knn_anime.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import sys\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.neighbors import NearestNeighbors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  after removing the cwd from sys.path.\n"
     ]
    }
   ],
   "source": [
    "anime = pd.read_csv('data/anime.csv')\n",
    "rating = pd.read_csv('data/rating.csv')\n",
    "popular = pd.read_csv('data/anime_popular.csv')\n",
    "popular['episodes'][75]='855'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "anime = anime[anime['type'] != 'Music']\n",
    "anime = anime[anime['genre'].str.contains('Hentai') == False]\n",
    "anime = anime[pd.notnull(anime['type'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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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>name</th>\n",
       "      <th>genre</th>\n",
       "      <th>type</th>\n",
       "      <th>episodes</th>\n",
       "      <th>rating</th>\n",
       "      <th>members</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [anime_id, name, genre, type, episodes, rating, members]\n",
       "Index: []"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(popular.loc[popular['episodes']=='Unknown'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "rating = rating.dropna()\n",
    "rating = rating[rating['rating']>-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "genre_matrix = popular['genre'].str.get_dummies(sep=',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "type_matrix = popular['type'].str.get_dummies()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "anime_matrix = pd.concat([genre_matrix, type_matrix, popular['episodes'], popular['rating']], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Adventure</th>\n",
       "      <th>Comedy</th>\n",
       "      <th>Demons</th>\n",
       "      <th>Drama</th>\n",
       "      <th>Fantasy</th>\n",
       "      <th>Game</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>9.10</td>\n",
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       "      <td>9.06</td>\n",
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       "      <td>0</td>\n",
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       "      <td>201</td>\n",
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       "      <td>8.93</td>\n",
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       "      <td>8.92</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>8.88</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>8.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>75</td>\n",
       "      <td>8.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>8.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>8.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>8.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>8.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>8.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>8.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>8.78</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>70</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>8.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>8.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>8.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>855</td>\n",
       "      <td>8.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>8.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>8.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>8.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>101</td>\n",
       "      <td>8.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>8.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>8.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>8.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>8.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>8.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>8.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>8.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>50</td>\n",
       "      <td>8.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>8.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>8.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>8.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>8.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>8.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>8.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8.50</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 51 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Adventure   Comedy   Demons   Drama   Fantasy   Game   Historical  \\\n",
