Anime_data_analysis.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e2ec97f4-43b7-4c76-9714-de3e98b3a411",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4ebb2479-ea48-412f-bea1-12974ab69ba8",
   "metadata": {},
   "outputs": [],
   "source": [
    "data=pd.read_csv('animelist22.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0a2967ef-b5f8-419a-acba-75005edd4638",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 14478 entries, 0 to 14477\n",
      "Data columns (total 31 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   anime_id        14478 non-null  int64  \n",
      " 1   title           14478 non-null  object \n",
      " 2   title_english   5724 non-null   object \n",
      " 3   title_japanese  14443 non-null  object \n",
      " 4   title_synonyms  8937 non-null   object \n",
      " 5   image_url       14382 non-null  object \n",
      " 6   type            14478 non-null  object \n",
      " 7   source          14478 non-null  object \n",
      " 8   episodes        14478 non-null  int64  \n",
      " 9   status          14478 non-null  object \n",
      " 10  airing          14478 non-null  bool   \n",
      " 11  aired_string    14478 non-null  object \n",
      " 12  aired           14478 non-null  object \n",
      " 13  duration        14478 non-null  object \n",
      " 14  rating          14478 non-null  object \n",
      " 15  score           14478 non-null  float64\n",
      " 16  scored_by       14478 non-null  int64  \n",
      " 17  rank            12904 non-null  float64\n",
      " 18  popularity      14478 non-null  int64  \n",
      " 19  members         14478 non-null  int64  \n",
      " 20  favorites       14478 non-null  int64  \n",
      " 21  background      1057 non-null   object \n",
      " 22  premiered       4096 non-null   object \n",
      " 23  broadcast       4271 non-null   object \n",
      " 24  related         14478 non-null  object \n",
      " 25  producer        8288 non-null   object \n",
      " 26  licensor        3373 non-null   object \n",
      " 27  studio          8544 non-null   object \n",
      " 28  genre           14414 non-null  object \n",
      " 29  opening_theme   14478 non-null  object \n",
      " 30  ending_theme    14478 non-null  object \n",
      "dtypes: bool(1), float64(2), int64(6), object(22)\n",
      "memory usage: 3.3+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "600d3a94-0b72-4566-90bd-052cd5193eee",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>anime_id</th>\n",
       "      <th>episodes</th>\n",
       "      <th>score</th>\n",
       "      <th>scored_by</th>\n",
       "      <th>rank</th>\n",
       "      <th>popularity</th>\n",
       "      <th>members</th>\n",
       "      <th>favorites</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>14478.000000</td>\n",
       "      <td>14478.000000</td>\n",
       "      <td>14478.000000</td>\n",
       "      <td>1.447800e+04</td>\n",
       "      <td>12904.000000</td>\n",
       "      <td>14478.000000</td>\n",
       "      <td>1.447800e+04</td>\n",
       "      <td>14478.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>17377.229866</td>\n",
       "      <td>11.308399</td>\n",
       "      <td>6.142482</td>\n",
       "      <td>1.146003e+04</td>\n",
       "      <td>6439.065406</td>\n",
       "      <td>7220.259566</td>\n",
       "      <td>2.296640e+04</td>\n",
       "      <td>311.649606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>13165.315011</td>\n",
       "      <td>43.443451</td>\n",
       "      <td>1.463981</td>\n",
       "      <td>4.310519e+04</td>\n",
       "      <td>3720.227608</td>\n",
       "      <td>4170.080564</td>\n",
       "      <td>7.498136e+04</td>\n",
       "      <td>2615.554211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>4389.250000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.550000</td>\n",
       "      <td>4.600000e+01</td>\n",
       "      <td>3216.250000</td>\n",
       "      <td>3611.500000</td>\n",
       "      <td>2.450000e+02</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>15135.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.370000</td>\n",
       "      <td>5.010000e+02</td>\n",
       "      <td>6441.500000</td>\n",
       "      <td>7225.500000</td>\n",
       "      <td>1.679500e+03</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>31146.500000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>7.060000</td>\n",
       "      <td>3.941500e+03</td>\n",
       "      <td>9664.000000</td>\n",
       "      <td>10827.750000</td>\n",
       "      <td>1.037900e+04</td>\n",
       "      <td>23.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>37916.000000</td>\n",
       "      <td>1818.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1.009477e+06</td>\n",
       "      <td>12919.000000</td>\n",
       "      <td>14487.000000</td>\n",
       "      <td>1.456378e+06</td>\n",
       "      <td>106895.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           anime_id      episodes         score     scored_by          rank  \\\n",
       "count  14478.000000  14478.000000  14478.000000  1.447800e+04  12904.000000   \n",
       "mean   17377.229866     11.308399      6.142482  1.146003e+04   6439.065406   \n",
       "std    13165.315011     43.443451      1.463981  4.310519e+04   3720.227608   \n",
       "min        1.000000      0.000000      0.000000  0.000000e+00      0.000000   \n",
       "25%     4389.250000      1.000000      5.550000  4.600000e+01   3216.250000   \n",
       "50%    15135.000000      1.000000      6.370000  5.010000e+02   6441.500000   \n",
       "75%    31146.500000     12.000000      7.060000  3.941500e+03   9664.000000   \n",
       "max    37916.000000   1818.000000     10.000000  1.009477e+06  12919.000000   \n",
       "\n",
       "         popularity       members      favorites  \n",
       "count  14478.000000  1.447800e+04   14478.000000  \n",
       "mean    7220.259566  2.296640e+04     311.649606  \n",
       "std     4170.080564  7.498136e+04    2615.554211  \n",
       "min        0.000000  0.000000e+00       0.000000  \n",
       "25%     3611.500000  2.450000e+02       0.000000  \n",
       "50%     7225.500000  1.679500e+03       2.000000  \n",
       "75%    10827.750000  1.037900e+04      23.000000  \n",
       "max    14487.000000  1.456378e+06  106895.000000  "
      ]
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     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d87386d0-878a-4053-8732-823f658db7e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>anime_id</th>\n",
       "      <th>title</th>\n",
       "      <th>title_english</th>\n",
       "      <th>title_japanese</th>\n",
       "      <th>title_synonyms</th>\n",
       "      <th>image_url</th>\n",
       "      <th>type</th>\n",
       "      <th>source</th>\n",
       "      <th>episodes</th>\n",
       "      <th>status</th>\n",
       "      <th>...</th>\n",
       "      <th>background</th>\n",
       "      <th>premiered</th>\n",
       "      <th>broadcast</th>\n",
       "      <th>related</th>\n",
       "      <th>producer</th>\n",
       "      <th>licensor</th>\n",
       "      <th>studio</th>\n",
       "      <th>genre</th>\n",
       "      <th>opening_theme</th>\n",
       "      <th>ending_theme</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>11013</td>\n",
       "      <td>Inu x Boku SS</td>\n",
       "      <td>Inu X Boku Secret Service</td>\n",
       "      <td>妖狐×僕SS</td>\n",
       "      <td>Youko x Boku SS</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>12</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>Inu x Boku SS was licensed by Sentai Filmworks...</td>\n",
       "      <td>Winter 2012</td>\n",
       "      <td>Fridays at Unknown</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 17207, 'type': 'man...</td>\n",
       "      <td>Aniplex, Square Enix, Mainichi Broadcasting Sy...</td>\n",
       "      <td>Sentai Filmworks</td>\n",
       "      <td>David Production</td>\n",
       "      <td>Comedy, Supernatural, Romance, Shounen</td>\n",
       "      <td>['\"Nirvana\" by MUCC']</td>\n",
       "      <td>['#1: \"Nirvana\" by MUCC (eps 1, 11-12)', '#2: ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2104</td>\n",
       "      <td>Seto no Hanayome</td>\n",
       "      <td>My Bride is a Mermaid</td>\n",
       "      <td>瀬戸の花嫁</td>\n",
       "      <td>The Inland Sea Bride</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>26</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spring 2007</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 759, 'type': 'manga...</td>\n",
       "      <td>TV Tokyo, AIC, Square Enix, Sotsu</td>\n",
       "      <td>Funimation</td>\n",
       "      <td>Gonzo</td>\n",
       "      <td>Comedy, Parody, Romance, School, Shounen</td>\n",
       "      <td>['\"Romantic summer\" by SUN&amp;LUNAR']</td>\n",
       "      <td>['#1: \"Ashita e no Hikari (明日への光)\" by Asuka Hi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5262</td>\n",
       "      <td>Shugo Chara!! Doki</td>\n",
       "      <td>Shugo Chara!! Doki</td>\n",
       "      <td>しゅごキャラ！！どきっ</td>\n",
       "      <td>Shugo Chara Ninenme, Shugo Chara! Second Year</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>51</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fall 2008</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 101, 'type': 'manga...</td>\n",
       "      <td>TV Tokyo, Sotsu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Satelight</td>\n",
       "      <td>Comedy, Magic, School, Shoujo</td>\n",
       "      <td>['#1: \"Minna no Tamago (みんなのたまご)\" by Shugo Cha...</td>\n",
       "      <td>['#1: \"Rottara Rottara (ロッタラ ロッタラ)\" by Buono! ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>721</td>\n",
       "      <td>Princess Tutu</td>\n",
       "      <td>Princess Tutu</td>\n",
