analyze_movies_from_omdb.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ok\n"
     ]
    }
   ],
   "source": [
    "import pandas\n",
    "import numpy as np\n",
    "import os\n",
    "from pprint import pprint\n",
    "import time\n",
    "from matplotlib import pyplot as plt\n",
    "print('ok')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading omdb_0k_100k.csv...\n",
      "Reading omdb_100k_200k.csv...\n",
      "Reading omdb_1800k_1900k.csv...\n",
      "Reading omdb_3700k_3800k.csv...\n",
      "Read 398,750 movies in 10 seconds.\n",
      "Done!\n"
     ]
    }
   ],
   "source": [
    "s = time.time()\n",
    "somefiles = ['omdb_0k_100k.csv', 'omdb_100k_200k.csv', 'omdb_1800k_1900k.csv', 'omdb_3700k_3800k.csv']\n",
    "for i in range(0, len(somefiles)):\n",
    "    print('Reading {:}...'.format(somefiles[i]))\n",
    "    if (i == 0):\n",
    "        movies_df = pandas.read_csv(somefiles[i], low_memory=False, index_col='imdb_id', encoding='utf-8')\n",
    "    else:\n",
    "        movies_df = movies_df.append(pandas.read_csv(somefiles[i], low_memory=False, index_col='imdb_id', encoding='utf-8'), sort=True)\n",
    "e = time.time()\n",
    "print('Read {0:,.0f} movies in {1:,.0f} seconds.'.format(len(movies_df), e-s))\n",
    "print('Done!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\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>imdb_id</th>\n",
       "      <th>1825683</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Actors</th>\n",
       "      <td>Chadwick Boseman, Michael B. Jordan, Lupita Ny...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Awards</th>\n",
       "      <td>14 nominations.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BoxOffice</th>\n",
       "      <td>$501,105,037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Country</th>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DVD</th>\n",
       "      <td>15 May 2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Director</th>\n",
       "      <td>Ryan Coogler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Episode</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Error</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Genre</th>\n",
       "      <td>Action, Adventure, Sci-Fi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Language</th>\n",
       "      <td>Swahili, Nama, English, Xhosa, Korean</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Metascore</th>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Plot</th>\n",
       "      <td>T'Challa, the King of Wakanda, rises to the th...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Poster</th>\n",
       "      <td>https://ia.media-imdb.com/images/M/MV5BMTg1MTY...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Production</th>\n",
       "      <td>Marvel Studios</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rated</th>\n",
       "      <td>PG-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ratings</th>\n",
       "      <td>[{'Source': 'Internet Movie Database', 'Value'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Released</th>\n",
       "      <td>16 Feb 2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Response</th>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Runtime</th>\n",
       "      <td>134 min</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Season</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Title</th>\n",
       "      <td>Black Panther</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Type</th>\n",
       "      <td>movie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Website</th>\n",
