diff --git a/recommender_system/collaborative/.gitignore b/recommender_system/collaborative/.gitignore
new file mode 100644
index 0000000..985e24b
--- /dev/null
+++ b/recommender_system/collaborative/.gitignore
@@ -0,0 +1,3 @@
+*.csv
+.ipynb_checkpoints
+*.png
diff --git a/recommender_system/collaborative/collaborative.ipynb b/recommender_system/collaborative/collaborative.ipynb
new file mode 100644
index 0000000..f8f2e1c
--- /dev/null
+++ b/recommender_system/collaborative/collaborative.ipynb
@@ -0,0 +1,2688 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "29b5381a-72b4-4f81-9208-2075f7acad85",
+   "metadata": {},
+   "source": [
+    "# Collaborative Recommender System"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cac03d32",
+   "metadata": {},
+   "source": [
+    "Configure the project. Indeed you create a dataset in csv format."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "6f480cda-8380-4355-998a-5c59d6203b05",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Archive:  ./dataset/archive.zip\n",
+      "  inflating: anime.csv               \n",
+      "  inflating: rating.csv              \n"
+     ]
+    }
+   ],
+   "source": [
+    "! rm -rf *.csv\n",
+    "! unzip ./dataset/archive.zip\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "52ec2f48",
+   "metadata": {},
+   "source": [
+    "Import needed libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "dd17f780",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from IPython.display import Image\n",
+    "from scipy.stats import pearsonr\n",
+    "\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d836411b",
+   "metadata": {},
+   "source": [
+    "### User-Based Collaborative Filtering\n",
+    "- Approach: Finds users similar to the target user based on historical interactions.\n",
+    "- Process:\n",
+    "  1. Identify users with similar preferences.\n",
+    "  2. Recommend items liked by these similar users.\n",
+    "- Pros:\n",
+    "  - Simple to understand and implement.\n",
+    "  - Often effective with sufficient user data.\n",
+    "- Cons:\n",
+    "  - Performance degrades with large datasets.\n",
+    "  - Struggles with new users (cold start problem).\n",
+    "\n",
+    "### Item-Based Collaborative Filtering\n",
+    "- Approach: Finds items similar to the ones the target user has interacted with.\n",
+    "- Process:\n",
+    "  1. Identify items similar to what the user likes.\n",
+    "  2. Recommend these similar items.\n",
+    "- Pros:\n",
+    "  - More scalable with large datasets.\n",
+    "  - Can leverage item characteristics and interactions.\n",
+    "- Cons:\n",
+    "  - Requires significant item interaction data.\n",
+    "  - Might not capture nuanced user preferences.\n",
+    "\n",
+    "Both approaches aim to provide personalized recommendations but differ in their method and scalability."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "d7b51235",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<img src=\"https://www.scaler.com/topics/images/collaborative.webp\"/>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Image object>"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "url = \"https://www.scaler.com/topics/images/collaborative.webp\"\n",
+    "Image(url=url)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "162cb46a",
+   "metadata": {},
+   "source": [
+    "### I decided to implement User Based Approach to avoid memory issues."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "57b33a77",
+   "metadata": {},
+   "source": [
+    "Read data from csv files using pandas and store in data frame structure. Also shuffle data to have uniform distribution. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "a102a751",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "anime_df = pd.read_csv(\"anime.csv\")\n",
+    "anime_df = anime_df.sample(frac=1.0, random_state=42).reset_index(drop=True)\n",
+    "\n",
+    "rating_df = pd.read_csv(\"rating.csv\")\n",
+    "rating_df = rating_df.sample(frac=1.0, random_state=42).reset_index(drop=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "e415ec3d",
+   "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>anime_id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>genre</th>\n",
+       "      <th>type</th>\n",
+       "      <th>episodes</th>\n",
+       "      <th>rating</th>\n",
+       "      <th>members</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>17209</td>\n",
+       "      <td>Suzy&amp;#039;s Zoo: Daisuki! Witzy - Happy Birthday</td>\n",
+       "      <td>Kids</td>\n",
+       "      <td>Special</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6.17</td>\n",
+       "      <td>158</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>173</td>\n",
+       "      <td>Tactics</td>\n",
+       "      <td>Comedy, Drama, Fantasy, Mystery, Shounen, Supe...</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>25</td>\n",
+       "      <td>7.34</td>\n",
+       "      <td>27358</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3616</td>\n",
+       "      <td>Kamen no Maid Guy</td>\n",
+       "      <td>Action, Comedy, Ecchi, Super Power</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>12</td>\n",
+       "      <td>7.14</td>\n",
+       "      <td>27761</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>18799</td>\n",
+       "      <td>Take Your Way</td>\n",
+       "      <td>Action, Music, Seinen, Supernatural</td>\n",
+       "      <td>Music</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6.66</td>\n",
+       "      <td>1387</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>18831</td>\n",
+       "      <td>Rinkaku</td>\n",
+       "      <td>Dementia, Horror, Music</td>\n",
+       "      <td>Music</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5.60</td>\n",
+       "      <td>606</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12289</th>\n",
+       "      <td>4638</td>\n",
+       "      <td>Milkyway</td>\n",
+       "      <td>Hentai, Romance</td>\n",
+       "      <td>OVA</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5.82</td>\n",
+       "      <td>695</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12290</th>\n",
+       "      <td>5272</td>\n",
+       "      <td>Tondemo Nezumi Daikatsuyaku</td>\n",
+       "      <td>Adventure</td>\n",
+       "      <td>Movie</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6.53</td>\n",
+       "      <td>252</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12291</th>\n",
+       "      <td>1262</td>\n",
+       "      <td>Macross II: Lovers Again</td>\n",
+       "      <td>Adventure, Mecha, Military, Sci-Fi, Shounen, S...</td>\n",
+       "      <td>OVA</td>\n",
+       "      <td>6</td>\n",
+       "      <td>6.47</td>\n",
+       "      <td>6760</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12292</th>\n",
+       "      <td>22819</td>\n",
+       "      <td>Aikatsu! Movie</td>\n",
+       "      <td>Music, School, Shoujo, Slice of Life</td>\n",
+       "      <td>Movie</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7.79</td>\n",
+       "      <td>2813</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12293</th>\n",
+       "      <td>2364</td>\n",
+       "      <td>Virus: Virus Buster Serge</td>\n",
+       "      <td>Action, Adventure, Mecha, Police, Sci-Fi</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>12</td>\n",
+       "      <td>5.59</td>\n",
+       "      <td>2250</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>12294 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       anime_id                                              name  \\\n",
+       "0         17209  Suzy&#039;s Zoo: Daisuki! Witzy - Happy Birthday   \n",
+       "1           173                                           Tactics   \n",
+       "2          3616                                 Kamen no Maid Guy   \n",
+       "3         18799                                     Take Your Way   \n",
+       "4         18831                                           Rinkaku   \n",
+       "...         ...                                               ...   \n",
+       "12289      4638                                          Milkyway   \n",
+       "12290      5272                       Tondemo Nezumi Daikatsuyaku   \n",
+       "12291      1262                          Macross II: Lovers Again   \n",
+       "12292     22819                                    Aikatsu! Movie   \n",
+       "12293      2364                         Virus: Virus Buster Serge   \n",
+       "\n",
+       "                                                   genre     type episodes  \\\n",
+       "0                                                   Kids  Special        1   \n",
+       "1      Comedy, Drama, Fantasy, Mystery, Shounen, Supe...       TV       25   \n",
+       "2                     Action, Comedy, Ecchi, Super Power       TV       12   \n",
+       "3                    Action, Music, Seinen, Supernatural    Music        1   \n",
+       "4                                Dementia, Horror, Music    Music        1   \n",
+       "...                                                  ...      ...      ...   \n",
+       "12289                                    Hentai, Romance      OVA        2   \n",
+       "12290                                          Adventure    Movie        1   \n",
+       "12291  Adventure, Mecha, Military, Sci-Fi, Shounen, S...      OVA        6   \n",
+       "12292               Music, School, Shoujo, Slice of Life    Movie        1   \n",
+       "12293           Action, Adventure, Mecha, Police, Sci-Fi       TV       12   \n",
+       "\n",
+       "       rating  members  \n",
+       "0        6.17      158  \n",
+       "1        7.34    27358  \n",
+       "2        7.14    27761  \n",
+       "3        6.66     1387  \n",
+       "4        5.60      606  \n",
+       "...       ...      ...  \n",
+       "12289    5.82      695  \n",
+       "12290    6.53      252  \n",
+       "12291    6.47     6760  \n",
+       "12292    7.79     2813  \n",
+       "12293    5.59     2250  \n",
+       "\n",
+       "[12294 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "anime_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "255c589d",
+   "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>user_id</th>\n",
+       "      <th>anime_id</th>\n",
+       "      <th>rating</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>59257</td>\n",
+       "      <td>650</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>8203</td>\n",
+       "      <td>591</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>15395</td>\n",
+       "      <td>209</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1280</td>\n",
+       "      <td>6702</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>9259</td>\n",
+       "      <td>32998</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2925805</th>\n",
+       "      <td>24906</td>\n",
+       "      <td>9065</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2925806</th>\n",
+       "      <td>48795</td>\n",
+       "      <td>18411</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2925807</th>\n",
+       "      <td>43226</td>\n",
+       "      <td>28299</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2925808</th>\n",
+       "      <td>62082</td>\n",
+       "      <td>17397</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2925809</th>\n",
+       "      <td>42635</td>\n",
+       "      <td>302</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2925810 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         user_id  anime_id  rating\n",
+       "0          59257       650       6\n",
+       "1           8203       591       7\n",
+       "2          15395       209       7\n",
+       "3           1280      6702      10\n",
+       "4           9259     32998       8\n",
+       "...          ...       ...     ...\n",
+       "2925805    24906      9065       9\n",
+       "2925806    48795     18411       7\n",
+       "2925807    43226     28299       7\n",
+       "2925808    62082     17397       6\n",
+       "2925809    42635       302       9\n",
+       "\n",
+       "[2925810 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rating_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "1ff09818",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "rating\n",
+       "-1     625635\n",
+       " 7     570953\n",
+       " 8     567465\n",
+       " 9     362429\n",
+       " 6     303423\n",
+       " 10    253867\n",
+       " 5     144328\n",
+       " 4      53456\n",
+       " 3      22105\n",
+       " 2      12758\n",
+       " 1       9391\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rating_df['rating'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "47140075",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            Title  Rating\n",
+      "0         Boku dake ga Inai Machi    10.0\n",
+      "1               Violet Evergarden     9.5\n",
+      "2                   Goblin Slayer     6.0\n",
+      "3                         Berserk     8.0\n",
+      "4              Shingeki no Kyojin     7.0\n",
+      "5                     Tokyo Ghoul     6.5\n",
+      "6                          Orange     6.0\n",
+      "7                    Death Parade     8.0\n",
+      "8                      Death Note     7.5\n",
+      "9               Bungou Stray Dogs     7.5\n",
+      "10                    Tenki no Ko     8.0\n",
+      "11                 Kimi no Na wa.     8.0\n",
+      "12      Kimi no Suizou wo Tabetai     8.5\n",
+      "13                  Mononoke Hime     7.5\n",
+      "14  Sen to Chihiro no Kamikakushi     7.5\n",
+      "15                 Koe no Katachi     8.5\n",
+      "16                   Ao Haru Ride     5.5\n",
+      "17          Toki wo Kakeru Shoujo     7.0\n",
+      "18                        Another     7.5\n",
+      "19               Kimetsu no Yaiba     7.0\n",
+      "20        Shigatsu wa Kimi no Uso     8.0\n",
+      "21          Byousoku 5 Centimeter     6.0\n",
+      "22  Kokoro ga Sakebitagatterunda.     7.5\n",
+      "23            Schick x Evangelion     5.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "userInput = [\n",
+    "    {'Title': 'Boku dake ga Inai Machi', 'Rating': 10.0},\n",
+    "    {'Title': 'Violet Evergarden', 'Rating': 9.5},\n",
+    "    {'Title': 'Goblin Slayer', 'Rating': 6.0},\n",
+    "    {'Title': 'Berserk', 'Rating': 8.0},\n",
+    "    {'Title': 'Shingeki no Kyojin', 'Rating': 7.0},\n",
+    "    {'Title': 'Tokyo Ghoul', 'Rating': 6.5},\n",
+    "    {'Title': 'Orange', 'Rating': 6.0},\n",
+    "    {'Title': 'Death Parade', 'Rating': 8.0},\n",
+    "    {'Title': 'Death Note', 'Rating': 7.5},\n",
+    "    {'Title': 'Bungou Stray Dogs', 'Rating': 7.5},\n",
+    "    {'Title': 'Tenki no Ko', 'Rating': 8.0},\n",
+    "    {'Title': 'Kimi no Na wa.', 'Rating': 8.0},\n",
+    "    {'Title': 'Kimi no Suizou wo Tabetai', 'Rating': 8.5},\n",
+    "    {'Title': 'Mononoke Hime', 'Rating': 7.5},\n",
+    "    {'Title': 'Sen to Chihiro no Kamikakushi', 'Rating': 7.5},\n",
+    "    {'Title': 'Koe no Katachi', 'Rating': 8.5},\n",
+    "    {'Title': 'Ao Haru Ride', 'Rating': 5.5},\n",
+    "    {'Title': 'Toki wo Kakeru Shoujo', 'Rating': 7.0},\n",
+    "    {'Title': 'Another', 'Rating': 7.5},\n",
+    "    {'Title': 'Kimetsu no Yaiba', 'Rating': 7.0},\n",
+    "    {'Title': 'Shigatsu wa Kimi no Uso', 'Rating': 8.0},\n",
+    "    {'Title': 'Byousoku 5 Centimeter', 'Rating': 6.0},\n",
+    "    {'Title': 'Kokoro ga Sakebitagatterunda.', 'Rating': 7.5},\n",
+    "    {'Title': 'Schick x Evangelion', 'Rating': 5.0}\n",
+    "]\n",
+    "\n",
+    "inputAnime = pd.DataFrame(userInput)\n",
+    "print(inputAnime)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "073f839f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['anime_id', 'name', 'genre', 'type', 'episodes', 'rating', 'members'], dtype='object')"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "anime_df.columns[:25]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "891d2a60",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>anime_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Boku dake ga Inai Machi</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>31043.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Violet Evergarden</td>\n",
+       "      <td>9.5</td>\n",
+       "      <td>33352.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Goblin Slayer</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Berserk</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Shingeki no Kyojin</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>16498.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Tokyo Ghoul</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>22319.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Orange</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>32729.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Death Parade</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>28223.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Death Note</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>1535.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Bungou Stray Dogs</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>31478.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Tenki no Ko</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Kimi no Na wa.</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>32281.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Kimi no Suizou wo Tabetai</td>\n",
+       "      <td>8.5</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Mononoke Hime</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>164.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Sen to Chihiro no Kamikakushi</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>199.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Koe no Katachi</td>\n",
+       "      <td>8.5</td>\n",
+       "      <td>28851.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Ao Haru Ride</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>21995.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Toki wo Kakeru Shoujo</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>2236.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Another</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>11111.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Kimetsu no Yaiba</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>Shigatsu wa Kimi no Uso</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>23273.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>Byousoku 5 Centimeter</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>1689.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>Kokoro ga Sakebitagatterunda.</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>28725.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>Schick x Evangelion</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>31115.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                            Title  Rating  anime_id\n",
+       "0         Boku dake ga Inai Machi    10.0   31043.0\n",
+       "1               Violet Evergarden     9.5   33352.0\n",
+       "2                   Goblin Slayer     6.0       NaN\n",
+       "3                         Berserk     8.0      33.0\n",
+       "4              Shingeki no Kyojin     7.0   16498.0\n",
+       "5                     Tokyo Ghoul     6.5   22319.0\n",
+       "6                          Orange     6.0   32729.0\n",
+       "7                    Death Parade     8.0   28223.0\n",
+       "8                      Death Note     7.5    1535.0\n",
+       "9               Bungou Stray Dogs     7.5   31478.0\n",
+       "10                    Tenki no Ko     8.0       NaN\n",
+       "11                 Kimi no Na wa.     8.0   32281.0\n",
+       "12      Kimi no Suizou wo Tabetai     8.5       NaN\n",
+       "13                  Mononoke Hime     7.5     164.0\n",
+       "14  Sen to Chihiro no Kamikakushi     7.5     199.0\n",
+       "15                 Koe no Katachi     8.5   28851.0\n",
+       "16                   Ao Haru Ride     5.5   21995.0\n",
+       "17          Toki wo Kakeru Shoujo     7.0    2236.0\n",
+       "18                        Another     7.5   11111.0\n",
+       "19               Kimetsu no Yaiba     7.0       NaN\n",
+       "20        Shigatsu wa Kimi no Uso     8.0   23273.0\n",
+       "21          Byousoku 5 Centimeter     6.0    1689.0\n",
+       "22  Kokoro ga Sakebitagatterunda.     7.5   28725.0\n",
+       "23            Schick x Evangelion     5.0   31115.0"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "inputAnime = pd.merge(inputAnime, anime_df[['anime_id', 'name']], how='left', left_on='Title', right_on='name')\n",
+    "inputAnime = inputAnime.drop(columns='name')\n",
+    "inputAnime"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "86c71ba9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>anime_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Boku dake ga Inai Machi</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>31043.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Violet Evergarden</td>\n",
+       "      <td>9.5</td>\n",
+       "      <td>33352.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Berserk</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Shingeki no Kyojin</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>16498.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Tokyo Ghoul</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>22319.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Orange</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>32729.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Death Parade</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>28223.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Death Note</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>1535.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Bungou Stray Dogs</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>31478.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Kimi no Na wa.</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>32281.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Mononoke Hime</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>164.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Sen to Chihiro no Kamikakushi</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>199.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Koe no Katachi</td>\n",