       "0            0        0        0       0         0      0            0   \n",
       "1            1        0        0       1         1      0            0   \n",
       "2            0        1        0       0         0      0            1   \n",
       "3            0        0        0       0         0      0            0   \n",
       "4            0        1        0       0         0      0            1   \n",
       "5            0        0        0       1         0      0            0   \n",
       "6            1        0        0       0         0      0            0   \n",
       "7            0        0        0       0         0      0            0   \n",
       "8            0        1        0       0         0      0            1   \n",
       "9            0        1        0       0         0      0            1   \n",
       "10           0        0        0       0         1      0            0   \n",
       "11           0        0        0       0         0      0            0   \n",
       "12           0        1        0       0         0      0            1   \n",
       "13           0        0        0       1         0      0            0   \n",
       "14           0        0        0       1         0      0            0   \n",
       "15           0        0        0       1         0      0            0   \n",
       "16           0        0        0       0         0      0            0   \n",
       "17           0        0        0       0         1      0            1   \n",
       "18           0        0        0       0         0      0            0   \n",
       "19           0        0        0       0         0      0            0   \n",
       "20           0        0        0       1         0      0            0   \n",
       "21           0        0        0       1         0      0            1   \n",
       "22           1        1        0       1         0      0            0   \n",
       "23           0        1        0       0         0      0            0   \n",
       "24           1        0        0       0         1      0            0   \n",
       "25           0        0        0       0         0      0            0   \n",
       "26           0        0        0       0         1      0            1   \n",
       "27           0        0        0       0         0      0            0   \n",
       "28           0        0        0       0         1      0            1   \n",
       "29           1        1        0       0         0      0            0   \n",
       "..         ...      ...      ...     ...       ...    ...          ...   \n",
       "70           0        0        0       0         0      0            0   \n",
       "71           0        0        0       0         0      0            0   \n",
       "72           0        0        0       0         0      0            1   \n",
       "73           0        0        0       0         0      0            0   \n",
       "74           0        0        0       1         0      0            0   \n",
       "75           1        1        0       1         1      0            0   \n",
       "76           0        0        0       0         0      0            0   \n",
       "77           0        0        0       0         0      0            1   \n",
       "78           1        1        0       1         0      0            0   \n",
       "79           0        0        0       0         0      0            0   \n",
       "80           0        0        0       1         0      0            0   \n",
       "81           0        0        0       0         0      0            0   \n",
       "82           0        0        0       0         0      0            0   \n",
       "83           0        1        0       0         0      0            0   \n",
       "84           0        0        0       1         0      0            0   \n",
       "85           0        1        0       0         0      0            1   \n",
       "86           0        0        0       0         1      0            1   \n",
       "87           0        0        0       1         1      0            0   \n",
       "88           0        0        0       1         0      0            0   \n",
       "89           0        0        0       0         0      0            0   \n",
