{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Filtering Rows "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import pandas \n",
    "import pandas as pd "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# read movie data \n",
    "movies = pd.read_csv(\"http://bit.ly/imdbratings\")"
   ]
  },
  {
   "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>star_rating</th>\n",
       "      <th>title</th>\n",
       "      <th>content_rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>duration</th>\n",
       "      <th>actors_list</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>9.3</td>\n",
       "      <td>The Shawshank Redemption</td>\n",
       "      <td>R</td>\n",
       "      <td>Crime</td>\n",
       "      <td>142</td>\n",
       "      <td>[u'Tim Robbins', u'Morgan Freeman', u'Bob Gunt...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>9.2</td>\n",
       "      <td>The Godfather</td>\n",
       "      <td>R</td>\n",
       "      <td>Crime</td>\n",
       "      <td>175</td>\n",
       "      <td>[u'Marlon Brando', u'Al Pacino', u'James Caan']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>9.1</td>\n",
       "      <td>The Godfather: Part II</td>\n",
       "      <td>R</td>\n",
       "      <td>Crime</td>\n",
       "      <td>200</td>\n",
       "      <td>[u'Al Pacino', u'Robert De Niro', u'Robert Duv...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>9.0</td>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>152</td>\n",
       "      <td>[u'Christian Bale', u'Heath Ledger', u'Aaron E...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>8.9</td>\n",
       "      <td>Pulp Fiction</td>\n",
       "      <td>R</td>\n",
       "      <td>Crime</td>\n",
       "      <td>154</td>\n",
       "      <td>[u'John Travolta', u'Uma Thurman', u'Samuel L....</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   star_rating                     title content_rating   genre  duration  \\\n",
       "0          9.3  The Shawshank Redemption              R   Crime       142   \n",
       "1          9.2             The Godfather              R   Crime       175   \n",
       "2          9.1    The Godfather: Part II              R   Crime       200   \n",
       "3          9.0           The Dark Knight          PG-13  Action       152   \n",
       "4          8.9              Pulp Fiction              R   Crime       154   \n",
       "\n",
       "                                         actors_list  \n",
       "0  [u'Tim Robbins', u'Morgan Freeman', u'Bob Gunt...  \n",
       "1    [u'Marlon Brando', u'Al Pacino', u'James Caan']  \n",
       "2  [u'Al Pacino', u'Robert De Niro', u'Robert Duv...  \n",
       "3  [u'Christian Bale', u'Heath Ledger', u'Aaron E...  \n",
       "4  [u'John Travolta', u'Uma Thurman', u'Samuel L....  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# examine first few rows \n",
    "movies.head() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Filtering Movies with `for` Loop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "booleans = [] \n",
    "for length in movies.duration: \n",
    "    if length >= 200: \n",
    "        booleans.append(True)\n",
    "    else: \n",
    "        booleans.append(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "979"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check length of booleans \n",
    "len(booleans)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[False, False, True, False, False]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Inspect booleans elements \n",
    "booleans[0:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create a pandas series \n",
    "is_long = pd.Series(booleans)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    False\n",
       "1    False\n",
       "2     True\n",
       "3    False\n",
       "4    False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Inspect few values \n",
    "is_long.head() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\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>star_rating</th>\n",
       "      <th>title</th>\n",
       "      <th>content_rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>duration</th>\n",
       "      <th>actors_list</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>9.1</td>\n",
       "      <td>The Godfather: Part II</td>\n",
       "      <td>R</td>\n",
       "      <td>Crime</td>\n",
       "      <td>200</td>\n",
       "      <td>[u'Al Pacino', u'Robert De Niro', u'Robert Duv...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>8.9</td>\n",
       "      <td>The Lord of the Rings: The Return of the King</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>201</td>\n",
       "      <td>[u'Elijah Wood', u'Viggo Mortensen', u'Ian McK...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>8.7</td>\n",
       "      <td>Seven Samurai</td>\n",
       "      <td>UNRATED</td>\n",
       "      <td>Drama</td>\n",
       "      <td>207</td>\n",
       "      <td>[u'Toshir\\xf4 Mifune', u'Takashi Shimura', u'K...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>78</td>\n",
       "      <td>8.4</td>\n",
       "      <td>Once Upon a Time in America</td>\n",
       "      <td>R</td>\n",
       "      <td>Crime</td>\n",
       "      <td>229</td>\n",
       "      <td>[u'Robert De Niro', u'James Woods', u'Elizabet...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>85</td>\n",