+       "      <td>8.5</td>\n",
+       "      <td>28851.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Ao Haru Ride</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>21995.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Toki wo Kakeru Shoujo</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>2236.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Another</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>11111.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Shigatsu wa Kimi no Uso</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>23273.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Byousoku 5 Centimeter</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>1689.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Kokoro ga Sakebitagatterunda.</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>28725.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Schick x Evangelion</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>31115.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                            Title  Rating  anime_id\n",
+       "0         Boku dake ga Inai Machi    10.0   31043.0\n",
+       "1               Violet Evergarden     9.5   33352.0\n",
+       "2                         Berserk     8.0      33.0\n",
+       "3              Shingeki no Kyojin     7.0   16498.0\n",
+       "4                     Tokyo Ghoul     6.5   22319.0\n",
+       "5                          Orange     6.0   32729.0\n",
+       "6                    Death Parade     8.0   28223.0\n",
+       "7                      Death Note     7.5    1535.0\n",
+       "8               Bungou Stray Dogs     7.5   31478.0\n",
+       "9                  Kimi no Na wa.     8.0   32281.0\n",
+       "10                  Mononoke Hime     7.5     164.0\n",
+       "11  Sen to Chihiro no Kamikakushi     7.5     199.0\n",
+       "12                 Koe no Katachi     8.5   28851.0\n",
+       "13                   Ao Haru Ride     5.5   21995.0\n",
+       "14          Toki wo Kakeru Shoujo     7.0    2236.0\n",
+       "15                        Another     7.5   11111.0\n",
+       "16        Shigatsu wa Kimi no Uso     8.0   23273.0\n",
+       "17          Byousoku 5 Centimeter     6.0    1689.0\n",
+       "18  Kokoro ga Sakebitagatterunda.     7.5   28725.0\n",
+       "19            Schick x Evangelion     5.0   31115.0"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "inputAnime = inputAnime.dropna(subset=['anime_id'])\n",
+    "inputAnime = inputAnime.reset_index(drop=True)\n",
+    "\n",
+    "inputAnime"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "6c203367",
+   "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>user_id</th>\n",
+       "      <th>anime_id</th>\n",
+       "      <th>rating</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>220</th>\n",
+       "      <td>6853</td>\n",
+       "      <td>23273</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>402</th>\n",
+       "      <td>10089</td>\n",
+       "      <td>21995</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>601</th>\n",
+       "      <td>3539</td>\n",
+       "      <td>33</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>760</th>\n",
+       "      <td>28955</td>\n",
+       "      <td>32281</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>762</th>\n",
+       "      <td>2398</td>\n",
+       "      <td>22319</td>\n",
+       "      <td>-1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2925331</th>\n",
+       "      <td>121</td>\n",
+       "      <td>1535</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2925458</th>\n",
+       "      <td>1256</td>\n",
+       "      <td>1535</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2925556</th>\n",
+       "      <td>1442</td>\n",
+       "      <td>164</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2925669</th>\n",
+       "      <td>9625</td>\n",
+       "      <td>21995</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2925685</th>\n",
+       "      <td>3652</td>\n",
+       "      <td>164</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>17078 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         user_id  anime_id  rating\n",
+       "220         6853     23273       9\n",
+       "402        10089     21995       8\n",
+       "601         3539        33      10\n",
+       "760        28955     32281      10\n",
+       "762         2398     22319      -1\n",
+       "...          ...       ...     ...\n",
+       "2925331      121      1535      10\n",
+       "2925458     1256      1535      10\n",
+       "2925556     1442       164       8\n",
+       "2925669     9625     21995       8\n",
+       "2925685     3652       164       9\n",
+       "\n",
+       "[17078 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "userSubset = rating_df[rating_df['anime_id'].isin(inputAnime['anime_id'].tolist())]\n",
+    "userSubset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "dd719111",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "\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>user_id</th>\n",
+       "      <th>counts</th>\n",
+       "      <th>anime_ids</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>552</th>\n",
+       "      <td>687</td>\n",
+       "      <td>15</td>\n",
+       "      <td>[21995, 2236, 1689, 22319, 1535, 164, 28725, 2...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>920</th>\n",
+       "      <td>1145</td>\n",
+       "      <td>14</td>\n",
+       "      <td>[16498, 31043, 21995, 28725, 2236, 31478, 2327...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2479</th>\n",
+       "      <td>3338</td>\n",
+       "      <td>14</td>\n",
+       "      <td>[28851, 32281, 31478, 22319, 21995, 2236, 1689...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>625</th>\n",
+       "      <td>784</td>\n",
+       "      <td>14</td>\n",
+       "      <td>[28223, 22319, 1535, 32729, 21995, 31043, 1649...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>606</th>\n",
+       "      <td>760</td>\n",
+       "      <td>13</td>\n",
+       "      <td>[22319, 28223, 31043, 31478, 199, 32729, 1535,...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7082</th>\n",
+       "      <td>68091</td>\n",
+       "      <td>1</td>\n",
+       "      <td>[28725]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7083</th>\n",
+       "      <td>68177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>[28725]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7084</th>\n",
+       "      <td>68320</td>\n",
+       "      <td>1</td>\n",
+       "      <td>[28725]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7085</th>\n",
+       "      <td>68405</td>\n",
+       "      <td>1</td>\n",
+       "      <td>[28725]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7086</th>\n",
+       "      <td>68559</td>\n",
+       "      <td>1</td>\n",
+       "      <td>[28725]</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>7133 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      user_id  counts                                          anime_ids\n",
+       "552       687      15  [21995, 2236, 1689, 22319, 1535, 164, 28725, 2...\n",
+       "920      1145      14  [16498, 31043, 21995, 28725, 2236, 31478, 2327...\n",
+       "2479     3338      14  [28851, 32281, 31478, 22319, 21995, 2236, 1689...\n",
+       "625       784      14  [28223, 22319, 1535, 32729, 21995, 31043, 1649...\n",
+       "606       760      13  [22319, 28223, 31043, 31478, 199, 32729, 1535,...\n",
+       "...       ...     ...                                                ...\n",
+       "7082    68091       1                                            [28725]\n",
+       "7083    68177       1                                            [28725]\n",
+       "7084    68320       1                                            [28725]\n",
+       "7085    68405       1                                            [28725]\n",
+       "7086    68559       1                                            [28725]\n",
+       "\n",
+       "[7133 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "userSubsetGroup = userSubset.groupby('user_id').agg(\n",
+    "    counts=('anime_id', 'count'),                           # Count of anime\n",
+    "    anime_ids=('anime_id', lambda x: list(x))               # List of anime IDs\n",
+    ").reset_index()\n",
+    "\n",
+    "userSubsetGroup = userSubsetGroup.sort_values(by='counts', ascending=False)\n",
+    "userSubsetGroup"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "637a3307",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\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>user_id</th>\n",
+       "      <th>counts</th>\n",
+       "      <th>anime_ids</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>552</th>\n",
+       "      <td>687</td>\n",
+       "      <td>15</td>\n",
+       "      <td>[21995, 2236, 1689, 22319, 1535, 164, 28725, 2...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>920</th>\n",
+       "      <td>1145</td>\n",
+       "      <td>14</td>\n",
+       "      <td>[16498, 31043, 21995, 28725, 2236, 31478, 2327...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2479</th>\n",
+       "      <td>3338</td>\n",
+       "      <td>14</td>\n",
+       "      <td>[28851, 32281, 31478, 22319, 21995, 2236, 1689...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>625</th>\n",
+       "      <td>784</td>\n",
+       "      <td>14</td>\n",
+       "      <td>[28223, 22319, 1535, 32729, 21995, 31043, 1649...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>606</th>\n",
+       "      <td>760</td>\n",
+       "      <td>13</td>\n",
+       "      <td>[22319, 28223, 31043, 31478, 199, 32729, 1535,...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>960</th>\n",
+       "      <td>1197</td>\n",
+       "      <td>10</td>\n",
+       "      <td>[1689, 16498, 21995, 28725, 28223, 23273, 3147...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1519</th>\n",
+       "      <td>1870</td>\n",
+       "      <td>10</td>\n",
+       "      <td>[21995, 164, 31478, 31043, 28223, 22319, 11111...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1530</th>\n",
+       "      <td>1889</td>\n",
+       "      <td>10</td>\n",
+       "      <td>[21995, 23273, 11111, 199, 33, 31043, 164, 168...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1752</th>\n",
+       "      <td>2243</td>\n",
+       "      <td>10</td>\n",
+       "      <td>[21995, 32729, 1689, 28223, 22319, 11111, 3228...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1495</th>\n",
+       "      <td>1837</td>\n",
+       "      <td>10</td>\n",
+       "      <td>[28223, 22319, 31043, 164, 2236, 199, 23273, 2...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>97 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      user_id  counts                                          anime_ids\n",
+       "552       687      15  [21995, 2236, 1689, 22319, 1535, 164, 28725, 2...\n",
+       "920      1145      14  [16498, 31043, 21995, 28725, 2236, 31478, 2327...\n",
+       "2479     3338      14  [28851, 32281, 31478, 22319, 21995, 2236, 1689...\n",
+       "625       784      14  [28223, 22319, 1535, 32729, 21995, 31043, 1649...\n",
+       "606       760      13  [22319, 28223, 31043, 31478, 199, 32729, 1535,...\n",
+       "...       ...     ...                                                ...\n",
+       "960      1197      10  [1689, 16498, 21995, 28725, 28223, 23273, 3147...\n",
+       "1519     1870      10  [21995, 164, 31478, 31043, 28223, 22319, 11111...\n",
+       "1530     1889      10  [21995, 23273, 11111, 199, 33, 31043, 164, 168...\n",
+       "1752     2243      10  [21995, 32729, 1689, 28223, 22319, 11111, 3228...\n",
+       "1495     1837      10  [28223, 22319, 31043, 164, 2236, 199, 23273, 2...\n",
+       "\n",
+       "[97 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "userSubsetGroup = userSubsetGroup[userSubsetGroup['counts'] >= 10]\n",
+    "userSubsetGroup"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "4d44029f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "User ID: 687, Pearson Correlation: -0.23953974895397492\n",
+      "User ID: 1145, Pearson Correlation: -0.018181818181818202\n",
+      "User ID: 3338, Pearson Correlation: 0.18984771573604062\n",
+      "User ID: 784, Pearson Correlation: 0.14410480349344976\n",
+      "User ID: 760, Pearson Correlation: -0.33180428134556567\n",
+      "User ID: 392, Pearson Correlation: 0.12532981530343007\n",
+      "User ID: 446, Pearson Correlation: -0.6027397260273972\n",
+      "User ID: 17, Pearson Correlation: -0.4708029197080291\n",
+      "User ID: 342, Pearson Correlation: 0.10817941952506599\n",
+      "User ID: 786, Pearson Correlation: -0.0633245382585752\n",
+      "User ID: 1497, Pearson Correlation: 0.294811320754717\n",
+      "User ID: 963, Pearson Correlation: 0.08401084010840111\n",
+      "User ID: 2378, Pearson Correlation: 0.3827751196172249\n",
+      "User ID: 813, Pearson Correlation: -0.1868131868131868\n",
+      "User ID: 958, Pearson Correlation: -0.3411764705882353\n",
+      "User ID: 938, Pearson Correlation: 0.6970873786407766\n",
+      "User ID: 198, Pearson Correlation: 0.1\n",
+      "User ID: 562, Pearson Correlation: 0.1047957371225577\n",
+      "User ID: 1013, Pearson Correlation: 0.6026490066225164\n",
+      "User ID: 1597, Pearson Correlation: -0.2529411764705883\n",
+      "User ID: 3299, Pearson Correlation: -0.10982658959537578\n",
+      "User ID: 1222, Pearson Correlation: -0.03311258278145697\n",
+      "User ID: 123, Pearson Correlation: 0.15761589403973508\n",
+      "User ID: 77, Pearson Correlation: 0.10773899848254934\n",
+      "User ID: 1378, Pearson Correlation: 0.2\n",
+      "User ID: 1344, Pearson Correlation: 0.039999999999999994\n",
+      "User ID: 1327, Pearson Correlation: -0.3511111111111111\n",
+      "User ID: 1813, Pearson Correlation: -0.041176470588235294\n",
+      "User ID: 271, Pearson Correlation: 0.536082474226804\n",
+      "User ID: 1290, Pearson Correlation: 0.05962521294718907\n",
+      "User ID: 1019, Pearson Correlation: 0.31746031746031733\n",
+      "User ID: 478, Pearson Correlation: 0.3470588235294118\n",
+      "User ID: 2864, Pearson Correlation: -0.19111111111111112\n",
+      "User ID: 1456, Pearson Correlation: 0.27472527472527475\n",
+      "User ID: 1274, Pearson Correlation: -0.1502145922746781\n",
+      "User ID: 651, Pearson Correlation: 0.10724637681159421\n",
+      "User ID: 611, Pearson Correlation: -0.33333333333333337\n",
+      "User ID: 2318, Pearson Correlation: 0.09130434782608696\n",
+      "User ID: 1176, Pearson Correlation: 0.6577777777777776\n",
+      "User ID: 2200, Pearson Correlation: -0.6019417475728154\n",
+      "User ID: 585, Pearson Correlation: 1.7094345118926147e-18\n",
+      "User ID: 2016, Pearson Correlation: 0.35069444444444436\n",
+      "User ID: 1394, Pearson Correlation: -0.021428571428571443\n",
+      "User ID: 1116, Pearson Correlation: -0.03125000000000002\n",
+      "User ID: 1620, Pearson Correlation: -0.12780898876404492\n",
+      "User ID: 1435, Pearson Correlation: 0.3058252427184466\n",
+      "User ID: 1442, Pearson Correlation: -0.0298804780876494\n",
+      "User ID: 395, Pearson Correlation: 0.06382978723404255\n",
+      "User ID: 3284, Pearson Correlation: 0.28864353312302843\n",
+      "User ID: 3360, Pearson Correlation: -0.04532163742690057\n",
+      "User ID: 2951, Pearson Correlation: -0.8857142857142858\n",
+      "User ID: 1418, Pearson Correlation: -0.35714285714285704\n",
+      "User ID: 2555, Pearson Correlation: 0.017182130584192438\n",
+      "User ID: 2867, Pearson Correlation: 0.032407407407407406\n",
+      "User ID: 79, Pearson Correlation: -0.02325581395348838\n",
+      "User ID: 139, Pearson Correlation: -0.028037383177570086\n",
+      "User ID: 1815, Pearson Correlation: -0.20833333333333337\n",
+      "User ID: 1814, Pearson Correlation: -0.3707165109034268\n",
+      "User ID: 1918, Pearson Correlation: 0.05241935483870963\n",
+      "User ID: 2256, Pearson Correlation: -0.4411247803163445\n",
+      "User ID: 228, Pearson Correlation: -0.2588652482269503\n",
+      "User ID: 565, Pearson Correlation: 0.024822695035461\n",
+      "User ID: 744, Pearson Correlation: 0.45895522388059706\n",
+      "User ID: 4102, Pearson Correlation: -0.6903409090909091\n",
+      "User ID: 1501, Pearson Correlation: -0.16465863453815263\n",
+      "User ID: 1504, Pearson Correlation: -0.5151515151515152\n",
+      "User ID: 1343, Pearson Correlation: 0.019607843137254957\n",
+      "User ID: 4565, Pearson Correlation: 0.13043478260869568\n",
+      "User ID: 861, Pearson Correlation: -0.44\n",
+      "User ID: 2202, Pearson Correlation: -0.023454157782515993\n",
+      "User ID: 553, Pearson Correlation: 0.23809523809523808\n",
+      "User ID: 4512, Pearson Correlation: 0.13043478260869568\n",
+      "User ID: 1237, Pearson Correlation: -0.5329768270944742\n",
+      "User ID: 1252, Pearson Correlation: -0.044176706827309245\n",
+      "User ID: 1284, Pearson Correlation: -0.02083333333333333\n",
+      "User ID: 926, Pearson Correlation: -0.11475409836065573\n",
+      "User ID: 995, Pearson Correlation: -0.40909090909090906\n",
+      "User ID: 1419, Pearson Correlation: 0.8333333333333333\n",
+      "User ID: 1579, Pearson Correlation: -0.06339468302658491\n",
+      "User ID: 1578, Pearson Correlation: -0.045871559633027505\n",
+      "User ID: 244, Pearson Correlation: -0.20567375886524816\n",
+      "User ID: 1711, Pearson Correlation: -0.17021276595744678\n",
+      "User ID: 1400, Pearson Correlation: 0.483065953654189\n",
+      "User ID: 894, Pearson Correlation: -0.018518518518518556\n",
+      "User ID: 2025, Pearson Correlation: 0.3023255813953489\n",
+      "User ID: 598, Pearson Correlation: -0.22340425531914884\n",
+      "User ID: 1023, Pearson Correlation: 0.21985815602836875\n",
+      "User ID: 2273, Pearson Correlation: 0.09274193548387095\n",
+      "User ID: 1605, Pearson Correlation: -0.4262820512820513\n",
+      "User ID: 1963, Pearson Correlation: 0.3055555555555556\n",
+      "User ID: 1167, Pearson Correlation: -0.2121212121212121\n",
+      "User ID: 444, Pearson Correlation: 0.45512820512820523\n",
+      "User ID: 1197, Pearson Correlation: -0.5261044176706828\n",
+      "User ID: 1870, Pearson Correlation: -0.3750000000000001\n",
+      "User ID: 1889, Pearson Correlation: -0.2126537785588753\n",
+      "User ID: 2243, Pearson Correlation: 0.0657439446366782\n",
+      "User ID: 1837, Pearson Correlation: -0.22699386503067487\n"
+     ]
+    }
+   ],
+   "source": [
+    "animeRating_dict = inputAnime.set_index('anime_id')['Rating'].to_dict()\n",
+    "\n",
+    "pearsonCorrelation_dict = {}\n",
+    "\n",
+    "for index, row in userSubsetGroup.iterrows():\n",
+    "    user_id = row['user_id']\n",
+    "    user_anime_ids = row['anime_ids']\n",
+    "    \n",
+    "    # Get corresponding ratings for the user's anime ids\n",
+    "    user_ratings = [animeRating_dict[anime_id] for anime_id in user_anime_ids if anime_id in animeRating_dict]\n",
+    "    \n",
+    "    # Calculate Pearson correlation with inputAnime ratings (use it as a baseline)\n",
+    "    if user_ratings:\n",
+    "        input_ratings = [animeRating_dict[anime_id] for anime_id in inputAnime['anime_id'] if anime_id in user_anime_ids]\n",
+    "        \n",
+    "        # Ensure both lists have the same length\n",
+    "        if len(user_ratings) == len(input_ratings) and len(user_ratings) > 0:\n",
+    "            correlation, _ = pearsonr(user_ratings, input_ratings)\n",
+    "            pearsonCorrelation_dict[user_id] = correlation\n",
+    "        else:\n",
+    "            pearsonCorrelation_dict[user_id] = 0\n",
+    "    else:\n",
+    "        pearsonCorrelation_dict[user_id] = 0\n",
+    "\n",
+    "# Display the results\n",
+    "for user_id, correlation in pearsonCorrelation_dict.items():\n",
+    "    print(f\"User ID: {user_id}, Pearson Correlation: {correlation}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "5c852fca",
+   "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>Similarity Index</th>\n",
+       "      <th>user_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-0.239540</td>\n",
+       "      <td>687</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-0.018182</td>\n",
+       "      <td>1145</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.189848</td>\n",
+       "      <td>3338</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.144105</td>\n",
+       "      <td>784</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>-0.331804</td>\n",
+       "      <td>760</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>-0.526104</td>\n",
+       "      <td>1197</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>93</th>\n",
+       "      <td>-0.375000</td>\n",
+       "      <td>1870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>94</th>\n",
+       "      <td>-0.212654</td>\n",
+       "      <td>1889</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>0.065744</td>\n",
+       "      <td>2243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>-0.226994</td>\n",
+       "      <td>1837</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>97 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Similarity Index  user_id\n",
+       "0          -0.239540      687\n",
+       "1          -0.018182     1145\n",
+       "2           0.189848     3338\n",
+       "3           0.144105      784\n",
+       "4          -0.331804      760\n",
+       "..               ...      ...\n",
+       "92         -0.526104     1197\n",
+       "93         -0.375000     1870\n",
+       "94         -0.212654     1889\n",
+       "95          0.065744     2243\n",
+       "96         -0.226994     1837\n",
+       "\n",
+       "[97 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pearsonDF = pd.DataFrame.from_dict(pearsonCorrelation_dict, orient='index')\n",
+    "pearsonDF.columns = ['Similarity Index']\n",
