Machine Learning - Movie Rating Prediction.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n",
      "Requirement already satisfied: plotly in /usr/local/lib/python2.7/dist-packages\n",
      "Requirement already satisfied: six in /home/change/.local/lib/python2.7/site-packages (from plotly)\n",
      "Requirement already satisfied: nbformat>=4.2 in /usr/local/lib/python2.7/dist-packages (from plotly)\n",
      "Requirement already satisfied: pytz in /usr/lib/python2.7/dist-packages (from plotly)\n",
      "Requirement already satisfied: decorator>=4.0.6 in /usr/local/lib/python2.7/dist-packages (from plotly)\n",
      "Requirement already satisfied: requests in /home/change/.local/lib/python2.7/site-packages (from plotly)\n",
      "Requirement already satisfied: traitlets>=4.1 in /usr/local/lib/python2.7/dist-packages (from nbformat>=4.2->plotly)\n",
      "Requirement already satisfied: ipython-genutils in /usr/local/lib/python2.7/dist-packages (from nbformat>=4.2->plotly)\n",
      "Requirement already satisfied: jupyter-core in /usr/local/lib/python2.7/dist-packages (from nbformat>=4.2->plotly)\n",
      "Requirement already satisfied: jsonschema!=2.5.0,>=2.4 in /usr/local/lib/python2.7/dist-packages (from nbformat>=4.2->plotly)\n",
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      "Requirement already satisfied: urllib3<1.23,>=1.21.1 in /home/change/.local/lib/python2.7/site-packages (from requests->plotly)\n",
      "Requirement already satisfied: enum34; python_version == \"2.7\" in /home/change/.local/lib/python2.7/site-packages (from traitlets>=4.1->nbformat>=4.2->plotly)\n",
      "Requirement already satisfied: functools32; python_version == \"2.7\" in /usr/local/lib/python2.7/dist-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2->plotly)\n",
      "\u001b[33mYou are using pip version 9.0.3, however version 10.0.1 is available.\n",
      "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "!pip install plotly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "####-----------------Common Stuff-------------------####"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Common\n",
    "# Import necessary libraries and packages\n",
    "\n",
    "from pyspark.ml import Pipeline\n",
    "from pyspark.ml.feature import StringIndexer, OneHotEncoder, VectorAssembler\n",
    "from pyspark.ml.regression import LinearRegression, LinearRegressionModel\n",
    "import pandas as pd\n",
    "import matplotlib.mlab as mlab\n",
    "import plotly.plotly as py\n",
    "import plotly.figure_factory as ff\n",
    "import plotly\n",
    "from plotly.graph_objs import *\n",
    "import plotly.graph_objs as go\n",
    "\n",
    "\n",
    "plotly.tools.set_credentials_file(username='pbd', api_key='nrkkjdZy9uNG8DaoOM2l')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Common\n",
    "## Perform pre processing on data i.e. StringIndexing -> OneHotEncoding -> VectorAssembler \n",
    "\n",
    "categorical_columns= ['directorName', 'writeName', 'genre', 'runtime', 'year']\n",
    "\n",
    "### sringIndexer\n",
    "\n",
    "indexers = [\n",
    "            StringIndexer(inputCol=c, outputCol=\"{0}_indexed\".format(c))\n",
    "            for c in categorical_columns\n",
    "]\n",
    "\n",
    "### oneHotEncoder\n",
    "\n",
    "encoders = [OneHotEncoder(dropLast=False,inputCol=indexer.getOutputCol(),\n",
    "            outputCol=\"{0}_encoded\".format(indexer.getOutputCol())) \n",
    "            for indexer in indexers\n",
    "]\n",
    "\n",
    "### vectorAssembler\n",
    "\n",
    "assembler = VectorAssembler(inputCols=[encoder.getOutputCol() for encoder in encoders],outputCol=\"features\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "####-----------------Common Stuff-------------------####"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "####-----------------Start Training-------------------####"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DataFrame[title: string, year: int, avgRating: double, votes: int, directorName: string, writeName: string, runtime: int, genre: string]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-------------+----+---------+-----+--------------+-----------------+-------+--------------------+\n",
      "|        title|year|avgRating|votes|  directorName|        writeName|runtime|               genre|\n",
      "+-------------+----+---------+-----+--------------+-----------------+-------+--------------------+\n",
      "| Isle of Dogs|2018|      8.2|18140|  Wes Anderson|    Roman Coppola|    101|Adventure,Animati...|\n",
      "| Isle of Dogs|2018|      8.2|18140|  Wes Anderson|   Kunichi Nomura|    101|Adventure,Animati...|\n",
      "| Isle of Dogs|2018|      8.2|18140|  Wes Anderson|     Wes Anderson|    101|Adventure,Animati...|\n",
      "| Isle of Dogs|2018|      8.2|18140|  Wes Anderson|Jason Schwartzman|    101|Adventure,Animati...|\n",
      "|A Quiet Place|2018|      8.1|68050|John Krasinski|      Bryan Woods|     90| Drama,Horror,Sci-Fi|\n",
      "+-------------+----+---------+-----+--------------+-----------------+-------+--------------------+\n",
      "only showing top 5 rows\n",
      "\n",
      "root\n",
      " |-- title: string (nullable = true)\n",
      " |-- year: integer (nullable = true)\n",
      " |-- avgRating: double (nullable = true)\n",
      " |-- votes: integer (nullable = true)\n",
      " |-- directorName: string (nullable = true)\n",
      " |-- writeName: string (nullable = true)\n",
      " |-- runtime: integer (nullable = true)\n",
      " |-- genre: string (nullable = true)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "##Training\n",
    "## Load training data with header\n",
    "\n",
    "data = spark.read.options(header='true', inferschema='true', delimiter=',').csv(\"2000-2018.csv\")  \n",
    "display(data)\n",
    "data.cache()\n",
    "data.show(5)\n",
    "data.printSchema()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "root\n",
      " |-- title: string (nullable = true)\n",
      " |-- year: integer (nullable = true)\n",
      " |-- avgRating: double (nullable = true)\n",
      " |-- votes: integer (nullable = true)\n",
      " |-- directorName: string (nullable = true)\n",
      " |-- writeName: string (nullable = true)\n",
      " |-- runtime: integer (nullable = true)\n",
      " |-- genre: string (nullable = true)\n",
      " |-- directorName_indexed: double (nullable = false)\n",
      " |-- writeName_indexed: double (nullable = false)\n",
      " |-- genre_indexed: double (nullable = false)\n",
      " |-- runtime_indexed: double (nullable = false)\n",
      " |-- year_indexed: double (nullable = false)\n",
      " |-- directorName_indexed_encoded: vector (nullable = true)\n",
      " |-- writeName_indexed_encoded: vector (nullable = true)\n",
      " |-- genre_indexed_encoded: vector (nullable = true)\n",
      " |-- runtime_indexed_encoded: vector (nullable = true)\n",
      " |-- year_indexed_encoded: vector (nullable = true)\n",
      " |-- features: vector (nullable = true)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "## Training\n",
    "\n",
    "## Feed the training data to the pipeline i.e. VectorAssembler -> Pipeline\n",
    "\n",
    "pipeline = Pipeline(stages=indexers + encoders+[assembler])\n",
    "model=pipeline.fit(data)\n",
    "transformed = model.transform(data)\n",
    "\n",
    "transformed.printSchema()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "root\n",
      " |-- features: vector (nullable = true)\n",
      " |-- avgRating: double (nullable = true)\n",
      "\n",
      "+--------------------+---------+\n",
      "|            features|avgRating|\n",
      "+--------------------+---------+\n",
      "|(9275,[140,3317,8...|      8.2|\n",
      "|(9275,[140,6879,8...|      8.2|\n",
      "|(9275,[140,2696,8...|      8.2|\n",
      "|(9275,[140,4528,8...|      8.2|\n",
      "|(9275,[1478,6743,...|      8.1|\n",
      "|(9275,[1478,8394,...|      8.1|\n",
      "|(9275,[1478,4899,...|      8.1|\n",
      "|(9275,[930,7441,8...|      8.1|\n",
      "|(9275,[930,8139,8...|      8.1|\n",
      "|(9275,[930,7093,8...|      8.1|\n",
      "|(9275,[2074,2588,...|      7.9|\n",
      "|(9275,[16,4695,87...|      7.8|\n",
      "|(9275,[16,2678,87...|      7.8|\n",
      "|(9275,[522,2431,8...|      7.7|\n",
      "|(9275,[522,2445,8...|      7.7|\n",
      "|(9275,[522,7165,8...|      7.7|\n",
      "|(9275,[522,3746,8...|      7.7|\n",
      "|(9275,[954,3271,8...|      7.4|\n",
      "|(9275,[1021,3271,...|      7.4|\n",
      "|(9275,[1182,7189,...|      7.2|\n",
      "+--------------------+---------+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "## Training\n",
    "## Select required columns from the resulting dataframe (training data)\n",
    "\n",
    "final = transformed.select(\"features\", \"avgRating\")\n",
    "final.printSchema()\n",
    "final.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "##Training\n",
    "# To train the model\n",
    "## Randomly split the data set for testing and training\n",
    "\n",
    "lr_train,lr_test = final.randomSplit([0.8, 0.2])\n",
    "\n",
    "## Create a Linear Regression Model with required parameters\n",
    "\n",
    "lr = LinearRegression(labelCol=\"avgRating\",\n",
    "                      fitIntercept=True, \n",
    "                      maxIter=100, \n",
    "                      regParam=0.02, \n",
    "                      elasticNetParam=0.02)\n",
    "\n",
    "## fit the Model to the training dataset\n",
    "\n",
    "lrModel = lr.fit(lr_train)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RMSE: 0.228065\n",
      "r2: 0.955794\n",
      "Intercept: 6.53366464426\n",
      "numIterations: 101\n",
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      "Coefficients: 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      "root\n",
      " |-- features: vector (nullable = true)\n",
      " |-- avgRating: double (nullable = true)\n",
      " |-- prediction: double (nullable = false)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+--------------------+---------+-----------------+\n",
      "|            features|avgRating|       prediction|\n",
      "+--------------------+---------+-----------------+\n",
      "|(9275,[0,2821,877...|      6.5|6.424315933844177|\n",
      "|(9275,[0,2821,881...|      7.0| 6.94273031083279|\n",
      "|(9275,[0,2821,881...|      7.1| 6.94525449912506|\n",
      "|(9275,[0,2821,881...|      6.6|6.769183881753985|\n",
      "|(9275,[0,3127,877...|      6.5|6.443814625262282|\n",
      "|(9275,[0,3127,881...|      7.0|6.962229002250894|\n",
      "|(9275,[0,3127,881...|      7.1|6.964753190543164|\n",
      "|(9275,[0,3127,881...|      6.6| 6.78868257317209|\n",
      "|(9275,[0,3201,877...|      6.5|6.443814625262282|\n",
      "|(9275,[0,3201,881...|      7.0|6.962229002250894|\n",
      "|(9275,[0,3201,881...|      7.1|6.964753190543164|\n",
      "|(9275,[0,3201,881...|      6.6| 6.78868257317209|\n",
      "|(9275,[0,3323,881...|      7.0|6.962229002250894|\n",
      "|(9275,[0,3323,881...|      7.1|6.964753190543164|\n",
      "|(9275,[0,3323,881...|      6.6| 6.78868257317209|\n",
      "|(9275,[0,3426,881...|      7.0|6.962229002250894|\n",
      "|(9275,[0,3426,881...|      7.1|6.964753190543164|\n",
      "|(9275,[0,3426,881...|      6.6| 6.78868257317209|\n",
      "|(9275,[0,3437,881...|      7.0|7.017506502212066|\n",
      "|(9275,[0,3437,881...|      7.1|7.020030690504336|\n",
      "+--------------------+---------+-----------------+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "##Training\n",
    "### Collect information about the trained model\n",
    "## Training summary \n",
    "\n",
    "trainingSummary = lrModel.summary\n",
    "\n",
    "print(\"RMSE: %f\" % trainingSummary.rootMeanSquaredError)\n",
    "print(\"r2: %f\" % trainingSummary.r2)\n",
    "\n",
    "print(\"Intercept: %s\" % str(lrModel.intercept))\n",
    "print(\"numIterations: %d\" % trainingSummary.totalIterations)\n",
    "\n",
    "print(\"objectiveHistory: %s\" % str(trainingSummary.objectiveHistory))\n",
    "print(\"Coefficients: %s\" % str(lrModel.coefficients))\n",
    "\n",
    "trainingSummary.predictions.printSchema()\n",
    "trainingSummary.predictions.show()\n",
    "training_residuals = trainingSummary.residuals\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RMSE: 0.338726\n",
      "r2: 0.901353\n",
      "+--------------------+---------+------------------+\n",
      "|            features|avgRating|        prediction|\n",
      "+--------------------+---------+------------------+\n",
      "|(9275,[140,3317,8...|      8.2| 7.971256840457984|\n",
      "|(9275,[140,6879,8...|      8.2| 7.664399169749844|\n",
      "|(9275,[140,2696,8...|      8.2| 7.882019471742838|\n",
      "|(9275,[140,4528,8...|      8.2| 7.796281812728764|\n",
      "|(9275,[1478,6743,...|      8.1| 8.074219016935846|\n",
      "|(9275,[1478,8394,...|      8.1| 8.074219016935846|\n",
