",
-       "[14478 rows x 83 columns]"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "## split the genres by the parameter ','\n",
-    "genre_animelist = animelist['genre'].str.get_dummies(sep=',')\n",
-    "genre_animelist"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "id": "d4491bb5-83cc-4675-8496-cf17b48f969e",
-   "metadata": {
-    "scrolled": true,
-    "tags": []
-   },
-   "outputs": [
-    {
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-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "RangeIndex: 14478 entries, 0 to 14477\n",
-      "Data columns (total 83 columns):\n",
-      " #   Column          Non-Null Count  Dtype\n",
-      "---  ------          --------------  -----\n",
-      " 0    Adventure      14478 non-null  int64\n",
-      " 1    Cars           14478 non-null  int64\n",
-      " 2    Comedy         14478 non-null  int64\n",
-      " 3    Dementia       14478 non-null  int64\n",
-      " 4    Demons         14478 non-null  int64\n",
-      " 5    Drama          14478 non-null  int64\n",
-      " 6    Ecchi          14478 non-null  int64\n",
-      " 7    Fantasy        14478 non-null  int64\n",
-      " 8    Game           14478 non-null  int64\n",
-      " 9    Harem          14478 non-null  int64\n",
-      " 10   Hentai         14478 non-null  int64\n",
-      " 11   Historical     14478 non-null  int64\n",
-      " 12   Horror         14478 non-null  int64\n",
-      " 13   Josei          14478 non-null  int64\n",
-      " 14   Kids           14478 non-null  int64\n",
-      " 15   Magic          14478 non-null  int64\n",
-      " 16   Martial Arts   14478 non-null  int64\n",
-      " 17   Mecha          14478 non-null  int64\n",
-      " 18   Military       14478 non-null  int64\n",
-      " 19   Music          14478 non-null  int64\n",
-      " 20   Mystery        14478 non-null  int64\n",
-      " 21   Parody         14478 non-null  int64\n",
-      " 22   Police         14478 non-null  int64\n",
-      " 23   Psychological  14478 non-null  int64\n",
-      " 24   Romance        14478 non-null  int64\n",
-      " 25   Samurai        14478 non-null  int64\n",
-      " 26   School         14478 non-null  int64\n",
-      " 27   Sci-Fi         14478 non-null  int64\n",
-      " 28   Seinen         14478 non-null  int64\n",
-      " 29   Shoujo         14478 non-null  int64\n",
-      " 30   Shoujo Ai      14478 non-null  int64\n",
-      " 31   Shounen        14478 non-null  int64\n",
-      " 32   Shounen Ai     14478 non-null  int64\n",
-      " 33   Slice of Life  14478 non-null  int64\n",
-      " 34   Space          14478 non-null  int64\n",
-      " 35   Sports         14478 non-null  int64\n",
-      " 36   Super Power    14478 non-null  int64\n",
-      " 37   Supernatural   14478 non-null  int64\n",
-      " 38   Thriller       14478 non-null  int64\n",
-      " 39   Vampire        14478 non-null  int64\n",
-      " 40   Yaoi           14478 non-null  int64\n",
-      " 41   Yuri           14478 non-null  int64\n",
-      " 42  Action          14478 non-null  int64\n",
-      " 43  Adventure       14478 non-null  int64\n",
-      " 44  Cars            14478 non-null  int64\n",
-      " 45  Comedy          14478 non-null  int64\n",
-      " 46  Dementia        14478 non-null  int64\n",
-      " 47  Demons          14478 non-null  int64\n",
-      " 48  Drama           14478 non-null  int64\n",
-      " 49  Ecchi           14478 non-null  int64\n",
-      " 50  Fantasy         14478 non-null  int64\n",
-      " 51  Game            14478 non-null  int64\n",
-      " 52  Harem           14478 non-null  int64\n",
-      " 53  Hentai          14478 non-null  int64\n",
-      " 54  Historical      14478 non-null  int64\n",
-      " 55  Horror          14478 non-null  int64\n",
-      " 56  Josei           14478 non-null  int64\n",
-      " 57  Kids            14478 non-null  int64\n",
-      " 58  Magic           14478 non-null  int64\n",
-      " 59  Martial Arts    14478 non-null  int64\n",
-      " 60  Mecha           14478 non-null  int64\n",
-      " 61  Military        14478 non-null  int64\n",
-      " 62  Music           14478 non-null  int64\n",
-      " 63  Mystery         14478 non-null  int64\n",
-      " 64  NA              14478 non-null  int64\n",
-      " 65  Parody          14478 non-null  int64\n",
-      " 66  Police          14478 non-null  int64\n",
-      " 67  Psychological   14478 non-null  int64\n",
-      " 68  Romance         14478 non-null  int64\n",
-      " 69  Samurai         14478 non-null  int64\n",
-      " 70  School          14478 non-null  int64\n",
-      " 71  Sci-Fi          14478 non-null  int64\n",
-      " 72  Seinen          14478 non-null  int64\n",
-      " 73  Shoujo          14478 non-null  int64\n",
-      " 74  Shounen         14478 non-null  int64\n",
-      " 75  Slice of Life   14478 non-null  int64\n",
-      " 76  Space           14478 non-null  int64\n",
-      " 77  Sports          14478 non-null  int64\n",
-      " 78  Super Power     14478 non-null  int64\n",
-      " 79  Supernatural    14478 non-null  int64\n",
-      " 80  Thriller        14478 non-null  int64\n",
-      " 81  Vampire         14478 non-null  int64\n",
-      " 82  Yaoi            14478 non-null  int64\n",
-      "dtypes: int64(83)\n",
-      "memory usage: 9.2 MB\n"
-     ]
-    }
-   ],
-   "source": [
-    "genre_animelist.info()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "0087eef3-cc59-46a2-86af-39ae8a00ef1b",
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-       "      <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",
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-       "      <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>24 min. per ep.</td>\n",
-       "      <td>PG - Children</td>\n",
-       "      <td>7.55</td>\n",
-       "      <td>...</td>\n",
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-       "      <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>16 min. per ep.</td>\n",
-       "      <td>PG-13 - Teens 13 or older</td>\n",
-       "      <td>8.21</td>\n",
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-       "      <td>0</td>\n",
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-       "      <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",
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-       "                 title type    source  episodes           status  airing  \\\n",
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-       "\n",
-       "                                        aired         duration  \\\n",
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-       "3  {'from': '2002-08-16', 'to': '2003-05-23'}  16 min. per ep.   \n",
-       "4  {'from': '2012-10-06', 'to': '2013-03-30'}  24 min. per ep.   \n",
-       "\n",
-       "                      rating  score  ...  Shoujo  Shounen  Slice of Life  \\\n",
-       "0  PG-13 - Teens 13 or older   7.63  ...       0        0              0   \n",
-       "1  PG-13 - Teens 13 or older   7.89  ...       0        0              0   \n",
-       "2              PG - Children   7.55  ...       0        0              0   \n",
-       "3  PG-13 - Teens 13 or older   8.21  ...       0        0              0   \n",
-       "4  PG-13 - Teens 13 or older   8.67  ...       0        0              0   \n",
-       "\n",
-       "   Space  Sports Super Power Supernatural Thriller  Vampire Yaoi  \n",
-       "0      0       0           0            0        0        0    0  \n",
-       "1      0       0           0            0        0        0    0  \n",
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-       "\n",
-       "[5 rows x 104 columns]"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "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()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "id": "931de186-0984-4b46-af39-4b5659f3e44b",
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-       "      <td>TV</td>\n",
-       "      <td>Manga</td>\n",
-       "      <td>51</td>\n",
-       "      <td>Finished Airing</td>\n",
-       "      <td>False</td>\n",
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-       "      <td>7.55</td>\n",
-       "      <td>...</td>\n",
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-       "      <td>Princess Tutu</td>\n",
-       "      <td>TV</td>\n",
-       "      <td>Original</td>\n",
-       "      <td>38</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>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>24 min. per ep.</td>\n",
-       "      <td>PG-13 - Teens 13 or older</td>\n",
-       "      <td>8.67</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>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>8 min. per ep.</td>\n",
-       "      <td>G - All Ages</td>\n",
-       "      <td>5.50</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>25 min.</td>\n",
-       "      <td>G - All Ages</td>\n",
-       "      <td>4.60</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>Unknown</td>\n",
-       "      <td>R - 17+ (violence &amp; profanity)</td>\n",
-       "      <td>0.00</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>40 min.</td>\n",
-       "      <td>G - All Ages</td>\n",
-       "      <td>6.00</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>3 min.</td>\n",
-       "      <td>PG-13 - Teens 13 or older</td>\n",
-       "      <td>5.15</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 × 103 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",
-       "              duration                          rating  score  ...  Shoujo  \\\n",
-       "0      24 min. per ep.       PG-13 - Teens 13 or older   7.63  ...       0   \n",
-       "1      24 min. per ep.       PG-13 - Teens 13 or older   7.89  ...       0   \n",
-       "2      24 min. per ep.                   PG - Children   7.55  ...       0   \n",
-       "3      16 min. per ep.       PG-13 - Teens 13 or older   8.21  ...       0   \n",
-       "4      24 min. per ep.       PG-13 - Teens 13 or older   8.67  ...       0   \n",
-       "...                ...                             ...    ...  ...     ...   \n",
-       "14473   8 min. per ep.                    G - All Ages   5.50  ...       0   \n",
