cbf.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "\n",
    "import pandas as pd\n",
    "import config\n",
    "\n",
    "df = pd.read_csv(config.WAREHOUSE_PATH+\"/clean_items_with_features.csv\", low_memory=False)\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "features = df.filter(regex=r\"^OH\").reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>poster_url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7349</th>\n",
       "      <td>Shingeki no Kyojin</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/10/47347.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9569</th>\n",
       "      <td>Durarara!!</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/10/71772.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5010</th>\n",
       "      <td>Naruto: Shippuuden</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1565/111305.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18938</th>\n",
       "      <td>Bleach</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/3/40451.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5654</th>\n",
       "      <td>Baccano!</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/3/14547.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19156</th>\n",
       "      <td>Overlord</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/7/88019.jpg</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    title   \n",
       "7349   Shingeki no Kyojin  \\\n",
       "9569           Durarara!!   \n",
       "5010   Naruto: Shippuuden   \n",
       "18938              Bleach   \n",
       "5654             Baccano!   \n",
       "19156            Overlord   \n",
       "\n",
       "                                                     poster_url  \n",
       "7349      https://cdn.myanimelist.net/images/anime/10/47347.jpg  \n",
       "9569      https://cdn.myanimelist.net/images/anime/10/71772.jpg  \n",
       "5010   https://cdn.myanimelist.net/images/anime/1565/111305.jpg  \n",
       "18938      https://cdn.myanimelist.net/images/anime/3/40451.jpg  \n",
       "5654       https://cdn.myanimelist.net/images/anime/3/14547.jpg  \n",
       "19156      https://cdn.myanimelist.net/images/anime/7/88019.jpg  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ids = [7349, 9569, 5010, 18938, 5654, 19156]\n",
    "sample = [features.loc[ids].sum()]\n",
    "pref = df.loc[ids][[\"title\", 'poster_url']]\n",
    "pref"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>poster_url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>15805</th>\n",
       "      <td>Bleach: Sennen Kessen-hen - Ketsubetsu-tan</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1430/132111.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20682</th>\n",
       "      <td>Nejimaki Seirei Senki: Tenkyou no Alderamin</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/11/79531.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15501</th>\n",
       "      <td>Naruto</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/13/17405.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24291</th>\n",
       "      <td>Fullmetal Alchemist: Brotherhood</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1208/94745.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18554</th>\n",
       "      <td>Dungeon ni Deai wo Motomeru no wa Machigatteiru Darou ka IV: Fuka Shou - Yakusai-hen</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1226/131884.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17982</th>\n",
       "      <td>Chainsaw Man</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1806/126216.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19740</th>\n",
       "      <td>Fullmetal Alchemist</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/10/75815.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16164</th>\n",
       "      <td>Goblin Slayer</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1719/95621.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16114</th>\n",
       "      <td>Jujutsu Kaisen 2nd Season</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1600/134703.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21696</th>\n",
       "      <td>Kimetsu no Yaiba: Yuukaku-hen</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1908/120036.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21928</th>\n",
       "      <td>Goblin Slayer 2nd Season</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1569/134760.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15206</th>\n",
       "      <td>Sword Art Online: Alicization - War of Underworld 2nd Season</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1438/105106.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20073</th>\n",
       "      <td>Gunjou no Magmell</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1063/98597.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20661</th>\n",
       "      <td>Nanatsu no Taizai: Imashime no Fukkatsu</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/11/90089.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19299</th>\n",
       "      <td>Black Clover</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/2/88336.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21777</th>\n",
       "      <td>Moeru! Oniisan</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1157/97568.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22722</th>\n",
       "      <td>Hunter x Hunter</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1305/132237.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23059</th>\n",
       "      <td>Fairy Tail: 100 Years Quest</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1074/117652.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23557</th>\n",
       "      <td>Magi: The Labyrinth of Magic</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/11/42773.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14436</th>\n",
       "      <td>Sword Art Online: Alicization</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1993/93837.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21963</th>\n",
