Netflix.ipynb

{
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  {
   "cell_type": "markdown",
   "id": "0c7f6e04-f20d-4a2f-a0c0-e05c33463d4b",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Netflix Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "40c9ef16-6ee3-47cc-8bc6-5c5fa81bded6",
   "metadata": {},
   "source": [
    "## Description"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c622ba1a-efe7-4131-acf6-1787255e357d",
   "metadata": {},
   "source": [
    "#### Source: Kaggle\n",
    "Netflix is one of the most popular media and video streaming platforms. They have over 8000 movies or tv shows available on their platform, as of mid-2021, they have over 200M Subscribers globally. This tabular dataset consists of listings of all the movies and tv shows available on Netflix, along with details such as - cast, directors, ratings, release year, duration, etc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e6749ab9-f22f-4c91-b6fa-bbf4a35183c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "from matplotlib import pyplot as plt\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1662df37-d292-46d1-9b38-7b378300b08e",
   "metadata": {},
   "outputs": [],
   "source": [
    "netflix = pd.read_csv(r'netflix_titles.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "570e9bf2-6c12-4c63-9908-42147d5b9439",
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>show_id</th>\n",
       "      <th>type</th>\n",
       "      <th>title</th>\n",
       "      <th>director</th>\n",
       "      <th>cast</th>\n",
       "      <th>country</th>\n",
       "      <th>date_added</th>\n",
       "      <th>release_year</th>\n",
       "      <th>rating</th>\n",
       "      <th>duration</th>\n",
       "      <th>listed_in</th>\n",
       "      <th>description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>s1</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Dick Johnson Is Dead</td>\n",
       "      <td>Kirsten Johnson</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>September 25, 2021</td>\n",
       "      <td>2020</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>90 min</td>\n",
       "      <td>Documentaries</td>\n",
       "      <td>As her father nears the end of his life, filmm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>s2</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Blood &amp; Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>September 24, 2021</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>2 Seasons</td>\n",
       "      <td>International TV Shows, TV Dramas, TV Mysteries</td>\n",
       "      <td>After crossing paths at a party, a Cape Town t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>s3</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Ganglands</td>\n",
       "      <td>Julien Leclercq</td>\n",
       "      <td>Sami Bouajila, Tracy Gotoas, Samuel Jouy, Nabi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>September 24, 2021</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>1 Season</td>\n",
       "      <td>Crime TV Shows, International TV Shows, TV Act...</td>\n",
       "      <td>To protect his family from a powerful drug lor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>s4</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Jailbirds New Orleans</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>September 24, 2021</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>1 Season</td>\n",
       "      <td>Docuseries, Reality TV</td>\n",
       "      <td>Feuds, flirtations and toilet talk go down amo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>s5</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Kota Factory</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mayur More, Jitendra Kumar, Ranjan Raj, Alam K...</td>\n",
       "      <td>India</td>\n",
       "      <td>September 24, 2021</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>2 Seasons</td>\n",
       "      <td>International TV Shows, Romantic TV Shows, TV ...</td>\n",
       "      <td>In a city of coaching centers known to train I...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  show_id     type                  title         director  \\\n",
       "0      s1    Movie   Dick Johnson Is Dead  Kirsten Johnson   \n",
       "1      s2  TV Show          Blood & Water              NaN   \n",
       "2      s3  TV Show              Ganglands  Julien Leclercq   \n",
       "3      s4  TV Show  Jailbirds New Orleans              NaN   \n",
       "4      s5  TV Show           Kota Factory              NaN   \n",
       "\n",
       "                                                cast        country  \\\n",
       "0                                                NaN  United States   \n",
       "1  Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...   South Africa   \n",
       "2  Sami Bouajila, Tracy Gotoas, Samuel Jouy, Nabi...            NaN   \n",
       "3                                                NaN            NaN   \n",
       "4  Mayur More, Jitendra Kumar, Ranjan Raj, Alam K...          India   \n",
       "\n",
       "           date_added  release_year rating   duration  \\\n",
       "0  September 25, 2021          2020  PG-13     90 min   \n",
       "1  September 24, 2021          2021  TV-MA  2 Seasons   \n",
       "2  September 24, 2021          2021  TV-MA   1 Season   \n",
       "3  September 24, 2021          2021  TV-MA   1 Season   \n",
       "4  September 24, 2021          2021  TV-MA  2 Seasons   \n",
       "\n",
       "                                           listed_in  \\\n",
       "0                                      Documentaries   \n",
       "1    International TV Shows, TV Dramas, TV Mysteries   \n",
       "2  Crime TV Shows, International TV Shows, TV Act...   \n",
       "3                             Docuseries, Reality TV   \n",
       "4  International TV Shows, Romantic TV Shows, TV ...   \n",
       "\n",
       "                                         description  \n",
       "0  As her father nears the end of his life, filmm...  \n",
       "1  After crossing paths at a party, a Cape Town t...  \n",
       "2  To protect his family from a powerful drug lor...  \n",
       "3  Feuds, flirtations and toilet talk go down amo...  \n",
       "4  In a city of coaching centers known to train I...  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b64854aa-c203-4df2-9453-7bc080937f29",
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>show_id</th>\n",
       "      <th>type</th>\n",
       "      <th>title</th>\n",
       "      <th>director</th>\n",
       "      <th>cast</th>\n",
       "      <th>country</th>\n",
       "      <th>date_added</th>\n",
       "      <th>release_year</th>\n",
       "      <th>rating</th>\n",
       "      <th>duration</th>\n",
       "      <th>listed_in</th>\n",
       "      <th>description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8802</th>\n",
       "      <td>s8803</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Zodiac</td>\n",
       "      <td>David Fincher</td>\n",
       "      <td>Mark Ruffalo, Jake Gyllenhaal, Robert Downey J...</td>\n",
       "      <td>United States</td>\n",
       "      <td>November 20, 2019</td>\n",
       "      <td>2007</td>\n",
       "      <td>R</td>\n",
       "      <td>158 min</td>\n",
       "      <td>Cult Movies, Dramas, Thrillers</td>\n",
       "      <td>A political cartoonist, a crime reporter and a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8803</th>\n",
       "      <td>s8804</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Zombie Dumb</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>July 1, 2019</td>\n",
       "      <td>2018</td>\n",
       "      <td>TV-Y7</td>\n",
       "      <td>2 Seasons</td>\n",
       "      <td>Kids' TV, Korean TV Shows, TV Comedies</td>\n",
       "      <td>While living alone in a spooky town, a young g...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8804</th>\n",
       "      <td>s8805</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Zombieland</td>\n",
       "      <td>Ruben Fleischer</td>\n",
       "      <td>Jesse Eisenberg, Woody Harrelson, Emma Stone, ...</td>\n",
       "      <td>United States</td>\n",
       "      <td>November 1, 2019</td>\n",
       "      <td>2009</td>\n",
       "      <td>R</td>\n",
       "      <td>88 min</td>\n",
       "      <td>Comedies, Horror Movies</td>\n",
       "      <td>Looking to survive in a world taken over by zo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8805</th>\n",
       "      <td>s8806</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Zoom</td>\n",
       "      <td>Peter Hewitt</td>\n",
       "      <td>Tim Allen, Courteney Cox, Chevy Chase, Kate Ma...</td>\n",
       "      <td>United States</td>\n",
       "      <td>January 11, 2020</td>\n",
       "      <td>2006</td>\n",
       "      <td>PG</td>\n",
       "      <td>88 min</td>\n",
       "      <td>Children &amp; Family Movies, Comedies</td>\n",
       "      <td>Dragged from civilian life, a former superhero...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8806</th>\n",
       "      <td>s8807</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Zubaan</td>\n",
       "      <td>Mozez Singh</td>\n",
       "      <td>Vicky Kaushal, Sarah-Jane Dias, Raaghav Chanan...</td>\n",
       "      <td>India</td>\n",
       "      <td>March 2, 2019</td>\n",
       "      <td>2015</td>\n",
       "      <td>TV-14</td>\n",
       "      <td>111 min</td>\n",
       "      <td>Dramas, International Movies, Music &amp; Musicals</td>\n",
       "      <td>A scrappy but poor boy worms his way into a ty...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     show_id     type        title         director  \\\n",
       "8802   s8803    Movie       Zodiac    David Fincher   \n",
       "8803   s8804  TV Show  Zombie Dumb              NaN   \n",
       "8804   s8805    Movie   Zombieland  Ruben Fleischer   \n",
       "8805   s8806    Movie         Zoom     Peter Hewitt   \n",
       "8806   s8807    Movie       Zubaan      Mozez Singh   \n",
       "\n",
       "                                                   cast        country  \\\n",
       "8802  Mark Ruffalo, Jake Gyllenhaal, Robert Downey J...  United States   \n",
       "8803                                                NaN            NaN   \n",
       "8804  Jesse Eisenberg, Woody Harrelson, Emma Stone, ...  United States   \n",
       "8805  Tim Allen, Courteney Cox, Chevy Chase, Kate Ma...  United States   \n",
       "8806  Vicky Kaushal, Sarah-Jane Dias, Raaghav Chanan...          India   \n",
       "\n",