       "      <td>プリンセスチュチュ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>TV</td>\n",
       "      <td>Original</td>\n",
       "      <td>38</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>Princess Tutu aired in two parts. The first pa...</td>\n",
       "      <td>Summer 2002</td>\n",
       "      <td>Fridays at Unknown</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 1581, 'type': 'mang...</td>\n",
       "      <td>Memory-Tech, GANSIS, Marvelous AQL</td>\n",
       "      <td>ADV Films</td>\n",
       "      <td>Hal Film Maker</td>\n",
       "      <td>Comedy, Drama, Magic, Romance, Fantasy</td>\n",
       "      <td>['\"Morning Grace\" by Ritsuko Okazaki']</td>\n",
       "      <td>['\"Watashi No Ai Wa Chiisaikeredo\" by Ritsuko ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12365</td>\n",
       "      <td>Bakuman. 3rd Season</td>\n",
       "      <td>Bakuman.</td>\n",
       "      <td>バクマン。</td>\n",
       "      <td>Bakuman Season 3</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>25</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fall 2012</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 9711, 'type': 'mang...</td>\n",
       "      <td>NHK, Shueisha</td>\n",
       "      <td>NaN</td>\n",
       "      <td>J.C.Staff</td>\n",
       "      <td>Comedy, Drama, Romance, Shounen</td>\n",
       "      <td>['#1: \"Moshimo no Hanashi (もしもの話)\" by nano.RIP...</td>\n",
       "      <td>['#1: \"Pride on Everyday\" by Sphere (eps 1-13)...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   anime_id                title              title_english title_japanese  \\\n",
       "0     11013        Inu x Boku SS  Inu X Boku Secret Service         妖狐×僕SS   \n",
       "1      2104     Seto no Hanayome      My Bride is a Mermaid          瀬戸の花嫁   \n",
       "2      5262   Shugo Chara!! Doki         Shugo Chara!! Doki    しゅごキャラ！！どきっ   \n",
       "3       721        Princess Tutu              Princess Tutu      プリンセスチュチュ   \n",
       "4     12365  Bakuman. 3rd Season                   Bakuman.          バクマン。   \n",
       "\n",
       "                                  title_synonyms  \\\n",
       "0                                Youko x Boku SS   \n",
       "1                           The Inland Sea Bride   \n",
       "2  Shugo Chara Ninenme, Shugo Chara! Second Year   \n",
       "3                                            NaN   \n",
       "4                               Bakuman Season 3   \n",
       "\n",
       "                                           image_url type    source  episodes  \\\n",
       "0  https://myanimelist.cdn-dena.com/images/anime/...   TV     Manga        12   \n",
       "1  https://myanimelist.cdn-dena.com/images/anime/...   TV     Manga        26   \n",
       "2  https://myanimelist.cdn-dena.com/images/anime/...   TV     Manga        51   \n",
       "3  https://myanimelist.cdn-dena.com/images/anime/...   TV  Original        38   \n",
       "4  https://myanimelist.cdn-dena.com/images/anime/...   TV     Manga        25   \n",
       "\n",
       "            status  ...                                         background  \\\n",
       "0  Finished Airing  ...  Inu x Boku SS was licensed by Sentai Filmworks...   \n",
       "1  Finished Airing  ...                                                NaN   \n",
       "2  Finished Airing  ...                                                NaN   \n",
       "3  Finished Airing  ...  Princess Tutu aired in two parts. The first pa...   \n",
       "4  Finished Airing  ...                                                NaN   \n",
       "\n",
       "     premiered           broadcast  \\\n",
       "0  Winter 2012  Fridays at Unknown   \n",
       "1  Spring 2007             Unknown   \n",
       "2    Fall 2008             Unknown   \n",
       "3  Summer 2002  Fridays at Unknown   \n",
       "4    Fall 2012             Unknown   \n",
       "\n",
       "                                             related  \\\n",
       "0  {'Adaptation': [{'mal_id': 17207, 'type': 'man...   \n",
       "1  {'Adaptation': [{'mal_id': 759, 'type': 'manga...   \n",
       "2  {'Adaptation': [{'mal_id': 101, 'type': 'manga...   \n",
       "3  {'Adaptation': [{'mal_id': 1581, 'type': 'mang...   \n",
       "4  {'Adaptation': [{'mal_id': 9711, 'type': 'mang...   \n",
       "\n",
       "                                            producer          licensor  \\\n",
       "0  Aniplex, Square Enix, Mainichi Broadcasting Sy...  Sentai Filmworks   \n",
       "1                  TV Tokyo, AIC, Square Enix, Sotsu        Funimation   \n",
       "2                                    TV Tokyo, Sotsu               NaN   \n",
       "3                 Memory-Tech, GANSIS, Marvelous AQL         ADV Films   \n",
       "4                                      NHK, Shueisha               NaN   \n",
       "\n",
       "             studio                                     genre  \\\n",
       "0  David Production    Comedy, Supernatural, Romance, Shounen   \n",
       "1             Gonzo  Comedy, Parody, Romance, School, Shounen   \n",
       "2         Satelight             Comedy, Magic, School, Shoujo   \n",
       "3    Hal Film Maker    Comedy, Drama, Magic, Romance, Fantasy   \n",
       "4         J.C.Staff           Comedy, Drama, Romance, Shounen   \n",
       "\n",
       "                                       opening_theme  \\\n",
       "0                              ['\"Nirvana\" by MUCC']   \n",
       "1                 ['\"Romantic summer\" by SUN&LUNAR']   \n",
       "2  ['#1: \"Minna no Tamago (みんなのたまご)\" by Shugo Cha...   \n",
       "3             ['\"Morning Grace\" by Ritsuko Okazaki']   \n",
       "4  ['#1: \"Moshimo no Hanashi (もしもの話)\" by nano.RIP...   \n",
       "\n",
       "                                        ending_theme  \n",
       "0  ['#1: \"Nirvana\" by MUCC (eps 1, 11-12)', '#2: ...  \n",
       "1  ['#1: \"Ashita e no Hikari (明日への光)\" by Asuka Hi...  \n",
       "2  ['#1: \"Rottara Rottara (ロッタラ ロッタラ)\" by Buono! ...  \n",
       "3  ['\"Watashi No Ai Wa Chiisaikeredo\" by Ritsuko ...  \n",
       "4  ['#1: \"Pride on Everyday\" by Sphere (eps 1-13)...  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
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   "execution_count": 6,
   "id": "a9fe42db-5d25-457a-b8e7-bdaf1fb4a365",
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     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>anime_id</th>\n",
       "      <th>title</th>\n",
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       "      <th>premiered</th>\n",
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       "      <th>related</th>\n",
       "      <th>producer</th>\n",
       "      <th>licensor</th>\n",
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       "  </thead>\n",
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       "    <tr>\n",
       "      <th>14473</th>\n",
       "      <td>26089</td>\n",
       "      <td>Gutchonpa Omoshiro Hanashi</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>Finished Airing</td>\n",
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       "      <td>Kids</td>\n",
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       "      <th>14474</th>\n",
       "      <td>21525</td>\n",
       "      <td>Geba Geba Shou Time!</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ゲバゲバ笑タイム!</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>OVA</td>\n",
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       "      <td>1</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>Studio Lotus</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>[]</td>\n",
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       "    <tr>\n",
       "      <th>14475</th>\n",
       "      <td>37897</td>\n",
       "      <td>Godzilla: Hoshi wo Kuu Mono</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GODZILLA -星を喰う者-</td>\n",
       "      <td>Godzilla Part 3, Godzilla: Eater of Stars</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Other</td>\n",
       "      <td>1</td>\n",
       "      <td>Not yet aired</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'Prequel': [{'mal_id': 36816, 'type': 'anime'...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Action, Sci-Fi, Adventure, Fantasy</td>\n",
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       "      <td>[]</td>\n",
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       "    <tr>\n",
       "      <th>14476</th>\n",
       "      <td>34193</td>\n",
       "      <td>Nippon Mukashibanashi: Sannen Netarou</td>\n",
       "      <td>NaN</td>\n",
       "      <td>日本昔ばなし 三ねん寝太郎</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>OVA</td>\n",
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       "      <td>Finished Airing</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fantasy, Kids</td>\n",
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       "      <td>[]</td>\n",
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       "    <tr>\n",
       "      <th>14477</th>\n",
       "      <td>37908</td>\n",
       "      <td>Senjou no Valkyria Special</td>\n",
       "      <td>NaN</td>\n",
       "      <td>戦場のヴァルキュリア Valkyria Chronicles</td>\n",
       "      <td>Senjou no Valkyria Fake Movie Promo</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>Special</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'Other': [{'mal_id': 5507, 'type': 'anime', '...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A-1 Pictures</td>\n",
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      "text/plain": [
       "       anime_id                                  title title_english  \\\n",
       "14473     26089             Gutchonpa Omoshiro Hanashi           NaN   \n",
       "14474     21525                   Geba Geba Shou Time!           NaN   \n",
