read multiple sheets from google sheets.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# read multiple sheets from Google Sheets\n",
    "* Google sheets: Guardian Greatest film of all time https://docs.google.com/spreadsheets/d/15PUfhKBAGs-_z3sGaH10AwyjYEKHLQlJUlrAEDK6jVw/edit?usp=sharing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "* author:  [Prasert Kanawattanachai](prasert.k@chula.ac.th)\n",
    "* YouTube: https://www.youtube.com/prasertcbs\n",
    "* [Chulalongkorn Business School](https://www.cbs.chula.ac.th/en/)\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"720\"\n",
       "            height=\"405\"\n",
       "            src=\"https://www.youtube.com/embed/bwdg6uHiCAM\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x205a28c7048>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import YouTubeVideo\n",
    "YouTubeVideo('bwdg6uHiCAM', width=720, height=405)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pandas   version = 1.1.5\n",
      "2021-01-12 13:37:20.642214\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "print(f'pandas   version = {pd.__version__}')\n",
    "print(pd.Timestamp.now())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## pandas a specific sheet\n",
    "* Google sheets: https://docs.google.com/spreadsheets/d/15PUfhKBAGs-_z3sGaH10AwyjYEKHLQlJUlrAEDK6jVw/edit#gid=0\n",
    "* enable sharing mode in Google Sheets\n",
    "* copy Google Sheets URL\n",
    "* pass sheet_name = # if sheet_name = None, read all sheets into dict {key: df}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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></th>\n",
       "      <th>Entry</th>\n",
       "      <th>Film</th>\n",
       "      <th>Director</th>\n",
       "      <th>Leading actors</th>\n",
       "      <th>Year of cinema release</th>\n",
       "      <th>Oscars won</th>\n",
       "      <th>IMDB link</th>\n",
       "      <th>Guardian film page</th>\n",
       "      <th>Country</th>\n",
       "      <th>Unnamed: 9</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Chinatown</td>\n",
       "      <td>Roman Polanski</td>\n",
       "      <td>Faye Dunaway, Jack Nicholson, John Huston</td>\n",
       "      <td>1974</td>\n",
       "      <td>1.0</td>\n",
       "      <td>http://www.imdb.com/title/tt0071315/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36302/chi...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Touch of Evil</td>\n",
       "      <td>Orson Welles</td>\n",
       "      <td>Charlton Heston, Janet Leigh, Marlene Dietrich...</td>\n",
       "      <td>1958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0052311/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36217/tou...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Vertigo</td>\n",
       "      <td>Alfred Hitchcock</td>\n",
       "      <td>Barbara Bel Geddes, James Stewart, Kim Novak</td>\n",
       "      <td>1958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0052357/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/34909/ver...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Badlands</td>\n",
       "      <td>Terrence Malik</td>\n",
       "      <td>Alan Vint, Martin Sheen, Ramon Bieri, Sissy Sp...</td>\n",
       "      <td>1973</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0069762/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/76181/bad...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Rashomon</td>\n",
       "      <td>Akira Kurosawa</td>\n",
       "      <td>Machiko Kyo, Masayuki Mori, Toshiro Mifune</td>\n",
       "      <td>1950</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0042876/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/83179/ras...</td>\n",
       "      <td>Japan</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Double Indemnity</td>\n",
       "      <td>Billy Wilder</td>\n",
       "      <td>Porter Hall, Jean Heather, Byron Barr, Richard...</td>\n",
       "      <td>1944</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0036775/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36162/dou...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Get Carter</td>\n",
       "      <td>Mike Hodges</td>\n",
       "      <td>Brian Mosley, Britt Ekland, Geraldine Moffatt,...</td>\n",
       "      <td>1971</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0067128/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36294/get...</td>\n",
       "      <td>UK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>Pulp Fiction</td>\n",
       "      <td>Quentin Tarantino</td>\n",
       "      <td>Amanda Plummer, Bruce Willis, Eric Stoltz, Har...</td>\n",
       "      <td>1994</td>\n",
       "      <td>1.0</td>\n",
       "      <td>http://www.imdb.com/title/tt0110912/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/56612/pul...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Hidden</td>\n",
       "      <td>Michael Haneke</td>\n",
       "      <td>Annie Girardot, Daniel Auteuil, Juliette Binoc...</td>\n",
       "      <td>2005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0387898/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/108597/hi...</td>\n",
       "      <td>France</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Goodfellas</td>\n",
       "      <td>Martin Scorsese</td>\n",
       "      <td>Frank Vincent, Joe Pesci, Lorraine Bracco, Ra...</td>\n",
       "      <td>1990</td>\n",
       "      <td>1.0</td>\n",
       "      <td>http://www.imdb.com/title/tt0099685/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/37702/goo...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>The Conversation</td>\n",
       "      <td>Francis Coppola, Francis Ford Coppola</td>\n",
       "      <td>Allen Garfield, Gene Hackman, John Cazale</td>\n",
       "      <td>1974</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0071360/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/77114/con...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Bonnie &amp; Clyde</td>\n",
       "      <td>Arthur Penn</td>\n",
       "      <td>Faye Dunaway, Gene Hackman, Michael J Pollard,...</td>\n",
       "      <td>1967</td>\n",
       "      <td>2.0</td>\n",
       "      <td>http://www.imdb.com/title/tt0061418/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/76253/bon...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>The Killing</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>Coleen Gray, Elisha Cook Junior, Jay C Flippe...</td>\n",
       "      <td>1956</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0049406/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/87920/kil...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>French Connection</td>\n",
       "      <td>William Friedkin</td>\n",
       "      <td>Fernando Rey, Gene Hackman, Roy Schieder, Tony...</td>\n",
       "      <td>1971</td>\n",
       "      <td>5.0</td>\n",
       "      <td>http://www.imdb.com/title/tt0067116/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36293/fre...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>The Big Sleep</td>\n",
       "      <td>Howard Hawkes</td>\n",
       "      <td>Bob Steele, Elisha Cook Jr, Elisha Cook Jr., H...</td>\n",
       "      <td>1946</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0038355/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/34621/big...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>La Ceremonie</td>\n",
       "      <td>Claude Chabrol</td>\n",
       "      <td>Isabelle Huppert, Jacqueline Bisset, Sandrine ...</td>\n",
       "      <td>1995</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0112769/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/80763/cer...</td>\n",
       "      <td>France</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Point Blank</td>\n",
       "      <td>John Boorman</td>\n",
       "      <td>Angie Dickinson, Keenan Wynn, Lee Marvin</td>\n",
       "      <td>1967</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0062138/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36266/poi...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Hard Boiled</td>\n",
       "      <td>John Woo</td>\n",
       "      <td>Chow Yun Fat, Tony Leung</td>\n",
       "      <td>1992</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0104684/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/82687/har...</td>\n",
       "      <td>Hong Kong</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>Long Good Friday</td>\n",
       "      <td>John McKenzie</td>\n",
       "      <td>Bob Hoskins, Bryan Marshall, Dave King, Helen ...</td>\n",
       "      <td>1980</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0081070/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36322/lon...</td>\n",
       "      <td>UK</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>A Prophet</td>\n",
       "      <td>Jacques Audiard</td>\n",
       "      <td>Adel Bencherif, Niels Arestrup, Tahar Rahim, T...</td>\n",
       "      <td>2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt1235166/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/129970/pr...</td>\n",
       "      <td>France</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>Heat</td>\n",
       "      <td>Michael Mann</td>\n",
       "      <td>Al Pacino, Ashley Judd, Jon Voight, Robert De ...</td>\n",
       "      <td>1995</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0113277/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/60365/heat</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>20</td>\n",
       "      <td>Scarface (1983)</td>\n",
       "      <td>Brian De Palma</td>\n",
       "      <td>Al Pacino, Mary Elizabeth Mastrantonio, Michel...</td>\n",
       "      <td>1983</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0086250/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/78370/sca...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Miller’s Crossing</td>\n",
       "      <td>Joel Coen</td>\n",
       "      <td>Albert Finney, Gabriel Byrne, Marcia Gay Harden</td>\n",
       "      <td>1990</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0100150/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/78569/mil...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Postman Always Rings Twice  (1942)</td>\n",
       "      <td>Tay Garnett</td>\n",
       "      <td>Cecil Kellaway, John Garfield, Lana Turner</td>\n",
       "      <td>1946</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0038854/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/90190/pos...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>Jour Se Leve</td>\n",
       "      <td>Marcel Carne</td>\n",
       "      <td>Annabella, Arletty, Jean Gabin</td>\n",
       "      <td>1939</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0031514/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/76684/jou...</td>\n",
       "      <td>France</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Entry                                Film  \\\n",
       "0       1                           Chinatown   \n",
       "1       2                       Touch of Evil   \n",
       "2       3                             Vertigo   \n",
       "3       4                            Badlands   \n",
       "4       5                            Rashomon   \n",
       "5       6                    Double Indemnity   \n",
       "6       7                          Get Carter   \n",
       "7       8                        Pulp Fiction   \n",
       "8       9                              Hidden   \n",
       "9      10                          Goodfellas   \n",
       "10     11                    The Conversation   \n",
       "11     12                      Bonnie & Clyde   \n",
       "12     13                         The Killing   \n",
       "13     14                   French Connection   \n",
       "14     15                       The Big Sleep   \n",
       "15     16                        La Ceremonie   \n",
       "16     17                         Point Blank   \n",
       "17     18                         Hard Boiled   \n",
       "18     19                    Long Good Friday   \n",
       "19     20                           A Prophet   \n",
       "20     20                                Heat   \n",
       "21     20                     Scarface (1983)   \n",
       "22     23                   Miller’s Crossing   \n",
       "23     24  Postman Always Rings Twice  (1942)   \n",