+    "pearsonDF['user_id'] = pearsonDF.index\n",
+    "pearsonDF.index = range(len(pearsonDF))\n",
+    "pearsonDF"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "5e86597a",
+   "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>Similarity Index</th>\n",
+       "      <th>user_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>1419</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>0.697087</td>\n",
+       "      <td>938</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>0.657778</td>\n",
+       "      <td>1176</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>0.602649</td>\n",
+       "      <td>1013</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>0.536082</td>\n",
+       "      <td>271</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>82</th>\n",
+       "      <td>0.483066</td>\n",
+       "      <td>1400</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>62</th>\n",
+       "      <td>0.458955</td>\n",
+       "      <td>744</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91</th>\n",
+       "      <td>0.455128</td>\n",
+       "      <td>444</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>0.382775</td>\n",
+       "      <td>2378</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>0.350694</td>\n",
+       "      <td>2016</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>0.347059</td>\n",
+       "      <td>478</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>0.317460</td>\n",
+       "      <td>1019</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>0.305825</td>\n",
+       "      <td>1435</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>89</th>\n",
+       "      <td>0.305556</td>\n",
+       "      <td>1963</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>84</th>\n",
+       "      <td>0.302326</td>\n",
+       "      <td>2025</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>0.294811</td>\n",
+       "      <td>1497</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>0.288644</td>\n",
+       "      <td>3284</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>0.274725</td>\n",
+       "      <td>1456</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70</th>\n",
+       "      <td>0.238095</td>\n",
+       "      <td>553</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>0.219858</td>\n",
+       "      <td>1023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>0.200000</td>\n",
+       "      <td>1378</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.189848</td>\n",
+       "      <td>3338</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>0.157616</td>\n",
+       "      <td>123</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.144105</td>\n",
+       "      <td>784</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>67</th>\n",
+       "      <td>0.130435</td>\n",
+       "      <td>4565</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>71</th>\n",
+       "      <td>0.130435</td>\n",
+       "      <td>4512</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0.125330</td>\n",
+       "      <td>392</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0.108179</td>\n",
+       "      <td>342</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>0.107739</td>\n",
+       "      <td>77</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>0.107246</td>\n",
+       "      <td>651</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>0.104796</td>\n",
+       "      <td>562</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>198</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87</th>\n",
+       "      <td>0.092742</td>\n",
+       "      <td>2273</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>0.091304</td>\n",
+       "      <td>2318</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>0.084011</td>\n",
+       "      <td>963</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>0.065744</td>\n",
+       "      <td>2243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>0.063830</td>\n",
+       "      <td>395</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>0.059625</td>\n",
+       "      <td>1290</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58</th>\n",
+       "      <td>0.052419</td>\n",
+       "      <td>1918</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>0.040000</td>\n",
+       "      <td>1344</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Similarity Index  user_id\n",
+       "77          0.833333     1419\n",
+       "15          0.697087      938\n",
+       "38          0.657778     1176\n",
+       "18          0.602649     1013\n",
+       "28          0.536082      271\n",
+       "82          0.483066     1400\n",
+       "62          0.458955      744\n",
+       "91          0.455128      444\n",
+       "12          0.382775     2378\n",
+       "41          0.350694     2016\n",
+       "31          0.347059      478\n",
+       "30          0.317460     1019\n",
+       "45          0.305825     1435\n",
+       "89          0.305556     1963\n",
+       "84          0.302326     2025\n",
+       "10          0.294811     1497\n",
+       "48          0.288644     3284\n",
+       "33          0.274725     1456\n",
+       "70          0.238095      553\n",
+       "86          0.219858     1023\n",
+       "24          0.200000     1378\n",
+       "2           0.189848     3338\n",
+       "22          0.157616      123\n",
+       "3           0.144105      784\n",
+       "67          0.130435     4565\n",
+       "71          0.130435     4512\n",
+       "5           0.125330      392\n",
+       "8           0.108179      342\n",
+       "23          0.107739       77\n",
+       "35          0.107246      651\n",
+       "17          0.104796      562\n",
+       "16          0.100000      198\n",
+       "87          0.092742     2273\n",
+       "37          0.091304     2318\n",
+       "11          0.084011      963\n",
+       "95          0.065744     2243\n",
+       "47          0.063830      395\n",
+       "29          0.059625     1290\n",
+       "58          0.052419     1918\n",
+       "25          0.040000     1344"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "topUsers = pearsonDF.sort_values(by='Similarity Index', ascending=False)[0:40]\n",
+    "topUsers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "82c7d302",
+   "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>Similarity Index</th>\n",
+       "      <th>user_id</th>\n",
+       "      <th>anime_id</th>\n",
+       "      <th>rating</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>1419</td>\n",
+       "      <td>23319</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>1419</td>\n",
+       "      <td>31043</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>1419</td>\n",
+       "      <td>2904</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>1419</td>\n",
+       "      <td>13391</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>1419</td>\n",
+       "      <td>14189</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18181</th>\n",
+       "      <td>0.040000</td>\n",
+       "      <td>1344</td>\n",
+       "      <td>239</td>\n",
+       "      <td>-1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18182</th>\n",
+       "      <td>0.040000</td>\n",
+       "      <td>1344</td>\n",
+       "      <td>30413</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18183</th>\n",
+       "      <td>0.040000</td>\n",
+       "      <td>1344</td>\n",
+       "      <td>9863</td>\n",
+       "      <td>-1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18184</th>\n",
+       "      <td>0.040000</td>\n",
+       "      <td>1344</td>\n",
+       "      <td>9041</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18185</th>\n",
+       "      <td>0.040000</td>\n",
+       "      <td>1344</td>\n",
+       "      <td>3654</td>\n",
+       "      <td>-1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>18186 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Similarity Index  user_id  anime_id  rating\n",
+       "0              0.833333     1419     23319      10\n",
+       "1              0.833333     1419     31043      10\n",
+       "2              0.833333     1419      2904      10\n",
+       "3              0.833333     1419     13391       9\n",
+       "4              0.833333     1419     14189      10\n",
+       "...                 ...      ...       ...     ...\n",
+       "18181          0.040000     1344       239      -1\n",
+       "18182          0.040000     1344     30413       9\n",
+       "18183          0.040000     1344      9863      -1\n",
+       "18184          0.040000     1344      9041       7\n",
+       "18185          0.040000     1344      3654      -1\n",
+       "\n",
+       "[18186 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "topUsersRating=topUsers.merge(rating_df, left_on='user_id', right_on='user_id', how='inner')\n",
+    "topUsersRating"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "8d7f5f46",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<bound method NDFrame.head of        Similarity Index  user_id  anime_id  rating  weighted Rating\n",
+       "0              0.833333     1419     23319      10         8.333333\n",
+       "1              0.833333     1419     31043      10         8.333333\n",
+       "2              0.833333     1419      2904      10         8.333333\n",
+       "3              0.833333     1419     13391       9         7.500000\n",
+       "4              0.833333     1419     14189      10         8.333333\n",
+       "...                 ...      ...       ...     ...              ...\n",
+       "18181          0.040000     1344       239      -1        -0.040000\n",
+       "18182          0.040000     1344     30413       9         0.360000\n",
+       "18183          0.040000     1344      9863      -1        -0.040000\n",
+       "18184          0.040000     1344      9041       7         0.280000\n",
+       "18185          0.040000     1344      3654      -1        -0.040000\n",
+       "\n",
+       "[18186 rows x 5 columns]>"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "topUsersRating['weighted Rating'] = topUsersRating['Similarity Index']*topUsersRating['rating']\n",
+    "topUsersRating.head"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "461da216",
+   "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>sum of similarity Index</th>\n",
+       "      <th>sum of weighted Rating</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>anime_id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2.944419</td>\n",
+       "      <td>19.664045</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0.845858</td>\n",
+       "      <td>5.965146</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>1.268708</td>\n",
+       "      <td>6.559716</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>1.003768</td>\n",
+       "      <td>8.823478</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>1.012594</td>\n",
+       "      <td>6.341339</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34085</th>\n",
+       "      <td>0.092742</td>\n",
+       "      <td>0.649194</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34103</th>\n",
+       "      <td>0.468151</td>\n",
+       "      <td>2.845150</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34136</th>\n",
+       "      <td>0.040000</td>\n",
+       "      <td>0.320000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34173</th>\n",
+       "      <td>0.274725</td>\n",
+       "      <td>-0.274725</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34240</th>\n",
+       "      <td>3.388897</td>\n",
+       "      <td>29.199424</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3503 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          sum of similarity Index  sum of weighted Rating\n",
+       "anime_id                                                 \n",
+       "1                        2.944419               19.664045\n",
+       "5                        0.845858                5.965146\n",
+       "6                        1.268708                6.559716\n",
+       "7                        1.003768                8.823478\n",
+       "15                       1.012594                6.341339\n",
+       "...                           ...                     ...\n",
+       "34085                    0.092742                0.649194\n",
+       "34103                    0.468151                2.845150\n",
+       "34136                    0.040000                0.320000\n",
+       "34173                    0.274725               -0.274725\n",
+       "34240                    3.388897               29.199424\n",
+       "\n",
+       "[3503 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tempTopUsersRating = topUsersRating.groupby('anime_id').sum()[['Similarity Index','weighted Rating']]\n",
+    "tempTopUsersRating.columns = ['sum of similarity Index','sum of weighted Rating']\n",
+    "tempTopUsersRating"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "b87e3678",
+   "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>weighted average recommendation score</th>\n",
+       "      <th>anime_id</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>anime_id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>6.678413</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>7.052186</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>5.170389</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>8.790355</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>6.262468</td>\n",
+       "      <td>15</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          weighted average recommendation score  anime_id\n",
+       "anime_id                                                 \n",
+       "1                                      6.678413         1\n",
+       "5                                      7.052186         5\n",
+       "6                                      5.170389         6\n",
+       "7                                      8.790355         7\n",
+       "15                                     6.262468        15"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "recommendation_df = pd.DataFrame()\n",
+    "recommendation_df['weighted average recommendation score'] = tempTopUsersRating['sum of weighted Rating']/tempTopUsersRating['sum of similarity Index']\n",
+    "recommendation_df['anime_id'] = tempTopUsersRating.index\n",
+    "recommendation_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "60a0e629",
+   "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>weighted average recommendation score</th>\n",
+       "      <th>anime_id</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>anime_id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>3247</th>\n",
+       "      <td>10.0</td>\n",
+       "      <td>3247</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10153</th>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10153</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28479</th>\n",
+       "      <td>10.0</td>\n",
+       "      <td>28479</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28683</th>\n",
+       "      <td>10.0</td>\n",
+       "      <td>28683</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>441</th>\n",
+       "      <td>10.0</td>\n",
+       "      <td>441</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>446</th>\n",
+       "      <td>10.0</td>\n",
+       "      <td>446</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2825</th>\n",
+       "      <td>10.0</td>\n",
+       "      <td>2825</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>449</th>\n",
+       "      <td>10.0</td>\n",
+       "      <td>449</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16143</th>\n",
+       "      <td>10.0</td>\n",
+       "      <td>16143</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1566</th>\n",
+       "      <td>10.0</td>\n",
+       "      <td>1566</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          weighted average recommendation score  anime_id\n",
+       "anime_id                                                 \n",
+       "3247                                       10.0      3247\n",
+       "10153                                      10.0     10153\n",
+       "28479                                      10.0     28479\n",
+       "28683                                      10.0     28683\n",
+       "441                                        10.0       441\n",
+       "446                                        10.0       446\n",
+       "2825                                       10.0      2825\n",
+       "449                                        10.0       449\n",
+       "16143                                      10.0     16143\n",
+       "1566                                       10.0      1566"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "recommendation_df = recommendation_df.sort_values(by='weighted average recommendation score', ascending=False)\n",
+    "recommendation_df.head(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "1dc56a93",
+   "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>anime_id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>genre</th>\n",
+       "      <th>type</th>\n",
+       "      <th>episodes</th>\n",
+       "      <th>rating</th>\n",
+       "      <th>members</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2839</th>\n",
+       "      <td>449</td>\n",
+       "      <td>InuYasha: Guren no Houraijima</td>\n",
+       "      <td>Adventure, Comedy, Demons, Drama, Historical, ...</td>\n",
+       "      <td>Movie</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7.62</td>\n",
+       "      <td>50008</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3141</th>\n",
+       "      <td>16143</td>\n",
+       "      <td>One Piece: Kinkyuu Kikaku One Piece Kanzen Kou...</td>\n",
+       "      <td>Adventure, Comedy, Fantasy, Shounen</td>\n",
+       "      <td>Special</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7.36</td>\n",
+       "      <td>5914</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6798</th>\n",
+       "      <td>10153</td>\n",
+       "      <td>Mahou Shoujo Lyrical Nanoha: The Movie 2nd A&amp;#...</td>\n",
+       "      <td>Action, Comedy, Drama, Magic, Super Power</td>\n",
+       "      <td>Movie</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8.34</td>\n",
+       "      <td>13315</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6895</th>\n",
+       "      <td>28683</td>\n",
+       "      <td>One Piece: Episode of Alabasta - Prologue</td>\n",
+       "      <td>Action, Adventure, Fantasy, Shounen</td>\n",
+       "      <td>OVA</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7.41</td>\n",
+       "      <td>4225</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7325</th>\n",
+       "      <td>441</td>\n",
+       "      <td>Shoujo Kakumei Utena: Adolescence Mokushiroku</td>\n",
+       "      <td>Dementia, Drama, Fantasy, Romance, Shoujo</td>\n",
+       "      <td>Movie</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7.59</td>\n",
+       "      <td>22219</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7968</th>\n",
+       "      <td>446</td>\n",
+       "      <td>Weiß Kreuz Glühen</td>\n",
+       "      <td>Action, Drama, Shounen</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>13</td>\n",
+       "      <td>6.72</td>\n",
+       "      <td>7043</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8528</th>\n",
+       "      <td>3247</td>\n",
+       "      <td>Love Hina Final Selection</td>\n",
+       "      <td>Comedy, Ecchi, Harem, Romance</td>\n",
+       "      <td>OVA</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7.32</td>\n",
+       "      <td>21824</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8636</th>\n",
+       "      <td>1566</td>\n",
+       "      <td>Ghost in the Shell: Stand Alone Complex - Soli...</td>\n",
+       "      <td>Mecha, Military, Mystery, Police, Sci-Fi, Seinen</td>\n",
+       "      <td>Special</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8.22</td>\n",
+       "      <td>55247</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11574</th>\n",
+       "      <td>28479</td>\n",
+       "      <td>Detective Conan Movie 19: The Hellfire Sunflowers</td>\n",
+       "      <td>Action, Mystery, Police, Shounen</td>\n",
+       "      <td>Movie</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7.77</td>\n",
+       "      <td>8600</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12274</th>\n",
+       "      <td>2825</td>\n",
+       "      <td>Arabian Nights: Sindbad no Bouken (TV)</td>\n",
+       "      <td>Adventure, Fantasy, Magic, Romance</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>52</td>\n",
+       "      <td>7.26</td>\n",
+       "      <td>2631</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       anime_id                                               name  \\\n",
+       "2839        449                      InuYasha: Guren no Houraijima   \n",
+       "3141      16143  One Piece: Kinkyuu Kikaku One Piece Kanzen Kou...   \n",
+       "6798      10153  Mahou Shoujo Lyrical Nanoha: The Movie 2nd A&#...   \n",
+       "6895      28683          One Piece: Episode of Alabasta - Prologue   \n",
+       "7325        441      Shoujo Kakumei Utena: Adolescence Mokushiroku   \n",
+       "7968        446                                  Weiß Kreuz Glühen   \n",
+       "8528       3247                          Love Hina Final Selection   \n",
+       "8636       1566  Ghost in the Shell: Stand Alone Complex - Soli...   \n",
+       "11574     28479  Detective Conan Movie 19: The Hellfire Sunflowers   \n",
+       "12274      2825             Arabian Nights: Sindbad no Bouken (TV)   \n",
+       "\n",
+       "                                                   genre     type episodes  \\\n",
+       "2839   Adventure, Comedy, Demons, Drama, Historical, ...    Movie        1   \n",
+       "3141                 Adventure, Comedy, Fantasy, Shounen  Special        1   \n",
+       "6798           Action, Comedy, Drama, Magic, Super Power    Movie        1   \n",
+       "6895                 Action, Adventure, Fantasy, Shounen      OVA        1   \n",