      "|(9275,[1478,4899,...|      8.1| 7.985122875300299|\n",
      "|(9275,[930,7441,8...|      8.1| 6.450161764837051|\n",
      "|(9275,[930,8139,8...|      8.1| 6.450161764837051|\n",
      "|(9275,[930,7093,8...|      8.1| 6.450161764837051|\n",
      "|(9275,[2074,2588,...|      7.9|7.8293539798435035|\n",
      "|(9275,[16,4695,87...|      7.8|7.6555475276260445|\n",
      "|(9275,[16,2678,87...|      7.8| 7.661698877361683|\n",
      "|(9275,[522,2431,8...|      7.7| 7.701360695162393|\n",
      "|(9275,[522,2445,8...|      7.7| 7.752342876950669|\n",
      "|(9275,[522,7165,8...|      7.7| 7.653996939854753|\n",
      "|(9275,[522,3746,8...|      7.7|7.4762680317729275|\n",
      "|(9275,[954,3271,8...|      7.4| 7.190237856201579|\n",
      "|(9275,[1021,3271,...|      7.4| 7.169034678947076|\n",
      "|(9275,[1182,7189,...|      7.2|7.1497195415559425|\n",
      "|(9275,[1182,7146,...|      7.2|7.1497195415559425|\n",
      "|(9275,[1182,4567,...|      7.2|  7.40038819091113|\n",
      "|(9275,[147,2833,8...|      7.1| 7.403942830898376|\n",
      "|(9275,[147,3274,8...|      7.1| 7.343965171030904|\n",
      "|(9275,[1690,3474,...|      7.0| 6.943003917825995|\n",
      "|(9275,[1690,3613,...|      7.0| 6.984190597785123|\n",
      "|(9275,[1167,2679,...|      7.0| 7.180502994845629|\n",
      "|(9275,[1167,5995,...|      7.0| 7.013168345280228|\n",
      "|(9275,[368,8331,8...|      6.8| 6.754469221731019|\n",
      "|(9275,[368,6758,8...|      6.8| 6.754469221731019|\n",
      "|(9275,[368,2843,8...|      6.8| 6.510930832820059|\n",
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      "|(9275,[1258,7230,...|      5.9| 5.943841494346541|\n",
      "|(9275,[1258,3279,...|      5.9|  5.91063946592731|\n",
      "|(9275,[1258,6786,...|      5.9| 5.943841494346541|\n",
      "|(9275,[959,6456,8...|      5.9| 5.918000225912932|\n",
      "|(9275,[959,5419,8...|      5.9| 5.918000225912932|\n",
      "|(9275,[959,7850,8...|      5.9| 5.918000225912932|\n",
      "|(9275,[959,4694,8...|      5.9| 5.930399866970974|\n",
      "|(9275,[1263,6154,...|      5.9|   5.9310539703221|\n",
      "|(9275,[1263,6034,...|      5.9|   5.9310539703221|\n",
      "|(9275,[1263,4397,...|      5.9| 6.259580493329819|\n",
      "|(9275,[103,2865,8...|      5.9|  4.66950061135859|\n",
      "|(9275,[425,4674,8...|      5.8| 5.792664889330448|\n",
      "|(9275,[406,4674,8...|      5.8| 5.875331212213162|\n",
      "|(9275,[187,4242,8...|      5.8| 5.516408675748316|\n",
      "|(9275,[187,6789,8...|      5.8|5.9006453793771625|\n",
      "|(9275,[187,4959,8...|      5.8| 5.553067924865049|\n",
      "|(9275,[187,3047,8...|      5.8|  6.12245693585688|\n",
      "|(9275,[2144,6091,...|      5.8| 5.798174646464733|\n",
      "|(9275,[215,7867,8...|      5.8| 5.753809362425212|\n",
      "|(9275,[215,3566,8...|      5.8| 5.571190055688098|\n",
      "|(9275,[215,6391,8...|      5.8| 5.753809362425212|\n",
      "|(9275,[215,7927,8...|      5.8| 5.567260191783557|\n",
      "|(9275,[91,3252,87...|      5.8| 6.613940771224108|\n",
      "|(9275,[91,3228,87...|      5.8| 6.456644171783246|\n",
      "|(9275,[359,2591,8...|      5.8|5.8277820763850325|\n",
      "|(9275,[313,2591,8...|      5.8| 5.819375055305646|\n",
      "|(9275,[98,2591,87...|      5.8| 5.863217436663257|\n",
      "|(9275,[178,2591,8...|      5.8| 5.840849698935107|\n",
      "|(9275,[22,2591,87...|      5.8| 5.705356682770731|\n",
      "|(9275,[278,2591,8...|      5.8| 5.818827868029901|\n",
      "|(9275,[8,2591,877...|      5.8| 5.722161234748479|\n",
      "|(9275,[351,2591,8...|      5.8| 5.823067138804705|\n",
      "|(9275,[343,2591,8...|      5.8| 5.840656765429193|\n",
      "|(9275,[283,2591,8...|      5.8|   5.8215994832997|\n",
      "|(9275,[359,2585,8...|      5.8| 5.838391490006538|\n",
      "|(9275,[313,2585,8...|      5.8| 5.829984468927152|\n",
      "|(9275,[98,2585,87...|      5.8| 5.873826850284763|\n",
      "|(9275,[178,2585,8...|      5.8| 5.851459112556611|\n",
      "|(9275,[22,2585,87...|      5.8| 5.715966096392236|\n",
      "|(9275,[278,2585,8...|      5.8| 5.829437281651407|\n",
      "|(9275,[8,2585,877...|      5.8| 5.732770648369984|\n",
      "|(9275,[351,2585,8...|      5.8|  5.83367655242621|\n",
      "|(9275,[343,2585,8...|      5.8| 5.851266179050699|\n",
      "|(9275,[283,2585,8...|      5.8| 5.832208896921205|\n",
      "|(9275,[359,2480,8...|      5.8| 5.879193600825834|\n",
      "|(9275,[313,2480,8...|      5.8| 5.870786579746448|\n",
      "|(9275,[98,2480,87...|      5.8| 5.914628961104059|\n",
      "|(9275,[178,2480,8...|      5.8|5.8922612233759075|\n",
      "|(9275,[22,2480,87...|      5.8|5.7567682072115325|\n",
      "|(9275,[278,2480,8...|      5.8| 5.870239392470703|\n",
      "|(9275,[8,2480,877...|      5.8|  5.77357275918928|\n",
      "|(9275,[351,2480,8...|      5.8| 5.874478663245506|\n",
      "|(9275,[343,2480,8...|      5.8| 5.892068289869995|\n",
      "|(9275,[283,2480,8...|      5.8|5.8730110077405016|\n",
      "|(9275,[359,2579,8...|      5.8| 5.852796343002346|\n",
      "|(9275,[313,2579,8...|      5.8|  5.84438932192296|\n",
      "|(9275,[98,2579,87...|      5.8| 5.888231703280571|\n",
      "|(9275,[178,2579,8...|      5.8|  5.86586396555242|\n",
      "|(9275,[22,2579,87...|      5.8| 5.730370949388044|\n",
      "|(9275,[278,2579,8...|      5.8| 5.843842134647215|\n",
      "|(9275,[8,2579,877...|      5.8| 5.747175501365793|\n",
      "|(9275,[351,2579,8...|      5.8| 5.848081405422018|\n",
      "|(9275,[343,2579,8...|      5.8| 5.865671032046507|\n",
      "|(9275,[283,2579,8...|      5.8| 5.846613749917013|\n",
      "|(9275,[359,2425,8...|      5.8| 5.686654021983983|\n",
      "|(9275,[313,2425,8...|      5.8| 5.678247000904597|\n",
      "|(9275,[98,2425,87...|      5.8| 5.722089382262208|\n",
      "|(9275,[178,2425,8...|      5.8|5.6997216445340575|\n",
      "|(9275,[22,2425,87...|      5.8| 5.564228628369682|\n",
      "|(9275,[278,2425,8...|      5.8| 5.677699813628852|\n",
      "|(9275,[8,2425,877...|      5.8|  5.58103318034743|\n",
      "|(9275,[351,2425,8...|      5.8|5.6819390844036555|\n",
      "|(9275,[343,2425,8...|      5.8| 5.699528711028144|\n",
      "|(9275,[283,2425,8...|      5.8| 5.680471428898651|\n",
      "|(9275,[359,2592,8...|      5.8|5.8342507820157765|\n",
      "|(9275,[313,2592,8...|      5.8|  5.82584376093639|\n",
      "|(9275,[98,2592,87...|      5.8| 5.869686142294001|\n",
      "|(9275,[178,2592,8...|      5.8| 5.847318404565851|\n",
      "|(9275,[22,2592,87...|      5.8| 5.711825388401475|\n",
      "|(9275,[278,2592,8...|      5.8| 5.825296573660645|\n",
      "|(9275,[8,2592,877...|      5.8| 5.728629940379223|\n",
      "|(9275,[351,2592,8...|      5.8| 5.829535844435449|\n",
      "|(9275,[343,2592,8...|      5.8| 5.847125471059937|\n",
      "|(9275,[283,2592,8...|      5.8| 5.828068188930444|\n",
      "|(9275,[359,2493,8...|      5.8| 5.896521577205941|\n",
      "|(9275,[313,2493,8...|      5.8| 5.888114556126554|\n",
      "|(9275,[98,2493,87...|      5.8| 5.931956937484165|\n",
      "|(9275,[178,2493,8...|      5.8| 5.909589199756015|\n",
      "|(9275,[22,2493,87...|      5.8| 5.774096183591639|\n",
      "|(9275,[278,2493,8...|      5.8| 5.887567368850809|\n",
      "|(9275,[8,2493,877...|      5.8| 5.790900735569387|\n",
      "|(9275,[351,2493,8...|      5.8| 5.891806639625613|\n",
      "|(9275,[343,2493,8...|      5.8| 5.909396266250101|\n",
      "|(9275,[283,2493,8...|      5.8| 5.890338984120609|\n",
      "|(9275,[359,2459,8...|      5.8| 5.809519275098981|\n",
      "|(9275,[313,2459,8...|      5.8|5.8011122540195945|\n",
      "|(9275,[98,2459,87...|      5.8|5.8449546353772055|\n",
      "|(9275,[178,2459,8...|      5.8| 5.822586897649055|\n",
      "|(9275,[22,2459,87...|      5.8|  5.68709388148468|\n",
      "|(9275,[278,2459,8...|      5.8| 5.800565066743849|\n",
      "|(9275,[8,2459,877...|      5.8| 5.703898433462427|\n",
      "|(9275,[351,2459,8...|      5.8| 5.804804337518653|\n",
      "|(9275,[343,2459,8...|      5.8| 5.822393964143141|\n",
      "|(9275,[283,2459,8...|      5.8| 5.803336682013649|\n",
      "|(9275,[359,2422,8...|      5.8|5.7146829886233075|\n",
      "|(9275,[313,2422,8...|      5.8| 5.706275967543922|\n",
      "|(9275,[98,2422,87...|      5.8| 5.750118348901532|\n",
      "|(9275,[178,2422,8...|      5.8| 5.727750611173382|\n",
      "|(9275,[22,2422,87...|      5.8| 5.592257595009006|\n",
      "|(9275,[278,2422,8...|      5.8| 5.705728780268176|\n",
      "|(9275,[8,2422,877...|      5.8| 5.609062146986754|\n",
      "|(9275,[351,2422,8...|      5.8|5.7099680510429796|\n",
      "|(9275,[343,2422,8...|      5.8| 5.727557677667468|\n",
      "|(9275,[283,2422,8...|      5.8| 5.708500395537976|\n",
      "|(9275,[359,2586,8...|      5.8| 5.838355283820659|\n",
      "|(9275,[313,2586,8...|      5.8| 5.829948262741272|\n",
      "|(9275,[98,2586,87...|      5.8| 5.873790644098883|\n",
      "|(9275,[178,2586,8...|      5.8| 5.851422906370733|\n",
      "|(9275,[22,2586,87...|      5.8|5.7159298902063576|\n",
      "|(9275,[278,2586,8...|      5.8| 5.829401075465527|\n",
      "|(9275,[8,2586,877...|      5.8| 5.732734442184105|\n",
      "|(9275,[351,2586,8...|      5.8|5.8336403462403315|\n",
      "|(9275,[343,2586,8...|      5.8| 5.851229972864819|\n",
      "|(9275,[283,2586,8...|      5.8| 5.832172690735327|\n",
      "|(9275,[359,2580,8...|      5.8| 5.835023781241478|\n",
      "|(9275,[313,2580,8...|      5.8| 5.826616760162093|\n",
      "|(9275,[98,2580,87...|      5.8| 5.870459141519703|\n",
      "|(9275,[178,2580,8...|      5.8| 5.848091403791552|\n",
      "|(9275,[22,2580,87...|      5.8| 5.712598387627176|\n",
      "|(9275,[278,2580,8...|      5.8| 5.826069572886347|\n",
      "|(9275,[8,2580,877...|      5.8| 5.729402939604925|\n",
      "|(9275,[351,2580,8...|      5.8|  5.83030884366115|\n",
      "|(9275,[343,2580,8...|      5.8| 5.847898470285639|\n",
      "|(9275,[283,2580,8...|      5.8| 5.828841188156146|\n",
      "|(9275,[484,2810,8...|      5.8| 5.684565724394839|\n",
      "|(9275,[613,2497,8...|      5.8| 6.446867776784955|\n",
      "|(9275,[660,5543,8...|      5.8| 5.852070278366368|\n",
      "|(9275,[660,5767,8...|      5.8| 6.367601283820422|\n",
      "|(9275,[470,5843,8...|      5.7| 4.761912291821352|\n",
      "|(9275,[470,7135,8...|      5.7| 4.761912291821352|\n",
      "|(9275,[470,3848,8...|      5.7| 5.762922101623623|\n",
      "|(9275,[2252,7095,...|      5.7| 5.747900148205198|\n",
      "|(9275,[1087,5622,...|      5.7| 5.757777308340408|\n",
      "|(9275,[393,2423,8...|      5.7| 5.922077041839243|\n",
      "|(9275,[393,6924,8...|      5.7| 5.743472318281073|\n",
      "|(9275,[393,2424,8...|      5.7| 5.902921243516515|\n",
      "|(9275,[401,4751,8...|      5.7| 6.069989437622164|\n",
      "|(9275,[401,3118,8...|      5.7| 5.704728140478976|\n",
      "|(9275,[401,7566,8...|      5.7| 5.752920086061341|\n",
      "|(9275,[2219,7907,...|      5.7| 5.745861483356359|\n",
      "|(9275,[1837,4480,...|      5.7| 5.885797882531528|\n",
      "|(9275,[1837,5934,...|      5.7| 5.637893778336175|\n",
      "|(9275,[540,2515,8...|      5.7|  5.86818999812175|\n",
      "|(9275,[540,2533,8...|      5.7| 5.759954638228894|\n",
      "|(9275,[540,2648,8...|      5.7| 5.910786347901208|\n",
      "|(9275,[222,8447,8...|      5.6|  5.64742299243578|\n",
      "|(9275,[263,2941,8...|      5.6| 5.836974419247804|\n",
      "|(9275,[263,3461,8...|      5.6| 6.069403915741309|\n",
      "|(9275,[287,3362,8...|      5.6| 6.043507067422023|\n",
      "|(9275,[287,3052,8...|      5.6| 5.963600558885933|\n",
      "|(9275,[287,3714,8...|      5.6| 6.000740406716255|\n",
      "|(9275,[706,4468,8...|      5.6| 5.395860285073205|\n",
      "|(9275,[706,7050,8...|      5.6| 5.547037730207476|\n",
      "|(9275,[1576,4180,...|      5.6| 5.655690834220469|\n",
      "|(9275,[1576,3749,...|      5.6| 5.499537338723047|\n",
      "|(9275,[306,2954,8...|      5.5|  5.88590563979773|\n",
      "|(9275,[306,2636,8...|      5.5| 5.898364088262714|\n",
      "|(9275,[306,4405,8...|      5.5| 5.798329738977913|\n",
      "|(9275,[164,4552,8...|      5.5| 5.929327038676065|\n",
      "|(9275,[1972,6594,...|      5.5| 5.535983203573415|\n",
      "|(9275,[1972,8425,...|      5.5| 5.535983203573415|\n",
      "|(9275,[145,2819,8...|      5.5| 5.138411470871917|\n",
      "|(9275,[145,2776,8...|      5.5| 5.270433722359835|\n",
      "|(9275,[347,4275,8...|      5.5| 5.712674426630567|\n",
      "|(9275,[347,2653,8...|      5.5|5.5928960665920355|\n",
      "|(9275,[347,3548,8...|      5.5| 5.237268223574978|\n",
      "|(9275,[1951,3856,...|      5.5| 5.454433898159276|\n",
      "|(9275,[1951,5469,...|      5.5| 5.780938842474938|\n",
      "|(9275,[1114,5218,...|      5.4| 5.416253924325623|\n",
      "|(9275,[1114,3169,...|      5.4| 5.464528545479343|\n",
      "|(9275,[1114,4080,...|      5.4| 4.794639507585125|\n",
