movie-recommender-system-using-sentence-embeddings.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **Movie Recommender System based on Wiki-plots using sentence embeddings**\n",
    "![recommended movie?](https://alvinalexander.com/sites/default/files/2017-09/netflix-christmas-movie-suggestions.jpg)*You may like these?*\n",
    "\n",
    "#### Dataset contains movie plots scraped from wikipedia from 1902-2017 from approximately 22 regions along with important metadata\n",
    "<!-- blank line -->\n",
    "----\n",
    "## Content (plot) based Recommender System\n",
    "### We embed all sentences within the plots using Google's [Universal Sentence Encoder](https://arxiv.org/abs/1803.11175) and compare the input plot's associated embeddings using [Cosine similarity](https://en.wikipedia.org/wiki/Cosine_similarity)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### **Imports**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5"
   },
   "outputs": [],
   "source": [
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "import os\n",
    "from tqdm import tqdm_notebook\n",
    "import tensorflow as tf\n",
    "import tensorflow_hub as hub\n",
    "from nltk import sent_tokenize\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plotly imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objs as go\n",
    "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n",
    "init_notebook_mode(connected=True)\n",
    "import cufflinks as cf\n",
    "cf.go_offline()\n",
    "cf.set_config_file(offline=False, world_readable=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loading Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
    "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Release Year</th>\n",
       "      <th>Title</th>\n",
       "      <th>Origin/Ethnicity</th>\n",
       "      <th>Director</th>\n",
       "      <th>Cast</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Wiki Page</th>\n",
       "      <th>Plot</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1901</td>\n",
       "      <td>Kansas Saloon Smashers</td>\n",
       "      <td>American</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Kansas_Saloon_Sm...</td>\n",
       "      <td>A bartender is working at a saloon, serving dr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1901</td>\n",
       "      <td>Love by the Light of the Moon</td>\n",
       "      <td>American</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Love_by_the_Ligh...</td>\n",
       "      <td>The moon, painted with a smiling face hangs ov...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1901</td>\n",
       "      <td>The Martyred Presidents</td>\n",
       "      <td>American</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>https://en.wikipedia.org/wiki/The_Martyred_Pre...</td>\n",
       "      <td>The film, just over a minute long, is composed...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1901</td>\n",
       "      <td>Terrible Teddy, the Grizzly King</td>\n",
       "      <td>American</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Terrible_Teddy,_...</td>\n",
       "      <td>Lasting just 61 seconds and consisting of two ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1902</td>\n",
       "      <td>Jack and the Beanstalk</td>\n",
       "      <td>American</td>\n",
       "      <td>George S. Fleming, Edwin S. Porter</td>\n",
       "      <td>NaN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Jack_and_the_Bea...</td>\n",
       "      <td>The earliest known adaptation of the classic f...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Release Year                        ...                                                                       Plot\n",
       "0          1901                        ...                          A bartender is working at a saloon, serving dr...\n",
       "1          1901                        ...                          The moon, painted with a smiling face hangs ov...\n",
       "2          1901                        ...                          The film, just over a minute long, is composed...\n",
       "3          1901                        ...                          Lasting just 61 seconds and consisting of two ...\n",
       "4          1902                        ...                          The earliest known adaptation of the classic f...\n",
       "\n",
       "[5 rows x 8 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie = pd.read_csv('../input/wiki_movie_plots_deduped.csv')\n",
    "movie.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "34886"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Before dropping plot duplicates\n",
    "len(movie)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "33869"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Drop duplicates\n",
    "movie = movie.drop_duplicates(subset='Plot', keep=\"first\")\n",
    "len(movie)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>Release Year</th>\n",
       "      <th>Title</th>\n",
       "      <th>Origin/Ethnicity</th>\n",
       "      <th>Director</th>\n",
       "      <th>Cast</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Wiki Page</th>\n",
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       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1901</td>\n",
       "      <td>Kansas Saloon Smashers</td>\n",
       "      <td>American</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Kansas_Saloon_Sm...</td>\n",
       "      <td>A bartender is working at a saloon, serving dr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1901</td>\n",
       "      <td>Love by the Light of the Moon</td>\n",
       "      <td>American</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Love_by_the_Ligh...</td>\n",
       "      <td>The moon, painted with a smiling face hangs ov...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>1901</td>\n",
       "      <td>The Martyred Presidents</td>\n",
       "      <td>American</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>https://en.wikipedia.org/wiki/The_Martyred_Pre...</td>\n",
       "      <td>The film, just over a minute long, is composed...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>1901</td>\n",
       "      <td>Terrible Teddy, the Grizzly King</td>\n",
       "      <td>American</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Terrible_Teddy,_...</td>\n",
       "      <td>Lasting just 61 seconds and consisting of two ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>1902</td>\n",
       "      <td>Jack and the Beanstalk</td>\n",