       "90           0        0        0       0         0      0            0   \n",
       "91           0        0        0       0         0      0            0   \n",
       "92           0        0        0       1         0      0            0   \n",
       "93           0        0        0       1         0      0            0   \n",
       "94           0        0        0       0         0      1            0   \n",
       "95           0        0        0       0         0      0            0   \n",
       "96           0        0        0       0         1      0            0   \n",
       "97           1        0        0       0         0      0            0   \n",
       "98           0        0        0       0         0      0            0   \n",
       "99           0        0        0       0         0      0            0   \n",
       "\n",
       "     Horror   Josei   Magic   ...    Mystery  Psychological  Romance  Sci-Fi  \\\n",
       "0         0       0       0   ...          0              0        0       0   \n",
       "1         0       0       1   ...          0              0        0       0   \n",
       "2         0       0       0   ...          0              0        0       0   \n",
       "3         0       0       0   ...          0              0        0       1   \n",
       "4         0       0       0   ...          0              0        0       0   \n",
       "5         0       0       0   ...          0              0        0       0   \n",
       "6         0       0       0   ...          0              0        0       0   \n",
       "7         0       0       0   ...          0              0        0       0   \n",
       "8         0       0       0   ...          0              0        0       0   \n",
       "9         0       0       0   ...          0              0        0       0   \n",
       "10        0       0       0   ...          0              0        0       0   \n",
       "11        0       0       0   ...          0              0        0       0   \n",
       "12        0       0       0   ...          0              0        0       0   \n",
       "13        0       0       0   ...          0              0        0       0   \n",
       "14        0       0       0   ...          0              0        0       0   \n",
       "15        0       0       0   ...          0              0        0       0   \n",
       "16        0       0       0   ...          0              0        0       0   \n",
       "17        0       0       0   ...          0              0        0       0   \n",
       "18        0       0       0   ...          0              0        0       0   \n",
       "19        0       0       0   ...          0              0        0       0   \n",
       "20        0       0       0   ...          0              0        0       0   \n",
       "21        0       0       0   ...          0              0        0       0   \n",
       "22        0       0       0   ...          0              0        0       0   \n",
       "23        0       0       0   ...          0              0        0       0   \n",
       "24        0       0       0   ...          0              0        0       0   \n",
       "25        0       0       0   ...          0              0        0       0   \n",
       "26        0       0       0   ...          0              0        0       0   \n",
       "27        0       0       0   ...          0              0        0       0   \n",
       "28        0       0       0   ...          0              0        0       0   \n",
       "29        0       0       0   ...          0              0        0       0   \n",
       "..      ...     ...     ...   ...        ...            ...      ...     ...   \n",
       "70        1       0       0   ...          0              0        0       0   \n",
       "71        0       0       0   ...          0              0        0       0   \n",
       "72        0       0       0   ...          0              0        0       0   \n",
       "73        0       0       0   ...          0              0        0       0   \n",
       "74        0       0       0   ...          0              0        0       0   \n",
       "75        0       0       0   ...          0              0        0       0   \n",
       "76        0       0       0   ...          0              0        0       0   \n",
       "77        0       0       0   ...          0              0        0       0   \n",