       "      <td>8.4</td>\n",
       "      <td>Lawrence of Arabia</td>\n",
       "      <td>PG</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>216</td>\n",
       "      <td>[u\"Peter O'Toole\", u'Alec Guinness', u'Anthony...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>142</td>\n",
       "      <td>8.3</td>\n",
       "      <td>Lagaan: Once Upon a Time in India</td>\n",
       "      <td>PG</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>224</td>\n",
       "      <td>[u'Aamir Khan', u'Gracy Singh', u'Rachel Shell...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>157</td>\n",
       "      <td>8.2</td>\n",
       "      <td>Gone with the Wind</td>\n",
       "      <td>G</td>\n",
       "      <td>Drama</td>\n",
       "      <td>238</td>\n",
       "      <td>[u'Clark Gable', u'Vivien Leigh', u'Thomas Mit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>204</td>\n",
       "      <td>8.1</td>\n",
       "      <td>Ben-Hur</td>\n",
       "      <td>G</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>212</td>\n",
       "      <td>[u'Charlton Heston', u'Jack Hawkins', u'Stephe...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>445</td>\n",
       "      <td>7.9</td>\n",
       "      <td>The Ten Commandments</td>\n",
       "      <td>APPROVED</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>220</td>\n",
       "      <td>[u'Charlton Heston', u'Yul Brynner', u'Anne Ba...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>476</td>\n",
       "      <td>7.8</td>\n",
       "      <td>Hamlet</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Drama</td>\n",
       "      <td>242</td>\n",
       "      <td>[u'Kenneth Branagh', u'Julie Christie', u'Dere...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>630</td>\n",
       "      <td>7.7</td>\n",
       "      <td>Malcolm X</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Biography</td>\n",
       "      <td>202</td>\n",
       "      <td>[u'Denzel Washington', u'Angela Bassett', u'De...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>767</td>\n",
       "      <td>7.6</td>\n",
       "      <td>It's a Mad, Mad, Mad, Mad World</td>\n",
       "      <td>APPROVED</td>\n",
       "      <td>Action</td>\n",
       "      <td>205</td>\n",
       "      <td>[u'Spencer Tracy', u'Milton Berle', u'Ethel Me...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     star_rating                                          title  \\\n",
       "2            9.1                         The Godfather: Part II   \n",
       "7            8.9  The Lord of the Rings: The Return of the King   \n",
       "17           8.7                                  Seven Samurai   \n",
       "78           8.4                    Once Upon a Time in America   \n",
       "85           8.4                             Lawrence of Arabia   \n",
       "142          8.3              Lagaan: Once Upon a Time in India   \n",
       "157          8.2                             Gone with the Wind   \n",
       "204          8.1                                        Ben-Hur   \n",
       "445          7.9                           The Ten Commandments   \n",
       "476          7.8                                         Hamlet   \n",
       "630          7.7                                      Malcolm X   \n",
       "767          7.6                It's a Mad, Mad, Mad, Mad World   \n",
       "\n",
       "    content_rating      genre  duration  \\\n",
       "2                R      Crime       200   \n",
       "7            PG-13  Adventure       201   \n",
       "17         UNRATED      Drama       207   \n",
       "78               R      Crime       229   \n",
       "85              PG  Adventure       216   \n",
       "142             PG  Adventure       224   \n",
       "157              G      Drama       238   \n",
       "204              G  Adventure       212   \n",
       "445       APPROVED  Adventure       220   \n",
       "476          PG-13      Drama       242   \n",
       "630          PG-13  Biography       202   \n",
       "767       APPROVED     Action       205   \n",
       "\n",
       "                                           actors_list  \n",
       "2    [u'Al Pacino', u'Robert De Niro', u'Robert Duv...  \n",
       "7    [u'Elijah Wood', u'Viggo Mortensen', u'Ian McK...  \n",
       "17   [u'Toshir\\xf4 Mifune', u'Takashi Shimura', u'K...  \n",
       "78   [u'Robert De Niro', u'James Woods', u'Elizabet...  \n",
       "85   [u\"Peter O'Toole\", u'Alec Guinness', u'Anthony...  \n",
       "142  [u'Aamir Khan', u'Gracy Singh', u'Rachel Shell...  \n",
       "157  [u'Clark Gable', u'Vivien Leigh', u'Thomas Mit...  \n",
       "204  [u'Charlton Heston', u'Jack Hawkins', u'Stephe...  \n",
       "445  [u'Charlton Heston', u'Yul Brynner', u'Anne Ba...  \n",
       "476  [u'Kenneth Branagh', u'Julie Christie', u'Dere...  \n",
       "630  [u'Denzel Washington', u'Angela Bassett', u'De...  \n",
       "767  [u'Spencer Tracy', u'Milton Berle', u'Ethel Me...  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# show dataframe all columns in duration 200 minutes \n",
    "movies[is_long]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Filtering by Condition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    False\n",