       "24     25                        Jour Se Leve   \n",
       "\n",
       "                                 Director  \\\n",
       "0                          Roman Polanski   \n",
       "1                            Orson Welles   \n",
       "2                        Alfred Hitchcock   \n",
       "3                          Terrence Malik   \n",
       "4                          Akira Kurosawa   \n",
       "5                            Billy Wilder   \n",
       "6                             Mike Hodges   \n",
       "7                       Quentin Tarantino   \n",
       "8                          Michael Haneke   \n",
       "9                         Martin Scorsese   \n",
       "10  Francis Coppola, Francis Ford Coppola   \n",
       "11                            Arthur Penn   \n",
       "12                        Stanley Kubrick   \n",
       "13                       William Friedkin   \n",
       "14                          Howard Hawkes   \n",
       "15                         Claude Chabrol   \n",
       "16                           John Boorman   \n",
       "17                               John Woo   \n",
       "18                          John McKenzie   \n",
       "19                       Jacques Audiard    \n",
       "20                           Michael Mann   \n",
       "21                         Brian De Palma   \n",
       "22                              Joel Coen   \n",
       "23                            Tay Garnett   \n",
       "24                           Marcel Carne   \n",
       "\n",
       "                                       Leading actors  Year of cinema release  \\\n",
       "0           Faye Dunaway, Jack Nicholson, John Huston                    1974   \n",
       "1   Charlton Heston, Janet Leigh, Marlene Dietrich...                    1958   \n",
       "2        Barbara Bel Geddes, James Stewart, Kim Novak                    1958   \n",
       "3   Alan Vint, Martin Sheen, Ramon Bieri, Sissy Sp...                    1973   \n",
       "4          Machiko Kyo, Masayuki Mori, Toshiro Mifune                    1950   \n",
       "5   Porter Hall, Jean Heather, Byron Barr, Richard...                    1944   \n",
       "6   Brian Mosley, Britt Ekland, Geraldine Moffatt,...                    1971   \n",
       "7   Amanda Plummer, Bruce Willis, Eric Stoltz, Har...                    1994   \n",
       "8   Annie Girardot, Daniel Auteuil, Juliette Binoc...                    2005   \n",
       "9    Frank Vincent, Joe Pesci, Lorraine Bracco, Ra...                    1990   \n",
       "10          Allen Garfield, Gene Hackman, John Cazale                    1974   \n",
       "11  Faye Dunaway, Gene Hackman, Michael J Pollard,...                    1967   \n",
       "12   Coleen Gray, Elisha Cook Junior, Jay C Flippe...                    1956   \n",
       "13  Fernando Rey, Gene Hackman, Roy Schieder, Tony...                    1971   \n",
       "14  Bob Steele, Elisha Cook Jr, Elisha Cook Jr., H...                    1946   \n",
       "15  Isabelle Huppert, Jacqueline Bisset, Sandrine ...                    1995   \n",
       "16           Angie Dickinson, Keenan Wynn, Lee Marvin                    1967   \n",
       "17                           Chow Yun Fat, Tony Leung                    1992   \n",
       "18  Bob Hoskins, Bryan Marshall, Dave King, Helen ...                    1980   \n",
       "19  Adel Bencherif, Niels Arestrup, Tahar Rahim, T...                    2009   \n",
       "20  Al Pacino, Ashley Judd, Jon Voight, Robert De ...                    1995   \n",
       "21  Al Pacino, Mary Elizabeth Mastrantonio, Michel...                    1983   \n",
       "22    Albert Finney, Gabriel Byrne, Marcia Gay Harden                    1990   \n",
       "23         Cecil Kellaway, John Garfield, Lana Turner                    1946   \n",
       "24                     Annabella, Arletty, Jean Gabin                    1939   \n",
       "\n",
       "    Oscars won                             IMDB link  \\\n",
       "0          1.0  http://www.imdb.com/title/tt0071315/   \n",
       "1          NaN  http://www.imdb.com/title/tt0052311/   \n",
       "2          NaN  http://www.imdb.com/title/tt0052357/   \n",
       "3          NaN  http://www.imdb.com/title/tt0069762/   \n",
       "4          NaN  http://www.imdb.com/title/tt0042876/   \n",
       "5          NaN  http://www.imdb.com/title/tt0036775/   \n",
       "6          NaN  http://www.imdb.com/title/tt0067128/   \n",
       "7          1.0  http://www.imdb.com/title/tt0110912/   \n",
       "8          NaN  http://www.imdb.com/title/tt0387898/   \n",
       "9          1.0  http://www.imdb.com/title/tt0099685/   \n",
       "10         NaN  http://www.imdb.com/title/tt0071360/   \n",
       "11         2.0  http://www.imdb.com/title/tt0061418/   \n",
       "12         NaN  http://www.imdb.com/title/tt0049406/   \n",
       "13         5.0  http://www.imdb.com/title/tt0067116/   \n",
       "14         NaN  http://www.imdb.com/title/tt0038355/   \n",
       "15         NaN  http://www.imdb.com/title/tt0112769/   \n",
       "16         NaN  http://www.imdb.com/title/tt0062138/   \n",
       "17         NaN  http://www.imdb.com/title/tt0104684/   \n",
       "18         NaN  http://www.imdb.com/title/tt0081070/   \n",
       "19         NaN  http://www.imdb.com/title/tt1235166/   \n",
       "20         NaN  http://www.imdb.com/title/tt0113277/   \n",
       "21         NaN  http://www.imdb.com/title/tt0086250/   \n",
       "22         NaN  http://www.imdb.com/title/tt0100150/   \n",
       "23         NaN  http://www.imdb.com/title/tt0038854/   \n",
       "24         NaN  http://www.imdb.com/title/tt0031514/   \n",
       "\n",
       "                                   Guardian film page    Country  Unnamed: 9  \n",
       "0   http://www.guardian.co.uk/film/movie/36302/chi...        USA         NaN  \n",
       "1   http://www.guardian.co.uk/film/movie/36217/tou...        USA         NaN  \n",
       "2   http://www.guardian.co.uk/film/movie/34909/ver...        USA         NaN  \n",
       "3   http://www.guardian.co.uk/film/movie/76181/bad...        USA         NaN  \n",
       "4   http://www.guardian.co.uk/film/movie/83179/ras...      Japan         NaN  \n",
       "5   http://www.guardian.co.uk/film/movie/36162/dou...        USA         NaN  \n",
       "6   http://www.guardian.co.uk/film/movie/36294/get...         UK         NaN  \n",
       "7   http://www.guardian.co.uk/film/movie/56612/pul...        USA         NaN  \n",
       "8   http://www.guardian.co.uk/film/movie/108597/hi...     France         NaN  \n",
       "9   http://www.guardian.co.uk/film/movie/37702/goo...        USA         NaN  \n",
       "10  http://www.guardian.co.uk/film/movie/77114/con...        USA         NaN  \n",
       "11  http://www.guardian.co.uk/film/movie/76253/bon...        USA         NaN  \n",
       "12  http://www.guardian.co.uk/film/movie/87920/kil...        USA         NaN  \n",
       "13  http://www.guardian.co.uk/film/movie/36293/fre...        USA         NaN  \n",
       "14  http://www.guardian.co.uk/film/movie/34621/big...        USA         NaN  \n",
       "15  http://www.guardian.co.uk/film/movie/80763/cer...     France         NaN  \n",
       "16  http://www.guardian.co.uk/film/movie/36266/poi...        USA         NaN  \n",
       "17  http://www.guardian.co.uk/film/movie/82687/har...  Hong Kong         NaN  \n",
       "18  http://www.guardian.co.uk/film/movie/36322/lon...         UK         NaN  \n",
       "19  http://www.guardian.co.uk/film/movie/129970/pr...     France         NaN  \n",
       "20    http://www.guardian.co.uk/film/movie/60365/heat        USA         NaN  \n",
       "21  http://www.guardian.co.uk/film/movie/78370/sca...        USA         NaN  \n",
       "22  http://www.guardian.co.uk/film/movie/78569/mil...        USA         NaN  \n",
       "23  http://www.guardian.co.uk/film/movie/90190/pos...        USA         NaN  \n",
       "24  http://www.guardian.co.uk/film/movie/76684/jou...     France         NaN  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# https://docs.google.com/spreadsheets/d/15PUfhKBAGs-_z3sGaH10AwyjYEKHLQlJUlrAEDK6jVw/edit?usp=sharing\n",
    "url='https://docs.google.com/spreadsheets/d/15PUfhKBAGs-_z3sGaH10AwyjYEKHLQlJUlrAEDK6jVw/export?format=xlsx'\n",
    "df=pd.read_excel(url, sheet_name=1, engine='openpyxl')\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## read multiple sheets by passing sheet index as list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3\n",
      "dict_keys([1, 2, 3])\n"
     ]
    }
   ],
   "source": [
    "dfs=pd.read_excel(url, sheet_name=list(range(1, 4)), engine='openpyxl')\n",
    "print(len(dfs))\n",
    "print(dfs.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4\n",
      "dict_keys([0, 2, 4, 5])\n"
     ]
    }
   ],
   "source": [
    "dfs=pd.read_excel(url, sheet_name=[0, 2, 4, 5], engine='openpyxl')\n",
    "print(len(dfs))\n",
    "print(dfs.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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></th>\n",
       "      <th>Entry</th>\n",
       "      <th>Film</th>\n",
       "      <th>Director</th>\n",
       "      <th>Leading actors</th>\n",
       "      <th>Year of cinema release</th>\n",
       "      <th>No of Oscars won</th>\n",
       "      <th>IMDB link</th>\n",
       "      <th>Guardian film page</th>\n",
       "      <th>Country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Brief Encounter</td>\n",
       "      <td>David Lean</td>\n",
       "      <td>Celia Johnson, Cyril Raymond, Stanley Holloway...</td>\n",
       "      <td>1945</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0037558/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/35664/bri...</td>\n",
       "      <td>UK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Casablanca</td>\n",
       "      <td>Michael Curtiz</td>\n",
       "      <td>Claude Rains, Humphrey Bogart, Ingrid Bergman,...</td>\n",
       "      <td>1942</td>\n",
       "      <td>3.0</td>\n",
       "      <td>http://www.imdb.com/title/tt0034583/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36156/cas...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Before Sunrise</td>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>Ethan Hawke and Julie Delpy</td>\n",
       "      <td>1995</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0112471/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/58808/bef...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Before Sunset</td>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>Ethan Hawke and Julie Delpy</td>\n",
       "      <td>2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0381681/awards</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/101181/be...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Breathless</td>\n",
       "      <td>Jean-Luc Godard</td>\n",
       "      <td>Jean Seberg, Jean-Paul Belmondo</td>\n",
       "      <td>1960</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0053472/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36219/a-b...</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>In the Mood for Love</td>\n",
       "      <td>Kar Wai Wong</td>\n",
       "      <td>Maggie Cheung Man-Yuk, Rebecca Pan, Tony Leung...</td>\n",
       "      <td>2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0118694/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/85442/in....</td>\n",
       "      <td>Hong Kong</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>The Apartment</td>\n",
       "      <td>Billy Wilder</td>\n",
       "      <td>Fred MacMurray, Jack Lemmon, Ray Walston, Shir...</td>\n",
       "      <td>1960</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0053604/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36225/apa...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>Hannah &amp; Her Sisters</td>\n",
       "      <td>Woody Allen</td>\n",
       "      <td>Barbara Hershey, Carrie Fisher, Dianne Wiest, ...</td>\n",
       "      <td>1986</td>\n",
       "      <td>3.0</td>\n",
       "      <td>http://www.imdb.com/title/tt0091167/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/89162/han...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>Eternal Sunshine of the Spotless Mind</td>\n",
       "      <td>Michel Gondry</td>\n",
       "      <td>Elijah Wood, Jim Carrey, Kate Winslet, Kirsten...</td>\n",
