基于用户的协同过滤-实战第一次.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 1、取数据\n",
    "* 2、构造用户与电影间的评分关系表\n",
    "* 3、构造余弦相似指数并计算填充到相似矩阵中\n",
    "* 4、筛选出若干相似用户\n",
    "* 5、根据该用户进行电影评分推荐\n",
    "* 6、输出若干推荐电影"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-22T17:33:35.751874Z",
     "start_time": "2019-02-22T17:20:59.432073Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import math\n",
    "from sklearn.model_selection import train_test_split\n",
    "##构建用户与电影的评分矩阵\n",
    "movies=pd.read_csv('./ml-latest-small/ml-latest-small/movies.csv')\n",
    "ratings=pd.read_csv('./ml-latest-small/ml-latest-small/ratings.csv')\n",
    "ratings_train,ratings_test=train_test_split(ratings,test_size=0.2)\n",
    "data=pd.pivot_table(ratings_train[['userId','movieId','rating']],columns=['movieId'],index=['userId'],values='rating').fillna(0)\n",
    "##['rating'] 会产生错误\n",
    "\n",
    "ratings=data.values.tolist()\n",
    "\n",
    "def cossim(x,y):\n",
    "    '''余弦相似度'''\n",
    "    up=0\n",
    "    down1=0\n",
    "    down2=0\n",
    "    for (a,b) in zip(x,y):\n",
    "        up+=a*b\n",
    "        down1+=a**2\n",
    "        down2+=b**2\n",
    "    return up/(math.sqrt(down1*down2))\n",
    "\n",
    "##构造用户相似矩阵\n",
    "simmatrix=np.zeros((len(ratings),len(ratings)))\n",
    "for i in range(len(ratings)-1):\n",
    "    for j in range(i+1,len(ratings)):\n",
    "        simmatrix[i,j]=cossim(ratings[i],ratings[j])\n",
    "        simmatrix[j,i]=simmatrix[i,j]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-22T17:39:58.398068Z",
     "start_time": "2019-02-22T17:39:22.939909Z"
    }
   },
   "outputs": [],
   "source": [
    "##为每一位用户推荐10名相似用户\n",
    "user_sim_dict={}\n",
    "for i in range(len(list(simmatrix))):\n",
    "    user_sim_dict[i]=sorted(enumerate(list(simmatrix[i])),key=lambda x:x[1])[:10]\n",
    "\n",
    "##对没有看过的电影打分\n",
    "movie_recom_rate=np.zeros((len(ratings),len(ratings[0])))   \n",
    "for i in range(len(ratings)):\n",
    "    for j in range(len(ratings[i])):\n",
    "        if ratings[i][j]==0:\n",
    "            rate=0\n",
    "            for (a,b) in user_sim_dict[i]:\n",
    "                rate+=b*ratings[a][j]\n",
    "            movie_recom_rate[i,j]=rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-22T16:51:12.612696Z",
     "start_time": "2019-02-22T16:51:10.152711Z"
    }
   },
   "outputs": [],
   "source": [
    "##每人推荐10部电影\n",
    "movie_recom={}\n",
    "for i in range(len(ratings)):\n",
    "    movie_recom[i]=sorted(enumerate(list(movie_recom_rate[i])),key=lambda x:x[1])[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-22T18:54:19.401352Z",
     "start_time": "2019-02-22T18:54:14.374686Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 1 Toy Story (1995)\n",
      "1 2 Jumanji (1995)\n",
      "1 3 Grumpier Old Men (1995)\n",
      "1 4 Waiting to Exhale (1995)\n",
      "1 5 Father of the Bride Part II (1995)\n",
      "1 6 Heat (1995)\n",
      "1 7 Sabrina (1995)\n",
      "1 8 Tom and Huck (1995)\n",
      "1 9 Sudden Death (1995)\n",
      "1 10 GoldenEye (1995)\n",
      "2 1 Toy Story (1995)\n",
      "2 2 Jumanji (1995)\n",
      "2 3 Grumpier Old Men (1995)\n",
      "2 4 Waiting to Exhale (1995)\n",
      "2 5 Father of the Bride Part II (1995)\n",
      "2 6 Heat (1995)\n",
      "2 7 Sabrina (1995)\n",
      "2 8 Tom and Huck (1995)\n",
      "2 9 Sudden Death (1995)\n",
      "2 10 GoldenEye (1995)\n",
      "3 1 Toy Story (1995)\n",
      "3 2 Jumanji (1995)\n",
      "3 3 Grumpier Old Men (1995)\n",
      "3 4 Waiting to Exhale (1995)\n",
      "3 5 Father of the Bride Part II (1995)\n",
      "3 6 Heat (1995)\n",
      "3 7 Sabrina (1995)\n",
      "3 8 Tom and Huck (1995)\n",
      "3 9 Sudden Death (1995)\n",
      "3 10 GoldenEye (1995)\n",
      "4 1 Toy Story (1995)\n",
      "4 2 Jumanji (1995)\n",
      "4 3 Grumpier Old Men (1995)\n",
      "4 4 Waiting to Exhale (1995)\n",
      "4 5 Father of the Bride Part II (1995)\n",
      "4 6 Heat (1995)\n",
      "4 7 Sabrina (1995)\n",
      "4 8 Tom and Huck (1995)\n",
      "4 9 Sudden Death (1995)\n",
      "4 10 GoldenEye (1995)\n",
      "5 1 Toy Story (1995)\n",
      "5 2 Jumanji (1995)\n",
      "5 3 Grumpier Old Men (1995)\n",
      "5 4 Waiting to Exhale (1995)\n",
      "5 5 Father of the Bride Part II (1995)\n",
      "5 6 Heat (1995)\n",
      "5 7 Sabrina (1995)\n",
      "5 8 Tom and Huck (1995)\n",
      "5 9 Sudden Death (1995)\n",
      "5 10 GoldenEye (1995)\n",
      "6 1 Toy Story (1995)\n",
      "6 2 Jumanji (1995)\n",
      "6 3 Grumpier Old Men (1995)\n",
      "6 4 Waiting to Exhale (1995)\n",
      "6 5 Father of the Bride Part II (1995)\n",
      "6 6 Heat (1995)\n",
      "6 7 Sabrina (1995)\n",
      "6 8 Tom and Huck (1995)\n",
      "6 9 Sudden Death (1995)\n",
      "6 10 GoldenEye (1995)\n",
      "7 1 Toy Story (1995)\n",
      "7 2 Jumanji (1995)\n",
      "7 3 Grumpier Old Men (1995)\n",
      "7 4 Waiting to Exhale (1995)\n",
      "7 5 Father of the Bride Part II (1995)\n",
      "7 6 Heat (1995)\n",
      "7 7 Sabrina (1995)\n",
      "7 8 Tom and Huck (1995)\n",
      "7 9 Sudden Death (1995)\n",
      "7 10 GoldenEye (1995)\n",
      "8 1 Toy Story (1995)\n",
      "8 2 Jumanji (1995)\n",
      "8 3 Grumpier Old Men (1995)\n",
      "8 4 Waiting to Exhale (1995)\n",
      "8 5 Father of the Bride Part II (1995)\n",
      "8 6 Heat (1995)\n",
      "8 7 Sabrina (1995)\n",
      "8 8 Tom and Huck (1995)\n",
      "8 9 Sudden Death (1995)\n",
      "8 10 GoldenEye (1995)\n",