       "1    False\n",
       "2     True\n",
       "3    False\n",
       "4    False\n",
       "Name: duration, dtype: bool"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# filtering by conditions \n",
    "is_long = movies.duration >= 200\n",
    "is_long.head() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <td>9.1</td>\n",
       "      <td>The Godfather: Part II</td>\n",
       "      <td>R</td>\n",
       "      <td>Crime</td>\n",
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       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>8.9</td>\n",
       "      <td>The Lord of the Rings: The Return of the King</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>201</td>\n",
       "      <td>[u'Elijah Wood', u'Viggo Mortensen', u'Ian McK...</td>\n",
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       "      <td>17</td>\n",
       "      <td>8.7</td>\n",
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       "      <td>Drama</td>\n",
       "      <td>207</td>\n",
       "      <td>[u'Toshir\\xf4 Mifune', u'Takashi Shimura', u'K...</td>\n",
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       "    <tr>\n",
       "      <td>78</td>\n",
       "      <td>8.4</td>\n",
       "      <td>Once Upon a Time in America</td>\n",
       "      <td>R</td>\n",
       "      <td>Crime</td>\n",
       "      <td>229</td>\n",
       "      <td>[u'Robert De Niro', u'James Woods', u'Elizabet...</td>\n",
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       "    <tr>\n",
       "      <td>85</td>\n",
       "      <td>8.4</td>\n",
       "      <td>Lawrence of Arabia</td>\n",
       "      <td>PG</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>216</td>\n",
       "      <td>[u\"Peter O'Toole\", u'Alec Guinness', u'Anthony...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>142</td>\n",
       "      <td>8.3</td>\n",
       "      <td>Lagaan: Once Upon a Time in India</td>\n",
       "      <td>PG</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>224</td>\n",
       "      <td>[u'Aamir Khan', u'Gracy Singh', u'Rachel Shell...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>157</td>\n",
       "      <td>8.2</td>\n",
       "      <td>Gone with the Wind</td>\n",
       "      <td>G</td>\n",
       "      <td>Drama</td>\n",
       "      <td>238</td>\n",
       "      <td>[u'Clark Gable', u'Vivien Leigh', u'Thomas Mit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>204</td>\n",
       "      <td>8.1</td>\n",
       "      <td>Ben-Hur</td>\n",
       "      <td>G</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>212</td>\n",
       "      <td>[u'Charlton Heston', u'Jack Hawkins', u'Stephe...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>445</td>\n",
       "      <td>7.9</td>\n",
       "      <td>The Ten Commandments</td>\n",
       "      <td>APPROVED</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>220</td>\n",
       "      <td>[u'Charlton Heston', u'Yul Brynner', u'Anne Ba...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>476</td>\n",
       "      <td>7.8</td>\n",
       "      <td>Hamlet</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Drama</td>\n",
       "      <td>242</td>\n",
       "      <td>[u'Kenneth Branagh', u'Julie Christie', u'Dere...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>630</td>\n",
       "      <td>7.7</td>\n",
       "      <td>Malcolm X</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Biography</td>\n",
       "      <td>202</td>\n",
       "      <td>[u'Denzel Washington', u'Angela Bassett', u'De...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>767</td>\n",
       "      <td>7.6</td>\n",
       "      <td>It's a Mad, Mad, Mad, Mad World</td>\n",
       "      <td>APPROVED</td>\n",
       "      <td>Action</td>\n",
       "      <td>205</td>\n",
       "      <td>[u'Spencer Tracy', u'Milton Berle', u'Ethel Me...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     star_rating                                          title  \\\n",
       "2            9.1                         The Godfather: Part II   \n",
       "7            8.9  The Lord of the Rings: The Return of the King   \n",
       "17           8.7                                  Seven Samurai   \n",
       "78           8.4                    Once Upon a Time in America   \n",
       "85           8.4                             Lawrence of Arabia   \n",
       "142          8.3              Lagaan: Once Upon a Time in India   \n",
       "157          8.2                             Gone with the Wind   \n",
       "204          8.1                                        Ben-Hur   \n",
       "445          7.9                           The Ten Commandments   \n",
       "476          7.8                                         Hamlet   \n",
       "630          7.7                                      Malcolm X   \n",
       "767          7.6                It's a Mad, Mad, Mad, Mad World   \n",
       "\n",
       "    content_rating      genre  duration  \\\n",
       "2                R      Crime       200   \n",
       "7            PG-13  Adventure       201   \n",
       "17         UNRATED      Drama       207   \n",
       "78               R      Crime       229   \n",
       "85              PG  Adventure       216   \n",
       "142             PG  Adventure       224   \n",