       "      <td>2004</td>\n",
       "      <td>1.0</td>\n",
       "      <td>http://www.imdb.com/title/tt0338013/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/100140/et...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>Room With a View</td>\n",
       "      <td>James Ivory</td>\n",
       "      <td>Helena Bonham Carter, Julian Sands, Maggie Smith</td>\n",
       "      <td>1985</td>\n",
       "      <td>3.0</td>\n",
       "      <td>http://www.imdb.com/title/tt0091867/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/77615/roo...</td>\n",
       "      <td>UK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>Jules et Jim</td>\n",
       "      <td>François Truffaut</td>\n",
       "      <td>Henri Serre, Jeanne Moreau, Oscar Werner, Oska...</td>\n",
       "      <td>1962</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0055032/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/76699/jul...</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>All That Heaven Allows</td>\n",
       "      <td>Douglas Sirk</td>\n",
       "      <td>Jane Wyman, Rock Hudson</td>\n",
       "      <td>1955</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0047811/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/94875/all...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>Gone with the Wind</td>\n",
       "      <td>Victor Fleming</td>\n",
       "      <td>Anne Rutherford, Clark Gable, Hattie McDaniel,...</td>\n",
       "      <td>1939</td>\n",
       "      <td>8.0</td>\n",
       "      <td>http://www.imdb.com/title/tt0031381/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36144/gon...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>An Affair to Remember</td>\n",
       "      <td>Leo McCarey</td>\n",
       "      <td>Cary Grant, Deborah Kerr, Richard Denning</td>\n",
       "      <td>1957</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0050105/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/82271/aff...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>Umbrellas of Cherbourg</td>\n",
       "      <td>Jaques Demy</td>\n",
       "      <td>Anne Vernon, Catherine Deneuve, Nino Castelnuovo</td>\n",
       "      <td>1964</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0058450/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/77848/umb...</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>Lost in Translation</td>\n",
       "      <td>Sofia Coppola</td>\n",
       "      <td>Bill Murray, Giovanni Ribisi, Scarlett Johansson</td>\n",
       "      <td>2003</td>\n",
       "      <td>1.0</td>\n",
       "      <td>http://www.imdb.com/title/tt0335266/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/96936/los...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>15</td>\n",
       "      <td>Roman Holiday</td>\n",
       "      <td>William Wyler</td>\n",
       "      <td>Audrey Hepburn, Gregory Peck</td>\n",
       "      <td>1953</td>\n",
       "      <td>3.0</td>\n",
       "      <td>http://www.imdb.com/title/tt0046250/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/96156/rom...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>15</td>\n",
       "      <td>Wall-E</td>\n",
       "      <td>Andrew Stanton</td>\n",
       "      <td>Ben Burtt, Fred Willard, Jeff Garlin, Kathy Na...</td>\n",
       "      <td>2008</td>\n",
       "      <td>1.0</td>\n",
       "      <td>http://www.imdb.com/title/tt0910970/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/125194/wa...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>My Night With Maud</td>\n",
       "      <td>Eric Rohmer</td>\n",
       "      <td>Francoise Fabian, Jean-Louis Trintignant</td>\n",
       "      <td>1969</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0064612/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/77331/my-...</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>Voyage to Italy</td>\n",
       "      <td>Roberto Rossellini</td>\n",
       "      <td>Ingrid Bergman</td>\n",
       "      <td>1954</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0046511/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/88522/voy...</td>\n",
       "      <td>Italy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>Dr Zhivago</td>\n",
       "      <td>David Lean</td>\n",
       "      <td>Geraldine Chaplin, Julie Christie, Omar Sharif</td>\n",
       "      <td>1965</td>\n",
       "      <td>5.0</td>\n",
       "      <td>http://www.imdb.com/title/tt0059113/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/78519/dr-...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>Harold &amp; Maude</td>\n",
       "      <td>Hal Ashby</td>\n",
       "      <td>Bud Cort, Cyril Cusack, Ruth Gordon, Vivian Pi...</td>\n",
       "      <td>1971</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0067185/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/78471/har...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>When Harry Met Sally</td>\n",
       "      <td>Rob Reiner</td>\n",
       "      <td>Billy Crystal, Bruno Kirby, Carrie Fisher, Meg...</td>\n",
       "      <td>1989</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0098635/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/75869/whe...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>Say Anything....</td>\n",
       "      <td>Cameron crowe</td>\n",
       "      <td>John Cusack, Ione Skye, John Mahoney</td>\n",
       "      <td>1989</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0098258/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>Fabulous Baker Boys</td>\n",
       "      <td>Steve Kloves</td>\n",
       "      <td>Beau Bridges, Jeff Bridges, Michelle Pfeiffer</td>\n",
       "      <td>1989</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0097322/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/134648/fa...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>A Matter of Life &amp; Death</td>\n",
       "      <td>Emeric Pressburger, Michael Powell</td>\n",
       "      <td>David Niven, Kim Hunter, Raymond Massey, Rich...</td>\n",
       "      <td>1946</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0038733/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36173/mat...</td>\n",
       "      <td>UK</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Entry                                   Film  \\\n",
       "0       1                        Brief Encounter   \n",
       "1       2                             Casablanca   \n",
       "2       3                         Before Sunrise   \n",
       "3       3                          Before Sunset   \n",
       "4       4                             Breathless   \n",
       "5       5                   In the Mood for Love   \n",
       "6       6                          The Apartment   \n",
       "7       7                   Hannah & Her Sisters   \n",
       "8       8  Eternal Sunshine of the Spotless Mind   \n",
       "9       9                       Room With a View   \n",
       "10     10                           Jules et Jim   \n",
       "11     11                 All That Heaven Allows   \n",
       "12     12                     Gone with the Wind   \n",
       "13     13                  An Affair to Remember   \n",
       "14     14                 Umbrellas of Cherbourg   \n",
       "15     15                    Lost in Translation   \n",
       "16     15                          Roman Holiday   \n",
       "17     15                                 Wall-E   \n",
       "18     18                     My Night With Maud   \n",
       "19     19                        Voyage to Italy   \n",
       "20     20                             Dr Zhivago   \n",
       "21     21                         Harold & Maude   \n",
       "22     22                   When Harry Met Sally   \n",
       "23     23                       Say Anything....   \n",
       "24     24                    Fabulous Baker Boys   \n",
       "25     25               A Matter of Life & Death   \n",
       "\n",
       "                               Director  \\\n",
       "0                           David Lean    \n",
       "1                        Michael Curtiz   \n",
       "2                     Richard Linklater   \n",
       "3                     Richard Linklater   \n",
       "4                       Jean-Luc Godard   \n",
       "5                          Kar Wai Wong   \n",
       "6                          Billy Wilder   \n",
       "7                          Woody Allen    \n",
       "8                         Michel Gondry   \n",
       "9                           James Ivory   \n",
       "10                    François Truffaut   \n",
       "11                         Douglas Sirk   \n",
       "12                       Victor Fleming   \n",
       "13                          Leo McCarey   \n",
       "14                         Jaques Demy    \n",
       "15                        Sofia Coppola   \n",
       "16                        William Wyler   \n",
       "17                       Andrew Stanton   \n",
       "18                          Eric Rohmer   \n",
       "19                   Roberto Rossellini   \n",
       "20                           David Lean   \n",
       "21                            Hal Ashby   \n",
       "22                           Rob Reiner   \n",
       "23                        Cameron crowe   \n",
       "24                         Steve Kloves   \n",
       "25   Emeric Pressburger, Michael Powell   \n",
       "\n",
       "                                       Leading actors  Year of cinema release  \\\n",
       "0   Celia Johnson, Cyril Raymond, Stanley Holloway...                    1945   \n",
       "1   Claude Rains, Humphrey Bogart, Ingrid Bergman,...                    1942   \n",
       "2                         Ethan Hawke and Julie Delpy                    1995   \n",
       "3                         Ethan Hawke and Julie Delpy                    2004   \n",
       "4                     Jean Seberg, Jean-Paul Belmondo                    1960   \n",
       "5   Maggie Cheung Man-Yuk, Rebecca Pan, Tony Leung...                    2000   \n",
       "6   Fred MacMurray, Jack Lemmon, Ray Walston, Shir...                    1960   \n",
       "7   Barbara Hershey, Carrie Fisher, Dianne Wiest, ...                    1986   \n",
       "8   Elijah Wood, Jim Carrey, Kate Winslet, Kirsten...                    2004   \n",
       "9    Helena Bonham Carter, Julian Sands, Maggie Smith                    1985   \n",
       "10  Henri Serre, Jeanne Moreau, Oscar Werner, Oska...                    1962   \n",
       "11                            Jane Wyman, Rock Hudson                    1955   \n",
       "12  Anne Rutherford, Clark Gable, Hattie McDaniel,...                    1939   \n",
       "13          Cary Grant, Deborah Kerr, Richard Denning                    1957   \n",
       "14   Anne Vernon, Catherine Deneuve, Nino Castelnuovo                    1964   \n",
       "15   Bill Murray, Giovanni Ribisi, Scarlett Johansson                    2003   \n",
       "16                       Audrey Hepburn, Gregory Peck                    1953   \n",
       "17  Ben Burtt, Fred Willard, Jeff Garlin, Kathy Na...                    2008   \n",
       "18           Francoise Fabian, Jean-Louis Trintignant                    1969   \n",
       "19                                     Ingrid Bergman                    1954   \n",
       "20     Geraldine Chaplin, Julie Christie, Omar Sharif                    1965   \n",
       "21  Bud Cort, Cyril Cusack, Ruth Gordon, Vivian Pi...                    1971   \n",
       "22  Billy Crystal, Bruno Kirby, Carrie Fisher, Meg...                    1989   \n",
       "23               John Cusack, Ione Skye, John Mahoney                    1989   \n",
       "24      Beau Bridges, Jeff Bridges, Michelle Pfeiffer                    1989   \n",
       "25   David Niven, Kim Hunter, Raymond Massey, Rich...                    1946   \n",
       "\n",
       "    No of Oscars won                                   IMDB link  \\\n",
       "0                NaN        http://www.imdb.com/title/tt0037558/   \n",
       "1                3.0        http://www.imdb.com/title/tt0034583/   \n",
       "2                NaN        http://www.imdb.com/title/tt0112471/   \n",
       "3                NaN  http://www.imdb.com/title/tt0381681/awards   \n",