      "9 1 Toy Story (1995)\n",
      "9 2 Jumanji (1995)\n",
      "9 3 Grumpier Old Men (1995)\n",
      "9 4 Waiting to Exhale (1995)\n",
      "9 5 Father of the Bride Part II (1995)\n",
      "9 6 Heat (1995)\n",
      "9 7 Sabrina (1995)\n",
      "9 8 Tom and Huck (1995)\n",
      "9 9 Sudden Death (1995)\n",
      "9 10 GoldenEye (1995)\n",
      "10 1 Toy Story (1995)\n",
      "10 2 Jumanji (1995)\n",
      "10 3 Grumpier Old Men (1995)\n",
      "10 4 Waiting to Exhale (1995)\n",
      "10 5 Father of the Bride Part II (1995)\n",
      "10 6 Heat (1995)\n",
      "10 7 Sabrina (1995)\n",
      "10 8 Tom and Huck (1995)\n",
      "10 9 Sudden Death (1995)\n",
      "10 10 GoldenEye (1995)\n",
      "11 1 Toy Story (1995)\n",
      "11 2 Jumanji (1995)\n",
      "11 3 Grumpier Old Men (1995)\n",
      "11 4 Waiting to Exhale (1995)\n",
      "11 5 Father of the Bride Part II (1995)\n",
      "11 6 Heat (1995)\n",
      "11 7 Sabrina (1995)\n",
      "11 8 Tom and Huck (1995)\n",
      "11 9 Sudden Death (1995)\n",
      "11 10 GoldenEye (1995)\n",
      "12 1 Toy Story (1995)\n",
      "12 2 Jumanji (1995)\n",
      "12 3 Grumpier Old Men (1995)\n",
      "12 4 Waiting to Exhale (1995)\n",
      "12 5 Father of the Bride Part II (1995)\n",
      "12 6 Heat (1995)\n",
      "12 7 Sabrina (1995)\n",
      "12 8 Tom and Huck (1995)\n",
      "12 9 Sudden Death (1995)\n",
      "12 10 GoldenEye (1995)\n",
      "13 1 Toy Story (1995)\n",
      "13 2 Jumanji (1995)\n",
      "13 3 Grumpier Old Men (1995)\n",
      "13 4 Waiting to Exhale (1995)\n",
      "13 5 Father of the Bride Part II (1995)\n",
      "13 6 Heat (1995)\n",
      "13 7 Sabrina (1995)\n",
      "13 8 Tom and Huck (1995)\n",
      "13 9 Sudden Death (1995)\n",
      "13 10 GoldenEye (1995)\n",
      "14 1 Toy Story (1995)\n",
      "14 2 Jumanji (1995)\n",
      "14 3 Grumpier Old Men (1995)\n",
      "14 4 Waiting to Exhale (1995)\n",
      "14 5 Father of the Bride Part II (1995)\n",
      "14 6 Heat (1995)\n",
      "14 7 Sabrina (1995)\n",
      "14 8 Tom and Huck (1995)\n",
      "14 9 Sudden Death (1995)\n",
      "14 10 GoldenEye (1995)\n",
      "15 1 Toy Story (1995)\n",
      "15 2 Jumanji (1995)\n",
      "15 3 Grumpier Old Men (1995)\n",
      "15 4 Waiting to Exhale (1995)\n",
      "15 5 Father of the Bride Part II (1995)\n",
      "15 6 Heat (1995)\n",
      "15 7 Sabrina (1995)\n",
      "15 8 Tom and Huck (1995)\n",
      "15 9 Sudden Death (1995)\n",
      "15 10 GoldenEye (1995)\n",
      "16 1 Toy Story (1995)\n",
      "16 2 Jumanji (1995)\n",
      "16 3 Grumpier Old Men (1995)\n",
      "16 4 Waiting to Exhale (1995)\n",
      "16 5 Father of the Bride Part II (1995)\n",
      "16 6 Heat (1995)\n",
      "16 7 Sabrina (1995)\n",
      "16 8 Tom and Huck (1995)\n",
      "16 9 Sudden Death (1995)\n",
      "16 10 GoldenEye (1995)\n",
      "17 1 Toy Story (1995)\n",
      "17 2 Jumanji (1995)\n",
      "17 3 Grumpier Old Men (1995)\n",
      "17 4 Waiting to Exhale (1995)\n",
      "17 5 Father of the Bride Part II (1995)\n",
      "17 6 Heat (1995)\n",
      "17 7 Sabrina (1995)\n",
      "17 8 Tom and Huck (1995)\n",
      "17 9 Sudden Death (1995)\n",
      "17 10 GoldenEye (1995)\n",
      "18 1 Toy Story (1995)\n",
      "18 2 Jumanji (1995)\n",
      "18 3 Grumpier Old Men (1995)\n",
      "18 4 Waiting to Exhale (1995)\n",
      "18 5 Father of the Bride Part II (1995)\n",
      "18 6 Heat (1995)\n",
      "18 7 Sabrina (1995)\n",
      "18 8 Tom and Huck (1995)\n",
      "18 9 Sudden Death (1995)\n",
      "18 10 GoldenEye (1995)\n",
      "19 1 Toy Story (1995)\n",
      "19 2 Jumanji (1995)\n",
      "19 3 Grumpier Old Men (1995)\n",
      "19 4 Waiting to Exhale (1995)\n",
      "19 5 Father of the Bride Part II (1995)\n",
      "19 6 Heat (1995)\n",
      "19 7 Sabrina (1995)\n",
      "19 8 Tom and Huck (1995)\n",
      "19 9 Sudden Death (1995)\n",
      "19 10 GoldenEye (1995)\n",
      "20 1 Toy Story (1995)\n",
      "20 2 Jumanji (1995)\n",
      "20 3 Grumpier Old Men (1995)\n",
      "20 4 Waiting to Exhale (1995)\n",
      "20 5 Father of the Bride Part II (1995)\n",
      "20 6 Heat (1995)\n",
      "20 7 Sabrina (1995)\n",
      "20 8 Tom and Huck (1995)\n",
      "20 9 Sudden Death (1995)\n",
      "20 10 GoldenEye (1995)\n",
      "21 1 Toy Story (1995)\n",
      "21 2 Jumanji (1995)\n",
      "21 3 Grumpier Old Men (1995)\n",
      "21 4 Waiting to Exhale (1995)\n",
      "21 5 Father of the Bride Part II (1995)\n",
      "21 6 Heat (1995)\n",
      "21 7 Sabrina (1995)\n",
      "21 8 Tom and Huck (1995)\n",
      "21 9 Sudden Death (1995)\n",
      "21 10 GoldenEye (1995)\n",
      "22 1 Toy Story (1995)\n",
      "22 2 Jumanji (1995)\n",
      "22 3 Grumpier Old Men (1995)\n",
      "22 4 Waiting to Exhale (1995)\n",
      "22 5 Father of the Bride Part II (1995)\n",
      "22 6 Heat (1995)\n",
      "22 7 Sabrina (1995)\n",
      "22 8 Tom and Huck (1995)\n",
      "22 9 Sudden Death (1995)\n",
      "22 10 GoldenEye (1995)\n",
      "23 1 Toy Story (1995)\n",
      "23 2 Jumanji (1995)\n",
      "23 3 Grumpier Old Men (1995)\n",
      "23 4 Waiting to Exhale (1995)\n",
      "23 5 Father of the Bride Part II (1995)\n",
      "23 6 Heat (1995)\n",
      "23 7 Sabrina (1995)\n",
      "23 8 Tom and Huck (1995)\n",
      "23 9 Sudden Death (1995)\n",
      "23 10 GoldenEye (1995)\n",
      "24 1 Toy Story (1995)\n",
      "24 2 Jumanji (1995)\n",
      "24 3 Grumpier Old Men (1995)\n",
      "24 4 Waiting to Exhale (1995)\n",