       "157              G      Drama       238   \n",
       "204              G  Adventure       212   \n",
       "445       APPROVED  Adventure       220   \n",
       "476          PG-13      Drama       242   \n",
       "630          PG-13  Biography       202   \n",
       "767       APPROVED     Action       205   \n",
       "\n",
       "                                           actors_list  \n",
       "2    [u'Al Pacino', u'Robert De Niro', u'Robert Duv...  \n",
       "7    [u'Elijah Wood', u'Viggo Mortensen', u'Ian McK...  \n",
       "17   [u'Toshir\\xf4 Mifune', u'Takashi Shimura', u'K...  \n",
       "78   [u'Robert De Niro', u'James Woods', u'Elizabet...  \n",
       "85   [u\"Peter O'Toole\", u'Alec Guinness', u'Anthony...  \n",
       "142  [u'Aamir Khan', u'Gracy Singh', u'Rachel Shell...  \n",
       "157  [u'Clark Gable', u'Vivien Leigh', u'Thomas Mit...  \n",
       "204  [u'Charlton Heston', u'Jack Hawkins', u'Stephe...  \n",
       "445  [u'Charlton Heston', u'Yul Brynner', u'Anne Ba...  \n",
       "476  [u'Kenneth Branagh', u'Julie Christie', u'Dere...  \n",
       "630  [u'Denzel Washington', u'Angela Bassett', u'De...  \n",
       "767  [u'Spencer Tracy', u'Milton Berle', u'Ethel Me...  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# show the rows duration >200\n",
    "movies[is_long]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Filtering in DataFrame "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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>star_rating</th>\n",
       "      <th>title</th>\n",
       "      <th>content_rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>duration</th>\n",
       "      <th>actors_list</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>9.1</td>\n",
       "      <td>The Godfather: Part II</td>\n",
       "      <td>R</td>\n",
       "      <td>Crime</td>\n",
       "      <td>200</td>\n",
       "      <td>[u'Al Pacino', u'Robert De Niro', u'Robert Duv...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>8.9</td>\n",
       "      <td>The Lord of the Rings: The Return of the King</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>201</td>\n",
       "      <td>[u'Elijah Wood', u'Viggo Mortensen', u'Ian McK...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>8.7</td>\n",
       "      <td>Seven Samurai</td>\n",
       "      <td>UNRATED</td>\n",
       "      <td>Drama</td>\n",
       "      <td>207</td>\n",
       "      <td>[u'Toshir\\xf4 Mifune', u'Takashi Shimura', u'K...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>78</td>\n",
       "      <td>8.4</td>\n",
       "      <td>Once Upon a Time in America</td>\n",
       "      <td>R</td>\n",
       "      <td>Crime</td>\n",
       "      <td>229</td>\n",
       "      <td>[u'Robert De Niro', u'James Woods', u'Elizabet...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>85</td>\n",
       "      <td>8.4</td>\n",
       "      <td>Lawrence of Arabia</td>\n",
       "      <td>PG</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>216</td>\n",
       "      <td>[u\"Peter O'Toole\", u'Alec Guinness', u'Anthony...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>142</td>\n",
       "      <td>8.3</td>\n",
       "      <td>Lagaan: Once Upon a Time in India</td>\n",
       "      <td>PG</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>224</td>\n",
       "      <td>[u'Aamir Khan', u'Gracy Singh', u'Rachel Shell...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>157</td>\n",
       "      <td>8.2</td>\n",
       "      <td>Gone with the Wind</td>\n",
       "      <td>G</td>\n",
       "      <td>Drama</td>\n",
       "      <td>238</td>\n",
       "      <td>[u'Clark Gable', u'Vivien Leigh', u'Thomas Mit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>204</td>\n",
       "      <td>8.1</td>\n",
       "      <td>Ben-Hur</td>\n",
       "      <td>G</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>212</td>\n",
       "      <td>[u'Charlton Heston', u'Jack Hawkins', u'Stephe...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>445</td>\n",
       "      <td>7.9</td>\n",
       "      <td>The Ten Commandments</td>\n",
       "      <td>APPROVED</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>220</td>\n",
       "      <td>[u'Charlton Heston', u'Yul Brynner', u'Anne Ba...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>476</td>\n",
       "      <td>7.8</td>\n",
       "      <td>Hamlet</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Drama</td>\n",
       "      <td>242</td>\n",
       "      <td>[u'Kenneth Branagh', u'Julie Christie', u'Dere...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>630</td>\n",
       "      <td>7.7</td>\n",
       "      <td>Malcolm X</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Biography</td>\n",
       "      <td>202</td>\n",
       "      <td>[u'Denzel Washington', u'Angela Bassett', u'De...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>767</td>\n",
       "      <td>7.6</td>\n",
       "      <td>It's a Mad, Mad, Mad, Mad World</td>\n",
       "      <td>APPROVED</td>\n",
       "      <td>Action</td>\n",
       "      <td>205</td>\n",
       "      <td>[u'Spencer Tracy', u'Milton Berle', u'Ethel Me...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     star_rating                                          title  \\\n",
