사무기기 matrix.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import TruncatedSVD\n",
    "from scipy.sparse.linalg import svds\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_excel(\"./datasets/복합기 크롤링 중복제거.xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols = ['Unnamed: ' + str(i) for i in range(3,30)]\n",
    "data = data.drop(cols, axis=1)\n",
    "cols2=['스펙 목록', '가격']\n",
    "data = data.drop(cols2, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['productid'] = [i for i in range(0,5901)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        user  rating  productid\n",
      "0      user9       0       1205\n",
      "1     user10       1       2634\n",
      "2     user15       1       2416\n",
      "3      user4       0        359\n",
      "4      user7       1       2057\n",
      "...      ...     ...        ...\n",
      "5896   user2       1        490\n",
      "5897  user22       0         72\n",
      "5898  user16       1        139\n",
      "5899  user29       0       4018\n",
      "5900  user13       0       3651\n",
      "\n",
      "[5901 rows x 3 columns]\n"
     ]
    }
   ],
   "source": [
    "test={'user':['user' + str(np.random.randint(0,30)) for i in range(1,5902)],\n",
    "     'rating':[np.random.randint(0,2) for i in range(1,5902)],\n",
    "     'productid':[np.random.randint(0,5902) for i in range(1,5902)]}\n",
    "test = pd.DataFrame(test)\n",
    "print(test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "merge_data = pd.merge(test, data, on = 'productid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>user</th>\n",
       "      <th>rating</th>\n",
       "      <th>productid</th>\n",
       "      <th>상품명</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>user9</td>\n",
       "      <td>0</td>\n",
       "      <td>1205</td>\n",
       "      <td>Canon PIXMA MP198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>user20</td>\n",
       "      <td>1</td>\n",
       "      <td>1205</td>\n",
       "      <td>Canon PIXMA MP198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>user10</td>\n",
       "      <td>1</td>\n",
       "      <td>2634</td>\n",
       "      <td>HP 데스크젯 F2410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>user15</td>\n",
       "      <td>0</td>\n",
       "      <td>2634</td>\n",
       "      <td>HP 데스크젯 F2410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>user15</td>\n",
       "      <td>1</td>\n",
       "      <td>2416</td>\n",
       "      <td>Epson 완성형 정품 무한 L6191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5896</th>\n",
       "      <td>user0</td>\n",
       "      <td>1</td>\n",
       "      <td>3029</td>\n",
       "      <td>HP 오피스젯 6962 병행수입</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5897</th>\n",
       "      <td>user17</td>\n",
       "      <td>1</td>\n",
       "      <td>502</td>\n",
       "      <td>Canon IR C3125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5898</th>\n",
       "      <td>user15</td>\n",
       "      <td>0</td>\n",
       "      <td>5184</td>\n",
       "      <td>삼성전자 SL-M2670N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5899</th>\n",
       "      <td>user19</td>\n",
       "      <td>1</td>\n",
       "      <td>1643</td>\n",
       "      <td>Canon PIXMA 정품 무한 G6090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5900</th>\n",
       "      <td>user2</td>\n",
       "      <td>1</td>\n",
       "      <td>490</td>\n",
       "      <td>Canon IR C3125</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5901 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        user  rating  productid                      상품명\n",
       "0      user9       0       1205        Canon PIXMA MP198\n",
       "1     user20       1       1205        Canon PIXMA MP198\n",
       "2     user10       1       2634            HP 데스크젯 F2410\n",
       "3     user15       0       2634            HP 데스크젯 F2410\n",
       "4     user15       1       2416    Epson 완성형 정품 무한 L6191\n",
       "...      ...     ...        ...                      ...\n",
       "5896   user0       1       3029        HP 오피스젯 6962 병행수입\n",
       "5897  user17       1        502           Canon IR C3125\n",
       "5898  user15       0       5184           삼성전자 SL-M2670N\n",
       "5899  user19       1       1643  Canon PIXMA 정품 무한 G6090\n",
       "5900   user2       1        490           Canon IR C3125\n",
       "\n",
       "[5901 rows x 4 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merge_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>상품명</th>\n",
       "      <th>ApeosPort 3560</th>\n",
       "      <th>ApeosPort C2060</th>\n",
       "      <th>ApeosPort C3060</th>\n",
       "      <th>ApeosPort-II C3000</th>\n",
       "      <th>ApeosPort-IV C2270CPS</th>\n",
       "      <th>ApeosPort-IV C4470 CPSF</th>\n",
       "      <th>ApeosPort-IV C5570</th>\n",
       "      <th>ApeosPort-IV C5570 CP</th>\n",
       "      <th>ApeosPort-IV C5570 CPS</th>\n",