      "24 5 Father of the Bride Part II (1995)\n",
      "24 6 Heat (1995)\n",
      "24 7 Sabrina (1995)\n",
      "24 8 Tom and Huck (1995)\n",
      "24 9 Sudden Death (1995)\n",
      "24 10 GoldenEye (1995)\n",
      "25 1 Toy Story (1995)\n",
      "25 2 Jumanji (1995)\n",
      "25 3 Grumpier Old Men (1995)\n",
      "25 4 Waiting to Exhale (1995)\n",
      "25 5 Father of the Bride Part II (1995)\n",
      "25 6 Heat (1995)\n",
      "25 7 Sabrina (1995)\n",
      "25 8 Tom and Huck (1995)\n",
      "25 9 Sudden Death (1995)\n",
      "25 10 GoldenEye (1995)\n",
      "26 1 Toy Story (1995)\n",
      "26 2 Jumanji (1995)\n",
      "26 3 Grumpier Old Men (1995)\n",
      "26 4 Waiting to Exhale (1995)\n",
      "26 5 Father of the Bride Part II (1995)\n",
      "26 6 Heat (1995)\n",
      "26 7 Sabrina (1995)\n",
      "26 8 Tom and Huck (1995)\n",
      "26 9 Sudden Death (1995)\n",
      "26 10 GoldenEye (1995)\n",
      "27 1 Toy Story (1995)\n",
      "27 2 Jumanji (1995)\n",
      "27 3 Grumpier Old Men (1995)\n",
      "27 4 Waiting to Exhale (1995)\n",
      "27 5 Father of the Bride Part II (1995)\n",
      "27 6 Heat (1995)\n",
      "27 7 Sabrina (1995)\n",
      "27 8 Tom and Huck (1995)\n",
      "27 9 Sudden Death (1995)\n",
      "27 10 GoldenEye (1995)\n",
      "28 1 Toy Story (1995)\n",
      "28 2 Jumanji (1995)\n",
      "28 3 Grumpier Old Men (1995)\n",
      "28 4 Waiting to Exhale (1995)\n",
      "28 6 Heat (1995)\n",
      "28 8 Tom and Huck (1995)\n",
      "28 9 Sudden Death (1995)\n",
      "28 10 GoldenEye (1995)\n",
      "28 11 American President, The (1995)\n",
      "28 12 Dracula: Dead and Loving It (1995)\n",
      "29 1 Toy Story (1995)\n",
      "29 2 Jumanji (1995)\n",
      "29 3 Grumpier Old Men (1995)\n",
      "29 4 Waiting to Exhale (1995)\n",
      "29 5 Father of the Bride Part II (1995)\n",
      "29 6 Heat (1995)\n",
      "29 7 Sabrina (1995)\n",
      "29 8 Tom and Huck (1995)\n",
      "29 9 Sudden Death (1995)\n",
      "29 10 GoldenEye (1995)\n",
      "30 1 Toy Story (1995)\n",
      "30 2 Jumanji (1995)\n",
      "30 3 Grumpier Old Men (1995)\n",
      "30 4 Waiting to Exhale (1995)\n",
      "30 5 Father of the Bride Part II (1995)\n",
      "30 6 Heat (1995)\n",
      "30 7 Sabrina (1995)\n",
      "30 8 Tom and Huck (1995)\n",
      "30 9 Sudden Death (1995)\n",
      "30 10 GoldenEye (1995)\n",
      "31 1 Toy Story (1995)\n",
      "31 2 Jumanji (1995)\n",
      "31 3 Grumpier Old Men (1995)\n",
      "31 4 Waiting to Exhale (1995)\n",
      "31 5 Father of the Bride Part II (1995)\n",
      "31 6 Heat (1995)\n",
      "31 7 Sabrina (1995)\n",
      "31 8 Tom and Huck (1995)\n",
      "31 9 Sudden Death (1995)\n",
      "31 10 GoldenEye (1995)\n",
      "32 1 Toy Story (1995)\n",
      "32 2 Jumanji (1995)\n",
      "32 3 Grumpier Old Men (1995)\n",
      "32 4 Waiting to Exhale (1995)\n",
      "32 5 Father of the Bride Part II (1995)\n",
      "32 6 Heat (1995)\n",
      "32 7 Sabrina (1995)\n",
      "32 8 Tom and Huck (1995)\n",
      "32 9 Sudden Death (1995)\n",
      "32 10 GoldenEye (1995)\n",
      "33 1 Toy Story (1995)\n",
      "33 2 Jumanji (1995)\n",
      "33 3 Grumpier Old Men (1995)\n",
      "33 4 Waiting to Exhale (1995)\n",
      "33 5 Father of the Bride Part II (1995)\n",
      "33 6 Heat (1995)\n",
      "33 7 Sabrina (1995)\n",
      "33 8 Tom and Huck (1995)\n",
      "33 9 Sudden Death (1995)\n",
      "33 10 GoldenEye (1995)\n",
      "34 1 Toy Story (1995)\n",
      "34 2 Jumanji (1995)\n",
      "34 3 Grumpier Old Men (1995)\n",
      "34 4 Waiting to Exhale (1995)\n",
      "34 5 Father of the Bride Part II (1995)\n",
      "34 6 Heat (1995)\n",
      "34 7 Sabrina (1995)\n",
      "34 8 Tom and Huck (1995)\n",
      "34 9 Sudden Death (1995)\n",
      "34 10 GoldenEye (1995)\n",
      "35 1 Toy Story (1995)\n",
      "35 2 Jumanji (1995)\n",
      "35 3 Grumpier Old Men (1995)\n",
      "35 4 Waiting to Exhale (1995)\n",
      "35 5 Father of the Bride Part II (1995)\n",
      "35 6 Heat (1995)\n",
      "35 7 Sabrina (1995)\n",
      "35 8 Tom and Huck (1995)\n",
      "35 9 Sudden Death (1995)\n",
      "35 10 GoldenEye (1995)\n",
      "36 1 Toy Story (1995)\n",
      "36 2 Jumanji (1995)\n",
      "36 3 Grumpier Old Men (1995)\n",
      "36 4 Waiting to Exhale (1995)\n",
      "36 5 Father of the Bride Part II (1995)\n",
      "36 6 Heat (1995)\n",
      "36 7 Sabrina (1995)\n",
      "36 8 Tom and Huck (1995)\n",
      "36 9 Sudden Death (1995)\n",
      "36 10 GoldenEye (1995)\n",
      "37 1 Toy Story (1995)\n",
      "37 2 Jumanji (1995)\n",
      "37 3 Grumpier Old Men (1995)\n",
      "37 4 Waiting to Exhale (1995)\n",
      "37 5 Father of the Bride Part II (1995)\n",
      "37 6 Heat (1995)\n",
      "37 7 Sabrina (1995)\n",
      "37 8 Tom and Huck (1995)\n",
      "37 9 Sudden Death (1995)\n",
      "37 10 GoldenEye (1995)\n",
      "38 1 Toy Story (1995)\n",
      "38 2 Jumanji (1995)\n",
      "38 3 Grumpier Old Men (1995)\n",
      "38 4 Waiting to Exhale (1995)\n",
      "38 5 Father of the Bride Part II (1995)\n",
      "38 6 Heat (1995)\n",
      "38 7 Sabrina (1995)\n",
      "38 8 Tom and Huck (1995)\n",
      "38 9 Sudden Death (1995)\n",
      "38 10 GoldenEye (1995)\n",
      "39 1 Toy Story (1995)\n",
      "39 2 Jumanji (1995)\n",
      "39 3 Grumpier Old Men (1995)\n",
      "39 4 Waiting to Exhale (1995)\n",
      "39 5 Father of the Bride Part II (1995)\n",
      "39 6 Heat (1995)\n",
      "39 7 Sabrina (1995)\n",