       "14475     37897            Godzilla: Hoshi wo Kuu Mono           NaN   \n",
       "14476     34193  Nippon Mukashibanashi: Sannen Netarou           NaN   \n",
       "14477     37908             Senjou no Valkyria Special           NaN   \n",
       "\n",
       "                       title_japanese  \\\n",
       "14473                     グッチョンパおもしろ話   \n",
       "14474                       ゲバゲバ笑タイム!   \n",
       "14475                GODZILLA -星を喰う者-   \n",
       "14476                   日本昔ばなし 三ねん寝太郎   \n",
       "14477  戦場のヴァルキュリア Valkyria Chronicles   \n",
       "\n",
       "                                  title_synonyms  \\\n",
       "14473                                        NaN   \n",
       "14474                                        NaN   \n",
       "14475  Godzilla Part 3, Godzilla: Eater of Stars   \n",
       "14476                                        NaN   \n",
       "14477        Senjou no Valkyria Fake Movie Promo   \n",
       "\n",
       "                                               image_url     type   source  \\\n",
       "14473  https://myanimelist.cdn-dena.com/images/anime/...       TV  Unknown   \n",
       "14474  https://myanimelist.cdn-dena.com/images/anime/...      OVA  Unknown   \n",
       "14475  https://myanimelist.cdn-dena.com/images/anime/...    Movie    Other   \n",
       "14476  https://myanimelist.cdn-dena.com/images/anime/...      OVA    Other   \n",
       "14477  https://myanimelist.cdn-dena.com/images/anime/...  Special  Unknown   \n",
       "\n",
       "       episodes           status  ...  background  premiered broadcast  \\\n",
       "14473         5  Finished Airing  ...         NaN  Fall 1987   Unknown   \n",
       "14474         1  Finished Airing  ...         NaN        NaN       NaN   \n",
       "14475         1    Not yet aired  ...         NaN        NaN       NaN   \n",
       "14476         1  Finished Airing  ...         NaN        NaN       NaN   \n",
       "14477         1  Finished Airing  ...         NaN        NaN       NaN   \n",
       "\n",
       "                                                 related      producer  \\\n",
       "14473  {'Other': [{'mal_id': 26087, 'type': 'anime', ...           NaN   \n",
       "14474                                                 []  Studio Lotus   \n",
       "14475  {'Prequel': [{'mal_id': 36816, 'type': 'anime'...           NaN   \n",
       "14476                                                 []           NaN   \n",
       "14477  {'Other': [{'mal_id': 5507, 'type': 'anime', '...           NaN   \n",
       "\n",
       "       licensor        studio                               genre  \\\n",
       "14473       NaN           NaN                                Kids   \n",
       "14474       NaN           NaN                              Comedy   \n",
       "14475       NaN           NaN  Action, Sci-Fi, Adventure, Fantasy   \n",
       "14476       NaN           NaN                       Fantasy, Kids   \n",
       "14477       NaN  A-1 Pictures                              Comedy   \n",
       "\n",
       "       opening_theme  ending_theme  \n",
       "14473             []            []  \n",
       "14474             []            []  \n",
       "14475             []            []  \n",
       "14476             []            []  \n",
       "14477             []            []  \n",
       "\n",
       "[5 rows x 31 columns]"
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     },
     "execution_count": 6,
     "metadata": {},
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   ],
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   "execution_count": 7,
   "id": "7ed611b4-663e-467c-8630-acb093e8a1b1",
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     "data": {
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   "cell_type": "code",
   "execution_count": 8,
   "id": "ebefeea4-a192-474a-904b-a2bd761e96f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "anime_id              0\n",
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       "title_english      8754\n",
       "title_japanese       35\n",
       "title_synonyms     5541\n",
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       "aired                 0\n",
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       "rank               1574\n",
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       "members               0\n",
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       "background        13421\n",
       "premiered         10382\n",
       "broadcast         10207\n",
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       "producer           6190\n",
       "licensor          11105\n",
       "studio             5934\n",
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       "opening_theme         0\n",
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       "dtype: int64"
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     "execution_count": 8,
     "metadata": {},
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   "cell_type": "code",
   "execution_count": 9,
   "id": "ed17502a-1fc7-4cec-a5ec-c3c5322d379c",
   "metadata": {},
   "outputs": [],
   "source": [
    "data['title_english'].fillna('Unknown',inplace=True)\n",
    "data['title_japanese'].fillna('Unknown',inplace=True)\n",
    "data['title_synonyms'].fillna('Unknown',inplace=True)\n",
    "data['rank'].fillna(0,inplace=True)\n"
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  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1baab496-13ed-4022-b0c2-425d9691dae4",
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    {
     "data": {
      "text/plain": [
       "(14478, 31)"
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     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
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  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "77242778-e754-4f77-8e2e-81a5e8397b20",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "anime_id              0\n",
       "title                 0\n",
       "title_english         0\n",
       "title_japanese        0\n",
       "title_synonyms        0\n",
       "image_url            96\n",
       "type                  0\n",
       "source                0\n",
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       "airing                0\n",
       "aired_string          0\n",
       "aired                 0\n",
       "duration              0\n",
       "rating                0\n",
       "score                 0\n",
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       "popularity            0\n",
       "members               0\n",
       "favorites             0\n",
       "background        13421\n",
       "premiered         10382\n",
       "broadcast         10207\n",
       "related               0\n",
       "producer           6190\n",
       "licensor          11105\n",
       "studio             5934\n",
       "genre                64\n",
       "opening_theme         0\n",
       "ending_theme          0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
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    "data.isnull().sum()"
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  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "bbebd48c-d252-4bf6-950c-0a429b08ff47",
   "metadata": {},
   "outputs": [],
   "source": [
    "data=data.drop(['studio','background'],axis=1)"
   ]
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  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "31341e1f-bb52-4033-b599-c78c98a01010",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "anime_id              0\n",
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       "title_japanese        0\n",
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       "image_url            96\n",
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       "status                0\n",
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       "rating                0\n",
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       "scored_by             0\n",
       "rank                  0\n",
       "popularity            0\n",
       "members               0\n",
       "favorites             0\n",
       "premiered         10382\n",
       "broadcast         10207\n",
       "related               0\n",
       "producer           6190\n",
       "licensor          11105\n",
       "genre                64\n",
       "opening_theme         0\n",
       "ending_theme          0\n",
       "dtype: int64"
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     },
     "execution_count": 13,
     "metadata": {},
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  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "42b4a2a1-e9f2-4fda-8352-0c4f28740302",
   "metadata": {},
   "outputs": [],
   "source": [
    "data=data.drop(['premiered','broadcast'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9a384f73-3658-4ce2-bc3a-2207a5eb6ce1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "anime_id              0\n",
       "title                 0\n",
       "title_english         0\n",
       "title_japanese        0\n",
       "title_synonyms        0\n",
       "image_url            96\n",
       "type                  0\n",
       "source                0\n",
       "episodes              0\n",
       "status                0\n",
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       "aired_string          0\n",
       "aired                 0\n",
       "duration              0\n",
       "rating                0\n",
       "score                 0\n",
       "scored_by             0\n",
       "rank                  0\n",
       "popularity            0\n",
       "members               0\n",
       "favorites             0\n",
       "related               0\n",
       "producer           6190\n",
       "licensor          11105\n",