       "      <td>American</td>\n",
       "      <td>George S. Fleming, Edwin S. Porter</td>\n",
       "      <td>NaN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Jack_and_the_Bea...</td>\n",
       "      <td>The earliest known adaptation of the classic f...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   index                        ...                                                                       Plot\n",
       "0      0                        ...                          A bartender is working at a saloon, serving dr...\n",
       "1      1                        ...                          The moon, painted with a smiling face hangs ov...\n",
       "2      2                        ...                          The film, just over a minute long, is composed...\n",
       "3      3                        ...                          Lasting just 61 seconds and consisting of two ...\n",
       "4      4                        ...                          The earliest known adaptation of the classic f...\n",
       "\n",
       "[5 rows x 9 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.reset_index(inplace=True)\n",
    "movie.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .dataframe tbody tr th {\n",
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       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Release Year</th>\n",
       "      <th>Title</th>\n",
       "      <th>Origin/Ethnicity</th>\n",
       "      <th>Director</th>\n",
       "      <th>Cast</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Wiki Page</th>\n",
       "      <th>Plot</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1901</td>\n",
       "      <td>Kansas Saloon Smashers</td>\n",
       "      <td>American</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Kansas_Saloon_Sm...</td>\n",
       "      <td>A bartender is working at a saloon, serving dr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1901</td>\n",
       "      <td>Love by the Light of the Moon</td>\n",
       "      <td>American</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Love_by_the_Ligh...</td>\n",
       "      <td>The moon, painted with a smiling face hangs ov...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1901</td>\n",
       "      <td>The Martyred Presidents</td>\n",
       "      <td>American</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>https://en.wikipedia.org/wiki/The_Martyred_Pre...</td>\n",
       "      <td>The film, just over a minute long, is composed...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1901</td>\n",
       "      <td>Terrible Teddy, the Grizzly King</td>\n",
       "      <td>American</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Terrible_Teddy,_...</td>\n",
       "      <td>Lasting just 61 seconds and consisting of two ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1902</td>\n",
       "      <td>Jack and the Beanstalk</td>\n",
       "      <td>American</td>\n",
       "      <td>George S. Fleming, Edwin S. Porter</td>\n",
       "      <td>NaN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Jack_and_the_Bea...</td>\n",
       "      <td>The earliest known adaptation of the classic f...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Release Year                        ...                                                                       Plot\n",
       "0          1901                        ...                          A bartender is working at a saloon, serving dr...\n",
       "1          1901                        ...                          The moon, painted with a smiling face hangs ov...\n",
       "2          1901                        ...                          The film, just over a minute long, is composed...\n",
       "3          1901                        ...                          Lasting just 61 seconds and consisting of two ...\n",
       "4          1902                        ...                          The earliest known adaptation of the classic f...\n",
       "\n",
       "[5 rows x 8 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "movie.drop(columns=['index'],inplace=True)\n",
    "movie.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ** bare-bones EDA**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "movie['word count'] = movie['Plot'].apply(lambda x : len(x.split()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
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   "source": [
    "movie['Release Year'].value_counts().iplot(kind='bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### **Plot text preprocessing**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "def clean_plot(text_list):\n",
    "    clean_list = []\n",
    "    for sent in text_list:\n",
    "        sent = re.sub('[%s]' % re.escape(\"\"\"!\"#$%&'()*+,-.:;<=>?@[\\]^`{|}~\"\"\"), '',sent)\n",
    "        sent = sent.replace('[]','')\n",
    "        sent = re.sub('\\d+',' ',sent)\n",
    "        sent = sent.lower()\n",
    "        clean_list.append(sent)\n",
    "    return clean_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### **Embedding using USE** (for more info refer - [USE tutorial](https://colab.research.google.com/github/tensorflow/hub/blob/master/examples/colab/semantic_similarity_with_tf_hub_universal_encoder.ipynb))"
   ]
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>Release Year</th>\n",
       "      <th>Title</th>\n",
       "      <th>Origin/Ethnicity</th>\n",
       "      <th>Director</th>\n",
       "      <th>Cast</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Wiki Page</th>\n",
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       "      <th>word count</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>1901</td>\n",
       "      <td>Kansas Saloon Smashers</td>\n",
       "      <td>American</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Kansas_Saloon_Sm...</td>\n",
       "      <td>A bartender is working at a saloon, serving dr...</td>\n",
       "      <td>83</td>\n",
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       "      <td>1901</td>\n",
       "      <td>Love by the Light of the Moon</td>\n",
       "      <td>American</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Love_by_the_Ligh...</td>\n",
       "      <td>The moon, painted with a smiling face hangs ov...</td>\n",
       "      <td>86</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1901</td>\n",
       "      <td>The Martyred Presidents</td>\n",
       "      <td>American</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>https://en.wikipedia.org/wiki/The_Martyred_Pre...</td>\n",