-       "14474          25 min.                    G - All Ages   4.60  ...       0   \n",
-       "14475          Unknown  R - 17+ (violence & profanity)   0.00  ...       0   \n",
-       "14476          40 min.                    G - All Ages   6.00  ...       0   \n",
-       "14477           3 min.       PG-13 - Teens 13 or older   5.15  ...       0   \n",
-       "\n",
-       "       Shounen  Slice of Life  Space  Sports Super Power Supernatural  \\\n",
-       "0            0              0      0       0           0            0   \n",
-       "1            0              0      0       0           0            0   \n",
-       "2            0              0      0       0           0            0   \n",
-       "3            0              0      0       0           0            0   \n",
-       "4            0              0      0       0           0            0   \n",
-       "...        ...            ...    ...     ...         ...          ...   \n",
-       "14473        0              0      0       0           0            0   \n",
-       "14474        0              0      0       0           0            0   \n",
-       "14475        0              0      0       0           0            0   \n",
-       "14476        0              0      0       0           0            0   \n",
-       "14477        0              0      0       0           0            0   \n",
-       "\n",
-       "       Thriller Vampire Yaoi  \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",
-       "14473         0       0    0  \n",
-       "14474         0       0    0  \n",
-       "14475         0       0    0  \n",
-       "14476         0       0    0  \n",
-       "14477         0       0    0  \n",
-       "\n",
-       "[14478 rows x 103 columns]"
-      ]
-     },
-     "execution_count": 25,
-     "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": 26,
-   "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",
-      "Columns: 103 entries, title to Yaoi\n",
-      "dtypes: bool(1), float64(2), int32(1), int64(88), object(11)\n",
-      "memory usage: 11.2+ MB\n"
-     ]
-    }
-   ],
-   "source": [
-    "animelist_df.info()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "98116925-f9c5-4902-8807-1ac623323955",
-   "metadata": {
-    "tags": []
-   },
-   "source": [
-    "### Check value contain any NULL\n",
-    "---"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "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",
-      " duration         | 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",
-      " isPremiered         | has (0)\n",
-      " aired_from         | has (2191)\n",
-      " aired_to         | has (2191)\n",
-      "  Adventure         | has (0)\n",
-      "  Cars         | has (0)\n",
-      "  Comedy         | has (0)\n",
-      "  Dementia         | has (0)\n",
-      "  Demons         | has (0)\n",
-      "  Drama         | has (0)\n",
-      "  Ecchi         | has (0)\n",
-      "  Fantasy         | has (0)\n",
-      "  Game         | has (0)\n",
-      "  Harem         | has (0)\n",
-      "  Hentai         | has (0)\n",
-      "  Historical         | has (0)\n",
-      "  Horror         | has (0)\n",
-      "  Josei         | has (0)\n",
-      "  Kids         | has (0)\n",
-      "  Magic         | has (0)\n",
-      "  Martial Arts         | has (0)\n",
-      "  Mecha         | has (0)\n",
-      "  Military         | has (0)\n",
-      "  Music         | has (0)\n",
-      "  Mystery         | has (0)\n",
-      "  Parody         | has (0)\n",
-      "  Police         | has (0)\n",
-      "  Psychological         | has (0)\n",
-      "  Romance         | has (0)\n",
-      "  Samurai         | has (0)\n",
-      "  School         | has (0)\n",
-      "  Sci-Fi         | has (0)\n",
-      "  Seinen         | has (0)\n",
-      "  Shoujo         | has (0)\n",
-      "  Shoujo Ai         | has (0)\n",
-      "  Shounen         | has (0)\n",
-      "  Shounen Ai         | has (0)\n",
-      "  Slice of Life         | has (0)\n",
-      "  Space         | has (0)\n",
-      "  Sports         | has (0)\n",
-      "  Super Power         | has (0)\n",
-      "  Supernatural         | has (0)\n",
-      "  Thriller         | has (0)\n",
-      "  Vampire         | has (0)\n",
-      "  Yaoi         | has (0)\n",
-      "  Yuri         | has (0)\n",
-      " Action         | has (0)\n",
-      " Adventure         | has (0)\n",
-      " Cars         | has (0)\n",
-      " Comedy         | has (0)\n",
-      " Dementia         | has (0)\n",
-      " Demons         | has (0)\n",
-      " Drama         | has (0)\n",
-      " Ecchi         | has (0)\n",
-      " Fantasy         | has (0)\n",
-      " Game         | has (0)\n",
-      " Harem         | has (0)\n",
-      " Hentai         | has (0)\n",
-      " Historical         | has (0)\n",
-      " Horror         | has (0)\n",
-      " Josei         | has (0)\n",
-      " Kids         | has (0)\n",
-      " Magic         | has (0)\n",
-      " Martial Arts         | has (0)\n",
-      " Mecha         | has (0)\n",
-      " Military         | has (0)\n",
-      " Music         | has (0)\n",
-      " Mystery         | has (0)\n",
-      " NA         | has (0)\n",
-      " Parody         | has (0)\n",
-      " Police         | has (0)\n",
-      " Psychological         | has (0)\n",
-      " Romance         | has (0)\n",
-      " Samurai         | has (0)\n",
-      " School         | has (0)\n",
-      " Sci-Fi         | has (0)\n",
-      " Seinen         | has (0)\n",
-      " Shoujo         | has (0)\n",
-      " Shounen         | has (0)\n",
-      " Slice of Life         | has (0)\n",
-      " Space         | has (0)\n",
-      " Sports         | has (0)\n",
-      " Super Power         | has (0)\n",
-      " Supernatural         | has (0)\n",
-      " Thriller         | has (0)\n",
-      " Vampire         | has (0)\n",
-      " Yaoi         | 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'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "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": 28,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "## count the total for each rating\n",
-    "animelist_df.rating.value_counts()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "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",
-    "\n",
-    "##find out whether aired time and primied have relation"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "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",
-      " duration         | 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",
-      " isPremiered         | has (0)\n",
-      " aired_from         | has (0)\n",
-      " aired_to         | has (0)\n",
-      "  Adventure         | has (0)\n",
-      "  Cars         | has (0)\n",
-      "  Comedy         | has (0)\n",
-      "  Dementia         | has (0)\n",
-      "  Demons         | has (0)\n",
-      "  Drama         | has (0)\n",
-      "  Ecchi         | has (0)\n",
-      "  Fantasy         | has (0)\n",
-      "  Game         | has (0)\n",
-      "  Harem         | has (0)\n",
-      "  Hentai         | has (0)\n",
-      "  Historical         | has (0)\n",
-      "  Horror         | has (0)\n",
-      "  Josei         | has (0)\n",
-      "  Kids         | has (0)\n",
-      "  Magic         | has (0)\n",
-      "  Martial Arts         | has (0)\n",
-      "  Mecha         | has (0)\n",
-      "  Military         | has (0)\n",
-      "  Music         | has (0)\n",
-      "  Mystery         | has (0)\n",
-      "  Parody         | has (0)\n",
-      "  Police         | has (0)\n",
-      "  Psychological         | has (0)\n",
-      "  Romance         | has (0)\n",
-      "  Samurai         | has (0)\n",
-      "  School         | has (0)\n",
-      "  Sci-Fi         | has (0)\n",
-      "  Seinen         | has (0)\n",
-      "  Shoujo         | has (0)\n",
-      "  Shoujo Ai         | has (0)\n",
-      "  Shounen         | has (0)\n",
-      "  Shounen Ai         | has (0)\n",
-      "  Slice of Life         | has (0)\n",
-      "  Space         | has (0)\n",
-      "  Sports         | has (0)\n",
-      "  Super Power         | has (0)\n",
-      "  Supernatural         | has (0)\n",
-      "  Thriller         | has (0)\n",
-      "  Vampire         | has (0)\n",
-      "  Yaoi         | has (0)\n",
-      "  Yuri         | has (0)\n",
-      " Action         | has (0)\n",
-      " Adventure         | has (0)\n",
-      " Cars         | has (0)\n",
-      " Comedy         | has (0)\n",
-      " Dementia         | has (0)\n",
-      " Demons         | has (0)\n",
-      " Drama         | has (0)\n",
-      " Ecchi         | has (0)\n",
-      " Fantasy         | has (0)\n",
-      " Game         | has (0)\n",
-      " Harem         | has (0)\n",
-      " Hentai         | has (0)\n",
-      " Historical         | has (0)\n",
-      " Horror         | has (0)\n",
-      " Josei         | has (0)\n",
-      " Kids         | has (0)\n",
-      " Magic         | has (0)\n",
-      " Martial Arts         | has (0)\n",
-      " Mecha         | has (0)\n",
-      " Military         | has (0)\n",
-      " Music         | has (0)\n",
-      " Mystery         | has (0)\n",
-      " NA         | has (0)\n",
-      " Parody         | has (0)\n",
-      " Police         | has (0)\n",
-      " Psychological         | has (0)\n",
-      " Romance         | has (0)\n",
-      " Samurai         | has (0)\n",
-      " School         | has (0)\n",
-      " Sci-Fi         | has (0)\n",
-      " Seinen         | has (0)\n",
-      " Shoujo         | has (0)\n",
-      " Shounen         | has (0)\n",
-      " Slice of Life         | has (0)\n",
-      " Space         | has (0)\n",
-      " Sports         | has (0)\n",
-      " Super Power         | has (0)\n",
-      " Supernatural         | has (0)\n",
-      " Thriller         | has (0)\n",
-      " Vampire         | has (0)\n",
-      " Yaoi         | 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": "markdown",
-   "id": "593b3e94-b089-4ff5-9be6-6b85fb06bed8",
-   "metadata": {
-    "tags": []
-   },
-   "source": [
-    "### Convert to new csv file.\n",