      "39 8 Tom and Huck (1995)\n",
      "39 9 Sudden Death (1995)\n",
      "39 10 GoldenEye (1995)\n",
      "40 1 Toy Story (1995)\n",
      "40 2 Jumanji (1995)\n",
      "40 3 Grumpier Old Men (1995)\n",
      "40 4 Waiting to Exhale (1995)\n",
      "40 5 Father of the Bride Part II (1995)\n",
      "40 6 Heat (1995)\n",
      "40 7 Sabrina (1995)\n",
      "40 8 Tom and Huck (1995)\n",
      "40 9 Sudden Death (1995)\n",
      "40 10 GoldenEye (1995)\n",
      "41 1 Toy Story (1995)\n",
      "41 2 Jumanji (1995)\n",
      "41 3 Grumpier Old Men (1995)\n",
      "41 4 Waiting to Exhale (1995)\n",
      "41 5 Father of the Bride Part II (1995)\n",
      "41 6 Heat (1995)\n",
      "41 7 Sabrina (1995)\n",
      "41 8 Tom and Huck (1995)\n",
      "41 9 Sudden Death (1995)\n",
      "41 10 GoldenEye (1995)\n",
      "42 1 Toy Story (1995)\n",
      "42 2 Jumanji (1995)\n",
      "42 3 Grumpier Old Men (1995)\n",
      "42 4 Waiting to Exhale (1995)\n",
      "42 5 Father of the Bride Part II (1995)\n",
      "42 6 Heat (1995)\n",
      "42 7 Sabrina (1995)\n",
      "42 8 Tom and Huck (1995)\n",
      "42 9 Sudden Death (1995)\n",
      "42 10 GoldenEye (1995)\n",
      "43 1 Toy Story (1995)\n",
      "43 2 Jumanji (1995)\n",
      "43 3 Grumpier Old Men (1995)\n",
      "43 4 Waiting to Exhale (1995)\n",
      "43 5 Father of the Bride Part II (1995)\n",
      "43 6 Heat (1995)\n",
      "43 7 Sabrina (1995)\n",
      "43 8 Tom and Huck (1995)\n",
      "43 9 Sudden Death (1995)\n",
      "43 10 GoldenEye (1995)\n",
      "44 1 Toy Story (1995)\n",
      "44 2 Jumanji (1995)\n",
      "44 3 Grumpier Old Men (1995)\n",
      "44 4 Waiting to Exhale (1995)\n",
      "44 5 Father of the Bride Part II (1995)\n",
      "44 6 Heat (1995)\n",
      "44 7 Sabrina (1995)\n",
      "44 8 Tom and Huck (1995)\n",
      "44 9 Sudden Death (1995)\n",
      "44 10 GoldenEye (1995)\n",
      "45 1 Toy Story (1995)\n",
      "45 2 Jumanji (1995)\n",
      "45 3 Grumpier Old Men (1995)\n",
      "45 4 Waiting to Exhale (1995)\n",
      "45 5 Father of the Bride Part II (1995)\n",
      "45 6 Heat (1995)\n",
      "45 7 Sabrina (1995)\n",
      "45 8 Tom and Huck (1995)\n",
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      "269 6 Heat (1995)\n",
      "269 7 Sabrina (1995)\n",
      "269 8 Tom and Huck (1995)\n",
      "269 9 Sudden Death (1995)\n",
      "269 10 GoldenEye (1995)\n",
      "270 1 Toy Story (1995)\n",
      "270 2 Jumanji (1995)\n",
      "270 3 Grumpier Old Men (1995)\n",
      "270 4 Waiting to Exhale (1995)\n",
      "270 5 Father of the Bride Part II (1995)\n",
      "270 6 Heat (1995)\n",
      "270 7 Sabrina (1995)\n",
      "270 8 Tom and Huck (1995)\n",
      "270 9 Sudden Death (1995)\n",
      "270 10 GoldenEye (1995)\n",
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      "271 6 Heat (1995)\n",
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      "272 6 Heat (1995)\n",
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      "291 6 Heat (1995)\n",
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      "291 8 Tom and Huck (1995)\n",
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      "293 6 Heat (1995)\n",
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      "293 8 Tom and Huck (1995)\n",
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      "294 5 Father of the Bride Part II (1995)\n",
      "294 6 Heat (1995)\n",
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      "294 8 Tom and Huck (1995)\n",
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      "296 5 Father of the Bride Part II (1995)\n",
      "296 6 Heat (1995)\n",
      "296 7 Sabrina (1995)\n",
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      "296 9 Sudden Death (1995)\n",
      "296 10 GoldenEye (1995)\n",
      "297 1 Toy Story (1995)\n",
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      "297 5 Father of the Bride Part II (1995)\n",
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      "298 5 Father of the Bride Part II (1995)\n",
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      "298 8 Tom and Huck (1995)\n",
      "298 9 Sudden Death (1995)\n",
      "298 12 Dracula: Dead and Loving It (1995)\n",
      "298 13 Balto (1995)\n",
      "298 15 Cutthroat Island (1995)\n",
      "298 16 Casino (1995)\n",
      "299 1 Toy Story (1995)\n",
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     "text": [
      "312 8 Tom and Huck (1995)\n",
      "312 9 Sudden Death (1995)\n",
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      "313 6 Heat (1995)\n",
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      "314 6 Heat (1995)\n",
      "314 7 Sabrina (1995)\n",
      "314 8 Tom and Huck (1995)\n",
      "314 9 Sudden Death (1995)\n",
      "314 10 GoldenEye (1995)\n",
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      "315 5 Father of the Bride Part II (1995)\n",
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      "315 8 Tom and Huck (1995)\n",
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      "316 6 Heat (1995)\n",
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      "317 6 Heat (1995)\n",
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      "325 3 Grumpier Old Men (1995)\n",
      "325 4 Waiting to Exhale (1995)\n",
      "325 5 Father of the Bride Part II (1995)\n",
      "325 6 Heat (1995)\n",
      "325 7 Sabrina (1995)\n",
      "325 8 Tom and Huck (1995)\n",
      "325 9 Sudden Death (1995)\n",
      "325 10 GoldenEye (1995)\n",