       "2            9.1                         The Godfather: Part II   \n",
       "7            8.9  The Lord of the Rings: The Return of the King   \n",
       "17           8.7                                  Seven Samurai   \n",
       "78           8.4                    Once Upon a Time in America   \n",
       "85           8.4                             Lawrence of Arabia   \n",
       "142          8.3              Lagaan: Once Upon a Time in India   \n",
       "157          8.2                             Gone with the Wind   \n",
       "204          8.1                                        Ben-Hur   \n",
       "445          7.9                           The Ten Commandments   \n",
       "476          7.8                                         Hamlet   \n",
       "630          7.7                                      Malcolm X   \n",
       "767          7.6                It's a Mad, Mad, Mad, Mad World   \n",
       "\n",
       "    content_rating      genre  duration  \\\n",
       "2                R      Crime       200   \n",
       "7            PG-13  Adventure       201   \n",
       "17         UNRATED      Drama       207   \n",
       "78               R      Crime       229   \n",
       "85              PG  Adventure       216   \n",
       "142             PG  Adventure       224   \n",
       "157              G      Drama       238   \n",
       "204              G  Adventure       212   \n",
       "445       APPROVED  Adventure       220   \n",
       "476          PG-13      Drama       242   \n",
       "630          PG-13  Biography       202   \n",
       "767       APPROVED     Action       205   \n",
       "\n",
       "                                           actors_list  \n",
       "2    [u'Al Pacino', u'Robert De Niro', u'Robert Duv...  \n",
       "7    [u'Elijah Wood', u'Viggo Mortensen', u'Ian McK...  \n",
       "17   [u'Toshir\\xf4 Mifune', u'Takashi Shimura', u'K...  \n",
       "78   [u'Robert De Niro', u'James Woods', u'Elizabet...  \n",
       "85   [u\"Peter O'Toole\", u'Alec Guinness', u'Anthony...  \n",
       "142  [u'Aamir Khan', u'Gracy Singh', u'Rachel Shell...  \n",
       "157  [u'Clark Gable', u'Vivien Leigh', u'Thomas Mit...  \n",
       "204  [u'Charlton Heston', u'Jack Hawkins', u'Stephe...  \n",
       "445  [u'Charlton Heston', u'Yul Brynner', u'Anne Ba...  \n",
       "476  [u'Kenneth Branagh', u'Julie Christie', u'Dere...  \n",
       "630  [u'Denzel Washington', u'Angela Bassett', u'De...  \n",
       "767  [u'Spencer Tracy', u'Milton Berle', u'Ethel Me...  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# filtering by columns \n",
    "movies[movies.duration >= 200]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2          Crime\n",
       "7      Adventure\n",
       "17         Drama\n",
       "78         Crime\n",
       "85     Adventure\n",
       "142    Adventure\n",
       "157        Drama\n",
       "204    Adventure\n",
       "445    Adventure\n",
       "476        Drama\n",
       "630    Biography\n",
       "767       Action\n",
       "Name: genre, dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# select only genre\n",
    "movies[movies.duration >= 200].genre"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2          Crime\n",
       "7      Adventure\n",
       "17         Drama\n",
       "78         Crime\n",
       "85     Adventure\n",
       "142    Adventure\n",
       "157        Drama\n",
       "204    Adventure\n",
       "445    Adventure\n",
       "476        Drama\n",
       "630    Biography\n",
       "767       Action\n",
       "Name: genre, dtype: object"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# same as above \n",
    "movies[movies.duration >= 200]['genre']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2          Crime\n",
       "7      Adventure\n",
       "17         Drama\n",
       "78         Crime\n",
       "85     Adventure\n",
       "142    Adventure\n",
       "157        Drama\n",
       "204    Adventure\n",
       "445    Adventure\n",
       "476        Drama\n",
       "630    Biography\n",
       "767       Action\n",
       "Name: genre, dtype: object"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# select columns by label \n",
    "movies.loc[movies.duration >= 200, 'genre']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multiple Filtering Criteria"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* True and True == True \n",
    "* True and False == False \n",
    "* True or True == True \n",
    "* True or False == True \n",
    "* False or False == False \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "True and True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "True and False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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>star_rating</th>\n",
       "      <th>title</th>\n",
       "      <th>content_rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>duration</th>\n",
       "      <th>actors_list</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>8.7</td>\n",
       "      <td>Seven Samurai</td>\n",
       "      <td>UNRATED</td>\n",
       "      <td>Drama</td>\n",
       "      <td>207</td>\n",
       "      <td>[u'Toshir\\xf4 Mifune', u'Takashi Shimura', u'K...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>157</td>\n",