      "|(9275,[1114,3041,...|      5.4| 5.416253924325623|\n",
      "|(9275,[111,2641,8...|      5.4| 5.347870368959478|\n",
      "|(9275,[242,3057,9...|      5.4| 5.210285123797567|\n",
      "|(9275,[242,3922,9...|      5.4| 5.565648267963237|\n",
      "|(9275,[242,2883,9...|      5.4| 5.319859814371714|\n",
      "|(9275,[242,3572,9...|      5.4| 5.530989187915903|\n",
      "|(9275,[242,3625,9...|      5.4|   5.4784104392947|\n",
      "|(9275,[1870,4757,...|      5.4|  5.47482982843681|\n",
      "|(9275,[2003,4757,...|      5.4| 5.450624153744684|\n",
      "|(9275,[1870,4800,...|      5.4| 5.450624153744684|\n",
      "|(9275,[2003,4800,...|      5.4| 5.426418479052557|\n",
      "|(9275,[2264,8098,...|      5.4| 5.443325182990923|\n",
      "|(9275,[2014,2570,...|      5.4| 5.367209402695755|\n",
      "|(9275,[2014,8696,...|      5.4| 5.447716736059823|\n",
      "|(9275,[1044,6833,...|      5.3| 4.321495495746042|\n",
      "|(9275,[1044,7247,...|      5.3| 5.240592301334226|\n",
      "|(9275,[371,4161,8...|      5.3|5.5821035107158465|\n",
      "|(9275,[371,5502,8...|      5.3|5.3326217641342835|\n",
      "|(9275,[371,8681,8...|      5.3|5.3326217641342835|\n",
      "+--------------------+---------+------------------+\n",
      "only showing top 5000 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "##Training\n",
    "## Model Evaluation\n",
    "\n",
    "prediction_and_labels = lrModel.evaluate(final)\n",
    "\n",
    "print(\"RMSE: %f\" % prediction_and_labels.rootMeanSquaredError)\n",
    "print(\"r2: %f\" % prediction_and_labels.r2)\n",
    "\n",
    "prediction_and_labels.predictions.show(5000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DataFrame[residuals: double]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##Training\n",
    "## Training and Testing Residuals\n",
    "\n",
    "training_residuals = trainingSummary.residuals\n",
    "training_residuals.toDF('residuals')\n",
    "#train_resi = training_residuals.write.csv(\"train.csv\")\n",
    "\n",
    "prediction_residuals = prediction_and_labels.residuals\n",
    "prediction_residuals.toDF('residuals')\n",
    "#predict_resi = prediction_residuals.write.csv(\"predict.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "####-----------------Training Done-------------------####"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Bridge\n",
    "## Save the trained Model then load it\n",
    "\n",
    "#lrModel.save(\"pythonLinearRegression\")\n",
    "Linear_Regression_model = LinearRegressionModel.load(\"pythonLinearRegression/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "####-----------------Start Prediction-------------------####"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DataFrame[title: string, year: int, avgRating: double, votes: int, directorName: string, writeName: string, runtime: int, genre: string]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+--------------------+----+---------+------+--------------------+--------------------+-------+--------------------+\n",
      "|               title|year|avgRating| votes|        directorName|           writeName|runtime|               genre|\n",
      "+--------------------+----+---------+------+--------------------+--------------------+-------+--------------------+\n",
      "|        Isle of Dogs|2018|      8.2| 18140|        Wes Anderson|       Roman Coppola|    101|Adventure,Animati...|\n",
      "|        Isle of Dogs|2018|      8.2| 18140|        Wes Anderson|      Kunichi Nomura|    101|Adventure,Animati...|\n",
      "|        Isle of Dogs|2018|      8.2| 18140|        Wes Anderson|        Wes Anderson|    101|Adventure,Animati...|\n",
      "|        Isle of Dogs|2018|      8.2| 18140|        Wes Anderson|   Jason Schwartzman|    101|Adventure,Animati...|\n",
      "|       A Quiet Place|2018|      8.1| 68050|      John Krasinski|         Bryan Woods|     90| Drama,Horror,Sci-Fi|\n",
      "|       A Quiet Place|2018|      8.1| 68050|      John Krasinski|          Scott Beck|     90| Drama,Horror,Sci-Fi|\n",
      "|       A Quiet Place|2018|      8.1| 68050|      John Krasinski|      John Krasinski|     90| Drama,Horror,Sci-Fi|\n",
      "|         Love, Simon|2018|      8.1| 14834|       Greg Berlanti|    Elizabeth Berger|    110|Comedy,Drama,Romance|\n",
      "|         Love, Simon|2018|      8.1| 14834|       Greg Berlanti|       Isaac Aptaker|    110|Comedy,Drama,Romance|\n",
      "|         Love, Simon|2018|      8.1| 14834|       Greg Berlanti|    Becky Albertalli|    110|Comedy,Drama,Romance|\n",
      "|          Arif v 216|2018|      7.9| 19381|      Kivanç Baruönü|          Cem Yilmaz|    125|       Comedy,Sci-Fi|\n",
      "|    Ready Player One|2018|      7.8| 98784|    Steven Spielberg|        Ernest Cline|    140|Action,Adventure,...|\n",
      "|    Ready Player One|2018|      7.8| 98784|    Steven Spielberg|            Zak Penn|    140|Action,Adventure,...|\n",
      "|       Black Panther|2018|      7.7|231507|        Ryan Coogler|            Stan Lee|    134|Action,Adventure,...|\n",
      "|       Black Panther|2018|      7.7|231507|        Ryan Coogler|          Jack Kirby|    134|Action,Adventure,...|\n",
      "|       Black Panther|2018|      7.7|231507|        Ryan Coogler|     Joe Robert Cole|    134|Action,Adventure,...|\n",
      "|       Black Panther|2018|      7.7|231507|        Ryan Coogler|        Ryan Coogler|    134|Action,Adventure,...|\n",
      "|          Game Night|2018|      7.4| 28213|  Jonathan Goldstein|          Mark Perez|    100|Comedy,Crime,Mystery|\n",
      "|          Game Night|2018|      7.4| 28213|  John Francis Daley|          Mark Perez|    100|Comedy,Crime,Mystery|\n",
      "|     Nothing to Lose|2018|      7.2| 20843|  Alexandre Avancini|      Emílio Boechat|    130|     Biography,Drama|\n",
      "|     Nothing to Lose|2018|      7.2| 20843|  Alexandre Avancini|    Douglas Tavolaro|    130|     Biography,Drama|\n",
      "|     Nothing to Lose|2018|      7.2| 20843|  Alexandre Avancini|  Stephen P. Lindsey|    130|     Biography,Drama|\n",
      "|           Padmaavat|2018|      7.1| 14738|Sanjay Leela Bhan...|Sanjay Leela Bhan...|    164|Drama,History,Rom...|\n",
      "|           Padmaavat|2018|      7.1| 14738|Sanjay Leela Bhan...|     Prakash Kapadia|    164|Drama,History,Rom...|\n",
      "|      Den of Thieves|2018|      7.0| 21336|  Christian Gudegast|  Christian Gudegast|    140|  Action,Crime,Drama|\n",
      "|      Den of Thieves|2018|      7.0| 21336|  Christian Gudegast|      Paul Scheuring|    140|  Action,Crime,Drama|\n",
      "|        Annihilation|2018|      7.0|114020|        Alex Garland|        Alex Garland|    115|Adventure,Drama,F...|\n",
      "|        Annihilation|2018|      7.0|114020|        Alex Garland|     Jeff VanderMeer|    115|Adventure,Drama,F...|\n",
      "|         Tomb Raider|2018|      6.8| 48281|         Roar Uthaug|    Alastair Siddons|    118|Action,Adventure,...|\n",
      "|         Tomb Raider|2018|      6.8| 48281|         Roar Uthaug|Geneva Robertson-...|    118|Action,Adventure,...|\n",
      "|         Tomb Raider|2018|      6.8| 48281|         Roar Uthaug|      Evan Daugherty|    118|Action,Adventure,...|\n",
      "|         Red Sparrow|2018|      6.7| 40654|    Francis Lawrence|      Jason Matthews|    140|Drama,Mystery,Thr...|\n",
      "|         Red Sparrow|2018|      6.7| 40654|    Francis Lawrence|       Justin Haythe|    140|Drama,Mystery,Thr...|\n",
      "|           12 Strong|2018|      6.6| 17930|     Nicolai Fuglsig|         Peter Craig|    130|Action,Drama,History|\n",
      "|           12 Strong|2018|      6.6| 17930|     Nicolai Fuglsig|           Ted Tally|    130|Action,Drama,History|\n",
      "|           12 Strong|2018|      6.6| 17930|     Nicolai Fuglsig|        Doug Stanton|    130|Action,Drama,History|\n",
      "|             Rampage|2018|      6.5| 14040|         Brad Peyton|      Ryan J. Condal|    107|Action,Adventure,...|\n",
      "|             Rampage|2018|      6.5| 14040|         Brad Peyton|        Carlton Cuse|    107|Action,Adventure,...|\n",
      "|             Rampage|2018|      6.5| 14040|         Brad Peyton|          Ryan Engle|    107|Action,Adventure,...|\n",
      "|             Rampage|2018|      6.5| 14040|         Brad Peyton|       Adam Sztykiel|    107|Action,Adventure,...|\n",
      "|   When We First Met|2018|      6.4| 21321|          Ari Sandel|    John Whittington|     97|Comedy,Fantasy,Ro...|\n",
      "|Maze Runner: The ...|2018|      6.4| 42292|            Wes Ball|       James Dashner|    141|Action,Sci-Fi,Thr...|\n",
      "|Maze Runner: The ...|2018|      6.4| 42292|            Wes Ball|         T.S. Nowlin|    141|Action,Sci-Fi,Thr...|\n",
      "|        The Commuter|2018|      6.3| 35329|  Jaume Collet-Serra|          Ryan Engle|    105|  Action,Crime,Drama|\n",
      "|        The Commuter|2018|      6.3| 35329|  Jaume Collet-Serra|     Byron Willinger|    105|  Action,Crime,Drama|\n",
      "|        The Commuter|2018|      6.3| 35329|  Jaume Collet-Serra|     Philip de Blasi|    105|  Action,Crime,Drama|\n",
      "|        The Outsider|2018|      6.3| 10265|    Martin Zandvliet|         John Linson|    120| Crime,Drama,Mystery|\n",
      "|        The Outsider|2018|      6.3| 10265|    Martin Zandvliet|      Andrew Baldwin|    120| Crime,Drama,Mystery|\n",
      "|              Braven|2018|      6.3| 12073|          Lin Oeding| Thomas Pa'a Sibbett|     94|        Action,Drama|\n",
      "|              Braven|2018|      6.3| 12073|          Lin Oeding|       Michael Nilon|     94|        Action,Drama|\n",
      "|Enes Batur Hayal ...|2018|      6.3| 48645|         Kamil Cetin|   Busra Nur Karahan|    110|              Comedy|\n",
      "|Enes Batur Hayal ...|2018|      6.3| 48645|         Kamil Cetin|         Enver Sülük|    110|              Comedy|\n",
      "|Pacific Rim: Upri...|2018|      5.9| 29394|  Steven S. DeKnight|         Kira Snyder|    111|Action,Adventure,...|\n",
      "|Pacific Rim: Upri...|2018|      5.9| 29394|  Steven S. DeKnight|  Steven S. DeKnight|    111|Action,Adventure,...|\n",
      "|Pacific Rim: Upri...|2018|      5.9| 29394|  Steven S. DeKnight|      Travis Beacham|    111|Action,Adventure,...|\n",
      "|Pacific Rim: Upri...|2018|      5.9| 29394|  Steven S. DeKnight|         T.S. Nowlin|    111|Action,Adventure,...|\n",
      "|Pacific Rim: Upri...|2018|      5.9| 29394|  Steven S. DeKnight|    Emily Carmichael|    111|Action,Adventure,...|\n",
      "|Insidious: The La...|2018|      5.7| 23467|        Adam Robitel|      Leigh Whannell|    103|Horror,Mystery,Th...|\n",
      "|The Cloverfield P...|2018|      5.6| 61816|         Julius Onah|          Oren Uziel|    102|Horror,Mystery,Sc...|\n",
      "|The Cloverfield P...|2018|      5.6| 61816|         Julius Onah|           Doug Jung|    102|Horror,Mystery,Sc...|\n",
      "|     Game Over, Man!|2018|      5.4| 13137|      Kyle Newacheck|         Anders Holm|    101|       Action,Comedy|\n",
      "|     Game Over, Man!|2018|      5.4| 13137|      Kyle Newacheck|      Blake Anderson|    101|       Action,Comedy|\n",
      "|     Game Over, Man!|2018|      5.4| 13137|      Kyle Newacheck|         Adam Devine|    101|       Action,Comedy|\n",
      "|     Game Over, Man!|2018|      5.4| 13137|      Kyle Newacheck|      Kyle Newacheck|    101|       Action,Comedy|\n",
      "|                Mute|2018|      5.4| 17547|        Duncan Jones|        Duncan Jones|    126|Mystery,Sci-Fi,Th...|\n",
      "|                Mute|2018|      5.4| 17547|        Duncan Jones|Michael Robert Jo...|    126|Mystery,Sci-Fi,Th...|\n",
      "|           The Titan|2018|      4.9| 11875|        Lennart Ruff|         Max Hurwitz|     97|     Sci-Fi,Thriller|\n",
      "|           The Titan|2018|      4.9| 11875|        Lennart Ruff|          Arash Amel|     97|     Sci-Fi,Thriller|\n",
      "|  Fifty Shades Freed|2018|      4.4| 22282|         James Foley|       Niall Leonard|    105|Drama,Romance,Thr...|\n",
      "|  Fifty Shades Freed|2018|      4.4| 22282|         James Foley|          E.L. James|    105|Drama,Romance,Thr...|\n",
      "|   A Wrinkle in Time|2018|      4.2| 12371|        Ava DuVernay|   Madeleine L'Engle|    109|Adventure,Family,...|\n",
      "|   A Wrinkle in Time|2018|      4.2| 12371|        Ava DuVernay|        Jennifer Lee|    109|Adventure,Family,...|\n",
      "|   A Wrinkle in Time|2018|      4.2| 12371|        Ava DuVernay|      Jeff Stockwell|    109|Adventure,Family,...|\n",
      "|      The Open House|2018|      3.3| 16749|          Matt Angel|          Matt Angel|     94|     Horror,Thriller|\n",
      "|      The Open House|2018|      3.3| 16749|       Suzanne Coote|          Matt Angel|     94|     Horror,Thriller|\n",
      "|      The Open House|2018|      3.3| 16749|          Matt Angel|       Suzanne Coote|     94|     Horror,Thriller|\n",
      "|      The Open House|2018|      3.3| 16749|       Suzanne Coote|       Suzanne Coote|     94|     Horror,Thriller|\n",