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      "331 8 Tom and Huck (1995)\n",
      "331 9 Sudden Death (1995)\n",
      "331 10 GoldenEye (1995)\n",
      "332 1 Toy Story (1995)\n",
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      "332 8 Tom and Huck (1995)\n",
      "332 10 GoldenEye (1995)\n",
      "332 11 American President, The (1995)\n",
      "332 12 Dracula: Dead and Loving It (1995)\n",
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      "333 10 GoldenEye (1995)\n",
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     "text": [
      "347 10 GoldenEye (1995)\n",
      "348 1 Toy Story (1995)\n",
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      "348 7 Sabrina (1995)\n",
      "348 8 Tom and Huck (1995)\n",
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      "348 10 GoldenEye (1995)\n",
      "349 1 Toy Story (1995)\n",
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      "349 5 Father of the Bride Part II (1995)\n",
      "349 6 Heat (1995)\n",
      "349 7 Sabrina (1995)\n",
      "349 8 Tom and Huck (1995)\n",
      "349 9 Sudden Death (1995)\n",
      "349 10 GoldenEye (1995)\n",
      "350 1 Toy Story (1995)\n",
      "350 2 Jumanji (1995)\n",
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      "350 4 Waiting to Exhale (1995)\n",
      "350 5 Father of the Bride Part II (1995)\n",
      "350 6 Heat (1995)\n",
      "350 7 Sabrina (1995)\n",
      "350 8 Tom and Huck (1995)\n",
      "350 9 Sudden Death (1995)\n",
      "350 10 GoldenEye (1995)\n",
      "351 1 Toy Story (1995)\n",
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      "351 6 Heat (1995)\n",
      "351 7 Sabrina (1995)\n",
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      "351 10 GoldenEye (1995)\n",
      "352 1 Toy Story (1995)\n",
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      "352 9 Sudden Death (1995)\n",
      "352 10 GoldenEye (1995)\n",
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      "353 6 Heat (1995)\n",
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      "381 7 Sabrina (1995)\n",
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      "387 8 Tom and Huck (1995)\n",
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      "387 11 American President, The (1995)\n",
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      "399 8 Tom and Huck (1995)\n",
      "399 9 Sudden Death (1995)\n",
      "399 10 GoldenEye (1995)\n",
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      "400 6 Heat (1995)\n",
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      "400 8 Tom and Huck (1995)\n",
      "400 9 Sudden Death (1995)\n",
      "400 10 GoldenEye (1995)\n",
      "401 1 Toy Story (1995)\n",
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      "401 6 Heat (1995)\n",
      "401 7 Sabrina (1995)\n",
      "401 8 Tom and Huck (1995)\n",
      "401 9 Sudden Death (1995)\n",
      "401 10 GoldenEye (1995)\n",
      "402 1 Toy Story (1995)\n",
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      "402 6 Heat (1995)\n",
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      "402 8 Tom and Huck (1995)\n",
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      "404 8 Tom and Huck (1995)\n",
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      "407 10 GoldenEye (1995)\n",
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      "437 4 Waiting to Exhale (1995)\n",
      "437 5 Father of the Bride Part II (1995)\n",
      "437 6 Heat (1995)\n",
      "437 7 Sabrina (1995)\n",
      "437 8 Tom and Huck (1995)\n",
      "437 9 Sudden Death (1995)\n",
      "437 10 GoldenEye (1995)\n",
      "438 1 Toy Story (1995)\n",
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      "448 11 American President, The (1995)\n",
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     "text": [
      "453 10 GoldenEye (1995)\n",
      "454 1 Toy Story (1995)\n",
      "454 2 Jumanji (1995)\n",
      "454 3 Grumpier Old Men (1995)\n",
      "454 4 Waiting to Exhale (1995)\n",
      "454 5 Father of the Bride Part II (1995)\n",
      "454 6 Heat (1995)\n",
      "454 7 Sabrina (1995)\n",
      "454 8 Tom and Huck (1995)\n",
      "454 9 Sudden Death (1995)\n",
      "454 10 GoldenEye (1995)\n",
      "455 1 Toy Story (1995)\n",
      "455 2 Jumanji (1995)\n",
      "455 3 Grumpier Old Men (1995)\n",
      "455 4 Waiting to Exhale (1995)\n",
      "455 5 Father of the Bride Part II (1995)\n",
      "455 6 Heat (1995)\n",
      "455 7 Sabrina (1995)\n",
      "455 8 Tom and Huck (1995)\n",
      "455 9 Sudden Death (1995)\n",
      "455 10 GoldenEye (1995)\n",
      "456 1 Toy Story (1995)\n",
      "456 2 Jumanji (1995)\n",
      "456 3 Grumpier Old Men (1995)\n",
      "456 4 Waiting to Exhale (1995)\n",
      "456 5 Father of the Bride Part II (1995)\n",
      "456 6 Heat (1995)\n",
      "456 7 Sabrina (1995)\n",
      "456 8 Tom and Huck (1995)\n",
      "456 9 Sudden Death (1995)\n",
      "456 10 GoldenEye (1995)\n",
      "457 1 Toy Story (1995)\n",
      "457 2 Jumanji (1995)\n",
      "457 3 Grumpier Old Men (1995)\n",
      "457 4 Waiting to Exhale (1995)\n",
      "457 5 Father of the Bride Part II (1995)\n",
      "457 6 Heat (1995)\n",
      "457 7 Sabrina (1995)\n",
      "457 8 Tom and Huck (1995)\n",
      "457 9 Sudden Death (1995)\n",
      "457 10 GoldenEye (1995)\n",
      "458 1 Toy Story (1995)\n",
      "458 2 Jumanji (1995)\n",
      "458 3 Grumpier Old Men (1995)\n",
      "458 4 Waiting to Exhale (1995)\n",
      "458 5 Father of the Bride Part II (1995)\n",