       "             date_added  release_year rating   duration  \\\n",
       "8802  November 20, 2019          2007      R    158 min   \n",
       "8803       July 1, 2019          2018  TV-Y7  2 Seasons   \n",
       "8804   November 1, 2019          2009      R     88 min   \n",
       "8805   January 11, 2020          2006     PG     88 min   \n",
       "8806      March 2, 2019          2015  TV-14    111 min   \n",
       "\n",
       "                                           listed_in  \\\n",
       "8802                  Cult Movies, Dramas, Thrillers   \n",
       "8803          Kids' TV, Korean TV Shows, TV Comedies   \n",
       "8804                         Comedies, Horror Movies   \n",
       "8805              Children & Family Movies, Comedies   \n",
       "8806  Dramas, International Movies, Music & Musicals   \n",
       "\n",
       "                                            description  \n",
       "8802  A political cartoonist, a crime reporter and a...  \n",
       "8803  While living alone in a spooky town, a young g...  \n",
       "8804  Looking to survive in a world taken over by zo...  \n",
       "8805  Dragged from civilian life, a former superhero...  \n",
       "8806  A scrappy but poor boy worms his way into a ty...  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "900510d9-ed9b-493b-bdbe-eaeb6707ed81",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8807, 12)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b5f1a5c7-5294-448c-8d31-ef11417a8dac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "105684"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7a408438-d4c3-419b-b96d-606ed80c7489",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['show_id', 'type', 'title', 'director', 'cast', 'country', 'date_added',\n",
       "       'release_year', 'rating', 'duration', 'listed_in', 'description'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ef26a6f8-369d-4fc9-8a83-7cda03cfdd1d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "show_id         object\n",
       "type            object\n",
       "title           object\n",
       "director        object\n",
       "cast            object\n",
       "country         object\n",
       "date_added      object\n",
       "release_year     int64\n",
       "rating          object\n",
       "duration        object\n",
       "listed_in       object\n",
       "description     object\n",
       "dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "56dd4baa-998d-4819-b854-84f3bb07141b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 8807 entries, 0 to 8806\n",
      "Data columns (total 12 columns):\n",
      " #   Column        Non-Null Count  Dtype \n",
      "---  ------        --------------  ----- \n",
      " 0   show_id       8807 non-null   object\n",
      " 1   type          8807 non-null   object\n",
      " 2   title         8807 non-null   object\n",
      " 3   director      6173 non-null   object\n",
      " 4   cast          7982 non-null   object\n",
      " 5   country       7976 non-null   object\n",
      " 6   date_added    8797 non-null   object\n",
      " 7   release_year  8807 non-null   int64 \n",
      " 8   rating        8803 non-null   object\n",
      " 9   duration      8804 non-null   object\n",
      " 10  listed_in     8807 non-null   object\n",
      " 11  description   8807 non-null   object\n",
      "dtypes: int64(1), object(11)\n",
      "memory usage: 825.8+ KB\n"
     ]
    }
   ],
   "source": [
    "netflix.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54c09346-b299-4252-98df-9e3f558a6a79",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Check for duplicate records and remove them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6d040420-d518-4768-a9f7-67b2f1a17b04",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>show_id</th>\n",
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       "      <th>title</th>\n",
       "      <th>director</th>\n",
       "      <th>cast</th>\n",
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       "      <th>rating</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>s1</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Dick Johnson Is Dead</td>\n",
       "      <td>Kirsten Johnson</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>September 25, 2021</td>\n",
       "      <td>2020</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>90 min</td>\n",
       "      <td>Documentaries</td>\n",
       "      <td>As her father nears the end of his life, filmm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>s2</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Blood &amp; Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>September 24, 2021</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>2 Seasons</td>\n",
       "      <td>International TV Shows, TV Dramas, TV Mysteries</td>\n",
       "      <td>After crossing paths at a party, a Cape Town t...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "  show_id     type                 title         director  \\\n",
       "0      s1    Movie  Dick Johnson Is Dead  Kirsten Johnson   \n",
       "1      s2  TV Show         Blood & Water              NaN   \n",
       "\n",
       "                                                cast        country  \\\n",
       "0                                                NaN  United States   \n",
       "1  Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...   South Africa   \n",
       "\n",
       "           date_added  release_year rating   duration  \\\n",
       "0  September 25, 2021          2020  PG-13     90 min   \n",
       "1  September 24, 2021          2021  TV-MA  2 Seasons   \n",
       "\n",
       "                                         listed_in  \\\n",
       "0                                    Documentaries   \n",
       "1  International TV Shows, TV Dramas, TV Mysteries   \n",
       "\n",
       "                                         description  \n",
       "0  As her father nears the end of his life, filmm...  \n",
       "1  After crossing paths at a party, a Cape Town t...  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "413973a9-71a2-44db-80b2-554db153c5e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8807, 12)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "49cd45ad-cfdb-4868-9609-e9b6385aba3d",
   "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>show_id</th>\n",
       "      <th>type</th>\n",
       "      <th>title</th>\n",
       "      <th>director</th>\n",
       "      <th>cast</th>\n",
       "      <th>country</th>\n",
       "      <th>date_added</th>\n",
       "      <th>release_year</th>\n",
       "      <th>rating</th>\n",
       "      <th>duration</th>\n",
       "      <th>listed_in</th>\n",
       "      <th>description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [show_id, type, title, director, cast, country, date_added, release_year, rating, duration, listed_in, description]\n",
       "Index: []"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix[netflix.duplicated()] #checks for duplicates and none was found"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e060dd92-4c50-43fa-8224-0e7df6ded49c",
   "metadata": {},
   "outputs": [],
   "source": [
    "#netflix.drop_duplicates() could have been used to drop duplicate rows permanently"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "770d903a-d0fb-4ace-95ed-86511670b5fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8807, 12)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "519d96a4-c59f-402d-b043-b3bd0c77b003",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>A construction magnate takes over a struggling...</td>\n",
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       "      <th>1324</th>\n",
       "      <td>s1325</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Middle of Nowhere</td>\n",
       "      <td>Ava DuVernay</td>\n",
       "      <td>Emayatzy Corinealdi, David Oyelowo, Omari Hard...</td>\n",
       "      <td>United States</td>\n",
       "      <td>February 11, 2021</td>\n",
       "      <td>2012</td>\n",
       "      <td>R</td>\n",
       "      <td>102 min</td>\n",
       "      <td>Dramas, Independent Movies, Romantic Movies</td>\n",
       "      <td>After her husband is sent to prison for eight ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6481</th>\n",
       "      <td>s6482</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Christopher Robin</td>\n",
       "      <td>Marc Forster</td>\n",
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       "      <td>PG</td>\n",
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       "      <td>Children &amp; Family Movies, Comedies, Dramas</td>\n",
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       "      <td>s1601</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Chico Bon Bon and the Very Berry Holiday</td>\n",
       "      <td>Darragh O'Connell</td>\n",
       "      <td>Robbie Daymond, Dayci Brookshire, Anthony Tede...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>December 3, 2020</td>\n",
       "      <td>2020</td>\n",
       "      <td>TV-Y</td>\n",
       "      <td>25 min</td>\n",
       "      <td>Children &amp; Family Movies</td>\n",
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       "    <tr>\n",
       "      <th>2813</th>\n",
       "      <td>s2814</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Ken Burns Presents: College Behind Bars: A Fil...</td>\n",
       "      <td>Lynn Novick</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>March 15, 2020</td>\n",
       "      <td>2019</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>1 Season</td>\n",
       "      <td>Docuseries</td>\n",
       "      <td>This docuseries follows several incarcerated p...</td>\n",
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       "    <tr>\n",
       "      <th>2493</th>\n",
       "      <td>s2494</td>\n",
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       "      <td>Lonzo Nzekwe</td>\n",
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       "      <td>Canada, Nigeria</td>\n",
       "      <td>May 20, 2020</td>\n",
       "      <td>2010</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>97 min</td>\n",
       "      <td>Dramas, International Movies</td>\n",
       "      <td>A Nigerian couple living in the U.S. face agon...</td>\n",
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       "      <th>4989</th>\n",
       "      <td>s4990</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Ricky Gervais: Humanity</td>\n",
       "      <td>John L. Spencer</td>\n",