       "      <td>The film, just over a minute long, is composed...</td>\n",
       "      <td>76</td>\n",
       "      <td>[[-0.016033914, -0.00033690967, -0.0016325507,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1901</td>\n",
       "      <td>Terrible Teddy, the Grizzly King</td>\n",
       "      <td>American</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Terrible_Teddy,_...</td>\n",
       "      <td>Lasting just 61 seconds and consisting of two ...</td>\n",
       "      <td>153</td>\n",
       "      <td>[[0.016082382, 0.020591006, -0.006167304, -0.0...</td>\n",
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       "      <th>4</th>\n",
       "      <td>1902</td>\n",
       "      <td>Jack and the Beanstalk</td>\n",
       "      <td>American</td>\n",
       "      <td>George S. Fleming, Edwin S. Porter</td>\n",
       "      <td>NaN</td>\n",
       "      <td>unknown</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Jack_and_the_Bea...</td>\n",
       "      <td>The earliest known adaptation of the classic f...</td>\n",
       "      <td>140</td>\n",
       "      <td>[[0.0027011565, 0.0040353737, -0.025162894, 0....</td>\n",
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      ],
      "text/plain": [
       "   Release Year                        ...                                                                 embeddings\n",
       "0          1901                        ...                          [[-0.05115993, -0.027155714, -0.012244814, 0.0...\n",
       "1          1901                        ...                          [[-0.017801737, 0.019581867, -0.012856972, 0.0...\n",
       "2          1901                        ...                          [[-0.016033914, -0.00033690967, -0.0016325507,...\n",
       "3          1901                        ...                          [[0.016082382, 0.020591006, -0.006167304, -0.0...\n",
       "4          1902                        ...                          [[0.0027011565, 0.0040353737, -0.025162894, 0....\n",
       "\n",
       "[5 rows x 10 columns]"
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     "execution_count": 13,
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   "source": [
    "plot_emb_list = []\n",
    "with tf.Graph().as_default():\n",
    "    embed = hub.Module(\"https://tfhub.dev/google/universal-sentence-encoder/2\")\n",
    "    messages = tf.placeholder(dtype=tf.string, shape=[None])\n",
    "    output = embed(messages)\n",
    "    with tf.Session() as session:\n",
    "        session.run([tf.global_variables_initializer(), tf.tables_initializer()])\n",
    "        for plot in tqdm_notebook(movie['Plot']):\n",
    "            sent_list = sent_tokenize(plot)\n",
    "            clean_sent_list = clean_plot(sent_list)\n",
    "            sent_embed = session.run(output, feed_dict={messages: clean_sent_list})\n",
    "            plot_emb_list.append(sent_embed.mean(axis=0).reshape(1,512))            \n",
    "movie['embeddings'] = plot_emb_list\n",
    "movie.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pickling the embeddings for future (re)use"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "plot_emb_arr = np.array(plot_emb_list).reshape(len(movie),512)\n",
    "pickle_out = open(\"movie_plot.pickle\",\"wb\")\n",
    "pickle.dump(plot_emb_arr, pickle_out)\n",
    "pickle_out.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Similar Movie function "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy import spatial\n",
    "from operator import itemgetter\n",
    "def similar_movie(plot_sent,topn=5):\n",
    "    with tf.Graph().as_default():\n",
    "        embed = hub.Module(\"https://tfhub.dev/google/universal-sentence-encoder/2\")\n",
    "        messages = tf.placeholder(dtype=tf.string, shape=[None])\n",
    "        output = embed(messages)\n",
    "        with tf.Session() as session:\n",
    "            session.run([tf.global_variables_initializer(), tf.tables_initializer()])\n",
    "            sent_list = sent_tokenize(plot_sent)\n",
    "            clean_sent_list = clean_plot(sent_list)\n",
    "            sent_embed2 = (session.run(output, feed_dict={messages: clean_sent_list})).mean(axis=0).reshape(1,512)\n",
    "            similarities = []\n",
    "            for tensor,title in zip(movie['embeddings'],movie['Title']):\n",
    "                cos_sim = 1 - spatial.distance.cosine(sent_embed2,tensor)\n",
    "                similarities.append((title,cos_sim))\n",
    "            return sorted(similarities,key=itemgetter(1),reverse=True)[1:topn+1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Testing our model - using Interstellar's plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16779\n"
     ]
    }
   ],
   "source": [
    "for i in range(len(movie)):\n",
    "    if movie['Title'][i].lower() == 'interstellar':\n",
    "        print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Release Year                                                     2014\n",
       "Title                                                    Interstellar\n",
       "Origin/Ethnicity                                             American\n",
       "Director                                            Christopher Nolan\n",
       "Cast                Anne Hathaway\\r\\nMatthew McConaughey\\r\\nJessic...\n",
       "Genre                                                 science fiction\n",
       "Wiki Page           https://en.wikipedia.org/wiki/Interstellar_(film)\n",
       "Plot                In the mid-21st century, crop blights and dust...\n",
       "word count                                                        665\n",
       "embeddings          [[-0.024700206, 0.0074386476, -0.030214606, -0...\n",
       "Name: 16779, dtype: object"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.iloc[16779]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('2001: A Space Odyssey', 0.9396531581878662),\n",
       " ('Riders to the Stars', 0.9393153190612793),\n",
       " ('The Martian', 0.9187579154968262),\n",
       " ('2010', 0.9162747263908386),\n",
       " ('Life', 0.9144946336746216)]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plots = movie['Plot'][16779]\n",
    "similar_movie(plots)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **The results seem to make sense**\n",
    "### You can use other embeddings like BERT/ELMo/Flair to get better/different results\n",
    "### An upvote will be appreciated :)"
   ]
  }
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