       "4                NaN        http://www.imdb.com/title/tt0053472/   \n",
       "5                NaN        http://www.imdb.com/title/tt0118694/   \n",
       "6                NaN        http://www.imdb.com/title/tt0053604/   \n",
       "7                3.0        http://www.imdb.com/title/tt0091167/   \n",
       "8                1.0        http://www.imdb.com/title/tt0338013/   \n",
       "9                3.0        http://www.imdb.com/title/tt0091867/   \n",
       "10               NaN        http://www.imdb.com/title/tt0055032/   \n",
       "11               NaN        http://www.imdb.com/title/tt0047811/   \n",
       "12               8.0        http://www.imdb.com/title/tt0031381/   \n",
       "13               NaN        http://www.imdb.com/title/tt0050105/   \n",
       "14               NaN        http://www.imdb.com/title/tt0058450/   \n",
       "15               1.0        http://www.imdb.com/title/tt0335266/   \n",
       "16               3.0        http://www.imdb.com/title/tt0046250/   \n",
       "17               1.0        http://www.imdb.com/title/tt0910970/   \n",
       "18               NaN        http://www.imdb.com/title/tt0064612/   \n",
       "19               NaN        http://www.imdb.com/title/tt0046511/   \n",
       "20               5.0        http://www.imdb.com/title/tt0059113/   \n",
       "21               NaN        http://www.imdb.com/title/tt0067185/   \n",
       "22               NaN        http://www.imdb.com/title/tt0098635/   \n",
       "23               NaN        http://www.imdb.com/title/tt0098258/   \n",
       "24               NaN        http://www.imdb.com/title/tt0097322/   \n",
       "25               NaN        http://www.imdb.com/title/tt0038733/   \n",
       "\n",
       "                                   Guardian film page    Country  \n",
       "0   http://www.guardian.co.uk/film/movie/35664/bri...         UK  \n",
       "1   http://www.guardian.co.uk/film/movie/36156/cas...        USA  \n",
       "2   http://www.guardian.co.uk/film/movie/58808/bef...        USA  \n",
       "3   http://www.guardian.co.uk/film/movie/101181/be...        USA  \n",
       "4   http://www.guardian.co.uk/film/movie/36219/a-b...     France  \n",
       "5   http://www.guardian.co.uk/film/movie/85442/in....  Hong Kong  \n",
       "6   http://www.guardian.co.uk/film/movie/36225/apa...        USA  \n",
       "7   http://www.guardian.co.uk/film/movie/89162/han...        USA  \n",
       "8   http://www.guardian.co.uk/film/movie/100140/et...        USA  \n",
       "9   http://www.guardian.co.uk/film/movie/77615/roo...         UK  \n",
       "10  http://www.guardian.co.uk/film/movie/76699/jul...     France  \n",
       "11  http://www.guardian.co.uk/film/movie/94875/all...        USA  \n",
       "12  http://www.guardian.co.uk/film/movie/36144/gon...        USA  \n",
       "13  http://www.guardian.co.uk/film/movie/82271/aff...        USA  \n",
       "14  http://www.guardian.co.uk/film/movie/77848/umb...     France  \n",
       "15  http://www.guardian.co.uk/film/movie/96936/los...        USA  \n",
       "16  http://www.guardian.co.uk/film/movie/96156/rom...        USA  \n",
       "17  http://www.guardian.co.uk/film/movie/125194/wa...        USA  \n",
       "18  http://www.guardian.co.uk/film/movie/77331/my-...     France  \n",
       "19  http://www.guardian.co.uk/film/movie/88522/voy...      Italy  \n",
       "20  http://www.guardian.co.uk/film/movie/78519/dr-...        USA  \n",
       "21  http://www.guardian.co.uk/film/movie/78471/har...        USA  \n",
       "22  http://www.guardian.co.uk/film/movie/75869/whe...        USA  \n",
       "23                                                NaN        USA  \n",
       "24  http://www.guardian.co.uk/film/movie/134648/fa...        USA  \n",
       "25  http://www.guardian.co.uk/film/movie/36173/mat...         UK  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## read multiple sheets by passing list of sheet names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3\n",
      "dict_keys(['CRIME', 'COMEDY', 'HORROR'])\n"
     ]
    }
   ],
   "source": [
    "dfs=pd.read_excel(url, sheet_name=['CRIME', 'COMEDY', 'HORROR'], engine='openpyxl')\n",
    "print(len(dfs))\n",
    "print(dfs.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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></th>\n",
       "      <th>Entry</th>\n",
       "      <th>Cat</th>\n",
       "      <th>Film</th>\n",
       "      <th>Director</th>\n",
       "      <th>Leading actors</th>\n",
       "      <th>Year of cinema release</th>\n",
       "      <th>Oscars won</th>\n",
       "      <th>IMDB link</th>\n",
       "      <th>Guardian film page</th>\n",
       "      <th>Country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Annie Hall</td>\n",
       "      <td>Woody Allen</td>\n",
       "      <td>Carol Kane, Diane Keaton, Paul Simon, Tony Rob...</td>\n",
       "      <td>1977</td>\n",
       "      <td>4.0</td>\n",
       "      <td>http://www.imdb.com/title/tt0075686/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36314/ann...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Borat</td>\n",
       "      <td>Larry Charles</td>\n",
       "      <td>Ken Davitian, Pamela Anderson , Sacha Baron Cohen</td>\n",
       "      <td>2006</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0443453/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/114557/borat</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Some Like it Hot</td>\n",
       "      <td>Billy Wilder</td>\n",
       "      <td>George Raft, Jack Lemmon, Joe E Brown, Marilyn...</td>\n",
       "      <td>1959</td>\n",
       "      <td>1.0</td>\n",
       "      <td>http://www.imdb.com/title/tt0053291/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36223/som...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Team America</td>\n",
       "      <td>Trey Parker</td>\n",
       "      <td>Kristen Miller, Matt Stone, Trey Parker</td>\n",
       "      <td>2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0372588/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/103000/te...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Dr Strangelove</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>George C Scott, Peter Sellers, Sterling Hayden</td>\n",
       "      <td>1964</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0057012/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/76390/dr-...</td>\n",
       "      <td>UK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>The Ladykillers</td>\n",
       "      <td>Alexander Mackendrick</td>\n",
       "      <td>Alec Guinness, Cecil Parker, Herbert Lom, Pete...</td>\n",
       "      <td>1955</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0048281/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36206/lad...</td>\n",
       "      <td>UK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Duck Soup</td>\n",
       "      <td>Leo McCarey</td>\n",
       "      <td>Chico Marx, Groucho Marx, Harpo Marx, Margaret...</td>\n",
       "      <td>1933</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0023969/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36133/duc...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Rushmore</td>\n",
       "      <td>Wes Anderson</td>\n",
       "      <td>Bill Murray, Brian Cox, Jason Schwartzman, Ol...</td>\n",
       "      <td>1998</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0128445/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/79577/rus...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Kind Hearts &amp; Coronets</td>\n",
       "      <td>Robert Hamer</td>\n",
       "      <td>Alec Guinness, Dennis Price, Joan Greenwood</td>\n",
       "      <td>1949</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0041546/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36180/kin...</td>\n",
       "      <td>UK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Monty Python’s Life of Brian</td>\n",
       "      <td>Terry Jones</td>\n",
       "      <td>Eric Idle, Graham Chapman, John Cleese, Michae...</td>\n",
       "      <td>1979</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0079470/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/78168/mon...</td>\n",
       "      <td>UK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Airplane!</td>\n",
       "      <td>Jim Abrahams, David Zucker and Jerry Zucker</td>\n",
       "      <td>Julie Hagerty, Leslie Nielsen, Robert Hays</td>\n",
       "      <td>1980</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0080339/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/83228</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Election</td>\n",
       "      <td>Alexander Payne</td>\n",
       "      <td>Chris Klein, Matthew Broderick, Reese Witherspoon</td>\n",
       "      <td>1999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0126886/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/79657/ele...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>His Girl Friday</td>\n",
       "      <td>Howard Hawkes</td>\n",
       "      <td>Cary Grant, Gene Lockhart, Ralph Bellamy, Rosa...</td>\n",
       "      <td>1940</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0032599/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/76369/his...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>12</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>The Big Lebowski</td>\n",
       "      <td>Joel Coen</td>\n",
       "      <td>Jeff Bridges, John Goodman, Julianne Moore, St...</td>\n",
       "      <td>1998</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0118715/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/77069/big...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>This Is Spinal Tap</td>\n",
       "      <td>Rob Reiner</td>\n",
       "      <td>Christopher Guest, Harry Shearer, Michael McK...</td>\n",
       "      <td>1984</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0088258/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/81384/thi...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Bringing Up Baby</td>\n",
       "      <td>Howard Hawkes</td>\n",
       "      <td>Cary Grant, Katharine Hepburn, Katherine Hepburn</td>\n",
       "      <td>1938</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0029947/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36143/bri...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>There’s Something About Mary</td>\n",
       "      <td>Peter &amp; Bob Farrelly</td>\n",
       "      <td>Ben Stiller, Cameron Diaz, Lee Evans, Matt Dillon</td>\n",
       "      <td>1998</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0129387/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/34359/the...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Dazed and Confused</td>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>Adam Goldberg, Jason London, Joey Lauren Adams...</td>\n",
       "      <td>1993</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0106677/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/49047/daz...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>MASH</td>\n",
       "      <td>Robert Altman</td>\n",
       "      <td>Donald Sutherland, Elliott Gould, Sally Kellerman</td>\n",
       "      <td>1970</td>\n",
       "      <td>1.0</td>\n",
       "      <td>http://www.imdb.com/title/tt0066026/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/84547</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Groundhog Day</td>\n",
       "      <td>Harold Ramis</td>\n",
       "      <td>Andie MacDowell, Bill Murray, Chris Elliott, S...</td>\n",
       "      <td>1993</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0107048/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/79383/gro...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Clueless</td>\n",
       "      <td>Amy Heckerling</td>\n",
       "      <td>Alicia Silverstone, Dan Hedaya, Stacey Dash</td>\n",
       "      <td>1995</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0112697/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/59257/clu...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>The Great Dictator</td>\n",
       "      <td>Charlie Chaplin</td>\n",
       "      <td>Charlie Chaplin, Jack Oakie, Paulette Goddard</td>\n",
       "      <td>1940</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0032553/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/96585/gre...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Clerks</td>\n",