       "      <td>Ricky Gervais</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>March 13, 2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>79 min</td>\n",
       "      <td>Stand-Up Comedy</td>\n",
       "      <td>In his first special in seven years, Ricky Ger...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     show_id     type                                              title  \\\n",
       "6315   s6316    Movie                                        Birthmarked   \n",
       "3888   s3889    Movie                                   Loving is Losing   \n",
       "7819   s7820    Movie                                         Radiopetti   \n",
       "4226   s4227  TV Show                                          The Paper   \n",
       "1324   s1325    Movie                                  Middle of Nowhere   \n",
       "6481   s6482    Movie                                  Christopher Robin   \n",
       "1600   s1601    Movie           Chico Bon Bon and the Very Berry Holiday   \n",
       "2813   s2814  TV Show  Ken Burns Presents: College Behind Bars: A Fil...   \n",
       "2493   s2494    Movie                                        Anchor Baby   \n",
       "4989   s4990    Movie                            Ricky Gervais: Humanity   \n",
       "\n",
       "                    director  \\\n",
       "6315  Emanuel Hoss-Desmarais   \n",
       "3888         Fernando Ayllón   \n",
       "7819          Hari Viswanath   \n",
       "4226                     NaN   \n",
       "1324            Ava DuVernay   \n",
       "6481            Marc Forster   \n",
       "1600       Darragh O'Connell   \n",
       "2813             Lynn Novick   \n",
       "2493            Lonzo Nzekwe   \n",
       "4989         John L. Spencer   \n",
       "\n",
       "                                                   cast          country  \\\n",
       "6315  Toni Collette, Matthew Goode, Andreas Apergis,...           Canada   \n",
       "3888  Ricardo Quevedo, Liss Pereira, Iván Marín, Lor...         Colombia   \n",
       "7819  Lakshmanan, TVV Ramanujam, Shobana, Nivas Adit...            India   \n",
       "4226  Branka Katić, Trpimir Jurkic, Aleksandar Cvetk...          Croatia   \n",
       "1324  Emayatzy Corinealdi, David Oyelowo, Omari Hard...    United States   \n",
       "6481  Ewan McGregor, Hayley Atwell, Bronte Carmichae...    United States   \n",
       "1600  Robbie Daymond, Dayci Brookshire, Anthony Tede...              NaN   \n",
       "2813                                                NaN    United States   \n",
       "2493  Omoni Oboli, Sam Sarpong, Terri Oliver, Colin ...  Canada, Nigeria   \n",
       "4989                                      Ricky Gervais   United Kingdom   \n",
       "\n",
       "             date_added  release_year rating   duration  \\\n",
       "6315      June 28, 2018          2018  TV-MA     88 min   \n",
       "3888     April 26, 2019          2019  TV-MA     91 min   \n",
       "7819    January 1, 2017          2015  TV-PG     83 min   \n",
       "4226    January 1, 2019          2018  TV-MA  2 Seasons   \n",
       "1324  February 11, 2021          2012      R    102 min   \n",
       "6481      March 5, 2019          2018     PG    104 min   \n",
       "1600   December 3, 2020          2020   TV-Y     25 min   \n",
       "2813     March 15, 2020          2019  TV-MA   1 Season   \n",
       "2493       May 20, 2020          2010  TV-MA     97 min   \n",
       "4989     March 13, 2018          2018  TV-MA     79 min   \n",
       "\n",
       "                                              listed_in  \\\n",
       "6315  Comedies, Independent Movies, International Mo...   \n",
       "3888    Comedies, International Movies, Romantic Movies   \n",
       "7819                       Dramas, International Movies   \n",
       "4226                  International TV Shows, TV Dramas   \n",
       "1324        Dramas, Independent Movies, Romantic Movies   \n",
       "6481         Children & Family Movies, Comedies, Dramas   \n",
       "1600                           Children & Family Movies   \n",
       "2813                                         Docuseries   \n",
       "2493                       Dramas, International Movies   \n",
       "4989                                    Stand-Up Comedy   \n",
       "\n",
       "                                            description  \n",
       "6315  In an attempt to settle the \"nature vs. nurtur...  \n",
       "3888  When a newly single photographer is forced to ...  \n",
       "7819  An elderly, hearing-impaired Indian man stays ...  \n",
       "4226  A construction magnate takes over a struggling...  \n",
       "1324  After her husband is sent to prison for eight ...  \n",
       "6481  Now a careworn middle-aged man, Christopher Ro...  \n",
       "1600  The Fix-It Force makes a plan to hit every hom...  \n",
       "2813  This docuseries follows several incarcerated p...  \n",
       "2493  A Nigerian couple living in the U.S. face agon...  \n",
       "4989  In his first special in seven years, Ricky Ger...  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.sample(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a63f4ab-6a42-4535-a6e4-3c8b8b557658",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Check for Null Values present in any column and use a heat map to show "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "170a2ea8-c4a2-4bba-ab88-ea4e7ae7a083",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>September 24, 2021</td>\n",
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      ],
      "text/plain": [
       "  show_id     type                 title         director  \\\n",
       "0      s1    Movie  Dick Johnson Is Dead  Kirsten Johnson   \n",
       "1      s2  TV Show         Blood & Water              NaN   \n",
       "\n",
       "                                                cast        country  \\\n",
       "0                                                NaN  United States   \n",
       "1  Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...   South Africa   \n",
       "\n",
       "           date_added  release_year rating   duration  \\\n",
       "0  September 25, 2021          2020  PG-13     90 min   \n",
       "1  September 24, 2021          2021  TV-MA  2 Seasons   \n",
       "\n",
       "                                         listed_in  \\\n",
       "0                                    Documentaries   \n",
       "1  International TV Shows, TV Dramas, TV Mysteries   \n",
       "\n",
       "                                         description  \n",
       "0  As her father nears the end of his life, filmm...  \n",
       "1  After crossing paths at a party, a Cape Town t...  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "f5d2184b-2e1e-45f9-9963-f6e5195de458",
   "metadata": {},
   "outputs": [
    {
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       "      <th>0</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8802</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8803</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8804</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8805</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8806</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8807 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      show_id   type  title  director   cast  country  date_added  \\\n",
       "0       False  False  False     False   True    False       False   \n",
       "1       False  False  False      True  False    False       False   \n",
       "2       False  False  False     False  False     True       False   \n",
       "3       False  False  False      True   True     True       False   \n",
       "4       False  False  False      True  False    False       False   \n",
       "...       ...    ...    ...       ...    ...      ...         ...   \n",
       "8802    False  False  False     False  False    False       False   \n",
       "8803    False  False  False      True   True     True       False   \n",
       "8804    False  False  False     False  False    False       False   \n",
       "8805    False  False  False     False  False    False       False   \n",
       "8806    False  False  False     False  False    False       False   \n",
       "\n",
       "      release_year  rating  duration  listed_in  description  \n",
       "0            False   False     False      False        False  \n",
       "1            False   False     False      False        False  \n",
       "2            False   False     False      False        False  \n",
       "3            False   False     False      False        False  \n",
       "4            False   False     False      False        False  \n",
       "...            ...     ...       ...        ...          ...  \n",
       "8802         False   False     False      False        False  \n",
       "8803         False   False     False      False        False  \n",
       "8804         False   False     False      False        False  \n",
       "8805         False   False     False      False        False  \n",
       "8806         False   False     False      False        False  \n",
       "\n",
       "[8807 rows x 12 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.isnull() #checks for columns with null values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "4ab5604b-0332-451d-8e95-b2fb00d85997",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "show_id            0\n",
       "type               0\n",
       "title              0\n",
       "director        2634\n",
       "cast             825\n",
       "country          831\n",
       "date_added        10\n",
       "release_year       0\n",
       "rating             4\n",
       "duration           3\n",
       "listed_in          0\n",
       "description        0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.isnull().sum() #returns count of null values in each column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "17a1c505-dc90-45dc-9bfa-0fb68cc5efc5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "show_id          0.000000\n",
       "type             0.000000\n",
       "title            0.000000\n",
       "director        29.908028\n",
       "cast             9.367549\n",
       "country          9.435676\n",
       "date_added       0.113546\n",
       "release_year     0.000000\n",
       "rating           0.045418\n",
       "duration         0.034064\n",
       "listed_in        0.000000\n",
       "description      0.000000\n",
       "dtype: float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "null_percent = netflix.isnull().sum() * 100 / len(netflix)\n",