      "|Ayla: The Daughte...|2017|      9.0| 19084|           Can Ulkay|        Yigit Güralp|    125|   Drama,History,War|\n",
      "|        Vikram Vedha|2017|      8.9| 11143|             Pushkar|          Manikandan|    147|Action,Crime,Thri...|\n",
      "|        Vikram Vedha|2017|      8.9| 11143|             Gayatri|          Manikandan|    147|Action,Crime,Thri...|\n",
      "|        Vikram Vedha|2017|      8.9| 11143|             Pushkar|             Pushkar|    147|Action,Crime,Thri...|\n",
      "|        Vikram Vedha|2017|      8.9| 11143|             Gayatri|             Pushkar|    147|Action,Crime,Thri...|\n",
      "|        Vikram Vedha|2017|      8.9| 11143|             Pushkar|             Gayatri|    147|Action,Crime,Thri...|\n",
      "|        Vikram Vedha|2017|      8.9| 11143|             Gayatri|             Gayatri|    147|Action,Crime,Thri...|\n",
      "|                Coco|2017|      8.5|160979|         Lee Unkrich|         Lee Unkrich|    105|Adventure,Animati...|\n",
      "|                Coco|2017|      8.5|160979|       Adrian Molina|         Lee Unkrich|    105|Adventure,Animati...|\n",
      "|                Coco|2017|      8.5|160979|         Lee Unkrich|     Matthew Aldrich|    105|Adventure,Animati...|\n",
      "|                Coco|2017|      8.5|160979|       Adrian Molina|     Matthew Aldrich|    105|Adventure,Animati...|\n",
      "|                Coco|2017|      8.5|160979|         Lee Unkrich|          Jason Katz|    105|Adventure,Animati...|\n",
      "|                Coco|2017|      8.5|160979|       Adrian Molina|          Jason Katz|    105|Adventure,Animati...|\n",
      "|                Coco|2017|      8.5|160979|         Lee Unkrich|       Adrian Molina|    105|Adventure,Animati...|\n",
      "|                Coco|2017|      8.5|160979|       Adrian Molina|       Adrian Molina|    105|Adventure,Animati...|\n",
      "|Baahubali 2: The ...|2017|      8.4| 56146|      S.S. Rajamouli|      S.S. Rajamouli|    167|Action,Drama,Fantasy|\n",
      "|Baahubali 2: The ...|2017|      8.4| 56146|      S.S. Rajamouli|     Manoj Muntashir|    167|Action,Drama,Fantasy|\n",
      "|Baahubali 2: The ...|2017|      8.4| 56146|      S.S. Rajamouli|    C.H. Vijay Kumar|    167|Action,Drama,Fantasy|\n",
      "|Baahubali 2: The ...|2017|      8.4| 56146|      S.S. Rajamouli|Mankombu Gopalakr...|    167|Action,Drama,Fantasy|\n",
      "|Baahubali 2: The ...|2017|      8.4| 56146|      S.S. Rajamouli|   Vijayendra Prasad|    167|Action,Drama,Fantasy|\n",
      "|Baahubali 2: The ...|2017|      8.4| 56146|      S.S. Rajamouli|        Madhan Karky|    167|Action,Drama,Fantasy|\n",
      "|Baahubali 2: The ...|2017|      8.4| 56146|      S.S. Rajamouli|          Ajay Kumar|    167|Action,Drama,Fantasy|\n",
      "|              Mersal|2017|      8.3| 19164|         Atlee Kumar|   Vijayendra Prasad|    172|Action,Drama,Fantasy|\n",
      "|              Mersal|2017|      8.3| 19164|         Atlee Kumar|     Ramanagirivasan|    172|Action,Drama,Fantasy|\n",
      "|              Mersal|2017|      8.3| 19164|         Atlee Kumar|         Atlee Kumar|    172|Action,Drama,Fantasy|\n",
      "|Three Billboards ...|2017|      8.2|220136|     Martin McDonagh|     Martin McDonagh|    115|         Crime,Drama|\n",
      "|    Secret Superstar|2017|      8.1| 10283|      Advait Chandan|      Advait Chandan|    150|  Drama,Family,Music|\n",
      "|   Blade Runner 2049|2017|      8.1|284099|    Denis Villeneuve|     Hampton Fancher|    164|Drama,Mystery,Sci-Fi|\n",
      "|   Blade Runner 2049|2017|      8.1|284099|    Denis Villeneuve|      Philip K. Dick|    164|Drama,Mystery,Sci-Fi|\n",
      "|   Blade Runner 2049|2017|      8.1|284099|    Denis Villeneuve|       Michael Green|    164|Drama,Mystery,Sci-Fi|\n",
      "|               Logan|2017|      8.1|472542|       James Mangold|         Scott Frank|    137| Action,Drama,Sci-Fi|\n",
      "|               Logan|2017|      8.1|472542|       James Mangold|    Christopher Yost|    137| Action,Drama,Sci-Fi|\n",
      "|               Logan|2017|      8.1|472542|       James Mangold|          Craig Kyle|    137| Action,Drama,Sci-Fi|\n",
      "|               Logan|2017|      8.1|472542|       James Mangold|          John Byrne|    137| Action,Drama,Sci-Fi|\n",
      "|               Logan|2017|      8.1|472542|       James Mangold|      Steven McNiven|    137| Action,Drama,Sci-Fi|\n",
      "|               Logan|2017|      8.1|472542|       James Mangold|     John Romita Sr.|    137| Action,Drama,Sci-Fi|\n",
      "|               Logan|2017|      8.1|472542|       James Mangold|         Herb Trimpe|    137| Action,Drama,Sci-Fi|\n",
      "|               Logan|2017|      8.1|472542|       James Mangold|         Mark Millar|    137| Action,Drama,Sci-Fi|\n",
      "|               Logan|2017|      8.1|472542|       James Mangold|            Stan Lee|    137| Action,Drama,Sci-Fi|\n",
      "|               Logan|2017|      8.1|472542|       James Mangold|          Jack Kirby|    137| Action,Drama,Sci-Fi|\n",
      "|               Logan|2017|      8.1|472542|       James Mangold|        Dave Cockrum|    137| Action,Drama,Sci-Fi|\n",
      "|               Logan|2017|      8.1|472542|       James Mangold|       James Mangold|    137| Action,Drama,Sci-Fi|\n",
      "|               Logan|2017|      8.1|472542|       James Mangold|       Michael Green|    137| Action,Drama,Sci-Fi|\n",
      "|               Logan|2017|      8.1|472542|       James Mangold|     Chris Claremont|    137| Action,Drama,Sci-Fi|\n",
      "|               Logan|2017|      8.1|472542|       James Mangold|            Len Wein|    137| Action,Drama,Sci-Fi|\n",
      "|               Logan|2017|      8.1|472542|       James Mangold|      Marc Silvestri|    137| Action,Drama,Sci-Fi|\n",
      "|               Logan|2017|      8.1|472542|       James Mangold|          Roy Thomas|    137| Action,Drama,Sci-Fi|\n",
      "|              Icarus|2017|      8.0| 19877|         Bryan Fogel|         Mark Monroe|    121|Documentary,Sport...|\n",
      "|              Icarus|2017|      8.0| 19877|         Bryan Fogel|         Bryan Fogel|    121|Documentary,Sport...|\n",
      "|              Icarus|2017|      8.0| 19877|         Bryan Fogel|         Jon Bertain|    121|Documentary,Sport...|\n",
      "|              Icarus|2017|      8.0| 19877|         Bryan Fogel|        Timothy Rode|    121|Documentary,Sport...|\n",
      "|             Dunkirk|2017|      8.0|380432|   Christopher Nolan|   Christopher Nolan|    106|Action,Drama,History|\n",
      "|Call Me by Your Name|2017|      8.0|100030|     Luca Guadagnino|        André Aciman|    132|       Drama,Romance|\n",
      "|Call Me by Your Name|2017|      8.0|100030|     Luca Guadagnino|         James Ivory|    132|       Drama,Romance|\n",
      "|              Wonder|2017|      8.0| 70331|     Stephen Chbosky|        R.J. Palacio|    113|        Drama,Family|\n",
      "|              Wonder|2017|      8.0| 70331|     Stephen Chbosky|        Steve Conrad|    113|        Drama,Family|\n",
      "|              Wonder|2017|      8.0| 70331|     Stephen Chbosky|     Stephen Chbosky|    113|        Drama,Family|\n",
      "|              Wonder|2017|      8.0| 70331|     Stephen Chbosky|         Jack Thorne|    113|        Drama,Family|\n",
      "|      Loving Vincent|2017|      7.9| 25895|       Hugh Welchman|        Jacek Dehnel|     94|Animation,Biograp...|\n",
      "|      Loving Vincent|2017|      7.9| 25895|      Dorota Kobiela|        Jacek Dehnel|     94|Animation,Biograp...|\n",
      "|      Loving Vincent|2017|      7.9| 25895|       Hugh Welchman|       Hugh Welchman|     94|Animation,Biograp...|\n",
      "|      Loving Vincent|2017|      7.9| 25895|      Dorota Kobiela|       Hugh Welchman|     94|Animation,Biograp...|\n",
      "|      Loving Vincent|2017|      7.9| 25895|       Hugh Welchman|      Dorota Kobiela|     94|Animation,Biograp...|\n",
      "|      Loving Vincent|2017|      7.9| 25895|      Dorota Kobiela|      Dorota Kobiela|     94|Animation,Biograp...|\n",
      "|        Paddington 2|2017|      7.9| 25358|           Paul King|       Simon Farnaby|    103|Adventure,Animati...|\n",
      "|        Paddington 2|2017|      7.9| 25358|           Paul King|           Paul King|    103|Adventure,Animati...|\n",
      "|        Paddington 2|2017|      7.9| 25358|           Paul King|        Michael Bond|    103|Adventure,Animati...|\n",
      "|        Hindi Medium|2017|      7.9| 12618|     Saket Chaudhary|      Amitosh Nagpal|    132|        Comedy,Drama|\n",
      "|        Hindi Medium|2017|      7.9| 12618|     Saket Chaudhary|     Saket Chaudhary|    132|        Comedy,Drama|\n",
      "|        Hindi Medium|2017|      7.9| 12618|     Saket Chaudhary|      Zeenat Lakhani|    132|        Comedy,Drama|\n",
      "|      Thor: Ragnarok|2017|      7.9|301533|       Taika Waititi|        Larry Lieber|    130|Action,Adventure,...|\n",
      "|      Thor: Ragnarok|2017|      7.9|301533|       Taika Waititi|    Christopher Yost|    130|Action,Adventure,...|\n",
      "|      Thor: Ragnarok|2017|      7.9|301533|       Taika Waititi|          Craig Kyle|    130|Action,Adventure,...|\n",
      "|      Thor: Ragnarok|2017|      7.9|301533|       Taika Waititi|        Eric Pearson|    130|Action,Adventure,...|\n",
      "|      Thor: Ragnarok|2017|      7.9|301533|       Taika Waititi|            Stan Lee|    130|Action,Adventure,...|\n",
      "|      Thor: Ragnarok|2017|      7.9|301533|       Taika Waititi|          Jack Kirby|    130|Action,Adventure,...|\n",
      "|     What the Health|2017|      7.9| 20354|         Keegan Kuhn|         Keegan Kuhn|     97|         Documentary|\n",
      "|     What the Health|2017|      7.9| 20354|        Kip Andersen|         Keegan Kuhn|     97|         Documentary|\n",
      "|     What the Health|2017|      7.9| 20354|         Keegan Kuhn|        Kip Andersen|     97|         Documentary|\n",
      "|     What the Health|2017|      7.9| 20354|        Kip Andersen|        Kip Andersen|     97|         Documentary|\n",
      "|The Greatest Showman|2017|      7.8|109396|      Michael Gracey|         Jenny Bicks|    105|Biography,Drama,M...|\n",
      "|The Greatest Showman|2017|      7.8|109396|      Michael Gracey|         Bill Condon|    105|Biography,Drama,M...|\n",
      "|          Wind River|2017|      7.8|119176|     Taylor Sheridan|     Taylor Sheridan|    107| Crime,Drama,Mystery|\n",
      "|             Get Out|2017|      7.7|296485|        Jordan Peele|        Jordan Peele|    104|Horror,Mystery,Th...|\n",
      "|      Phantom Thread|2017|      7.7| 52789|Paul Thomas Anderson|Paul Thomas Anderson|    130|       Drama,Romance|\n",
      "|      Only the Brave|2017|      7.7| 26139|     Joseph Kosinski|  Eric Warren Singer|    134|     Biography,Drama|\n",
      "|      Only the Brave|2017|      7.7| 26139|     Joseph Kosinski|           Ken Nolan|    134|     Biography,Drama|\n",
      "|      Only the Brave|2017|      7.7| 26139|     Joseph Kosinski|          Sean Flynn|    134|     Biography,Drama|\n",
      "|    On Body and Soul|2017|      7.7| 13456|       Ildikó Enyedi|       Ildikó Enyedi|    116|       Drama,Romance|\n",
      "|         Baby Driver|2017|      7.7|291904|        Edgar Wright|        Edgar Wright|    112|  Action,Crime,Music|\n",
      "|Guardians of the ...|2017|      7.7|364118|          James Gunn|           Steve Gan|    136|Action,Adventure,...|\n",
      "|Guardians of the ...|2017|      7.7|364118|          James Gunn|        Larry Lieber|    136|Action,Adventure,...|\n",
      "|Guardians of the ...|2017|      7.7|364118|          James Gunn|         Bill Mantlo|    136|Action,Adventure,...|\n",
      "|Guardians of the ...|2017|      7.7|364118|          James Gunn|         Jim Starlin|    136|Action,Adventure,...|\n",
      "|Guardians of the ...|2017|      7.7|364118|          James Gunn|        Keith Giffen|    136|Action,Adventure,...|\n",
      "|Guardians of the ...|2017|      7.7|364118|          James Gunn|        Steve Gerber|    136|Action,Adventure,...|\n",
      "|Guardians of the ...|2017|      7.7|364118|          James Gunn|            Stan Lee|    136|Action,Adventure,...|\n",
      "|Guardians of the ...|2017|      7.7|364118|          James Gunn|          Jack Kirby|    136|Action,Adventure,...|\n",
      "|Guardians of the ...|2017|      7.7|364118|          James Gunn|          James Gunn|    136|Action,Adventure,...|\n",
      "|Guardians of the ...|2017|      7.7|364118|          James Gunn|         Val Mayerik|    136|Action,Adventure,...|\n",
      "|Guardians of the ...|2017|      7.7|364118|          James Gunn|     Steve Englehart|    136|Action,Adventure,...|\n",
      "|Guardians of the ...|2017|      7.7|364118|          James Gunn|        Andy Lanning|    136|Action,Adventure,...|\n",