       "      <td>Kevin Smith</td>\n",
       "      <td>Brian O'Halloran, Jeff Anderson, Marilyn Ghigl...</td>\n",
       "      <td>1994</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0109445/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/53831/clerks</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>The Jerk</td>\n",
       "      <td>Carl Reiner</td>\n",
       "      <td>Steve Martin</td>\n",
       "      <td>1979</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0079367/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/88834/jerk</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Shaun of the Dead</td>\n",
       "      <td>Edgar Wright</td>\n",
       "      <td>Dylan Moran, Kate Ashfield, Nick Frost, Simon ...</td>\n",
       "      <td>2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0365748/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/99960/sha...</td>\n",
       "      <td>UK</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Entry     Cat                          Film  \\\n",
       "0       1  Comedy                    Annie Hall   \n",
       "1       2  Comedy                         Borat   \n",
       "2       3  Comedy              Some Like it Hot   \n",
       "3       4  Comedy                  Team America   \n",
       "4       5  Comedy                Dr Strangelove   \n",
       "5       5  Comedy               The Ladykillers   \n",
       "6       7  Comedy                     Duck Soup   \n",
       "7       7  Comedy                      Rushmore   \n",
       "8       9  Comedy        Kind Hearts & Coronets   \n",
       "9      10  Comedy  Monty Python’s Life of Brian   \n",
       "10     11  Comedy                     Airplane!   \n",
       "11     12  Comedy                      Election   \n",
       "12     12  Comedy               His Girl Friday   \n",
       "13     12  Comedy              The Big Lebowski   \n",
       "14     15  Comedy            This Is Spinal Tap   \n",
       "15     16  Comedy              Bringing Up Baby   \n",
       "16     17  Comedy  There’s Something About Mary   \n",
       "17     18  Comedy            Dazed and Confused   \n",
       "18     18  Comedy                          MASH   \n",
       "19     20  Comedy                 Groundhog Day   \n",
       "20     21  Comedy                      Clueless   \n",
       "21     22  Comedy            The Great Dictator   \n",
       "22     23  Comedy                        Clerks   \n",
       "23     24  Comedy                      The Jerk   \n",
       "24     25  Comedy             Shaun of the Dead   \n",
       "\n",
       "                                       Director  \\\n",
       "0                                   Woody Allen   \n",
       "1                                 Larry Charles   \n",
       "2                                  Billy Wilder   \n",
       "3                                   Trey Parker   \n",
       "4                               Stanley Kubrick   \n",
       "5                         Alexander Mackendrick   \n",
       "6                                   Leo McCarey   \n",
       "7                                  Wes Anderson   \n",
       "8                                  Robert Hamer   \n",
       "9                                   Terry Jones   \n",
       "10  Jim Abrahams, David Zucker and Jerry Zucker   \n",
       "11                              Alexander Payne   \n",
       "12                                Howard Hawkes   \n",
       "13                                    Joel Coen   \n",
       "14                                   Rob Reiner   \n",
       "15                                Howard Hawkes   \n",
       "16                         Peter & Bob Farrelly   \n",
       "17                            Richard Linklater   \n",
       "18                                Robert Altman   \n",
       "19                                 Harold Ramis   \n",
       "20                               Amy Heckerling   \n",
       "21                              Charlie Chaplin   \n",
       "22                                  Kevin Smith   \n",
       "23                                  Carl Reiner   \n",
       "24                                 Edgar Wright   \n",
       "\n",
       "                                       Leading actors  Year of cinema release  \\\n",
       "0   Carol Kane, Diane Keaton, Paul Simon, Tony Rob...                    1977   \n",
       "1   Ken Davitian, Pamela Anderson , Sacha Baron Cohen                    2006   \n",
       "2   George Raft, Jack Lemmon, Joe E Brown, Marilyn...                    1959   \n",
       "3             Kristen Miller, Matt Stone, Trey Parker                    2004   \n",
       "4      George C Scott, Peter Sellers, Sterling Hayden                    1964   \n",
       "5   Alec Guinness, Cecil Parker, Herbert Lom, Pete...                    1955   \n",
       "6   Chico Marx, Groucho Marx, Harpo Marx, Margaret...                    1933   \n",
       "7    Bill Murray, Brian Cox, Jason Schwartzman, Ol...                    1998   \n",
       "8         Alec Guinness, Dennis Price, Joan Greenwood                    1949   \n",
       "9   Eric Idle, Graham Chapman, John Cleese, Michae...                    1979   \n",
       "10         Julie Hagerty, Leslie Nielsen, Robert Hays                    1980   \n",
       "11  Chris Klein, Matthew Broderick, Reese Witherspoon                    1999   \n",
       "12  Cary Grant, Gene Lockhart, Ralph Bellamy, Rosa...                    1940   \n",
       "13  Jeff Bridges, John Goodman, Julianne Moore, St...                    1998   \n",
       "14   Christopher Guest, Harry Shearer, Michael McK...                    1984   \n",
       "15   Cary Grant, Katharine Hepburn, Katherine Hepburn                    1938   \n",
       "16  Ben Stiller, Cameron Diaz, Lee Evans, Matt Dillon                    1998   \n",
       "17  Adam Goldberg, Jason London, Joey Lauren Adams...                    1993   \n",
       "18  Donald Sutherland, Elliott Gould, Sally Kellerman                    1970   \n",
       "19  Andie MacDowell, Bill Murray, Chris Elliott, S...                    1993   \n",
       "20        Alicia Silverstone, Dan Hedaya, Stacey Dash                    1995   \n",
       "21      Charlie Chaplin, Jack Oakie, Paulette Goddard                    1940   \n",
       "22  Brian O'Halloran, Jeff Anderson, Marilyn Ghigl...                    1994   \n",
       "23                                       Steve Martin                    1979   \n",
       "24  Dylan Moran, Kate Ashfield, Nick Frost, Simon ...                    2004   \n",
       "\n",
       "    Oscars won                             IMDB link  \\\n",
       "0          4.0  http://www.imdb.com/title/tt0075686/   \n",
       "1          NaN  http://www.imdb.com/title/tt0443453/   \n",
       "2          1.0  http://www.imdb.com/title/tt0053291/   \n",
       "3          NaN  http://www.imdb.com/title/tt0372588/   \n",
       "4          NaN  http://www.imdb.com/title/tt0057012/   \n",
       "5          NaN  http://www.imdb.com/title/tt0048281/   \n",
       "6          NaN  http://www.imdb.com/title/tt0023969/   \n",
       "7          NaN  http://www.imdb.com/title/tt0128445/   \n",
       "8          NaN  http://www.imdb.com/title/tt0041546/   \n",
       "9          NaN  http://www.imdb.com/title/tt0079470/   \n",
       "10         NaN  http://www.imdb.com/title/tt0080339/   \n",
       "11         NaN  http://www.imdb.com/title/tt0126886/   \n",
       "12         NaN  http://www.imdb.com/title/tt0032599/   \n",
       "13         NaN  http://www.imdb.com/title/tt0118715/   \n",
       "14         NaN  http://www.imdb.com/title/tt0088258/   \n",
       "15         NaN  http://www.imdb.com/title/tt0029947/   \n",
       "16         NaN  http://www.imdb.com/title/tt0129387/   \n",
       "17         NaN  http://www.imdb.com/title/tt0106677/   \n",
       "18         1.0  http://www.imdb.com/title/tt0066026/   \n",
       "19         NaN  http://www.imdb.com/title/tt0107048/   \n",
       "20         NaN  http://www.imdb.com/title/tt0112697/   \n",
       "21         NaN  http://www.imdb.com/title/tt0032553/   \n",
       "22         NaN  http://www.imdb.com/title/tt0109445/   \n",
       "23         NaN  http://www.imdb.com/title/tt0079367/   \n",
       "24         NaN  http://www.imdb.com/title/tt0365748/   \n",
       "\n",
       "                                   Guardian film page Country  \n",
       "0   http://www.guardian.co.uk/film/movie/36314/ann...     USA  \n",
       "1   http://www.guardian.co.uk/film/movie/114557/borat     USA  \n",
       "2   http://www.guardian.co.uk/film/movie/36223/som...     USA  \n",
       "3   http://www.guardian.co.uk/film/movie/103000/te...     USA  \n",
       "4   http://www.guardian.co.uk/film/movie/76390/dr-...      UK  \n",
       "5   http://www.guardian.co.uk/film/movie/36206/lad...      UK  \n",
       "6   http://www.guardian.co.uk/film/movie/36133/duc...     USA  \n",
       "7   http://www.guardian.co.uk/film/movie/79577/rus...     USA  \n",
       "8   http://www.guardian.co.uk/film/movie/36180/kin...      UK  \n",
       "9   http://www.guardian.co.uk/film/movie/78168/mon...      UK  \n",
       "10         http://www.guardian.co.uk/film/movie/83228     USA  \n",
       "11  http://www.guardian.co.uk/film/movie/79657/ele...     USA  \n",
       "12  http://www.guardian.co.uk/film/movie/76369/his...     USA  \n",
       "13  http://www.guardian.co.uk/film/movie/77069/big...     USA  \n",
       "14  http://www.guardian.co.uk/film/movie/81384/thi...     USA  \n",
       "15  http://www.guardian.co.uk/film/movie/36143/bri...     USA  \n",
       "16  http://www.guardian.co.uk/film/movie/34359/the...     USA  \n",
       "17  http://www.guardian.co.uk/film/movie/49047/daz...     USA  \n",
       "18         http://www.guardian.co.uk/film/movie/84547     USA  \n",
       "19  http://www.guardian.co.uk/film/movie/79383/gro...     USA  \n",
       "20  http://www.guardian.co.uk/film/movie/59257/clu...     USA  \n",
       "21  http://www.guardian.co.uk/film/movie/96585/gre...     USA  \n",
       "22  http://www.guardian.co.uk/film/movie/53831/clerks     USA  \n",
       "23    http://www.guardian.co.uk/film/movie/88834/jerk     USA  \n",
       "24  http://www.guardian.co.uk/film/movie/99960/sha...      UK  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs['COMEDY']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## pandas read all sheets\n",
    "* pass sheet_name = None will read all sheets into dict {key: df}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfs=pd.read_excel(url, sheet_name=None, engine='openpyxl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7\n",
      "dict_keys(['ROMANCE', 'CRIME', 'COMEDY', 'ACTION', 'ARTHOUSE AND DRAMA', 'SCI-FI AND FANTASY', 'HORROR'])\n"
     ]
    }
   ],
   "source": [
    "print(len(dfs))\n",
    "print(dfs.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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></th>\n",
       "      <th>Entry</th>\n",
       "      <th>Cat</th>\n",
       "      <th>Film</th>\n",
       "      <th>Director</th>\n",
       "      <th>Leading actors</th>\n",
       "      <th>Year of cinema release</th>\n",
       "      <th>Oscars won</th>\n",
       "      <th>IMDB link</th>\n",
       "      <th>Guardian film page</th>\n",
       "      <th>Country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Annie Hall</td>\n",
       "      <td>Woody Allen</td>\n",
       "      <td>Carol Kane, Diane Keaton, Paul Simon, Tony Rob...</td>\n",
       "      <td>1977</td>\n",
       "      <td>4.0</td>\n",
       "      <td>http://www.imdb.com/title/tt0075686/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36314/ann...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Borat</td>\n",
       "      <td>Larry Charles</td>\n",
       "      <td>Ken Davitian, Pamela Anderson , Sacha Baron Cohen</td>\n",
       "      <td>2006</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0443453/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/114557/borat</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Some Like it Hot</td>\n",
       "      <td>Billy Wilder</td>\n",
       "      <td>George Raft, Jack Lemmon, Joe E Brown, Marilyn...</td>\n",
       "      <td>1959</td>\n",