       "      <th>ApeosPort-IV C5570 CPSF</th>\n",
       "      <th>...</th>\n",
       "      <th>코니카미놀타 C022DN</th>\n",
       "      <th>코니카미놀타 C028DN</th>\n",
       "      <th>코니카미놀타 MagiColor 4690MF</th>\n",
       "      <th>코니카미놀타 bizhub 164</th>\n",
       "      <th>코니카미놀타 bizhub 215</th>\n",
       "      <th>코니카미놀타 bizhub 283</th>\n",
       "      <th>코니카미놀타 bizhub 362</th>\n",
       "      <th>코니카미놀타 bizhub 363</th>\n",
       "      <th>코니카미놀타 bizhub C360</th>\n",
       "      <th>코니카미놀타 bizhub C451</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>user0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user10</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user11</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user12</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 1293 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "상품명     ApeosPort 3560  ApeosPort C2060  ApeosPort C3060  ApeosPort-II C3000  \\\n",
       "user                                                                           \n",
       "user0              0.0              0.0              0.0                 0.0   \n",
       "user1              0.0              0.0              0.0                 0.0   \n",
       "user10             0.0              0.0              0.0                 0.0   \n",
       "user11             0.0              0.0              0.0                 0.0   \n",
       "user12             0.0              0.0              0.0                 0.0   \n",
       "\n",
       "상품명     ApeosPort-IV C2270CPS  ApeosPort-IV C4470 CPSF  ApeosPort-IV C5570  \\\n",
       "user                                                                         \n",
       "user0                     0.0                      0.0                 0.0   \n",
       "user1                     0.0                      0.0                 0.0   \n",
       "user10                    0.0                      0.0                 0.0   \n",
       "user11                    0.0                      0.0                 0.0   \n",
       "user12                    0.0                      0.0                 0.0   \n",
       "\n",
       "상품명     ApeosPort-IV C5570 CP  ApeosPort-IV C5570 CPS  \\\n",
       "user                                                    \n",
       "user0                     0.0                     0.0   \n",
       "user1                     0.0                     0.0   \n",
       "user10                    0.0                     0.0   \n",
       "user11                    0.0                     0.0   \n",
       "user12                    0.0                     0.0   \n",
       "\n",
       "상품명     ApeosPort-IV C5570 CPSF  ...  코니카미놀타 C022DN  코니카미놀타 C028DN  \\\n",
       "user                             ...                                 \n",
       "user0                       0.0  ...            0.0            0.0   \n",
       "user1                       0.0  ...            0.0            0.0   \n",
       "user10                      0.0  ...            0.0            0.0   \n",
       "user11                      0.0  ...            0.0            0.0   \n",
       "user12                      0.0  ...            0.0            0.0   \n",
       "\n",
       "상품명     코니카미놀타 MagiColor 4690MF  코니카미놀타 bizhub 164  코니카미놀타 bizhub 215  \\\n",
       "user                                                                    \n",
       "user0                       0.0                0.0                0.0   \n",
       "user1                       0.0                0.0                0.0   \n",
       "user10                      0.0                0.0                0.0   \n",
       "user11                      0.0                0.0                0.0   \n",
       "user12                      0.0                0.0                0.0   \n",
       "\n",
       "상품명     코니카미놀타 bizhub 283  코니카미놀타 bizhub 362  코니카미놀타 bizhub 363  \\\n",
       "user                                                              \n",
       "user0                 0.0                0.0                0.0   \n",
       "user1                 0.0                0.0                0.0   \n",
       "user10                0.0                1.0                0.0   \n",
       "user11                0.0                0.0                0.0   \n",
       "user12                0.0                0.0                0.0   \n",
       "\n",
       "상품명     코니카미놀타 bizhub C360  코니카미놀타 bizhub C451  \n",
       "user                                            \n",
       "user0                  0.0                 0.0  \n",
       "user1                  0.0                 0.0  \n",
       "user10                 0.0                 0.0  \n",
       "user11                 0.0                 0.0  \n",
       "user12                 0.0                 0.0  \n",
       "\n",
       "[5 rows x 1293 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rating = merge_data.pivot_table('rating', index='user', columns='상품명').fillna(0)\n",