       "78        0       0       0   ...          0              0        0       0   \n",
       "79        0       0       0   ...          0              0        0       0   \n",
       "80        0       0       0   ...          0              0        0       0   \n",
       "81        0       0       0   ...          0              0        0       0   \n",
       "82        0       0       0   ...          0              0        0       0   \n",
       "83        0       0       0   ...          0              0        0       0   \n",
       "84        0       0       0   ...          0              0        0       0   \n",
       "85        0       0       0   ...          0              0        0       0   \n",
       "86        0       0       0   ...          0              0        0       0   \n",
       "87        0       0       0   ...          0              0        0       0   \n",
       "88        0       0       0   ...          0              0        0       0   \n",
       "89        1       0       0   ...          0              0        0       0   \n",
       "90        0       0       0   ...          0              0        0       0   \n",
       "91        0       0       0   ...          0              0        1       0   \n",
       "92        0       0       0   ...          0              0        0       0   \n",
       "93        0       0       0   ...          0              0        0       0   \n",
       "94        0       1       0   ...          0              0        0       0   \n",
       "95        0       0       0   ...          0              0        0       0   \n",
       "96        0       0       0   ...          0              0        0       0   \n",
       "97        0       0       0   ...          0              0        0       0   \n",
       "98        0       0       1   ...          0              0        0       0   \n",
       "99        0       0       1   ...          0              0        0       0   \n",
       "\n",
       "    Movie  OVA  Special  TV  episodes  rating  \n",
       "0       1    0        0   0         1    9.37  \n",
       "1       0    0        0   1        64    9.26  \n",
       "2       0    0        0   1        51    9.25  \n",
       "3       0    0        0   1        24    9.17  \n",
       "4       0    0        0   1        51    9.16  \n",
       "5       0    0        0   1        10    9.15  \n",
       "6       0    0        0   1       148    9.13  \n",
       "7       0    1        0   0       110    9.11  \n",
       "8       0    0        0   1        13    9.11  \n",
       "9       1    0        0   0         1    9.10  \n",
       "10      0    0        0   1        24    9.06  \n",
       "11      1    0        0   0         1    9.05  \n",
       "12      0    0        0   1       201    9.04  \n",
       "13      0    0        0   1        25    8.98  \n",
       "14      0    0        0   1        25    8.93  \n",
       "15      1    0        0   0         1    8.93  \n",
       "16      0    0        0   1        22    8.92  \n",
       "17      0    0        0   1        10    8.88  \n",
       "18      1    0        0   0         1    8.84  \n",
       "19      0    0        0   1        25    8.83  \n",
       "20      0    0        0   1        75    8.83  \n",
       "21      0    1        0   0         4    8.83  \n",
       "22      0    0        0   1        26    8.82  \n",
       "23      0    0        0   1        12    8.82  \n",
       "24      1    0        0   0         1    8.81  \n",
       "25      1    0        0   0         1    8.81  \n",
       "26      0    0        0   1        10    8.80  \n",
       "27      0    0        0   1        26    8.80  \n",
       "28      0    0        0   1        26    8.78  \n",
       "29      0    0        0   1        27    8.78  \n",
       "..    ...  ...      ...  ..       ...     ...  \n",
       "70      0    1        0   0        10    8.59  \n",
       "71      1    0        0   0         1    8.58  \n",
       "72      1    0        0   0         1    8.58  \n",
       "73      0    0        0   1        25    8.58  \n",
       "74      0    0        0   1        25    8.58  \n",
       "75      0    0        0   1       855    8.58  \n",
       "76      1    0        0   0         1    8.57  \n",
       "77      0    0        0   1        39    8.57  \n",
       "78      0    0        0   1        39    8.57  \n",