      "458 6 Heat (1995)\n",
      "458 7 Sabrina (1995)\n",
      "458 8 Tom and Huck (1995)\n",
      "458 9 Sudden Death (1995)\n",
      "458 10 GoldenEye (1995)\n",
      "459 1 Toy Story (1995)\n",
      "459 2 Jumanji (1995)\n",
      "459 3 Grumpier Old Men (1995)\n",
      "459 4 Waiting to Exhale (1995)\n",
      "459 5 Father of the Bride Part II (1995)\n",
      "459 6 Heat (1995)\n",
      "459 7 Sabrina (1995)\n",
      "459 8 Tom and Huck (1995)\n",
      "459 9 Sudden Death (1995)\n",
      "459 10 GoldenEye (1995)\n",
      "460 1 Toy Story (1995)\n",
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      "460 6 Heat (1995)\n",
      "460 7 Sabrina (1995)\n",
      "460 8 Tom and Huck (1995)\n",
      "460 9 Sudden Death (1995)\n",
      "460 10 GoldenEye (1995)\n",
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      "461 4 Waiting to Exhale (1995)\n",
      "461 5 Father of the Bride Part II (1995)\n",
      "461 6 Heat (1995)\n",
      "461 7 Sabrina (1995)\n",
      "461 8 Tom and Huck (1995)\n",
      "461 9 Sudden Death (1995)\n",
      "461 10 GoldenEye (1995)\n",
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      "462 5 Father of the Bride Part II (1995)\n",
      "462 6 Heat (1995)\n",
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      "462 10 GoldenEye (1995)\n",
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      "463 10 GoldenEye (1995)\n",
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      "464 6 Heat (1995)\n",
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      "464 8 Tom and Huck (1995)\n",
      "464 9 Sudden Death (1995)\n",
      "464 10 GoldenEye (1995)\n",
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      "465 8 Tom and Huck (1995)\n",
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      "465 10 GoldenEye (1995)\n",
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      "466 6 Heat (1995)\n",
      "466 7 Sabrina (1995)\n",
      "466 8 Tom and Huck (1995)\n",
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      "466 10 GoldenEye (1995)\n",
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      "467 6 Heat (1995)\n",
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      "467 8 Tom and Huck (1995)\n",
      "467 9 Sudden Death (1995)\n",
      "467 10 GoldenEye (1995)\n",
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      "468 6 Heat (1995)\n",
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      "468 10 GoldenEye (1995)\n",
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      "469 5 Father of the Bride Part II (1995)\n",
      "469 6 Heat (1995)\n",
      "469 7 Sabrina (1995)\n",
      "469 8 Tom and Huck (1995)\n",
      "469 9 Sudden Death (1995)\n",
      "469 10 GoldenEye (1995)\n",
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      "470 5 Father of the Bride Part II (1995)\n",
      "470 6 Heat (1995)\n",
      "470 7 Sabrina (1995)\n",
      "470 8 Tom and Huck (1995)\n",
      "470 9 Sudden Death (1995)\n",
      "470 10 GoldenEye (1995)\n",
      "471 1 Toy Story (1995)\n",
      "471 2 Jumanji (1995)\n",
      "471 3 Grumpier Old Men (1995)\n",
      "471 4 Waiting to Exhale (1995)\n",
      "471 5 Father of the Bride Part II (1995)\n",
      "471 6 Heat (1995)\n",
      "471 7 Sabrina (1995)\n",
      "471 8 Tom and Huck (1995)\n",
      "471 9 Sudden Death (1995)\n",
      "471 10 GoldenEye (1995)\n",
      "472 1 Toy Story (1995)\n",
      "472 2 Jumanji (1995)\n",
      "472 3 Grumpier Old Men (1995)\n",
      "472 4 Waiting to Exhale (1995)\n",
      "472 5 Father of the Bride Part II (1995)\n",
      "472 6 Heat (1995)\n",
      "472 7 Sabrina (1995)\n",
      "472 8 Tom and Huck (1995)\n",
      "472 9 Sudden Death (1995)\n",
      "472 10 GoldenEye (1995)\n",
      "473 1 Toy Story (1995)\n",
      "473 2 Jumanji (1995)\n",
      "473 3 Grumpier Old Men (1995)\n",
      "473 4 Waiting to Exhale (1995)\n",
      "473 5 Father of the Bride Part II (1995)\n",
      "473 6 Heat (1995)\n",
      "473 7 Sabrina (1995)\n",
      "473 8 Tom and Huck (1995)\n",
      "473 9 Sudden Death (1995)\n",
      "473 10 GoldenEye (1995)\n",
      "474 2 Jumanji (1995)\n",
      "474 3 Grumpier Old Men (1995)\n",
      "474 4 Waiting to Exhale (1995)\n",
      "474 5 Father of the Bride Part II (1995)\n",
      "474 6 Heat (1995)\n",
      "474 7 Sabrina (1995)\n",
      "474 8 Tom and Huck (1995)\n",
      "474 9 Sudden Death (1995)\n",
      "474 10 GoldenEye (1995)\n",
      "474 11 American President, The (1995)\n",
      "475 1 Toy Story (1995)\n",
      "475 2 Jumanji (1995)\n",
      "475 3 Grumpier Old Men (1995)\n",
      "475 4 Waiting to Exhale (1995)\n",
      "475 5 Father of the Bride Part II (1995)\n",
      "475 6 Heat (1995)\n",
      "475 7 Sabrina (1995)\n",
      "475 8 Tom and Huck (1995)\n",
      "475 9 Sudden Death (1995)\n",
      "475 10 GoldenEye (1995)\n",
      "476 1 Toy Story (1995)\n",
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      "476 4 Waiting to Exhale (1995)\n",
      "476 5 Father of the Bride Part II (1995)\n",
      "476 6 Heat (1995)\n",
      "476 7 Sabrina (1995)\n",
      "476 8 Tom and Huck (1995)\n",
      "476 9 Sudden Death (1995)\n",
      "476 10 GoldenEye (1995)\n",
      "477 1 Toy Story (1995)\n",
      "477 2 Jumanji (1995)\n",
      "477 4 Waiting to Exhale (1995)\n",
      "477 9 Sudden Death (1995)\n",
      "477 12 Dracula: Dead and Loving It (1995)\n",
      "477 13 Balto (1995)\n",
      "477 14 Nixon (1995)\n",