       "      <td>1.0</td>\n",
       "      <td>http://www.imdb.com/title/tt0053291/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36223/som...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Team America</td>\n",
       "      <td>Trey Parker</td>\n",
       "      <td>Kristen Miller, Matt Stone, Trey Parker</td>\n",
       "      <td>2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0372588/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/103000/te...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Dr Strangelove</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>George C Scott, Peter Sellers, Sterling Hayden</td>\n",
       "      <td>1964</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0057012/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/76390/dr-...</td>\n",
       "      <td>UK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>The Ladykillers</td>\n",
       "      <td>Alexander Mackendrick</td>\n",
       "      <td>Alec Guinness, Cecil Parker, Herbert Lom, Pete...</td>\n",
       "      <td>1955</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0048281/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36206/lad...</td>\n",
       "      <td>UK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Duck Soup</td>\n",
       "      <td>Leo McCarey</td>\n",
       "      <td>Chico Marx, Groucho Marx, Harpo Marx, Margaret...</td>\n",
       "      <td>1933</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0023969/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36133/duc...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Rushmore</td>\n",
       "      <td>Wes Anderson</td>\n",
       "      <td>Bill Murray, Brian Cox, Jason Schwartzman, Ol...</td>\n",
       "      <td>1998</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0128445/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/79577/rus...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Kind Hearts &amp; Coronets</td>\n",
       "      <td>Robert Hamer</td>\n",
       "      <td>Alec Guinness, Dennis Price, Joan Greenwood</td>\n",
       "      <td>1949</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0041546/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36180/kin...</td>\n",
       "      <td>UK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Monty Python’s Life of Brian</td>\n",
       "      <td>Terry Jones</td>\n",
       "      <td>Eric Idle, Graham Chapman, John Cleese, Michae...</td>\n",
       "      <td>1979</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0079470/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/78168/mon...</td>\n",
       "      <td>UK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Airplane!</td>\n",
       "      <td>Jim Abrahams, David Zucker and Jerry Zucker</td>\n",
       "      <td>Julie Hagerty, Leslie Nielsen, Robert Hays</td>\n",
       "      <td>1980</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0080339/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/83228</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Election</td>\n",
       "      <td>Alexander Payne</td>\n",
       "      <td>Chris Klein, Matthew Broderick, Reese Witherspoon</td>\n",
       "      <td>1999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0126886/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/79657/ele...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>His Girl Friday</td>\n",
       "      <td>Howard Hawkes</td>\n",
       "      <td>Cary Grant, Gene Lockhart, Ralph Bellamy, Rosa...</td>\n",
       "      <td>1940</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0032599/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/76369/his...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>12</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>The Big Lebowski</td>\n",
       "      <td>Joel Coen</td>\n",
       "      <td>Jeff Bridges, John Goodman, Julianne Moore, St...</td>\n",
       "      <td>1998</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0118715/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/77069/big...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>This Is Spinal Tap</td>\n",
       "      <td>Rob Reiner</td>\n",
       "      <td>Christopher Guest, Harry Shearer, Michael McK...</td>\n",
       "      <td>1984</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0088258/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/81384/thi...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Bringing Up Baby</td>\n",
       "      <td>Howard Hawkes</td>\n",
       "      <td>Cary Grant, Katharine Hepburn, Katherine Hepburn</td>\n",
       "      <td>1938</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0029947/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36143/bri...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>There’s Something About Mary</td>\n",
       "      <td>Peter &amp; Bob Farrelly</td>\n",
       "      <td>Ben Stiller, Cameron Diaz, Lee Evans, Matt Dillon</td>\n",
       "      <td>1998</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0129387/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/34359/the...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Dazed and Confused</td>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>Adam Goldberg, Jason London, Joey Lauren Adams...</td>\n",
       "      <td>1993</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0106677/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/49047/daz...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>MASH</td>\n",
       "      <td>Robert Altman</td>\n",
       "      <td>Donald Sutherland, Elliott Gould, Sally Kellerman</td>\n",
       "      <td>1970</td>\n",
       "      <td>1.0</td>\n",
       "      <td>http://www.imdb.com/title/tt0066026/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/84547</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Groundhog Day</td>\n",
       "      <td>Harold Ramis</td>\n",
       "      <td>Andie MacDowell, Bill Murray, Chris Elliott, S...</td>\n",
       "      <td>1993</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0107048/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/79383/gro...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Clueless</td>\n",
       "      <td>Amy Heckerling</td>\n",
       "      <td>Alicia Silverstone, Dan Hedaya, Stacey Dash</td>\n",
       "      <td>1995</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0112697/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/59257/clu...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>The Great Dictator</td>\n",
       "      <td>Charlie Chaplin</td>\n",
       "      <td>Charlie Chaplin, Jack Oakie, Paulette Goddard</td>\n",
       "      <td>1940</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0032553/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/96585/gre...</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Clerks</td>\n",
       "      <td>Kevin Smith</td>\n",
       "      <td>Brian O'Halloran, Jeff Anderson, Marilyn Ghigl...</td>\n",
       "      <td>1994</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0109445/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/53831/clerks</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>The Jerk</td>\n",
       "      <td>Carl Reiner</td>\n",
       "      <td>Steve Martin</td>\n",
       "      <td>1979</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0079367/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/88834/jerk</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Shaun of the Dead</td>\n",
       "      <td>Edgar Wright</td>\n",
       "      <td>Dylan Moran, Kate Ashfield, Nick Frost, Simon ...</td>\n",
       "      <td>2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0365748/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/99960/sha...</td>\n",
       "      <td>UK</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Entry     Cat                          Film  \\\n",
       "0       1  Comedy                    Annie Hall   \n",
       "1       2  Comedy                         Borat   \n",
       "2       3  Comedy              Some Like it Hot   \n",
       "3       4  Comedy                  Team America   \n",
       "4       5  Comedy                Dr Strangelove   \n",
       "5       5  Comedy               The Ladykillers   \n",
       "6       7  Comedy                     Duck Soup   \n",
       "7       7  Comedy                      Rushmore   \n",
       "8       9  Comedy        Kind Hearts & Coronets   \n",
       "9      10  Comedy  Monty Python’s Life of Brian   \n",
       "10     11  Comedy                     Airplane!   \n",
       "11     12  Comedy                      Election   \n",
       "12     12  Comedy               His Girl Friday   \n",
       "13     12  Comedy              The Big Lebowski   \n",
       "14     15  Comedy            This Is Spinal Tap   \n",
       "15     16  Comedy              Bringing Up Baby   \n",
       "16     17  Comedy  There’s Something About Mary   \n",
       "17     18  Comedy            Dazed and Confused   \n",
       "18     18  Comedy                          MASH   \n",
       "19     20  Comedy                 Groundhog Day   \n",
       "20     21  Comedy                      Clueless   \n",
       "21     22  Comedy            The Great Dictator   \n",
       "22     23  Comedy                        Clerks   \n",
       "23     24  Comedy                      The Jerk   \n",
       "24     25  Comedy             Shaun of the Dead   \n",
       "\n",
       "                                       Director  \\\n",
       "0                                   Woody Allen   \n",
       "1                                 Larry Charles   \n",
       "2                                  Billy Wilder   \n",
       "3                                   Trey Parker   \n",
       "4                               Stanley Kubrick   \n",
       "5                         Alexander Mackendrick   \n",
       "6                                   Leo McCarey   \n",
       "7                                  Wes Anderson   \n",
       "8                                  Robert Hamer   \n",
       "9                                   Terry Jones   \n",
       "10  Jim Abrahams, David Zucker and Jerry Zucker   \n",
       "11                              Alexander Payne   \n",
       "12                                Howard Hawkes   \n",
       "13                                    Joel Coen   \n",
       "14                                   Rob Reiner   \n",
       "15                                Howard Hawkes   \n",
       "16                         Peter & Bob Farrelly   \n",
       "17                            Richard Linklater   \n",
       "18                                Robert Altman   \n",
       "19                                 Harold Ramis   \n",
       "20                               Amy Heckerling   \n",
       "21                              Charlie Chaplin   \n",
       "22                                  Kevin Smith   \n",
       "23                                  Carl Reiner   \n",
       "24                                 Edgar Wright   \n",
       "\n",
       "                                       Leading actors  Year of cinema release  \\\n",
       "0   Carol Kane, Diane Keaton, Paul Simon, Tony Rob...                    1977   \n",
       "1   Ken Davitian, Pamela Anderson , Sacha Baron Cohen                    2006   \n",
       "2   George Raft, Jack Lemmon, Joe E Brown, Marilyn...                    1959   \n",
       "3             Kristen Miller, Matt Stone, Trey Parker                    2004   \n",
       "4      George C Scott, Peter Sellers, Sterling Hayden                    1964   \n",
       "5   Alec Guinness, Cecil Parker, Herbert Lom, Pete...                    1955   \n",
       "6   Chico Marx, Groucho Marx, Harpo Marx, Margaret...                    1933   \n",
       "7    Bill Murray, Brian Cox, Jason Schwartzman, Ol...                    1998   \n",
       "8         Alec Guinness, Dennis Price, Joan Greenwood                    1949   \n",
       "9   Eric Idle, Graham Chapman, John Cleese, Michae...                    1979   \n",
       "10         Julie Hagerty, Leslie Nielsen, Robert Hays                    1980   \n",
       "11  Chris Klein, Matthew Broderick, Reese Witherspoon                    1999   \n",
       "12  Cary Grant, Gene Lockhart, Ralph Bellamy, Rosa...                    1940   \n",