-    "---\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "id": "1545f7c0-4adf-4840-ab5e-8f093fd8e84b",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "animelist_df.to_csv('out.csv', index=False) "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "8f7a0093-684d-4db8-8146-3d45b077934f",
-   "metadata": {},
-   "source": [
-    "### if have other data need to be clean\n",
-    "---"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "a9ba1c45-306d-44a4-876f-a9c33c1a42fe",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.11.5"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/.ipynb_checkpoints/main-checkpoint.ipynb b/.ipynb_checkpoints/main-checkpoint.ipynb
deleted file mode 100644
index 619386d..0000000
--- a/.ipynb_checkpoints/main-checkpoint.ipynb
+++ /dev/null
@@ -1,351 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from jikanpy import Jikan\n",
-    "jikan = Jikan()\n",
-    "\n",
-    "mushishi = jikan.anime(457)\n",
-    "mushishi_with_eps = jikan.anime(457, extension='episodes')\n",
-    "\n",
-    "search_result = jikan.search('anime', 'Mushishi', page=2)\n",
-    "\n",
-    "winter_2018_anime = jikan.seasons(year=2018, season='winter')\n",
-    "\n",
-    "current_season = jikan.seasons(extension='now')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "jikan.anime_episode_by_id(anime_id=1, episode_id=1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "genres = jikan.genres(type='anime')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "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>mal_id</th>\n",
-       "      <th>url</th>\n",
-       "      <th>images</th>\n",
-       "      <th>trailer</th>\n",
-       "      <th>approved</th>\n",
-       "      <th>titles</th>\n",
-       "      <th>title</th>\n",
-       "      <th>title_english</th>\n",
-       "      <th>title_japanese</th>\n",
-       "      <th>title_synonyms</th>\n",
-       "      <th>...</th>\n",
-       "      <th>season</th>\n",
-       "      <th>year</th>\n",
-       "      <th>broadcast</th>\n",
-       "      <th>producers</th>\n",
-       "      <th>licensors</th>\n",
-       "      <th>studios</th>\n",
-       "      <th>genres</th>\n",
-       "      <th>explicit_genres</th>\n",
-       "      <th>themes</th>\n",
-       "      <th>demographics</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>21</td>\n",
-       "      <td>https://myanimelist.net/anime/21/One_Piece</td>\n",
-       "      <td>{'jpg': {'image_url': 'https://cdn.myanimelist...</td>\n",
-       "      <td>{'youtube_id': '-tviZNY6CSw', 'url': 'https://...</td>\n",
-       "      <td>True</td>\n",
-       "      <td>[{'type': 'Default', 'title': 'One Piece'}, {'...</td>\n",
-       "      <td>One Piece</td>\n",
-       "      <td>One Piece</td>\n",
-       "      <td>ONE PIECE</td>\n",
-       "      <td>[OP]</td>\n",
-       "      <td>...</td>\n",
-       "      <td>fall</td>\n",
-       "      <td>1999.0</td>\n",
-       "      <td>{'day': 'Sundays', 'time': '09:30', 'timezone'...</td>\n",
-       "      <td>[{'mal_id': 169, 'type': 'anime', 'name': 'Fuj...</td>\n",
-       "      <td>[{'mal_id': 102, 'type': 'anime', 'name': 'Fun...</td>\n",
-       "      <td>[{'mal_id': 18, 'type': 'anime', 'name': 'Toei...</td>\n",
-       "      <td>[{'mal_id': 1, 'type': 'anime', 'name': 'Actio...</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[{'mal_id': 27, 'type': 'anime', 'name': 'Shou...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>33352</td>\n",
-       "      <td>https://myanimelist.net/anime/33352/Violet_Eve...</td>\n",
-       "      <td>{'jpg': {'image_url': 'https://cdn.myanimelist...</td>\n",
-       "      <td>{'youtube_id': 'g5xWqjFglsk', 'url': 'https://...</td>\n",
-       "      <td>True</td>\n",
-       "      <td>[{'type': 'Default', 'title': 'Violet Evergard...</td>\n",
-       "      <td>Violet Evergarden</td>\n",
-       "      <td>Violet Evergarden</td>\n",
-       "      <td>ヴァイオレット・エヴァーガーデン</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>...</td>\n",
-       "      <td>winter</td>\n",
-       "      <td>2018.0</td>\n",
-       "      <td>{'day': 'Thursdays', 'time': '00:00', 'timezon...</td>\n",
-       "      <td>[{'mal_id': 104, 'type': 'anime', 'name': 'Lan...</td>\n",
-       "      <td>[{'mal_id': 102, 'type': 'anime', 'name': 'Fun...</td>\n",
-       "      <td>[{'mal_id': 2, 'type': 'anime', 'name': 'Kyoto...</td>\n",
-       "      <td>[{'mal_id': 8, 'type': 'anime', 'name': 'Drama...</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>35849</td>\n",
-       "      <td>https://myanimelist.net/anime/35849/Darling_in...</td>\n",
-       "      <td>{'jpg': {'image_url': 'https://cdn.myanimelist...</td>\n",
-       "      <td>{'youtube_id': 'cJ6g_6Ud0s8', 'url': 'https://...</td>\n",
-       "      <td>True</td>\n",
-       "      <td>[{'type': 'Default', 'title': 'Darling in the ...</td>\n",
-       "      <td>Darling in the FranXX</td>\n",
-       "      <td>DARLING in the FRANXX</td>\n",
-       "      <td>ダーリン・イン・ザ・フランキス</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>...</td>\n",
-       "      <td>winter</td>\n",
-       "      <td>2018.0</td>\n",
-       "      <td>{'day': 'Saturdays', 'time': '23:30', 'timezon...</td>\n",
-       "      <td>[{'mal_id': 17, 'type': 'anime', 'name': 'Anip...</td>\n",
-       "      <td>[{'mal_id': 102, 'type': 'anime', 'name': 'Fun...</td>\n",
-       "      <td>[{'mal_id': 56, 'type': 'anime', 'name': 'A-1 ...</td>\n",
-       "      <td>[{'mal_id': 1, 'type': 'anime', 'name': 'Actio...</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[{'mal_id': 18, 'type': 'anime', 'name': 'Mech...</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>35120</td>\n",
-       "      <td>https://myanimelist.net/anime/35120/Devilman__...</td>\n",
-       "      <td>{'jpg': {'image_url': 'https://cdn.myanimelist...</td>\n",
-       "      <td>{'youtube_id': 'ww06yGPM7Kc', 'url': 'https://...</td>\n",
-       "      <td>True</td>\n",
-       "      <td>[{'type': 'Default', 'title': 'Devilman: Cryba...</td>\n",
-       "      <td>Devilman: Crybaby</td>\n",
-       "      <td>Devilman: Crybaby</td>\n",
-       "      <td>DEVILMAN crybaby</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>{'day': None, 'time': None, 'timezone': None, ...</td>\n",
-       "      <td>[{'mal_id': 17, 'type': 'anime', 'name': 'Anip...</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[{'mal_id': 1591, 'type': 'anime', 'name': 'Sc...</td>\n",
-       "      <td>[{'mal_id': 1, 'type': 'anime', 'name': 'Actio...</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[{'mal_id': 58, 'type': 'anime', 'name': 'Gore...</td>\n",
-       "      <td>[{'mal_id': 27, 'type': 'anime', 'name': 'Shou...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>34577</td>\n",
-       "      <td>https://myanimelist.net/anime/34577/Nanatsu_no...</td>\n",
-       "      <td>{'jpg': {'image_url': 'https://cdn.myanimelist...</td>\n",
-       "      <td>{'youtube_id': 'lgkv0Lqr-Iw', 'url': 'https://...</td>\n",
-       "      <td>True</td>\n",
-       "      <td>[{'type': 'Default', 'title': 'Nanatsu no Taiz...</td>\n",
-       "      <td>Nanatsu no Taizai: Imashime no Fukkatsu</td>\n",
-       "      <td>The Seven Deadly Sins: Revival of the Commandm...</td>\n",
-       "      <td>七つの大罪 戒めの復活</td>\n",
-       "      <td>[Seven Deadly Sins Season 2]</td>\n",
-       "      <td>...</td>\n",
-       "      <td>winter</td>\n",
-       "      <td>2018.0</td>\n",
-       "      <td>{'day': 'Saturdays', 'time': '06:30', 'timezon...</td>\n",
-       "      <td>[{'mal_id': 17, 'type': 'anime', 'name': 'Anip...</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[{'mal_id': 56, 'type': 'anime', 'name': 'A-1 ...</td>\n",
-       "      <td>[{'mal_id': 1, 'type': 'anime', 'name': 'Actio...</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>[{'mal_id': 27, 'type': 'anime', 'name': 'Shou...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 36 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   mal_id                                                url  \\\n",
-       "0      21         https://myanimelist.net/anime/21/One_Piece   \n",
-       "1   33352  https://myanimelist.net/anime/33352/Violet_Eve...   \n",
-       "2   35849  https://myanimelist.net/anime/35849/Darling_in...   \n",
-       "3   35120  https://myanimelist.net/anime/35120/Devilman__...   \n",
-       "4   34577  https://myanimelist.net/anime/34577/Nanatsu_no...   \n",
-       "\n",
-       "                                              images  \\\n",
-       "0  {'jpg': {'image_url': 'https://cdn.myanimelist...   \n",
-       "1  {'jpg': {'image_url': 'https://cdn.myanimelist...   \n",
-       "2  {'jpg': {'image_url': 'https://cdn.myanimelist...   \n",
-       "3  {'jpg': {'image_url': 'https://cdn.myanimelist...   \n",
-       "4  {'jpg': {'image_url': 'https://cdn.myanimelist...   \n",
-       "\n",
-       "                                             trailer  approved  \\\n",
-       "0  {'youtube_id': '-tviZNY6CSw', 'url': 'https://...      True   \n",
-       "1  {'youtube_id': 'g5xWqjFglsk', 'url': 'https://...      True   \n",
-       "2  {'youtube_id': 'cJ6g_6Ud0s8', 'url': 'https://...      True   \n",
-       "3  {'youtube_id': 'ww06yGPM7Kc', 'url': 'https://...      True   \n",
-       "4  {'youtube_id': 'lgkv0Lqr-Iw', 'url': 'https://...      True   \n",
-       "\n",
-       "                                              titles  \\\n",
-       "0  [{'type': 'Default', 'title': 'One Piece'}, {'...   \n",
-       "1  [{'type': 'Default', 'title': 'Violet Evergard...   \n",
-       "2  [{'type': 'Default', 'title': 'Darling in the ...   \n",
-       "3  [{'type': 'Default', 'title': 'Devilman: Cryba...   \n",
-       "4  [{'type': 'Default', 'title': 'Nanatsu no Taiz...   \n",
-       "\n",
-       "                                     title  \\\n",
-       "0                                One Piece   \n",
-       "1                        Violet Evergarden   \n",
-       "2                    Darling in the FranXX   \n",
-       "3                        Devilman: Crybaby   \n",
-       "4  Nanatsu no Taizai: Imashime no Fukkatsu   \n",
-       "\n",
-       "                                       title_english    title_japanese  \\\n",
-       "0                                          One Piece         ONE PIECE   \n",
-       "1                                  Violet Evergarden  ヴァイオレット・エヴァーガーデン   \n",