       "      <td>https://www.facebook.com/BlackPantherMovie/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Writer</th>\n",
       "      <td>Ryan Coogler, Joe Robert Cole, Stan Lee (based...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year</th>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>imdbID</th>\n",
       "      <td>tt1825683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>imdbRating</th>\n",
       "      <td>7.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>imdbVotes</th>\n",
       "      <td>247,680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>retrieved_at</th>\n",
       "      <td>1.52822e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>seriesID</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>totalSeasons</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "imdb_id                                                 1825683\n",
       "Actors        Chadwick Boseman, Michael B. Jordan, Lupita Ny...\n",
       "Awards                                          14 nominations.\n",
       "BoxOffice                                          $501,105,037\n",
       "Country                                                     USA\n",
       "DVD                                                 15 May 2018\n",
       "Director                                           Ryan Coogler\n",
       "Episode                                                     NaN\n",
       "Error                                                       NaN\n",
       "Genre                                 Action, Adventure, Sci-Fi\n",
       "Language                  Swahili, Nama, English, Xhosa, Korean\n",
       "Metascore                                                    88\n",
       "Plot          T'Challa, the King of Wakanda, rises to the th...\n",
       "Poster        https://ia.media-imdb.com/images/M/MV5BMTg1MTY...\n",
       "Production                                       Marvel Studios\n",
       "Rated                                                     PG-13\n",
       "Ratings       [{'Source': 'Internet Movie Database', 'Value'...\n",
       "Released                                            16 Feb 2018\n",
       "Response                                                   True\n",
       "Runtime                                                 134 min\n",
       "Season                                                      NaN\n",
       "Title                                             Black Panther\n",
       "Type                                                      movie\n",
       "Website             https://www.facebook.com/BlackPantherMovie/\n",
       "Writer        Ryan Coogler, Joe Robert Cole, Stan Lee (based...\n",
       "Year                                                       2018\n",
       "imdbID                                                tt1825683\n",
       "imdbRating                                                  7.7\n",
       "imdbVotes                                               247,680\n",
       "retrieved_at                                        1.52822e+09\n",
       "seriesID                                                    NaN\n",