      "477 19 Ace Ventura: When Nature Calls (1995)\n",
      "477 22 Copycat (1995)\n",
      "477 23 Assassins (1995)\n",
      "478 1 Toy Story (1995)\n",
      "478 2 Jumanji (1995)\n",
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      "478 4 Waiting to Exhale (1995)\n",
      "478 5 Father of the Bride Part II (1995)\n",
      "478 6 Heat (1995)\n",
      "478 7 Sabrina (1995)\n",
      "478 8 Tom and Huck (1995)\n",
      "478 9 Sudden Death (1995)\n",
      "478 10 GoldenEye (1995)\n",
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      "479 4 Waiting to Exhale (1995)\n",
      "479 5 Father of the Bride Part II (1995)\n",
      "479 6 Heat (1995)\n",
      "479 7 Sabrina (1995)\n",
      "479 8 Tom and Huck (1995)\n",
      "479 9 Sudden Death (1995)\n",
      "479 10 GoldenEye (1995)\n",
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      "480 5 Father of the Bride Part II (1995)\n",
      "480 6 Heat (1995)\n",
      "480 7 Sabrina (1995)\n",
      "480 8 Tom and Huck (1995)\n",
      "480 9 Sudden Death (1995)\n",
      "480 10 GoldenEye (1995)\n",
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      "485 8 Tom and Huck (1995)\n",
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      "488 5 Father of the Bride Part II (1995)\n",
      "488 6 Heat (1995)\n",
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      "488 8 Tom and Huck (1995)\n",
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      "489 8 Tom and Huck (1995)\n",
      "489 9 Sudden Death (1995)\n",
      "489 10 GoldenEye (1995)\n",
      "489 11 American President, The (1995)\n",
      "489 12 Dracula: Dead and Loving It (1995)\n",
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      "490 2 Jumanji (1995)\n",
      "490 3 Grumpier Old Men (1995)\n",
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      "490 6 Heat (1995)\n",
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      "490 8 Tom and Huck (1995)\n",
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      "491 1 Toy Story (1995)\n",
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      "491 5 Father of the Bride Part II (1995)\n",
      "491 6 Heat (1995)\n",
      "491 7 Sabrina (1995)\n",
      "491 8 Tom and Huck (1995)\n",
      "491 9 Sudden Death (1995)\n",
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      "492 8 Tom and Huck (1995)\n",
      "492 9 Sudden Death (1995)\n",
      "492 10 GoldenEye (1995)\n",
      "493 1 Toy Story (1995)\n",
      "493 2 Jumanji (1995)\n",
      "493 3 Grumpier Old Men (1995)\n",
      "493 4 Waiting to Exhale (1995)\n",
      "493 5 Father of the Bride Part II (1995)\n",
      "493 6 Heat (1995)\n",
      "493 7 Sabrina (1995)\n",
      "493 8 Tom and Huck (1995)\n",
      "493 9 Sudden Death (1995)\n",
      "493 10 GoldenEye (1995)\n",
      "494 1 Toy Story (1995)\n",
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      "494 8 Tom and Huck (1995)\n",
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      "494 10 GoldenEye (1995)\n",
      "495 1 Toy Story (1995)\n",
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      "495 6 Heat (1995)\n",
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      "495 10 GoldenEye (1995)\n",
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     "text": [
      "499 10 GoldenEye (1995)\n",
      "500 1 Toy Story (1995)\n",
      "500 2 Jumanji (1995)\n",
      "500 3 Grumpier Old Men (1995)\n",
      "500 4 Waiting to Exhale (1995)\n",
      "500 5 Father of the Bride Part II (1995)\n",
      "500 6 Heat (1995)\n",
      "500 7 Sabrina (1995)\n",
      "500 8 Tom and Huck (1995)\n",
      "500 9 Sudden Death (1995)\n",
      "500 10 GoldenEye (1995)\n",
      "501 1 Toy Story (1995)\n",
      "501 2 Jumanji (1995)\n",
      "501 3 Grumpier Old Men (1995)\n",
      "501 4 Waiting to Exhale (1995)\n",
      "501 5 Father of the Bride Part II (1995)\n",
      "501 6 Heat (1995)\n",
      "501 7 Sabrina (1995)\n",
      "501 8 Tom and Huck (1995)\n",
      "501 9 Sudden Death (1995)\n",
      "501 10 GoldenEye (1995)\n",
      "502 1 Toy Story (1995)\n",
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      "502 5 Father of the Bride Part II (1995)\n",
      "502 6 Heat (1995)\n",
      "502 7 Sabrina (1995)\n",
      "502 8 Tom and Huck (1995)\n",
      "502 9 Sudden Death (1995)\n",
      "502 10 GoldenEye (1995)\n",
      "503 1 Toy Story (1995)\n",
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      "503 6 Heat (1995)\n",
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      "503 8 Tom and Huck (1995)\n",
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      "503 10 GoldenEye (1995)\n",
      "504 1 Toy Story (1995)\n",
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      "504 8 Tom and Huck (1995)\n",
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      "504 10 GoldenEye (1995)\n",
      "505 1 Toy Story (1995)\n",
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      "505 8 Tom and Huck (1995)\n",
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      "505 10 GoldenEye (1995)\n",
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      "507 8 Tom and Huck (1995)\n",
      "507 9 Sudden Death (1995)\n",
      "507 10 GoldenEye (1995)\n",
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      "509 1 Toy Story (1995)\n",
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      "512 6 Heat (1995)\n",
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      "512 8 Tom and Huck (1995)\n",