-       "2                              DARLING in the FRANXX   ダーリン・イン・ザ・フランキス   \n",
-       "3                                  Devilman: Crybaby  DEVILMAN crybaby   \n",
-       "4  The Seven Deadly Sins: Revival of the Commandm...       七つの大罪 戒めの復活   \n",
-       "\n",
-       "                 title_synonyms  ...  season    year  \\\n",
-       "0                          [OP]  ...    fall  1999.0   \n",
-       "1                            []  ...  winter  2018.0   \n",
-       "2                            []  ...  winter  2018.0   \n",
-       "3                            []  ...    None     NaN   \n",
-       "4  [Seven Deadly Sins Season 2]  ...  winter  2018.0   \n",
-       "\n",
-       "                                           broadcast  \\\n",
-       "0  {'day': 'Sundays', 'time': '09:30', 'timezone'...   \n",
-       "1  {'day': 'Thursdays', 'time': '00:00', 'timezon...   \n",
-       "2  {'day': 'Saturdays', 'time': '23:30', 'timezon...   \n",
-       "3  {'day': None, 'time': None, 'timezone': None, ...   \n",
-       "4  {'day': 'Saturdays', 'time': '06:30', 'timezon...   \n",
-       "\n",
-       "                                           producers  \\\n",
-       "0  [{'mal_id': 169, 'type': 'anime', 'name': 'Fuj...   \n",
-       "1  [{'mal_id': 104, 'type': 'anime', 'name': 'Lan...   \n",
-       "2  [{'mal_id': 17, 'type': 'anime', 'name': 'Anip...   \n",
-       "3  [{'mal_id': 17, 'type': 'anime', 'name': 'Anip...   \n",
-       "4  [{'mal_id': 17, 'type': 'anime', 'name': 'Anip...   \n",
-       "\n",
-       "                                           licensors  \\\n",
-       "0  [{'mal_id': 102, 'type': 'anime', 'name': 'Fun...   \n",
-       "1  [{'mal_id': 102, 'type': 'anime', 'name': 'Fun...   \n",
-       "2  [{'mal_id': 102, 'type': 'anime', 'name': 'Fun...   \n",
-       "3                                                 []   \n",
-       "4                                                 []   \n",
-       "\n",
-       "                                             studios  \\\n",
-       "0  [{'mal_id': 18, 'type': 'anime', 'name': 'Toei...   \n",
-       "1  [{'mal_id': 2, 'type': 'anime', 'name': 'Kyoto...   \n",
-       "2  [{'mal_id': 56, 'type': 'anime', 'name': 'A-1 ...   \n",
-       "3  [{'mal_id': 1591, 'type': 'anime', 'name': 'Sc...   \n",
-       "4  [{'mal_id': 56, 'type': 'anime', 'name': 'A-1 ...   \n",
-       "\n",
-       "                                              genres explicit_genres  \\\n",
-       "0  [{'mal_id': 1, 'type': 'anime', 'name': 'Actio...              []   \n",
-       "1  [{'mal_id': 8, 'type': 'anime', 'name': 'Drama...              []   \n",
-       "2  [{'mal_id': 1, 'type': 'anime', 'name': 'Actio...              []   \n",
-       "3  [{'mal_id': 1, 'type': 'anime', 'name': 'Actio...              []   \n",
-       "4  [{'mal_id': 1, 'type': 'anime', 'name': 'Actio...              []   \n",
-       "\n",
-       "                                              themes  \\\n",
-       "0                                                 []   \n",
-       "1                                                 []   \n",
-       "2  [{'mal_id': 18, 'type': 'anime', 'name': 'Mech...   \n",
-       "3  [{'mal_id': 58, 'type': 'anime', 'name': 'Gore...   \n",
-       "4                                                 []   \n",
-       "\n",
-       "                                        demographics  \n",
-       "0  [{'mal_id': 27, 'type': 'anime', 'name': 'Shou...  \n",
-       "1                                                 []  \n",
-       "2                                                 []  \n",
-       "3  [{'mal_id': 27, 'type': 'anime', 'name': 'Shou...  \n",
-       "4  [{'mal_id': 27, 'type': 'anime', 'name': 'Shou...  \n",
-       "\n",
-       "[5 rows x 36 columns]"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "\n",
-    "winter_list = pd.DataFrame(winter_2018_anime.get(\"data\"))\n",
-    "winter_list.head()"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Test",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.11.8"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/Data Preparation.ipynb b/Data Preparation.ipynb
index e010237..7576bee 100644
--- a/Data Preparation.ipynb	
+++ b/Data Preparation.ipynb	
@@ -26,7 +26,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "id": "d8486f6e-2454-43d1-be41-b8361d8a9675",
    "metadata": {},
    "outputs": [],
@@ -43,7 +43,6 @@
    "cell_type": "markdown",
    "id": "70e6c3f6-53c8-4814-9b3f-14f8693ea516",
    "metadata": {
-    "jp-MarkdownHeadingCollapsed": true,
     "tags": []
    },
    "source": [
@@ -57,194 +56,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "c677c3ee-5f8f-4503-967d-4332e1a0fa36",
    "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>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>access_rank</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>1990-04-29</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2013-03-03</td>\n",
-       "      <td>2014-02-04 01:32:00</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>1995-01-01</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2012-12-13</td>\n",
-       "      <td>1900-05-13 02:47:00</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>1991-08-01</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2008-02-13</td>\n",
-       "      <td>1900-03-24 12:48:00</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>1990-12-14</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2009-08-31</td>\n",
-       "      <td>2014-05-12 16:35:00</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>NaN</td>\n",
-       "      <td>2013-03-25</td>\n",
-       "      <td>2015-09-09 21:54:00</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  access_rank   join_date          last_online  \\\n",
-       "0   Chennai, India   1990-04-29          NaN  2013-03-03  2014-02-04 01:32:00   \n",
-       "1            Manila  1995-01-01          NaN  2012-12-13  1900-05-13 02:47:00   \n",
-       "2  Detroit,Michigan  1991-08-01          NaN  2008-02-13  1900-03-24 12:48:00   \n",
-       "3   Nayarit, Mexico  1990-12-14          NaN  2009-08-31  2014-05-12 16:35:00   \n",
-       "4               NaN         NaN          NaN  2013-03-25  2015-09-09 21:54:00   \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  "
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "userlist = pd.read_csv('UserList.csv')\n",
+    "userlist = pd.read_csv('DataSets/Raw Data/UserList.csv')\n",
     "userlist.head()"
    ]
   },
@@ -282,21 +101,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "id": "5f724fbe-04ca-4a41-bc73-75e7642da727",
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Data type :  <class 'pandas.core.frame.DataFrame'>\n",
-      "Data dims :  (302675, 17)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "print(\"Data type : \", type(userlist))\n",
     "print(\"Data dims : \", userlist.shape)"
@@ -312,43 +122,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "id": "a9606662-0f99-4e0b-82a8-e6b377b556d0",
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "RangeIndex: 302675 entries, 0 to 302674\n",
-      "Data columns (total 17 columns):\n",
-      " #   Column                    Non-Null Count   Dtype  \n",
-      "---  ------                    --------------   -----  \n",
-      " 0   username                  302674 non-null  object \n",
-      " 1   user_id                   302675 non-null  int64  \n",
-      " 2   user_watching             302675 non-null  int64  \n",
-      " 3   user_completed            302675 non-null  int64  \n",
-      " 4   user_onhold               302675 non-null  int64  \n",
-      " 5   user_dropped              302675 non-null  int64  \n",
-      " 6   user_plantowatch          302675 non-null  int64  \n",
-      " 7   user_days_spent_watching  302675 non-null  float64\n",
-      " 8   gender                    217800 non-null  object \n",
-      " 9   location                  156773 non-null  object \n",
-      " 10  birth_date                168749 non-null  object \n",
-      " 11  access_rank               0 non-null       float64\n",
-      " 12  join_date                 302546 non-null  object \n",
-      " 13  last_online               302546 non-null  object \n",
-      " 14  stats_mean_score          302546 non-null  float64\n",
-      " 15  stats_rewatched           302546 non-null  float64\n",
-      " 16  stats_episodes            302546 non-null  float64\n",
-      "dtypes: float64(5), int64(6), object(6)\n",
-      "memory usage: 39.3+ MB\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "userlist.info()"
    ]
@@ -370,263 +149,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "id": "012c1bc0-c7fe-4e5e-b698-23d5f45f9ca2",
    "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>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"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "animelist = pd.read_csv('AnimeList.csv')\n",
+    "animelist = pd.read_csv('DataSets/Raw Data/AnimeList.csv')\n",
     "animelist.head()\n"
    ]
   },
@@ -677,21 +207,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "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"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "print(\"Data type : \", type(animelist))\n",
     "print(\"Data dims : \", animelist.shape)"
@@ -707,57 +228,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "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"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "animelist.info()\n"
    ]
@@ -801,163 +277,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "id": "9817e6bc-0a70-431c-8567-c53f73c7d8e3",
    "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>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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "## for numeric data\n",
     "animelist.describe()"
@@ -965,203 +290,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "id": "572df98e-95fe-4148-adcf-f2f264bcfa21",
    "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>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>status</th>\n",
-       "      <th>aired_string</th>\n",
-       "      <th>aired</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>count</th>\n",