       "genre                64\n",
       "opening_theme         0\n",
       "ending_theme          0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "data.isnull().sum()"
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  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "76d03174-84b5-4eff-b371-3931f7e05ef9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(14478, 27)"
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     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
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   "cell_type": "code",
   "execution_count": 17,
   "id": "30172410-81b9-4812-ad59-4eeb06a08c6f",
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>anime_id</th>\n",
       "      <th>title</th>\n",
       "      <th>title_english</th>\n",
       "      <th>title_japanese</th>\n",
       "      <th>title_synonyms</th>\n",
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       "      <th>ending_theme</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1735</td>\n",
       "      <td>Naruto: Shippuuden</td>\n",
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       "      <td>ナルト- 疾風伝</td>\n",
       "      <td>Naruto Hurricane Chronicles</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>500</td>\n",
       "      <td>Finished Airing</td>\n",
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       "      <td>337.0</td>\n",
       "      <td>20</td>\n",
       "      <td>794112</td>\n",
       "      <td>42846</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 11, 'type': 'manga'...</td>\n",
       "      <td>TV Tokyo, Aniplex, KSS, Rakuonsha, TV Tokyo Mu...</td>\n",
       "      <td>Viz Media</td>\n",
       "      <td>Action, Adventure, Comedy, Super Power, Martia...</td>\n",
       "      <td>['#01: \"Hero&amp;#039;s Come Back\" by Nobodyknows+...</td>\n",
       "      <td>['#01: \"Nagare Boshi ~Shooting Star~ (流れ星〜Shoo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>594</td>\n",
       "      <td>Naruto: Takigakure no Shitou - Ore ga Eiyuu Da...</td>\n",
       "      <td>Naruto: The Lost Story - Mission: Protect the ...</td>\n",
       "      <td>滝隠れの死闘　オレが英雄だってばよ!</td>\n",
       "      <td>Battle at Hidden Falls. I am the Hero!, Naruto...</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>Special</td>\n",
       "      <td>Manga</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>4157.0</td>\n",
       "      <td>1360</td>\n",
       "      <td>59577</td>\n",
       "      <td>269</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 57095, 'type': 'man...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Viz Media</td>\n",
       "      <td>Action, Adventure, Comedy, Shounen, Super Power</td>\n",
       "      <td>['\"Rise\" by Jeremy Sweet &amp; Ian Nickus (English...</td>\n",
       "      <td>['\"Naruto Main Theme\" by Toshiro Masuda']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>856</th>\n",
       "      <td>12979</td>\n",
       "      <td>Naruto SD: Rock Lee no Seishun Full-Power Ninden</td>\n",
       "      <td>NARUTO Spin-Off: Rock Lee &amp; His Ninja Pals</td>\n",
       "      <td>ナルトSD ロック・リーの青春フルパワー忍伝</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>51</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>2623.0</td>\n",
       "      <td>1767</td>\n",
       "      <td>40401</td>\n",
       "      <td>171</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 23208, 'type': 'man...</td>\n",
       "      <td>TV Tokyo, Shueisha</td>\n",
       "      <td>Viz Media</td>\n",
       "      <td>Action, Comedy, Parody</td>\n",
       "      <td>['#1: \"Give Lee Give Lee Rock Lee\" by ANIMETAL...</td>\n",
       "      <td>['#1: \"Twinkle Twinkle\" by Secret (eps 1-13)',...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1024</th>\n",
       "      <td>936</td>\n",
       "      <td>Naruto Movie 2: Dai Gekitotsu! Maboroshi no Ch...</td>\n",
       "      <td>Naruto the Movie 2: Legend of the Stone of Gelel</td>\n",
       "      <td>劇場版　NARUTO　大激突！幻の地底遺跡だってばよ</td>\n",
       "      <td>Naruto THE Movie vol.2, Naruto Movie 2, Gekijo...</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Manga</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>3650.0</td>\n",
       "      <td>714</td>\n",
       "      <td>120119</td>\n",
       "      <td>153</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 96763, 'type': 'man...</td>\n",
       "      <td>Bandai</td>\n",
       "      <td>Viz Media</td>\n",
       "      <td>Adventure, Comedy, Drama, Fantasy, Shounen, Su...</td>\n",
       "      <td>[]</td>\n",
       "      <td>['\"Ding! Dong! Dang!\" by TUBE']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1112</th>\n",
       "      <td>4437</td>\n",
       "      <td>Naruto: Shippuuden Movie 2 - Kizuna</td>\n",
       "      <td>Naruto: Shippuden the Movie 2 -Bonds-</td>\n",
       "      <td>劇場版NARUTO-ナルト- 疾風伝 絆</td>\n",
       "      <td>Naruto Movie 5, Naruto Shippuuden Movie 2, Nar...</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Manga</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>667</td>\n",
       "      <td>125270</td>\n",
       "      <td>189</td>\n",
       "      <td>{'Parent story': [{'mal_id': 1735, 'type': 'an...</td>\n",
       "      <td>TV Tokyo, Aniplex, Dentsu, Bandai, Toho, Studi...</td>\n",
       "      <td>Viz Media</td>\n",
       "      <td>Action, Martial Arts, Shounen, Supernatural</td>\n",
       "      <td>[]</td>\n",
       "      <td>['\"No rain No rainbow\" by HOME MADE 家族']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1414</th>\n",
       "      <td>32365</td>\n",
       "      <td>Boruto: Naruto the Movie - Naruto ga Hokage ni...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>BORUTO -NARUTO THE MOVIE- ナルトが火影になった日</td>\n",
       "      <td>Boruto: Naruto the Movie - The Day Naruto Beca...</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>Special</td>\n",
       "      <td>Original</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>1237.0</td>\n",
       "      <td>1701</td>\n",
       "      <td>43023</td>\n",
       "      <td>94</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 92286, 'type': 'man...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Viz Media</td>\n",
       "      <td>Action, Comedy, Super Power, Martial Arts, Sho...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2313</th>\n",
       "      <td>10659</td>\n",
       "      <td>Naruto Soyokazeden Movie: Naruto to Mashin to ...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>劇場版NARUTO －ナルト－ そよ風伝 ナルトと魔神と3つのお願いだってばよ！！</td>\n",
       "      <td>Gekijouban Naruto Soyokazeden: Naruto to Mashi...</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Original</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>3275.0</td>\n",
       "      <td>2108</td>\n",
       "      <td>30099</td>\n",
       "      <td>50</td>\n",
       "      <td>{'Other': [{'mal_id': 8246, 'type': 'anime', '...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Viz Media</td>\n",
       "      <td>Action, Comedy, Martial Arts, Shounen, Super P...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3709</th>\n",
       "      <td>10075</td>\n",
       "      <td>Naruto x UT</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NARUTO×UT</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>OVA</td>\n",
       "      <td>Manga</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>1558.0</td>\n",
       "      <td>2158</td>\n",
       "      <td>28961</td>\n",
       "      <td>79</td>\n",
       "      <td>{'Parent story': [{'mal_id': 1735, 'type': 'an...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Action, Comedy, Super Power, Martial Arts, Sho...</td>\n",
       "      <td>['\" Mayonaka no Orchestra\" by Aqua Timez']</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4504</th>\n",
       "      <td>20</td>\n",
       "      <td>Naruto</td>\n",
       "      <td>Naruto</td>\n",
       "      <td>ナルト</td>\n",
       "      <td>NARUTO</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>220</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>745.0</td>\n",
       "      <td>10</td>\n",
       "      <td>980265</td>\n",
       "      <td>34468</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 11, 'type': 'manga'...</td>\n",
       "      <td>TV Tokyo, Aniplex, Shueisha</td>\n",
       "      <td>Viz Media</td>\n",
       "      <td>Action, Adventure, Comedy, Super Power, Martia...</td>\n",
       "      <td>['#01: \"R★O★C★K★S\", by Hound Dog (eps 1-25)', ...</td>\n",
       "      <td>['#01: \"Wind\" by Akeboshi (eps 1-25)', '#02: \"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4616</th>\n",
       "      <td>6325</td>\n",
       "      <td>Naruto: Shippuuden Movie 3 - Hi no Ishi wo Tsu...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>ナルト- 疾風伝 火の意志を継ぐ者</td>\n",
       "      <td>Naruto Shippuuden: Gekijouban Naruto Shippuude...</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Manga</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>1738.0</td>\n",
       "      <td>827</td>\n",
       "      <td>105403</td>\n",
       "      <td>129</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 96767, 'type': 'man...</td>\n",
       "      <td>Toho</td>\n",
       "      <td>Viz Media</td>\n",
       "      <td>Action, Comedy, Martial Arts, Shounen, Super P...</td>\n",
       "      <td>['\"Dareka Ga\" by Puffy']</td>\n",
       "      <td>['\"Dareka ga\" by Puffy']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4960</th>\n",
       "      <td>34566</td>\n",
       "      <td>Boruto: Naruto Next Generations</td>\n",
       "      <td>Boruto: Naruto Next Generations</td>\n",
       "      <td>BORUTO -NARUTO NEXT GENERATIONS-</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>TV</td>\n",
       "      <td>Manga</td>\n",
       "      <td>0</td>\n",
       "      <td>Currently Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>3444.0</td>\n",