    "rating.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1293, 30)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "product_rating=rating.values.T\n",
    "product_rating.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1293, 12)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SVD = TruncatedSVD(n_components=12)\n",
    "matrix=SVD.fit_transform(product_rating)\n",
    "matrix.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 3.05496439e-18,  4.39440571e-15, -2.59669805e-15, -5.15185053e-15,\n",
       "       -1.36349686e-15,  4.59422837e-15,  1.29886301e-14, -1.13359711e-14,\n",
       "       -8.05060896e-15,  1.32477393e-15, -4.32321561e-15,  5.21186241e-15])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "matrix[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "corr=np.corrcoef(matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(corr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "product=rating.columns\n",
    "product_list=list(product)\n",
    "coffey_hands=product_list.index('ApeosPort 3560')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ApeosPort 3560',\n",
       " 'Apeosport-IV C5575 CP',\n",
       " 'Canon DSLR Printer MG5270 무한공급기',\n",
       " 'Canon IR ADV 4525',\n",
       " 'Canon MAXIFY MB2750 무한공급기',\n",
       " 'Canon PIXMA MX397',\n",
       " 'Canon PIXMA MX897',\n",
       " 'Canon PIXMA MX922 병행수입',\n",
       " 'Canon R772KG',\n",
       " 'Epson WorkForce WF-2531 무한공급기',\n",
       " 'Epson 완성형 정품 무한 L3101',\n",
       " 'HP 레이저젯 엔터프라이즈 MFP M632h',\n",
       " 'HP 오피스젯 엔터프라이즈 X585dn 다기능 프린터',\n",
       " 'HP 오피스젯 프로 8710',\n",
       " 'Kyocera FS-C2026MFP',\n",
       " 'Kyocera FS-C8025MFP',\n",
       " 'Kyocera M8124cidn',\n",
       " 'LG전자 LIP2250C',\n",
       " '삼성전자 MultiXpress SL-K7600GX',\n",
       " '삼성전자 SL-J3570FW',\n",
       " '삼성전자 SL-P7600LX',\n",
       " '아이블럭 오피스젯 프로 8660 e-복합기 무한공급기',\n",
       " '코니카미놀타 C022DN']"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr_coffey_hands = corr[coffey_hands]\n",
    "list(product[(corr_coffey_hands >= 0.6)])[:50]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "def recommend_movies(df_svd_preds, user_id, ori_movies_df, ori_ratings_df, num_recommendations=5):\n",
    "    \n",
    "    #현재는 index로 적용이 되어있으므로 user_id - 1을 해야함.\n",
    "    user_row_number = user_id - 1 \n",
    "    \n",
    "    # 최종적으로 만든 pred_df에서 사용자 index에 따라 영화 데이터 정렬 -> 영화 평점이 높은 순으로 정렬 됌\n",
    "    sorted_user_predictions = df_svd_preds.iloc[user_row_number].sort_values(ascending=False)\n",
    "    \n",
    "    # 원본 평점 데이터에서 user id에 해당하는 데이터를 뽑아낸다. \n",
    "    user_data = ori_ratings_df[ori_ratings_df.user == 'user'+ str(user_id)]\n",
    "    \n",
    "    # 위에서 뽑은 user_data와 원본 영화 데이터를 합친다. \n",
    "    user_history = user_data.merge(ori_movies_df, on = 'productid').sort_values(['rating'], ascending=False)\n",
    "    \n",
    "    # 원본 영화 데이터에서 사용자가 본 영화 데이터를 제외한 데이터를 추출\n",
    "    recommendations = ori_movies_df[~ori_movies_df['productid'].isin(user_history['productid'])]\n",
    "    # 사용자의 영화 평점이 높은 순으로 정렬된 데이터와 위 recommendations을 합친다. \n",
    "    recommendations = recommendations.merge( pd.DataFrame(sorted_user_predictions).reset_index(), on = 'productid')\n",
    "    # 컬럼 이름 바꾸고 정렬해서 return\n",
    "    recommendations = recommendations.rename(columns = {user_row_number: 'Predictions'}).sort_values('Predictions', ascending = False).iloc[:num_recommendations, :]\n",
    "                      \n",
    "\n",
    "    return user_history, recommendations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'productid'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-45-ad305c6ffb20>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0malready_rated\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpredictions\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrecommend_movies\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrating\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m3\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtest\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m10\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m<ipython-input-44-49b1074a5621>\u001b[0m in \u001b[0;36mrecommend_movies\u001b[1;34m(df_svd_preds, user_id, ori_movies_df, ori_ratings_df, num_recommendations)\u001b[0m\n\u001b[0;32m     16\u001b[0m     \u001b[0mrecommendations\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mori_movies_df\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m~\u001b[0m\u001b[0mori_movies_df\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'productid'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0misin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0muser_history\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'productid'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     17\u001b[0m     \u001b[1;31m# 사용자의 영화 평점이 높은 순으로 정렬된 데이터와 위 recommendations을 합친다.