+       "7325           Dementia, Drama, Fantasy, Romance, Shoujo    Movie        1   \n",
+       "7968                              Action, Drama, Shounen       TV       13   \n",
+       "8528                       Comedy, Ecchi, Harem, Romance      OVA        1   \n",
+       "8636    Mecha, Military, Mystery, Police, Sci-Fi, Seinen  Special        1   \n",
+       "11574                   Action, Mystery, Police, Shounen    Movie        1   \n",
+       "12274                 Adventure, Fantasy, Magic, Romance       TV       52   \n",
+       "\n",
+       "       rating  members  \n",
+       "2839     7.62    50008  \n",
+       "3141     7.36     5914  \n",
+       "6798     8.34    13315  \n",
+       "6895     7.41     4225  \n",
+       "7325     7.59    22219  \n",
+       "7968     6.72     7043  \n",
+       "8528     7.32    21824  \n",
+       "8636     8.22    55247  \n",
+       "11574    7.77     8600  \n",
+       "12274    7.26     2631  "
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "anime_df.loc[anime_df['anime_id'].isin(recommendation_df.head(10)['anime_id'].tolist())]\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "venv",
+   "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": "3.11.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/recommender_system/collaborative/dataset/archive.zip b/recommender_system/collaborative/dataset/archive.zip
new file mode 100644
index 0000000..0baead8
Binary files /dev/null and b/recommender_system/collaborative/dataset/archive.zip differ
diff --git a/recommender_system/content_based/.gitignore b/recommender_system/content_based/.gitignore
new file mode 100644
index 0000000..985e24b
--- /dev/null
+++ b/recommender_system/content_based/.gitignore
@@ -0,0 +1,3 @@
+*.csv
+.ipynb_checkpoints
+*.png
diff --git a/recommender_system/content_based/content_based.ipynb b/recommender_system/content_based/content_based.ipynb
new file mode 100644
index 0000000..2dc8a7d
--- /dev/null
+++ b/recommender_system/content_based/content_based.ipynb
@@ -0,0 +1,4663 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "29b5381a-72b4-4f81-9208-2075f7acad85",
+   "metadata": {},
+   "source": [
+    "# Content Based Recommender System"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cac03d32",
+   "metadata": {},
+   "source": [
+    "Configure the project. Indeed you create a dataset in csv format."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "6f480cda-8380-4355-998a-5c59d6203b05",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Archive:  ./dataset/archive.zip\n",
+      "  inflating: anime.csv               \n",
+      "  inflating: rating_complete.csv     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "! rm -rf *.csv\n",
+    "! unzip ./dataset/archive.zip"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "52ec2f48",
+   "metadata": {},
+   "source": [
+    "Import needed libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "dd17f780",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "57b33a77",
+   "metadata": {},
+   "source": [
+    "Read data from csv files using pandas and store in data frame structure. Also shuffle data to have uniform distribution. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "a102a751",
+   "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>Name</th>\n",
+       "      <th>Score</th>\n",
+       "      <th>Genres</th>\n",
+       "      <th>English name</th>\n",
+       "      <th>Japanese name</th>\n",
+       "      <th>Type</th>\n",
+       "      <th>Episodes</th>\n",
+       "      <th>Aired</th>\n",
+       "      <th>Premiered</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Score-10</th>\n",
+       "      <th>Score-9</th>\n",
+       "      <th>Score-8</th>\n",
+       "      <th>Score-7</th>\n",
+       "      <th>Score-6</th>\n",
+       "      <th>Score-5</th>\n",
+       "      <th>Score-4</th>\n",
+       "      <th>Score-3</th>\n",
+       "      <th>Score-2</th>\n",
+       "      <th>Score-1</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>40176</td>\n",
+       "      <td>Miru Tights: Cosplay Satsuei Tights</td>\n",
+       "      <td>6.53</td>\n",
+       "      <td>Ecchi, School</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>みるタイツ コスプレ撮影 タイツ</td>\n",
+       "      <td>Special</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Aug 23, 2019</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>875.0</td>\n",
+       "      <td>350.0</td>\n",
+       "      <td>762.0</td>\n",
+       "      <td>1526.0</td>\n",
+       "      <td>1542.0</td>\n",
+       "      <td>924.0</td>\n",
+       "      <td>384.0</td>\n",
+       "      <td>245.0</td>\n",
+       "      <td>162.0</td>\n",
+       "      <td>148.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>13969</td>\n",
+       "      <td>Thermae Romae x Yoyogi Animation Gakuin Collab...</td>\n",
+       "      <td>6.29</td>\n",
+       "      <td>Comedy, Historical, Seinen</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>テルマエ・ロマエｘ代々木アニメーション学院企業コラボレーション</td>\n",
+       "      <td>Special</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Jul 9, 2012</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>114.0</td>\n",
+       "      <td>253.0</td>\n",
+       "      <td>240.0</td>\n",
+       "      <td>162.0</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>13459</td>\n",
+       "      <td>Ribbon-chan</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>Comedy</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>リボンちゃん</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>24</td>\n",
+       "      <td>Apr 4, 2012 to Mar 27, 2013</td>\n",
+       "      <td>Spring 2012</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>7.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>15617</td>\n",
+       "      <td>Jinrui wa Suitai Shimashita Specials</td>\n",
+       "      <td>7.23</td>\n",
+       "      <td>Comedy, Fantasy, Seinen</td>\n",
+       "      <td>Humanity Has Declined Specials</td>\n",
+       "      <td>人類は衰退しました</td>\n",
+       "      <td>Special</td>\n",
+       "      <td>6</td>\n",
+       "      <td>Sep 19, 2012 to Feb 20, 2013</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>451.0</td>\n",
+       "      <td>885.0</td>\n",
+       "      <td>2432.0</td>\n",
+       "      <td>3038.0</td>\n",
+       "      <td>1388.0</td>\n",
+       "      <td>588.0</td>\n",
+       "      <td>130.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>19.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>19157</td>\n",
+       "      <td>Youkai Watch</td>\n",
+       "      <td>6.54</td>\n",
+       "      <td>Comedy, Demons, Kids, Supernatural</td>\n",
+       "      <td>Yo-kai Watch</td>\n",
+       "      <td>妖怪ウォッチ</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>214</td>\n",
+       "      <td>Jan 8, 2014 to Mar 30, 2018</td>\n",
+       "      <td>Winter 2014</td>\n",
+       "      <td>...</td>\n",
+       "      <td>517.0</td>\n",
+       "      <td>532.0</td>\n",
+       "      <td>1141.0</td>\n",
+       "      <td>1912.0</td>\n",
+       "      <td>1636.0</td>\n",
+       "      <td>1196.0</td>\n",
+       "      <td>500.0</td>\n",
+       "      <td>228.0</td>\n",
+       "      <td>138.0</td>\n",
+       "      <td>125.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 35 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   MAL_ID                                               Name    Score  \\\n",
+       "0   40176                Miru Tights: Cosplay Satsuei Tights     6.53   \n",
+       "1   13969  Thermae Romae x Yoyogi Animation Gakuin Collab...     6.29   \n",
+       "2   13459                                        Ribbon-chan  Unknown   \n",
+       "3   15617               Jinrui wa Suitai Shimashita Specials     7.23   \n",
+       "4   19157                                       Youkai Watch     6.54   \n",
+       "\n",
+       "                               Genres                    English name  \\\n",
+       "0                       Ecchi, School                         Unknown   \n",
+       "1          Comedy, Historical, Seinen                         Unknown   \n",
+       "2                              Comedy                         Unknown   \n",
+       "3             Comedy, Fantasy, Seinen  Humanity Has Declined Specials   \n",
+       "4  Comedy, Demons, Kids, Supernatural                    Yo-kai Watch   \n",
+       "\n",
+       "                     Japanese name     Type Episodes  \\\n",
+       "0                 みるタイツ コスプレ撮影 タイツ  Special        1   \n",
+       "1  テルマエ・ロマエｘ代々木アニメーション学院企業コラボレーション  Special        1   \n",
+       "2                           リボンちゃん       TV       24   \n",
+       "3                        人類は衰退しました  Special        6   \n",
+       "4                           妖怪ウォッチ       TV      214   \n",
+       "\n",
+       "                          Aired    Premiered  ... Score-10  Score-9  Score-8  \\\n",
+       "0                  Aug 23, 2019      Unknown  ...    875.0    350.0    762.0   \n",
+       "1                   Jul 9, 2012      Unknown  ...     35.0     47.0    114.0   \n",
+       "2   Apr 4, 2012 to Mar 27, 2013  Spring 2012  ...      7.0  Unknown  Unknown   \n",
+       "3  Sep 19, 2012 to Feb 20, 2013      Unknown  ...    451.0    885.0   2432.0   \n",
+       "4   Jan 8, 2014 to Mar 30, 2018  Winter 2014  ...    517.0    532.0   1141.0   \n",
+       "\n",
+       "  Score-7 Score-6 Score-5 Score-4  Score-3  Score-2  Score-1  \n",
+       "0  1526.0  1542.0   924.0   384.0    245.0    162.0    148.0  \n",
+       "1   253.0   240.0   162.0    63.0     29.0     10.0     10.0  \n",
+       "2     2.0     2.0     4.0     1.0  Unknown      2.0      7.0  \n",
+       "3  3038.0  1388.0   588.0   130.0     38.0     22.0     19.0  \n",
+       "4  1912.0  1636.0  1196.0   500.0    228.0    138.0    125.0  \n",
+       "\n",
+       "[5 rows x 35 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "anime_df = pd.read_csv(\"anime.csv\")\n",
+    "anime_df = anime_df.sample(frac=1.0, random_state=42).reset_index(drop=True)\n",
+    "anime_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "e2186ae4",
+   "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>user_id</th>\n",
+       "      <th>anime_id</th>\n",
+       "      <th>rating</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>126602</td>\n",
+       "      <td>18199</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>162615</td>\n",
+       "      <td>39036</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>25497</td>\n",
+       "      <td>34124</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>360</td>\n",
+       "      <td>39607</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1032</td>\n",
+       "      <td>2608</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   user_id  anime_id  rating\n",
+       "0   126602     18199       3\n",
+       "1   162615     39036      10\n",
+       "2    25497     34124       2\n",
+       "3      360     39607       5\n",
+       "4     1032      2608      10"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rates_df = pd.read_csv(\"rating_complete.csv\")\n",
+    "rates_df = rates_df.sample(frac=1.0, random_state=42).reset_index(drop=True)\n",
+    "rates_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "6c22db06",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "user_id\n",
+      "68042     4734\n",
+      "10255     4509\n",
+      "162615    4474\n",
+      "189037    4260\n",
+      "38143     3544\n",
+      "          ... \n",
+      "125529       1\n",
+      "310701       1\n",
+      "287547       1\n",
+      "182161       1\n",
+      "44941        1\n",
+      "Name: count, Length: 27341, dtype: int64\n",
+      "\n",
+      "################################################################################\n",
+      "\n",
+      "anime_id\n",
+      "32219    30\n",
+      "1914     30\n",
+      "1720     30\n",
+      "36672    30\n",
+      "3162     30\n",
+      "         ..\n",
+      "40959     1\n",
+      "40674     1\n",
+      "39685     1\n",
+      "40594     1\n",
+      "42144     1\n",
+      "Name: count, Length: 16872, dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(rates_df['user_id'].value_counts())\n",
+    "print(\"\\n\" + \"#\" * 80 + \"\\n\")\n",
+    "print(rates_df['anime_id'].value_counts())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "93002df5",
+   "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>user_id</th>\n",
+       "      <th>anime_id</th>\n",
+       "      <th>rating</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>447990.000000</td>\n",
+       "      <td>447990.000000</td>\n",
+       "      <td>447990.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>48705.908194</td>\n",
+       "      <td>19412.419686</td>\n",
+       "      <td>6.258184</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>78817.293788</td>\n",
+       "      <td>14646.009559</td>\n",
+       "      <td>2.143759</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>1578.000000</td>\n",
+       "      <td>4654.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>10457.000000</td>\n",
+       "      <td>17731.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>61131.250000</td>\n",
+       "      <td>34122.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>353328.000000</td>\n",
+       "      <td>48456.000000</td>\n",
+       "      <td>10.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             user_id       anime_id         rating\n",
+       "count  447990.000000  447990.000000  447990.000000\n",
+       "mean    48705.908194   19412.419686       6.258184\n",
+       "std     78817.293788   14646.009559       2.143759\n",
+       "min         0.000000       1.000000       1.000000\n",
+       "25%      1578.000000    4654.000000       5.000000\n",
+       "50%     10457.000000   17731.000000       6.000000\n",
+       "75%     61131.250000   34122.000000       8.000000\n",
+       "max    353328.000000   48456.000000      10.000000"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# summarize data\n",
+    "rates_df.describe() "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "565d6f79",
+   "metadata": {},
+   "source": [
+    "## Data Cleaning"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "045ff064",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['MAL_ID', 'Name', 'Score', 'Genres', 'English name', 'Japanese name',\n",
+       "       'Type', 'Episodes', 'Aired', 'Premiered', 'Producers', 'Licensors',\n",
+       "       'Studios', 'Source', 'Duration', 'Rating', 'Ranked', 'Popularity',\n",
+       "       'Members', 'Favorites', 'Watching', 'Completed', 'On-Hold', 'Dropped',\n",
+       "       'Plan to Watch', 'Score-10', 'Score-9', 'Score-8', 'Score-7', 'Score-6',\n",
+       "       'Score-5', 'Score-4', 'Score-3', 'Score-2', 'Score-1'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "anime_df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "678f36ca",
+   "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>Name</th>\n",
+       "      <th>Score</th>\n",
+       "      <th>Genres</th>\n",
+       "      <th>English name</th>\n",
+       "      <th>Japanese name</th>\n",
+       "      <th>Type</th>\n",
+       "      <th>Episodes</th>\n",
+       "      <th>Aired</th>\n",
+       "      <th>Premiered</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Score-10</th>\n",
+       "      <th>Score-9</th>\n",
+       "      <th>Score-8</th>\n",
+       "      <th>Score-7</th>\n",
+       "      <th>Score-6</th>\n",
+       "      <th>Score-5</th>\n",
+       "      <th>Score-4</th>\n",
+       "      <th>Score-3</th>\n",
+       "      <th>Score-2</th>\n",
+       "      <th>Score-1</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>40176</td>\n",
+       "      <td>Miru Tights: Cosplay Satsuei Tights</td>\n",
+       "      <td>6.53</td>\n",
+       "      <td>[Ecchi,  School]</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>みるタイツ コスプレ撮影 タイツ</td>\n",
+       "      <td>Special</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Aug 23, 2019</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>875.0</td>\n",
+       "      <td>350.0</td>\n",
+       "      <td>762.0</td>\n",
+       "      <td>1526.0</td>\n",
+       "      <td>1542.0</td>\n",
+       "      <td>924.0</td>\n",
+       "      <td>384.0</td>\n",
+       "      <td>245.0</td>\n",
+       "      <td>162.0</td>\n",
+       "      <td>148.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>13969</td>\n",
+       "      <td>Thermae Romae x Yoyogi Animation Gakuin Collab...</td>\n",
+       "      <td>6.29</td>\n",
+       "      <td>[Comedy,  Historical,  Seinen]</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>テルマエ・ロマエｘ代々木アニメーション学院企業コラボレーション</td>\n",
+       "      <td>Special</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Jul 9, 2012</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>114.0</td>\n",
+       "      <td>253.0</td>\n",
+       "      <td>240.0</td>\n",
+       "      <td>162.0</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>13459</td>\n",
+       "      <td>Ribbon-chan</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>[Comedy]</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>リボンちゃん</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>24</td>\n",
+       "      <td>Apr 4, 2012 to Mar 27, 2013</td>\n",
+       "      <td>Spring 2012</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>7.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>15617</td>\n",
+       "      <td>Jinrui wa Suitai Shimashita Specials</td>\n",
+       "      <td>7.23</td>\n",
+       "      <td>[Comedy,  Fantasy,  Seinen]</td>\n",
+       "      <td>Humanity Has Declined Specials</td>\n",
+       "      <td>人類は衰退しました</td>\n",
+       "      <td>Special</td>\n",
+       "      <td>6</td>\n",
+       "      <td>Sep 19, 2012 to Feb 20, 2013</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>451.0</td>\n",
+       "      <td>885.0</td>\n",
+       "      <td>2432.0</td>\n",
+       "      <td>3038.0</td>\n",
+       "      <td>1388.0</td>\n",
+       "      <td>588.0</td>\n",
+       "      <td>130.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>19.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>19157</td>\n",
+       "      <td>Youkai Watch</td>\n",
+       "      <td>6.54</td>\n",
+       "      <td>[Comedy,  Demons,  Kids,  Supernatural]</td>\n",
+       "      <td>Yo-kai Watch</td>\n",
+       "      <td>妖怪ウォッチ</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>214</td>\n",
+       "      <td>Jan 8, 2014 to Mar 30, 2018</td>\n",
+       "      <td>Winter 2014</td>\n",
+       "      <td>...</td>\n",
+       "      <td>517.0</td>\n",
+       "      <td>532.0</td>\n",
+       "      <td>1141.0</td>\n",
+       "      <td>1912.0</td>\n",
+       "      <td>1636.0</td>\n",
+       "      <td>1196.0</td>\n",
+       "      <td>500.0</td>\n",
+       "      <td>228.0</td>\n",
+       "      <td>138.0</td>\n",
+       "      <td>125.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 35 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   MAL_ID                                               Name    Score  \\\n",
+       "0   40176                Miru Tights: Cosplay Satsuei Tights     6.53   \n",
+       "1   13969  Thermae Romae x Yoyogi Animation Gakuin Collab...     6.29   \n",
+       "2   13459                                        Ribbon-chan  Unknown   \n",
+       "3   15617               Jinrui wa Suitai Shimashita Specials     7.23   \n",
+       "4   19157                                       Youkai Watch     6.54   \n",
+       "\n",
+       "                                    Genres                    English name  \\\n",
+       "0                         [Ecchi,  School]                         Unknown   \n",
+       "1           [Comedy,  Historical,  Seinen]                         Unknown   \n",
+       "2                                 [Comedy]                         Unknown   \n",
+       "3              [Comedy,  Fantasy,  Seinen]  Humanity Has Declined Specials   \n",
+       "4  [Comedy,  Demons,  Kids,  Supernatural]                    Yo-kai Watch   \n",
+       "\n",
+       "                     Japanese name     Type Episodes  \\\n",
+       "0                 みるタイツ コスプレ撮影 タイツ  Special        1   \n",
+       "1  テルマエ・ロマエｘ代々木アニメーション学院企業コラボレーション  Special        1   \n",
+       "2                           リボンちゃん       TV       24   \n",
+       "3                        人類は衰退しました  Special        6   \n",
+       "4                           妖怪ウォッチ       TV      214   \n",
+       "\n",
+       "                          Aired    Premiered  ... Score-10  Score-9  Score-8  \\\n",
+       "0                  Aug 23, 2019      Unknown  ...    875.0    350.0    762.0   \n",
+       "1                   Jul 9, 2012      Unknown  ...     35.0     47.0    114.0   \n",
+       "2   Apr 4, 2012 to Mar 27, 2013  Spring 2012  ...      7.0  Unknown  Unknown   \n",
+       "3  Sep 19, 2012 to Feb 20, 2013      Unknown  ...    451.0    885.0   2432.0   \n",
+       "4   Jan 8, 2014 to Mar 30, 2018  Winter 2014  ...    517.0    532.0   1141.0   \n",
+       "\n",
+       "  Score-7 Score-6 Score-5 Score-4  Score-3  Score-2  Score-1  \n",
+       "0  1526.0  1542.0   924.0   384.0    245.0    162.0    148.0  \n",
+       "1   253.0   240.0   162.0    63.0     29.0     10.0     10.0  \n",
+       "2     2.0     2.0     4.0     1.0  Unknown      2.0      7.0  \n",
+       "3  3038.0  1388.0   588.0   130.0     38.0     22.0     19.0  \n",
+       "4  1912.0  1636.0  1196.0   500.0    228.0    138.0    125.0  \n",
+       "\n",
+       "[5 rows x 35 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "anime_df['Genres'] = anime_df.Genres.str.split(',')\n",
+    "anime_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "4daa9d0a",
+   "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>Name</th>\n",
+       "      <th>Score</th>\n",
+       "      <th>Genres</th>\n",
+       "      <th>English name</th>\n",
+       "      <th>Japanese name</th>\n",
+       "      <th>Type</th>\n",
+       "      <th>Episodes</th>\n",
+       "      <th>Aired</th>\n",
+       "      <th>Premiered</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Super Power</th>\n",