       "      <td>350</td>\n",
       "      <td>213675</td>\n",
       "      <td>1946</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 87866, 'type': 'man...</td>\n",
       "      <td>TV Tokyo, Aniplex, Rakuonsha, Shueisha</td>\n",
       "      <td>Viz Media</td>\n",
       "      <td>Action, Adventure, Martial Arts, Shounen, Supe...</td>\n",
       "      <td>['#1: \"Baton Road (バトンロード)\" by KANA-BOON (eps ...</td>\n",
       "      <td>['#1: \"Dreamy Journey (ドリーミージャーニー)\" by The Peg...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5217</th>\n",
       "      <td>761</td>\n",
       "      <td>Naruto: Akaki Yotsuba no Clover wo Sagase</td>\n",
       "      <td>Naruto: Find the Crimson Four-leaf Clover!</td>\n",
       "      <td>ナルト 紅き四つ葉のクローバーを探せ</td>\n",
       "      <td>Naruto: Find the Crimson Four Leaf Clover!, Na...</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>Special</td>\n",
       "      <td>Manga</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>5384.0</td>\n",
       "      <td>1462</td>\n",
       "      <td>53801</td>\n",
       "      <td>129</td>\n",
       "      <td>{'Parent story': [{'mal_id': 20, 'type': 'anim...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Adventure, Comedy, Shounen</td>\n",
       "      <td>[]</td>\n",
       "      <td>['\"Naruto Main Theme\" by Toshiro Masuda']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5221</th>\n",
       "      <td>10686</td>\n",
       "      <td>Naruto: Honoo no Chuunin Shiken! Naruto vs. Ko...</td>\n",
       "      <td>Chunin Exam on Fire! and Naruto vs. Konohamaru!</td>\n",
       "      <td>炎の中忍試験! ナルトvs木ノ葉丸!!</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Manga</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>2579.0</td>\n",
       "      <td>1813</td>\n",
       "      <td>38777</td>\n",
       "      <td>38</td>\n",
       "      <td>{'Full story': [{'mal_id': 1735, 'type': 'anim...</td>\n",
       "      <td>Shueisha</td>\n",
       "      <td>Viz Media</td>\n",
       "      <td>Action, Adventure, Martial Arts, Shounen, Supe...</td>\n",
       "      <td>[]</td>\n",
       "      <td>['\"Future Eve\" by OKAMOTO&amp;#039;S']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5528</th>\n",
       "      <td>36564</td>\n",
       "      <td>Kamiusagi Rope x Boruto: Naruto Next Generations</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>「紙兎ロぺ」×「BORUTO-ボルト- NARUTO NEXT　GENERATIONS」</td>\n",
       "      <td>TOHO Cinemas Ueno</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>ONA</td>\n",
       "      <td>Other</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>7876.0</td>\n",
       "      <td>6420</td>\n",
       "      <td>2462</td>\n",
       "      <td>6</td>\n",
       "      <td>{'Other': [{'mal_id': 30151, 'type': 'anime', ...</td>\n",
       "      <td>Toho</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Slice of Life, Comedy</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6796</th>\n",
       "      <td>2472</td>\n",
       "      <td>Naruto: Shippuuden Movie 1</td>\n",
       "      <td>Naruto: Shippuden the Movie</td>\n",
       "      <td>劇場版NARUTO -ナルト- 疾風伝</td>\n",
       "      <td>Naruto Shippuuden Movie, Naruto Movie 4, Gekij...</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Manga</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>1983.0</td>\n",
       "      <td>597</td>\n",
       "      <td>138841</td>\n",
       "      <td>285</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 96765, 'type': 'man...</td>\n",
       "      <td>TV Tokyo, Aniplex, Dentsu, Bandai, Shueisha</td>\n",
       "      <td>Viz Media</td>\n",
       "      <td>Action, Adventure, Comedy, Fantasy, Shounen</td>\n",
       "      <td>[]</td>\n",
       "      <td>['\"Lie-Lie-Lie\" by DJ OZMA']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7079</th>\n",
       "      <td>28755</td>\n",
       "      <td>Boruto: Naruto the Movie</td>\n",
       "      <td>Boruto: Naruto the Movie</td>\n",
       "      <td>BORUTO -NARUTO THE MOVIE-</td>\n",
       "      <td>Gekijouban Naruto (2015)</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Manga</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>750.0</td>\n",
       "      <td>484</td>\n",
       "      <td>165875</td>\n",
       "      <td>708</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 92131, 'type': 'man...</td>\n",
       "      <td>Toho, Shueisha</td>\n",
       "      <td>Viz Media</td>\n",
       "      <td>Action, Comedy, Super Power, Martial Arts, Sho...</td>\n",
       "      <td>[]</td>\n",
       "      <td>['\"Diver (ダイバー)\" by KANA-BOON']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7631</th>\n",
       "      <td>2248</td>\n",
       "      <td>Naruto: Dai Katsugeki!! Yuki Hime Shinobu Houj...</td>\n",
       "      <td>Hidden Leaf Village Grand Sports Festival</td>\n",
       "      <td>木ノ葉の里と大うん動会</td>\n",
       "      <td>Gekijouban Naruto: Dai Katsugeki! Yuki Hime Ni...</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>Special</td>\n",
       "      <td>Original</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>3749.0</td>\n",
       "      <td>1467</td>\n",
       "      <td>53427</td>\n",
       "      <td>114</td>\n",
       "      <td>{'Parent story': [{'mal_id': 442, 'type': 'ani...</td>\n",
       "      <td>Bandai, TV Tokyo Music</td>\n",
       "      <td>Viz Media</td>\n",
       "      <td>Action, Fantasy, Martial Arts, Sports, Comedy,...</td>\n",
       "      <td>[]</td>\n",
       "      <td>['\"Gyu-Ru-Ru\" by Junko Takeuchi']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9271</th>\n",
       "      <td>442</td>\n",
       "      <td>Naruto Movie 1: Dai Katsugeki!! Yuki Hime Shin...</td>\n",
       "      <td>Naruto the Movie: Ninja Clash in the Land of Snow</td>\n",
       "      <td>劇場版　NARUTO　大活劇！雪姫忍法帖だってばよ!!</td>\n",
       "      <td>Naruto: Daikatsugeki! Yukihime Ninpocho Datteb...</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Manga</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>2934.0</td>\n",
       "      <td>548</td>\n",
       "      <td>148944</td>\n",
       "      <td>220</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 96762, 'type': 'man...</td>\n",
       "      <td>Aniplex, Bandai, TV Tokyo Music, Shueisha</td>\n",
       "      <td>Viz Media</td>\n",
       "      <td>Adventure, Comedy, Historical, Supernatural, D...</td>\n",
       "      <td>[]</td>\n",
       "      <td>['\"Home Sweet Home\" by Yuki', '\"Never Give Up\"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10080</th>\n",
       "      <td>16870</td>\n",
       "      <td>The Last: Naruto the Movie</td>\n",
       "      <td>The Last: Naruto the Movie</td>\n",
       "      <td>THE LAST NARUTO THE MOVIE</td>\n",
       "      <td>Naruto Movie 10: Naruto the Movie: The Last,Na...</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Manga</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>748.0</td>\n",
       "      <td>520</td>\n",
       "      <td>155274</td>\n",
       "      <td>695</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 83257, 'type': 'man...</td>\n",
       "      <td>TV Tokyo, Shueisha</td>\n",
       "      <td>Viz Media</td>\n",
       "      <td>Action, Super Power, Romance, Martial Arts, Sh...</td>\n",
       "      <td>[]</td>\n",
       "      <td>['\"Hoshi no Utsuwa (星のうつわ)\" by Sukima Switch']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10144</th>\n",
       "      <td>1074</td>\n",
       "      <td>Naruto Narutimate Hero 3: Tsuini Gekitotsu! Jo...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NARUTO ナルティメットヒーロー3 ついに激突! 上忍VS下忍!! 無差別大乱戦大会開催!!</td>\n",
       "      <td>Naruto Narutimate Hero 3 OVA, Naruto: Finally ...</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>OVA</td>\n",
       "      <td>Game</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>4083.0</td>\n",
       "      <td>1485</td>\n",
       "      <td>52439</td>\n",
       "      <td>175</td>\n",
       "      <td>{'Parent story': [{'mal_id': 20, 'type': 'anim...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Adventure, Comedy, Game, Shounen</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10214</th>\n",
       "      <td>8246</td>\n",
       "      <td>Naruto: Shippuuden Movie 4 - The Lost Tower</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>劇場版 NARUTO-ナルト-疾風伝 ザ・ロストタワー</td>\n",
       "      <td>Naruto Movie 7, Gekijouban Naruto Shippuuden: ...</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Manga</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>1557.0</td>\n",
       "      <td>767</td>\n",
       "      <td>112262</td>\n",
       "      <td>153</td>\n",
       "      <td>{'Parent story': [{'mal_id': 1735, 'type': 'an...</td>\n",
       "      <td>Toho</td>\n",
       "      <td>Viz Media</td>\n",
       "      <td>Action, Comedy, Martial Arts, Shounen, Super P...</td>\n",
       "      <td>[]</td>\n",
       "      <td>['\"if\" by Kana Nishino']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10575</th>\n",
       "      <td>10589</td>\n",
       "      <td>Naruto: Shippuuden Movie 5 - Blood Prison</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>劇場版NARUTO-ナルト- ブラッド・プリズン</td>\n",
       "      <td>Naruto Movie 8, Gekijouban Naruto: Blood Prison</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Manga</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>1356.0</td>\n",
       "      <td>854</td>\n",
       "      <td>101774</td>\n",
       "      <td>107</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 96769, 'type': 'man...</td>\n",
       "      <td>TV Tokyo, Aniplex, Dentsu, Shueisha</td>\n",
       "      <td>Viz Media</td>\n",
       "      <td>Action, Adventure, Martial Arts, Super Power, ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>['\"Otakebi\"  by Yusuke']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11298</th>\n",