      "|Guardians of the ...|2017|      7.7|364118|          James Gunn|          Dan Abnett|    136|Action,Adventure,...|\n",
      "|            Loveless|2017|      7.7| 15583|  Andrey Zvyagintsev|          Oleg Negin|    127|               Drama|\n",
      "|            Loveless|2017|      7.7| 15583|  Andrey Zvyagintsev|  Andrey Zvyagintsev|    127|               Drama|\n",
      "|            I, Tonya|2017|      7.6| 82207|     Craig Gillespie|       Steven Rogers|    120|Biography,Comedy,...|\n",
      "|        The Big Sick|2017|      7.6| 82795|   Michael Showalter|     Kumail Nanjiani|    120|Comedy,Drama,Romance|\n",
      "|        The Big Sick|2017|      7.6| 82795|   Michael Showalter|     Emily V. Gordon|    120|Comedy,Drama,Romance|\n",
      "| The Disaster Artist|2017|      7.6| 73280|        James Franco|    Scott Neustadter|    104|Biography,Comedy,...|\n",
      "| The Disaster Artist|2017|      7.6| 73280|        James Franco|    Michael H. Weber|    104|Biography,Comedy,...|\n",
      "| The Disaster Artist|2017|      7.6| 73280|        James Franco|         Tom Bissell|    104|Biography,Comedy,...|\n",
      "| The Disaster Artist|2017|      7.6| 73280|        James Franco|        Greg Sestero|    104|Biography,Comedy,...|\n",
      "|              Gifted|2017|      7.6| 65005|           Marc Webb|           Tom Flynn|    101|               Drama|\n",
      "| The Florida Project|2017|      7.6| 45097|          Sean Baker|       Chris Bergoch|    111|               Drama|\n",
      "| The Florida Project|2017|      7.6| 45097|          Sean Baker|          Sean Baker|    111|               Drama|\n",
      "|        Molly's Game|2017|      7.5| 54399|        Aaron Sorkin|        Aaron Sorkin|    140|Biography,Crime,D...|\n",
      "|        Molly's Game|2017|      7.5| 54399|        Aaron Sorkin|         Molly Bloom|    140|Biography,Crime,D...|\n",
      "|John Wick: Chapter 2|2017|      7.5|224774|      Chad Stahelski|       Derek Kolstad|    122|Action,Crime,Thri...|\n",
      "|            Mudbound|2017|      7.5| 24713|            Dee Rees|     Virgil Williams|    134|           Drama,War|\n",
      "|            Mudbound|2017|      7.5| 24713|            Dee Rees|      Hillary Jordan|    134|           Drama,War|\n",
      "|            Mudbound|2017|      7.5| 24713|            Dee Rees|            Dee Rees|    134|           Drama,War|\n",
      "|        Wonder Woman|2017|      7.5|402624|       Patty Jenkins|William Moulton M...|    141|Action,Adventure,...|\n",
      "|        Wonder Woman|2017|      7.5|402624|       Patty Jenkins|      Harry G. Peter|    141|Action,Adventure,...|\n",
      "|        Wonder Woman|2017|      7.5|402624|       Patty Jenkins|         Jason Fuchs|    141|Action,Adventure,...|\n",
      "|        Wonder Woman|2017|      7.5|402624|       Patty Jenkins|         Zack Snyder|    141|Action,Adventure,...|\n",
      "|        Wonder Woman|2017|      7.5|402624|       Patty Jenkins|      Allan Heinberg|    141|Action,Adventure,...|\n",
      "|War for the Plane...|2017|      7.5|166066|         Matt Reeves|          Rick Jaffa|    140|Action,Adventure,...|\n",
      "|War for the Plane...|2017|      7.5|166066|         Matt Reeves|       Amanda Silver|    140|Action,Adventure,...|\n",
      "|War for the Plane...|2017|      7.5|166066|         Matt Reeves|       Pierre Boulle|    140|Action,Adventure,...|\n",
      "|War for the Plane...|2017|      7.5|166066|         Matt Reeves|        Mark Bomback|    140|Action,Adventure,...|\n",
      "|War for the Plane...|2017|      7.5|166066|         Matt Reeves|         Matt Reeves|    140|Action,Adventure,...|\n",
      "|Spider-Man: Homec...|2017|      7.5|306478|           Jon Watts|    Christopher Ford|    133|Action,Adventure,...|\n",
      "|Spider-Man: Homec...|2017|      7.5|306478|           Jon Watts|       Chris McKenna|    133|Action,Adventure,...|\n",
      "|Spider-Man: Homec...|2017|      7.5|306478|           Jon Watts|  Jonathan Goldstein|    133|Action,Adventure,...|\n",
      "|Spider-Man: Homec...|2017|      7.5|306478|           Jon Watts|        Erik Sommers|    133|Action,Adventure,...|\n",
      "|Spider-Man: Homec...|2017|      7.5|306478|           Jon Watts|            Stan Lee|    133|Action,Adventure,...|\n",
      "|Spider-Man: Homec...|2017|      7.5|306478|           Jon Watts|          Jack Kirby|    133|Action,Adventure,...|\n",
      "|Spider-Man: Homec...|2017|      7.5|306478|           Jon Watts|           Jon Watts|    133|Action,Adventure,...|\n",
      "|Spider-Man: Homec...|2017|      7.5|306478|           Jon Watts|         Steve Ditko|    133|Action,Adventure,...|\n",
      "|Spider-Man: Homec...|2017|      7.5|306478|           Jon Watts|  John Francis Daley|    133|Action,Adventure,...|\n",
      "|Spider-Man: Homec...|2017|      7.5|306478|           Jon Watts|           Joe Simon|    133|Action,Adventure,...|\n",
      "|  The Shape of Water|2017|      7.5|200002|  Guillermo del Toro|  Guillermo del Toro|    123|Adventure,Drama,F...|\n",
      "|  The Shape of Water|2017|      7.5|200002|  Guillermo del Toro|      Vanessa Taylor|    123|Adventure,Drama,F...|\n",
      "|                  It|2017|      7.5|267463|     Andy Muschietti|  Cary Joji Fukunaga|    135|Drama,Horror,Thri...|\n",
      "|                  It|2017|      7.5|267463|     Andy Muschietti|      Gary Dauberman|    135|Drama,Horror,Thri...|\n",
      "|                  It|2017|      7.5|267463|     Andy Muschietti|        Stephen King|    135|Drama,Horror,Thri...|\n",
      "|                  It|2017|      7.5|267463|     Andy Muschietti|        Chase Palmer|    135|Drama,Horror,Thri...|\n",
      "|           Lady Bird|2017|      7.5|114016|        Greta Gerwig|        Greta Gerwig|     94|        Comedy,Drama|\n",
      "|          The Square|2017|      7.4| 29895|       Ruben Östlund|       Ruben Östlund|    151|        Comedy,Drama|\n",
      "|Toilet - Ek Prem ...|2017|      7.4| 10860| Shree Narayan Singh|           Siddharth|    155|        Comedy,Drama|\n",
      "|Toilet - Ek Prem ...|2017|      7.4| 10860| Shree Narayan Singh|              Garima|    155|        Comedy,Drama|\n",
      "|        Darkest Hour|2017|      7.4| 90830|          Joe Wright|    Anthony McCarten|    125|Biography,Drama,H...|\n",
      "|             Detroit|2017|      7.4| 29865|     Kathryn Bigelow|           Mark Boal|    143|Crime,Drama,Thriller|\n",
      "|                Okja|2017|      7.4| 58557|        Joon-ho Bong|          Jon Ronson|    120|Action,Adventure,...|\n",
      "|                Okja|2017|      7.4| 58557|        Joon-ho Bong|        Joon-ho Bong|    120|Action,Adventure,...|\n",
      "|Star Wars: The La...|2017|      7.3|366323|        Rian Johnson|        George Lucas|    152|Action,Adventure,...|\n",
      "|Star Wars: The La...|2017|      7.3|366323|        Rian Johnson|        Rian Johnson|    152|Action,Adventure,...|\n",
      "|            Hostiles|2017|      7.3| 16013|        Scott Cooper|   Donald E. Stewart|    134|Adventure,Drama,W...|\n",
      "|            Hostiles|2017|      7.3| 16013|        Scott Cooper|        Scott Cooper|    134|Adventure,Drama,W...|\n",
      "|         Jolly LLB 2|2017|      7.3| 15869|      Subhash Kapoor|      Subhash Kapoor|    137|  Comedy,Crime,Drama|\n",
      "|         Shot Caller|2017|      7.3| 44487|     Ric Roman Waugh|     Ric Roman Waugh|    121|Crime,Drama,Thriller|\n",
      "|    T2 Trainspotting|2017|      7.3| 80306|         Danny Boyle|          John Hodge|    117|               Drama|\n",
      "|    T2 Trainspotting|2017|      7.3| 80306|         Danny Boyle|        Irvine Welsh|    117|               Drama|\n",
      "|The LEGO Batman M...|2017|      7.3| 98124|         Chris McKay|Godtfred Kirk Chr...|    104|Action,Adventure,...|\n",
      "|The LEGO Batman M...|2017|      7.3| 98124|         Chris McKay|William Moulton M...|    104|Action,Adventure,...|\n",
      "|The LEGO Batman M...|2017|      7.3| 98124|         Chris McKay|       Chris McKenna|    104|Action,Adventure,...|\n",
      "|The LEGO Batman M...|2017|      7.3| 98124|         Chris McKay|    John Whittington|    104|Action,Adventure,...|\n",
      "|The LEGO Batman M...|2017|      7.3| 98124|         Chris McKay|      Harry G. Peter|    104|Action,Adventure,...|\n",
      "|The LEGO Batman M...|2017|      7.3| 98124|         Chris McKay|        Erik Sommers|    104|Action,Adventure,...|\n",
      "|The LEGO Batman M...|2017|      7.3| 98124|         Chris McKay|        Jerry Siegel|    104|Action,Adventure,...|\n",
      "|The LEGO Batman M...|2017|      7.3| 98124|         Chris McKay|         Joe Shuster|    104|Action,Adventure,...|\n",
      "|The LEGO Batman M...|2017|      7.3| 98124|         Chris McKay|  Seth Grahame-Smith|    104|Action,Adventure,...|\n",
      "|The LEGO Batman M...|2017|      7.3| 98124|         Chris McKay|         Jared Stern|    104|Action,Adventure,...|\n",
      "|The LEGO Batman M...|2017|      7.3| 98124|         Chris McKay|Jens Nygaard Knudsen|    104|Action,Adventure,...|\n",
      "|The LEGO Batman M...|2017|      7.3| 98124|         Chris McKay|            Bob Kane|    104|Action,Adventure,...|\n",
      "|The LEGO Batman M...|2017|      7.3| 98124|         Chris McKay|Ole Kirk Christia...|    104|Action,Adventure,...|\n",
      "|The LEGO Batman M...|2017|      7.3| 98124|         Chris McKay|         Bill Finger|    104|Action,Adventure,...|\n",
      "|           Good Time|2017|      7.3| 36698|        Benny Safdie|    Ronald Bronstein|    101|Crime,Drama,Thriller|\n",
      "|           Good Time|2017|      7.3| 36698|         Josh Safdie|    Ronald Bronstein|    101|Crime,Drama,Thriller|\n",
      "|           Good Time|2017|      7.3| 36698|        Benny Safdie|         Josh Safdie|    101|Crime,Drama,Thriller|\n",
      "|           Good Time|2017|      7.3| 36698|         Josh Safdie|         Josh Safdie|    101|Crime,Drama,Thriller|\n",
      "|       American Made|2017|      7.2| 94950|          Doug Liman|       Gary Spinelli|    115|Action,Biography,...|\n",
      "|            The Post|2017|      7.2| 64129|    Steven Spielberg|         Josh Singer|    116|Biography,Drama,H...|\n",
      "|            The Post|2017|      7.2| 64129|    Steven Spielberg|          Liz Hannah|    116|Biography,Drama,H...|\n",
      "| The Death of Stalin|2017|      7.2| 30717|    Armando Iannucci|    Armando Iannucci|    107|              Comedy|\n",
      "| The Death of Stalin|2017|      7.2| 30717|    Armando Iannucci|     David Schneider|    107|              Comedy|\n",
      "| The Death of Stalin|2017|      7.2| 30717|    Armando Iannucci|          Ian Martin|    107|              Comedy|\n",
      "| The Death of Stalin|2017|      7.2| 30717|    Armando Iannucci|         Fabien Nury|    107|              Comedy|\n",
      "| The Death of Stalin|2017|      7.2| 30717|    Armando Iannucci|       Peter Fellows|    107|              Comedy|\n",
      "| The Death of Stalin|2017|      7.2| 30717|    Armando Iannucci|       Thierry Robin|    107|              Comedy|\n",
      "|Brawl in Cell Blo...|2017|      7.2| 30052|     S. Craig Zahler|     S. Craig Zahler|    132|         Crime,Drama|\n",
      "|Beauty and the Beast|2017|      7.2|205124|         Bill Condon|Gabrielle-Suzanne...|    129|Family,Fantasy,Mu...|\n",
      "|Beauty and the Beast|2017|      7.2|205124|         Bill Condon|Jeanne-Marie Lepr...|    129|Family,Fantasy,Mu...|\n",
      "|Beauty and the Beast|2017|      7.2|205124|         Bill Condon|     Stephen Chbosky|    129|Family,Fantasy,Mu...|\n",
      "|Beauty and the Beast|2017|      7.2|205124|         Bill Condon|    Linda Woolverton|    129|Family,Fantasy,Mu...|\n",
      "|Beauty and the Beast|2017|      7.2|205124|         Bill Condon| Evan Spiliotopoulos|    129|Family,Fantasy,Mu...|\n",
      "|Professor Marston...|2017|      7.1| 10741|     Angela Robinson|     Angela Robinson|    108|     Biography,Drama|\n",
      "|Goodbye Christoph...|2017|      7.1| 10573|        Simon Curtis|       Simon Vaughan|    107|     Biography,Drama|\n",
      "|Goodbye Christoph...|2017|      7.1| 10573|        Simon Curtis|Frank Cottrell Boyce|    107|     Biography,Drama|\n",
      "|         Logan Lucky|2017|      7.1| 78602|   Steven Soderbergh|       Rebecca Blunt|    118|  Comedy,Crime,Drama|\n",
      "|              Kaabil|2017|      7.1| 20799|        Sanjay Gupta|  Vijay Kumar Mishra|    139|Action,Crime,Thri...|\n",
      "|              Kaabil|2017|      7.1| 20799|        Sanjay Gupta|      Sanjay Masoomm|    139|Action,Crime,Thri...|\n",
      "|              Kaabil|2017|      7.1| 20799|        Sanjay Gupta|    Rajshri Sudhakar|    139|Action,Crime,Thri...|\n",
      "|You Were Never Re...|2017|      7.1| 19428|        Lynne Ramsay|        Lynne Ramsay|     89|Drama,Mystery,Thr...|\n",
      "|You Were Never Re...|2017|      7.1| 19428|        Lynne Ramsay|       Jonathan Ames|     89|Drama,Mystery,Thr...|\n",