    "null_percent"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0384803-7de8-43e1-a3a4-063645a13910",
   "metadata": {},
   "source": [
    "#### Heat Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d3c112e9-37eb-47f0-83a9-2a5e0a411e39",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,10))\n",
    "sns.heatmap(netflix.isnull());"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77a66ccb-d3d4-4077-81c4-53f765f8c066",
   "metadata": {},
   "source": [
    "### What is the show_id for \"The Lord of the Rings: The Return of the King\" and who is the director of this movie?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a52b62c5-ad86-4c2a-9090-4e6ca216d3a8",
   "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>show_id</th>\n",
       "      <th>director</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8404</th>\n",
       "      <td>s8405</td>\n",
       "      <td>Peter Jackson</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     show_id       director\n",
       "8404   s8405  Peter Jackson"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix[netflix.title == 'The Lord of the Rings: The Return of the King'][['show_id', 'director']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "70313e90-e31a-4690-bf6c-447c373b6070",
   "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>show_id</th>\n",
       "      <th>director</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8404</th>\n",
       "      <td>s8405</td>\n",
       "      <td>Peter Jackson</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     show_id       director\n",
       "8404   s8405  Peter Jackson"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix[['show_id', 'director']][netflix['title'].isin(['The Lord of the Rings: The Return of the King'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "27887c96-4c10-40f7-81cc-18d7a3d86df9",
   "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>show_id</th>\n",
       "      <th>director</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8404</th>\n",
       "      <td>s8405</td>\n",
       "      <td>Peter Jackson</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     show_id       director\n",
       "8404   s8405  Peter Jackson"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix[netflix['title'].str.contains('The Lord of the Rings: The Return of the King')][['show_id', 'director']]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98c596b0-893a-4807-a1b4-796aa3f19a01",
   "metadata": {},
   "source": [
    "### In which year was the highest number of TV Shows and Movies released?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "11a313e3-92cc-46f3-a26d-56f47a2a21d8",
   "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>show_id</th>\n",
       "      <th>type</th>\n",
       "      <th>title</th>\n",
       "      <th>director</th>\n",
       "      <th>cast</th>\n",
       "      <th>country</th>\n",
       "      <th>date_added</th>\n",
       "      <th>release_year</th>\n",
       "      <th>rating</th>\n",
       "      <th>duration</th>\n",
       "      <th>listed_in</th>\n",
       "      <th>description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>s1</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Dick Johnson Is Dead</td>\n",
       "      <td>Kirsten Johnson</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>September 25, 2021</td>\n",
       "      <td>2020</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>90 min</td>\n",
       "      <td>Documentaries</td>\n",
       "      <td>As her father nears the end of his life, filmm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>s2</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Blood &amp; Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>September 24, 2021</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>2 Seasons</td>\n",
       "      <td>International TV Shows, TV Dramas, TV Mysteries</td>\n",
       "      <td>After crossing paths at a party, a Cape Town t...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  show_id     type                 title         director  \\\n",
       "0      s1    Movie  Dick Johnson Is Dead  Kirsten Johnson   \n",
       "1      s2  TV Show         Blood & Water              NaN   \n",
       "\n",
       "                                                cast        country  \\\n",
       "0                                                NaN  United States   \n",
       "1  Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...   South Africa   \n",
       "\n",
       "           date_added  release_year rating   duration  \\\n",
       "0  September 25, 2021          2020  PG-13     90 min   \n",
       "1  September 24, 2021          2021  TV-MA  2 Seasons   \n",
       "\n",
       "                                         listed_in  \\\n",
       "0                                    Documentaries   \n",
       "1  International TV Shows, TV Dramas, TV Mysteries   \n",
       "\n",
       "                                         description  \n",
       "0  As her father nears the end of his life, filmm...  \n",
       "1  After crossing paths at a party, a Cape Town t...  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "7857368f-1cc6-47f2-8bf6-eb9e5892579e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "show_id         object\n",
       "type            object\n",
       "title           object\n",
       "director        object\n",
       "cast            object\n",
       "country         object\n",
       "date_added      object\n",
       "release_year     int64\n",
       "rating          object\n",
       "duration        object\n",
       "listed_in       object\n",
       "description     object\n",
       "dtype: object"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "05a5653d-67a4-4650-a808-f74c65e0855d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2018    1147\n",
       "2017    1032\n",
       "2019    1030\n",
       "2020     953\n",
       "2016     902\n",
       "        ... \n",
       "1959       1\n",
       "1925       1\n",
       "1961       1\n",
       "1947       1\n",
       "1966       1\n",
       "Name: release_year, Length: 74, dtype: int64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.release_year.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7fa64104-e41f-4f49-a0da-3433c3d0cf9a",
   "metadata": {
    "tags": []
   },
   "source": [
    "#### Bar Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "f33b437f-8167-4db9-8a3f-13d46c5dd089",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e380a63a-9600-4b09-94cb-738b4f163d54",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = netflix.release_year.value_counts().head(20).plot(kind='bar', figsize=(12,7));\n",
    "ax.set_xlabel('Release Years');\n",
    "ax.set_ylabel('No of TV Shows/Movies');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c19a131-2971-42ab-a4c4-4a8c6dbc2f1f",
   "metadata": {},
   "source": [
    "### In which year was the lowest number of TV Shows and Movies released?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "9377a07f-4b47-417a-9cfd-f3fb718c5b16",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1966    1\n",
       "1959    1\n",
       "1947    1\n",
       "1961    1\n",
       "1925    1\n",
       "1954    2\n",
       "1942    2\n",
       "1946    2\n",
       "1965    2\n",
       "1956    2\n",
       "Name: release_year, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.release_year.value_counts().sort_values(ascending=True).head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab4e387e-a1c7-45c9-ae87-409b12d17281",
   "metadata": {
    "tags": []
   },
   "source": [
    "### In which year was the highest number of TV Shows and Movies added?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "c45eeed9-aa3d-4182-b1f0-e155106f7636",
   "metadata": {},
   "outputs": [],
   "source": [
    "netflix.date_added = netflix.date_added.astype(np.datetime64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "752e9f28-b344-406d-bd5e-9c8a2194f046",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      2021-09-25\n",
       "1      2021-09-24\n",
       "2      2021-09-24\n",
       "3      2021-09-24\n",
       "4      2021-09-24\n",
       "          ...    \n",
       "8802   2019-11-20\n",
       "8803   2019-07-01\n",
       "8804   2019-11-01\n",
       "8805   2020-01-11\n",
       "8806   2019-03-02\n",
       "Name: date_added, Length: 8807, dtype: datetime64[ns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.date_added"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "e82b166e-257f-4b1a-a3cc-0cbd68478c3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2019.0    2016\n",
       "2020.0    1879\n",
       "2018.0    1649\n",
       "2021.0    1498\n",
       "2017.0    1188\n",
       "2016.0     429\n",
       "2015.0      82\n",
       "2014.0      24\n",
       "2011.0      13\n",
       "2013.0      11\n",
       "2012.0       3\n",
       "2009.0       2\n",
       "2008.0       2\n",
       "2010.0       1\n",
       "Name: date_added, dtype: int64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.date_added.dt.year.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab30adda-1873-4f6f-8676-7a47885ea6d2",
   "metadata": {
    "tags": []
   },
   "source": [