-       "      <td>14478</td>\n",
-       "      <td>5724</td>\n",
-       "      <td>14443</td>\n",
-       "      <td>8937</td>\n",
-       "      <td>14382</td>\n",
-       "      <td>14478</td>\n",
-       "      <td>14478</td>\n",
-       "      <td>14478</td>\n",
-       "      <td>14478</td>\n",
-       "      <td>14478</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1057</td>\n",
-       "      <td>4096</td>\n",
-       "      <td>4271</td>\n",
-       "      <td>14478</td>\n",
-       "      <td>8288</td>\n",
-       "      <td>3373</td>\n",
-       "      <td>8544</td>\n",
-       "      <td>14414</td>\n",
-       "      <td>14478</td>\n",
-       "      <td>14478</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>unique</th>\n",
-       "      <td>14477</td>\n",
-       "      <td>5606</td>\n",
-       "      <td>13701</td>\n",
-       "      <td>8575</td>\n",
-       "      <td>14382</td>\n",
-       "      <td>7</td>\n",
-       "      <td>16</td>\n",
-       "      <td>3</td>\n",
-       "      <td>10026</td>\n",
-       "      <td>9649</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1038</td>\n",
-       "      <td>221</td>\n",
-       "      <td>441</td>\n",
-       "      <td>9420</td>\n",
-       "      <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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "## for data that is object\n",
     "animelist.describe(include=object)"
@@ -1169,29 +303,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "## what are the columns involved in the dataset\n",
     "animelist.columns"
@@ -1212,7 +329,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "id": "c21ea1b8-02fe-4d1f-bff7-80346b4b6b21",
    "metadata": {
     "tags": []
@@ -1226,27 +343,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "id": "29af9569-8be7-456e-9268-a64320a0e205",
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.series.Series'>\n",
-      "RangeIndex: 14478 entries, 0 to 14477\n",
-      "Series name: isPremiered\n",
-      "Non-Null Count  Dtype\n",
-      "--------------  -----\n",
-      "14478 non-null  int32\n",
-      "dtypes: int32(1)\n",
-      "memory usage: 56.7 KB\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "animelist.isPremiered.info()"
    ]
@@ -1264,35 +366,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "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": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "## calculate all the value from each studio\n",
     "\n",
@@ -1304,761 +383,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "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": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# group studio less than 40\n",
     "minor = studio_counts[studio_counts < 40].index.to_list()\n",
@@ -2067,67 +398,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "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": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "## combine those minor studio to one \"SmallStudio\"\n",
     "animelist[\"studio\"] = animelist[\"studio\"].apply(lambda x : \"SmallStudio\" if x in minor else x)\n",
@@ -2155,7 +432,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "id": "6659bc9c-131b-4170-9c77-7255e999f5dc",
    "metadata": {
     "tags": []
@@ -2169,23 +446,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "id": "b3efa3eb-0aec-4e3b-8aec-75245e675554",
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(14478, 19)"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "## after dropping the columns \n",
     "animelist.shape"
@@ -2193,26 +459,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "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', 'isPremiered'],\n",
-       "      dtype='object')"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "animelist.columns"
    ]
@@ -2238,33 +490,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "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"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Splitting the 'aired' column into 'from' and 'to' columns\n",
     "animelist[['aired_from', 'aired_to']] = animelist['aired'].str.extract(r\"'from': '(.*?)', 'to': '(.*?)'\")\n",
@@ -2275,47 +506,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "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 21 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  isPremiered  14478 non-null  int32  \n",
-      " 19  aired_from   12287 non-null  object \n",
-      " 20  aired_to     12287 non-null  object \n",
-      "dtypes: bool(1), float64(2), int32(1), int64(5), object(12)\n",
-      "memory usage: 2.2+ MB\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "animelist.info()"
    ]
@@ -2333,7 +529,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "id": "ded21918-e004-4518-b1a6-5a1f6e0a678e",
    "metadata": {
     "tags": []
@@ -2346,374 +542,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "id": "8144eaa7-b876-4390-b6da-12d1256c02bf",
    "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>Adventure</th>\n",
-       "      <th>Cars</th>\n",
-       "      <th>Comedy</th>\n",
-       "      <th>Dementia</th>\n",
-       "      <th>Demons</th>\n",
-       "      <th>Drama</th>\n",
-       "      <th>Ecchi</th>\n",
-       "      <th>Fantasy</th>\n",
-       "      <th>Game</th>\n",
-       "      <th>Harem</th>\n",
-       "      <th>...</th>\n",
-       "      <th>Shoujo</th>\n",
-       "      <th>Shounen</th>\n",
-       "      <th>Slice of Life</th>\n",
-       "      <th>Space</th>\n",
-       "      <th>Sports</th>\n",
-       "      <th>Super Power</th>\n",
-       "      <th>Supernatural</th>\n",
-       "      <th>Thriller</th>\n",
-       "      <th>Vampire</th>\n",
-       "      <th>Yaoi</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\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>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\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>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14473</th>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14474</th>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14475</th>\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>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <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>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14477</th>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>14478 rows × 83 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        Adventure   Cars   Comedy   Dementia   Demons   Drama   Ecchi  \\\n",
-       "0               0      0        0          0        0       0       0   \n",
-       "1               0      0        0          0        0       0       0   \n",
-       "2               0      0        0          0        0       0       0   \n",
-       "3               0      0        0          0        0       1       0   \n",
-       "4               0      0        0          0        0       1       0   \n",
-       "...           ...    ...      ...        ...      ...     ...     ...   \n",
-       "14473           0      0        0          0        0       0       0   \n",
-       "14474           0      0        0          0        0       0       0   \n",
-       "14475           1      0        0          0        0       0       0   \n",
-       "14476           0      0        0          0        0       0       0   \n",
-       "14477           0      0        0          0        0       0       0   \n",
-       "\n",
-       "        Fantasy   Game   Harem  ...  Shoujo  Shounen  Slice of Life  Space  \\\n",
-       "0             0      0       0  ...       0        0              0      0   \n",
-       "1             0      0       0  ...       0        0              0      0   \n",
-       "2             0      0       0  ...       0        0              0      0   \n",
-       "3             1      0       0  ...       0        0              0      0   \n",
-       "4             0      0       0  ...       0        0              0      0   \n",
-       "...         ...    ...     ...  ...     ...      ...            ...    ...   \n",
-       "14473         0      0       0  ...       0        0              0      0   \n",
-       "14474         0      0       0  ...       0        0              0      0   \n",
-       "14475         1      0       0  ...       0        0              0      0   \n",
-       "14476         0      0       0  ...       0        0              0      0   \n",
-       "14477         0      0       0  ...       0        0              0      0   \n",
-       "\n",
-       "       Sports  Super Power  Supernatural  Thriller  Vampire  Yaoi  \n",
-       "0           0            0             0         0        0     0  \n",
-       "1           0            0             0         0        0     0  \n",
-       "2           0            0             0         0        0     0  \n",
-       "3           0            0             0         0        0     0  \n",
-       "4           0            0             0         0        0     0  \n",
-       "...       ...          ...           ...       ...      ...   ...  \n",
-       "14473       0            0             0         0        0     0  \n",
-       "14474       0            0             0         0        0     0  \n",
-       "14475       0            0             0         0        0     0  \n",
-       "14476       0            0             0         0        0     0  \n",
-       "14477       0            0             0         0        0     0  \n",
-       "\n",
-       "[14478 rows x 83 columns]"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "## split the genres by the parameter ','\n",
     "genre_animelist = animelist['genre'].str.get_dummies(sep=',')\n",
@@ -2722,121 +556,233 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "id": "d4491bb5-83cc-4675-8496-cf17b48f969e",
    "metadata": {
     "scrolled": true,
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "RangeIndex: 14478 entries, 0 to 14477\n",
-      "Data columns (total 83 columns):\n",
-      " #   Column          Non-Null Count  Dtype\n",
-      "---  ------          --------------  -----\n",
-      " 0    Adventure      14478 non-null  int64\n",
-      " 1    Cars           14478 non-null  int64\n",