      "|        Megan Leavey|2017|      7.1| 14791|Gabriela Cowperth...|        Annie Mumolo|    116| Biography,Drama,War|\n",
      "|        Megan Leavey|2017|      7.1| 14791|Gabriela Cowperth...|         Pamela Gray|    116| Biography,Drama,War|\n",
      "|        Megan Leavey|2017|      7.1| 14791|Gabriela Cowperth...|       Tim Lovestedt|    116| Biography,Drama,War|\n",
      "|The Killing of a ...|2017|      7.1| 56422|    Yorgos Lanthimos|   Efthymis Filippou|    121|Drama,Mystery,Thr...|\n",
      "|The Killing of a ...|2017|      7.1| 56422|    Yorgos Lanthimos|    Yorgos Lanthimos|    121|Drama,Mystery,Thr...|\n",
      "|              Thelma|2017|      7.1| 12209|       Joachim Trier|          Eskil Vogt|    116|Drama,Fantasy,Mys...|\n",
      "|              Thelma|2017|      7.1| 12209|       Joachim Trier|       Joachim Trier|    116|Drama,Fantasy,Mys...|\n",
      "|    The Glass Castle|2017|      7.1| 14984|Destin Daniel Cre...|     Jeannette Walls|    127|     Biography,Drama|\n",
      "|    The Glass Castle|2017|      7.1| 14984|Destin Daniel Cre...|       Andrew Lanham|    127|     Biography,Drama|\n",
      "|    The Glass Castle|2017|      7.1| 14984|Destin Daniel Cre...|Destin Daniel Cre...|    127|     Biography,Drama|\n",
      "|Jumanji: Welcome ...|2017|      7.0|147054|         Jake Kasdan|        Jeff Pinkner|    119|Action,Adventure,...|\n",
      "|Jumanji: Welcome ...|2017|      7.0|147054|         Jake Kasdan|       Chris McKenna|    119|Action,Adventure,...|\n",
      "|Jumanji: Welcome ...|2017|      7.0|147054|         Jake Kasdan|  Jonathan Hensleigh|    119|Action,Adventure,...|\n",
      "|Jumanji: Welcome ...|2017|      7.0|147054|         Jake Kasdan|        Erik Sommers|    119|Action,Adventure,...|\n",
      "|Jumanji: Welcome ...|2017|      7.0|147054|         Jake Kasdan|          Jim Strain|    119|Action,Adventure,...|\n",
      "|Jumanji: Welcome ...|2017|      7.0|147054|         Jake Kasdan|  Chris Van Allsburg|    119|Action,Adventure,...|\n",
      "|Jumanji: Welcome ...|2017|      7.0|147054|         Jake Kasdan|         Greg Taylor|    119|Action,Adventure,...|\n",
      "|Jumanji: Welcome ...|2017|      7.0|147054|         Jake Kasdan|     Scott Rosenberg|    119|Action,Adventure,...|\n",
      "|     Borg vs McEnroe|2017|      7.0| 11336|          Janus Metz|      Ronnie Sandahl|    107|Biography,Drama,S...|\n",
      "|The Zookeeper's Wife|2017|      7.0| 24687|           Niki Caro|      Diane Ackerman|    127|Biography,Drama,H...|\n",
      "|The Zookeeper's Wife|2017|      7.0| 24687|           Niki Caro|      Angela Workman|    127|Biography,Drama,H...|\n",
      "|The Meyerowitz St...|2017|      7.0| 22711|       Noah Baumbach|       Noah Baumbach|    112|        Comedy,Drama|\n",
      "|I Don't Feel at H...|2017|      7.0| 28502|         Macon Blair|         Macon Blair|     93|  Comedy,Crime,Drama|\n",
      "|       The Foreigner|2017|      7.0| 60584|     Martin Campbell|     Stephen Leather|    113|  Action,Crime,Drama|\n",
      "|       The Foreigner|2017|      7.0| 60584|     Martin Campbell|       David Marconi|    113|  Action,Crime,Drama|\n",
      "|            Stronger|2017|      7.0| 22651|  David Gordon Green|         Jeff Bauman|    119|     Biography,Drama|\n",
      "|            Stronger|2017|      7.0| 22651|  David Gordon Green|         Bret Witter|    119|     Biography,Drama|\n",
      "|            Stronger|2017|      7.0| 22651|  David Gordon Green|        John Pollono|    119|     Biography,Drama|\n",
      "|               Raees|2017|      7.0| 33535|      Rahul Dholakia|      Rahul Dholakia|    143|Action,Crime,Thri...|\n",
      "|               Raees|2017|      7.0| 33535|      Rahul Dholakia|         Harit Mehta|    143|Action,Crime,Thri...|\n",
      "|               Raees|2017|      7.0| 33535|      Rahul Dholakia|        Ashish Vashi|    143|Action,Crime,Thri...|\n",
      "|               Raees|2017|      7.0| 33535|      Rahul Dholakia|        Niraj Shukla|    143|Action,Crime,Thri...|\n",
      "|All the Money in ...|2017|      6.9| 31740|        Ridley Scott|        David Scarpa|    132|Biography,Crime,D...|\n",
      "|All the Money in ...|2017|      6.9| 31740|        Ridley Scott|        John Pearson|    132|Biography,Crime,D...|\n",
      "|    Last Flag Flying|2017|      6.9| 11228|   Richard Linklater|     Darryl Ponicsan|    125|    Comedy,Drama,War|\n",
      "|    Last Flag Flying|2017|      6.9| 11228|   Richard Linklater|   Richard Linklater|    125|    Comedy,Drama,War|\n",
      "|     A Dog's Purpose|2017|      6.9| 43518|     Lasse Hallström|        Audrey Wells|    100|Adventure,Comedy,...|\n",
      "|     A Dog's Purpose|2017|      6.9| 43518|     Lasse Hallström|  Wallace Wolodarsky|    100|Adventure,Comedy,...|\n",
      "|     A Dog's Purpose|2017|      6.9| 43518|     Lasse Hallström|      Cathryn Michon|    100|Adventure,Comedy,...|\n",
      "|     A Dog's Purpose|2017|      6.9| 43518|     Lasse Hallström|    W. Bruce Cameron|    100|Adventure,Comedy,...|\n",
      "|     A Dog's Purpose|2017|      6.9| 43518|     Lasse Hallström|         Maya Forbes|    100|Adventure,Comedy,...|\n",
      "|         To the Bone|2017|      6.9| 25665|         Marti Noxon|         Marti Noxon|    107|               Drama|\n",
      "|       A Ghost Story|2017|      6.9| 33793|        David Lowery|        David Lowery|     92|Drama,Fantasy,Rom...|\n",
      "|The Hitman's Body...|2017|      6.9|125949|      Patrick Hughes|        Tom O'Connor|    118|Action,Comedy,Thr...|\n",
      "|What Happened to ...|2017|      6.9| 60314|       Tommy Wirkola|          Max Botkin|    123|Action,Adventure,...|\n",
      "|What Happened to ...|2017|      6.9| 60314|       Tommy Wirkola|    Kerry Williamson|    123|Action,Adventure,...|\n",
      "|The Ottoman Lieut...|2017|      6.8| 20617|        Joseph Ruben|      Jeff Stockwell|    106|           Drama,War|\n",
      "|King Arthur: Lege...|2017|      6.8|145722|         Guy Ritchie|       Lionel Wigram|    126|Action,Adventure,...|\n",
      "|King Arthur: Lege...|2017|      6.8|145722|         Guy Ritchie|         Joby Harold|    126|Action,Adventure,...|\n",
      "|King Arthur: Lege...|2017|      6.8|145722|         Guy Ritchie|         Guy Ritchie|    126|Action,Adventure,...|\n",
      "|King Arthur: Lege...|2017|      6.8|145722|         Guy Ritchie|        David Dobkin|    126|Action,Adventure,...|\n",
      "| Battle of the Sexes|2017|      6.8| 29958|     Jonathan Dayton|       Simon Beaufoy|    121|Biography,Comedy,...|\n",
      "| Battle of the Sexes|2017|      6.8| 29958|       Valerie Faris|       Simon Beaufoy|    121|Biography,Comedy,...|\n",
      "|              Cars 3|2017|      6.8| 43836|           Brian Fee|        Bob Peterson|    102|Adventure,Animati...|\n",
      "|              Cars 3|2017|      6.8| 43836|           Brian Fee|         Scott Morse|    102|Adventure,Animati...|\n",
      "|              Cars 3|2017|      6.8| 43836|           Brian Fee|           Ben Queen|    102|Adventure,Animati...|\n",
      "|              Cars 3|2017|      6.8| 43836|           Brian Fee|           Brian Fee|    102|Adventure,Animati...|\n",
      "|              Cars 3|2017|      6.8| 43836|           Brian Fee|         Kiel Murray|    102|Adventure,Animati...|\n",
      "|              Cars 3|2017|      6.8| 43836|           Brian Fee|           Mike Rich|    102|Adventure,Animati...|\n",
      "|              Cars 3|2017|      6.8| 43836|           Brian Fee| Jonathon E. Stewart|    102|Adventure,Animati...|\n",
      "|              Cars 3|2017|      6.8| 43836|           Brian Fee|         Eyal Podell|    102|Adventure,Animati...|\n",
      "|    Victoria & Abdul|2017|      6.8| 17794|      Stephen Frears|       Shrabani Basu|    111|Biography,Drama,H...|\n",
      "|    Victoria & Abdul|2017|      6.8| 17794|      Stephen Frears|            Lee Hall|    111|Biography,Drama,H...|\n",
      "|Kingsman: The Gol...|2017|      6.8|174337|      Matthew Vaughn|         Mark Millar|    141|Action,Adventure,...|\n",
      "|Kingsman: The Gol...|2017|      6.8|174337|      Matthew Vaughn|        Jane Goldman|    141|Action,Adventure,...|\n",
      "|Kingsman: The Gol...|2017|      6.8|174337|      Matthew Vaughn|      Matthew Vaughn|    141|Action,Adventure,...|\n",
      "|Kingsman: The Gol...|2017|      6.8|174337|      Matthew Vaughn|        Dave Gibbons|    141|Action,Adventure,...|\n",
      "|      Justice League|2017|      6.7|240172|         Zack Snyder|William Moulton M...|    120|Action,Adventure,...|\n",
      "|      Justice League|2017|      6.7|240172|         Zack Snyder|         Joss Whedon|    120|Action,Adventure,...|\n",
      "|      Justice League|2017|      6.7|240172|         Zack Snyder|         Don Cameron|    120|Action,Adventure,...|\n",
      "|      Justice League|2017|      6.7|240172|         Zack Snyder|         Paul Norris|    120|Action,Adventure,...|\n",
      "|      Justice League|2017|      6.7|240172|         Zack Snyder|      Harry G. Peter|    120|Action,Adventure,...|\n",
      "|      Justice League|2017|      6.7|240172|         Zack Snyder|        Chris Terrio|    120|Action,Adventure,...|\n",
      "|      Justice League|2017|      6.7|240172|         Zack Snyder|             Jim Lee|    120|Action,Adventure,...|\n",
      "|      Justice League|2017|      6.7|240172|         Zack Snyder|        Jerry Siegel|    120|Action,Adventure,...|\n",
      "|      Justice League|2017|      6.7|240172|         Zack Snyder|         Geoff Johns|    120|Action,Adventure,...|\n",
      "|      Justice League|2017|      6.7|240172|         Zack Snyder|         Joe Shuster|    120|Action,Adventure,...|\n",
      "|      Justice League|2017|      6.7|240172|         Zack Snyder|          Jack Kirby|    120|Action,Adventure,...|\n",
      "|      Justice League|2017|      6.7|240172|         Zack Snyder|      Mort Weisinger|    120|Action,Adventure,...|\n",
      "|      Justice League|2017|      6.7|240172|         Zack Snyder|         Zack Snyder|    120|Action,Adventure,...|\n",
      "|      Justice League|2017|      6.7|240172|         Zack Snyder|            Bob Kane|    120|Action,Adventure,...|\n",
      "|      Justice League|2017|      6.7|240172|         Zack Snyder|        George Pérez|    120|Action,Adventure,...|\n",
      "|      Justice League|2017|      6.7|240172|         Zack Snyder|   Carmine Infantino|    120|Action,Adventure,...|\n",
      "|      Justice League|2017|      6.7|240172|         Zack Snyder|     Robert Kanigher|    120|Action,Adventure,...|\n",
      "|      Justice League|2017|      6.7|240172|         Zack Snyder|         Gardner Fox|    120|Action,Adventure,...|\n",
      "|      Justice League|2017|      6.7|240172|         Zack Snyder|         Bill Finger|    120|Action,Adventure,...|\n",
      "|      Justice League|2017|      6.7|240172|         Zack Snyder|        Marv Wolfman|    120|Action,Adventure,...|\n",
      "|       Gerald's Game|2017|      6.7| 43352|       Mike Flanagan|         Jeff Howard|    103|Drama,Horror,Thri...|\n",
      "|       Gerald's Game|2017|      6.7| 43352|       Mike Flanagan|        Stephen King|    103|Drama,Horror,Thri...|\n",
      "|       Gerald's Game|2017|      6.7| 43352|       Mike Flanagan|       Mike Flanagan|    103|Drama,Horror,Thri...|\n",
      "|              Jungle|2017|      6.7| 25847|         Greg McLean|     Yossi Ghinsberg|    115|Action,Adventure,...|\n",
      "|              Jungle|2017|      6.7| 25847|         Greg McLean|        Justin Monjo|    115|Action,Adventure,...|\n",
      "|       Atomic Blonde|2017|      6.7|117968|        David Leitch|       Kurt Johnstad|    115|Action,Mystery,Th...|\n",
      "|       Atomic Blonde|2017|      6.7|117968|        David Leitch|            Sam Hart|    115|Action,Mystery,Th...|\n",
      "|       Atomic Blonde|2017|      6.7|117968|        David Leitch|     Antony Johnston|    115|Action,Mystery,Th...|\n",
      "|             Mother!|2017|      6.7|113960|    Darren Aronofsky|    Darren Aronofsky|    121|Drama,Horror,Mystery|\n",
      "|           Ferdinand|2017|      6.7| 23296|     Carlos Saldanha|     Robert L. Baird|    108|Adventure,Animati...|\n",
      "|           Ferdinand|2017|      6.7| 23296|     Carlos Saldanha|          David Kidd|    108|Adventure,Animati...|\n",
      "|           Ferdinand|2017|      6.7| 23296|     Carlos Saldanha|          Munro Leaf|    108|Adventure,Animati...|\n",
      "|           Ferdinand|2017|      6.7| 23296|     Carlos Saldanha|          Don Rhymer|    108|Adventure,Animati...|\n",
      "|           Ferdinand|2017|      6.7| 23296|     Carlos Saldanha|       Brad Copeland|    108|Adventure,Animati...|\n",
      "|           Ferdinand|2017|      6.7| 23296|     Carlos Saldanha|           Ron Burch|    108|Adventure,Animati...|\n",
      "|           Ferdinand|2017|      6.7| 23296|     Carlos Saldanha|         Tim Federle|    108|Adventure,Animati...|\n",