    "#### Bar Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "a8318ecf-bb9b-483a-9f03-379252ebe634",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gSndu5aK4lov3jvlJ236ZeBgAgCNxhAsAAMAwChcAAIBhFC4AAADDKFwAAACGUbgAAAAMo3ABAAAYRuECAAAwjMIFAABgGIULAADAMAoXAACAYRQuAAAAwyhcAAAAhlG4AAAADKNwAQAAGEbhAgAAMIzCBQAAYBiFCwAAwDAKFwAAgGEULgAAAMMoXAAAAIZRuAAAAAyjcAEAABhG4QIAADCMwgUAAGBY8nAL1NXVaf/+/UpPT1d1dbUk6fTp06qpqdGxY8eUkZGh9evXKy0tTZJUX1+vpqYmud1uVVRUqLCwUJJ05MgR1dbWqre3V0VFRaqoqJDL5TK3ZQAAAA4x7BGu+fPn65vf/OaAsYaGBt1000165ZVXdNNNN6mhoUGS1N7erpaWFm3ZskVPP/20fvjDH6q/v1+StG3bNq1evVqvvPKKPv74Y7W2to74xgAAADjRsIVrxowZsaNXFwSDQc2bN0+SNG/ePAWDwdh4aWmpUlJSlJmZqaysLLW1tSkSiainp0fTp0+Xy+XS3LlzY68BAAAY6xK6huvEiRPyeDySJI/Ho5MnT0qSwuGwfD5fbDmv16twOHzRuM/nUzgctpIbAADgsjHsNVyXIhqNXtL4UBobG9XY2ChJqqqqkt/vH/Y1nZc0w/DimfNSjGQ+J2eTyGfVSOeLV3Jysm1zx4N8iXNyNol8VpHPmtHKl1DhSk9PVyQSkcfjUSQS0cSJEyWdP3LV3d0dWy4cDsvr9V403t3dLa/XO+T6A4GAAoFA7HFXV1ciMS2xY854OTmbRD6r7Mrn9/sd/d6QL3FOziaRzyryWTPS+bKzswcdT+iUYnFxsXbv3i1J2r17t2bNmhUbb2lp0dmzZxUKhdTR0aH8/Hx5PB6lpqbq8OHDikajam5uVnFxcYKbAgAAcHkZ9gjXyy+/rEOHDunUqVNas2aNli5dqrKyMtXU1KipqUl+v1+VlZWSpJycHJWUlKiyslJut1vLly+X232+061YsUJ1dXXq7e1VYWGhioqKzG4ZAACAQwxbuNatWzfo+DPPPDPoeHl5ucrLyy8az8vLi93HCwAA4ErCneYBAAAMo3ABAAAYRuECAAAwjMIFAABgGIULAADAMAoXAACAYRQuAAAAwyhcAAAAhlG4AAAADKNwAQAAGEbhAgAAMIzCBQAAYBiFCwAAwDAKFwAAgGEULgAAAMMoXAAAAIZRuAAAAAyjcAEAABhG4QIAADCMwgUAAGAYhQsAAMAwChcAAIBhFC4AAADDKFwAAACGUbgAAAAMo3ABAAAYRuECAAAwjMIFAABgGIULAADAMAoXAACAYcmJvvCjjz5STU1N7HEoFNLSpUv1+9//Xrt27dLEiRMlSffdd59mzpwpSaqvr1dTU5PcbrcqKipUWFhoLT0AAMBlIOHClZ2drc2bN0uS+vv7tXr1at16663693//d917771atGjRgOXb29vV0tKiLVu2KBKJaOPGjdq6davcbg6yAQCAsW1E2s7bb7+trKwsZWRkDLlMMBhUaWmpUlJSlJmZqaysLLW1tY3E9AAAAI6W8BGuT9uzZ4/mzJkTe/zaa6+publZubm5WrZsmdLS0hQOh1VQUBBbxuv1KhwOD7q+xsZGNTY2SpKqqqrk9/uHzdBpcRs+K545L8VI5nNyNol8Vo10vnglJyfbNnc8yJc4J2eTyGcV+awZrXyWC1dfX5/27dun+++/X5J01113acmSJZKkHTt2aPv27Vq7dq2i0Wjc6wwEAgoEArHHXV1dVmNeMjvmjJeTs0nks8qufH6/39HvDfkS5+RsEvmsIp81I50vOzt70HHLpxQPHDig6667TpMmTZIkTZo0SW63W263WwsXLtT7778vSfL5fOru7o69LhwOy+v1Wp0eAADA8SwXrs+eToxEIrGv9+7dq5ycHElScXGxWlpadPbsWYVCIXV0dCg/P9/q9AAAAI5n6ZTiH/7wB7311ltatWpVbOwnP/mJjh49KpfLpYyMjNhzOTk5KikpUWVlpdxut5YvX84nFAEAwBXBUuG66qqr9KMf/WjA2Ne//vUhly8vL1d5ebmVKQEAAC47HGICAAAwjMIFAABgGIULAADAMAoXAACAYRQuAAAAwyhcAAAAhlG4AAAADKNwAQAAGEbhAgAAMIzCBQAAYBiFCwAAwDAKFwAAgGEULgAAAMMoXAAAAIZRuAAAAAyjcAEAABhG4QIAADCMwgUAAGAYhQsAAMAwChcAAIBhFC4AAADDKFwAAACGUbgAAAAMo3ABAAAYRuECAAAwjMIFAABgGIULAADAMAoXAACAYRQuAAAAw5KtvPjRRx/VuHHj5Ha7lZSUpKqqKp0+fVo1NTU6duyYMjIytH79eqWlpUmS6uvr1dTUJLfbrYqKChUWFo7ENgAAADiapcIlSc8++6wmTpwYe9zQ0KCbbrpJZWVlamhoUENDgx544AG1t7erpaVFW7ZsUSQS0caNG7V161a53RxkAwAAY9uIt51gMKh58+ZJkubNm6dgMBgbLy0tVUpKijIzM5WVlaW2traRnh4AAMBxLB/heuGFFyRJX/7ylxUIBHTixAl5PB5Jksfj0cmTJyVJ4XBYBQUFsdd5vV6Fw2Gr0wMAADiepcK1ceNGeb1enThxQs8//7yys7OHXDYajca93sbGRjU2NkqSqqqq5Pf7h31NZ9xrj088c16Kkczn5GwS+awa6XzxSk5Otm3ueJAvcU7OJpHPKvJZM1r5LBUur9crSUpPT9esWbPU1tam9PR0RSIReTweRSKR2PVdPp9P3d3dsdeGw+HY6z8rEAgoEAjEHnd1dVmJmRA75oyXk7NJ5LPKrnx+v9/R7w35EufkbBL5rCKfNSOdb6iDTwlfw3XmzBn19PTEvn7rrbc0bdo0FRcXa/fu3ZKk3bt3a9asWZKk4uJitbS06OzZswqFQuro6FB+fn6i0wMAAFw2Ej7CdeLECb300kuSpHPnzun2229XYWGh8vLyVFNTo6amJvn9flVWVkqScnJyVFJSosrKSrndbi1fvpxPKAIAgCtCwoVr8uTJ2rx580XjEyZM0DPPPDPoa8rLy1VeXp7olAAAAJclDjEBAAAYRuECAAAwjMIFAABgGIULAADAMAoXAACAYRQuAAAAwyz/LUUAznZu5aK4lov3TxQlbftl4mEA4ArFES4AAADDKFwAAACGUbgAAAAMo3ABAAAYRuECAAAwjMIFAABgGIULAADAMAoXAACAYRQuAAAAwyhcAAAAhlG4AAAADKNwAQAAGEbhAgAAMIzCBQAAYBiFCwAAwDAKFwAAgGEULgAAAMMoXAAAAIZRuAAAAAyjcAEAABhG4QIAADCMwgUAAGAYhQsAAMCw5ERf2NXVpdraWh0/flwul0uBQED33HOPdu7cqV27dmnixImSpPvuu08zZ86UJNXX16upqUlut1sVFRUqLCwckY0AAABwsoQLV1JSkh588EHl5uaqp6dHTz75pG6++WZJ0r333qtFixYNWL69vV0tLS3asmWLIpGINm7cqK1bt8rt5iAbAAAY2xJuOx6PR7m5uZKk1NRUTZ06VeFweMjlg8GgSktLlZKSoszMTGVlZamtrS3R6QEAAC4bCR/h+rRQKKQPPvhA+fn5evfdd/Xaa6+publZubm5WrZsmdLS0hQOh1VQUBB7jdfrHbKgNTY2qrGxUZJUVVUlv98/bIbOkdiQT4lnzksxkvmcnE0in1VXWr54JScn2zZ3PJycz8nZJPJZRT5rRiuf5cJ15swZVVdX66GHHtL48eN11113acmSJZKkHTt2aPv27Vq7dq2i0Wjc6wwEAgoEArHHXV1dVmNeMjvmjJeTs0nks4p8g/P7/Y5+b5ycz8nZJPJZRT5rRjpfdnb2oOOWLqDq6+tTdXW17rjjDt12222SpEmTJsntdsvtdmvhwoV6//33JUk+n0/d3d2x14bDYXm9XivTAwAAXBYSLlzRaFTf+973NHXqVH3lK1+JjUcikdjXe/fuVU5OjiSpuLhYLS0tOnv2rEKhkDo6OpSfn28hOgAAwOUh4VOK7733npqbmzVt2jQ9/vjjks7fAmLPnj06evSoXC6XMjIytGrVKklSTk6OSkpKVFlZKbfbreXLl/MJRQAAcEVIuHBdf/312rlz50XjF+65NZjy8nKVl5cnOiUAAMBliUNMAAAAhlG4AAAADKNwAQAAGEbhAgAAMIzCBQAAYBiFCwAAwDAKFwAAgGEULgAAAMMoXAAAAIZRuAAAAAyjcAEAABhG4QIAADCMwgUAAGAYhQsAAMAwChcAAIBhFC4AAADDKFwAAACGUbgAAAAMo3ABAAAYRuECAAAwLNnuAACubOdWLopruc4415e07ZeJhwEAQzjCBQAAYBiFCwAAwDAKFwAAgGEULgAAAMMoXAAAAIZRuAAAAAyjcAEAABhG4QIAADBs1G982traqr/9279Vf3+/Fi5cqLKystGOAABx48asAEbCqB7h6u/v1w9/+EN985vfVE1Njfbs2aP29vbRjAAAADDqRvUIV1tbm7KysjR58mRJUmlpqYLBoK655prRjAEAY0Y8R+DsOvrG0UHg/41q4QqHw/L5fLHHPp9P//3f/z2aEQAAkOT8Qki+scUVjUajozXZG2+8oYMHD2rNmjWSpObmZrW1tenhhx8esFxjY6MaGxslSVVVVaMVDwAAwIhRvYbL5/Opu7s79ri7u1sej+ei5QKBgKqqqoyUrSeffHLE1zlSnJxNIp9V5LOGfIlzcjaJfFaRz5rRyjeqhSsvL08dHR0KhULq6+tTS0uLiouLRzMCAADAqBvVa7iSkpL08MMP64UXXlB/f7/uvPNO5eTkjGYEAACAUTfq9+GaOXOmZs6cOdrTxgQCAdvmHo6Ts0nks4p81pAvcU7OJpHPKvJZM1r5RvWieQAAgCsRf9oHAADAMAoXAACAYRQuAAAAw0b9ovnRFI1G1dbWpnA4LJfLJY/Ho/z8fLlcLrujSSKfVeSzhnxjM5tEPqvIZw35BjdmC9fBgwf16quvasqUKfJ6vZLO32j1448/1ooVK/SlL32JfOQjH/nGVDbykY98Ds4XHaPWrVsX7ezsvGi8s7Mzum7dOhsSDUQ+a8hnDfkS5+Rs0Sj5rCKfNeQb2pi9huvcuXMD/lD2BV6vV319fTYkGoh81pDPGvIlzsnZJPJZRT5ryDe0MXtK8c4779RTTz2l0tJS+f1+SVJXV5daWlq0YMECm9ORzyryWUO+sZlNIp9V5LOGfEMb0zc+bW9v15tvvqlwOKxoNCqfz6fi4mJdc801dkeTRD6ryGcN+cZmNol8VpHPGvINbkwXLgAAACcYs9dwfZ6dO3faHeFzkc8a8llDvsQ5OZtEPqvIZ82Vnu+KLFy5ubl2R/hc5LOGfNaQL3FOziaRzyryWXOl5+OUIgAAgGFj9lOKkvTOO+/oN7/5jbq7u+V2uzVlyhQtXLhQWVlZdkeTJLW2tioYDA642+2sWbNUWFhodzSdPn1av/71r+XxeLRgwQLV19fr8OHDmjp1qhYvXqy0tDS7Iw7pn//5n7VkyRJbM/zd3/2dbrvtNl1//fW25hjK3r17NWPGDKWlpenkyZPavn27PvjgA11zzTVatmzZoB+bHk0nT57UxIkTY4+bm5vV1tamadOmaeHChY65Y/UF3/72t/Xss8/aHWNYTvjZiEajeuONN+RyuTR79my98847CgaDmjp1qr785S/L7bb/xEtra6vC4bC++MUvKjMzMzbe1NTkiE/aOXnfdjnsO+za947ZI1w//elPdeLECX3xi19UMBhUZmampkyZon/7t3/T4sWLVVJSYmu+H//4x+ro6NDcuXNjO7fu7m41NzcrKytLFRUVtubbtGmTcnJy1NPTow8//FDTpk1TSUmJ3nrrLf3ud7/TE088YWu+z/PII4/ob/7mb2zNsHz5cmVkZOjkyZMqLS3VnDlzdN1119ma6dPWr1+vmpoaSVJNTY0KCgpUUlKit99+W//xH/+hb33rW7bm27Bhg1588UVJ0r/8y7/o3Xff1Zw5c7R//355vV499NBDtmX767/+6wGPo9GoOjo6lJ2dLUl66aWX7IgVFyf8bLz66qs6ceKE+vr6lJqaqr6+Pt1yyy06cOCA0tPTbf/d9w//8A967733dN1112nfvn2655579Cd/8ieSBv67tIvT921O33fYue8ds0e49u/fr+rqaknSnDlz9Nxzz+nBBx/U7Nmz9eyzz9r+j/LAgQPaunXrReOlpaX6xje+YfsvnXA4rKeeekrRaFRr1qzRc889J0m64YYb9Pjjj9uaTZL+4i/+YtDxaDSq3t7eUU5zMZ/Pp6qqKnV0dGjPnj367ne/q/7+fs2ZM0dz5syJ7Zzt0t/fH/v6448/1vr16yVJ8+fP169+9Su7YsV8+v+Be/fu1be//W2NGzdOt99+uzZs2GBjMikjI0Opqan6sz/7M33hC19QNBrVs88+a3uuC5z+s/Hb3/5W1dXV6uvr06pVq/SDH/xAycnJuv32223fGUvSvn379J3vfEdJSUn66le/qldeeUWdnZ166KGH5ITjE07ftzl932HnvnfMFi63263Tp08rLS1NkUgktoNJS0tzxA9NSkqK2tralJ+fP2D8/fffV0pKik2p/l80GtXp06d15swZnTlzRqFQSJmZmTp16pQj7hY8fvx4bdq0SZMmTbrouUceeWT0A33GhVNeU6ZM0ZIlS7RkyRL97ne/0549e7Rp0yZ997vftTXfjTfeqB07dmjx4sW68cYbtXfvXt1666165513NH78eFuzSVJvb68++OADRaNR9ff3a9y4cZKk5ORk2085bdiwQXv37tUPfvAD/emf/qmKi4uVlJSkjIwMW3Nd4PSfjaSkJEnnv5d5eXlKTk6Ojdv9vZXO/2fkQsarr75aGzZs0Pe//31t2bLFEb/7nL5vc/q+w85975gtXIsXL9YTTzyh7Oxsffjhh1q5cqWk89eGXHvttTank9auXatXX31VPT09Aw5rpqam6tFHH7U5nVRWVhY76vHII4/o+9//vqTzN4z76le/amc0SdK8efPU1dU16E5lzpw5ox/oMwb7xXfttdfq2muv1f33329DooEefvhh/fznP9c3vvENSdKvfvUrXXXVVbrlllv09a9/3eZ0ksfj0fbt2yUptmPxeDw6depUbGdop1tvvVU333yzduzYoV27djliR3KB0382Jk2apDNnzmjcuHF6+umnY+PHjx+PlS87TZ48WYcOHdKMGTMknS84jzzyiP7pn/5Jv/nNb2xO5/x9m9P3HXbue8fsNVzS+Yv3Ojs7lZWVpauvvtruOIM6fvz4gLvdDvZL0i79/f2KRqNKSkrSuXPndPToUXm9Xnk8HrujOd6FHcrl4JNPPtG5c+c0YcIEu6MMq7+/X2fPntVVV11ld5SYo0eP6vDhw7rrrrvsjnJZO3PmjP7whz8oPT3d1hwXTrt+4QtfuOi5cDgsr9c72pEu4vR92+Ww77Bj3zumC9dQPvzwQ02dOtXuGJKkvr6+i/5X99lPaDkN7581Tnr/BkO+xDk5m0Q+q5ySLxqNqq2tbcCn7PLz8x3z6V2n5xuK6e+v/SfMbfD888/bHUHvvPOO1qxZo9WrV+v5559XKBSKPffCCy/YmGx4vH/WOOH9+zzkS5yTs0nks8oJ+Q4ePKjHHntMP/vZz3TgwAHt379fO3fu1GOPPaaDBw/aHc/x+T6P6e+v/SfMDfnRj3405HOffPLJKCYZ3E9/+lM9/fTTysnJ0X/+53/q+eef11/+5V9q+vTpjrjwkffPGqe/f+RLnJOzSeSzyun5fvzjH+tb3/rWgPuDSVIoFNKmTZtit3uxi9Pz2fn9HbOF6/XXX9eyZcsGvQhzz549NiQaqK+vTzk5OZKk2bNna+rUqXrppZf053/+54447Mr7Z43T3z/yJc7J2STyWeX0fOfOnRv0xsRer9cRH95wej47v79jtnDl5eUpJydHf/zHf3zRcz/72c9sSDRQUlKSjh8/HrtQLycnR88884yqqqrU2dlpbzjx/lnl9PePfIlzcjaJfFY5Pd+dd96pp556SqWlpfL7/ZKkrq4utbS0OOIu+E7PZ+f3d8xeNH/69GmlpKQ46tNMn/bWW29p4sSJ+qM/+qMB47///e/12muvqby83J5g/4f3zxqnv3/kS5yTs0nks8rp+aTzt1h48803B3zKrri4WNdcc43d0SQ5O5+d398xW7gAAACcYsyeUvzkk09UX1+vYDCokydPSpLS09NVXFyssrIy2+9dQj7yke/yzOfkbOQjH/mcm2/MHuF64YUXdOONN2r+/Pmx63yOHz+u119/XW+//bbtf5yXfOQj3+WZz8nZyEc+8jk335i9D1coFFJZWdmAu8dOmjRJZWVl6urqsi/Y/yGfNeSzhnyJc3I2iXxWkc8a8g1tzBaujIwM/eIXv9Dx48djY8ePH1dDQ0PskxN2Ip815LOGfIlzcjaJfFaRzxryDW3MnlI8ffq0Ghoa9Oabb+rEiROSzrfYW265RWVlZUpLSyMf+chHvjGVjXzkI5+D80XHsPb29ujBgwejPT09A8YPHDhgT6DPIJ815LOGfIlzcrZolHxWkc8a8g1uzJ5S/Nd//Vd95zvf0a9//Wv91V/9lYLBYOy5f/zHf7Qx2Xnks4Z81pAvcU7OJpHPKvJZQ76hjdnbQuzatUsvvviixo0bp1AopC1btujYsWO65557HPG39shHPvJdnvmcnI185LMb+YY2ZgtXf3+/xo0bJ0nKzMzUc889p+rqah07dswR33TyWUM+a8g3NrNJ5LOKfNaQb2hj9pTipEmTdPTo0djjcePG6cknn9SpU6f0P//zP/YF+z/ks4Z81pAvcU7OJpHPKvJZQ76hjdlPKXZ3dyspKWnAvTYuePfdd3X99dePfqhPIZ815LOGfIlzcjaJfFaRzxryDW3MFi4AAACnGLOnFAEAAJyCwgUAAGAYhQsAAMAwChcAAIBhFC4AAADD/hdgB/oWDzRCewAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "netflix.date_added.dt.year.value_counts().plot(kind='bar', figsize=(10,6));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d5fe605-5699-43a2-9184-7d8ee2ed18f9",
   "metadata": {},
   "source": [
    "### In which year was the lowest number of TV Shows and Movies added?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "de91b844-a1cc-4b48-8b8f-5c2e83c3a9e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2010.0       1\n",
       "2009.0       2\n",
       "2008.0       2\n",
       "2012.0       3\n",
       "2013.0      11\n",
       "2011.0      13\n",
       "2014.0      24\n",
       "2015.0      82\n",
       "2016.0     429\n",
       "2017.0    1188\n",
       "2021.0    1498\n",
       "2018.0    1649\n",
       "2020.0    1879\n",
       "2019.0    2016\n",
       "Name: date_added, dtype: int64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.date_added.dt.year.value_counts().sort_values(ascending=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cc7fae8-3608-4770-bde1-d56da1bed890",
   "metadata": {},
   "source": [
    "### How many TV Shows and Movies are in the dataset?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "5a50ebda-9df4-4d0a-bbb2-7a9137d0e6e5",
   "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>show_id</th>\n",
       "      <th>type</th>\n",
       "      <th>title</th>\n",
       "      <th>director</th>\n",
       "      <th>cast</th>\n",
       "      <th>country</th>\n",
       "      <th>date_added</th>\n",
       "      <th>release_year</th>\n",
       "      <th>rating</th>\n",
       "      <th>duration</th>\n",
       "      <th>listed_in</th>\n",
       "      <th>description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>s1</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Dick Johnson Is Dead</td>\n",
       "      <td>Kirsten Johnson</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>2021-09-25</td>\n",
       "      <td>2020</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>90 min</td>\n",
       "      <td>Documentaries</td>\n",
       "      <td>As her father nears the end of his life, filmm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>s2</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Blood &amp; Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>2021-09-24</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>2 Seasons</td>\n",
       "      <td>International TV Shows, TV Dramas, TV Mysteries</td>\n",
       "      <td>After crossing paths at a party, a Cape Town t...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  show_id     type                 title         director  \\\n",
       "0      s1    Movie  Dick Johnson Is Dead  Kirsten Johnson   \n",
       "1      s2  TV Show         Blood & Water              NaN   \n",