       "totalSeasons                                                NaN"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_df[movies_df['Title'] == 'Black Panther'].T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MzCzTyGNCByWdkfR6Ve3PJP1M0qH0ur1q3gOShiS9KWltVb031YYkba2qr5C0X9IxSd+WtKCZG2hmZlPXyJ7D00BvjfpjEbEqvfYASFoJbAA+lZb5uqR5kuYBTwC3ASuBu1JbgK+mdXUB54DNM9kgMzObubrhEBE/BM7Wa5esA3ZExAcR8RaV50jfmF5DEXE8Ij4EdgDrJAm4BXg2Lb8dWD/FbTAzsyabyV9lvU/S3cBBoD8izgFLgZeq2gynGsDJCfWbgE8A70bEaI32GUl9QB9AR0cH5XJ5Bt0v3sjIyJzfhmaZjbHo7x6t36hNdSyc2/1vtsnG41L8+WnV/xvTDYcngYeBSF8fBX4fUI22Qe09lLhA+5oiYgAYAOjp6YlSqTSlTrebcrnMXN+GZpmNsbhnDv/J7v7uUR497L+oP2ay8TixsdT6zhSsVf9vTOu7LyLeGXsv6a+A59LkMLC8quky4FR6X6v+c2CRpPlp76G6vZmZFWRal7JKWlI1+bvA2JVMu4ENki6XtALoAl4GDgBd6cqkBVROWu+OiABeBD6Xlt8E7JpOn8zMrHnq7jlI+hZQAq6WNAw8CJQkraJyCOgE8IcAEXFE0k7gDWAU2BIRH6X13AfsBeYBgxFxJH3El4Adkr4CvAo81bStMzOzaakbDhFxV43ypP+BR8Q2YFuN+h5gT436cSpXM5mZWZvwHdJmZpZxOJiZWcbhYGZmGYeDmZllHA5mZpZxOJiZWcbhYGZmGYeDmZllHA5mZpZxOJiZWcbhYGZmGYeDmZllHA5mZpZxOJiZWcbhYGZmGYeDmZll6oaDpEFJZyS9XlW7StI+ScfS18WpLkmPSxqS9JqkG6qW2ZTaH5O0qar+GUmH0zKPS1KzN9LMzKamkT2Hp4HeCbWtwPMR0QU8n6YBbqPy3OguoA94EiphQuXxojdReerbg2OBktr0VS038bPMzKzF6oZDRPwQODuhvA7Ynt5vB9ZX1Z+JipeARZKWAGuBfRFxNiLOAfuA3jTvyoj4cUQE8EzVuszMrCDTPefQERGnAdLXa1N9KXCyqt1wql2oPlyjbmZmBZrf5PXVOl8Q06jXXrnUR+UQFB0dHZTL5Wl0sX2MjIzM+W1oltkYi/7u0aaur5U6Fs7t/jfbZONxKf78tOr/jemGwzuSlkTE6XRo6EyqDwPLq9otA06lemlCvZzqy2q0rykiBoABgJ6eniiVSpM1nRPK5TJzfRuaZTbG4p6t32/q+lqpv3uURw83+3e3uWuy8TixsdT6zhSsVf9vTPew0m5g7IqjTcCuqvrd6aql1cB76bDTXmCNpMXpRPQaYG+a976k1ekqpbur1mVmZgWp+6uJpG9R+a3/aknDVK46egTYKWkz8DZwZ2q+B7gdGAJ+BdwLEBFnJT0MHEjtHoqIsZPcX6ByRdRC4AfpZWZmBaobDhFx1ySzbq3RNoAtk6xnEBisUT8IXFevH2Zm1jq+Q9rMzDIOBzMzyzgczMws43AwM7OMw8HMzDIOBzMzy/gWTJtVnQ3epdzfPTqn72g2u9h4z8HMzDIOBzMzyzgczMws43AwM7OMT0ib2ZzV6AUPs+HEI3cU9tmt4D0HMzPLOBzMzCzjcDAzs4zDwczMMjMKB0knJB2WdEjSwVS7StI+ScfS18WpLkmPSxqS9JqkG6rWsym1PyZp02SfZ2ZmrdGMPYf/EhGrIqInTW8Fno+ILuD5NA1wG9CVXn3Ak1AJEyqPHr0JuBF4cCxQzMysGLNxWGkdsD293w6sr6o/ExUvAYskLQHWAvsi4mxEnAP2Ab2z0C8zM2vQTMMhgL+T9IqkvlTriIjTAOnrtam+FDhZtexwqk1WNzOzgsz0JribI+KUpGuBfZJ+eoG2qlGLC9TzFVQCqA+go6ODcrk8xe62l5GRkTm/DfX0d4821K5jYeNtLwUej/HacTyK+tlt1f8bMwqHiDiVvp6R9D0q5wzekbQkIk6nw0ZnUvNhYHnV4suAU6lemlAvT/J5A8AAQE9PT5RKpVrN5oxyucxc34Z6Gv0z3P3dozx62Dfsj/F4jNeO43FiY6mQz23V/xvTPqwk6QpJ/2bsPbAGeB3YDYxdcbQJ2JXe7wbuTlctrQbeS4ed9gJrJC1OJ6LXpJqZmRVkJlHcAXxP0th6/ndE/K2kA8BOSZuBt4E7U/s9wO3AEPAr4F6AiDgr6WHgQGr3UEScnUG/zMxshqYdDhFxHPh0jfo/A7fWqAewZZJ1DQKD0+2LmZk1l++QNjOzjMPBzMwyDgczM8s4HMzMLONwMDOzjMPBzMwy7XXLoc2aIp+1a2Zzj/cczMws43AwM7OMw8HMzDIOBzMzyzgczMws43AwM7OMw8HMzDIOBzMzy/gmuBaaeCNaf/dow4/RNDNrpbbZc5DUK+lNSUOSthbdHzOzS1lb7DlImgc8AfxXYBg4IGl3RLxRbM/MzGor6k/SPN17RUs+p132HG4EhiLieER8COwA1hXcJzOzS1Zb7DkAS4GTVdPDwE2z9WH+I3RmZhemiCi6D0i6E1gbEX+Qpj8P3BgRfzShXR/QlyZ/C3izpR1tvquBnxfdiTbhsRjP4zGex+O8mY7Fv4uIa+o1apc9h2FgedX0MuDUxEYRMQAMtKpTs03SwYjoKbof7cBjMZ7HYzyPx3mtGot2OedwAOiStELSAmADsLvgPpmZXbLaYs8hIkYl3QfsBeYBgxFxpOBumZldstoiHAAiYg+wp+h+tNhFc4isCTwW43k8xvN4nNeSsWiLE9JmZtZe2uWcg5mZtRGHQ4tJWi7pRUlHJR2RdH/RfWoHkuZJelXSc0X3pWiSFkl6VtJP0/fJfyy6T0WR9Cfp5+R1Sd+S9LGi+9RKkgYlnZH0elXtKkn7JB1LXxfPxmc7HFpvFOiPiE8Cq4EtklYW3Kd2cD9wtOhOtIn/CfxtRPwH4NNcouMiaSnwx0BPRFxH5WKVDcX2quWeBnon1LYCz0dEF/B8mm46h0OLRcTpiPhJev8+lR/8pcX2qliSlgF3AN8oui9Fk3Ql8J+BpwAi4sOIeLfYXhVqPrBQ0nzg16lx/9PFLCJ+CJydUF4HbE/vtwPrZ+OzHQ4FktQJXA/sL7YnhftL4E+Bfy26I23g3wP/BPx1Osz2DUmt+UtrbSYifgb8BfA2cBp4LyL+rthetYWOiDgNlV82gWtn40McDgWR9HHgO8AXI+IXRfenKJJ+GzgTEa8U3Zc2MR+4AXgyIq4HfsksHTZod+lY+jpgBfBvgSsk/V6xvbp0OBwKIOkyKsHwzYj4btH9KdjNwO9IOkHlr/HeIul/FdulQg0DwxExtjf5LJWwuBR9FngrIv4pIv4v8F3gPxXcp3bwjqQlAOnrmdn4EIdDi0kSlePJRyPia0X3p2gR8UBELIuITionG1+IiEv2t8OI+EfgpKTfSqVbgUv1uSZvA6sl/Xr6ubmVS/Tk/AS7gU3p/SZg12x8SNvcIX0JuRn4PHBY0qFU+3K6Q9wM4I+Ab6a/M3YcuLfg/hQiIvZLehb4CZWr/F7lErtTWtK3gBJwtaRh4EHgEWCnpM1UAvTOWfls3yFtZmYT+bCSmZllHA5mZpZxOJiZWcbhYGZmGYeDmZllHA5mZpZxOJiZWcbhYGZmmf8HrwQK2GqVkh8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "movies_df['imdbRating'].dropna().hist()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "movies_df.plot.scatter('imdbRating','Metascore')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}