       "      <td>8.2</td>\n",
       "      <td>Gone with the Wind</td>\n",
       "      <td>G</td>\n",
       "      <td>Drama</td>\n",
       "      <td>238</td>\n",
       "      <td>[u'Clark Gable', u'Vivien Leigh', u'Thomas Mit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>476</td>\n",
       "      <td>7.8</td>\n",
       "      <td>Hamlet</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Drama</td>\n",
       "      <td>242</td>\n",
       "      <td>[u'Kenneth Branagh', u'Julie Christie', u'Dere...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     star_rating               title content_rating  genre  duration  \\\n",
       "17           8.7       Seven Samurai        UNRATED  Drama       207   \n",
       "157          8.2  Gone with the Wind              G  Drama       238   \n",
       "476          7.8              Hamlet          PG-13  Drama       242   \n",
       "\n",
       "                                           actors_list  \n",
       "17   [u'Toshir\\xf4 Mifune', u'Takashi Shimura', u'K...  \n",
       "157  [u'Clark Gable', u'Vivien Leigh', u'Thomas Mit...  \n",
       "476  [u'Kenneth Branagh', u'Julie Christie', u'Dere...  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# multiple criteria \n",
    "movies[(movies.duration >= 200) & (movies.genre == 'Drama')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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>star_rating</th>\n",
       "      <th>title</th>\n",
       "      <th>content_rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>duration</th>\n",
       "      <th>actors_list</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>9.1</td>\n",
       "      <td>The Godfather: Part II</td>\n",
       "      <td>R</td>\n",
       "      <td>Crime</td>\n",
       "      <td>200</td>\n",
       "      <td>[u'Al Pacino', u'Robert De Niro', u'Robert Duv...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>8.9</td>\n",
       "      <td>12 Angry Men</td>\n",
       "      <td>NOT RATED</td>\n",
       "      <td>Drama</td>\n",
       "      <td>96</td>\n",
       "      <td>[u'Henry Fonda', u'Lee J. Cobb', u'Martin Bals...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>8.9</td>\n",
       "      <td>The Lord of the Rings: The Return of the King</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>201</td>\n",
       "      <td>[u'Elijah Wood', u'Viggo Mortensen', u'Ian McK...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>8.9</td>\n",
       "      <td>Fight Club</td>\n",
       "      <td>R</td>\n",
       "      <td>Drama</td>\n",
       "      <td>139</td>\n",
       "      <td>[u'Brad Pitt', u'Edward Norton', u'Helena Bonh...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>8.8</td>\n",
       "      <td>Forrest Gump</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Drama</td>\n",
       "      <td>142</td>\n",
       "      <td>[u'Tom Hanks', u'Robin Wright', u'Gary Sinise']</td>\n",
       "    </tr>\n",
       "    <tr>\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",
       "      <td>958</td>\n",
       "      <td>7.4</td>\n",
       "      <td>My Sister's Keeper</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Drama</td>\n",
       "      <td>109</td>\n",
       "      <td>[u'Cameron Diaz', u'Abigail Breslin', u'Alec B...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>968</td>\n",
       "      <td>7.4</td>\n",
       "      <td>The English Patient</td>\n",
       "      <td>R</td>\n",
       "      <td>Drama</td>\n",
       "      <td>162</td>\n",
       "      <td>[u'Ralph Fiennes', u'Juliette Binoche', u'Will...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>970</td>\n",
       "      <td>7.4</td>\n",
       "      <td>Wonder Boys</td>\n",
       "      <td>R</td>\n",
       "      <td>Drama</td>\n",
       "      <td>107</td>\n",
       "      <td>[u'Michael Douglas', u'Tobey Maguire', u'Franc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>972</td>\n",
       "      <td>7.4</td>\n",
       "      <td>Blue Valentine</td>\n",
       "      <td>NC-17</td>\n",
       "      <td>Drama</td>\n",
       "      <td>112</td>\n",
       "      <td>[u'Ryan Gosling', u'Michelle Williams', u'John...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>973</td>\n",
       "      <td>7.4</td>\n",
       "      <td>The Cider House Rules</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Drama</td>\n",
       "      <td>126</td>\n",
       "      <td>[u'Tobey Maguire', u'Charlize Theron', u'Micha...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>287 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     star_rating                                          title  \\\n",
       "2            9.1                         The Godfather: Part II   \n",
       "5            8.9                                   12 Angry Men   \n",
       "7            8.9  The Lord of the Rings: The Return of the King   \n",
       "9            8.9                                     Fight Club   \n",
       "13           8.8                                   Forrest Gump   \n",
       "..           ...                                            ...   \n",
       "958          7.4                             My Sister's Keeper   \n",
       "968          7.4                            The English Patient   \n",