-      " 2    Comedy         14478 non-null  int64\n",
-      " 3    Dementia       14478 non-null  int64\n",
-      " 4    Demons         14478 non-null  int64\n",
-      " 5    Drama          14478 non-null  int64\n",
-      " 6    Ecchi          14478 non-null  int64\n",
-      " 7    Fantasy        14478 non-null  int64\n",
-      " 8    Game           14478 non-null  int64\n",
-      " 9    Harem          14478 non-null  int64\n",
-      " 10   Hentai         14478 non-null  int64\n",
-      " 11   Historical     14478 non-null  int64\n",
-      " 12   Horror         14478 non-null  int64\n",
-      " 13   Josei          14478 non-null  int64\n",
-      " 14   Kids           14478 non-null  int64\n",
-      " 15   Magic          14478 non-null  int64\n",
-      " 16   Martial Arts   14478 non-null  int64\n",
-      " 17   Mecha          14478 non-null  int64\n",
-      " 18   Military       14478 non-null  int64\n",
-      " 19   Music          14478 non-null  int64\n",
-      " 20   Mystery        14478 non-null  int64\n",
-      " 21   Parody         14478 non-null  int64\n",
-      " 22   Police         14478 non-null  int64\n",
-      " 23   Psychological  14478 non-null  int64\n",
-      " 24   Romance        14478 non-null  int64\n",
-      " 25   Samurai        14478 non-null  int64\n",
-      " 26   School         14478 non-null  int64\n",
-      " 27   Sci-Fi         14478 non-null  int64\n",
-      " 28   Seinen         14478 non-null  int64\n",
-      " 29   Shoujo         14478 non-null  int64\n",
-      " 30   Shoujo Ai      14478 non-null  int64\n",
-      " 31   Shounen        14478 non-null  int64\n",
-      " 32   Shounen Ai     14478 non-null  int64\n",
-      " 33   Slice of Life  14478 non-null  int64\n",
-      " 34   Space          14478 non-null  int64\n",
-      " 35   Sports         14478 non-null  int64\n",
-      " 36   Super Power    14478 non-null  int64\n",
-      " 37   Supernatural   14478 non-null  int64\n",
-      " 38   Thriller       14478 non-null  int64\n",
-      " 39   Vampire        14478 non-null  int64\n",
-      " 40   Yaoi           14478 non-null  int64\n",
-      " 41   Yuri           14478 non-null  int64\n",
-      " 42  Action          14478 non-null  int64\n",
-      " 43  Adventure       14478 non-null  int64\n",
-      " 44  Cars            14478 non-null  int64\n",
-      " 45  Comedy          14478 non-null  int64\n",
-      " 46  Dementia        14478 non-null  int64\n",
-      " 47  Demons          14478 non-null  int64\n",
-      " 48  Drama           14478 non-null  int64\n",
-      " 49  Ecchi           14478 non-null  int64\n",
-      " 50  Fantasy         14478 non-null  int64\n",
-      " 51  Game            14478 non-null  int64\n",
-      " 52  Harem           14478 non-null  int64\n",
-      " 53  Hentai          14478 non-null  int64\n",
-      " 54  Historical      14478 non-null  int64\n",
-      " 55  Horror          14478 non-null  int64\n",
-      " 56  Josei           14478 non-null  int64\n",
-      " 57  Kids            14478 non-null  int64\n",
-      " 58  Magic           14478 non-null  int64\n",
-      " 59  Martial Arts    14478 non-null  int64\n",
-      " 60  Mecha           14478 non-null  int64\n",
-      " 61  Military        14478 non-null  int64\n",
-      " 62  Music           14478 non-null  int64\n",
-      " 63  Mystery         14478 non-null  int64\n",
-      " 64  NA              14478 non-null  int64\n",
-      " 65  Parody          14478 non-null  int64\n",
-      " 66  Police          14478 non-null  int64\n",
-      " 67  Psychological   14478 non-null  int64\n",
-      " 68  Romance         14478 non-null  int64\n",
-      " 69  Samurai         14478 non-null  int64\n",
-      " 70  School          14478 non-null  int64\n",
-      " 71  Sci-Fi          14478 non-null  int64\n",
-      " 72  Seinen          14478 non-null  int64\n",
-      " 73  Shoujo          14478 non-null  int64\n",
-      " 74  Shounen         14478 non-null  int64\n",
-      " 75  Slice of Life   14478 non-null  int64\n",
-      " 76  Space           14478 non-null  int64\n",
-      " 77  Sports          14478 non-null  int64\n",
-      " 78  Super Power     14478 non-null  int64\n",
-      " 79  Supernatural    14478 non-null  int64\n",
-      " 80  Thriller        14478 non-null  int64\n",
-      " 81  Vampire         14478 non-null  int64\n",
-      " 82  Yaoi            14478 non-null  int64\n",
-      "dtypes: int64(83)\n",
-      "memory usage: 9.2 MB\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "genre_animelist.info()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "id": "0087eef3-cc59-46a2-86af-39ae8a00ef1b",
    "metadata": {
     "tags": []
    },
+   "outputs": [],
+   "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()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "931de186-0984-4b46-af39-4b5659f3e44b",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "## remove genre columns \n",
+    "animelist_df.drop(columns=[\"genre\"], inplace=True)\n",
+    "animelist_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d0ef0721-d79a-4b14-a125-c04e1ac95ce3",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "animelist_df.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "98116925-f9c5-4902-8807-1ac623323955",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "### Check value contain any NULL\n",
+    "---"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fcf0cf61-2ef7-486f-b5ac-6f1f1d08df0e",
+   "metadata": {
+    "scrolled": true,
+    "tags": []
+   },
+   "outputs": [],
+   "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'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "37ef5d53-7cfb-41e4-bb2c-c659ce5fd4ec",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "## count the total for each rating\n",
+    "animelist_df.rating.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "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",
+    "\n",
+    "##find out whether aired time and primied have relation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3fc969d8-04c0-4242-9192-f68a40aa6339",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "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": "markdown",
+   "id": "593b3e94-b089-4ff5-9be6-6b85fb06bed8",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "### Convert to new csv file.\n",
+    "---\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1545f7c0-4adf-4840-ab5e-8f093fd8e84b",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "#animelist_df.to_csv('outV2.csv', index=False) "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8f7a0093-684d-4db8-8146-3d45b077934f",
+   "metadata": {},
+   "source": [
+    "### if have other data need to be clean\n",
+    "---"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a9ba1c45-306d-44a4-876f-a9c33c1a42fe",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a835aa18-7be3-4ab2-b9e3-4884895247da",
+   "metadata": {},
+   "source": [
+    "## Dealing with Related Column"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d862db97-2ffd-449b-ab1a-a651adecef44",
+   "metadata": {},
+   "source": [
+    "### Exploring JSON Structure for each data unit"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "28b2c807-f858-4287-adca-b0865b8921c1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "related_cell0 = animelist_df[\"related\"][0]\n",
+    "related_cell_mod = related_cell0.replace(\"'\", \"\\\"\")\n",
+    "related_cell_mod"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7d1f895f-2caf-4700-9f7c-11f94763f03c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import json\n",
+    "related_dict = json.loads(related_cell_mod)\n",
+    "related_dict['Sequel'][0]['type']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4bccf211-eb72-4aed-8f3e-9190830354e4",
+   "metadata": {},
+   "source": [
+    "### Testing with a sample df with 5 rows"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 144,
+   "id": "d5687044-12c9-4e45-8ab0-f124d4c33f44",
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -2860,204 +806,94 @@
        "    <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>duration</th>\n",
-       "      <th>rating</th>\n",
-       "      <th>score</th>\n",
-       "      <th>...</th>\n",
-       "      <th>Shoujo</th>\n",
-       "      <th>Shounen</th>\n",
-       "      <th>Slice of Life</th>\n",
-       "      <th>Space</th>\n",
-       "      <th>Sports</th>\n",
-       "      <th>Super Power</th>\n",
-       "      <th>Supernatural</th>\n",
-       "      <th>Thriller</th>\n",
-       "      <th>Vampire</th>\n",
-       "      <th>Yaoi</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>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>24 min. per ep.</td>\n",
-       "      <td>PG-13 - Teens 13 or older</td>\n",
-       "      <td>7.63</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",
+       "      <th>10</th>\n",
+       "      <td>Junjou Romantica 2</td>\n",
+       "      <td>{'Adaptation': [{'mal_id': 765, 'type': 'manga...</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>24 min. per ep.</td>\n",
-       "      <td>PG-13 - Teens 13 or older</td>\n",
-       "      <td>7.89</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",
+       "      <th>11</th>\n",
+       "      <td>Kaichou wa Maid-sama!</td>\n",
+       "      <td>{'Adaptation': [{'mal_id': 2921, 'type': 'mang...</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>24 min. per ep.</td>\n",
-       "      <td>PG - Children</td>\n",
-       "      <td>7.55</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",
+       "      <th>12</th>\n",
+       "      <td>Sekaiichi Hatsukoi 2</td>\n",
+       "      <td>{'Adaptation': [{'mal_id': 10309, 'type': 'man...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Tonari no Kaibutsu-kun</td>\n",
+       "      <td>{'Adaptation': [{'mal_id': 13702, 'type': 'man...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Bleach</td>\n",
+       "      <td>{'Adaptation': [{'mal_id': 12, 'type': 'manga'...</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>16 min. per ep.</td>\n",
-       "      <td>PG-13 - Teens 13 or older</td>\n",
-       "      <td>8.21</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",
+       "      <th>15</th>\n",