       "79      0    0        0   1        26    8.57  \n",
       "80      0    0        0   1       101    8.56  \n",
       "81      0    0        0   1        11    8.56  \n",
       "82      1    0        0   0         1    8.55  \n",
       "83      0    0        0   1        12    8.55  \n",
       "84      0    0        0   1        47    8.55  \n",
       "85      0    0        0   1        13    8.54  \n",
       "86      0    0        1   0         1    8.54  \n",
       "87      0    0        0   1        25    8.54  \n",
       "88      0    1        0   0        26    8.53  \n",
       "89      0    0        0   1        25    8.53  \n",
       "90      1    0        0   0         1    8.53  \n",
       "91      1    0        0   0         1    8.53  \n",
       "92      0    0        0   1        50    8.53  \n",
       "93      0    0        0   1        25    8.53  \n",
       "94      0    0        0   1        25    8.52  \n",
       "95      0    0        0   1        26    8.52  \n",
       "96      0    0        0   1        13    8.51  \n",
       "97      0    0        0   1        26    8.51  \n",
       "98      0    0        0   1        12    8.51  \n",
       "99      1    0        0   0         1    8.50  \n",
       "\n",
       "[100 rows x 51 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(anime_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "mmscaler = MinMaxScaler()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.  , 0.  , 0.  , ..., 0.  , 0.  , 1.  ],\n",
       "       [1.  , 0.  , 0.  , ..., 1.  , 0.07, 0.87],\n",
       "       [0.  , 1.  , 0.  , ..., 1.  , 0.06, 0.86],\n",
       "       ...,\n",
       "       [1.  , 0.  , 0.  , ..., 1.  , 0.03, 0.01],\n",
       "       [0.  , 0.  , 0.  , ..., 1.  , 0.01, 0.01],\n",
       "       [0.  , 0.  , 0.  , ..., 0.  , 0.  , 0.  ]])"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "anime_matrix = mmscaler.fit_transform(anime_matrix)\n",
    "np.round(anime_matrix, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = NearestNeighbors(n_neighbors=6, algorithm='ball_tree').fit(anime_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "distances, indices = model.kneighbors(anime_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.         1.66226132 1.77067464 2.10102869 2.19648526 2.19648526]\n",
      " [0.         2.13955584 2.16494444 2.24321259 2.33854956 2.37273472]\n",
      " [0.         0.10344828 0.16695819 0.29852101 1.42588723 1.60046557]\n",
      " [0.         1.55404212 2.06300208 2.09072246 2.09072344 2.10107568]\n",
      " [0.         0.07268345 0.10344828 0.22332889 1.41710413 1.55486774]\n",
      " [0.         0.25348283 0.54051534 0.6864814  1.06821429 1.10079043]\n",
      " [0.         1.8417931  1.86564904 1.87836875 2.02114406 2.07081693]\n",
      " [0.         1.8585261  2.49980978 2.52733252 2.64972581 2.70335698]\n",
      " [0.         0.07268345 0.16695819 0.23438349 1.41433008 1.53094887]\n",
      " [0.         0.57471384 0.5862069  1.41433008 1.41710413 1.42588723]\n",
      " [0.         1.45570326 1.45846877 1.48361624 1.4943968  1.50200262]\n",
      " [0.         1.77067464 1.81434515 1.82490948 2.00572495 2.06313002]\n",
      " [0.         0.22332889 0.23438349 0.29852101 1.43513141 1.5198944 ]\n",
      " [0.         1.42468471 2.24785512 2.27013612 2.28518959 2.29254883]\n",
      " [0.         0.25348283 0.28735632 0.43449866 1.0082855  1.02117949]\n",
      " [0.         1.07788885 1.74576474 2.23845964 2.2478539  2.2544564 ]\n",
      " [0.         2.00572495 2.03149471 2.24906121 2.25302291 2.26250269]\n",
      " [0.         0.09195402 0.11645943 1.42212481 1.43668232 1.4672557 ]\n",
      " [0.         2.01321747 2.01739692 2.02220465 2.02220465 2.02576344]\n",
      " [0.         1.42468471 2.23680764 2.24688325 2.25595058 2.26267449]\n",
      " [0.         0.10838666 0.18208346 1.0082855  1.01644202 1.04749263]\n",
      " [0.         2.66825218 2.83032046 2.83189506 2.83300204 2.83367938]\n",
      " [0.         1.73266132 2.0205953  2.25032232 2.26077666 2.45324455]\n",
      " [0.         2.2575017  2.25911084 2.44998416 2.47206644 2.47243277]\n",
      " [0.         2.0257296  2.02955747 2.23633384 2.23751509 2.2379579 ]\n",
      " [0.         2.10102869 2.23628913 2.25302017 2.45121512 2.45404318]\n",
      " [0.         0.02965612 0.09195402 1.41542008 1.42337843 1.44548356]\n",
      " [0.         2.23628913 2.23770658 2.23845994 2.2467673  2.2503214 ]\n",
      " [0.         0.02965612 0.11645943 1.41493676 1.42122551 1.4411651 ]\n",