       "      <td>19511</td>\n",
       "      <td>Naruto Shippuuden: Sunny Side Battle</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>ナルト-NARUTO-疾風伝 サニー・サイド・バトル</td>\n",
       "      <td>Naruto: Shippuuden - Jump Festa 2013 Special, ...</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>Special</td>\n",
       "      <td>Original</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>2121.0</td>\n",
       "      <td>2600</td>\n",
       "      <td>21130</td>\n",
       "      <td>53</td>\n",
       "      <td>{'Parent story': [{'mal_id': 1735, 'type': 'an...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Action, Comedy, Super Power, Martial Arts, Sho...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11870</th>\n",
       "      <td>4134</td>\n",
       "      <td>Naruto Shippuuden: Shippuu! \"Konoha Gakuen\" Den</td>\n",
       "      <td>Naruto Shippuden: Konoha Gakuen - Special</td>\n",
       "      <td>NARUTO 疾風伝「疾風! \"木ノ葉学園\"伝」</td>\n",
       "      <td>NARUTO Shippu Konoha Gakuen Den Special, Konoh...</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>Special</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>2578.0</td>\n",
       "      <td>1771</td>\n",
       "      <td>40214</td>\n",
       "      <td>282</td>\n",
       "      <td>{'Parent story': [{'mal_id': 1735, 'type': 'an...</td>\n",
       "      <td>Bandai</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12149</th>\n",
       "      <td>13667</td>\n",
       "      <td>Naruto: Shippuuden Movie 6 - Road to Ninja</td>\n",
       "      <td>Road to Ninja: Naruto the Movie</td>\n",
       "      <td>ROAD TO NINJA NARUTO THE MOVIE</td>\n",
       "      <td>Naruto Movie 9</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Manga</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>847.0</td>\n",
       "      <td>664</td>\n",
       "      <td>126060</td>\n",
       "      <td>225</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 40549, 'type': 'man...</td>\n",
       "      <td>TV Tokyo, Aniplex, Dentsu, Toho, Shueisha</td>\n",
       "      <td>Viz Media</td>\n",
       "      <td>Action, Super Power, Adventure, Martial Arts, ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>['\"Soredewa Mata Ashita  (それでは、また明日)\" by ASIAN...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13753</th>\n",
       "      <td>7367</td>\n",
       "      <td>Naruto: The Cross Roads</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>ナルト サ・クロスローズ</td>\n",
       "      <td>Naruto&amp;#039;s 10th Anniversary</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>Special</td>\n",
       "      <td>Original</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>3785.0</td>\n",
       "      <td>2220</td>\n",
       "      <td>27688</td>\n",
       "      <td>49</td>\n",
       "      <td>{'Parent story': [{'mal_id': 20, 'type': 'anim...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Action, Adventure, Comedy, Shounen</td>\n",
       "      <td>[]</td>\n",
       "      <td>['\"Haruka Kanata\" by Asian Kung-Fu Generation']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13761</th>\n",
       "      <td>2144</td>\n",
       "      <td>Naruto Movie 3: Dai Koufun! Mikazuki Jima no A...</td>\n",
       "      <td>Naruto the Movie 3: Guardians of the Crescent ...</td>\n",
       "      <td>劇場版 NARUTO -ナルト- 大興奮!みかづき島のアニマル騒動だってばよ</td>\n",
       "      <td>Naruto Movie Volume 3, Naruto: Gekijouban Naru...</td>\n",
       "      <td>https://myanimelist.cdn-dena.com/images/anime/...</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Manga</td>\n",
       "      <td>1</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>...</td>\n",
       "      <td>3709.0</td>\n",
       "      <td>778</td>\n",
       "      <td>111020</td>\n",
       "      <td>130</td>\n",
       "      <td>{'Adaptation': [{'mal_id': 96764, 'type': 'man...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Viz Media</td>\n",
       "      <td>Action, Adventure</td>\n",
       "      <td>['None']</td>\n",
       "      <td>['\"Tsubomi\" by MARIA']</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>27 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       anime_id                                              title  \\\n",
       "17         1735                                 Naruto: Shippuuden   \n",
       "225         594  Naruto: Takigakure no Shitou - Ore ga Eiyuu Da...   \n",
       "856       12979   Naruto SD: Rock Lee no Seishun Full-Power Ninden   \n",
       "1024        936  Naruto Movie 2: Dai Gekitotsu! Maboroshi no Ch...   \n",
       "1112       4437                Naruto: Shippuuden Movie 2 - Kizuna   \n",
       "1414      32365  Boruto: Naruto the Movie - Naruto ga Hokage ni...   \n",
       "2313      10659  Naruto Soyokazeden Movie: Naruto to Mashin to ...   \n",
       "3709      10075                                        Naruto x UT   \n",
       "4504         20                                             Naruto   \n",
       "4616       6325  Naruto: Shippuuden Movie 3 - Hi no Ishi wo Tsu...   \n",
       "4960      34566                    Boruto: Naruto Next Generations   \n",
       "5217        761          Naruto: Akaki Yotsuba no Clover wo Sagase   \n",
       "5221      10686  Naruto: Honoo no Chuunin Shiken! Naruto vs. Ko...   \n",
       "5528      36564   Kamiusagi Rope x Boruto: Naruto Next Generations   \n",
       "6796       2472                         Naruto: Shippuuden Movie 1   \n",
       "7079      28755                           Boruto: Naruto the Movie   \n",
       "7631       2248  Naruto: Dai Katsugeki!! Yuki Hime Shinobu Houj...   \n",
       "9271        442  Naruto Movie 1: Dai Katsugeki!! Yuki Hime Shin...   \n",
       "10080     16870                         The Last: Naruto the Movie   \n",
       "10144      1074  Naruto Narutimate Hero 3: Tsuini Gekitotsu! Jo...   \n",
       "10214      8246        Naruto: Shippuuden Movie 4 - The Lost Tower   \n",
       "10575     10589          Naruto: Shippuuden Movie 5 - Blood Prison   \n",
       "11298     19511               Naruto Shippuuden: Sunny Side Battle   \n",
       "11870      4134    Naruto Shippuuden: Shippuu! \"Konoha Gakuen\" Den   \n",
       "12149     13667         Naruto: Shippuuden Movie 6 - Road to Ninja   \n",
       "13753      7367                            Naruto: The Cross Roads   \n",
       "13761      2144  Naruto Movie 3: Dai Koufun! Mikazuki Jima no A...   \n",
       "\n",
       "                                           title_english  \\\n",
       "17                                     Naruto: Shippuden   \n",
       "225    Naruto: The Lost Story - Mission: Protect the ...   \n",
       "856           NARUTO Spin-Off: Rock Lee & His Ninja Pals   \n",
       "1024    Naruto the Movie 2: Legend of the Stone of Gelel   \n",
       "1112               Naruto: Shippuden the Movie 2 -Bonds-   \n",
       "1414                                             Unknown   \n",
       "2313                                             Unknown   \n",
       "3709                                             Unknown   \n",
       "4504                                              Naruto   \n",
       "4616                                             Unknown   \n",
       "4960                     Boruto: Naruto Next Generations   \n",
       "5217          Naruto: Find the Crimson Four-leaf Clover!   \n",
       "5221     Chunin Exam on Fire! and Naruto vs. Konohamaru!   \n",
       "5528                                             Unknown   \n",
       "6796                         Naruto: Shippuden the Movie   \n",
       "7079                            Boruto: Naruto the Movie   \n",
       "7631           Hidden Leaf Village Grand Sports Festival   \n",
       "9271   Naruto the Movie: Ninja Clash in the Land of Snow   \n",
       "10080                         The Last: Naruto the Movie   \n",
       "10144                                            Unknown   \n",
       "10214                                            Unknown   \n",
       "10575                                            Unknown   \n",
       "11298                                            Unknown   \n",
       "11870          Naruto Shippuden: Konoha Gakuen - Special   \n",
       "12149                    Road to Ninja: Naruto the Movie   \n",
       "13753                                            Unknown   \n",
       "13761  Naruto the Movie 3: Guardians of the Crescent ...   \n",
       "\n",
       "                                         title_japanese  \\\n",
       "17                                             ナルト- 疾風伝   \n",
       "225                                  滝隠れの死闘　オレが英雄だってばよ!   \n",
       "856                              ナルトSD ロック・リーの青春フルパワー忍伝   \n",
       "1024                         劇場版　NARUTO　大激突！幻の地底遺跡だってばよ   \n",
       "1112                               劇場版NARUTO-ナルト- 疾風伝 絆   \n",
       "1414              BORUTO -NARUTO THE MOVIE- ナルトが火影になった日   \n",
       "2313          劇場版NARUTO －ナルト－ そよ風伝 ナルトと魔神と3つのお願いだってばよ！！   \n",
       "3709                                          NARUTO×UT   \n",
       "4504                                                ナルト   \n",
       "4616                                  ナルト- 疾風伝 火の意志を継ぐ者   \n",
       "4960                   BORUTO -NARUTO NEXT GENERATIONS-   \n",
       "5217                                 ナルト 紅き四つ葉のクローバーを探せ   \n",
       "5221                                炎の中忍試験! ナルトvs木ノ葉丸!!   \n",
       "5528       「紙兎ロぺ」×「BORUTO-ボルト- NARUTO NEXT　GENERATIONS」   \n",
       "6796                                劇場版NARUTO -ナルト- 疾風伝   \n",
       "7079                          BORUTO -NARUTO THE MOVIE-   \n",
       "7631                                        木ノ葉の里と大うん動会   \n",
       "9271                        劇場版　NARUTO　大活劇！雪姫忍法帖だってばよ!!   \n",
       "10080                         THE LAST NARUTO THE MOVIE   \n",