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 18\u001b[1;33m     \u001b[0mrecommendations\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrecommendations\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmerge\u001b[0m\u001b[1;33m(\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msorted_user_predictions\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreset_index\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mon\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'productid'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     19\u001b[0m     \u001b[1;31m# 컬럼 이름 바꾸고 정렬해서 return\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     20\u001b[0m     \u001b[0mrecommendations\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrecommendations\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrename\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m{\u001b[0m\u001b[0muser_row_number\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;34m'Predictions'\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msort_values\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Predictions'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mascending\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mnum_recommendations\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36mmerge\u001b[1;34m(self, right, how, on, left_on, right_on, left_index, right_index, sort, suffixes, copy, indicator, validate)\u001b[0m\n\u001b[0;32m   7944\u001b[0m         \u001b[1;32mfrom\u001b[0m \u001b[0mpandas\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcore\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmerge\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mmerge\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   7945\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 7946\u001b[1;33m         return merge(\n\u001b[0m\u001b[0;32m   7947\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   7948\u001b[0m             \u001b[0mright\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\reshape\\merge.py\u001b[0m in \u001b[0;36mmerge\u001b[1;34m(left, right, how, on, left_on, right_on, left_index, right_index, sort, suffixes, copy, indicator, validate)\u001b[0m\n\u001b[0;32m     72\u001b[0m     \u001b[0mvalidate\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     73\u001b[0m ) -> \"DataFrame\":\n\u001b[1;32m---> 74\u001b[1;33m     op = _MergeOperation(\n\u001b[0m\u001b[0;32m     75\u001b[0m         \u001b[0mleft\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     76\u001b[0m         \u001b[0mright\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\reshape\\merge.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, left, right, how, on, left_on, right_on, axis, left_index, right_index, sort, suffixes, copy, indicator, validate)\u001b[0m\n\u001b[0;32m    650\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mright_join_keys\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    651\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjoin_names\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 652\u001b[1;33m         ) = self._get_merge_keys()\n\u001b[0m\u001b[0;32m    653\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    654\u001b[0m         \u001b[1;31m# validate the merge keys dtypes. We may need to coerce\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\reshape\\merge.py\u001b[0m in \u001b[0;36m_get_merge_keys\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   1003\u001b[0m                     \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mis_rkey\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrk\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1004\u001b[0m                         \u001b[1;32mif\u001b[0m \u001b[0mrk\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1005\u001b[1;33m                             \u001b[0mright_keys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mright\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_label_or_level_values\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrk\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1006\u001b[0m                         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1007\u001b[0m                             \u001b[1;31m# work-around for merge_asof(right_index=True)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m_get_label_or_level_values\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1561\u001b[0m             \u001b[0mvalues\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_level_values\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1562\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1563\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1564\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1565\u001b[0m         \u001b[1;31m# Check for duplicates\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'productid'"
     ]
    }
   ],
   "source": [
    "already_rated, predictions = recommend_movies(rating, 3, data, test, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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