      " [0.         1.73266132 2.02076732 2.23680764 2.2390215  2.24785512]\n",
      " [0.         1.41814872 1.42627712 1.43627174 1.44324978 1.48063208]\n",
      " [0.         0.01149425 0.10344828 0.13793103 1.42334134 1.45570326]\n",
      " [0.         0.08046829 0.10838666 1.00323235 1.02117949 1.02733016]\n",
      " [0.         1.41493676 1.41542008 1.41799208 1.42212481 1.43466511]\n",
      " [0.         0.01149425 0.09195402 0.12643678 1.42208769 1.45846877]\n",
      " [0.         1.74576474 2.00843774 2.23751509 2.44989364 2.45046041]\n",
      " [0.         1.03147778 2.00273145 2.01067307 2.06300208 2.23618645]\n",
      " [0.         1.74178706 2.00082557 2.00741787 2.23770658 2.2379579 ]\n",
      " [0.         2.23866359 2.23869329 2.25022991 2.44989984 2.45987534]\n",
      " [0.         1.73367044 2.00142028 2.23637775 2.23755921 2.24804451]\n",
      " [0.         0.20689655 1.4146339  1.41496122 1.42208576 1.42212968]\n",
      " [0.         2.00214701 2.23680764 2.24476543 2.44966476 2.44974566]\n",
      " [0.         1.73391901 2.00118871 2.00330022 2.00405963 2.00563198]\n",
      " [0.         0.16414847 0.28735632 0.54051534 1.         1.0023753 ]\n",
      " [0.         0.08046829 0.18208346 1.         1.01338281 1.040468  ]\n",
      " [0.         1.00796144 2.00082557 2.2544564  2.45019772 2.45046041]\n",
      " [0.         0.03448276 0.09195402 0.10344828 1.41538279 1.48361624]\n",
      " [0.         1.73342367 2.23615761 2.23618645 2.23640282 2.23686649]\n",
      " [0.         0.13793103 1.41799208 1.42122551 1.42337843 1.43668232]\n",
      " [0.         1.7320512  1.73367044 2.23618645 2.23633415 2.24185113]\n",
      " [0.         1.7320512  2.00142028 2.23615761 2.23654091 2.23719132]\n",
      " [0.         0.03448276 0.12643678 0.13793103 1.41440233 1.4943968 ]\n",
      " [0.         1.42216723 2.00000034 2.00273145 2.00666013 2.09072246]\n",
      " [0.         1.41985431 2.24688325 2.27013612 2.45292544 2.45495865]\n",
      " [0.         2.00211414 2.01321747 2.23618737 2.23637094 2.23907212]\n",
      " [0.         1.73307088 2.00000034 2.00140281 2.00167567 2.00564121]\n",
      " [0.         2.23680764 2.44951241 2.44975512 2.45277339 2.45339276]\n",
      " [0.         1.41440233 1.41538279 1.42208769 1.42334134 1.50200262]\n",
      " [0.         0.04597701 1.0023753  1.00631804 1.0615862  1.17107965]\n",
      " [0.         1.55404212 2.00029724 2.00029724 2.00118871 2.00399258]\n",
      " [0.         1.66226132 2.00029724 2.00029724 2.23612818 2.23637799]\n",
      " [0.         1.73208934 1.73239442 1.73391901 2.00161813 2.00267497]\n",
      " [0.         1.41434219 1.4147158  1.4147158  1.41658233 1.42343382]\n",
      " [0.         0.01155374 0.57471384 1.5198944  1.53094887 1.55486774]\n",
      " [0.         1.0007485  1.41799402 1.8417931  2.00118905 2.00271502]\n",
      " [0.         2.23813434 2.45062156 2.45171348 2.46135409 2.56533574]\n",
      " [0.         1.73214594 1.73307088 2.00029861 2.00166711 2.23618645]\n",
      " [0.         2.00344219 2.23850546 2.2387066  2.23907212 2.4518987 ]\n",
      " [0.         2.44966058 2.4505007  2.46371586 2.4901712  2.64577628]\n",
      " [0.         0.01155374 0.5862069  1.52393719 1.53539705 1.5597047 ]\n",
      " [0.         2.44983298 2.45479249 2.64671632 2.64735111 2.64741507]\n",
      " [0.         1.07788885 2.         2.00029724 2.00029724 2.00029724]\n",
      " [0.         1.73214594 1.81434515 2.         2.00029724 2.00029724]\n",
      " [0.         0.04597701 1.00421523 1.00658422 1.07788885 1.19564184]\n",
      " [0.         1.0020778  1.4147158  1.41538085 1.41887694 1.42208576]\n",
      " [0.         1.71659476 1.97816053 2.02114406 2.22427283 2.33854956]\n",
      " [0.         1.00796144 1.74178706 2.23609752 2.23654061 2.23654061]\n",
      " [0.         2.00052892 2.00167567 2.23611979 2.23639338 2.2373384 ]\n",
      " [0.         1.0007485  1.73349011 1.97816053 2.00038197 2.00405963]\n",
      " [0.         2.23611979 2.25595058 2.28518959 2.45009609 2.46135437]\n",
      " [0.         0.16414847 0.43449866 0.6864814  1.00421523 1.00631804]\n",
      " [0.         1.73274995 1.73342327 2.00003337 2.00082591 2.00211414]\n",
      " [0.         1.82490948 2.00013211 2.00029724 2.00029724 2.00118871]\n",
      " [0.         1.73266132 1.73391901 2.00003337 2.00003337 2.00038197]\n",
      " [0.         2.000298   2.00046312 2.00860295 2.2361889  2.23646903]\n",