       "13  Jeff Bridges, John Goodman, Julianne Moore, St...                    1998   \n",
       "14   Christopher Guest, Harry Shearer, Michael McK...                    1984   \n",
       "15   Cary Grant, Katharine Hepburn, Katherine Hepburn                    1938   \n",
       "16  Ben Stiller, Cameron Diaz, Lee Evans, Matt Dillon                    1998   \n",
       "17  Adam Goldberg, Jason London, Joey Lauren Adams...                    1993   \n",
       "18  Donald Sutherland, Elliott Gould, Sally Kellerman                    1970   \n",
       "19  Andie MacDowell, Bill Murray, Chris Elliott, S...                    1993   \n",
       "20        Alicia Silverstone, Dan Hedaya, Stacey Dash                    1995   \n",
       "21      Charlie Chaplin, Jack Oakie, Paulette Goddard                    1940   \n",
       "22  Brian O'Halloran, Jeff Anderson, Marilyn Ghigl...                    1994   \n",
       "23                                       Steve Martin                    1979   \n",
       "24  Dylan Moran, Kate Ashfield, Nick Frost, Simon ...                    2004   \n",
       "\n",
       "    Oscars won                             IMDB link  \\\n",
       "0          4.0  http://www.imdb.com/title/tt0075686/   \n",
       "1          NaN  http://www.imdb.com/title/tt0443453/   \n",
       "2          1.0  http://www.imdb.com/title/tt0053291/   \n",
       "3          NaN  http://www.imdb.com/title/tt0372588/   \n",
       "4          NaN  http://www.imdb.com/title/tt0057012/   \n",
       "5          NaN  http://www.imdb.com/title/tt0048281/   \n",
       "6          NaN  http://www.imdb.com/title/tt0023969/   \n",
       "7          NaN  http://www.imdb.com/title/tt0128445/   \n",
       "8          NaN  http://www.imdb.com/title/tt0041546/   \n",
       "9          NaN  http://www.imdb.com/title/tt0079470/   \n",
       "10         NaN  http://www.imdb.com/title/tt0080339/   \n",
       "11         NaN  http://www.imdb.com/title/tt0126886/   \n",
       "12         NaN  http://www.imdb.com/title/tt0032599/   \n",
       "13         NaN  http://www.imdb.com/title/tt0118715/   \n",
       "14         NaN  http://www.imdb.com/title/tt0088258/   \n",
       "15         NaN  http://www.imdb.com/title/tt0029947/   \n",
       "16         NaN  http://www.imdb.com/title/tt0129387/   \n",
       "17         NaN  http://www.imdb.com/title/tt0106677/   \n",
       "18         1.0  http://www.imdb.com/title/tt0066026/   \n",
       "19         NaN  http://www.imdb.com/title/tt0107048/   \n",
       "20         NaN  http://www.imdb.com/title/tt0112697/   \n",
       "21         NaN  http://www.imdb.com/title/tt0032553/   \n",
       "22         NaN  http://www.imdb.com/title/tt0109445/   \n",
       "23         NaN  http://www.imdb.com/title/tt0079367/   \n",
       "24         NaN  http://www.imdb.com/title/tt0365748/   \n",
       "\n",
       "                                   Guardian film page Country  \n",
       "0   http://www.guardian.co.uk/film/movie/36314/ann...     USA  \n",
       "1   http://www.guardian.co.uk/film/movie/114557/borat     USA  \n",
       "2   http://www.guardian.co.uk/film/movie/36223/som...     USA  \n",
       "3   http://www.guardian.co.uk/film/movie/103000/te...     USA  \n",
       "4   http://www.guardian.co.uk/film/movie/76390/dr-...      UK  \n",
       "5   http://www.guardian.co.uk/film/movie/36206/lad...      UK  \n",
       "6   http://www.guardian.co.uk/film/movie/36133/duc...     USA  \n",
       "7   http://www.guardian.co.uk/film/movie/79577/rus...     USA  \n",
       "8   http://www.guardian.co.uk/film/movie/36180/kin...      UK  \n",
       "9   http://www.guardian.co.uk/film/movie/78168/mon...      UK  \n",
       "10         http://www.guardian.co.uk/film/movie/83228     USA  \n",
       "11  http://www.guardian.co.uk/film/movie/79657/ele...     USA  \n",
       "12  http://www.guardian.co.uk/film/movie/76369/his...     USA  \n",
       "13  http://www.guardian.co.uk/film/movie/77069/big...     USA  \n",
       "14  http://www.guardian.co.uk/film/movie/81384/thi...     USA  \n",
       "15  http://www.guardian.co.uk/film/movie/36143/bri...     USA  \n",
       "16  http://www.guardian.co.uk/film/movie/34359/the...     USA  \n",
       "17  http://www.guardian.co.uk/film/movie/49047/daz...     USA  \n",
       "18         http://www.guardian.co.uk/film/movie/84547     USA  \n",
       "19  http://www.guardian.co.uk/film/movie/79383/gro...     USA  \n",
       "20  http://www.guardian.co.uk/film/movie/59257/clu...     USA  \n",
       "21  http://www.guardian.co.uk/film/movie/96585/gre...     USA  \n",
       "22  http://www.guardian.co.uk/film/movie/53831/clerks     USA  \n",
       "23    http://www.guardian.co.uk/film/movie/88834/jerk     USA  \n",
       "24  http://www.guardian.co.uk/film/movie/99960/sha...      UK  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs['COMEDY']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## concat all sheets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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></th>\n",
       "      <th></th>\n",
       "      <th>Entry</th>\n",
       "      <th>Film</th>\n",
       "      <th>Director</th>\n",
       "      <th>Leading actors</th>\n",
       "      <th>Year of cinema release</th>\n",
       "      <th>No of Oscars won</th>\n",
       "      <th>IMDB link</th>\n",
       "      <th>Guardian film page</th>\n",
       "      <th>Country</th>\n",
       "      <th>Oscars won</th>\n",
       "      <th>Unnamed: 9</th>\n",
       "      <th>Cat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">ROMANCE</th>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Brief Encounter</td>\n",
       "      <td>David Lean</td>\n",
       "      <td>Celia Johnson, Cyril Raymond, Stanley Holloway...</td>\n",
       "      <td>1945</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0037558/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/35664/bri...</td>\n",
       "      <td>UK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Casablanca</td>\n",
       "      <td>Michael Curtiz</td>\n",
       "      <td>Claude Rains, Humphrey Bogart, Ingrid Bergman,...</td>\n",
       "      <td>1942</td>\n",
       "      <td>3</td>\n",
       "      <td>http://www.imdb.com/title/tt0034583/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36156/cas...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Before Sunrise</td>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>Ethan Hawke and Julie Delpy</td>\n",
       "      <td>1995</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0112471/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/58808/bef...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Before Sunset</td>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>Ethan Hawke and Julie Delpy</td>\n",
       "      <td>2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0381681/awards</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/101181/be...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Breathless</td>\n",
       "      <td>Jean-Luc Godard</td>\n",
       "      <td>Jean Seberg, Jean-Paul Belmondo</td>\n",
       "      <td>1960</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0053472/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36219/a-b...</td>\n",
       "      <td>France</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">HORROR</th>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>Dracula   (1958)</td>\n",
       "      <td>Terence Fisher</td>\n",
       "      <td>Christopher Lee, Melissa Stribling, Michael Go...</td>\n",
       "      <td>1958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0051554/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36215/dra...</td>\n",
       "      <td>UK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>The Blair Witch Project</td>\n",
       "      <td>Daniel Myrick, E Sanchez</td>\n",
       "      <td>Heather Donahue, Joshua Leonard, Michael C. Wi...</td>\n",
       "      <td>1999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0185937/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/79459/bla...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Evil Dead/Evil Dead II</td>\n",
       "      <td>Sam Raimi</td>\n",
       "      <td>Betsy Baker, Bruce Campbell, Ellen Sandweiss</td>\n",
       "      <td>1981/ 1987</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0083907/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/34582/evi...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Carrie</td>\n",
       "      <td>Brian De Palma</td>\n",
       "      <td>John Travolta, Piper Laurie, Sissy Spacek</td>\n",
       "      <td>1976</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0074285/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/81489/carrie</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>Les Vampires (1915)</td>\n",
       "      <td>Louis Feuillade</td>\n",
       "      <td>Edouard Mathe, Marcel Levesque</td>\n",
       "      <td>1915</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0006206/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/117077/va...</td>\n",
       "      <td>France</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>176 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Entry                     Film                  Director  \\\n",
       "ROMANCE 0       1          Brief Encounter               David Lean    \n",
       "        1       2               Casablanca            Michael Curtiz   \n",
       "        2       3           Before Sunrise         Richard Linklater   \n",
       "        3       3            Before Sunset         Richard Linklater   \n",
       "        4       4               Breathless           Jean-Luc Godard   \n",
       "...           ...                      ...                       ...   \n",
       "HORROR  20     20         Dracula   (1958)            Terence Fisher   \n",
       "        21     22  The Blair Witch Project  Daniel Myrick, E Sanchez   \n",
       "        22     23   Evil Dead/Evil Dead II                 Sam Raimi   \n",
       "        23     24                   Carrie            Brian De Palma   \n",
       "        24     25      Les Vampires (1915)           Louis Feuillade   \n",
       "\n",
       "                                               Leading actors  \\\n",
       "ROMANCE 0   Celia Johnson, Cyril Raymond, Stanley Holloway...   \n",
       "        1   Claude Rains, Humphrey Bogart, Ingrid Bergman,...   \n",
       "        2                         Ethan Hawke and Julie Delpy   \n",
       "        3                         Ethan Hawke and Julie Delpy   \n",
       "        4                     Jean Seberg, Jean-Paul Belmondo   \n",
       "...                                                       ...   \n",
       "HORROR  20  Christopher Lee, Melissa Stribling, Michael Go...   \n",
       "        21  Heather Donahue, Joshua Leonard, Michael C. Wi...   \n",
       "        22       Betsy Baker, Bruce Campbell, Ellen Sandweiss   \n",
       "        23          John Travolta, Piper Laurie, Sissy Spacek   \n",
       "        24                     Edouard Mathe, Marcel Levesque   \n",
       "\n",
       "           Year of cinema release No of Oscars won  \\\n",
       "ROMANCE 0                    1945              NaN   \n",
       "        1                    1942                3   \n",
       "        2                    1995              NaN   \n",
       "        3                    2004              NaN   \n",
       "        4                    1960              NaN   \n",
       "...                           ...              ...   \n",
       "HORROR  20                   1958              NaN   \n",
       "        21                   1999              NaN   \n",
       "        22             1981/ 1987              NaN   \n",
       "        23                   1976              NaN   \n",
       "        24                   1915              NaN   \n",
       "\n",
       "                                             IMDB link  \\\n",
       "ROMANCE 0         http://www.imdb.com/title/tt0037558/   \n",
       "        1         http://www.imdb.com/title/tt0034583/   \n",
       "        2         http://www.imdb.com/title/tt0112471/   \n",
       "        3   http://www.imdb.com/title/tt0381681/awards   \n",
       "        4         http://www.imdb.com/title/tt0053472/   \n",