       "      <td>MÄR</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/8/38383.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21894</th>\n",
       "      <td>Fate/Zero 2nd Season</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1522/117645.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16749</th>\n",
       "      <td>Hai to Gensou no Grimgar</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/13/77976.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16550</th>\n",
       "      <td>Nanatsu no Taizai</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/8/65409.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13956</th>\n",
       "      <td>Dungeon ni Deai wo Motomeru no wa Machigatteiru Darou ka IV: Shin Shou - Meikyuu-hen</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1318/126474.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19607</th>\n",
       "      <td>Tatakau Shisho: The Book of Bantorra</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/13/22769.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16226</th>\n",
       "      <td>Jujutsu Kaisen</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1171/109222.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24271</th>\n",
       "      <td>Fate/Apocrypha</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/9/86573.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24365</th>\n",
       "      <td>Katsute Kami Datta Kemono-tachi e</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1109/101230.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22276</th>\n",
       "      <td>Vanitas no Karte Part 2</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1247/120579.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21448</th>\n",
       "      <td>Claymore</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/3/21834.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19663</th>\n",
       "      <td>Kekkaishi</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/7/75191.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20803</th>\n",
       "      <td>D.Gray-man Hallow</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/12/80766.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24577</th>\n",
       "      <td>Ueki no Housoku</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/8/20596.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20019</th>\n",
       "      <td>Dungeon ni Deai wo Motomeru no wa Machigatteiru Darou ka</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/2/70187.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20098</th>\n",
       "      <td>Noumin Kanren no Skill bakka Agetetara Nazeka Tsuyoku Natta.</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1384/127328.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20839</th>\n",
       "      <td>Kamisama Dolls</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1001/98636.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22303</th>\n",
       "      <td>Gate: Jieitai Kanochi nite, Kaku Tatakaeri Part 2</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/8/77382.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18447</th>\n",
       "      <td>Ningen Fushin no Boukensha-tachi ga Sekai wo Sukuu you desu</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1446/131578.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21954</th>\n",
       "      <td>Ishura</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1814/133346.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18318</th>\n",
       "      <td>Karasu Tengu Kabuto</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1/2445.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22013</th>\n",
       "      <td>Dungeon ni Deai wo Motomeru no wa Machigatteiru Darou ka Gaiden: Sword Oratoria</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1181/123312.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23922</th>\n",
       "      <td>Zetsuen no Tempest</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/7/42453.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17287</th>\n",
       "      <td>Sousei no Onmyouji</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/12/79556.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22889</th>\n",
       "      <td>Yu☆Gi☆Oh! Zexal</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/4/40295.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17690</th>\n",
       "      <td>Noragami Aragoto</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1689/94850.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17574</th>\n",
       "      <td>Haou Taikei Ryuu Knight</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1626/92213.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23292</th>\n",
       "      <td>Tensei Kenja no Isekai Life: Dai-2 no Shokugyou wo Ete, Sekai Saikyou ni Narimashita</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/1436/124788.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23367</th>\n",
       "      <td>Yu☆Gi☆Oh! Arc-V</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/10/62939.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17373</th>\n",
       "      <td>Naruto SD: Rock Lee no Seishun Full-Power Ninden</td>\n",
       "      <td>https://cdn.myanimelist.net/images/anime/13/36475.jpg</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                      title   \n",
       "15805                                            Bleach: Sennen Kessen-hen - Ketsubetsu-tan  \\\n",
       "20682                                           Nejimaki Seirei Senki: Tenkyou no Alderamin   \n",
       "15501                                                                                Naruto   \n",
       "24291                                                      Fullmetal Alchemist: Brotherhood   \n",
       "18554  Dungeon ni Deai wo Motomeru no wa Machigatteiru Darou ka IV: Fuka Shou - Yakusai-hen   \n",
       "17982                                                                          Chainsaw Man   \n",
       "19740                                                                   Fullmetal Alchemist   \n",