      "|           Ferdinand|2017|      6.7| 23296|     Carlos Saldanha|       Robert Lawson|    108|Adventure,Animati...|\n",
      "|The Fate of the F...|2017|      6.7|158846|        F. Gary Gray| Gary Scott Thompson|    136|Action,Crime,Thri...|\n",
      "|The Fate of the F...|2017|      6.7|158846|        F. Gary Gray|        Chris Morgan|    136|Action,Crime,Thri...|\n",
      "|  Kong: Skull Island|2017|      6.7|202420| Jordan Vogt-Roberts|         John Gatins|    118|Action,Adventure,...|\n",
      "|  Kong: Skull Island|2017|      6.7|202420| Jordan Vogt-Roberts|    Merian C. Cooper|    118|Action,Adventure,...|\n",
      "|  Kong: Skull Island|2017|      6.7|202420| Jordan Vogt-Roberts|          Dan Gilroy|    118|Action,Adventure,...|\n",
      "|  Kong: Skull Island|2017|      6.7|202420| Jordan Vogt-Roberts|      Max Borenstein|    118|Action,Adventure,...|\n",
      "|  Kong: Skull Island|2017|      6.7|202420| Jordan Vogt-Roberts|      Derek Connolly|    118|Action,Adventure,...|\n",
      "|  Kong: Skull Island|2017|      6.7|202420| Jordan Vogt-Roberts|       Edgar Wallace|    118|Action,Adventure,...|\n",
      "|    Ingrid Goes West|2017|      6.7| 18970|         Matt Spicer| David Branson Smith|     98|        Comedy,Drama|\n",
      "|    Ingrid Goes West|2017|      6.7| 18970|         Matt Spicer|         Matt Spicer|     98|        Comedy,Drama|\n",
      "|      Going in Style|2017|      6.6| 55189|          Zach Braff|       Edward Cannon|     96|        Comedy,Crime|\n",
      "|      Going in Style|2017|      6.6| 55189|          Zach Braff|      Theodore Melfi|     96|        Comedy,Crime|\n",
      "|                Life|2017|      6.6|155159|     Daniel Espinosa|         Rhett Reese|    104|Horror,Sci-Fi,Thr...|\n",
      "|                Life|2017|      6.6|155159|     Daniel Espinosa|        Paul Wernick|    104|Horror,Sci-Fi,Thr...|\n",
      "|Pirates of the Ca...|2017|      6.6|191606|      Espen Sandberg|         Ted Elliott|    129|Action,Adventure,...|\n",
      "|Pirates of the Ca...|2017|      6.6|191606|     Joachim Rønning|         Ted Elliott|    129|Action,Adventure,...|\n",
      "|Pirates of the Ca...|2017|      6.6|191606|      Espen Sandberg|      Jeff Nathanson|    129|Action,Adventure,...|\n",
      "|Pirates of the Ca...|2017|      6.6|191606|     Joachim Rønning|      Jeff Nathanson|    129|Action,Adventure,...|\n",
      "|Pirates of the Ca...|2017|      6.6|191606|      Espen Sandberg|        Terry Rossio|    129|Action,Adventure,...|\n",
      "|Pirates of the Ca...|2017|      6.6|191606|     Joachim Rønning|        Terry Rossio|    129|Action,Adventure,...|\n",
      "|Pirates of the Ca...|2017|      6.6|191606|      Espen Sandberg|      Stuart Beattie|    129|Action,Adventure,...|\n",
      "|Pirates of the Ca...|2017|      6.6|191606|     Joachim Rønning|      Stuart Beattie|    129|Action,Adventure,...|\n",
      "|Pirates of the Ca...|2017|      6.6|191606|      Espen Sandberg|         Jay Wolpert|    129|Action,Adventure,...|\n",
      "|Pirates of the Ca...|2017|      6.6|191606|     Joachim Rønning|         Jay Wolpert|    129|Action,Adventure,...|\n",
      "|Murder on the Ori...|2017|      6.6|130243|     Kenneth Branagh|     Agatha Christie|    114| Crime,Drama,Mystery|\n",
      "|Murder on the Ori...|2017|      6.6|130243|     Kenneth Branagh|       Michael Green|    114| Crime,Drama,Mystery|\n",
      "| Annabelle: Creation|2017|      6.6| 68088|   David F. Sandberg|      Gary Dauberman|    109|Horror,Mystery,Th...|\n",
      "|     Happy Death Day|2017|      6.5| 53178|  Christopher Landon|       Scott Lobdell|     96|Horror,Mystery,Th...|\n",
      "|     Alien: Covenant|2017|      6.5|195805|        Ridley Scott|          John Logan|    122|Horror,Sci-Fi,Thr...|\n",
      "|     Alien: Covenant|2017|      6.5|195805|        Ridley Scott|         Jack Paglen|    122|Horror,Sci-Fi,Thr...|\n",
      "|     Alien: Covenant|2017|      6.5|195805|        Ridley Scott|        Dan O'Bannon|    122|Horror,Sci-Fi,Thr...|\n",
      "|     Alien: Covenant|2017|      6.5|195805|        Ridley Scott|      Ronald Shusett|    122|Horror,Sci-Fi,Thr...|\n",
      "|     Alien: Covenant|2017|      6.5|195805|        Ridley Scott|        Dante Harper|    122|Horror,Sci-Fi,Thr...|\n",
      "|     Alien: Covenant|2017|      6.5|195805|        Ridley Scott|       Michael Green|    122|Horror,Sci-Fi,Thr...|\n",
      "|Valerian and the ...|2017|      6.5|113189|          Luc Besson|Jean-Claude Mézières|    137|Action,Adventure,...|\n",
      "|Valerian and the ...|2017|      6.5|113189|          Luc Besson|          Luc Besson|    137|Action,Adventure,...|\n",
      "|Valerian and the ...|2017|      6.5|113189|          Luc Besson|     Pierre Christin|    137|Action,Adventure,...|\n",
      "|   The Book of Henry|2017|      6.5| 13209|     Colin Trevorrow|       Gregg Hurwitz|    105|Crime,Drama,Thriller|\n",
      "|           Churchill|2017|      6.5| 11032|  Jonathan Teplitzky| Alex von Tunzelmann|    105|Biography,Drama,H...|\n",
      "|       I Kill Giants|2017|      6.5| 11072|       Anders Walter|    J.M. Ken Niimura|    106|Drama,Fantasy,Thr...|\n",
      "|       I Kill Giants|2017|      6.5| 11072|       Anders Walter|           Joe Kelly|    106|Drama,Fantasy,Thr...|\n",
      "|The Mountain Betw...|2017|      6.4| 39463|      Hany Abu-Assad|      Charles Martin|    112|Action,Adventure,...|\n",
      "|The Mountain Betw...|2017|      6.4| 39463|      Hany Abu-Assad|    J. Mills Goodloe|    112|Action,Adventure,...|\n",
      "|The Mountain Betw...|2017|      6.4| 39463|      Hany Abu-Assad|         Chris Weitz|    112|Action,Adventure,...|\n",
      "|Roman J. Israel, ...|2017|      6.4| 14086|          Dan Gilroy|          Dan Gilroy|    122|         Crime,Drama|\n",
      "|       Before I Fall|2017|      6.4| 30605|      Ry Russo-Young|      Maria Maggenti|     98|       Drama,Mystery|\n",
      "|       Before I Fall|2017|      6.4| 30605|      Ry Russo-Young|       Lauren Oliver|     98|       Drama,Mystery|\n",
      "|Everything, Every...|2017|      6.4| 18770|       Stella Meghie|    J. Mills Goodloe|     96|       Drama,Romance|\n",
      "|Everything, Every...|2017|      6.4| 18770|       Stella Meghie|         Nicola Yoon|     96|       Drama,Romance|\n",
      "|        The Beguiled|2017|      6.4| 33818|       Sofia Coppola|       Sofia Coppola|     93|      Drama,Thriller|\n",
      "|        The Beguiled|2017|      6.4| 33818|       Sofia Coppola|     Thomas Cullinan|     93|      Drama,Thriller|\n",
      "|        The Beguiled|2017|      6.4| 33818|       Sofia Coppola|        Albert Maltz|     93|      Drama,Thriller|\n",
      "|        The Beguiled|2017|      6.4| 33818|       Sofia Coppola|          Irene Kamp|     93|      Drama,Thriller|\n",
      "|              Bright|2017|      6.4|123511|          David Ayer|          Max Landis|    117|Action,Crime,Fantasy|\n",
      "|  Ghost in the Shell|2017|      6.4|150328|      Rupert Sanders|          Jamie Moss|    107|  Action,Crime,Drama|\n",
      "|  Ghost in the Shell|2017|      6.4|150328|      Rupert Sanders|     William Wheeler|    107|  Action,Crime,Drama|\n",
      "|  Ghost in the Shell|2017|      6.4|150328|      Rupert Sanders|     Shirow Masamune|    107|  Action,Crime,Drama|\n",
      "|  Ghost in the Shell|2017|      6.4|150328|      Rupert Sanders|        Ehren Kruger|    107|  Action,Crime,Drama|\n",
      "|The Space Between Us|2017|      6.4| 33753|       Peter Chelsom|          Allan Loeb|    120|Adventure,Drama,R...|\n",
      "|The Space Between Us|2017|      6.4| 33753|       Peter Chelsom|      Stewart Schill|    120|Adventure,Drama,R...|\n",
      "|The Space Between Us|2017|      6.4| 33753|       Peter Chelsom|Richard Barton Lewis|    120|Adventure,Drama,R...|\n",
      "|             The Bar|2017|      6.4| 11229|  Álex de la Iglesia|Jorge Guerricaech...|    102|Comedy,Horror,Thr...|\n",
      "|             The Bar|2017|      6.4| 11229|  Álex de la Iglesia|  Álex de la Iglesia|    102|Comedy,Horror,Thr...|\n",
      "|            Wheelman|2017|      6.4| 10733|         Jeremy Rush|         Jeremy Rush|     82|Action,Crime,Mystery|\n",
      "|          Girls Trip|2017|      6.3| 21666|      Malcolm D. Lee|      Erica Rivinoja|    122|              Comedy|\n",
      "|          Girls Trip|2017|      6.3| 21666|      Malcolm D. Lee|        Tracy Oliver|    122|              Comedy|\n",
      "|          Girls Trip|2017|      6.3| 21666|      Malcolm D. Lee|        Kenya Barris|    122|              Comedy|\n",
      "|                1922|2017|      6.3| 23633|        Zak Hilditch|        Zak Hilditch|    102| Crime,Drama,Mystery|\n",
      "|                1922|2017|      6.3| 23633|        Zak Hilditch|        Stephen King|    102| Crime,Drama,Mystery|\n",
      "|       The Boss Baby|2017|      6.3| 77275|         Tom McGrath|        Marla Frazee|     97|Animation,Comedy,...|\n",
      "|       The Boss Baby|2017|      6.3| 77275|         Tom McGrath|   Michael McCullers|     97|Animation,Comedy,...|\n",
      "|         Sand Castle|2017|      6.3| 11819|    Fernando Coimbra|      Chris Roessner|    113|           Drama,War|\n",
      "|      The Babysitter|2017|      6.3| 32989|                 McG|      Brian Duffield|     85|       Comedy,Horror|\n",
      "|     Tiger Zinda Hai|2017|      6.3| 14936|     Ali Abbas Zafar|       Neelesh Misra|    161|Action,Adventure,...|\n",
      "|     Tiger Zinda Hai|2017|      6.3| 14936|     Ali Abbas Zafar|       Aditya Chopra|    161|Action,Adventure,...|\n",
      "|     Tiger Zinda Hai|2017|      6.3| 14936|     Ali Abbas Zafar|     Ali Abbas Zafar|    161|Action,Adventure,...|\n",
      "|       The Discovery|2017|      6.3| 20363|    Charlie McDowell|    Charlie McDowell|    102|Drama,Mystery,Rom...|\n",
      "|       The Discovery|2017|      6.3| 20363|    Charlie McDowell|        Justin Lader|    102|Drama,Mystery,Rom...|\n",
      "|           The Shack|2017|      6.3| 21507|    Stuart Hazeldine|          John Fusco|    132|       Drama,Fantasy|\n",
      "|           The Shack|2017|      6.3| 21507|    Stuart Hazeldine|       Andrew Lanham|    132|       Drama,Fantasy|\n",
      "|           The Shack|2017|      6.3| 21507|    Stuart Hazeldine|      Wayne Jacobsen|    132|       Drama,Fantasy|\n",
      "|           The Shack|2017|      6.3| 21507|    Stuart Hazeldine|       Brad Cummings|    132|       Drama,Fantasy|\n",
      "|           The Shack|2017|      6.3| 21507|    Stuart Hazeldine|    William P. Young|    132|       Drama,Fantasy|\n",
      "|           The Shack|2017|      6.3| 21507|    Stuart Hazeldine|Destin Daniel Cre...|    132|       Drama,Fantasy|\n",
      "|     Berlin Syndrome|2017|      6.3| 14866|      Cate Shortland|     Melanie Joosten|    116|Drama,Horror,Mystery|\n",
      "|     Berlin Syndrome|2017|      6.3| 14866|      Cate Shortland|         Shaun Grant|    116|Drama,Horror,Mystery|\n",
      "|     Berlin Syndrome|2017|      6.3| 14866|      Cate Shortland|      Cate Shortland|    116|Drama,Horror,Mystery|\n",
      "|     Despicable Me 3|2017|      6.3| 71432|          Kyle Balda|          Cinco Paul|     89|Action,Adventure,...|\n",
      "|     Despicable Me 3|2017|      6.3| 71432|        Eric Guillon|          Cinco Paul|     89|Action,Adventure,...|\n",
      "|     Despicable Me 3|2017|      6.3| 71432|       Pierre Coffin|          Cinco Paul|     89|Action,Adventure,...|\n",
      "|     Despicable Me 3|2017|      6.3| 71432|          Kyle Balda|          Ken Daurio|     89|Action,Adventure,...|\n",
      "|     Despicable Me 3|2017|      6.3| 71432|        Eric Guillon|          Ken Daurio|     89|Action,Adventure,...|\n",
      "|     Despicable Me 3|2017|      6.3| 71432|       Pierre Coffin|          Ken Daurio|     89|Action,Adventure,...|\n",
      "|          The Ritual|2017|      6.3| 30404|      David Bruckner|          Joe Barton|     94|              Horror|\n",
      "|          The Ritual|2017|      6.3| 30404|      David Bruckner|         Adam Nevill|     94|              Horror|\n",
      "|            Veronica|2017|      6.2| 17793|          Paco Plaza|    Fernando Navarro|    105|        Drama,Horror|\n",
      "|            Veronica|2017|      6.2| 17793|          Paco Plaza|          Paco Plaza|    105|        Drama,Horror|\n",
      "|            The Wall|2017|      6.2| 16516|          Doug Liman|       Dwain Worrell|     88|  Drama,Thriller,War|\n",
      "|            Unlocked|2017|      6.2| 16670|       Michael Apted|       Peter O'Brien|     98|Action,Drama,Mystery|\n",
      "|   It Comes at Night|2017|      6.2| 53881|  Trey Edward Shults|  Trey Edward Shults|     91|      Horror,Mystery|\n",
      "|        Wonder Wheel|2017|      6.2| 11655|         Woody Allen|         Woody Allen|    101|               Drama|\n",