+       "      <th>Psychological</th>\n",
+       "      <th>Yuri</th>\n",
+       "      <th>Samurai</th>\n",
+       "      <th>Martial Arts</th>\n",
+       "      <th>Josei</th>\n",
+       "      <th>Shoujo</th>\n",
+       "      <th>Seinen</th>\n",
+       "      <th>Yaoi</th>\n",
+       "      <th>Shounen Ai</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>40176</td>\n",
+       "      <td>Miru Tights: Cosplay Satsuei Tights</td>\n",
+       "      <td>6.53</td>\n",
+       "      <td>[Ecchi,  School]</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>みるタイツ コスプレ撮影 タイツ</td>\n",
+       "      <td>Special</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Aug 23, 2019</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>13969</td>\n",
+       "      <td>Thermae Romae x Yoyogi Animation Gakuin Collab...</td>\n",
+       "      <td>6.29</td>\n",
+       "      <td>[Comedy,  Historical,  Seinen]</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>テルマエ・ロマエｘ代々木アニメーション学院企業コラボレーション</td>\n",
+       "      <td>Special</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Jul 9, 2012</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>13459</td>\n",
+       "      <td>Ribbon-chan</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>[Comedy]</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>リボンちゃん</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>24</td>\n",
+       "      <td>Apr 4, 2012 to Mar 27, 2013</td>\n",
+       "      <td>Spring 2012</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>15617</td>\n",
+       "      <td>Jinrui wa Suitai Shimashita Specials</td>\n",
+       "      <td>7.23</td>\n",
+       "      <td>[Comedy,  Fantasy,  Seinen]</td>\n",
+       "      <td>Humanity Has Declined Specials</td>\n",
+       "      <td>人類は衰退しました</td>\n",
+       "      <td>Special</td>\n",
+       "      <td>6</td>\n",
+       "      <td>Sep 19, 2012 to Feb 20, 2013</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>19157</td>\n",
+       "      <td>Youkai Watch</td>\n",
+       "      <td>6.54</td>\n",
+       "      <td>[Comedy,  Demons,  Kids,  Supernatural]</td>\n",
+       "      <td>Yo-kai Watch</td>\n",
+       "      <td>妖怪ウォッチ</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>214</td>\n",
+       "      <td>Jan 8, 2014 to Mar 30, 2018</td>\n",
+       "      <td>Winter 2014</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</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>17557</th>\n",
+       "      <td>32238</td>\n",
+       "      <td>Watashi wa, Kairaku Izonshou</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>[Hentai]</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>私は、快楽依存症</td>\n",
+       "      <td>OVA</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Feb 26, 2016 to May 20, 2016</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17558</th>\n",
+       "      <td>33552</td>\n",
+       "      <td>Mameshiba Bangai-hen</td>\n",
+       "      <td>5.75</td>\n",
+       "      <td>[Music,  Comedy]</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>豆しば番外編</td>\n",
+       "      <td>Special</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2008 to Jun 20, 2019</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17559</th>\n",
+       "      <td>8476</td>\n",
+       "      <td>Otome Youkai Zakuro</td>\n",
+       "      <td>7.47</td>\n",
+       "      <td>[Demons,  Historical,  Military,  Romance,  Se...</td>\n",
+       "      <td>Zakuro</td>\n",
+       "      <td>おとめ妖怪 ざくろ</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>13</td>\n",
+       "      <td>Oct 5, 2010 to Dec 28, 2010</td>\n",
+       "      <td>Fall 2010</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17560</th>\n",
+       "      <td>953</td>\n",
+       "      <td>Jyu Oh Sei</td>\n",
+       "      <td>7.26</td>\n",
+       "      <td>[Action,  Sci-Fi,  Adventure,  Mystery,  Drama...</td>\n",
+       "      <td>Jyu-Oh-Sei:Planet of the Beast King</td>\n",
+       "      <td>獣王星</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>11</td>\n",
+       "      <td>Apr 14, 2006 to Jun 23, 2006</td>\n",
+       "      <td>Spring 2006</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17561</th>\n",
+       "      <td>39769</td>\n",
+       "      <td>Kimi ni Sekai</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>[Sci-Fi,  Music,  Fantasy]</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>君に世界</td>\n",
+       "      <td>Music</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Apr 20, 2019</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>17562 rows × 109 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       MAL_ID                                               Name    Score  \\\n",
+       "0       40176                Miru Tights: Cosplay Satsuei Tights     6.53   \n",
+       "1       13969  Thermae Romae x Yoyogi Animation Gakuin Collab...     6.29   \n",
+       "2       13459                                        Ribbon-chan  Unknown   \n",
+       "3       15617               Jinrui wa Suitai Shimashita Specials     7.23   \n",
+       "4       19157                                       Youkai Watch     6.54   \n",
+       "...       ...                                                ...      ...   \n",
+       "17557   32238                       Watashi wa, Kairaku Izonshou      6.2   \n",
+       "17558   33552                               Mameshiba Bangai-hen     5.75   \n",
+       "17559    8476                                Otome Youkai Zakuro     7.47   \n",
+       "17560     953                                         Jyu Oh Sei     7.26   \n",
+       "17561   39769                                      Kimi ni Sekai      6.7   \n",
+       "\n",
+       "                                                  Genres  \\\n",
+       "0                                       [Ecchi,  School]   \n",
+       "1                         [Comedy,  Historical,  Seinen]   \n",
+       "2                                               [Comedy]   \n",
+       "3                            [Comedy,  Fantasy,  Seinen]   \n",
+       "4                [Comedy,  Demons,  Kids,  Supernatural]   \n",
+       "...                                                  ...   \n",
+       "17557                                           [Hentai]   \n",
+       "17558                                   [Music,  Comedy]   \n",
+       "17559  [Demons,  Historical,  Military,  Romance,  Se...   \n",
+       "17560  [Action,  Sci-Fi,  Adventure,  Mystery,  Drama...   \n",
+       "17561                         [Sci-Fi,  Music,  Fantasy]   \n",
+       "\n",
+       "                              English name                    Japanese name  \\\n",
+       "0                                  Unknown                 みるタイツ コスプレ撮影 タイツ   \n",
+       "1                                  Unknown  テルマエ・ロマエｘ代々木アニメーション学院企業コラボレーション   \n",
+       "2                                  Unknown                           リボンちゃん   \n",
+       "3           Humanity Has Declined Specials                        人類は衰退しました   \n",
+       "4                             Yo-kai Watch                           妖怪ウォッチ   \n",
+       "...                                    ...                              ...   \n",
+       "17557                              Unknown                         私は、快楽依存症   \n",
+       "17558                              Unknown                           豆しば番外編   \n",
+       "17559                               Zakuro                        おとめ妖怪 ざくろ   \n",
+       "17560  Jyu-Oh-Sei:Planet of the Beast King                              獣王星   \n",
+       "17561                              Unknown                             君に世界   \n",
+       "\n",
+       "          Type Episodes                         Aired    Premiered  ...  \\\n",
+       "0      Special        1                  Aug 23, 2019      Unknown  ...   \n",
+       "1      Special        1                   Jul 9, 2012      Unknown  ...   \n",
+       "2           TV       24   Apr 4, 2012 to Mar 27, 2013  Spring 2012  ...   \n",
+       "3      Special        6  Sep 19, 2012 to Feb 20, 2013      Unknown  ...   \n",
+       "4           TV      214   Jan 8, 2014 to Mar 30, 2018  Winter 2014  ...   \n",
+       "...        ...      ...                           ...          ...  ...   \n",
+       "17557      OVA        2  Feb 26, 2016 to May 20, 2016      Unknown  ...   \n",
+       "17558  Special        5          2008 to Jun 20, 2019      Unknown  ...   \n",
+       "17559       TV       13   Oct 5, 2010 to Dec 28, 2010    Fall 2010  ...   \n",
+       "17560       TV       11  Apr 14, 2006 to Jun 23, 2006  Spring 2006  ...   \n",
+       "17561    Music        1                  Apr 20, 2019      Unknown  ...   \n",
+       "\n",
+       "      Super Power Psychological  Yuri Samurai Martial Arts Josei Shoujo  \\\n",
+       "0             0.0           0.0   0.0     0.0          0.0   0.0    0.0   \n",
+       "1             0.0           0.0   0.0     0.0          0.0   0.0    0.0   \n",
+       "2             0.0           0.0   0.0     0.0          0.0   0.0    0.0   \n",
+       "3             0.0           0.0   0.0     0.0          0.0   0.0    0.0   \n",
+       "4             0.0           0.0   0.0     0.0          0.0   0.0    0.0   \n",
+       "...           ...           ...   ...     ...          ...   ...    ...   \n",
+       "17557         0.0           0.0   0.0     0.0          0.0   0.0    0.0   \n",
+       "17558         0.0           0.0   0.0     0.0          0.0   0.0    0.0   \n",
+       "17559         0.0           0.0   0.0     0.0          0.0   0.0    0.0   \n",
+       "17560         0.0           0.0   0.0     0.0          0.0   0.0    0.0   \n",
+       "17561         0.0           0.0   0.0     0.0          0.0   0.0    0.0   \n",
+       "\n",
+       "       Seinen  Yaoi  Shounen Ai  \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",
+       "17557     0.0   0.0         0.0  \n",
+       "17558     0.0   0.0         0.0  \n",
+       "17559     0.0   0.0         0.0  \n",
+       "17560     0.0   0.0         0.0  \n",
+       "17561     0.0   0.0         0.0  \n",
+       "\n",
+       "[17562 rows x 109 columns]"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "animeWithGenres_df = anime_df.drop(columns=['Score-10', 'Score-9', 'Score-8', 'Score-7', 'Score-6', 'Score-5', 'Score-4', 'Score-3', 'Score-2', 'Score-1'])\n",
+    "\n",
+    "for index, row in anime_df.iterrows():\n",
+    "    for genre in row['Genres']:\n",
+    "        animeWithGenres_df.at[index, genre] = 1\n",
+    "\n",
+    "#Filling in the NaN values with 0 \n",
+    "animeWithGenres_df = animeWithGenres_df.fillna(0)\n",
+    "\n",
+    "\n",
+    "animeWithGenres_df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8ec69f8a",
+   "metadata": {},
+   "source": [
+    "## Get the input from user"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "c32fa601",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Rating</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>ERASED</td>\n",
+       "      <td>10.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Violet Evergarden</td>\n",
+       "      <td>9.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Goblin Slayer</td>\n",
+       "      <td>6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Berserk</td>\n",
+       "      <td>8.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Attack on Titan</td>\n",
+       "      <td>7.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Tokyo Ghoul</td>\n",
+       "      <td>6.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Orange</td>\n",
+       "      <td>6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Death Parade</td>\n",
+       "      <td>8.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Death Note</td>\n",
+       "      <td>7.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Bungou Stray Dogs</td>\n",
+       "      <td>7.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Weathering With You</td>\n",
+       "      <td>8.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Your Name</td>\n",
+       "      <td>8.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>I want to eat your pancreas</td>\n",
+       "      <td>8.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Princess Mononoke</td>\n",
+       "      <td>7.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Spirited Away</td>\n",
+       "      <td>7.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>A Silent Voice</td>\n",
+       "      <td>8.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Ao Haru Ride</td>\n",
+       "      <td>5.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>The Girl Who Leapt Through Time</td>\n",
+       "      <td>7.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Another</td>\n",
+       "      <td>7.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Demon Slayer</td>\n",
+       "      <td>7.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>Your Lie in April</td>\n",
+       "      <td>8.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>5 Centimeters per Second</td>\n",
+       "      <td>6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>The Anthem of the Heart</td>\n",
+       "      <td>7.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>Evangelion</td>\n",
+       "      <td>5.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                              Title  Rating\n",
+       "0                            ERASED    10.0\n",
+       "1                 Violet Evergarden     9.5\n",
+       "2                     Goblin Slayer     6.0\n",
+       "3                           Berserk     8.0\n",
+       "4                   Attack on Titan     7.0\n",
+       "5                       Tokyo Ghoul     6.5\n",
+       "6                            Orange     6.0\n",
+       "7                      Death Parade     8.0\n",
+       "8                        Death Note     7.5\n",
+       "9                 Bungou Stray Dogs     7.5\n",
+       "10              Weathering With You     8.0\n",
+       "11                        Your Name     8.0\n",
+       "12      I want to eat your pancreas     8.5\n",
+       "13                Princess Mononoke     7.5\n",
+       "14                    Spirited Away     7.5\n",
+       "15                   A Silent Voice     8.5\n",
+       "16                     Ao Haru Ride     5.5\n",
+       "17  The Girl Who Leapt Through Time     7.0\n",
+       "18                          Another     7.5\n",
+       "19                     Demon Slayer     7.0\n",
+       "20                Your Lie in April     8.0\n",
+       "21         5 Centimeters per Second     6.0\n",
+       "22          The Anthem of the Heart     7.5\n",
+       "23                       Evangelion     5.0"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "userInput = [\n",
+    "            {'Title':'ERASED', 'Rating':10},\n",
+    "            {'Title':'Violet Evergarden', 'Rating':9.5},\n",
+    "            {'Title':'Goblin Slayer', 'Rating':6},\n",
+    "            {'Title':\"Berserk\", 'Rating':8},\n",
+    "            {'Title':'Attack on Titan', 'Rating':7},\n",
+    "            {'Title':\"Tokyo Ghoul\", 'Rating':6.5},\n",
+    "            {'Title':\"Orange\", 'Rating':6},\n",
+    "            {'Title':\"Death Parade\", 'Rating':8},\n",
+    "            {'Title':\"Death Note\", 'Rating':7.5},\n",
+    "            {'Title':\"Bungou Stray Dogs\", 'Rating':7.5},\n",
+    "            {'Title':\"Weathering With You\", 'Rating':8},\n",
+    "            {'Title':\"Your Name\", 'Rating':8},\n",
+    "            {'Title':\"I want to eat your pancreas\", 'Rating':8.5},\n",
+    "            {'Title':\"Princess Mononoke\", 'Rating':7.5},\n",
+    "            {'Title':\"Spirited Away\", 'Rating':7.5},\n",
+    "            {'Title':\"A Silent Voice\", 'Rating':8.5},\n",
+    "            {'Title':\"Ao Haru Ride\", 'Rating':5.5},\n",
+    "            {'Title':\"The Girl Who Leapt Through Time\", 'Rating':7},\n",
+    "            {'Title':\"Another\", 'Rating':7.5},\n",
+    "            {'Title':\"Demon Slayer\", 'Rating':7},\n",
+    "            {'Title':\"Your Lie in April\", 'Rating':8},\n",
+    "            {'Title':\"5 Centimeters per Second\", 'Rating':6},\n",
+    "            {'Title':\"The Anthem of the Heart\", 'Rating':7.5},\n",
+    "            {'Title':\"Evangelion\", 'Rating':5}\n",
+    "         ] \n",
+    "inputAnime = pd.DataFrame(userInput)\n",
+    "inputAnime"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "f125a190",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['MAL_ID', 'Name', 'Score', 'Genres', 'English name', 'Japanese name',\n",
+       "       'Type', 'Episodes', 'Aired', 'Premiered', 'Producers', 'Licensors',\n",
+       "       'Studios', 'Source', 'Duration', 'Rating', 'Ranked', 'Popularity',\n",
+       "       'Members', 'Favorites', 'Watching', 'Completed', 'On-Hold', 'Dropped',\n",
+       "       'Plan to Watch'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "animeWithGenres_df.columns[:25]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "ecc89a81",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Rating</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Boku dake ga Inai Machi</td>\n",
+       "      <td>10.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Violet Evergarden</td>\n",
+       "      <td>9.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Goblin Slayer</td>\n",
+       "      <td>6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Berserk</td>\n",
+       "      <td>8.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Shingeki no Kyojin</td>\n",
+       "      <td>7.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Tokyo Ghoul</td>\n",
+       "      <td>6.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Orange</td>\n",
+       "      <td>6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Death Parade</td>\n",
+       "      <td>8.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Death Note</td>\n",
+       "      <td>7.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Bungou Stray Dogs</td>\n",
+       "      <td>7.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Tenki no Ko</td>\n",
+       "      <td>8.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Kimi no Na wa.</td>\n",
+       "      <td>8.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Kimi no Suizou wo Tabetai</td>\n",
+       "      <td>8.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Mononoke Hime</td>\n",
+       "      <td>7.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Sen to Chihiro no Kamikakushi</td>\n",
+       "      <td>7.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Koe no Katachi</td>\n",
+       "      <td>8.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Ao Haru Ride</td>\n",
+       "      <td>5.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Toki wo Kakeru Shoujo</td>\n",
+       "      <td>7.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Another</td>\n",
+       "      <td>7.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Kimetsu no Yaiba</td>\n",
+       "      <td>7.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>Shigatsu wa Kimi no Uso</td>\n",
+       "      <td>8.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>Byousoku 5 Centimeter</td>\n",
+       "      <td>6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>Kokoro ga Sakebitagatterunda.</td>\n",
+       "      <td>7.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>Schick x Evangelion</td>\n",
+       "      <td>5.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                            Title  Rating\n",
+       "0         Boku dake ga Inai Machi    10.0\n",
+       "1               Violet Evergarden     9.5\n",
+       "2                   Goblin Slayer     6.0\n",
+       "3                         Berserk     8.0\n",
+       "4              Shingeki no Kyojin     7.0\n",
+       "5                     Tokyo Ghoul     6.5\n",
+       "6                          Orange     6.0\n",
+       "7                    Death Parade     8.0\n",
+       "8                      Death Note     7.5\n",
+       "9               Bungou Stray Dogs     7.5\n",
+       "10                    Tenki no Ko     8.0\n",
+       "11                 Kimi no Na wa.     8.0\n",
+       "12      Kimi no Suizou wo Tabetai     8.5\n",
+       "13                  Mononoke Hime     7.5\n",
+       "14  Sen to Chihiro no Kamikakushi     7.5\n",
+       "15                 Koe no Katachi     8.5\n",
+       "16                   Ao Haru Ride     5.5\n",
+       "17          Toki wo Kakeru Shoujo     7.0\n",
+       "18                        Another     7.5\n",
+       "19               Kimetsu no Yaiba     7.0\n",
+       "20        Shigatsu wa Kimi no Uso     8.0\n",
+       "21          Byousoku 5 Centimeter     6.0\n",
+       "22  Kokoro ga Sakebitagatterunda.     7.5\n",
+       "23            Schick x Evangelion     5.0"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "anime_df['Name_lower'] = anime_df['Name'].str.lower()\n",
+    "anime_df['English_lower'] = anime_df['English name'].str.lower()\n",
+    "inputAnime['Title_lower'] = inputAnime['Title'].str.lower()\n",
+    "\n",
+    "def find_best_match(Title, anime_df):\n",
+    "    if Title in anime_df['Name_lower'].values:\n",
+    "        return anime_df[anime_df['Name_lower'] == Title]['Name'].values[0]\n",
+    "    elif Title in anime_df['English_lower'].values:\n",
+    "        return anime_df[anime_df['English_lower'] == Title]['Name'].values[0]\n",
+    "    else:\n",
+    "        for idx, row in anime_df.iterrows():\n",
+    "            if Title in row['Name_lower'] or Title in row['English_lower']:\n",
+    "                return row['Name']\n",
+    "    return None\n",
+    "\n",
+    "inputAnime['best_match'] = inputAnime['Title_lower'].apply(find_best_match, anime_df=anime_df)\n",
+    "inputAnime = inputAnime.dropna(subset=['best_match'])\n",
+    "inputAnime['Title'] = inputAnime['best_match']\n",
+    "anime_df.drop(['Name_lower', 'English_lower'], axis=1, inplace=True)\n",
+    "inputAnime.drop(['Title_lower', 'best_match'], axis=1, inplace=True)\n",
+    "\n",
+    "inputAnime"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "4add6237",