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      "512 10 GoldenEye (1995)\n",
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      "513 10 GoldenEye (1995)\n",
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      "518 10 GoldenEye (1995)\n",
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      "520 10 GoldenEye (1995)\n",
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      "522 10 GoldenEye (1995)\n",
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      "523 5 Father of the Bride Part II (1995)\n",
      "523 6 Heat (1995)\n",
      "523 7 Sabrina (1995)\n",
      "523 8 Tom and Huck (1995)\n",
      "523 9 Sudden Death (1995)\n",
      "523 10 GoldenEye (1995)\n",
      "524 1 Toy Story (1995)\n",
      "524 2 Jumanji (1995)\n",
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      "524 4 Waiting to Exhale (1995)\n",
      "524 5 Father of the Bride Part II (1995)\n",
      "524 6 Heat (1995)\n",
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      "524 8 Tom and Huck (1995)\n",
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      "524 10 GoldenEye (1995)\n",
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      "525 2 Jumanji (1995)\n",
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      "525 7 Sabrina (1995)\n",
      "525 8 Tom and Huck (1995)\n",
      "525 9 Sudden Death (1995)\n",
      "525 10 GoldenEye (1995)\n",
      "525 11 American President, The (1995)\n",
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      "526 5 Father of the Bride Part II (1995)\n",
      "526 6 Heat (1995)\n",
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      "526 8 Tom and Huck (1995)\n",
      "526 9 Sudden Death (1995)\n",
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      "541 10 GoldenEye (1995)\n",
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      "547 6 Heat (1995)\n",
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      "548 6 Heat (1995)\n",
      "548 7 Sabrina (1995)\n",
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      "550 6 Heat (1995)\n",
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      "604 3 Grumpier Old Men (1995)\n",
      "604 4 Waiting to Exhale (1995)\n",
      "604 5 Father of the Bride Part II (1995)\n",
      "604 6 Heat (1995)\n",
      "604 7 Sabrina (1995)\n",
      "604 8 Tom and Huck (1995)\n",
      "604 9 Sudden Death (1995)\n",
      "604 10 GoldenEye (1995)\n",
      "605 1 Toy Story (1995)\n",
      "605 2 Jumanji (1995)\n",
      "605 3 Grumpier Old Men (1995)\n",
      "605 4 Waiting to Exhale (1995)\n",
      "605 5 Father of the Bride Part II (1995)\n",
      "605 6 Heat (1995)\n",
      "605 7 Sabrina (1995)\n",
      "605 8 Tom and Huck (1995)\n",
      "605 9 Sudden Death (1995)\n",
      "605 10 GoldenEye (1995)\n",
      "606 1 Toy Story (1995)\n",
      "606 2 Jumanji (1995)\n",
      "606 4 Waiting to Exhale (1995)\n",
      "606 5 Father of the Bride Part II (1995)\n",
      "606 6 Heat (1995)\n",
      "606 7 Sabrina (1995)\n",
      "606 8 Tom and Huck (1995)\n",
      "606 9 Sudden Death (1995)\n",
      "606 10 GoldenEye (1995)\n",
      "606 11 American President, The (1995)\n",
      "607 1 Toy Story (1995)\n",
      "607 2 Jumanji (1995)\n",
      "607 3 Grumpier Old Men (1995)\n",
      "607 4 Waiting to Exhale (1995)\n",
      "607 5 Father of the Bride Part II (1995)\n",
      "607 6 Heat (1995)\n",
      "607 7 Sabrina (1995)\n",
      "607 8 Tom and Huck (1995)\n",
      "607 9 Sudden Death (1995)\n",
      "607 10 GoldenEye (1995)\n",
      "608 2 Jumanji (1995)\n",
      "608 3 Grumpier Old Men (1995)\n",
      "608 4 Waiting to Exhale (1995)\n",
      "608 5 Father of the Bride Part II (1995)\n",
      "608 6 Heat (1995)\n",
      "608 7 Sabrina (1995)\n",
      "608 8 Tom and Huck (1995)\n",
      "608 9 Sudden Death (1995)\n",
      "608 10 GoldenEye (1995)\n",
      "608 11 American President, The (1995)\n",
      "609 1 Toy Story (1995)\n",
      "609 2 Jumanji (1995)\n",
      "609 3 Grumpier Old Men (1995)\n",
      "609 4 Waiting to Exhale (1995)\n",
      "609 5 Father of the Bride Part II (1995)\n",
      "609 6 Heat (1995)\n",
      "609 7 Sabrina (1995)\n",
      "609 8 Tom and Huck (1995)\n",
      "609 9 Sudden Death (1995)\n",
      "609 10 GoldenEye (1995)\n",
      "610 1 Toy Story (1995)\n",
      "610 2 Jumanji (1995)\n",
      "610 3 Grumpier Old Men (1995)\n",
      "610 4 Waiting to Exhale (1995)\n",
      "610 5 Father of the Bride Part II (1995)\n",
      "610 6 Heat (1995)\n",
      "610 7 Sabrina (1995)\n",
      "610 8 Tom and Huck (1995)\n",
      "610 9 Sudden Death (1995)\n",
      "610 10 GoldenEye (1995)\n"
     ]
    }
   ],
   "source": [
    "for user in movie_recom.items():\n",
    "    for movie in user[1]:\n",
    "        print(user_index[user[0]],movie_index[movie[0]],movies.loc[movie[0]]['title'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
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     "end_time": "2019-02-22T18:51:37.898343Z",
     "start_time": "2019-02-22T18:51:37.891338Z"
    }
   },
   "outputs": [],
   "source": [
    "##更换索引为电影和用户的名字\n",
    "user_index=dict(enumerate(list(data.index)))\n",
    "movie_index=dict(enumerate(list(data.columns)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-22T18:53:19.534862Z",
     "start_time": "2019-02-22T18:53:19.526858Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Toy Story (1995)'"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.loc[0]['title']"
   ]
  }
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