      "|Captain Underpant...|2017|      6.2| 17813|         David Soren|         David Soren|     89|Action,Animation,...|\n",
      "|Captain Underpant...|2017|      6.2| 17813|         David Soren|          Dav Pilkey|     89|Action,Animation,...|\n",
      "|Captain Underpant...|2017|      6.2| 17813|         David Soren|    Nicholas Stoller|     89|Action,Animation,...|\n",
      "|   American Assassin|2017|      6.2| 43143|      Michael Cuesta| Marshall Herskovitz|    112|     Action,Thriller|\n",
      "|   American Assassin|2017|      6.2| 43143|      Michael Cuesta|      Stephen Schiff|    112|     Action,Thriller|\n",
      "|   American Assassin|2017|      6.2| 43143|      Michael Cuesta|       Michael Finch|    112|     Action,Thriller|\n",
      "|   American Assassin|2017|      6.2| 43143|      Michael Cuesta|         Vince Flynn|    112|     Action,Thriller|\n",
      "|   American Assassin|2017|      6.2| 43143|      Michael Cuesta|        Edward Zwick|    112|     Action,Thriller|\n",
      "|              6 Days|2017|      6.2| 10344|          Toa Fraser|     Glenn Standring|     94|Action,Drama,History|\n",
      "|      Daddy's Home 2|2017|      6.0| 30025|         Sean Anders|         John Morris|    100|              Comedy|\n",
      "|      Daddy's Home 2|2017|      6.0| 30025|         Sean Anders|         Brian Burns|    100|              Comedy|\n",
      "|      Daddy's Home 2|2017|      6.0| 30025|         Sean Anders|         Sean Anders|    100|              Comedy|\n",
      "|    My Cousin Rachel|2017|      6.0| 11908|       Roger Michell|       Roger Michell|    106|Drama,Mystery,Rom...|\n",
      "+--------------------+----+---------+------+--------------------+--------------------+-------+--------------------+\n",
      "only showing top 500 rows\n",
      "\n",
      "root\n",
      " |-- title: string (nullable = true)\n",
      " |-- year: integer (nullable = true)\n",
      " |-- avgRating: double (nullable = true)\n",
      " |-- votes: integer (nullable = true)\n",
      " |-- directorName: string (nullable = true)\n",
      " |-- writeName: string (nullable = true)\n",
      " |-- runtime: integer (nullable = true)\n",
      " |-- genre: string (nullable = true)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "## Prediction\n",
    "\n",
    "## Load new data to be predicted by our model\n",
    "\n",
    "new_data = spark.read.options(header='true', inferschema='true', delimiter=',').csv(\"2000-2018.csv\")  \n",
    "display(new_data)\n",
    "new_data.cache()\n",
    "new_data.show(500)\n",
    "new_data.printSchema()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "root\n",
      " |-- title: string (nullable = true)\n",
      " |-- year: integer (nullable = true)\n",
      " |-- avgRating: double (nullable = true)\n",
      " |-- votes: integer (nullable = true)\n",
      " |-- directorName: string (nullable = true)\n",
      " |-- writeName: string (nullable = true)\n",
      " |-- runtime: integer (nullable = true)\n",
      " |-- genre: string (nullable = true)\n",
      " |-- directorName_indexed: double (nullable = false)\n",
      " |-- writeName_indexed: double (nullable = false)\n",
      " |-- genre_indexed: double (nullable = false)\n",
      " |-- runtime_indexed: double (nullable = false)\n",
      " |-- year_indexed: double (nullable = false)\n",
      " |-- directorName_indexed_encoded: vector (nullable = true)\n",
      " |-- writeName_indexed_encoded: vector (nullable = true)\n",
      " |-- genre_indexed_encoded: vector (nullable = true)\n",
      " |-- runtime_indexed_encoded: vector (nullable = true)\n",
      " |-- year_indexed_encoded: vector (nullable = true)\n",
      " |-- features: vector (nullable = true)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "## Prediction\n",
    "\n",
    "## Feed the New data to the pipeline i.e. VectorAssembler -> Pipeline\n",
    "pipeline = Pipeline(stages=indexers + encoders+[assembler])\n",
    "model_new=pipeline.fit(new_data)\n",
    "transformed_new = model_new.transform(new_data)\n",
    "\n",
    "transformed_new.printSchema()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "root\n",
      " |-- features: vector (nullable = true)\n",
      " |-- avgRating: double (nullable = true)\n",
      "\n",
      "+--------------------+---------+\n",
      "|            features|avgRating|\n",
      "+--------------------+---------+\n",
      "|(9275,[140,3317,8...|      8.2|\n",
      "|(9275,[140,6879,8...|      8.2|\n",
      "|(9275,[140,2696,8...|      8.2|\n",
      "|(9275,[140,4528,8...|      8.2|\n",
      "|(9275,[1478,6743,...|      8.1|\n",
      "|(9275,[1478,8394,...|      8.1|\n",
      "|(9275,[1478,4899,...|      8.1|\n",
      "|(9275,[930,7441,8...|      8.1|\n",
      "|(9275,[930,8139,8...|      8.1|\n",
      "|(9275,[930,7093,8...|      8.1|\n",
      "|(9275,[2074,2588,...|      7.9|\n",
      "|(9275,[16,4695,87...|      7.8|\n",
      "|(9275,[16,2678,87...|      7.8|\n",
      "|(9275,[522,2431,8...|      7.7|\n",
      "|(9275,[522,2445,8...|      7.7|\n",
      "|(9275,[522,7165,8...|      7.7|\n",
      "|(9275,[522,3746,8...|      7.7|\n",
      "|(9275,[954,3271,8...|      7.4|\n",
      "|(9275,[1021,3271,...|      7.4|\n",
      "|(9275,[1182,7189,...|      7.2|\n",
      "+--------------------+---------+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "## Prediction\n",
    "## Select required columns from the resulting dataframe (New data)\n",
    "\n",
    "final_new = transformed_new.select(\"features\", \"avgRating\")\n",
    "final_new.printSchema()\n",
    "final_new.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "root\n",
      " |-- features: vector (nullable = true)\n",
      " |-- avgRating: double (nullable = true)\n",
      " |-- prediction: double (nullable = false)\n",
      "\n",
      "+--------------------+---------+------------------+\n",
      "|            features|avgRating|        prediction|\n",
      "+--------------------+---------+------------------+\n",
      "|(9275,[0,3437,881...|      6.6| 6.646305135468727|\n",
      "|(9275,[0,3451,881...|      7.1| 6.954271161769046|\n",
      "|(9275,[0,3451,881...|      6.6| 6.836034729314842|\n",
      "|(9275,[0,3736,881...|      7.1| 6.954271161769046|\n",
      "|(9275,[0,3793,881...|      7.1| 6.954271161769046|\n",
      "|(9275,[0,3793,881...|      6.6| 6.836034729314842|\n",
      "|(9275,[0,6445,881...|      6.6| 6.836034729314842|\n",
      "|(9275,[0,6516,881...|      7.1| 6.954271161769046|\n",
      "|(9275,[0,6519,881...|      6.6| 6.646305135468727|\n",
      "|(9275,[0,6549,881...|      7.0| 6.897006355880599|\n",
      "|(9275,[0,8104,881...|      7.1|7.0552687106643255|\n",
      "|(9275,[1,2423,896...|      7.6|  7.35015334421343|\n",
      "|(9275,[1,2424,878...|      8.1| 7.720989645955537|\n",
      "|(9275,[1,2424,887...|      7.5|  7.15987942019502|\n",
      "|(9275,[1,2453,877...|      7.3| 7.276847335386114|\n",
      "|(9275,[1,2474,877...|      7.3| 7.327083648846367|\n",
      "|(9275,[1,2858,878...|      8.1| 7.807403696525636|\n",
      "|(9275,[1,3145,889...|      6.3| 6.397532590102124|\n",
      "|(9275,[1,3497,885...|      6.2| 6.268887272770701|\n",
      "|(9275,[2,2477,878...|      6.6| 6.298639085129843|\n",
      "+--------------------+---------+------------------+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "## Prediction\n",
    "## Use the loaded model to predict new data\n",
    "\n",
    "new_data_predict = Linear_Regression_model.transform(lr_test)\n",
    "new_data_predict.printSchema()\n",
    "\n",
    "new_data_predict.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "####-----------------Prediction Done-------------------####"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Extract relevant information for visualization\n",
    "\n",
    "actual_and_predicted = new_data_predict.select(\"avgRating\", \"prediction\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Store the predicted values\n",
    "\n",
    "#actual_and_predicted.write.csv(\"out1.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-----+------------------+\n",
      "|label|        prediction|\n",
      "+-----+------------------+\n",
      "|  6.6| 6.847654477942388|\n",
      "|  6.6|6.8530966680556755|\n",
      "|  7.1| 6.935759534406529|\n",
      "|  6.6| 6.840027830502715|\n",
      "|  7.1| 6.977588911570789|\n",
      "|  6.6|6.7886910493067845|\n",
      "|  6.6| 6.840027830502715|\n",
      "|  7.1| 6.935759534406529|\n",
      "|  7.1| 6.834315675818278|\n",
      "|  7.0| 6.952174996852843|\n",
      "|  7.1|6.9727570910887176|\n",
      "|  7.0| 6.952174996852843|\n",
      "|  7.1|6.9727570910887176|\n",
      "|  7.0| 6.952174996852843|\n",
      "|  7.6|7.5168330727154595|\n",
      "|  7.8| 7.297435468107926|\n",
      "|  7.5| 6.964382963616419|\n",
      "|  8.1| 7.593668035721258|\n",
      "|  7.5| 6.935281092277366|\n",
      "|  7.3|  7.31871744693613|\n",
      "+-----+------------------+\n",
      "only showing top 20 rows\n",
      "\n",
      "root\n",
      " |-- label: string (nullable = true)\n",
      " |-- prediction: string (nullable = true)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "## Load the stored csv file for visulization\n",
    "\n",
    "out = spark.read.csv(\"out1.csv\").withColumnRenamed('_c0','label').withColumnRenamed('_c1','prediction')\n",
    "#out.orderBy('_c2').show(3)\n",
    "out.show()\n",
    "out.printSchema()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"out.csv\")\n",
    "df1 = df.iloc[500:540,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plot.ly/~pbd/3.embed\" height=\"1280px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table = ff.create_table(df1)\n",
    "py.iplot(table, filename='table1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plot.ly/~pbd/5.embed\" height=\"525px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predited_rating = Bar(y=df1.Prediction,\n",
    "                  name='Predicted Rating',\n",
    "                  marker=dict(color='#206ec1'))\n",
    "\n",
    "actual_rating = Bar(y=df1.Label,\n",
    "                name='Actual Rating',\n",
    "                marker=dict(color='#8db72c'))\n",
    "\n",
    "data = [predited_rating, actual_rating]\n",
    "\n",
    "layout = Layout(title=\"Actual and Predicted Ratings\",\n",
    "                xaxis=dict(title='Movies'),\n",
    "                yaxis=dict(title='Ratings (1 - 10)'))\n",
    "fig = Figure(data=data, layout=layout)\n",
    "\n",
    "py.iplot(fig, filename='styled_bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plot.ly/~pbd/7.embed\" height=\"525px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trace_actual = go.Scatter(\n",
    "    y = df.Label,\n",
    "    name='Actual Rating',\n",
    "    mode = 'markers',\n",
    "    marker=dict(color='#8db72c'))\n",
    "\n",
    "\n",
    "trace_predicted = go.Scatter(\n",
    "    y = df.Prediction,\n",
    "    name='Predicted Rating',\n",
    "    mode = 'line',\n",
    "    marker=dict(color='#206ec1'))\n",
    "\n",
    "layout = Layout(title=\"Scatter Plot\",\n",
    "                xaxis=dict(title='Movies'),\n",
    "                yaxis=dict(title='Ratings (1 - 10)'))\n",
    "\n",
    "fig = Figure(data=data, layout=layout)\n",
    "\n",
    "data = [trace_actual, trace_predicted]\n",
    "py.iplot(data, filename='basic-scatter')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "residual_df = pd.read_csv(\"train1.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plot.ly/~pbd/7.embed\" height=\"525px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trace_actual = go.Scatter(\n",
    "    y = residual_df.Residual,\n",
    "    name='Actual Rating',\n",
    "    mode = 'line',\n",
    "    marker=dict(color='#8db72c'))\n",
    "\n",
    "\n",
    "layout = Layout(title=\"Scatter Plot\",\n",
    "                xaxis=dict(title='Movies'),\n",
    "                yaxis=dict(title='Ratings (1 - 10)'))\n",
    "\n",
    "fig = Figure(data=data, layout=layout)\n",
    "\n",
    "data = [trace_actual]\n",
    "py.iplot(data, filename='basic-scatter')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "residual_df = pd.read_csv(\"predict1.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plot.ly/~pbd/7.embed\" height=\"525px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trace_actual = go.Scatter(\n",
    "    y = residual_df.Residual,\n",
    "    name='Actual Rating',\n",
    "    mode = 'line',\n",
    "    marker=dict(color='#206ec1'))\n",
    "\n",
    "\n",
    "layout = Layout(title=\"Scatter Plot\",\n",
    "                xaxis=dict(title='Movies'),\n",
    "                yaxis=dict(title='Ratings (1 - 10)'))\n",
    "\n",
    "fig = Figure(data=data, layout=layout)\n",
    "\n",
    "data = [trace_actual]\n",
    "py.iplot(data, filename='basic-scatter')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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