+   "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>Title</th>\n",
+       "      <th>Rating</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>164</td>\n",
+       "      <td>Mononoke Hime</td>\n",
+       "      <td>7.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>199</td>\n",
+       "      <td>Sen to Chihiro no Kamikakushi</td>\n",
+       "      <td>7.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1535</td>\n",
+       "      <td>Death Note</td>\n",
+       "      <td>7.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1689</td>\n",
+       "      <td>Byousoku 5 Centimeter</td>\n",
+       "      <td>6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2236</td>\n",
+       "      <td>Toki wo Kakeru Shoujo</td>\n",
+       "      <td>7.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>11111</td>\n",
+       "      <td>Another</td>\n",
+       "      <td>7.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>16498</td>\n",
+       "      <td>Shingeki no Kyojin</td>\n",
+       "      <td>7.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>21995</td>\n",
+       "      <td>Ao Haru Ride</td>\n",
+       "      <td>5.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>22319</td>\n",
+       "      <td>Tokyo Ghoul</td>\n",
+       "      <td>6.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>23273</td>\n",
+       "      <td>Shigatsu wa Kimi no Uso</td>\n",
+       "      <td>8.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>28223</td>\n",
+       "      <td>Death Parade</td>\n",
+       "      <td>8.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>28725</td>\n",
+       "      <td>Kokoro ga Sakebitagatterunda.</td>\n",
+       "      <td>7.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>28851</td>\n",
+       "      <td>Koe no Katachi</td>\n",
+       "      <td>8.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>31043</td>\n",
+       "      <td>Boku dake ga Inai Machi</td>\n",
+       "      <td>10.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>31115</td>\n",
+       "      <td>Schick x Evangelion</td>\n",
+       "      <td>5.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>31478</td>\n",
+       "      <td>Bungou Stray Dogs</td>\n",
+       "      <td>7.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>32281</td>\n",
+       "      <td>Kimi no Na wa.</td>\n",
+       "      <td>8.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>32379</td>\n",
+       "      <td>Berserk</td>\n",
+       "      <td>8.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>32729</td>\n",
+       "      <td>Orange</td>\n",
+       "      <td>6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>33352</td>\n",
+       "      <td>Violet Evergarden</td>\n",
+       "      <td>9.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>36098</td>\n",
+       "      <td>Kimi no Suizou wo Tabetai</td>\n",
+       "      <td>8.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>37349</td>\n",
+       "      <td>Goblin Slayer</td>\n",
+       "      <td>6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>38000</td>\n",
+       "      <td>Kimetsu no Yaiba</td>\n",
+       "      <td>7.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>38826</td>\n",
+       "      <td>Tenki no Ko</td>\n",
+       "      <td>8.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    MAL_ID                          Title  Rating\n",
+       "0      164                  Mononoke Hime     7.5\n",
+       "1      199  Sen to Chihiro no Kamikakushi     7.5\n",
+       "2     1535                     Death Note     7.5\n",
+       "3     1689          Byousoku 5 Centimeter     6.0\n",
+       "4     2236          Toki wo Kakeru Shoujo     7.0\n",
+       "5    11111                        Another     7.5\n",
+       "6    16498             Shingeki no Kyojin     7.0\n",
+       "7    21995                   Ao Haru Ride     5.5\n",
+       "8    22319                    Tokyo Ghoul     6.5\n",
+       "9    23273        Shigatsu wa Kimi no Uso     8.0\n",
+       "10   28223                   Death Parade     8.0\n",
+       "11   28725  Kokoro ga Sakebitagatterunda.     7.5\n",
+       "12   28851                 Koe no Katachi     8.5\n",
+       "13   31043        Boku dake ga Inai Machi    10.0\n",
+       "14   31115            Schick x Evangelion     5.0\n",
+       "15   31478              Bungou Stray Dogs     7.5\n",
+       "16   32281                 Kimi no Na wa.     8.0\n",
+       "17   32379                        Berserk     8.0\n",
+       "18   32729                         Orange     6.0\n",
+       "19   33352              Violet Evergarden     9.5\n",
+       "20   36098      Kimi no Suizou wo Tabetai     8.5\n",
+       "21   37349                  Goblin Slayer     6.0\n",
+       "22   38000               Kimetsu no Yaiba     7.0\n",
+       "23   38826                    Tenki no Ko     8.0"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "inputAnime = inputAnime.merge(anime_df[['MAL_ID', 'Name']], left_on='Title', right_on='Name', how='left')\n",
+    "inputAnime = inputAnime[['MAL_ID', 'Title', 'Rating']]\n",
+    "\n",
+    "inputAnime = inputAnime.sort_values(by='MAL_ID')\n",
+    "inputAnime = inputAnime.reset_index(drop=True)\n",
+    "\n",
+    "inputAnime"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "d1889753",
+   "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>Name</th>\n",
+       "      <th>Score</th>\n",
+       "      <th>Genres</th>\n",
+       "      <th>English name</th>\n",
+       "      <th>Japanese name</th>\n",
+       "      <th>Type</th>\n",
+       "      <th>Episodes</th>\n",
+       "      <th>Aired</th>\n",
+       "      <th>Premiered</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Super Power</th>\n",
+       "      <th>Psychological</th>\n",
+       "      <th>Yuri</th>\n",
+       "      <th>Samurai</th>\n",
+       "      <th>Martial Arts</th>\n",
+       "      <th>Josei</th>\n",
+       "      <th>Shoujo</th>\n",
+       "      <th>Seinen</th>\n",
+       "      <th>Yaoi</th>\n",
+       "      <th>Shounen Ai</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>12056</th>\n",
+       "      <td>164</td>\n",
+       "      <td>Mononoke Hime</td>\n",
+       "      <td>8.72</td>\n",
+       "      <td>[Action,  Adventure,  Fantasy]</td>\n",
+       "      <td>Princess Mononoke</td>\n",
+       "      <td>もののけ姫</td>\n",
+       "      <td>Movie</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Jul 12, 1997</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2741</th>\n",
+       "      <td>199</td>\n",
+       "      <td>Sen to Chihiro no Kamikakushi</td>\n",
+       "      <td>8.83</td>\n",
+       "      <td>[Adventure,  Supernatural,  Drama]</td>\n",
+       "      <td>Spirited Away</td>\n",
+       "      <td>千と千尋の神隠し</td>\n",
+       "      <td>Movie</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Jul 20, 2001</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2052</th>\n",
+       "      <td>1535</td>\n",
+       "      <td>Death Note</td>\n",
+       "      <td>8.63</td>\n",
+       "      <td>[Mystery,  Police,  Psychological,  Supernatur...</td>\n",
+       "      <td>Death Note</td>\n",
+       "      <td>デスノート</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>37</td>\n",
+       "      <td>Oct 4, 2006 to Jun 27, 2007</td>\n",
+       "      <td>Fall 2006</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2140</th>\n",
+       "      <td>1689</td>\n",
+       "      <td>Byousoku 5 Centimeter</td>\n",
+       "      <td>7.73</td>\n",
+       "      <td>[Drama,  Romance,  Slice of Life]</td>\n",
+       "      <td>5 Centimeters Per Second</td>\n",
+       "      <td>秒速５センチメートル</td>\n",
+       "      <td>Movie</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Mar 3, 2007</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17371</th>\n",
+       "      <td>2236</td>\n",
+       "      <td>Toki wo Kakeru Shoujo</td>\n",
+       "      <td>8.2</td>\n",
+       "      <td>[Adventure,  Drama,  Romance,  Sci-Fi]</td>\n",
+       "      <td>The Girl Who Leapt Through Time</td>\n",
+       "      <td>時をかける少女</td>\n",
+       "      <td>Movie</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Jul 15, 2006</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5164</th>\n",
+       "      <td>11111</td>\n",
+       "      <td>Another</td>\n",
+       "      <td>7.55</td>\n",
+       "      <td>[Mystery,  Horror,  Supernatural,  Thriller,  ...</td>\n",
+       "      <td>Another</td>\n",
+       "      <td>アナザー</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>12</td>\n",
+       "      <td>Jan 10, 2012 to Mar 27, 2012</td>\n",
+       "      <td>Winter 2012</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3936</th>\n",
+       "      <td>16498</td>\n",
+       "      <td>Shingeki no Kyojin</td>\n",
+       "      <td>8.48</td>\n",
+       "      <td>[Action,  Military,  Mystery,  Super Power,  D...</td>\n",
+       "      <td>Attack on Titan</td>\n",
+       "      <td>進撃の巨人</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>25</td>\n",
+       "      <td>Apr 7, 2013 to Sep 29, 2013</td>\n",
+       "      <td>Spring 2013</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16704</th>\n",
+       "      <td>21995</td>\n",
+       "      <td>Ao Haru Ride</td>\n",
+       "      <td>7.67</td>\n",
+       "      <td>[Comedy,  Drama,  Romance,  School,  Shoujo,  ...</td>\n",
+       "      <td>Blue Spring Ride</td>\n",
+       "      <td>アオハライド</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>12</td>\n",
+       "      <td>Jul 8, 2014 to Sep 23, 2014</td>\n",
+       "      <td>Summer 2014</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16584</th>\n",
+       "      <td>22319</td>\n",
+       "      <td>Tokyo Ghoul</td>\n",
+       "      <td>7.81</td>\n",
+       "      <td>[Action,  Mystery,  Horror,  Psychological,  S...</td>\n",
+       "      <td>Tokyo Ghoul</td>\n",
+       "      <td>東京喰種-トーキョーグール-</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>12</td>\n",
+       "      <td>Jul 4, 2014 to Sep 19, 2014</td>\n",
+       "      <td>Summer 2014</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4752</th>\n",
+       "      <td>23273</td>\n",
+       "      <td>Shigatsu wa Kimi no Uso</td>\n",
+       "      <td>8.74</td>\n",
+       "      <td>[Drama,  Music,  Romance,  School,  Shounen]</td>\n",
+       "      <td>Your Lie in April</td>\n",
+       "      <td>四月は君の嘘</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>22</td>\n",
+       "      <td>Oct 10, 2014 to Mar 20, 2015</td>\n",
+       "      <td>Fall 2014</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7045</th>\n",
+       "      <td>28223</td>\n",
+       "      <td>Death Parade</td>\n",
+       "      <td>8.2</td>\n",
+       "      <td>[Game,  Mystery,  Psychological,  Drama,  Thri...</td>\n",
+       "      <td>Death Parade</td>\n",
+       "      <td>デス・パレード</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>12</td>\n",
+       "      <td>Jan 10, 2015 to Mar 28, 2015</td>\n",
+       "      <td>Winter 2015</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7640</th>\n",
+       "      <td>28725</td>\n",
+       "      <td>Kokoro ga Sakebitagatterunda.</td>\n",
+       "      <td>7.96</td>\n",
+       "      <td>[Drama,  Romance,  School]</td>\n",
+       "      <td>The Anthem of the Heart</td>\n",
+       "      <td>心が叫びたがってるんだ。</td>\n",
+       "      <td>Movie</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Sep 19, 2015</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11419</th>\n",
+       "      <td>28851</td>\n",
+       "      <td>Koe no Katachi</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>[Drama,  School,  Shounen]</td>\n",
+       "      <td>A Silent Voice</td>\n",
+       "      <td>聲の形</td>\n",
+       "      <td>Movie</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Sep 17, 2016</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4293</th>\n",
+       "      <td>31043</td>\n",
+       "      <td>Boku dake ga Inai Machi</td>\n",
+       "      <td>8.37</td>\n",
+       "      <td>[Mystery,  Psychological,  Supernatural,  Seinen]</td>\n",
+       "      <td>ERASED</td>\n",
+       "      <td>僕だけがいない街</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>12</td>\n",
+       "      <td>Jan 8, 2016 to Mar 25, 2016</td>\n",
+       "      <td>Winter 2016</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>537</th>\n",
+       "      <td>31115</td>\n",
+       "      <td>Schick x Evangelion</td>\n",
+       "      <td>6.06</td>\n",
+       "      <td>[Comedy,  Parody]</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>Schick × エヴァンゲリオン</td>\n",
+       "      <td>Special</td>\n",
+       "      <td>2</td>\n",
+       "      <td>May 11, 2015</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9102</th>\n",
+       "      <td>31478</td>\n",
+       "      <td>Bungou Stray Dogs</td>\n",
+       "      <td>7.79</td>\n",
+       "      <td>[Action,  Comedy,  Mystery,  Seinen,  Super Po...</td>\n",
+       "      <td>Bungo Stray Dogs</td>\n",
+       "      <td>文豪ストレイドッグス</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>12</td>\n",
+       "      <td>Apr 7, 2016 to Jun 23, 2016</td>\n",
+       "      <td>Spring 2016</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13520</th>\n",
+       "      <td>32281</td>\n",
+       "      <td>Kimi no Na wa.</td>\n",
+       "      <td>8.96</td>\n",
+       "      <td>[Romance,  Supernatural,  School,  Drama]</td>\n",
+       "      <td>Your Name.</td>\n",
+       "      <td>君の名は。</td>\n",
+       "      <td>Movie</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Aug 26, 2016</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1844</th>\n",
+       "      <td>32379</td>\n",
+       "      <td>Berserk</td>\n",
+       "      <td>6.39</td>\n",
+       "      <td>[Action,  Adventure,  Demons,  Drama,  Fantasy...</td>\n",
+       "      <td>Berserk</td>\n",
+       "      <td>ベルセルク</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>12</td>\n",
+       "      <td>Jul 1, 2016 to Sep 16, 2016</td>\n",
+       "      <td>Summer 2016</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5178</th>\n",
+       "      <td>32729</td>\n",
+       "      <td>Orange</td>\n",
+       "      <td>7.62</td>\n",
+       "      <td>[Sci-Fi,  Drama,  Romance,  School,  Shoujo]</td>\n",
+       "      <td>Orange</td>\n",
+       "      <td>orange（オレンジ）</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>13</td>\n",
+       "      <td>Jul 4, 2016 to Sep 26, 2016</td>\n",
+       "      <td>Summer 2016</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1933</th>\n",
+       "      <td>33352</td>\n",
+       "      <td>Violet Evergarden</td>\n",
+       "      <td>8.64</td>\n",
+       "      <td>[Slice of Life,  Drama,  Fantasy]</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>TV</td>\n",
+       "      <td>13</td>\n",
+       "      <td>Jan 11, 2018 to Apr 5, 2018</td>\n",
+       "      <td>Winter 2018</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14997</th>\n",
+       "      <td>36098</td>\n",
+       "      <td>Kimi no Suizou wo Tabetai</td>\n",
+       "      <td>8.59</td>\n",
+       "      <td>[Drama]</td>\n",
+       "      <td>I want to eat your pancreas</td>\n",
+       "      <td>君の膵臓をたべたい</td>\n",
+       "      <td>Movie</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Sep 1, 2018</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9444</th>\n",
+       "      <td>37349</td>\n",
+       "      <td>Goblin Slayer</td>\n",
+       "      <td>7.46</td>\n",
+       "      <td>[Action,  Adventure,  Fantasy]</td>\n",
+       "      <td>Goblin Slayer</td>\n",
+       "      <td>ゴブリンスレイヤー</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>12</td>\n",
+       "      <td>Oct 7, 2018 to Dec 30, 2018</td>\n",
+       "      <td>Fall 2018</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12900</th>\n",
+       "      <td>38000</td>\n",
+       "      <td>Kimetsu no Yaiba</td>\n",
+       "      <td>8.62</td>\n",
+       "      <td>[Action,  Demons,  Historical,  Shounen,  Supe...</td>\n",
+       "      <td>Demon Slayer:Kimetsu no Yaiba</td>\n",
+       "      <td>鬼滅の刃</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>26</td>\n",
+       "      <td>Apr 6, 2019 to Sep 28, 2019</td>\n",
+       "      <td>Spring 2019</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17023</th>\n",
+       "      <td>38826</td>\n",
+       "      <td>Tenki no Ko</td>\n",
+       "      <td>8.41</td>\n",
+       "      <td>[Slice of Life,  Drama,  Romance,  Fantasy]</td>\n",
+       "      <td>Weathering With You</td>\n",
+       "      <td>天気の子</td>\n",
+       "      <td>Movie</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Jul 19, 2019</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>24 rows × 109 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       MAL_ID                           Name Score  \\\n",
+       "12056     164                  Mononoke Hime  8.72   \n",
+       "2741      199  Sen to Chihiro no Kamikakushi  8.83   \n",
+       "2052     1535                     Death Note  8.63   \n",
+       "2140     1689          Byousoku 5 Centimeter  7.73   \n",
+       "17371    2236          Toki wo Kakeru Shoujo   8.2   \n",
+       "5164    11111                        Another  7.55   \n",
+       "3936    16498             Shingeki no Kyojin  8.48   \n",
+       "16704   21995                   Ao Haru Ride  7.67   \n",
+       "16584   22319                    Tokyo Ghoul  7.81   \n",
+       "4752    23273        Shigatsu wa Kimi no Uso  8.74   \n",
+       "7045    28223                   Death Parade   8.2   \n",
+       "7640    28725  Kokoro ga Sakebitagatterunda.  7.96   \n",
+       "11419   28851                 Koe no Katachi   9.0   \n",
+       "4293    31043        Boku dake ga Inai Machi  8.37   \n",
+       "537     31115            Schick x Evangelion  6.06   \n",
+       "9102    31478              Bungou Stray Dogs  7.79   \n",
+       "13520   32281                 Kimi no Na wa.  8.96   \n",
+       "1844    32379                        Berserk  6.39   \n",
+       "5178    32729                         Orange  7.62   \n",
+       "1933    33352              Violet Evergarden  8.64   \n",
+       "14997   36098      Kimi no Suizou wo Tabetai  8.59   \n",
+       "9444    37349                  Goblin Slayer  7.46   \n",
+       "12900   38000               Kimetsu no Yaiba  8.62   \n",
+       "17023   38826                    Tenki no Ko  8.41   \n",
+       "\n",
+       "                                                  Genres  \\\n",
+       "12056                     [Action,  Adventure,  Fantasy]   \n",
+       "2741                  [Adventure,  Supernatural,  Drama]   \n",
+       "2052   [Mystery,  Police,  Psychological,  Supernatur...   \n",
+       "2140                   [Drama,  Romance,  Slice of Life]   \n",
+       "17371             [Adventure,  Drama,  Romance,  Sci-Fi]   \n",
+       "5164   [Mystery,  Horror,  Supernatural,  Thriller,  ...   \n",
+       "3936   [Action,  Military,  Mystery,  Super Power,  D...   \n",
+       "16704  [Comedy,  Drama,  Romance,  School,  Shoujo,  ...   \n",
+       "16584  [Action,  Mystery,  Horror,  Psychological,  S...   \n",
+       "4752        [Drama,  Music,  Romance,  School,  Shounen]   \n",
+       "7045   [Game,  Mystery,  Psychological,  Drama,  Thri...   \n",
+       "7640                          [Drama,  Romance,  School]   \n",
+       "11419                         [Drama,  School,  Shounen]   \n",
+       "4293   [Mystery,  Psychological,  Supernatural,  Seinen]   \n",
+       "537                                    [Comedy,  Parody]   \n",
+       "9102   [Action,  Comedy,  Mystery,  Seinen,  Super Po...   \n",
+       "13520          [Romance,  Supernatural,  School,  Drama]   \n",
+       "1844   [Action,  Adventure,  Demons,  Drama,  Fantasy...   \n",
+       "5178        [Sci-Fi,  Drama,  Romance,  School,  Shoujo]   \n",
+       "1933                   [Slice of Life,  Drama,  Fantasy]   \n",
+       "14997                                            [Drama]   \n",
+       "9444                      [Action,  Adventure,  Fantasy]   \n",
+       "12900  [Action,  Demons,  Historical,  Shounen,  Supe...   \n",
+       "17023        [Slice of Life,  Drama,  Romance,  Fantasy]   \n",
+       "\n",
+       "                          English name      Japanese name     Type Episodes  \\\n",
+       "12056                Princess Mononoke              もののけ姫    Movie        1   \n",
+       "2741                     Spirited Away           千と千尋の神隠し    Movie        1   \n",
+       "2052                        Death Note              デスノート       TV       37   \n",
+       "2140          5 Centimeters Per Second         秒速５センチメートル    Movie        3   \n",
+       "17371  The Girl Who Leapt Through Time            時をかける少女    Movie        1   \n",
+       "5164                           Another               アナザー       TV       12   \n",
+       "3936                   Attack on Titan              進撃の巨人       TV       25   \n",
+       "16704                 Blue Spring Ride             アオハライド       TV       12   \n",
+       "16584                      Tokyo Ghoul     東京喰種-トーキョーグール-       TV       12   \n",
+       "4752                 Your Lie in April             四月は君の嘘       TV       22   \n",
+       "7045                      Death Parade            デス・パレード       TV       12   \n",
+       "7640           The Anthem of the Heart       心が叫びたがってるんだ。    Movie        1   \n",
+       "11419                   A Silent Voice                聲の形    Movie        1   \n",
+       "4293                            ERASED           僕だけがいない街       TV       12   \n",
+       "537                            Unknown  Schick × エヴァンゲリオン  Special        2   \n",
+       "9102                  Bungo Stray Dogs         文豪ストレイドッグス       TV       12   \n",
+       "13520                       Your Name.              君の名は。    Movie        1   \n",
+       "1844                           Berserk              ベルセルク       TV       12   \n",
+       "5178                            Orange       orange（オレンジ）       TV       13   \n",
+       "1933                 Violet Evergarden   ヴァイオレット・エヴァーガーデン       TV       13   \n",
