IMDB-movie-genre-classification.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I started by doing some exploratory analsis on the IMDB dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 117352 entries, 0 to 117351\n",
      "Data columns (total 30 columns):\n",
      "title          117352 non-null object\n",
      "plot           117352 non-null object\n",
      "Action         117352 non-null int64\n",
      "Adult          117352 non-null int64\n",
      "Adventure      117352 non-null int64\n",
      "Animation      117352 non-null int64\n",
      "Biography      117352 non-null int64\n",
      "Comedy         117352 non-null int64\n",
      "Crime          117352 non-null int64\n",
      "Documentary    117352 non-null int64\n",
      "Drama          117352 non-null int64\n",
      "Family         117352 non-null int64\n",
      "Fantasy        117352 non-null int64\n",
      "Game-Show      117352 non-null int64\n",
      "History        117352 non-null int64\n",
      "Horror         117352 non-null int64\n",
      "Lifestyle      117352 non-null int64\n",
      "Music          117352 non-null int64\n",
      "Musical        117352 non-null int64\n",
      "Mystery        117352 non-null int64\n",
      "News           117352 non-null int64\n",
      "Reality-TV     117352 non-null int64\n",
      "Romance        117352 non-null int64\n",
      "Sci-Fi         117352 non-null int64\n",
      "Short          117352 non-null int64\n",
      "Sport          117352 non-null int64\n",
      "Talk-Show      117352 non-null int64\n",
      "Thriller       117352 non-null int64\n",
      "War            117352 non-null int64\n",
      "Western        117352 non-null int64\n",
      "dtypes: int64(28), object(2)\n",
      "memory usage: 26.9+ MB\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv(\"movies_genres.csv\", delimiter='\\t')\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have a total of 117 352 movies and each of them is associated with 28 possible genres. The genres columns simply contain a 1 or 0 depending of wether the movie is classified into that particular genre or not, so the one-hot-enconding schema is alreay provided in this file."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we are going to calculate the absolute number of movies per genre. Note: each movie can be associated with more than one genre, we just want to know which genres have more movies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>genre</th>\n",
       "      <th>#movies</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Action</td>\n",
       "      <td>12381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adult</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Adventure</td>\n",
       "      <td>10245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Animation</td>\n",
       "      <td>11375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Biography</td>\n",
       "      <td>1385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Comedy</td>\n",
       "      <td>33875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Crime</td>\n",
       "      <td>15133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Documentary</td>\n",
       "      <td>12020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Drama</td>\n",
       "      <td>46017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Family</td>\n",
       "      <td>15442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Fantasy</td>\n",
       "      <td>7103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Game-Show</td>\n",
       "      <td>2048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>History</td>\n",
       "      <td>2662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Horror</td>\n",
       "      <td>2571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Music</td>\n",
       "      <td>2841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Musical</td>\n",
       "      <td>596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Mystery</td>\n",
       "      <td>12030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>News</td>\n",
       "      <td>3946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Reality-TV</td>\n",
       "      <td>12338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Romance</td>\n",
       "      <td>19242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Sci-Fi</td>\n",
       "      <td>8658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Short</td>\n",
       "      <td>578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Sport</td>\n",
       "      <td>1947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Talk-Show</td>\n",
       "      <td>5254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Thriller</td>\n",
       "      <td>8856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>War</td>\n",
       "      <td>1407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Western</td>\n",
       "      <td>2761</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          genre  #movies\n",
       "0        Action    12381\n",
       "1         Adult       61\n",
       "2     Adventure    10245\n",
       "3     Animation    11375\n",
       "4     Biography     1385\n",
       "5        Comedy    33875\n",
       "6         Crime    15133\n",
       "7   Documentary    12020\n",
       "8         Drama    46017\n",
       "9        Family    15442\n",
       "10      Fantasy     7103\n",
       "11    Game-Show     2048\n",
       "12      History     2662\n",
       "13       Horror     2571\n",
       "14    Lifestyle        0\n",
       "15        Music     2841\n",
       "16      Musical      596\n",
       "17      Mystery    12030\n",
       "18         News     3946\n",
       "19   Reality-TV    12338\n",
       "20      Romance    19242\n",
       "21       Sci-Fi     8658\n",
       "22        Short      578\n",
       "23        Sport     1947\n",
       "24    Talk-Show     5254\n",
       "25     Thriller     8856\n",
       "26          War     1407\n",
       "27      Western     2761"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_genres = df.drop(['plot', 'title'], axis=1)\n",
    "counts = []\n",
    "categories = list(df_genres.columns.values)\n",
    "for i in categories:\n",
    "    counts.append((i, df_genres[i].sum()))\n",
    "df_stats = pd.DataFrame(counts, columns=['genre', '#movies'])\n",
    "df_stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x123646c10>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5GRrB0WloBEenoREcnYZGcHQu1Xjf7u7uIg98t50/f34L2NnZ2WFra2u2854+fZoHHnhg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b6irl7uITwyhgJJqzIykX2YCPa83/Y15fgHgG8AVYJnRBr4tYwY3d/e55xLgZplpkPx2Szlmp33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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1105cddd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_stats.plot(x='genre', y='#movies', kind='bar', legend=False, grid=True, figsize=(15, 8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since the `Lifestyle` has 0 instances we can just remove it from the data set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df.drop('Lifestyle', axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One thing that notice when working with this dataset is that there are plots written in different languages. Let's use [langedetect](https://pypi.python.org/pypi/langdetect?) tool to identify the language in which the plots are written"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "en    117196\n",
       "nl       120\n",
       "de        14\n",
       "da         6\n",
       "it         6\n",
       "pt         2\n",
       "fr         2\n",
       "no         2\n",
       "hu         1\n",
       "es         1\n",
       "sl         1\n",
       "sv         1\n",
       "Name: plot_lang, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from langdetect import detect\n",
    "df['plot_lang'] = df.apply(lambda row: detect(row['plot'].decode(\"utf8\")), axis=1)\n",
    "df['plot_lang'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There other languages besides English, let's just keep English plots, and save this to a new file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = df[df.plot_lang.isin(['en'])]\n",
    "df.to_csv(\"movies_genres_en.csv\", sep='\\t', encoding='utf-8')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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