      " [0.         2.00003337 2.00052892 2.23633384 2.25307159 2.25595302]\n",
      " [0.         0.13793103 1.43466511 1.4411651  1.44548356 1.4672557 ]\n",
      " [0.         1.71659476 1.86564904 2.0003466  2.00118905 2.16494444]\n",
      " [0.         1.8585261  2.26077666 2.2951122  2.44966466 2.45292544]\n",
      " [0.         2.00274069 2.44963792 2.4505007  2.452791   2.45481008]\n",
      " [0.         1.41985431 2.02076732 2.0257296  2.23618614 2.23680642]\n",
      " [0.         2.00013211 2.03149336 2.23628913 2.31457267 2.44976043]\n",
      " [0.         1.0020778  1.41589386 1.42498543 1.48736194 1.58431526]\n",
      " [0.         0.20689655 1.41538085 1.42468471 1.43664415 1.45682323]\n",
      " [0.         2.00166711 2.0033673  2.23660069 2.2385114  2.44949002]\n",
      " [0.         1.44324978 1.73274995 1.73342367 1.73521477 1.73586093]\n",
      " [0.         1.03147778 1.73266132 2.00005793 2.0003466  2.00271502]\n",
      " [0.         1.41799402 1.73349011 1.87836875 2.00005793 2.23660069]\n",
      " [0.         1.41431893 1.42216723 2.00564121 2.13908924 2.2379582 ]\n",
      " [0.         1.41431893 2.00211277 2.00399258 2.00666013 2.3237161 ]] [[ 0 60 11 25 71 72]\n",
      " [ 1 64 87  6 75 78]\n",
      " [ 2  4  8 12  9 63]\n",
      " [ 3 59 36 52 55 62]\n",
      " [ 4  8  2 12  9 63]\n",
      " [ 5 14 43 80 20 32]\n",
      " [ 6 64 87 97 75 42]\n",
      " [ 7 88 41 72 11 53]\n",
      " [ 8  4  2 12  9 63]\n",
      " [ 9 63 69  8  4  2]\n",
      " [10 31 34 46 51 57]\n",
      " [11  0 72 82 16 61]\n",
      " [12  4  8  2  9 63]\n",
      " [13 19 29 53 79 87]\n",
      " [14  5 43 80 20 32]\n",
      " [15 71 35 18 37 45]\n",
      " [16 11 61 40 42 58]\n",
      " [17 26 28 33 48 86]\n",
      " [18 54 59 71 72 81]\n",
      " [19 13 29 53 79 90]\n",
      " [20 32 44 14 43 80]\n",
      " [21 88 35 40 41 45]\n",
      " [22 29 78 64 88 75]\n",
      " [23 83 85 29  8 12]\n",
      " [24 90 96 18 35 37]\n",
      " [25  0 27 76 37 45]\n",
      " [26 28 17 33 48 86]\n",
      " [27 25 37 40 62 74]\n",
      " [28 26 17 33 48 86]\n",
      " [29 22 90 19 42 13]\n",
      " [30 43 14 80 95  5]\n",
      " [31 34 46 51 57 10]\n",
      " [32 44 20 43 14 80]\n",
      " [33 28 26 48 17 86]\n",
      " [34 31 46 51 57 10]\n",
      " [35 15 71 24 40 45]\n",
      " [36 96 52 83  3 34]\n",
      " [37 76 45 71 27 24]\n",
      " [38 55 52 98 39 89]\n",
      " [39 49 50 36 52 98]\n",
      " [40 93 44 32 74 20]\n",
      " [41 62 56 95 44 40]\n",
      " [42 61 58 73 78 83]\n",
      " [43 80 14  5 44 58]\n",
      " [44 32 20 43 80 14]\n",
      " [45 76 37 15 36 35]\n",
      " [46 51 34 31 57 10]\n",
      " [47 62 44 49 55 58]\n",
      " [48 86 33 28 26 17]\n",
      " [49 50 39 47 57 96]\n",
      " [50 49 39 52 62 40]\n",
      " [51 46 34 31 57 10]\n",
      " [52 98 55 36 99  3]\n",
      " [53 90 19 13 88 29]\n",
      " [54 81 18 57 61 67]\n",
      " [55 66 52 72 77 98]\n",
      " [56 41 51 46 34 31]\n",
      " [57 51 46 34 31 10]\n",
      " [58 73 43 80 14  5]\n",
      " [59  3 72 71 82 99]\n",
      " [60  0 72 71 57 51]\n",
      " [61 58 73 42 43 95]\n",
      " [62 58 73 74 44 32]\n",
      " [63 69  9 12  8  4]\n",
      " [64 78 97  6 87 96]\n",
      " [65 42 87 96 24  1]\n",
      " [66 72 55 57 94 62]\n",
      " [67 95 62 81 54 57]\n",
      " [68 77 49 22 13 64]\n",
      " [69 63  9 12  8  4]\n",
      " [70 77 37 88 96 97]\n",
      " [71 15 72 82 59 60]\n",
      " [72 66 11 71 60 59]\n",
      " [73 58 80 43 14  5]\n",
      " [74 92 62 93 44 40]\n",
      " [75 87 78  6 64  1]\n",
      " [76 45 37 71 59 60]\n",
      " [77 85 55 79 66 96]\n",
      " [78 64 97 75 83 42]\n",
      " [79 77 19 13 90 29]\n",
      " [80 43 14  5 73 58]\n",
      " [81 95 57 83 62 54]\n",
      " [82 11 91 71 72 59]\n",
      " [83 96 57 81 85 78]\n",
      " [84 93 74 40 92 95]\n",
      " [85 83 77 96 28 26]\n",
      " [86 48 33 28 26 17]\n",
      " [87 75  6 96 64  1]\n",
      " [88  7 22 13 90 53]\n",
      " [89 57 96 66 51 46]\n",
      " [90 53 29 24 82 72]\n",
      " [91 82 18 95 11 81]\n",
      " [92 74 80 43 14  5]\n",
      " [93 40 74 44 32 20]\n",
      " [94 66 57 81 62 95]\n",
      " [95 30 81 73 62 58]\n",
      " [96 36 83 97 87 64]\n",
      " [97 64 78  6 96 83]\n",
      " [98 99 52 55  3 66]\n",
      " [99 98 72 59 52 11]]\n"
     ]
    }
   ],
   "source": [
    "print(distances, indices)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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