       "\n",
       "                                                cast        country  \\\n",
       "0                                                NaN  United States   \n",
       "1  Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...   South Africa   \n",
       "\n",
       "  date_added  release_year rating   duration  \\\n",
       "0 2021-09-25          2020  PG-13     90 min   \n",
       "1 2021-09-24          2021  TV-MA  2 Seasons   \n",
       "\n",
       "                                         listed_in  \\\n",
       "0                                    Documentaries   \n",
       "1  International TV Shows, TV Dramas, TV Mysteries   \n",
       "\n",
       "                                         description  \n",
       "0  As her father nears the end of his life, filmm...  \n",
       "1  After crossing paths at a party, a Cape Town t...  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "6265acd8-10e8-4487-b301-8ff38ab611fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "type\n",
       "Movie      6131\n",
       "TV Show    2676\n",
       "Name: type, dtype: int64"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.groupby('type').type.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "5ccd52bf-8aab-47a1-a342-e0801df69dc5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1k+kUAIia1s0bVX7TFQr7W0ynIIoYPvha4WBA5bddrZb1PJwQQPxr+WC1ym+7WuFgwHQKooThgyMKh8OqvOcGXkMBwFGaV5Wp8p4bxb0/8YnhgyOqfvgOXjgKwJEaS19T9UN3mM5AFDB8cFg18x5S/YK/mc4AAGPq//E3VT/5gOkMRBjDB19R9+Izqp3/mOkMADCu7vnHVfvCPNMZiCCGDw7S8MYrqn7sXtMZAGAZNX/5o+pff8l0BiKE4YP9mt5Zoso/3SxxQR8AHKTq/tvU/N4K0xmIAF5ZAUlS62fbtfuK7yrMw7sA4LDcaRkq+MOTvNTU5jjiA4Ua6lX+uysYPQDwNUL1tSr/3S94urPNMXwcLhwKqeKO3yjw+aemUwDA8gKffqyKO6/lGT82xvBxuJqnHlTzu0tNZwCAbTSvKlPtvIdMZ6CDGD4O1rjoddX97QnTGQBgO7XP/UWNZW+YzkAHMHwcyr/1Q1X+8XemMwDAtir/cKP8Wz80nYF2Yvg4ULCmSuU3X6lwS7PpFACwrXBLs8p/9wsFa6pMp6AdGD4OEw4GVHHbrxT88gvTKQBge8E9u1Rxy1UKB3ibu10wfBym+pG71fLBGtMZABA3Wja8p6qHeaGpXTB8HKT+9ZdU/w9ePAoAkdbw2v9T/at/N52BNmD4OETLxvdV9eDtpjMAIG5VPXKXWja+bzoDR8HwcYBQfZ0q7vi1FGg1nQIA8SsQUMVd1ynUWG+6BF+D4eMAVQ/cpuCe3aYzACDuBXd/rqqH7zSdga/B8IlzDf96TY2L/2k6AwAco/Gtf/BwQwtj+MSxwJe7VPUQ1/UAQKxV3X+bAuUcabcihk+cCodCqrznOoUbONcMALEWqq9V5d3XKxwKmU7BIRg+caruhad4Xg8AGNSy7l3Vvfi06QwcguETh/xbN6nm6UdMZwCA49U89ZD8WzeZzsABGD5xJtTSrIo7f8ut6wBgBYFWVdz5W4V4N6JlMHziTM1f/qTAZ9tMZwAA9gl8tk01f/mj6Qzsw/CJI03vLuOVFABgQfUL/qamd5aYzoAYPnEjWFOtyj/eJIXDplMAAIdRee/vFKypMp3heAyfOFF13y0KVZabzgAAHEGoukKV995kOsPxGD5xoLHsDTUt/5fpDADAUTSvKuOpzoYxfGwu1Nig6j/fYzoDANBGVY/erRAPlzWG4WNzNX99VMGKPaYzAABtFKosV/UT95vOcCyGj435t29R/cvzTWcAANqpYeH/U8umD0xnOBLDx8aqH7xdCgZNZwAA2isUUtX9tyocDJgucRyGj001vLlALRveM50BAOig1m2bVffiM6YzHIfhY0Oh+jpVP/4n0xkAgE6qffZ/FSjfbTrDURg+NlTz1IMKVVeazgAAdFK4uUnV/3uv6QxHYfjYjH/zv1X/2gumMwAAEdJU9oaa33/XdIZjMHxsJBwKqerB30uhkOkUAEAEVT9yJxc6xwjDx0YaXn9R/o82mM4AAERY6ydbVf/K86YzHIHhYxPBmmrVPPmg6QwAQJTU/PVRBasqTGfEPYaPTdQ8cZ9CdTWmMwAAURJuqFfNvIdMZ8Q9ho8NtH66TQ1vvmI6AwAQZQ1vvqLWzz81nRHXGD42UPPMI1zQDABOEAyq9plHTFfENYaPxfm3fqimpW+ZzgAAxEjj4n/Kv32L6Yy4xfCxuJqnH5bCYdMZAIBYCYdV+/TDpiviFsPHwlo2rVfzqjLTGQCAGGtaXqoWHl8SFQwfC6uZx+3rAOBUtdzhFRUMH4tq/mC1WtauMp0BADCkec0Ktax/z3RG3GH4WFTtPM7vAoDT1TzFkf9IY/hYUNPq5WrZwMoHAKdr2fCemlYvN50RVxg+FlT7NOd1AQB78ZkQWQwfi2laXir/RxtNZwAALML/0UY1Li81nRE3GD4WEg6H9z63BwCAA9TOe0hhnuAfEQwfC2kqe0OtPK0TAHCI1k+2qmnJm6Yz4gLDx0Jqn3/cdAIAwKLqXnzadEJcYPhYRPN7K9W6bbPpDACARfk/2qiWje+bzrA9ho9F1L30jOkEAIDF1b0833SC7TF8LKD1021q5jkNAICjaFr2tgLlu01n2BrDxwLqXvorb2AHABxdMKj6V543XWFrDB/DgjVVavzXq6YzAAA20fD6Swo1N5vOsC2Gj2H1//i7wv4W0xkAAJsI1dXwG+ZOYPgYFA4EVP/aC6YzAAA2U/cKFzl3FMPHoKbl/1Kostx0BgDAZgKffKzm91aYzrAlho9B9Qv+ZjoBAGBTdf/HUZ+OYPgY4t++RS3r15jOAADYVPO7S9X6+aemM2yH4WNI/QJuRwQAdEI4rPpXnjNdYTsMHwNCDfVq/NdrpjMAADbX8OYrCjXUm86wFYaPAQ1vLVC4ucl0BgDA5sJNjWrg1vZ2YfgY0PA2X6QAgMho/NdC0wm2wvCJsdbPP1Xr5o2mMwAAccK/aZ0CX+wwnWEbDJ8Ya1zEMgcARFYDny1txvCJscZSvjgBAJHF6a62Y/jEkH/zRgV45gIAIMICO7bLv2WT6QxbYPjEUANHewAAUdJQymNS2oLhEyPhUEiNi/9pOgMAEKeaFv9T4VDIdIblMXxipGXdu7yQFAAQNcGKPWpZ967pDMtj+MQIFzUDAKKtkdNdR8XwiYFwq1+Ny942nQEAiHONS99W2N9iOsPSGD4x0LRqicK8SwUAEGXhxgY1rSoznWFpDJ8Y4KGFAIBY4dKKr8fwibJQY72a31lqOgMA4BBN7yxVqK7WdIZlMXyirGlZKedbAQCxE2hV08rFpissi+ETZZxrBQDEWvPqZaYTLIvhE0XhYFDNa1eZzgAAOEzz2pU8zPAIGD5R5P9og8INdaYzAAAOE6qtkX/zRtMZlsTwiaLmNctNJwAAHKp5NZ9Bh8PwiSK+6AAApvAZdHgMnygJ1nGYEQBgjv+jDdzWfhgMnyhpWbtK4sIyAIApoaCa1640XWE5DJ8o4RAjAMA0Pou+iuETJc1rVphOAAA4HJ9FX8XwiYLWT7YqWPGl6QwAgMMFK76Uf/sW0xmWwvCJAm5jBwBYBU9xPhjDJwo4tAgAsIrm1XwmHYjhE2Ghlma1rH/PdAYAAJKklo1rFWpuMp1hGQyfCGtZ/x5vYwcAWEerXy3r15iusAyGT4TxxQUAsBr/h+tNJ1gGwyfCeFozAMBq/B/x2fQfDJ8Ia938b9MJAAAchN+U/xfDJ4ICX+xQqJ73ogAArCVUU6XA7p2mMyyB4RNB/o82mE4AAOCwON21F8Mngvyc5gIAWJR/M785lxg+EcU5VACAVXFWYi+GT4SEQyH5t24ynQEAwGH5t2xSOBQynWEcwydCAju2K9zUaDoDAIDDCjc1KrBju+kM4xg+EcJFYwAAq+OziuETMVzfAwCwOq7zYfhEDMMHAGB13NnF8ImIcCCg1m2bTWcAAPC1/B9vVri11XSGUQyfCGj9ZAtvZAcAWF+gVa3bnf0bdYZPBPi3cBs7AMAeWrdvNZ1gFMMnAgKff2o6AQCANgns2mE6wSiGTwQEdn1uOgEAgDYJ7PzMdIJRDJ8IcPp6BgDYh9M/sxg+ERD4wtlfRAAA+wh84eyzFAyfTgrWVivc2GA6AwCANgnV1ShUX2c6wxiGTydxtAcAYDeBL5x7nQ/Dp5OCXNgMALAZJ/+mneHTSU7+4gEA2JOTP7sYPp3k9KvjAQD2w6kudBjP8AEA2I2T7+xi+HSSk794AAD2xKkudEi41a9gxZemMwAAaJdg5R6FWppNZxjB8OmEwK6dUjhsOgMAgPYJhx17VzLDpxOcfKgQAGBvTr1GleHTCcGK3aYTAADokGB1pekEIxg+nRCqqzWdAABAh4TqnfkZxvDpBKd+0QAA7M+p7+ti+HSCU79oAAD2F6qrMZ1gBMOnEzjiAwCwK6f+5p3h0wlO/aIBANgfR3zQbhzxAQDYlVNv0GH4dAJHfAAAduXUzzCGTydwxAcAYFehek51oR3CoZDCjQ2mMwAA6JBwY4PCwaDpjJhr9/ApLy/XRx99FI0WWwk11PGeLgCAfYXDez/LHMbb1h9YXl6uP/7xj9q+fbskad68eVqxYoXWrl2rSy65JFp9lhV26LlRAED8CNXVypORZTojptp8xOfRRx/VqFGj9OSTT8rr3buXhg8frnXr1kUtzsq4vgcAYHdOvLOrzcNny5YtmjVrltzu//4tKSkpamxsjEqY1TF8AAB258TPsjYPn8zMTO3ateugb9uxY4fy8vIiHmUHTr0NEAAQP8Jc43NkZ511lm6//XbNmjVLoVBIS5Ys0YsvvqhZs2ZFMc+6wv4W0wkAAHRKOBgwnRBzbR4+06ZNU1pamt566y3l5uZq0aJFmj17tsaNGxfNPgAAEC3BkOmCmGvz8JGkcePGMXT+w+UyXQAAQKeEQ857jk+7hs/bb7+tpUuXqqqqStnZ2Zo4caJOOOEEuRgBAADYT4gjPkf09NNP65133tEZZ5yhvLw8lZeX65VXXtHOnTt1/vnnR7PRohh7AACbY/gcWWlpqW6//Xbl5ubu/7aSkhL96le/cujwAQDA3px4qqvNt7MnJycrOTn5K9+WkpIS8Shb4PQeAMDuOOJzZKeffrruuusuzZo1Szk5OaqoqNDLL7+sM844Q7t3797/4woLC6MSCsBZPu8/Vj/udq7pDCCuXVHcX3NMR8RYm4fPE088IUnasGHDQd++fv16Pf744/v/+rnnnotMmdVxxAeIqqWDT5ac91BZIKY8Dvwsa/PwccygAWBc2OVSaTBPUqvpFCCuOXD3tP0an3fffVchB54LBBB7W4afqF0NjB4g2px4xKfNw+e5557TD3/4Qz322GPavHlzNJsAONzS3lNMJwCO4HY7b/i0+VTXnXfeqe3bt6usrEx33323fD6fpkyZosmTJ6ugoCCajZbEQxuB6Ah6ErS4OU2S894hBMSaA3dP+57c3KtXL/Xq1Uvnn3++PvjgA82bN0/PP/+8Bg0apOnTp2vixIlyu9t8EAkAvmLjmDNV3czoAWLBiae62jV8JGnXrl0qKytTWVmZXC6XZs+erby8PC1cuFArV67UlVdeGY1O63HgFwsQC2XdxkmVpisAZ0j1tXsG2F6bf8ULFy5UWVmZdu3apWOPPVaXX365BgwYsP/7x48frx/84AdRibQiV1Ly0X8QgHbxJ6drWV2CJG6kAGIhjeFzZM8884wuu+wyjRkzRl7vf/+2BQsW6Mwzz5TP53PO0R5J7rQM0wlA3Hlv7Ew1tjJ6gFhJd+DwafMFOS6XSxMmTDho9EjSCy+8sP/PR4wYEbkyi3OnZ5pOAOJOWd5w0wmAo3Cq6zDWr18vSQqHw/v//D927979lfd3OYU7nSM+QCQ1ZBVqVbVLUth0CuAYnOo6jIceekiS5Pf79/+5tPcIUFZWli6++OLo1VkYwweIrHfHzFIgwOgBYinN5zGdEHNHHT4PPPCAJOn+++/X5ZdfHvUgu3B5vHIlpyrc1GA6BYgLpekDpKqg6QzAMZITPPI68BE0bf4VM3q+yp3BdT5AJFQV9dU6Rg8QU0482iO1Y/jgq7izC4iMFaNmcGUPEGNpvgTTCUYwfDqB63yAyChN7G46AXAcjvig3bilHei8L/qM0uYaXlEBxJoT7+iSGD6dwhEfoPOWDTnVdALgSE58eKHE8OkUrvEBOq80XGA6AXCk9CSu8UE7caoL6JxtQ47X5/WtpjMARypM95lOMILh0wmc6gI6Z2n/E0wnAI7VJSPJdIIRDJ9O8HDEB+iwoNurRS385gEwheGDdvPkF5pOAGzrw5JTVdHE3VyAKYUMH7SXt7Cb6QTAtpb0ONZ0AuBYHrdL+Wlc44N2cqely5WabjoDsJ1WX6rK6p35u03ACgrTffK4XaYzjGD4dJK3sIvpBMB23h87Qw1+3s0FmFLk0NNcEsOn0zjdBbRfWcEo0wmAoxWlM3zQQZ6irqYTAFtpzMjVyhpnHmIHrKIok+GDDvIWMnyA9lgz9mz5g7yLHTDJqbeySwyfTvN2KTadANjKosxBphMAx2P4oMMSuvU0nQDYRk1+D71XFTKdATgeFzejwzyFXSWvM1/0BrTXytGzFOIsF2CUx+VSUYYzn+EjMXw6zeV2y9u1u+kMwBYWJfUynQA4XvfsZPm8HtMZxjB8IoDTXcDRfdlzqP5dzSsqANP65aeZTjCK4RMB3m49TCcAlrd82OmmEwBI6s/wQWd5izniAxzNv1w85Rywgv4FDB90UkL33qYTAEv7ZNBEfVrXajoDgDjiw/CJgITe/SWPcy8UA45m6cATTScAkJTu8zr6VnaJ4RMRbl+SEnr2NZ0BWFLI7dGi1izTGQAk9ctPNZ1gHMMnQhIHDDGdAFjSRyNO1p5G7uYCrKB/frrpBOMYPhHC8AEOb2mviaYTAOzDER+GT8QkDhxqOgGwnNaEJJU1JpvOALCP0y9slhg+EZPQo49cySmmMwBLWT/mLNW2BE1nAJDkdvHwQonhEzEut1uJfXnrNHCgJV1Gm04AsE9xVrKSErgDmeETQVznA/xXc2qWltV6TWcA2GdwUYbpBEtg+EQQwwf4rzVjZ6klEDKdAWCfkuIs0wmWwPCJoMSBDB/gP8py+PcBsJJR3bNMJ1gCwyeCvAVd5M7KNZ0BGFeX21XvVpuuAPAfOSkJ6p3LrewSwyfiEgccYzoBMG7V6LMVDIVNZwDYZySnufZj+EQY1/kA0qIUXuECWEkJp7n2Y/hEGMMHTldePFjrq3lFBWAlozjisx/DJ8J8g4dJXm7hhXMtH3GG6QQAB8hI8vLgwgMwfCLMnZIm36DhpjMAY0o93UwnADjAiG5ZcrtcpjMsg+ETBUmjjzOdABixo/84battNZ0B4ACc5joYwycKkkYfazoBMGLZ4JNMJwA4BBc2H4zhEwWJfQfKnZNnOgOIqbDLpdIgX/eAlaQkeDSwkOt7DsTwiZKkEo76wFm2DD9Ruxo4zQVYyfBumfK6+ag/EP9rREnyGK7zgbMs7T3FdAKAQ0zqy9sEDsXwiZKkkeMlt8d0BhATQU+CFjdzOB2wmuP75ZtOsByGT5S40zN4aSkcY+OYM1XdzEMLASvpn5+moowk0xmWw/CJIm5rh1OUdRtnOgHAIY7vx80Gh8PwiSKu84ET+JPTtbQuwXQGgENMYfgcFsMnihL6DZY7M9t0BhBV742dpabWkOkMAAcoSPdpcFGG6QxLYvhEkcvlUlLJBNMZQFSV5fGKFsBqpvTlaM+RMHyijOt8EM8asgq1qtp0BYBDcZrryBg+UZY0+ljJw23tiE/vjJmlQChsOgPAAVITPRrTg8ssjoThE2WejCye4oy4tSh9gOkEAIc4tneuEjx8vB8J/8vEQOoJp5lOACKuqqiv1lUFTWcAOASnub4ewycGkiYcL1dyqukMIKJWjJohTnIB1uJxuzSxD6+p+DoMnxhw+5KUfNxU0xlARJUmdjedAOAQ43vmKCOJ52p9HYZPjHC6C/Hkiz6jtLmGV1QAVnPm0CLTCZbH8IkR34hxcudw3hXxYdmQU00nADhERpKXl5K2AcMnRlxut1KOP8V0BhARpeEC0wkADnHSwEIlevlYPxr+F4qh1Kmc7oL9fTx0qj6vbzWdAeAQnOZqG4ZPDCX2GyRvjz6mM4BOWdpvqukEAIfonZuioV0zTWfYAsMnxlKncm0E7Cvo9mpRCy8+BKzmjCFdTCfYBsMnxlKmniq5XKYzgA7ZNPo0VTZxNxdgJW6XdNoxnOZqK4ZPjHkLuyrxmBGmM4AOWVI8wXQCgEOM65mjgnSf6QzbYPgYwDN9YEetvlQtaUgynQHgEGcN5TRXezB8DEiZdJJcPj5AYC/vj52hBj/v5gKsJN3n1fH9eUZcezB8DHCnZyhl2ummM4B2KSsYZToBwCGmDyyQz+sxnWErDB9D0mfM4SJn2EZjRq5W1vD1CljN2SO6mk6wHYaPIQk9eitpFBeKwh7WjD1b/iDvYgesZFRxpgYX8XiJ9mL4GJQ2c47pBKBNFmUOMp0A4BDfHtPDdIItMXwMShp9rLzde5vOAL5WdUFPvVcVMp0B4ADFWcma0o+LmjuC4WOQy+VS+ozZpjOAr7WyZKZCnOUCLOW80cVyc51ohzB8DEuZdqbc6bxfBda1KKmX6QQAB0j3eXl2TycwfAxzJyUp9ZRZpjOAw/qy5zBtquYVFYCVzBreVSmJXtMZtsXwsYC0s74leXgOA6xn2TCeNwVYicft0rdKik1n2BrDxwK8eYVKnjjNdAbwFaUuXnwIWMmJA/JVlMGT/zuD4WMR6TO/bToBOMgngybq07pW0xkADsAt7J3H8LEI36BhShw41HQGsN/SgSeaTgBwgBHdMjWkCw8s7CyGj4Wkz+KoD6wh5PZoUWuW6QwAB/j26O6mE+ICw8dCkieeKG9xL9MZgD4acbL2NHI3F2AVvXJSNHVAvumMuMDwsRCXx6PM8y8xnQFoaa+JphMAHOAHx/XigYURwvCxmORJJyqhzwDTGXCw1oQklTUmm84AsE/v3FSdNKjQdEbcYPhYjMvlUuYFc01nwME2jJ2h2pag6QwA+3C0J7IYPhaUPG6SEgcPN50Bh1pcVGI6AcA+ffJSNX1ggemMuMLwsajM715mOgEO1JyareW1PAofsIofHteboz0RxvCxqKRho+UbNd50BhxmzbhZagmETGcAkDSwIE0ncidXxDF8LCzzQq71QWwtzh5iOgHAPnOn9JWLoz0Rx/CxMN+AIUo+dqrpDDhEbV6xVleHTWcAkFTSPUvH9c41nRGXGD4Wl3H+JZKbf0yIvndKZioYYvgAVnDZ5L6mE+IWn6gWl9irn1KmnGw6Aw6wKIX/owWsYEq/PA3vlmk6I24xfGwg8/xLJI/HdAbiWHnxYK2v5hUVgGkel0tzJ/cxnRHXGD424O1SrNTpM0xnII4tH3GG6QQAkr4xspv65qWZzohrDB+byDz/f+RK5V8GREepp5vpBMDxslMSdMmk3qYz4h7DxyY8OXm8wBRRsaP/OG2rbTWdATje5VP6Kj0pwXRG3GP42EjaGecqoe8g0xmIM8sGn2Q6AXC8oV0ydNbQLqYzHIHhYyMuj0fZl13N7e2ImLDLpdJgnukMwNHcLumq6QN4WGGM8AlqM76BQ5V66tmmMxAnNo+Yrl0NnOYCTJo5rKsGF2WYznAMho8NZX33crmzckxnIA4s6z3ZdALgaJlJXs2dwjO0YonhY0PutHRlXfwT0xmwuUBCohY1pZrOABzt0sl9lZXMBc2xxPCxqdQTz5RvaInpDNjYxpIzVdMcNJ0BONagwnSdPaKr6QzHYfjYWPZlV0ter+kM2NSSbmNNJwCO5dLeC5rdXNAccwwfG0vo0UfpM79tOgM25E9O19I6Dq8Dppw5tIuGdeV9XCYwfGwu49s/lCe/yHQGbOa9sbPU1BoynQE4Ul5qon52Qj/TGY7F8LE5d1Kysv7nStMZsJmyvOGmEwDHuvbUQcrgCc3GMHziQMqxU5U0jtuS0TYNWYVaVW26AnCmmcO6aGIfHhpqEsMnTuT8+DdyZ2abzoANvDNmlgKhsOkMwHG6ZCTp59P6m85wPIZPnPDk5Cnnp781nQEbWJQ+wHQC4DguSdedNlipidyJaxrDJ44kj5+i1NO/YToDFlbZpZ/WVfHsHiDWvlVSrDE9OCpvBQyfOJP1/Z/LW9zLdAYsasWos8RJLiC2emSn6HJeS2EZDJ84405KUu5VN0te7hjAV5Um9DCdADiKx+XS9acNVlKCx3QK9mH4xKHEvoOUecElpjNgMTv7jtaWGt7EDsTSd8Z21/BuPKjQShg+cSr9nAvkGz7GdAYsZNmQk00nAI7SNy9Vl0zqYzoDh2D4xCmX262cX9wod1qG6RRYxKJQgekEwDESPW7dePoxSvDwMWs1/BOJY968QmVf/mvTGbCAj4dO1ef1nOYCYuUX0/prYGG66QwcBsMnzqVMnq6UE880nQHDlvabajoBcIzTjynSOSO7mc7AETB8HCD7kl/K26XYdAYMCbq9WtTCKU8gFvrmpeqakweazsDXYPg4gDslVTlX/k7ycDulE20afZoqmwKmM4C4l5ro0e0zh3HrusUxfBzCN2iYsi7+qekMGLCkeILpBMARrjt1sHrmpJjOwFEwfBwkfda3lXLCaaYzEEOtvlQtaUgynQHEvW+P6a5pA7lz0g4YPg6T/ePfKKHvINMZiJH3x85Ug593cwHRNLJbpn58PK+ksAuGj8O4fUnKu/ZOuTOyTKcgBhYXjDSdAMS1nJRE3TpjqLxuPk7tgn9SDuQt6KLcq2+T3FyAF88aM/K0qsZlOgOIWx6XS7ecNUT5aT7TKWgHho9DJY0Yq6yLf2I6A1G0euzZ8gd5FzsQLZdM7q0xPbJNZ6CdGD4Oln72d5R68kzTGYiSRZlcywVEyxlDivS98b1MZ6ADGD4Ol33ZNfINKzGdgQirLuiptVVc1AxEw9ge2br2FH5jYVcMH4dzeb3K/fUdPNk5zqwsmakQZ7mAiOubl6o7Zg2Tl5eP2hb/5CBPRpbyrvuDXKlpplMQIYuSeplOAOJOXmqi7v3GCKX5vKZT0AkMH0iSEnr0Vu6vuNMrHnzZc5g2VfOKCiCSkhM8+sM3RqgogweC2h3DB/sljz5W2Zf+0nQGOmnZsNNNJwBxxeNy6dazhmhQYbrpFEQAwwcHSTv9m8q8cK7pDHRCqavIdAIQV648sb8m9c0znYEIYfjgKzJmX6z0b1xoOgMd8Mmgifq0rtV0BhA3LhjbQ98cxc0f8YThg8PKuvgnSj3tHNMZaKdlg040nQDEjekDC3gHVxxi+OCIsuderZTjTzGdgTYKuT0q9WeZzgDiwqjiTN1w+mC5XLz2Jd4wfHBELrdbOb+4UUnjJptOQRt8NPIU7Wnkbi6gs4Z1zdC93xghn5e7XOMRwwdfy+XxKu+a38s3fIzpFBzFkp7HmU4AbG9Ilwz96ZsjlZLIs3riFcMHR+VK9CnvunuUOGCI6RQcQWtCksoakk1nALY2uDBd932TBxTGO4YP2sSdnKK8m/6khJ5c6GdF68fOUJ2fd3MBHTWgIE33nTtS6UkJplMQZQwftJknPVP5Nz/Ae70sqKyIF80CHdU3L1UPnDtSmcmMHidg+KBdPDl5yr/lQXlyC0ynYJ/m1Gwtr+XQPNARvXNT9OC3RikrJdF0CmKE4YN28xZ2Vf6tD8qTV2g6BZLWjJullkDIdAZgOz1z9o6enFRGj5MwfNAhCcW9VHDnY/J262E6xfEWZ3PROdBe3bOS9dDsUcpL85lOQYwxfNBh3oIiFdzxv0roO9B0imPV5hVrdXXYdAZgK10zk/Tg7FHKZ/Q4EsMHneLJylHB7x+RbygX15rwTslMBUMMH6Ct+uen6bFvj1ZRRpLpFBjC8EGnuVPSlHfTn3jCswGLUnm8ANBWJd2z9OicEk5vORzDBxHh9iUp79o7lTL1NNMpjlFePFjrq3hFBdAW0wbk675vjuThhGD4IHJcHq9yrrxJaWfNNp3iCMtGnGE6AbCFb4zopttmDFWil488SExfRJTL5VL2Jb+UOy1Dtc/+2XROXFvk6Sap1XQGYGk/Oq63fjixt+kMWAjDB1GRef7/yJ2eoeo/3yOFufg20nYMGK9ttYwe4Eg8Lpeumj5A54zsZjoFFsNxP0RN+sw5yrniBsnjMZ0Sd5YOOsl0AmBZiR63bpsxlNGDw2L4IKpSp52hvGvvlisl1XRK3Ai7XFoUzDWdAVhSms+r+84doRMG5JtOgUUxfBB1yeMmqfDuJ+TtylOeI2HziOna1cBpLuBQRRk+PXpeiUq6Z5tOgYUxfBATCT16q/APTyppzHGmU2xvWW+elwQcanT3LD11wVj1L0gznQKLY/ggZtxp6cq7/l6lf/O7plNsK5CQqEVNnDYEDjS7pFj3f2uksnnDOtqAu7oQUy63W1kX/ViJfQao8o+/U7il2XSSrWwsOVM1zUHTGYAl+LxuXX3SQJ05tIvpFNgIR3xgRMrxp6jgzsfkKeD/sNpjSbexphMASyhM9+nROSWMHrQbwwfGJPYdqMJ758k3bLTpFFtoScnQ0roE0xmAcaOK917Pc0xRhukU2BDDB0Z5MrOUf8sDSjvzW6ZTLG/t2Flqag2ZzgCMOndUNz34rZHKSeV6HnQM1/jAOJfHq+xLr1JC34GqevB2qdVvOsmSFucOkyp5CjacKdHj1q9OGqAZw7qaToHNccQHlpF28kwV/P4RefIKTadYTn12kd6pNl0BmPGf63kYPYgEhg8sxTdomIruf1bJU3glw4HeGTNLgRBHe+A80wbk66/fG6chXbieB5HhCod5gySsqeHtV1X18B0KN9SbTjHuxrPv1vtV3MYO50hKcOuKE/rr7BG8bwuRxREfWFbqtNNVdP+z8g0tMZ1iVGWXflrH6IGD9M9P01MXjGX0ICoYPrA0b0EX5d/2sDK/d7nkdeat3CtGnSUOy8IJXJLmjO6uJ84fo965PKEc0cHwgeW53G5lnPs9Fd7zuLw9+pjOibnSBF7uivhXmO7T/d8aqSum9Veil48mRA9fXbCNxL6DVPTHeUo7a7bkcpnOiYmdfUdrSw1vYkd8O3VwoZ793jiN65ljOgUOwMXNsKXmNStU8YcbFKosN50SVX+fcY3+WpttOgOIiswkr64+eZCmDywwnQIH4YgPbCmpZIKKHpiv5InTTKdE1aIQHwiIT9MHFmj+ReMZPYg5jvjA9hpKF6r6sXvj7ujPx0On6sq8001nABHVNTNJV00fqIl9ck2nwKEYPogLocZ61Tz9iOoXPC8F4+PW73mzbtCL1SmmM4CI8Lpd+s7YHvrBsb2UlOAxnQMHY/ggrvi3bVbVQ7fLv2Gt6ZROCbq9+tEpd6iqKWA6Bei0Ed0ydfVJA9UvP810CsDwQfwJh8NqfOsfqn78TwpVV5rO6ZANY2fot6mTTGcAnZKR5NXlU/pq1vCucjnkTkxYH8MHcStUX6eaeQ+q/tUXpFDIdE67PHLOrXq90ms6A+iw044p1M+m9ldOaqLpFOAgDB/EPf+WTap68Pfyf7jedEqbtPpSddGUG9XYaq+xBkhSj+xk/eqkgTyTB5bF8IEjhMNhNbz+kmqevF+h2hrTOV/r3Unf1q3ekaYzgHbJTE7QxRN66psji3nyMiyN4QNHCdZWq+aJB9Twxv9Z9vTXPefcoSX2vDQJDuTzujVndHd9d3xPpfk4PQvrY5bDUTwZWcr5yW/2PfzwRMu9+qIxI0+raqzVBByOx+XSzGFd9P9+cKwum9LX6OipqKjQyJEjNXLkSBUVFalbt277//r1118/6Mfee++9mjt37ld+jltuuUVDhgzR8OHDNXLkSK1cuVKS1KtXL5WXx9czwpyOeQ5HSujRR3m/vl3+rR+q5umH1byqzHSSJGn12LPlD3IQFtY2pV+eLpvcV33yrPEG9dzcXK1du1aSdMMNNygtLU1XXnmlHnnkEc2fP1+nnHLK/h87f/583XnnnQf9/cuXL9eCBQu0Zs0a+Xw+lZeXy+/3x/KXgBjiiA8cLbHvQOVf/wcV3P2EfKPGm87RosxBphOAIxrWNUN/nlOiu88ebpnR83W++c1vasGCBWppaZEkbd++XTt37tSkSQc/KuKLL75QXl6efD6fJCkvL09du3bd//333XefSkpKNGzYMG3atEmSVFlZqVmzZmn48OGaMGGC1q1bJ0kaNmyYqqurFQ6HlZubq6eeekqSdMEFF+jNN9+M+q8ZR8fwAST5Bg1Vwc0PKP/2R+UbMspIQ3VBT62tio+nTiO+9MxJ0R0zh+kv3xmjkcVZpnPaLDc3V+PGjdPChQsl7T3aM3v27K88U+jkk0/WZ599pgEDBmju3LlatGjRQd+fl5enNWvW6NJLL9Vdd90lSbr++us1atQorVu3TrfeeqsuvPBCSdLEiRO1dOlSbdiwQX369FFZ2d6jyStWrNCECROi/UtGGzB8gAMkDS1RwR1/Vv7N9ytx4NCY/nevLJmpEGe5YCG9c1N03WmDNf+icTphQL7pnA6ZM2eO5s+fL2nv8JkzZ85XfkxaWppWr16tRx99VPn5+Zo9e7aeeOKJ/d9/zjnnSJJGjx6t7du3S5KWLFmiCy64QJI0bdo0VVRUqKamRpMnT9bixYu1ePFiXXrppfrggw/0+eefKycnR2lpPLnaChg+wGEkjZqgwnueUN519yihz4CY/HcuSuoVk/8e4GiGdc3QXbOG6bmLxuusoV3kddv3o2LWrFl66623tGbNGjU1NamkpOSwP87j8Wjq1Km68cYbdf/99+uFF17Y/33/OQXm8XgUCOx9jczhboh2uVyaMmWKysrKVFZWpqlTpyo/P19///vfNXny5Cj86tAR9v1qBmIgefwUFf7pGeVe83sl9I7eANrda7g2VfNeLpg1sU+uHjlvlP7ynTE6vn9+XLxmIi0tTVOnTtXFF1982KM9kvThhx9q8+bN+/967dq16tmz59f+vFOmTNEzzzwjSSotLVVeXp4yMjLUvXt3lZeXa/PmzerTp48mTZqku+66i+FjIdzVBRyFy+VSyqTpSpk0Xc3r16j+/55V04rFUihy1+MsG3qaVB+xnw5oM4/LpemDCvTdcT3VvyA+T8XMmTNH55xzzv5TXoeqr6/Xj3/8Y1VXV8vr9apfv3569NFHv/bnvOGGG3TRRRdp+PDhSklJ0ZNPPrn/+8aPH69gcO//P0yePFnXXHPNVy6ohjk8wBDogMCXu1S/4Hk1vP6SQvW1nf75fnbWH/RpXWsEyoC28XndmjGsi84f20NdM5NN5wAxw/ABOiHU3KzGf72qulfmK/DJxx36ObYPnqQrCmdEuAw4vJyUBM0a0U3nlRQrO4UXiMJ5GD5AhDSvXaW6l+er+Z0l7Xodxl9nXqe/18TnKQZYg0vSuJ7ZOntENx3fL09eD5d3wrm4xgeIkKSR45Q0cpwCX+xQ3YLn1fDGywo3fP2FOyG3R4tasyRxYTMiLy81UWcN66KZw7qqWxanswCJIz5A1ISaGtXw1j/U8M//U+vWTYf9MZtKTtevM6bGNgxxze2SJvTK1dkjumpS31xb34oORAPDB4iB1k+2quHtV9VYulDB8t37v/1/z75Zr1ZxnQU6ryDdpxlDu2jm8K4qykgynQNYFsMHiKFwKKSWde+q4e1/qO7dZbp4/LWq8/OaCnRMSoJHk/rm6tRjinRc71x53PZ/7g4QbQwfwJDWFr/+ta1Kb2z6Usu3Vagl0PYLouFcqYkeTe6bp+kDCzShd458Xo/pJMBWGD6ABTT4A1q0uVxvfLhbK7dXqjXIv5b4r3SfV1P65enEgQUa3zNHiV6u2wE6iuEDWExtc6uWfVyhpR9XaMX2SlU38WBDJ8pM8mpKv/x9YyebW9CBCGH4ABYWCof17111e4fQtgr9e1ctb3CPYz2yUzSuZ7am9MvT2J7Z3JEFRAHDB7CR6ka/lm+v1DKOBsWF3NREje2RrXG9cjS2RzZ3YwExwPABbCoUDmvjF7Vatq1CK7ZV6t+76xTgcJClpSZ6NKp7lsb1zNG4ntnqm8cTu4FYY/gAcaIlENSmXXVat7NWH+ys0Qc7a1Te4Ded5WhJCW4NLszQ2J7ZGtczR0O6pHP6CjCM4QPEsV21zVq3bwR9sLNWH3JUKGp8XrcGFKRpcGGGBhela1BhunrnpvJsHcBiGD6Agxx4VGjT7lptq2jUp1WNPEOonXxet/rnp2lQYboGF6VrcGGG+uQxcgA7YPgADhcKh7WzplnbKhq0vaJB2yoa9/6xslH1Lc5+eWqCx6XirBT1zE5Wj5wU9cxJ0cCCdPXNT+WUFWBTDB8AR1Re36Jt/xlDlQ3aWdOsPfUtKq/3q7rJHxe31qcmetQtK1ldM5PVNTNJ3TKTVZydrB7ZKeqSkcRRHCDOMHwAdEggFFJFg1/l9X6V17eovMG/bxQd+Od+1bcE5A/G7lSax+1SZlKCslMSlJX8n/8kKuugv05QdkqiijKSlJmcELM2AOYxfABEXSgcVnNrUM2tITW1BtUc2PvnzYf8eVNrUC2BkFwuyet2y+t2yetx7f3jvr/2eFyHfN/eP89I8iorOUHpSQwZAEfG8AEAAI7B1XkAAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAxGD4AAMAx/j9YaJMHcIpUqgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "netflix.groupby('type').type.count().plot(kind='pie', figsize=(10,10));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "875a41e0-2012-4926-a24c-4c5d369777f7",
   "metadata": {},
   "source": [
    "#### Count plot(alternative)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "52126ec8-147e-4047-82a5-146b2173d3ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(netflix['type']);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89eaf5ad-be6d-40ef-809e-9c2fb83d3d78",
   "metadata": {},
   "source": [
    "### Show movies that were added in the year 2019"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "3bd2f67f-750e-4e88-8ce1-c8000617a048",
   "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>show_id</th>\n",
       "      <th>type</th>\n",
       "      <th>title</th>\n",
       "      <th>director</th>\n",
       "      <th>cast</th>\n",
       "      <th>country</th>\n",
       "      <th>date_added</th>\n",
       "      <th>release_year</th>\n",
       "      <th>rating</th>\n",
       "      <th>duration</th>\n",
       "      <th>listed_in</th>\n",
       "      <th>description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>s1</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Dick Johnson Is Dead</td>\n",
       "      <td>Kirsten Johnson</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>2021-09-25</td>\n",
       "      <td>2020</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>90 min</td>\n",
       "      <td>Documentaries</td>\n",
       "      <td>As her father nears the end of his life, filmm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>s2</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Blood &amp; Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>2021-09-24</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>2 Seasons</td>\n",
       "      <td>International TV Shows, TV Dramas, TV Mysteries</td>\n",
       "      <td>After crossing paths at a party, a Cape Town t...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  show_id     type                 title         director  \\\n",
       "0      s1    Movie  Dick Johnson Is Dead  Kirsten Johnson   \n",
       "1      s2  TV Show         Blood & Water              NaN   \n",
       "\n",
       "                                                cast        country  \\\n",
       "0                                                NaN  United States   \n",
       "1  Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...   South Africa   \n",
       "\n",
       "  date_added  release_year rating   duration  \\\n",
       "0 2021-09-25          2020  PG-13     90 min   \n",
       "1 2021-09-24          2021  TV-MA  2 Seasons   \n",
       "\n",
       "                                         listed_in  \\\n",
       "0                                    Documentaries   \n",
       "1  International TV Shows, TV Dramas, TV Mysteries   \n",
       "\n",
       "                                         description  \n",
       "0  As her father nears the end of his life, filmm...  \n",
       "1  After crossing paths at a party, a Cape Town t...  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7889e654-83ac-46ed-a900-5d089e32b694",
   "metadata": {},
   "source": [
    "#### Creating new column for year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "14955e0b-2fb4-435e-b427-7bf1b64f2e34",
   "metadata": {},
   "outputs": [],
   "source": [
    "netflix['year_added'] = netflix.date_added.dt.year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "e23d79b5-085e-4456-95d8-3890e40cd412",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>show_id</th>\n",
       "      <th>type</th>\n",
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       "      <th>director</th>\n",
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       "      <th>year_added</th>\n",