       "10144  NARUTO ナルティメットヒーロー3 ついに激突! 上忍VS下忍!! 無差別大乱戦大会開催!!   \n",
       "10214                       劇場版 NARUTO-ナルト-疾風伝 ザ・ロストタワー   \n",
       "10575                          劇場版NARUTO-ナルト- ブラッド・プリズン   \n",
       "11298                        ナルト-NARUTO-疾風伝 サニー・サイド・バトル   \n",
       "11870                          NARUTO 疾風伝「疾風! \"木ノ葉学園\"伝」   \n",
       "12149                    ROAD TO NINJA NARUTO THE MOVIE   \n",
       "13753                                      ナルト サ・クロスローズ   \n",
       "13761            劇場版 NARUTO -ナルト- 大興奮!みかづき島のアニマル騒動だってばよ   \n",
       "\n",
       "                                          title_synonyms  \\\n",
       "17                           Naruto Hurricane Chronicles   \n",
       "225    Battle at Hidden Falls. I am the Hero!, Naruto...   \n",
       "856                                              Unknown   \n",
       "1024   Naruto THE Movie vol.2, Naruto Movie 2, Gekijo...   \n",
       "1112   Naruto Movie 5, Naruto Shippuuden Movie 2, Nar...   \n",
       "1414   Boruto: Naruto the Movie - The Day Naruto Beca...   \n",
       "2313   Gekijouban Naruto Soyokazeden: Naruto to Mashi...   \n",
       "3709                                             Unknown   \n",
       "4504                                              NARUTO   \n",
       "4616   Naruto Shippuuden: Gekijouban Naruto Shippuude...   \n",
       "4960                                             Unknown   \n",
       "5217   Naruto: Find the Crimson Four Leaf Clover!, Na...   \n",
       "5221                                             Unknown   \n",
       "5528                                   TOHO Cinemas Ueno   \n",
       "6796   Naruto Shippuuden Movie, Naruto Movie 4, Gekij...   \n",
       "7079                            Gekijouban Naruto (2015)   \n",
       "7631   Gekijouban Naruto: Dai Katsugeki! Yuki Hime Ni...   \n",
       "9271   Naruto: Daikatsugeki! Yukihime Ninpocho Datteb...   \n",
       "10080  Naruto Movie 10: Naruto the Movie: The Last,Na...   \n",
       "10144  Naruto Narutimate Hero 3 OVA, Naruto: Finally ...   \n",
       "10214  Naruto Movie 7, Gekijouban Naruto Shippuuden: ...   \n",
       "10575    Naruto Movie 8, Gekijouban Naruto: Blood Prison   \n",
       "11298  Naruto: Shippuuden - Jump Festa 2013 Special, ...   \n",
       "11870  NARUTO Shippu Konoha Gakuen Den Special, Konoh...   \n",
       "12149                                     Naruto Movie 9   \n",
       "13753                     Naruto&#039;s 10th Anniversary   \n",
       "13761  Naruto Movie Volume 3, Naruto: Gekijouban Naru...   \n",
       "\n",
       "                                               image_url     type    source  \\\n",
       "17     https://myanimelist.cdn-dena.com/images/anime/...       TV     Manga   \n",
       "225    https://myanimelist.cdn-dena.com/images/anime/...  Special     Manga   \n",
       "856    https://myanimelist.cdn-dena.com/images/anime/...       TV     Manga   \n",
       "1024   https://myanimelist.cdn-dena.com/images/anime/...    Movie     Manga   \n",
       "1112   https://myanimelist.cdn-dena.com/images/anime/...    Movie     Manga   \n",
       "1414   https://myanimelist.cdn-dena.com/images/anime/...  Special  Original   \n",
       "2313   https://myanimelist.cdn-dena.com/images/anime/...    Movie  Original   \n",
       "3709   https://myanimelist.cdn-dena.com/images/anime/...      OVA     Manga   \n",
       "4504   https://myanimelist.cdn-dena.com/images/anime/...       TV     Manga   \n",
       "4616   https://myanimelist.cdn-dena.com/images/anime/...    Movie     Manga   \n",
       "4960   https://myanimelist.cdn-dena.com/images/anime/...       TV     Manga   \n",
       "5217   https://myanimelist.cdn-dena.com/images/anime/...  Special     Manga   \n",
       "5221   https://myanimelist.cdn-dena.com/images/anime/...    Movie     Manga   \n",
       "5528   https://myanimelist.cdn-dena.com/images/anime/...      ONA     Other   \n",
       "6796   https://myanimelist.cdn-dena.com/images/anime/...    Movie     Manga   \n",
       "7079   https://myanimelist.cdn-dena.com/images/anime/...    Movie     Manga   \n",
       "7631   https://myanimelist.cdn-dena.com/images/anime/...  Special  Original   \n",
       "9271   https://myanimelist.cdn-dena.com/images/anime/...    Movie     Manga   \n",
       "10080  https://myanimelist.cdn-dena.com/images/anime/...    Movie     Manga   \n",
       "10144  https://myanimelist.cdn-dena.com/images/anime/...      OVA      Game   \n",
       "10214  https://myanimelist.cdn-dena.com/images/anime/...    Movie     Manga   \n",
       "10575  https://myanimelist.cdn-dena.com/images/anime/...    Movie     Manga   \n",
       "11298  https://myanimelist.cdn-dena.com/images/anime/...  Special  Original   \n",
       "11870  https://myanimelist.cdn-dena.com/images/anime/...  Special   Unknown   \n",
       "12149  https://myanimelist.cdn-dena.com/images/anime/...    Movie     Manga   \n",
       "13753  https://myanimelist.cdn-dena.com/images/anime/...  Special  Original   \n",
       "13761  https://myanimelist.cdn-dena.com/images/anime/...    Movie     Manga   \n",
       "\n",
       "       episodes            status  ...    rank popularity members favorites  \\\n",
       "17          500   Finished Airing  ...   337.0         20  794112     42846   \n",
       "225           1   Finished Airing  ...  4157.0       1360   59577       269   \n",
       "856          51   Finished Airing  ...  2623.0       1767   40401       171   \n",
       "1024          1   Finished Airing  ...  3650.0        714  120119       153   \n",
       "1112          1   Finished Airing  ...  1984.0        667  125270       189   \n",
       "1414          1   Finished Airing  ...  1237.0       1701   43023        94   \n",
       "2313          1   Finished Airing  ...  3275.0       2108   30099        50   \n",
       "3709          1   Finished Airing  ...  1558.0       2158   28961        79   \n",
       "4504        220   Finished Airing  ...   745.0         10  980265     34468   \n",
       "4616          1   Finished Airing  ...  1738.0        827  105403       129   \n",
       "4960          0  Currently Airing  ...  3444.0        350  213675      1946   \n",
       "5217          1   Finished Airing  ...  5384.0       1462   53801       129   \n",
       "5221          1   Finished Airing  ...  2579.0       1813   38777        38   \n",
       "5528          1   Finished Airing  ...  7876.0       6420    2462         6   \n",
       "6796          1   Finished Airing  ...  1983.0        597  138841       285   \n",
       "7079          1   Finished Airing  ...   750.0        484  165875       708   \n",
       "7631          1   Finished Airing  ...  3749.0       1467   53427       114   \n",
       "9271          1   Finished Airing  ...  2934.0        548  148944       220   \n",
       "10080         1   Finished Airing  ...   748.0        520  155274       695   \n",
       "10144         1   Finished Airing  ...  4083.0       1485   52439       175   \n",
       "10214         1   Finished Airing  ...  1557.0        767  112262       153   \n",
       "10575         1   Finished Airing  ...  1356.0        854  101774       107   \n",
       "11298         1   Finished Airing  ...  2121.0       2600   21130        53   \n",
       "11870         1   Finished Airing  ...  2578.0       1771   40214       282   \n",
       "12149         1   Finished Airing  ...   847.0        664  126060       225   \n",
       "13753         1   Finished Airing  ...  3785.0       2220   27688        49   \n",
       "13761         1   Finished Airing  ...  3709.0        778  111020       130   \n",
       "\n",
       "                                                 related  \\\n",
       "17     {'Adaptation': [{'mal_id': 11, 'type': 'manga'...   \n",
       "225    {'Adaptation': [{'mal_id': 57095, 'type': 'man...   \n",
       "856    {'Adaptation': [{'mal_id': 23208, 'type': 'man...   \n",
       "1024   {'Adaptation': [{'mal_id': 96763, 'type': 'man...   \n",
       "1112   {'Parent story': [{'mal_id': 1735, 'type': 'an...   \n",
       "1414   {'Adaptation': [{'mal_id': 92286, 'type': 'man...   \n",
       "2313   {'Other': [{'mal_id': 8246, 'type': 'anime', '...   \n",
       "3709   {'Parent story': [{'mal_id': 1735, 'type': 'an...   \n",
       "4504   {'Adaptation': [{'mal_id': 11, 'type': 'manga'...   \n",
       "4616   {'Adaptation': [{'mal_id': 96767, 'type': 'man...   \n",
       "4960   {'Adaptation': [{'mal_id': 87866, 'type': 'man...   \n",
       "5217   {'Parent story': [{'mal_id': 20, 'type': 'anim...   \n",
       "5221   {'Full story': [{'mal_id': 1735, 'type': 'anim...   \n",
       "5528   {'Other': [{'mal_id': 30151, 'type': 'anime', ...   \n",
       "6796   {'Adaptation': [{'mal_id': 96765, 'type': 'man...   \n",
       "7079   {'Adaptation': [{'mal_id': 92131, 'type': 'man...   \n",
       "7631   {'Parent story': [{'mal_id': 442, 'type': 'ani...   \n",
       "9271   {'Adaptation': [{'mal_id': 96762, 'type': 'man...   \n",
       "10080  {'Adaptation': [{'mal_id': 83257, 'type': 'man...   \n",
       "10144  {'Parent story': [{'mal_id': 20, 'type': 'anim...   \n",
       "10214  {'Parent story': [{'mal_id': 1735, 'type': 'an...   \n",
       "10575  {'Adaptation': [{'mal_id': 96769, 'type': 'man...   \n",
       "11298  {'Parent story': [{'mal_id': 1735, 'type': 'an...   \n",
       "11870  {'Parent story': [{'mal_id': 1735, 'type': 'an...   \n",
       "12149  {'Adaptation': [{'mal_id': 40549, 'type': 'man...   \n",
       "13753  {'Parent story': [{'mal_id': 20, 'type': 'anim...   \n",
       "13761  {'Adaptation': [{'mal_id': 96764, 'type': 'man...   \n",
       "\n",
       "                                                producer   licensor  \\\n",
       "17     TV Tokyo, Aniplex, KSS, Rakuonsha, TV Tokyo Mu...  Viz Media   \n",