       "970          7.4                                    Wonder Boys   \n",
       "972          7.4                                 Blue Valentine   \n",
       "973          7.4                          The Cider House Rules   \n",
       "\n",
       "    content_rating      genre  duration  \\\n",
       "2                R      Crime       200   \n",
       "5        NOT RATED      Drama        96   \n",
       "7            PG-13  Adventure       201   \n",
       "9                R      Drama       139   \n",
       "13           PG-13      Drama       142   \n",
       "..             ...        ...       ...   \n",
       "958          PG-13      Drama       109   \n",
       "968              R      Drama       162   \n",
       "970              R      Drama       107   \n",
       "972          NC-17      Drama       112   \n",
       "973          PG-13      Drama       126   \n",
       "\n",
       "                                           actors_list  \n",
       "2    [u'Al Pacino', u'Robert De Niro', u'Robert Duv...  \n",
       "5    [u'Henry Fonda', u'Lee J. Cobb', u'Martin Bals...  \n",
       "7    [u'Elijah Wood', u'Viggo Mortensen', u'Ian McK...  \n",
       "9    [u'Brad Pitt', u'Edward Norton', u'Helena Bonh...  \n",
       "13     [u'Tom Hanks', u'Robin Wright', u'Gary Sinise']  \n",
       "..                                                 ...  \n",
       "958  [u'Cameron Diaz', u'Abigail Breslin', u'Alec B...  \n",
       "968  [u'Ralph Fiennes', u'Juliette Binoche', u'Will...  \n",
       "970  [u'Michael Douglas', u'Tobey Maguire', u'Franc...  \n",
       "972  [u'Ryan Gosling', u'Michelle Williams', u'John...  \n",
       "973  [u'Tobey Maguire', u'Charlize Theron', u'Micha...  \n",
       "\n",
       "[287 rows x 6 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# multiple criteria \n",
    "movies[(movies.duration >= 200) | (movies.genre == 'Drama')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
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       "      <td>107</td>\n",
       "      <td>[u'Michael Douglas', u'Tobey Maguire', u'Franc...</td>\n",
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       "      <td>7.4</td>\n",
       "      <td>Blue Valentine</td>\n",
       "      <td>NC-17</td>\n",
       "      <td>Drama</td>\n",
       "      <td>112</td>\n",
       "      <td>[u'Ryan Gosling', u'Michelle Williams', u'John...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>973</td>\n",
       "      <td>7.4</td>\n",
       "      <td>The Cider House Rules</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Drama</td>\n",
       "      <td>126</td>\n",
       "      <td>[u'Tobey Maguire', u'Charlize Theron', u'Micha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>976</td>\n",
       "      <td>7.4</td>\n",
       "      <td>Master and Commander: The Far Side of the World</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>138</td>\n",
       "      <td>[u'Russell Crowe', u'Paul Bettany', u'Billy Bo...</td>\n",
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       "      <td>978</td>\n",
       "      <td>7.4</td>\n",
       "      <td>Wall Street</td>\n",
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       "      <td>Crime</td>\n",
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       "      <td>[u'Charlie Sheen', u'Michael Douglas', u'Tamar...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "<p>538 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     star_rating                                            title  \\\n",
       "0            9.3                         The Shawshank Redemption   \n",
       "1            9.2                                    The Godfather   \n",
       "2            9.1                           The Godfather: Part II   \n",
       "3            9.0                                  The Dark Knight   \n",
       "4            8.9                                     Pulp Fiction   \n",
       "..           ...                                              ...   \n",
       "970          7.4                                      Wonder Boys   \n",
       "972          7.4                                   Blue Valentine   \n",
       "973          7.4                            The Cider House Rules   \n",
       "976          7.4  Master and Commander: The Far Side of the World   \n",
       "978          7.4                                      Wall Street   \n",
       "\n",
       "    content_rating   genre  duration  \\\n",
       "0                R   Crime       142   \n",
       "1                R   Crime       175   \n",
       "2                R   Crime       200   \n",
       "3            PG-13  Action       152   \n",
       "4                R   Crime       154   \n",
       "..             ...     ...       ...   \n",
       "970              R   Drama       107   \n",
       "972          NC-17   Drama       112   \n",
       "973          PG-13   Drama       126   \n",
       "976          PG-13  Action       138   \n",
       "978              R   Crime       126   \n",
       "\n",
       "                                           actors_list  \n",
       "0    [u'Tim Robbins', u'Morgan Freeman', u'Bob Gunt...  \n",
       "1      [u'Marlon Brando', u'Al Pacino', u'James Caan']  \n",