+       "14997      I want to eat your pancreas          君の膵臓をたべたい    Movie        1   \n",
+       "9444                     Goblin Slayer          ゴブリンスレイヤー       TV       12   \n",
+       "12900    Demon Slayer:Kimetsu no Yaiba               鬼滅の刃       TV       26   \n",
+       "17023              Weathering With You               天気の子    Movie        1   \n",
+       "\n",
+       "                              Aired    Premiered  ... Super Power  \\\n",
+       "12056                  Jul 12, 1997      Unknown  ...         0.0   \n",
+       "2741                   Jul 20, 2001      Unknown  ...         0.0   \n",
+       "2052    Oct 4, 2006 to Jun 27, 2007    Fall 2006  ...         0.0   \n",
+       "2140                    Mar 3, 2007      Unknown  ...         0.0   \n",
+       "17371                  Jul 15, 2006      Unknown  ...         0.0   \n",
+       "5164   Jan 10, 2012 to Mar 27, 2012  Winter 2012  ...         0.0   \n",
+       "3936    Apr 7, 2013 to Sep 29, 2013  Spring 2013  ...         0.0   \n",
+       "16704   Jul 8, 2014 to Sep 23, 2014  Summer 2014  ...         0.0   \n",
+       "16584   Jul 4, 2014 to Sep 19, 2014  Summer 2014  ...         0.0   \n",
+       "4752   Oct 10, 2014 to Mar 20, 2015    Fall 2014  ...         0.0   \n",
+       "7045   Jan 10, 2015 to Mar 28, 2015  Winter 2015  ...         0.0   \n",
+       "7640                   Sep 19, 2015      Unknown  ...         0.0   \n",
+       "11419                  Sep 17, 2016      Unknown  ...         0.0   \n",
+       "4293    Jan 8, 2016 to Mar 25, 2016  Winter 2016  ...         0.0   \n",
+       "537                    May 11, 2015      Unknown  ...         0.0   \n",
+       "9102    Apr 7, 2016 to Jun 23, 2016  Spring 2016  ...         0.0   \n",
+       "13520                  Aug 26, 2016      Unknown  ...         0.0   \n",
+       "1844    Jul 1, 2016 to Sep 16, 2016  Summer 2016  ...         0.0   \n",
+       "5178    Jul 4, 2016 to Sep 26, 2016  Summer 2016  ...         0.0   \n",
+       "1933    Jan 11, 2018 to Apr 5, 2018  Winter 2018  ...         0.0   \n",
+       "14997                   Sep 1, 2018      Unknown  ...         0.0   \n",
+       "9444    Oct 7, 2018 to Dec 30, 2018    Fall 2018  ...         0.0   \n",
+       "12900   Apr 6, 2019 to Sep 28, 2019  Spring 2019  ...         0.0   \n",
+       "17023                  Jul 19, 2019      Unknown  ...         0.0   \n",
+       "\n",
+       "      Psychological  Yuri Samurai Martial Arts Josei Shoujo  Seinen  Yaoi  \\\n",
+       "12056           0.0   0.0     0.0          0.0   0.0    0.0     0.0   0.0   \n",
+       "2741            0.0   0.0     0.0          0.0   0.0    0.0     0.0   0.0   \n",
+       "2052            0.0   0.0     0.0          0.0   0.0    0.0     0.0   0.0   \n",
+       "2140            0.0   0.0     0.0          0.0   0.0    0.0     0.0   0.0   \n",
+       "17371           0.0   0.0     0.0          0.0   0.0    0.0     0.0   0.0   \n",
+       "5164            0.0   0.0     0.0          0.0   0.0    0.0     0.0   0.0   \n",
+       "3936            0.0   0.0     0.0          0.0   0.0    0.0     0.0   0.0   \n",
+       "16704           0.0   0.0     0.0          0.0   0.0    0.0     0.0   0.0   \n",
+       "16584           0.0   0.0     0.0          0.0   0.0    0.0     0.0   0.0   \n",
+       "4752            0.0   0.0     0.0          0.0   0.0    0.0     0.0   0.0   \n",
+       "7045            0.0   0.0     0.0          0.0   0.0    0.0     0.0   0.0   \n",
+       "7640            0.0   0.0     0.0          0.0   0.0    0.0     0.0   0.0   \n",
+       "11419           0.0   0.0     0.0          0.0   0.0    0.0     0.0   0.0   \n",
+       "4293            0.0   0.0     0.0          0.0   0.0    0.0     0.0   0.0   \n",
+       "537             0.0   0.0     0.0          0.0   0.0    0.0     0.0   0.0   \n",
+       "9102            0.0   0.0     0.0          0.0   0.0    0.0     0.0   0.0   \n",
+       "13520           0.0   0.0     0.0          0.0   0.0    0.0     0.0   0.0   \n",
+       "1844            0.0   0.0     0.0          0.0   0.0    0.0     0.0   0.0   \n",
+       "5178            0.0   0.0     0.0          0.0   0.0    0.0     0.0   0.0   \n",
+       "1933            0.0   0.0     0.0          0.0   0.0    0.0     0.0   0.0   \n",
+       "14997           0.0   0.0     0.0          0.0   0.0    0.0     0.0   0.0   \n",
+       "9444            0.0   0.0     0.0          0.0   0.0    0.0     0.0   0.0   \n",
+       "12900           0.0   0.0     0.0          0.0   0.0    0.0     0.0   0.0   \n",
+       "17023           0.0   0.0     0.0          0.0   0.0    0.0     0.0   0.0   \n",
+       "\n",
+       "       Shounen Ai  \n",
+       "12056         0.0  \n",
+       "2741          0.0  \n",
+       "2052          0.0  \n",
+       "2140          0.0  \n",
+       "17371         0.0  \n",
+       "5164          0.0  \n",
+       "3936          0.0  \n",
+       "16704         0.0  \n",
+       "16584         0.0  \n",
+       "4752          0.0  \n",
+       "7045          0.0  \n",
+       "7640          0.0  \n",
+       "11419         0.0  \n",
+       "4293          0.0  \n",
+       "537           0.0  \n",
+       "9102          0.0  \n",
+       "13520         0.0  \n",
+       "1844          0.0  \n",
+       "5178          0.0  \n",
+       "1933          0.0  \n",
+       "14997         0.0  \n",
+       "9444          0.0  \n",
+       "12900         0.0  \n",
+       "17023         0.0  \n",
+       "\n",
+       "[24 rows x 109 columns]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "userAnimes = animeWithGenres_df[animeWithGenres_df['MAL_ID'].isin(inputAnime['MAL_ID'].tolist())]\n",
+    "userAnimes = userAnimes.sort_values(by='MAL_ID')\n",
+    "userAnimes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "052513c8",
+   "metadata": {},
+   "source": [
+    "### Remove the anime's that the user has seen from the whole list."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "f19ea7da",
+   "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>Name</th>\n",
+       "      <th>Score</th>\n",
+       "      <th>Genres</th>\n",
+       "      <th>English name</th>\n",
+       "      <th>Japanese name</th>\n",
+       "      <th>Type</th>\n",
+       "      <th>Episodes</th>\n",
+       "      <th>Aired</th>\n",
+       "      <th>Premiered</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Super Power</th>\n",
+       "      <th>Psychological</th>\n",
+       "      <th>Yuri</th>\n",
+       "      <th>Samurai</th>\n",
+       "      <th>Martial Arts</th>\n",
+       "      <th>Josei</th>\n",
+       "      <th>Shoujo</th>\n",
+       "      <th>Seinen</th>\n",
+       "      <th>Yaoi</th>\n",
+       "      <th>Shounen Ai</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>40176</td>\n",
+       "      <td>Miru Tights: Cosplay Satsuei Tights</td>\n",
+       "      <td>6.53</td>\n",
+       "      <td>[Ecchi,  School]</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>みるタイツ コスプレ撮影 タイツ</td>\n",
+       "      <td>Special</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Aug 23, 2019</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>13969</td>\n",
+       "      <td>Thermae Romae x Yoyogi Animation Gakuin Collab...</td>\n",
+       "      <td>6.29</td>\n",
+       "      <td>[Comedy,  Historical,  Seinen]</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>テルマエ・ロマエｘ代々木アニメーション学院企業コラボレーション</td>\n",
+       "      <td>Special</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Jul 9, 2012</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>13459</td>\n",
+       "      <td>Ribbon-chan</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>[Comedy]</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>リボンちゃん</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>24</td>\n",
+       "      <td>Apr 4, 2012 to Mar 27, 2013</td>\n",
+       "      <td>Spring 2012</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>15617</td>\n",
+       "      <td>Jinrui wa Suitai Shimashita Specials</td>\n",
+       "      <td>7.23</td>\n",
+       "      <td>[Comedy,  Fantasy,  Seinen]</td>\n",
+       "      <td>Humanity Has Declined Specials</td>\n",
+       "      <td>人類は衰退しました</td>\n",
+       "      <td>Special</td>\n",
+       "      <td>6</td>\n",
+       "      <td>Sep 19, 2012 to Feb 20, 2013</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>19157</td>\n",
+       "      <td>Youkai Watch</td>\n",
+       "      <td>6.54</td>\n",
+       "      <td>[Comedy,  Demons,  Kids,  Supernatural]</td>\n",
+       "      <td>Yo-kai Watch</td>\n",
+       "      <td>妖怪ウォッチ</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>214</td>\n",
+       "      <td>Jan 8, 2014 to Mar 30, 2018</td>\n",
+       "      <td>Winter 2014</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</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>17557</th>\n",
+       "      <td>32238</td>\n",
+       "      <td>Watashi wa, Kairaku Izonshou</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>[Hentai]</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>私は、快楽依存症</td>\n",
+       "      <td>OVA</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Feb 26, 2016 to May 20, 2016</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17558</th>\n",
+       "      <td>33552</td>\n",
+       "      <td>Mameshiba Bangai-hen</td>\n",
+       "      <td>5.75</td>\n",
+       "      <td>[Music,  Comedy]</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>豆しば番外編</td>\n",
+       "      <td>Special</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2008 to Jun 20, 2019</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17559</th>\n",
+       "      <td>8476</td>\n",
+       "      <td>Otome Youkai Zakuro</td>\n",
+       "      <td>7.47</td>\n",
+       "      <td>[Demons,  Historical,  Military,  Romance,  Se...</td>\n",
+       "      <td>Zakuro</td>\n",
+       "      <td>おとめ妖怪 ざくろ</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>13</td>\n",
+       "      <td>Oct 5, 2010 to Dec 28, 2010</td>\n",
+       "      <td>Fall 2010</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17560</th>\n",
+       "      <td>953</td>\n",
+       "      <td>Jyu Oh Sei</td>\n",
+       "      <td>7.26</td>\n",
+       "      <td>[Action,  Sci-Fi,  Adventure,  Mystery,  Drama...</td>\n",
+       "      <td>Jyu-Oh-Sei:Planet of the Beast King</td>\n",
+       "      <td>獣王星</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>11</td>\n",
+       "      <td>Apr 14, 2006 to Jun 23, 2006</td>\n",
+       "      <td>Spring 2006</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17561</th>\n",
+       "      <td>39769</td>\n",
+       "      <td>Kimi ni Sekai</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>[Sci-Fi,  Music,  Fantasy]</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>君に世界</td>\n",
+       "      <td>Music</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Apr 20, 2019</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>17538 rows × 109 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       MAL_ID                                               Name    Score  \\\n",
+       "0       40176                Miru Tights: Cosplay Satsuei Tights     6.53   \n",
+       "1       13969  Thermae Romae x Yoyogi Animation Gakuin Collab...     6.29   \n",
+       "2       13459                                        Ribbon-chan  Unknown   \n",
+       "3       15617               Jinrui wa Suitai Shimashita Specials     7.23   \n",
+       "4       19157                                       Youkai Watch     6.54   \n",
+       "...       ...                                                ...      ...   \n",
+       "17557   32238                       Watashi wa, Kairaku Izonshou      6.2   \n",
+       "17558   33552                               Mameshiba Bangai-hen     5.75   \n",
+       "17559    8476                                Otome Youkai Zakuro     7.47   \n",
+       "17560     953                                         Jyu Oh Sei     7.26   \n",
+       "17561   39769                                      Kimi ni Sekai      6.7   \n",
+       "\n",
+       "                                                  Genres  \\\n",
+       "0                                       [Ecchi,  School]   \n",
+       "1                         [Comedy,  Historical,  Seinen]   \n",
+       "2                                               [Comedy]   \n",
+       "3                            [Comedy,  Fantasy,  Seinen]   \n",
+       "4                [Comedy,  Demons,  Kids,  Supernatural]   \n",
+       "...                                                  ...   \n",
+       "17557                                           [Hentai]   \n",
+       "17558                                   [Music,  Comedy]   \n",
+       "17559  [Demons,  Historical,  Military,  Romance,  Se...   \n",
+       "17560  [Action,  Sci-Fi,  Adventure,  Mystery,  Drama...   \n",
+       "17561                         [Sci-Fi,  Music,  Fantasy]   \n",
+       "\n",
+       "                              English name                    Japanese name  \\\n",
+       "0                                  Unknown                 みるタイツ コスプレ撮影 タイツ   \n",
+       "1                                  Unknown  テルマエ・ロマエｘ代々木アニメーション学院企業コラボレーション   \n",
+       "2                                  Unknown                           リボンちゃん   \n",
+       "3           Humanity Has Declined Specials                        人類は衰退しました   \n",
+       "4                             Yo-kai Watch                           妖怪ウォッチ   \n",
+       "...                                    ...                              ...   \n",
+       "17557                              Unknown                         私は、快楽依存症   \n",
+       "17558                              Unknown                           豆しば番外編   \n",
+       "17559                               Zakuro                        おとめ妖怪 ざくろ   \n",
+       "17560  Jyu-Oh-Sei:Planet of the Beast King                              獣王星   \n",
+       "17561                              Unknown                             君に世界   \n",
+       "\n",
+       "          Type Episodes                         Aired    Premiered  ...  \\\n",
+       "0      Special        1                  Aug 23, 2019      Unknown  ...   \n",
+       "1      Special        1                   Jul 9, 2012      Unknown  ...   \n",
+       "2           TV       24   Apr 4, 2012 to Mar 27, 2013  Spring 2012  ...   \n",
+       "3      Special        6  Sep 19, 2012 to Feb 20, 2013      Unknown  ...   \n",
+       "4           TV      214   Jan 8, 2014 to Mar 30, 2018  Winter 2014  ...   \n",
+       "...        ...      ...                           ...          ...  ...   \n",
+       "17557      OVA        2  Feb 26, 2016 to May 20, 2016      Unknown  ...   \n",
+       "17558  Special        5          2008 to Jun 20, 2019      Unknown  ...   \n",
+       "17559       TV       13   Oct 5, 2010 to Dec 28, 2010    Fall 2010  ...   \n",
+       "17560       TV       11  Apr 14, 2006 to Jun 23, 2006  Spring 2006  ...   \n",
+       "17561    Music        1                  Apr 20, 2019      Unknown  ...   \n",
+       "\n",
+       "      Super Power Psychological  Yuri Samurai Martial Arts Josei Shoujo  \\\n",
+       "0             0.0           0.0   0.0     0.0          0.0   0.0    0.0   \n",
+       "1             0.0           0.0   0.0     0.0          0.0   0.0    0.0   \n",
+       "2             0.0           0.0   0.0     0.0          0.0   0.0    0.0   \n",
+       "3             0.0           0.0   0.0     0.0          0.0   0.0    0.0   \n",
+       "4             0.0           0.0   0.0     0.0          0.0   0.0    0.0   \n",
+       "...           ...           ...   ...     ...          ...   ...    ...   \n",
+       "17557         0.0           0.0   0.0     0.0          0.0   0.0    0.0   \n",
+       "17558         0.0           0.0   0.0     0.0          0.0   0.0    0.0   \n",
+       "17559         0.0           0.0   0.0     0.0          0.0   0.0    0.0   \n",
+       "17560         0.0           0.0   0.0     0.0          0.0   0.0    0.0   \n",
+       "17561         0.0           0.0   0.0     0.0          0.0   0.0    0.0   \n",
+       "\n",
+       "       Seinen  Yaoi  Shounen Ai  \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",
+       "17557     0.0   0.0         0.0  \n",
+       "17558     0.0   0.0         0.0  \n",
+       "17559     0.0   0.0         0.0  \n",
+       "17560     0.0   0.0         0.0  \n",
+       "17561     0.0   0.0         0.0  \n",
+       "\n",
+       "[17538 rows x 109 columns]"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "animeWithGenres_df = animeWithGenres_df[~animeWithGenres_df.isin(userAnimes).all(axis=1)]\n",
+    "animeWithGenres_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "c3b473d0",
+   "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",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Ecchi</th>\n",
+       "      <th>School</th>\n",
+       "      <th>Comedy</th>\n",
+       "      <th>Historical</th>\n",
+       "      <th>Seinen</th>\n",
+       "      <th>Fantasy</th>\n",
+       "      <th>Demons</th>\n",
+       "      <th>Kids</th>\n",
+       "      <th>Supernatural</th>\n",
+       "      <th>Slice of Life</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Super Power</th>\n",
+       "      <th>Psychological</th>\n",
+       "      <th>Yuri</th>\n",
+       "      <th>Samurai</th>\n",
+       "      <th>Martial Arts</th>\n",
+       "      <th>Josei</th>\n",
+       "      <th>Shoujo</th>\n",
+       "      <th>Seinen</th>\n",
+       "      <th>Yaoi</th>\n",
+       "      <th>Shounen Ai</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
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+       "      <th>1</th>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>...</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>24 rows × 84 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Ecchi   School  Comedy   Historical   Seinen   Fantasy   Demons   Kids  \\\n",
+       "0     0.0      0.0     0.0          0.0      0.0       1.0      0.0    0.0   \n",
+       "1     0.0      0.0     0.0          0.0      0.0       0.0      0.0    0.0   \n",
+       "2     0.0      0.0     0.0          0.0      0.0       0.0      0.0    0.0   \n",
+       "3     0.0      0.0     0.0          0.0      0.0       0.0      0.0    0.0   \n",
+       "4     0.0      0.0     0.0          0.0      0.0       0.0      0.0    0.0   \n",
+       "5     0.0      1.0     0.0          0.0      0.0       0.0      0.0    0.0   \n",
+       "6     0.0      0.0     0.0          0.0      0.0       1.0      0.0    0.0   \n",
+       "7     0.0      1.0     1.0          0.0      0.0       0.0      0.0    0.0   \n",
+       "8     0.0      0.0     0.0          0.0      1.0       0.0      0.0    0.0   \n",
+       "9     0.0      1.0     0.0          0.0      0.0       0.0      0.0    0.0   \n",
+       "10    0.0      0.0     0.0          0.0      0.0       0.0      0.0    0.0   \n",
+       "11    0.0      1.0     0.0          0.0      0.0       0.0      0.0    0.0   \n",
+       "12    0.0      1.0     0.0          0.0      0.0       0.0      0.0    0.0   \n",
+       "13    0.0      0.0     0.0          0.0      1.0       0.0      0.0    0.0   \n",
+       "14    0.0      0.0     1.0          0.0      0.0       0.0      0.0    0.0   \n",
+       "15    0.0      0.0     0.0          0.0      1.0       0.0      0.0    0.0   \n",
+       "16    0.0      1.0     0.0          0.0      0.0       0.0      0.0    0.0   \n",
+       "17    0.0      0.0     0.0          0.0      1.0       1.0      1.0    0.0   \n",
+       "18    0.0      1.0     0.0          0.0      0.0       0.0      0.0    0.0   \n",
+       "19    0.0      0.0     0.0          0.0      0.0       1.0      0.0    0.0   \n",
+       "20    0.0      0.0     0.0          0.0      0.0       0.0      0.0    0.0   \n",
+       "21    0.0      0.0     0.0          0.0      0.0       1.0      0.0    0.0   \n",
+       "22    0.0      0.0     0.0          1.0      0.0       0.0      1.0    0.0   \n",
+       "23    0.0      0.0     0.0          0.0      0.0       1.0      0.0    0.0   \n",
+       "\n",
+       "     Supernatural  Slice of Life  ...  Super Power  Psychological   Yuri  \\\n",
+       "0             0.0            0.0  ...          0.0            0.0    0.0   \n",
+       "1             1.0            0.0  ...          0.0            0.0    0.0   \n",
+       "2             1.0            0.0  ...          0.0            0.0    0.0   \n",
+       "3             0.0            0.0  ...          0.0            0.0    0.0   \n",
+       "4             0.0            0.0  ...          0.0            0.0    0.0   \n",
+       "5             1.0            0.0  ...          0.0            0.0    0.0   \n",
+       "6             0.0            0.0  ...          0.0            0.0    0.0   \n",
+       "7             0.0            0.0  ...          0.0            0.0    0.0   \n",
+       "8             1.0            0.0  ...          0.0            0.0    0.0   \n",
+       "9             0.0            0.0  ...          0.0            0.0    0.0   \n",
+       "10            0.0            0.0  ...          0.0            0.0    0.0   \n",
+       "11            0.0            0.0  ...          0.0            0.0    0.0   \n",
+       "12            0.0            0.0  ...          0.0            0.0    0.0   \n",
+       "13            1.0            0.0  ...          0.0            0.0    0.0   \n",
+       "14            0.0            0.0  ...          0.0            0.0    0.0   \n",
+       "15            1.0            0.0  ...          0.0            0.0    0.0   \n",
+       "16            1.0            0.0  ...          0.0            0.0    0.0   \n",
+       "17            1.0            0.0  ...          0.0            0.0    0.0   \n",
+       "18            0.0            0.0  ...          0.0            0.0    0.0   \n",
+       "19            0.0            1.0  ...          0.0            0.0    0.0   \n",
+       "20            0.0            0.0  ...          0.0            0.0    0.0   \n",
+       "21            0.0            0.0  ...          0.0            0.0    0.0   \n",