       "225                                                  NaN  Viz Media   \n",
       "856                                   TV Tokyo, Shueisha  Viz Media   \n",
       "1024                                              Bandai  Viz Media   \n",
       "1112   TV Tokyo, Aniplex, Dentsu, Bandai, Toho, Studi...  Viz Media   \n",
       "1414                                                 NaN  Viz Media   \n",
       "2313                                                 NaN  Viz Media   \n",
       "3709                                                 NaN        NaN   \n",
       "4504                         TV Tokyo, Aniplex, Shueisha  Viz Media   \n",
       "4616                                                Toho  Viz Media   \n",
       "4960              TV Tokyo, Aniplex, Rakuonsha, Shueisha  Viz Media   \n",
       "5217                                                 NaN        NaN   \n",
       "5221                                            Shueisha  Viz Media   \n",
       "5528                                                Toho        NaN   \n",
       "6796         TV Tokyo, Aniplex, Dentsu, Bandai, Shueisha  Viz Media   \n",
       "7079                                      Toho, Shueisha  Viz Media   \n",
       "7631                              Bandai, TV Tokyo Music  Viz Media   \n",
       "9271           Aniplex, Bandai, TV Tokyo Music, Shueisha  Viz Media   \n",
       "10080                                 TV Tokyo, Shueisha  Viz Media   \n",
       "10144                                                NaN        NaN   \n",
       "10214                                               Toho  Viz Media   \n",
       "10575                TV Tokyo, Aniplex, Dentsu, Shueisha  Viz Media   \n",
       "11298                                                NaN        NaN   \n",
       "11870                                             Bandai        NaN   \n",
       "12149          TV Tokyo, Aniplex, Dentsu, Toho, Shueisha  Viz Media   \n",
       "13753                                                NaN        NaN   \n",
       "13761                                                NaN  Viz Media   \n",
       "\n",
       "                                                   genre  \\\n",
       "17     Action, Adventure, Comedy, Super Power, Martia...   \n",
       "225      Action, Adventure, Comedy, Shounen, Super Power   \n",
       "856                               Action, Comedy, Parody   \n",
       "1024   Adventure, Comedy, Drama, Fantasy, Shounen, Su...   \n",
       "1112         Action, Martial Arts, Shounen, Supernatural   \n",
       "1414   Action, Comedy, Super Power, Martial Arts, Sho...   \n",
       "2313   Action, Comedy, Martial Arts, Shounen, Super P...   \n",
       "3709   Action, Comedy, Super Power, Martial Arts, Sho...   \n",
       "4504   Action, Adventure, Comedy, Super Power, Martia...   \n",
       "4616   Action, Comedy, Martial Arts, Shounen, Super P...   \n",
       "4960   Action, Adventure, Martial Arts, Shounen, Supe...   \n",
       "5217                          Adventure, Comedy, Shounen   \n",
       "5221   Action, Adventure, Martial Arts, Shounen, Supe...   \n",
       "5528                               Slice of Life, Comedy   \n",
       "6796         Action, Adventure, Comedy, Fantasy, Shounen   \n",
       "7079   Action, Comedy, Super Power, Martial Arts, Sho...   \n",
       "7631   Action, Fantasy, Martial Arts, Sports, Comedy,...   \n",
       "9271   Adventure, Comedy, Historical, Supernatural, D...   \n",
       "10080  Action, Super Power, Romance, Martial Arts, Sh...   \n",
       "10144                   Adventure, Comedy, Game, Shounen   \n",
       "10214  Action, Comedy, Martial Arts, Shounen, Super P...   \n",
       "10575  Action, Adventure, Martial Arts, Super Power, ...   \n",
       "11298  Action, Comedy, Super Power, Martial Arts, Sho...   \n",
       "11870                                             Comedy   \n",
       "12149  Action, Super Power, Adventure, Martial Arts, ...   \n",
       "13753                 Action, Adventure, Comedy, Shounen   \n",
       "13761                                  Action, Adventure   \n",
       "\n",
       "                                           opening_theme  \\\n",
       "17     ['#01: \"Hero&#039;s Come Back\" by Nobodyknows+...   \n",
       "225    ['\"Rise\" by Jeremy Sweet & Ian Nickus (English...   \n",
       "856    ['#1: \"Give Lee Give Lee Rock Lee\" by ANIMETAL...   \n",
       "1024                                                  []   \n",
       "1112                                                  []   \n",
       "1414                                                  []   \n",
       "2313                                                  []   \n",
       "3709          ['\" Mayonaka no Orchestra\" by Aqua Timez']   \n",
       "4504   ['#01: \"R★O★C★K★S\", by Hound Dog (eps 1-25)', ...   \n",
       "4616                            ['\"Dareka Ga\" by Puffy']   \n",
       "4960   ['#1: \"Baton Road (バトンロード)\" by KANA-BOON (eps ...   \n",
       "5217                                                  []   \n",
       "5221                                                  []   \n",
       "5528                                                  []   \n",
       "6796                                                  []   \n",
       "7079                                                  []   \n",
       "7631                                                  []   \n",
       "9271                                                  []   \n",
       "10080                                                 []   \n",
       "10144                                                 []   \n",
       "10214                                                 []   \n",
       "10575                                                 []   \n",
       "11298                                                 []   \n",
       "11870                                                 []   \n",
       "12149                                                 []   \n",
       "13753                                                 []   \n",
       "13761                                           ['None']   \n",
       "\n",
       "                                            ending_theme  \n",
       "17     ['#01: \"Nagare Boshi ~Shooting Star~ (流れ星〜Shoo...  \n",
       "225            ['\"Naruto Main Theme\" by Toshiro Masuda']  \n",
       "856    ['#1: \"Twinkle Twinkle\" by Secret (eps 1-13)',...  \n",
       "1024                     ['\"Ding! Dong! Dang!\" by TUBE']  \n",
       "1112            ['\"No rain No rainbow\" by HOME MADE 家族']  \n",
       "1414                                                  []  \n",
       "2313                                                  []  \n",
       "3709                                                  []  \n",
       "4504   ['#01: \"Wind\" by Akeboshi (eps 1-25)', '#02: \"...  \n",
       "4616                            ['\"Dareka ga\" by Puffy']  \n",
       "4960   ['#1: \"Dreamy Journey (ドリーミージャーニー)\" by The Peg...  \n",
       "5217           ['\"Naruto Main Theme\" by Toshiro Masuda']  \n",
       "5221                  ['\"Future Eve\" by OKAMOTO&#039;S']  \n",
       "5528                                                  []  \n",
       "6796                        ['\"Lie-Lie-Lie\" by DJ OZMA']  \n",
       "7079                     ['\"Diver (ダイバー)\" by KANA-BOON']  \n",
       "7631                   ['\"Gyu-Ru-Ru\" by Junko Takeuchi']  \n",
       "9271   ['\"Home Sweet Home\" by Yuki', '\"Never Give Up\"...  \n",
       "10080     ['\"Hoshi no Utsuwa (星のうつわ)\" by Sukima Switch']  \n",
       "10144                                                 []  \n",
       "10214                           ['\"if\" by Kana Nishino']  \n",
       "10575                           ['\"Otakebi\"  by Yusuke']  \n",
       "11298                                                 []  \n",
       "11870                                                 []  \n",
       "12149  ['\"Soredewa Mata Ashita  (それでは、また明日)\" by ASIAN...  \n",
       "13753    ['\"Haruka Kanata\" by Asian Kung-Fu Generation']  \n",
       "13761                             ['\"Tsubomi\" by MARIA']  \n",
       "\n",
       "[27 rows x 27 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data['title'].str.contains('Naruto')]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38172470-9080-409b-b265-7afd407c5d9c",
   "metadata": {},
   "source": [
    "## Histogram of Popularity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0a013b88-7724-4f62-a8ff-6f7548ce07d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "eddbf071-14f1-4ba7-b32e-34cf14503ff5",
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import colors\n",
    "from matplotlib.ticker import PercentFormatter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "1dd22f89-03ac-4b7e-a825-848f712ae946",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Popularity Rankings')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=data['anime_id']\n",
    "xc=data['popularity']\n",
    "\n",
    "fig,axs=plt.subplots(1,2,figsize=(12,10))\n",
    "axs[0].hist(x,bins=30,color='yellow',edgecolor='black')\n",
    "axs[0].set_title('Anime IDs Ranking')\n",
    "axs[1].hist(xc,bins=30,color='pink',edgecolor='black')\n",
    "axs[1].set_title('Popularity Rankings')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a65bf357-0beb-4bb5-95e2-57ce4644696e",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.countplot(x='title_english',hue='type',data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e5e94fd9-d181-4f7a-bb35-a41f66ae9c70",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.countplot(x='title_english',hue='type',data=data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "44549aad-5931-4136-bb16-1e9958ce68fb",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ce8c67e1-799e-407e-a84d-3b0387128df7",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}