+       "      <td>Chobits</td>\n",
+       "      <td>{'Adaptation': [{'mal_id': 107, 'type': 'manga...</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>24 min. per ep.</td>\n",
-       "      <td>PG-13 - Teens 13 or older</td>\n",
-       "      <td>8.67</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",
+       "      <th>16</th>\n",
+       "      <td>Kimi ni Todoke</td>\n",
+       "      <td>{'Adaptation': [{'mal_id': 3378, 'type': 'mang...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Naruto: Shippuuden</td>\n",
+       "      <td>{'Adaptation': [{'mal_id': 11, 'type': 'manga'...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Ranma ½</td>\n",
+       "      <td>{'Adaptation': [{'mal_id': 23, 'type': 'manga'...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Toradora!</td>\n",
+       "      <td>{'Adaptation': [{'mal_id': 7149, 'type': 'mang...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>5 rows × 104 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",
-       "                                        aired         duration  \\\n",
-       "0  {'from': '2012-01-13', 'to': '2012-03-30'}  24 min. per ep.   \n",
-       "1  {'from': '2007-04-02', 'to': '2007-10-01'}  24 min. per ep.   \n",
-       "2  {'from': '2008-10-04', 'to': '2009-09-25'}  24 min. per ep.   \n",
-       "3  {'from': '2002-08-16', 'to': '2003-05-23'}  16 min. per ep.   \n",
-       "4  {'from': '2012-10-06', 'to': '2013-03-30'}  24 min. per ep.   \n",
-       "\n",
-       "                      rating  score  ...  Shoujo  Shounen  Slice of Life  \\\n",
-       "0  PG-13 - Teens 13 or older   7.63  ...       0        0              0   \n",
-       "1  PG-13 - Teens 13 or older   7.89  ...       0        0              0   \n",
-       "2              PG - Children   7.55  ...       0        0              0   \n",
-       "3  PG-13 - Teens 13 or older   8.21  ...       0        0              0   \n",
-       "4  PG-13 - Teens 13 or older   8.67  ...       0        0              0   \n",
-       "\n",
-       "   Space  Sports Super Power Supernatural Thriller  Vampire Yaoi  \n",
-       "0      0       0           0            0        0        0    0  \n",
-       "1      0       0           0            0        0        0    0  \n",
-       "2      0       0           0            0        0        0    0  \n",
-       "3      0       0           0            0        0        0    0  \n",
-       "4      0       0           0            0        0        0    0  \n",
-       "\n",
-       "[5 rows x 104 columns]"
+       "                     title                                            related\n",
+       "10      Junjou Romantica 2  {'Adaptation': [{'mal_id': 765, 'type': 'manga...\n",
+       "11   Kaichou wa Maid-sama!  {'Adaptation': [{'mal_id': 2921, 'type': 'mang...\n",
+       "12    Sekaiichi Hatsukoi 2  {'Adaptation': [{'mal_id': 10309, 'type': 'man...\n",
+       "13  Tonari no Kaibutsu-kun  {'Adaptation': [{'mal_id': 13702, 'type': 'man...\n",
+       "14                  Bleach  {'Adaptation': [{'mal_id': 12, 'type': 'manga'...\n",
+       "15                 Chobits  {'Adaptation': [{'mal_id': 107, 'type': 'manga...\n",
+       "16          Kimi ni Todoke  {'Adaptation': [{'mal_id': 3378, 'type': 'mang...\n",
+       "17      Naruto: Shippuuden  {'Adaptation': [{'mal_id': 11, 'type': 'manga'...\n",
+       "18                 Ranma ½  {'Adaptation': [{'mal_id': 23, 'type': 'manga'...\n",
+       "19               Toradora!  {'Adaptation': [{'mal_id': 7149, 'type': 'mang..."
       ]
      },
-     "execution_count": 24,
+     "execution_count": 144,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "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()"
+    "related_df = animelist_df[[\"title\",\"related\"]]\n",
+    "test_related = related_df[10:20]\n",
+    "test_related"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
-   "id": "931de186-0984-4b46-af39-4b5659f3e44b",
-   "metadata": {
-    "tags": []
-   },
+   "execution_count": 167,
+   "id": "39b4fd5d-a3c0-4c04-beb8-94bf59eeb5d3",
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -3081,42 +917,26 @@
        "    <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>duration</th>\n",
-       "      <th>rating</th>\n",
-       "      <th>score</th>\n",
-       "      <th>...</th>\n",
-       "      <th>Shoujo</th>\n",
-       "      <th>Shounen</th>\n",
-       "      <th>Slice of Life</th>\n",
-       "      <th>Space</th>\n",
-       "      <th>Sports</th>\n",
-       "      <th>Super Power</th>\n",
-       "      <th>Supernatural</th>\n",
-       "      <th>Thriller</th>\n",
-       "      <th>Vampire</th>\n",
-       "      <th>Yaoi</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>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>24 min. per ep.</td>\n",
-       "      <td>PG-13 - Teens 13 or older</td>\n",
-       "      <td>7.63</td>\n",
-       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
@@ -3131,18 +951,10 @@
        "    <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>24 min. per ep.</td>\n",
-       "      <td>PG-13 - Teens 13 or older</td>\n",
-       "      <td>7.89</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</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",
@@ -3155,19 +967,11 @@
        "    <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>24 min. per ep.</td>\n",
-       "      <td>PG - Children</td>\n",
-       "      <td>7.55</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</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",
@@ -3179,140 +983,12 @@
        "    <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>16 min. per ep.</td>\n",
-       "      <td>PG-13 - Teens 13 or older</td>\n",
-       "      <td>8.21</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>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>24 min. per ep.</td>\n",
-       "      <td>PG-13 - Teens 13 or older</td>\n",
-       "      <td>8.67</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>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>8 min. per ep.</td>\n",
-       "      <td>G - All Ages</td>\n",
-       "      <td>5.50</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>25 min.</td>\n",
-       "      <td>G - All Ages</td>\n",
-       "      <td>4.60</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>Unknown</td>\n",
-       "      <td>R - 17+ (violence &amp; profanity)</td>\n",
-       "      <td>0.00</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",
@@ -3321,47 +997,15 @@
        "      <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",
+       "      <th>4</th>\n",
+       "      <td>Bakuman. 3rd Season</td>\n",
        "      <td>1</td>\n",
-       "      <td>Finished Airing</td>\n",
-       "      <td>False</td>\n",
-       "      <td>{'from': None, 'to': None}</td>\n",
-       "      <td>40 min.</td>\n",
-       "      <td>G - All Ages</td>\n",
-       "      <td>6.00</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>2</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>3 min.</td>\n",
-       "      <td>PG-13 - Teens 13 or older</td>\n",
-       "      <td>5.15</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",
@@ -3370,470 +1014,124 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>14478 rows × 103 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",
-       "              duration                          rating  score  ...  Shoujo  \\\n",
-       "0      24 min. per ep.       PG-13 - Teens 13 or older   7.63  ...       0   \n",
-       "1      24 min. per ep.       PG-13 - Teens 13 or older   7.89  ...       0   \n",
-       "2      24 min. per ep.                   PG - Children   7.55  ...       0   \n",
-       "3      16 min. per ep.       PG-13 - Teens 13 or older   8.21  ...       0   \n",
-       "4      24 min. per ep.       PG-13 - Teens 13 or older   8.67  ...       0   \n",
-       "...                ...                             ...    ...  ...     ...   \n",
-       "14473   8 min. per ep.                    G - All Ages   5.50  ...       0   \n",
-       "14474          25 min.                    G - All Ages   4.60  ...       0   \n",
-       "14475          Unknown  R - 17+ (violence & profanity)   0.00  ...       0   \n",
-       "14476          40 min.                    G - All Ages   6.00  ...       0   \n",
-       "14477           3 min.       PG-13 - Teens 13 or older   5.15  ...       0   \n",
+       "                 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",
-       "       Shounen  Slice of Life  Space  Sports Super Power Supernatural  \\\n",
-       "0            0              0      0       0           0            0   \n",
-       "1            0              0      0       0           0            0   \n",
-       "2            0              0      0       0           0            0   \n",
-       "3            0              0      0       0           0            0   \n",
-       "4            0              0      0       0           0            0   \n",
-       "...        ...            ...    ...     ...         ...          ...   \n",
-       "14473        0              0      0       0           0            0   \n",
-       "14474        0              0      0       0           0            0   \n",
-       "14475        0              0      0       0           0            0   \n",
-       "14476        0              0      0       0           0            0   \n",
-       "14477        0              0      0       0           0            0   \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",
-       "       Thriller Vampire Yaoi  \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",
-       "14473         0       0    0  \n",
-       "14474         0       0    0  \n",
-       "14475         0       0    0  \n",
-       "14476         0       0    0  \n",
-       "14477         0       0    0  \n",
-       "\n",
-       "[14478 rows x 103 columns]"
+       "   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": 25,
+     "execution_count": 167,
      "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": 26,
-   "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",
-      "Columns: 103 entries, title to Yaoi\n",