       "2    [u'Al Pacino', u'Robert De Niro', u'Robert Duv...  \n",
       "3    [u'Christian Bale', u'Heath Ledger', u'Aaron E...  \n",
       "4    [u'John Travolta', u'Uma Thurman', u'Samuel L....  \n",
       "..                                                 ...  \n",
       "970  [u'Michael Douglas', u'Tobey Maguire', u'Franc...  \n",
       "972  [u'Ryan Gosling', u'Michelle Williams', u'John...  \n",
       "973  [u'Tobey Maguire', u'Charlize Theron', u'Micha...  \n",
       "976  [u'Russell Crowe', u'Paul Bettany', u'Billy Bo...  \n",
       "978  [u'Charlie Sheen', u'Michael Douglas', u'Tamar...  \n",
       "\n",
       "[538 rows x 6 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# multiple or conditions \n",
    "movies[(movies.genre == \"Crime\") | (movies.genre == 'Drama') | (movies.genre == \"Action\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       True\n",
       "1       True\n",
       "2       True\n",
       "3       True\n",
       "4       True\n",
       "       ...  \n",
       "974    False\n",
       "975    False\n",
       "976     True\n",
       "977    False\n",
       "978     True\n",
       "Name: genre, Length: 979, dtype: bool"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# multiple or using isin() method \n",
    "movies.genre.isin([\"Drama\", \"Action\", \"Crime\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>107</td>\n",
       "      <td>[u'Michael Douglas', u'Tobey Maguire', u'Franc...</td>\n",
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       "      <td>7.4</td>\n",
       "      <td>Blue Valentine</td>\n",
       "      <td>NC-17</td>\n",
       "      <td>Drama</td>\n",
       "      <td>112</td>\n",
       "      <td>[u'Ryan Gosling', u'Michelle Williams', u'John...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>973</td>\n",
       "      <td>7.4</td>\n",
       "      <td>The Cider House Rules</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Drama</td>\n",
       "      <td>126</td>\n",
       "      <td>[u'Tobey Maguire', u'Charlize Theron', u'Micha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>976</td>\n",
       "      <td>7.4</td>\n",
       "      <td>Master and Commander: The Far Side of the World</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>138</td>\n",
       "      <td>[u'Russell Crowe', u'Paul Bettany', u'Billy Bo...</td>\n",
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       "      <td>[u'Charlie Sheen', u'Michael Douglas', u'Tamar...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>538 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     star_rating                                            title  \\\n",
       "0            9.3                         The Shawshank Redemption   \n",
       "1            9.2                                    The Godfather   \n",
       "2            9.1                           The Godfather: Part II   \n",
       "3            9.0                                  The Dark Knight   \n",
       "4            8.9                                     Pulp Fiction   \n",
       "..           ...                                              ...   \n",
       "970          7.4                                      Wonder Boys   \n",
       "972          7.4                                   Blue Valentine   \n",
       "973          7.4                            The Cider House Rules   \n",
       "976          7.4  Master and Commander: The Far Side of the World   \n",
       "978          7.4                                      Wall Street   \n",
       "\n",
       "    content_rating   genre  duration  \\\n",
       "0                R   Crime       142   \n",
       "1                R   Crime       175   \n",
       "2                R   Crime       200   \n",
       "3            PG-13  Action       152   \n",
       "4                R   Crime       154   \n",
       "..             ...     ...       ...   \n",
       "970              R   Drama       107   \n",
       "972          NC-17   Drama       112   \n",
       "973          PG-13   Drama       126   \n",
       "976          PG-13  Action       138   \n",
       "978              R   Crime       126   \n",
       "\n",
       "                                           actors_list  \n",
       "0    [u'Tim Robbins', u'Morgan Freeman', u'Bob Gunt...  \n",
       "1      [u'Marlon Brando', u'Al Pacino', u'James Caan']  \n",
       "2    [u'Al Pacino', u'Robert De Niro', u'Robert Duv...  \n",
       "3    [u'Christian Bale', u'Heath Ledger', u'Aaron E...  \n",
       "4    [u'John Travolta', u'Uma Thurman', u'Samuel L....  \n",
       "..                                                 ...  \n",
       "970  [u'Michael Douglas', u'Tobey Maguire', u'Franc...  \n",
       "972  [u'Ryan Gosling', u'Michelle Williams', u'John...  \n",
       "973  [u'Tobey Maguire', u'Charlize Theron', u'Micha...  \n",
       "976  [u'Russell Crowe', u'Paul Bettany', u'Billy Bo...  \n",
       "978  [u'Charlie Sheen', u'Michael Douglas', u'Tamar...  \n",
       "\n",
       "[538 rows x 6 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
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    }
   ],
   "source": [
    "# pass the series in DataFrame \n",
    "movies[movies.genre.isin([\"Drama\", \"Action\", \"Crime\"])]"
   ]
  }
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