       "16164                                                                         Goblin Slayer   \n",
       "16114                                                             Jujutsu Kaisen 2nd Season   \n",
       "21696                                                         Kimetsu no Yaiba: Yuukaku-hen   \n",
       "21928                                                              Goblin Slayer 2nd Season   \n",
       "15206                          Sword Art Online: Alicization - War of Underworld 2nd Season   \n",
       "20073                                                                     Gunjou no Magmell   \n",
       "20661                                               Nanatsu no Taizai: Imashime no Fukkatsu   \n",
       "19299                                                                          Black Clover   \n",
       "21777                                                                        Moeru! Oniisan   \n",
       "22722                                                                       Hunter x Hunter   \n",
       "23059                                                           Fairy Tail: 100 Years Quest   \n",
       "23557                                                          Magi: The Labyrinth of Magic   \n",
       "14436                                                         Sword Art Online: Alicization   \n",
       "21963                                                                                   MÄR   \n",
       "21894                                                                  Fate/Zero 2nd Season   \n",
       "16749                                                              Hai to Gensou no Grimgar   \n",
       "16550                                                                     Nanatsu no Taizai   \n",
       "13956  Dungeon ni Deai wo Motomeru no wa Machigatteiru Darou ka IV: Shin Shou - Meikyuu-hen   \n",
       "19607                                                  Tatakau Shisho: The Book of Bantorra   \n",
       "16226                                                                        Jujutsu Kaisen   \n",
       "24271                                                                        Fate/Apocrypha   \n",
       "24365                                                     Katsute Kami Datta Kemono-tachi e   \n",
       "22276                                                               Vanitas no Karte Part 2   \n",
       "21448                                                                              Claymore   \n",
       "19663                                                                             Kekkaishi   \n",
       "20803                                                                     D.Gray-man Hallow   \n",
       "24577                                                                       Ueki no Housoku   \n",
       "20019                              Dungeon ni Deai wo Motomeru no wa Machigatteiru Darou ka   \n",
       "20098                          Noumin Kanren no Skill bakka Agetetara Nazeka Tsuyoku Natta.   \n",
       "20839                                                                        Kamisama Dolls   \n",
       "22303                                     Gate: Jieitai Kanochi nite, Kaku Tatakaeri Part 2   \n",
       "18447                           Ningen Fushin no Boukensha-tachi ga Sekai wo Sukuu you desu   \n",
       "21954                                                                                Ishura   \n",
       "18318                                                                   Karasu Tengu Kabuto   \n",
       "22013       Dungeon ni Deai wo Motomeru no wa Machigatteiru Darou ka Gaiden: Sword Oratoria   \n",
       "23922                                                                    Zetsuen no Tempest   \n",
       "17287                                                                    Sousei no Onmyouji   \n",
       "22889                                                                       Yu☆Gi☆Oh! Zexal   \n",
       "17690                                                                      Noragami Aragoto   \n",
       "17574                                                               Haou Taikei Ryuu Knight   \n",
       "23292  Tensei Kenja no Isekai Life: Dai-2 no Shokugyou wo Ete, Sekai Saikyou ni Narimashita   \n",
       "23367                                                                       Yu☆Gi☆Oh! Arc-V   \n",
       "17373                                      Naruto SD: Rock Lee no Seishun Full-Power Ninden   \n",
       "\n",
       "                                                     poster_url  \n",
       "15805  https://cdn.myanimelist.net/images/anime/1430/132111.jpg  \n",
       "20682     https://cdn.myanimelist.net/images/anime/11/79531.jpg  \n",
       "15501     https://cdn.myanimelist.net/images/anime/13/17405.jpg  \n",
       "24291   https://cdn.myanimelist.net/images/anime/1208/94745.jpg  \n",
       "18554  https://cdn.myanimelist.net/images/anime/1226/131884.jpg  \n",
       "17982  https://cdn.myanimelist.net/images/anime/1806/126216.jpg  \n",
       "19740     https://cdn.myanimelist.net/images/anime/10/75815.jpg  \n",
       "16164   https://cdn.myanimelist.net/images/anime/1719/95621.jpg  \n",
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       "17690   https://cdn.myanimelist.net/images/anime/1689/94850.jpg  \n",
       "17574   https://cdn.myanimelist.net/images/anime/1626/92213.jpg  \n",
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       "17373     https://cdn.myanimelist.net/images/anime/13/36475.jpg  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sim = cosine_similarity(sample, features)\n",
    "sim = list(enumerate(sim[0])) \n",
    "recIDs = sorted(sim, key= lambda x:x[1], reverse=True)\n",
    "recIDs = list(map(lambda x: x[0], recIDs))\n",
    "recIDs = [id for id in recIDs if id not in ids]\n",
    "\n",
    "recs = df.loc[recIDs]\n",
    "\n",
    "recs = recs[:50][[\"title\", 'poster_url']]\n",
    "recs"
   ]
  }
 ],
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