-      "dtypes: bool(1), float64(2), int32(1), int64(88), object(11)\n",
-      "memory usage: 11.2+ MB\n"
-     ]
-    }
-   ],
-   "source": [
-    "animelist_df.info()"
+    "\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": "98116925-f9c5-4902-8807-1ac623323955",
-   "metadata": {
-    "tags": []
-   },
-   "source": [
-    "### Check value contain any NULL\n",
-    "---"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "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",
-      " duration         | 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",
-      " isPremiered         | has (0)\n",
-      " aired_from         | has (2191)\n",
-      " aired_to         | has (2191)\n",
-      "  Adventure         | has (0)\n",
-      "  Cars         | has (0)\n",
-      "  Comedy         | has (0)\n",
-      "  Dementia         | has (0)\n",
-      "  Demons         | has (0)\n",
-      "  Drama         | has (0)\n",
-      "  Ecchi         | has (0)\n",
-      "  Fantasy         | has (0)\n",
-      "  Game         | has (0)\n",
-      "  Harem         | has (0)\n",
-      "  Hentai         | has (0)\n",
-      "  Historical         | has (0)\n",
-      "  Horror         | has (0)\n",
-      "  Josei         | has (0)\n",
-      "  Kids         | has (0)\n",
-      "  Magic         | has (0)\n",
-      "  Martial Arts         | has (0)\n",
-      "  Mecha         | has (0)\n",
-      "  Military         | has (0)\n",
-      "  Music         | has (0)\n",
-      "  Mystery         | has (0)\n",
-      "  Parody         | has (0)\n",
-      "  Police         | has (0)\n",
-      "  Psychological         | has (0)\n",
-      "  Romance         | has (0)\n",
-      "  Samurai         | has (0)\n",
-      "  School         | has (0)\n",
-      "  Sci-Fi         | has (0)\n",
-      "  Seinen         | has (0)\n",
-      "  Shoujo         | has (0)\n",
-      "  Shoujo Ai         | has (0)\n",
-      "  Shounen         | has (0)\n",
-      "  Shounen Ai         | has (0)\n",
-      "  Slice of Life         | has (0)\n",
-      "  Space         | has (0)\n",
-      "  Sports         | has (0)\n",
-      "  Super Power         | has (0)\n",
-      "  Supernatural         | has (0)\n",
-      "  Thriller         | has (0)\n",
-      "  Vampire         | has (0)\n",
-      "  Yaoi         | has (0)\n",
-      "  Yuri         | has (0)\n",
-      " Action         | has (0)\n",
-      " Adventure         | has (0)\n",
-      " Cars         | has (0)\n",
-      " Comedy         | has (0)\n",
-      " Dementia         | has (0)\n",
-      " Demons         | has (0)\n",
-      " Drama         | has (0)\n",
-      " Ecchi         | has (0)\n",
-      " Fantasy         | has (0)\n",
-      " Game         | has (0)\n",
-      " Harem         | has (0)\n",
-      " Hentai         | has (0)\n",
-      " Historical         | has (0)\n",
-      " Horror         | has (0)\n",
-      " Josei         | has (0)\n",
-      " Kids         | has (0)\n",
-      " Magic         | has (0)\n",
-      " Martial Arts         | has (0)\n",
-      " Mecha         | has (0)\n",
-      " Military         | has (0)\n",
-      " Music         | has (0)\n",
-      " Mystery         | has (0)\n",
-      " NA         | has (0)\n",
-      " Parody         | has (0)\n",
-      " Police         | has (0)\n",
-      " Psychological         | has (0)\n",
-      " Romance         | has (0)\n",
-      " Samurai         | has (0)\n",
-      " School         | has (0)\n",
-      " Sci-Fi         | has (0)\n",
-      " Seinen         | has (0)\n",
-      " Shoujo         | has (0)\n",
-      " Shounen         | has (0)\n",
-      " Slice of Life         | has (0)\n",
-      " Space         | has (0)\n",
-      " Sports         | has (0)\n",
-      " Super Power         | has (0)\n",
-      " Supernatural         | has (0)\n",
-      " Thriller         | has (0)\n",
-      " Vampire         | has (0)\n",
-      " Yaoi         | has (0)\n"
-     ]
-    }
-   ],
+   "id": "04a8ee6d-fc20-4bba-bf79-80c13ef5fde5",
+   "metadata": {},
    "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'"
+    "### Sum each column to find how many of each type of relation there are"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
-   "id": "37ef5d53-7cfb-41e4-bb2c-c659ce5fd4ec",
-   "metadata": {
-    "tags": []
-   },
+   "execution_count": 168,
+   "id": "a8dd20b7-209e-4a7c-af35-b55cab43bad4",
+   "metadata": {},
    "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"
+       "{'Adaptation': 4758,\n",
+       " 'Sequel': 2550,\n",
+       " 'Side story': 1700,\n",
+       " 'Alternative version': 1631,\n",
+       " 'Prequel': 2535,\n",
+       " 'Summary': 422,\n",
+       " 'Other': 2996,\n",
+       " 'Spin-off': 573,\n",
+       " 'Alternative setting': 715,\n",
+       " 'Character': 371,\n",
+       " 'Parent story': 1923,\n",
+       " 'Full story': 437}"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 168,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "## count the total for each rating\n",
-    "animelist_df.rating.value_counts()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "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",
-    "\n",
-    "##find out whether aired time and primied have relation"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "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",
-      " duration         | 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",
-      " isPremiered         | has (0)\n",
-      " aired_from         | has (0)\n",
-      " aired_to         | has (0)\n",
-      "  Adventure         | has (0)\n",
-      "  Cars         | has (0)\n",
-      "  Comedy         | has (0)\n",
-      "  Dementia         | has (0)\n",
-      "  Demons         | has (0)\n",
-      "  Drama         | has (0)\n",
-      "  Ecchi         | has (0)\n",
-      "  Fantasy         | has (0)\n",
-      "  Game         | has (0)\n",
-      "  Harem         | has (0)\n",
-      "  Hentai         | has (0)\n",
-      "  Historical         | has (0)\n",
-      "  Horror         | has (0)\n",
-      "  Josei         | has (0)\n",
-      "  Kids         | has (0)\n",
-      "  Magic         | has (0)\n",
-      "  Martial Arts         | has (0)\n",
-      "  Mecha         | has (0)\n",
-      "  Military         | has (0)\n",
-      "  Music         | has (0)\n",
-      "  Mystery         | has (0)\n",
-      "  Parody         | has (0)\n",
-      "  Police         | has (0)\n",
-      "  Psychological         | has (0)\n",
-      "  Romance         | has (0)\n",
-      "  Samurai         | has (0)\n",
-      "  School         | has (0)\n",
-      "  Sci-Fi         | has (0)\n",
-      "  Seinen         | has (0)\n",
-      "  Shoujo         | has (0)\n",
-      "  Shoujo Ai         | has (0)\n",
-      "  Shounen         | has (0)\n",
-      "  Shounen Ai         | has (0)\n",
-      "  Slice of Life         | has (0)\n",
-      "  Space         | has (0)\n",
-      "  Sports         | has (0)\n",
-      "  Super Power         | has (0)\n",
-      "  Supernatural         | has (0)\n",
-      "  Thriller         | has (0)\n",
-      "  Vampire         | has (0)\n",
-      "  Yaoi         | has (0)\n",
-      "  Yuri         | has (0)\n",
-      " Action         | has (0)\n",
-      " Adventure         | has (0)\n",
-      " Cars         | has (0)\n",
-      " Comedy         | has (0)\n",
-      " Dementia         | has (0)\n",
-      " Demons         | has (0)\n",
-      " Drama         | has (0)\n",
-      " Ecchi         | has (0)\n",
-      " Fantasy         | has (0)\n",
-      " Game         | has (0)\n",
-      " Harem         | has (0)\n",
-      " Hentai         | has (0)\n",
-      " Historical         | has (0)\n",
-      " Horror         | has (0)\n",
-      " Josei         | has (0)\n",
-      " Kids         | has (0)\n",
-      " Magic         | has (0)\n",
-      " Martial Arts         | has (0)\n",
-      " Mecha         | has (0)\n",
-      " Military         | has (0)\n",
-      " Music         | has (0)\n",
-      " Mystery         | has (0)\n",
-      " NA         | has (0)\n",
-      " Parody         | has (0)\n",
-      " Police         | has (0)\n",
-      " Psychological         | has (0)\n",
-      " Romance         | has (0)\n",
-      " Samurai         | has (0)\n",
-      " School         | has (0)\n",
-      " Sci-Fi         | has (0)\n",
-      " Seinen         | has (0)\n",
-      " Shoujo         | has (0)\n",
-      " Shounen         | has (0)\n",
-      " Slice of Life         | has (0)\n",
-      " Space         | has (0)\n",
-      " Sports         | has (0)\n",
-      " Super Power         | has (0)\n",
-      " Supernatural         | has (0)\n",
-      " Thriller         | has (0)\n",
-      " Vampire         | has (0)\n",
-      " Yaoi         | 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": "markdown",
-   "id": "593b3e94-b089-4ff5-9be6-6b85fb06bed8",
-   "metadata": {
-    "tags": []
-   },
-   "source": [
-    "### Convert to new csv file.\n",
-    "---\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "id": "1545f7c0-4adf-4840-ab5e-8f093fd8e84b",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "animelist_df.to_csv('outV2.csv', index=False) "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "8f7a0093-684d-4db8-8146-3d45b077934f",
-   "metadata": {},
-   "source": [
-    "### if have other data need to be clean\n",
-    "---"
+    "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": "code",
    "execution_count": null,
-   "id": "a9ba1c45-306d-44a4-876f-a9c33c1a42fe",
+   "id": "e1490496-775a-48f9-a248-71a10b3ed780",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -3855,7 +1153,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.5"
+   "version": "3.11.8"
   }
  },
  "nbformat": 4,
diff --git a/CSV file/Cleaned data/outV1.csv b/DataSets/Cleaned data/outV1.csv
similarity index 100%
rename from CSV file/Cleaned data/outV1.csv
rename to DataSets/Cleaned data/outV1.csv
diff --git a/CSV file/AnimeList.csv b/DataSets/Raw Data/AnimeList.csv
similarity index 100%
rename from CSV file/AnimeList.csv
rename to DataSets/Raw Data/AnimeList.csv
diff --git a/CSV file/UserList.csv b/DataSets/Raw Data/UserList.csv
similarity index 100%
rename from CSV file/UserList.csv
rename to DataSets/Raw Data/UserList.csv