       "...                                                ...   \n",
       "HORROR  20        http://www.imdb.com/title/tt0051554/   \n",
       "        21        http://www.imdb.com/title/tt0185937/   \n",
       "        22        http://www.imdb.com/title/tt0083907/   \n",
       "        23        http://www.imdb.com/title/tt0074285/   \n",
       "        24        http://www.imdb.com/title/tt0006206/   \n",
       "\n",
       "                                           Guardian film page Country  \\\n",
       "ROMANCE 0   http://www.guardian.co.uk/film/movie/35664/bri...      UK   \n",
       "        1   http://www.guardian.co.uk/film/movie/36156/cas...     USA   \n",
       "        2   http://www.guardian.co.uk/film/movie/58808/bef...     USA   \n",
       "        3   http://www.guardian.co.uk/film/movie/101181/be...     USA   \n",
       "        4   http://www.guardian.co.uk/film/movie/36219/a-b...  France   \n",
       "...                                                       ...     ...   \n",
       "HORROR  20  http://www.guardian.co.uk/film/movie/36215/dra...      UK   \n",
       "        21  http://www.guardian.co.uk/film/movie/79459/bla...     USA   \n",
       "        22  http://www.guardian.co.uk/film/movie/34582/evi...     USA   \n",
       "        23  http://www.guardian.co.uk/film/movie/81489/carrie     USA   \n",
       "        24  http://www.guardian.co.uk/film/movie/117077/va...  France   \n",
       "\n",
       "            Oscars won  Unnamed: 9  Cat  \n",
       "ROMANCE 0          NaN         NaN  NaN  \n",
       "        1          NaN         NaN  NaN  \n",
       "        2          NaN         NaN  NaN  \n",
       "        3          NaN         NaN  NaN  \n",
       "        4          NaN         NaN  NaN  \n",
       "...                ...         ...  ...  \n",
       "HORROR  20         NaN         NaN  NaN  \n",
       "        21         NaN         NaN  NaN  \n",
       "        22         NaN         NaN  NaN  \n",
       "        23         NaN         NaN  NaN  \n",
       "        24         NaN         NaN  NaN  \n",
       "\n",
       "[176 rows x 12 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dm=pd.concat(dfs)\n",
    "dm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['ROMANCE', 'CRIME', 'COMEDY', 'ACTION', 'ARTHOUSE AND DRAMA', 'SCI-FI AND FANTASY', 'HORROR'])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs.keys()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## concat and reset_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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></th>\n",
       "      <th>Genre</th>\n",
       "      <th>Entry</th>\n",
       "      <th>Film</th>\n",
       "      <th>Director</th>\n",
       "      <th>Leading actors</th>\n",
       "      <th>Year of cinema release</th>\n",
       "      <th>No of Oscars won</th>\n",
       "      <th>IMDB link</th>\n",
       "      <th>Guardian film page</th>\n",
       "      <th>Country</th>\n",
       "      <th>Oscars won</th>\n",
       "      <th>Unnamed: 9</th>\n",
       "      <th>Cat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ROMANCE</td>\n",
       "      <td>1</td>\n",
       "      <td>Brief Encounter</td>\n",
       "      <td>David Lean</td>\n",
       "      <td>Celia Johnson, Cyril Raymond, Stanley Holloway...</td>\n",
       "      <td>1945</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0037558/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/35664/bri...</td>\n",
       "      <td>UK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ROMANCE</td>\n",
       "      <td>2</td>\n",
       "      <td>Casablanca</td>\n",
       "      <td>Michael Curtiz</td>\n",
       "      <td>Claude Rains, Humphrey Bogart, Ingrid Bergman,...</td>\n",
       "      <td>1942</td>\n",
       "      <td>3</td>\n",
       "      <td>http://www.imdb.com/title/tt0034583/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36156/cas...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ROMANCE</td>\n",
       "      <td>3</td>\n",
       "      <td>Before Sunrise</td>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>Ethan Hawke and Julie Delpy</td>\n",
       "      <td>1995</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0112471/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/58808/bef...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ROMANCE</td>\n",
       "      <td>3</td>\n",
       "      <td>Before Sunset</td>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>Ethan Hawke and Julie Delpy</td>\n",
       "      <td>2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0381681/awards</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/101181/be...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ROMANCE</td>\n",
       "      <td>4</td>\n",
       "      <td>Breathless</td>\n",
       "      <td>Jean-Luc Godard</td>\n",
       "      <td>Jean Seberg, Jean-Paul Belmondo</td>\n",
       "      <td>1960</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0053472/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36219/a-b...</td>\n",
       "      <td>France</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>HORROR</td>\n",
       "      <td>20</td>\n",
       "      <td>Dracula   (1958)</td>\n",
       "      <td>Terence Fisher</td>\n",
       "      <td>Christopher Lee, Melissa Stribling, Michael Go...</td>\n",
       "      <td>1958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0051554/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/36215/dra...</td>\n",
       "      <td>UK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>HORROR</td>\n",
       "      <td>22</td>\n",
       "      <td>The Blair Witch Project</td>\n",
       "      <td>Daniel Myrick, E Sanchez</td>\n",
       "      <td>Heather Donahue, Joshua Leonard, Michael C. Wi...</td>\n",
       "      <td>1999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0185937/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/79459/bla...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>HORROR</td>\n",
       "      <td>23</td>\n",
       "      <td>Evil Dead/Evil Dead II</td>\n",
       "      <td>Sam Raimi</td>\n",
       "      <td>Betsy Baker, Bruce Campbell, Ellen Sandweiss</td>\n",
       "      <td>1981/ 1987</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0083907/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/34582/evi...</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>HORROR</td>\n",
       "      <td>24</td>\n",
       "      <td>Carrie</td>\n",
       "      <td>Brian De Palma</td>\n",
       "      <td>John Travolta, Piper Laurie, Sissy Spacek</td>\n",
       "      <td>1976</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0074285/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/81489/carrie</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>HORROR</td>\n",
       "      <td>25</td>\n",
       "      <td>Les Vampires (1915)</td>\n",
       "      <td>Louis Feuillade</td>\n",
       "      <td>Edouard Mathe, Marcel Levesque</td>\n",
       "      <td>1915</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imdb.com/title/tt0006206/</td>\n",
       "      <td>http://www.guardian.co.uk/film/movie/117077/va...</td>\n",
       "      <td>France</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>176 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Genre  Entry                     Film                  Director  \\\n",
       "0    ROMANCE      1          Brief Encounter               David Lean    \n",
       "1    ROMANCE      2               Casablanca            Michael Curtiz   \n",
       "2    ROMANCE      3           Before Sunrise         Richard Linklater   \n",
       "3    ROMANCE      3            Before Sunset         Richard Linklater   \n",
       "4    ROMANCE      4               Breathless           Jean-Luc Godard   \n",
       "..       ...    ...                      ...                       ...   \n",
       "171   HORROR     20         Dracula   (1958)            Terence Fisher   \n",
       "172   HORROR     22  The Blair Witch Project  Daniel Myrick, E Sanchez   \n",
       "173   HORROR     23   Evil Dead/Evil Dead II                 Sam Raimi   \n",
       "174   HORROR     24                   Carrie            Brian De Palma   \n",
       "175   HORROR     25      Les Vampires (1915)           Louis Feuillade   \n",
       "\n",
       "                                        Leading actors Year of cinema release  \\\n",
       "0    Celia Johnson, Cyril Raymond, Stanley Holloway...                   1945   \n",
       "1    Claude Rains, Humphrey Bogart, Ingrid Bergman,...                   1942   \n",
       "2                          Ethan Hawke and Julie Delpy                   1995   \n",
       "3                          Ethan Hawke and Julie Delpy                   2004   \n",
       "4                      Jean Seberg, Jean-Paul Belmondo                   1960   \n",
       "..                                                 ...                    ...   \n",
       "171  Christopher Lee, Melissa Stribling, Michael Go...                   1958   \n",
       "172  Heather Donahue, Joshua Leonard, Michael C. Wi...                   1999   \n",
       "173       Betsy Baker, Bruce Campbell, Ellen Sandweiss             1981/ 1987   \n",
       "174          John Travolta, Piper Laurie, Sissy Spacek                   1976   \n",
       "175                     Edouard Mathe, Marcel Levesque                   1915   \n",
       "\n",
       "    No of Oscars won                                   IMDB link  \\\n",
       "0                NaN        http://www.imdb.com/title/tt0037558/   \n",
       "1                  3        http://www.imdb.com/title/tt0034583/   \n",
       "2                NaN        http://www.imdb.com/title/tt0112471/   \n",
       "3                NaN  http://www.imdb.com/title/tt0381681/awards   \n",
       "4                NaN        http://www.imdb.com/title/tt0053472/   \n",
       "..               ...                                         ...   \n",
       "171              NaN        http://www.imdb.com/title/tt0051554/   \n",
       "172              NaN        http://www.imdb.com/title/tt0185937/   \n",
       "173              NaN        http://www.imdb.com/title/tt0083907/   \n",
       "174              NaN        http://www.imdb.com/title/tt0074285/   \n",
       "175              NaN        http://www.imdb.com/title/tt0006206/   \n",
       "\n",
       "                                    Guardian film page Country  Oscars won  \\\n",
       "0    http://www.guardian.co.uk/film/movie/35664/bri...      UK         NaN   \n",
       "1    http://www.guardian.co.uk/film/movie/36156/cas...     USA         NaN   \n",
       "2    http://www.guardian.co.uk/film/movie/58808/bef...     USA         NaN   \n",
       "3    http://www.guardian.co.uk/film/movie/101181/be...     USA         NaN   \n",
       "4    http://www.guardian.co.uk/film/movie/36219/a-b...  France         NaN   \n",
       "..                                                 ...     ...         ...   \n",
       "171  http://www.guardian.co.uk/film/movie/36215/dra...      UK         NaN   \n",
       "172  http://www.guardian.co.uk/film/movie/79459/bla...     USA         NaN   \n",
       "173  http://www.guardian.co.uk/film/movie/34582/evi...     USA         NaN   \n",
       "174  http://www.guardian.co.uk/film/movie/81489/carrie     USA         NaN   \n",
       "175  http://www.guardian.co.uk/film/movie/117077/va...  France         NaN   \n",
       "\n",
       "     Unnamed: 9  Cat  \n",
       "0           NaN  NaN  \n",
       "1           NaN  NaN  \n",
       "2           NaN  NaN  \n",
       "3           NaN  NaN  \n",
       "4           NaN  NaN  \n",
       "..          ...  ...  \n",
       "171         NaN  NaN  \n",
       "172         NaN  NaN  \n",
       "173         NaN  NaN  \n",
       "174         NaN  NaN  \n",
       "175         NaN  NaN  \n",
       "\n",
       "[176 rows x 13 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dm=pd.concat(dfs, keys=dfs.keys(), names=['Genre', 'no'])\n",
    "d_all=dm.reset_index().drop(columns=['no'])\n",
    "d_all"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## save to Excel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "d_all.to_excel('all_movies.xlsx', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  }
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