+       "22            1.0            0.0  ...          0.0            0.0    0.0   \n",
+       "23            0.0            1.0  ...          0.0            0.0    0.0   \n",
+       "\n",
+       "    Samurai  Martial Arts  Josei  Shoujo  Seinen  Yaoi  Shounen Ai  \n",
+       "0       0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "1       0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "2       0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "3       0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "4       0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "5       0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "6       0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "7       0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "8       0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "9       0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "10      0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "11      0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "12      0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "13      0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "14      0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "15      0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "16      0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "17      0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "18      0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "19      0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "20      0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "21      0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "22      0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "23      0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "\n",
+       "[24 rows x 84 columns]"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "userAnimes = userAnimes.reset_index(drop=True)\n",
+    "\n",
+    "userGenreTable = userAnimes.iloc[:, 25:]\n",
+    "userGenreTable"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "e87cf59f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0      7.5\n",
+       "1      7.5\n",
+       "2      7.5\n",
+       "3      6.0\n",
+       "4      7.0\n",
+       "5      7.5\n",
+       "6      7.0\n",
+       "7      5.5\n",
+       "8      6.5\n",
+       "9      8.0\n",
+       "10     8.0\n",
+       "11     7.5\n",
+       "12     8.5\n",
+       "13    10.0\n",
+       "14     5.0\n",
+       "15     7.5\n",
+       "16     8.0\n",
+       "17     8.0\n",
+       "18     6.0\n",
+       "19     9.5\n",
+       "20     8.5\n",
+       "21     6.0\n",
+       "22     7.0\n",
+       "23     8.0\n",
+       "Name: Rating, dtype: float64"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "inputAnime.Rating"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "68b12d58",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Ecchi           0.0\n",
+       " School        51.0\n",
+       "Comedy         10.5\n",
+       " Historical     7.0\n",
+       " Seinen        32.0\n",
+       "               ... \n",
+       "Josei           0.0\n",
+       "Shoujo          0.0\n",
+       "Seinen          0.0\n",
+       "Yaoi            0.0\n",
+       "Shounen Ai      0.0\n",
+       "Length: 84, dtype: float64"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "userProfile = userGenreTable.transpose().dot(inputAnime['Rating'])\n",
+    "userProfile"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "16c0f28a",
+   "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>Ecchi</th>\n",
+       "      <th>School</th>\n",
+       "      <th>Comedy</th>\n",
+       "      <th>Historical</th>\n",
+       "      <th>Seinen</th>\n",
+       "      <th>Fantasy</th>\n",
+       "      <th>Demons</th>\n",
+       "      <th>Kids</th>\n",
+       "      <th>Supernatural</th>\n",
+       "      <th>Slice of Life</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Super Power</th>\n",
+       "      <th>Psychological</th>\n",
+       "      <th>Yuri</th>\n",
+       "      <th>Samurai</th>\n",
+       "      <th>Martial Arts</th>\n",
+       "      <th>Josei</th>\n",
+       "      <th>Shoujo</th>\n",
+       "      <th>Seinen</th>\n",
+       "      <th>Yaoi</th>\n",
+       "      <th>Shounen Ai</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MAL_ID</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>40176</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13969</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13459</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15617</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19157</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 84 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Ecchi   School  Comedy   Historical   Seinen   Fantasy   Demons  \\\n",
+       "MAL_ID                                                                    \n",
+       "40176     1.0      1.0     0.0          0.0      0.0       0.0      0.0   \n",
+       "13969     0.0      0.0     1.0          1.0      1.0       0.0      0.0   \n",
+       "13459     0.0      0.0     1.0          0.0      0.0       0.0      0.0   \n",
+       "15617     0.0      0.0     1.0          0.0      1.0       1.0      0.0   \n",
+       "19157     0.0      0.0     1.0          0.0      0.0       0.0      1.0   \n",
+       "\n",
+       "         Kids   Supernatural  Slice of Life  ...  Super Power  Psychological  \\\n",
+       "MAL_ID                                       ...                               \n",
+       "40176     0.0            0.0            0.0  ...          0.0            0.0   \n",
+       "13969     0.0            0.0            0.0  ...          0.0            0.0   \n",
+       "13459     0.0            0.0            0.0  ...          0.0            0.0   \n",
+       "15617     0.0            0.0            0.0  ...          0.0            0.0   \n",
+       "19157     1.0            1.0            0.0  ...          0.0            0.0   \n",
+       "\n",
+       "         Yuri  Samurai  Martial Arts  Josei  Shoujo  Seinen  Yaoi  Shounen Ai  \n",
+       "MAL_ID                                                                         \n",
+       "40176     0.0      0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "13969     0.0      0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "13459     0.0      0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "15617     0.0      0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "19157     0.0      0.0           0.0    0.0     0.0     0.0   0.0         0.0  \n",
+       "\n",
+       "[5 rows x 84 columns]"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "genreTable = animeWithGenres_df.set_index(animeWithGenres_df['MAL_ID'])\n",
+    "genreTable = genreTable.iloc[:, 25:]\n",
+    "genreTable.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "7f29b595",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(17538, 84)"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "genreTable.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "3c1f716d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "MAL_ID\n",
+       "40176    0.064721\n",
+       "13969    0.062817\n",
+       "13459    0.013325\n",
+       "15617    0.112310\n",
+       "19157    0.120558\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "recommendationTable_df = ((genreTable*userProfile).sum(axis=1))/(userProfile.sum())\n",
+    "recommendationTable_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "a042aaa0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "MAL_ID\n",
+       "35009    0.517132\n",
+       "33       0.517132\n",
+       "449      0.496193\n",
+       "450      0.496193\n",
+       "451      0.496193\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "recommendationTable_df = recommendationTable_df.sort_values(ascending=False)\n",
+    "recommendationTable_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "1ed6d547",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
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+       "</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>Name</th>\n",
+       "      <th>Score</th>\n",
+       "      <th>Genres</th>\n",
+       "      <th>English name</th>\n",
+       "      <th>Japanese name</th>\n",
+       "      <th>Type</th>\n",
+       "      <th>Episodes</th>\n",
+       "      <th>Aired</th>\n",
+       "      <th>Premiered</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Score-10</th>\n",
+       "      <th>Score-9</th>\n",
+       "      <th>Score-8</th>\n",
+       "      <th>Score-7</th>\n",
+       "      <th>Score-6</th>\n",
+       "      <th>Score-5</th>\n",
+       "      <th>Score-4</th>\n",
+       "      <th>Score-3</th>\n",
+       "      <th>Score-2</th>\n",
+       "      <th>Score-1</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>35009</td>\n",
+       "      <td>Berserk Recap</td>\n",
+       "      <td>6.02</td>\n",
+       "      <td>[Action,  Adventure,  Demons,  Drama,  Fantasy...</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>ベルセルク 第1期ダイジェスト映像</td>\n",
+       "      <td>Special</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Mar 3, 2017</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>373.0</td>\n",
+       "      <td>212.0</td>\n",
+       "      <td>433.0</td>\n",
+       "      <td>797.0</td>\n",
+       "      <td>1019.0</td>\n",
+       "      <td>663.0</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>183.0</td>\n",
+       "      <td>140.0</td>\n",
+       "      <td>231.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>33</td>\n",
+       "      <td>Kenpuu Denki Berserk</td>\n",
+       "      <td>8.49</td>\n",
+       "      <td>[Action,  Adventure,  Demons,  Drama,  Fantasy...</td>\n",
+       "      <td>Berserk</td>\n",
+       "      <td>剣風伝奇ベルセルク</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>25</td>\n",
+       "      <td>Oct 8, 1997 to Apr 1, 1998</td>\n",
+       "      <td>Fall 1997</td>\n",
+       "      <td>...</td>\n",
+       "      <td>58627.0</td>\n",
+       "      <td>65906.0</td>\n",
+       "      <td>60815.0</td>\n",
+       "      <td>29055.0</td>\n",
+       "      <td>9477.0</td>\n",
+       "      <td>3899.0</td>\n",
+       "      <td>1748.0</td>\n",
+       "      <td>671.0</td>\n",
+       "      <td>456.0</td>\n",
+       "      <td>842.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>449</td>\n",
+       "      <td>InuYasha Movie 4: Guren no Houraijima</td>\n",
+       "      <td>7.54</td>\n",
+       "      <td>[Action,  Adventure,  Comedy,  Historical,  De...</td>\n",
+       "      <td>InuYasha the Movie 4:Fire on the Mystic Island</td>\n",
+       "      <td>犬夜叉 紅蓮の蓬莱島</td>\n",
+       "      <td>Movie</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Dec 23, 2004</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5230.0</td>\n",
+       "      <td>6127.0</td>\n",
+       "      <td>9865.0</td>\n",
+       "      <td>11837.0</td>\n",
+       "      <td>5135.0</td>\n",
+       "      <td>2190.0</td>\n",
+       "      <td>671.0</td>\n",
+       "      <td>225.0</td>\n",
+       "      <td>92.0</td>\n",
+       "      <td>73.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>450</td>\n",
+       "      <td>InuYasha Movie 2: Kagami no Naka no Mugenjo</td>\n",
+       "      <td>7.66</td>\n",
+       "      <td>[Action,  Adventure,  Comedy,  Historical,  De...</td>\n",
+       "      <td>InuYasha the Movie 2:The Castle Beyond the Loo...</td>\n",
+       "      <td>犬夜叉 鏡の中の夢幻城</td>\n",
+       "      <td>Movie</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Dec 21, 2002</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6722.0</td>\n",
+       "      <td>7566.0</td>\n",
+       "      <td>11990.0</td>\n",
+       "      <td>12862.0</td>\n",
+       "      <td>5409.0</td>\n",
+       "      <td>2184.0</td>\n",
+       "      <td>607.0</td>\n",
+       "      <td>206.0</td>\n",
+       "      <td>96.0</td>\n",
+       "      <td>71.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>451</td>\n",
+       "      <td>InuYasha Movie 3: Tenka Hadou no Ken</td>\n",
+       "      <td>7.8</td>\n",
+       "      <td>[Action,  Adventure,  Comedy,  Historical,  De...</td>\n",
+       "      <td>InuYasha the Movie 3:Swords of an Honorable Ruler</td>\n",
+       "      <td>犬夜叉 天下覇道の剣</td>\n",
+       "      <td>Movie</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Dec 20, 2003</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6718.0</td>\n",
+       "      <td>7647.0</td>\n",
+       "      <td>11985.0</td>\n",
+       "      <td>11322.0</td>\n",
+       "      <td>4397.0</td>\n",
+       "      <td>1687.0</td>\n",
+       "      <td>395.0</td>\n",
+       "      <td>160.0</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>66.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>452</td>\n",
+       "      <td>InuYasha Movie 1: Toki wo Koeru Omoi</td>\n",
+       "      <td>7.56</td>\n",
+       "      <td>[Action,  Adventure,  Comedy,  Historical,  De...</td>\n",
+       "      <td>InuYasha the Movie:Affections Touching Across ...</td>\n",
+       "      <td>犬夜叉 時代を越える想い</td>\n",
+       "      <td>Movie</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Dec 22, 2001</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6033.0</td>\n",
+       "      <td>6802.0</td>\n",
+       "      <td>11048.0</td>\n",
+       "      <td>13002.0</td>\n",
+       "      <td>5767.0</td>\n",
+       "      <td>2369.0</td>\n",
+       "      <td>620.0</td>\n",
+       "      <td>255.0</td>\n",
+       "      <td>104.0</td>\n",
+       "      <td>93.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>969</td>\n",
+       "      <td>Tsubasa Chronicle 2nd Season</td>\n",
+       "      <td>7.6</td>\n",
+       "      <td>[Action,  Adventure,  Fantasy,  Romance,  Supe...</td>\n",
+       "      <td>Tsubasa RESERVoir CHRoNiCLE Season Two</td>\n",
+       "      <td>ツバサ・クロニクル 第2シリーズ</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>26</td>\n",
+       "      <td>Apr 29, 2006 to Nov 4, 2006</td>\n",
+       "      <td>Spring 2006</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6346.0</td>\n",
+       "      <td>8909.0</td>\n",
+       "      <td>14525.0</td>\n",
+       "      <td>13920.0</td>\n",
+       "      <td>6024.0</td>\n",
+       "      <td>2757.0</td>\n",
+       "      <td>1101.0</td>\n",
+       "      <td>401.0</td>\n",
+       "      <td>215.0</td>\n",
+       "      <td>139.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>4938</td>\n",
+       "      <td>Tsubasa: Shunraiki</td>\n",
+       "      <td>8.13</td>\n",
+       "      <td>[Action,  Adventure,  Mystery,  Supernatural, ...</td>\n",
+       "      <td>Tsubasa RESERVoir CHRoNiCLE:Spring Thunder Chr...</td>\n",
+       "      <td>ツバサ 春雷記</td>\n",
+       "      <td>OVA</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Mar 17, 2009 to May 15, 2009</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4738.0</td>\n",
+       "      <td>6561.0</td>\n",
+       "      <td>8069.0</td>\n",
+       "      <td>5065.0</td>\n",
+       "      <td>1749.0</td>\n",
+       "      <td>691.0</td>\n",
+       "      <td>186.0</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>62.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>34055</td>\n",
+       "      <td>Berserk 2nd Season</td>\n",
+       "      <td>6.69</td>\n",
+       "      <td>[Action,  Adventure,  Demons,  Drama,  Fantasy...</td>\n",
+       "      <td>Berserk:Season II</td>\n",
+       "      <td>ベルセルク</td>\n",
+       "      <td>TV</td>\n",
+       "      <td>12</td>\n",
+       "      <td>Apr 7, 2017 to Jun 23, 2017</td>\n",
+       "      <td>Spring 2017</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5577.0</td>\n",
+       "      <td>6876.0</td>\n",
+       "      <td>12904.0</td>\n",
+       "      <td>15677.0</td>\n",
+       "      <td>9697.0</td>\n",
+       "      <td>5290.0</td>\n",
+       "      <td>4305.0</td>\n",
+       "      <td>2697.0</td>\n",
+       "      <td>2122.0</td>\n",
+       "      <td>2798.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2983</td>\n",
+       "      <td>Digital Devil Story: Megami Tensei</td>\n",
+       "      <td>5.21</td>\n",
+       "      <td>[Adventure,  Mystery,  Horror,  Demons,  Psych...</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>デジタル・デビル物語〈ストーリ〉 女神転生</td>\n",
+       "      <td>OVA</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Mar 25, 1987</td>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>...</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>170.0</td>\n",
+       "      <td>378.0</td>\n",
+       "      <td>609.0</td>\n",
+       "      <td>634.0</td>\n",
+       "      <td>452.0</td>\n",
+       "      <td>271.0</td>\n",
+       "      <td>165.0</td>\n",
+       "      <td>83.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>10 rows × 35 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   MAL_ID                                         Name Score  \\\n",
+       "0   35009                                Berserk Recap  6.02   \n",
+       "1      33                         Kenpuu Denki Berserk  8.49   \n",
+       "2     449        InuYasha Movie 4: Guren no Houraijima  7.54   \n",
+       "3     450  InuYasha Movie 2: Kagami no Naka no Mugenjo  7.66   \n",
+       "4     451         InuYasha Movie 3: Tenka Hadou no Ken   7.8   \n",
+       "5     452         InuYasha Movie 1: Toki wo Koeru Omoi  7.56   \n",
+       "6     969                 Tsubasa Chronicle 2nd Season   7.6   \n",
+       "7    4938                           Tsubasa: Shunraiki  8.13   \n",
+       "8   34055                           Berserk 2nd Season  6.69   \n",
+       "9    2983           Digital Devil Story: Megami Tensei  5.21   \n",
+       "\n",
+       "                                              Genres  \\\n",
+       "0  [Action,  Adventure,  Demons,  Drama,  Fantasy...   \n",
+       "1  [Action,  Adventure,  Demons,  Drama,  Fantasy...   \n",
+       "2  [Action,  Adventure,  Comedy,  Historical,  De...   \n",
+       "3  [Action,  Adventure,  Comedy,  Historical,  De...   \n",
+       "4  [Action,  Adventure,  Comedy,  Historical,  De...   \n",
+       "5  [Action,  Adventure,  Comedy,  Historical,  De...   \n",
+       "6  [Action,  Adventure,  Fantasy,  Romance,  Supe...   \n",
+       "7  [Action,  Adventure,  Mystery,  Supernatural, ...   \n",
+       "8  [Action,  Adventure,  Demons,  Drama,  Fantasy...   \n",
+       "9  [Adventure,  Mystery,  Horror,  Demons,  Psych...   \n",
+       "\n",
+       "                                        English name          Japanese name  \\\n",
+       "0                                            Unknown      ベルセルク 第1期ダイジェスト映像   \n",
+       "1                                            Berserk              剣風伝奇ベルセルク   \n",
+       "2     InuYasha the Movie 4:Fire on the Mystic Island             犬夜叉 紅蓮の蓬莱島   \n",
+       "3  InuYasha the Movie 2:The Castle Beyond the Loo...            犬夜叉 鏡の中の夢幻城   \n",
+       "4  InuYasha the Movie 3:Swords of an Honorable Ruler             犬夜叉 天下覇道の剣   \n",
+       "5  InuYasha the Movie:Affections Touching Across ...           犬夜叉 時代を越える想い   \n",
+       "6             Tsubasa RESERVoir CHRoNiCLE Season Two       ツバサ・クロニクル 第2シリーズ   \n",
+       "7  Tsubasa RESERVoir CHRoNiCLE:Spring Thunder Chr...                ツバサ 春雷記   \n",
+       "8                                  Berserk:Season II                  ベルセルク   \n",
+       "9                                            Unknown  デジタル・デビル物語〈ストーリ〉 女神転生   \n",
+       "\n",
+       "      Type Episodes                         Aired    Premiered  ... Score-10  \\\n",
+       "0  Special        1                   Mar 3, 2017      Unknown  ...    373.0   \n",
+       "1       TV       25    Oct 8, 1997 to Apr 1, 1998    Fall 1997  ...  58627.0   \n",
+       "2    Movie        1                  Dec 23, 2004      Unknown  ...   5230.0   \n",
+       "3    Movie        1                  Dec 21, 2002      Unknown  ...   6722.0   \n",
+       "4    Movie        1                  Dec 20, 2003      Unknown  ...   6718.0   \n",
+       "5    Movie        1                  Dec 22, 2001      Unknown  ...   6033.0   \n",
+       "6       TV       26   Apr 29, 2006 to Nov 4, 2006  Spring 2006  ...   6346.0   \n",
+       "7      OVA        2  Mar 17, 2009 to May 15, 2009      Unknown  ...   4738.0   \n",
+       "8       TV       12   Apr 7, 2017 to Jun 23, 2017  Spring 2017  ...   5577.0   \n",
+       "9      OVA        1                  Mar 25, 1987      Unknown  ...     60.0   \n",
+       "\n",
+       "   Score-9  Score-8  Score-7 Score-6 Score-5 Score-4  Score-3  Score-2  \\\n",
+       "0    212.0    433.0    797.0  1019.0   663.0   293.0    183.0    140.0   \n",
+       "1  65906.0  60815.0  29055.0  9477.0  3899.0  1748.0    671.0    456.0   \n",
+       "2   6127.0   9865.0  11837.0  5135.0  2190.0   671.0    225.0     92.0   \n",
+       "3   7566.0  11990.0  12862.0  5409.0  2184.0   607.0    206.0     96.0   \n",
+       "4   7647.0  11985.0  11322.0  4397.0  1687.0   395.0    160.0     60.0   \n",
+       "5   6802.0  11048.0  13002.0  5767.0  2369.0   620.0    255.0    104.0   \n",
+       "6   8909.0  14525.0  13920.0  6024.0  2757.0  1101.0    401.0    215.0   \n",
+       "7   6561.0   8069.0   5065.0  1749.0   691.0   186.0     74.0     32.0   \n",
+       "8   6876.0  12904.0  15677.0  9697.0  5290.0  4305.0   2697.0   2122.0   \n",
+       "9     62.0    170.0    378.0   609.0   634.0   452.0    271.0    165.0   \n",
+       "\n",
+       "   Score-1  \n",
+       "0    231.0  \n",
+       "1    842.0  \n",
+       "2     73.0  \n",
+       "3     71.0  \n",
+       "4     66.0  \n",
+       "5     93.0  \n",
+       "6    139.0  \n",
+       "7     62.0  \n",
+       "8   2798.0  \n",
+       "9     83.0  \n",
+       "\n",
+       "[10 rows x 35 columns]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "top_mal_ids = recommendationTable_df.head(10).keys()\n",
+    "anime_df.set_index('MAL_ID').loc[top_mal_ids].reset_index()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "venv",
+   "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": "3.11.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
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