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       "      <td>Dick Johnson Is Dead</td>\n",
       "      <td>Kirsten Johnson</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>2021-09-25</td>\n",
       "      <td>2020</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>90 min</td>\n",
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       "      <td>As her father nears the end of his life, filmm...</td>\n",
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       "      <td>s2</td>\n",
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       "      <td>Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>2021-09-24</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
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       "      <td>International TV Shows, TV Dramas, TV Mysteries</td>\n",
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       "  show_id     type                 title         director  \\\n",
       "0      s1    Movie  Dick Johnson Is Dead  Kirsten Johnson   \n",
       "1      s2  TV Show         Blood & Water              NaN   \n",
       "\n",
       "                                                cast        country  \\\n",
       "0                                                NaN  United States   \n",
       "1  Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...   South Africa   \n",
       "\n",
       "  date_added  release_year rating   duration  \\\n",
       "0 2021-09-25          2020  PG-13     90 min   \n",
       "1 2021-09-24          2021  TV-MA  2 Seasons   \n",
       "\n",
       "                                         listed_in  \\\n",
       "0                                    Documentaries   \n",
       "1  International TV Shows, TV Dramas, TV Mysteries   \n",
       "\n",
       "                                         description  year_added  \n",
       "0  As her father nears the end of his life, filmm...      2021.0  \n",
       "1  After crossing paths at a party, a Cape Town t...      2021.0  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb304915-2cd3-433c-a325-52954fa4eff0",
   "metadata": {},
   "source": [
    "#### Filtering for year 2019"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "4c0be84d-03e8-43a1-a51a-fd24214a3be9",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3077</th>\n",
       "      <td>s3078</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Aaviri</td>\n",
       "      <td>Ravi Babu</td>\n",
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       "    <tr>\n",
       "      <th>3078</th>\n",
       "      <td>s3079</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Albert Pinto Ko Gussa Kyun Aata Hai?</td>\n",
       "      <td>Soumitra Ranade</td>\n",
       "      <td>Nandita Das, Manav Kaul, Saurabh Shukla, Kisho...</td>\n",
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       "      <td>2019-12-31</td>\n",
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       "      <td>As the police investigate his disappearance, a...</td>\n",
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       "    <tr>\n",
       "      <th>3080</th>\n",
       "      <td>s3081</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Benchwarmers 2: Breaking Balls</td>\n",
       "      <td>Jon Rosenbaum</td>\n",
       "      <td>Chris Klein, Jon Lovitz, Chelsey Reist, Lochly...</td>\n",
       "      <td>United States</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2019</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>90 min</td>\n",
       "      <td>Comedies, Sports Movies</td>\n",
       "      <td>A rookie lawyer with an emasculating past in b...</td>\n",
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       "    <tr>\n",
       "      <th>3081</th>\n",
       "      <td>s3082</td>\n",
       "      <td>Movie</td>\n",
       "      <td>How High 2</td>\n",
       "      <td>Bruce Leddy</td>\n",
       "      <td>Lil Yachty, D.C. Young Fly, Alyssa Goss, DeRay...</td>\n",
       "      <td>United States</td>\n",
       "      <td>2019-12-31</td>\n",
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       "      <td>TV-MA</td>\n",
       "      <td>89 min</td>\n",
       "      <td>Comedies</td>\n",
       "      <td>When a pair of friends uncover a weed Bible, t...</td>\n",
       "      <td>2019.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3089</th>\n",
       "      <td>s3090</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Hot Gimmick: Girl Meets Boy</td>\n",
       "      <td>Yuki Yamato</td>\n",
       "      <td>Miona Hori, Hiroya Shimizu, Shotaro Mamiya, Mi...</td>\n",
       "      <td>Japan</td>\n",
       "      <td>2019-12-28</td>\n",
       "      <td>2019</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>120 min</td>\n",
       "      <td>Dramas, International Movies</td>\n",
       "      <td>A quiet teen's life is shaken up when she's fo...</td>\n",
       "      <td>2019.0</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>8793</th>\n",
       "      <td>s8794</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Yours, Mine and Ours</td>\n",
       "      <td>Raja Gosnell</td>\n",
       "      <td>Dennis Quaid, Rene Russo, Sean Faris, Katija P...</td>\n",
       "      <td>United States</td>\n",
       "      <td>2019-11-20</td>\n",
       "      <td>2005</td>\n",
       "      <td>PG</td>\n",
       "      <td>88 min</td>\n",
       "      <td>Children &amp; Family Movies, Comedies</td>\n",
       "      <td>When a father of eight and a mother of 10 prep...</td>\n",
       "      <td>2019.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8798</th>\n",
       "      <td>s8799</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Zed Plus</td>\n",
       "      <td>Chandra Prakash Dwivedi</td>\n",
       "      <td>Adil Hussain, Mona Singh, K.K. Raina, Sanjay M...</td>\n",
       "      <td>India</td>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>2014</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>131 min</td>\n",
       "      <td>Comedies, Dramas, International Movies</td>\n",
       "      <td>A philandering small-town mechanic's political...</td>\n",
       "      <td>2019.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8802</th>\n",
       "      <td>s8803</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Zodiac</td>\n",
       "      <td>David Fincher</td>\n",
       "      <td>Mark Ruffalo, Jake Gyllenhaal, Robert Downey J...</td>\n",
       "      <td>United States</td>\n",
       "      <td>2019-11-20</td>\n",
       "      <td>2007</td>\n",
       "      <td>R</td>\n",
       "      <td>158 min</td>\n",
       "      <td>Cult Movies, Dramas, Thrillers</td>\n",
       "      <td>A political cartoonist, a crime reporter and a...</td>\n",
       "      <td>2019.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8804</th>\n",
       "      <td>s8805</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Zombieland</td>\n",
       "      <td>Ruben Fleischer</td>\n",
       "      <td>Jesse Eisenberg, Woody Harrelson, Emma Stone, ...</td>\n",
       "      <td>United States</td>\n",
       "      <td>2019-11-01</td>\n",
       "      <td>2009</td>\n",
       "      <td>R</td>\n",
       "      <td>88 min</td>\n",
       "      <td>Comedies, Horror Movies</td>\n",
       "      <td>Looking to survive in a world taken over by zo...</td>\n",
       "      <td>2019.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8806</th>\n",
       "      <td>s8807</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Zubaan</td>\n",
       "      <td>Mozez Singh</td>\n",
       "      <td>Vicky Kaushal, Sarah-Jane Dias, Raaghav Chanan...</td>\n",
       "      <td>India</td>\n",
       "      <td>2019-03-02</td>\n",
       "      <td>2015</td>\n",
       "      <td>TV-14</td>\n",
       "      <td>111 min</td>\n",
       "      <td>Dramas, International Movies, Music &amp; Musicals</td>\n",
       "      <td>A scrappy but poor boy worms his way into a ty...</td>\n",
       "      <td>2019.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1424 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     show_id   type                                 title  \\\n",
       "3077   s3078  Movie                                Aaviri   \n",
       "3078   s3079  Movie  Albert Pinto Ko Gussa Kyun Aata Hai?   \n",
       "3080   s3081  Movie        Benchwarmers 2: Breaking Balls   \n",
       "3081   s3082  Movie                            How High 2   \n",
       "3089   s3090  Movie           Hot Gimmick: Girl Meets Boy   \n",
       "...      ...    ...                                   ...   \n",
       "8793   s8794  Movie                  Yours, Mine and Ours   \n",
       "8798   s8799  Movie                              Zed Plus   \n",
       "8802   s8803  Movie                                Zodiac   \n",
       "8804   s8805  Movie                            Zombieland   \n",
       "8806   s8807  Movie                                Zubaan   \n",
       "\n",
       "                     director  \\\n",
       "3077                Ravi Babu   \n",
       "3078          Soumitra Ranade   \n",
       "3080            Jon Rosenbaum   \n",
       "3081              Bruce Leddy   \n",
       "3089              Yuki Yamato   \n",
       "...                       ...   \n",
       "8793             Raja Gosnell   \n",
       "8798  Chandra Prakash Dwivedi   \n",
       "8802            David Fincher   \n",
       "8804          Ruben Fleischer   \n",
       "8806              Mozez Singh   \n",
       "\n",
       "                                                   cast        country  \\\n",
       "3077  Ravi Babu, Neha Chauhan, Sri Muktha, Bharani S...          India   \n",
       "3078  Nandita Das, Manav Kaul, Saurabh Shukla, Kisho...          India   \n",
       "3080  Chris Klein, Jon Lovitz, Chelsey Reist, Lochly...  United States   \n",
       "3081  Lil Yachty, D.C. Young Fly, Alyssa Goss, DeRay...  United States   \n",
       "3089  Miona Hori, Hiroya Shimizu, Shotaro Mamiya, Mi...          Japan   \n",
       "...                                                 ...            ...   \n",
       "8793  Dennis Quaid, Rene Russo, Sean Faris, Katija P...  United States   \n",
       "8798  Adil Hussain, Mona Singh, K.K. Raina, Sanjay M...          India   \n",
       "8802  Mark Ruffalo, Jake Gyllenhaal, Robert Downey J...  United States   \n",
       "8804  Jesse Eisenberg, Woody Harrelson, Emma Stone, ...  United States   \n",
       "8806  Vicky Kaushal, Sarah-Jane Dias, Raaghav Chanan...          India   \n",
       "\n",
       "     date_added  release_year rating duration  \\\n",
       "3077 2019-12-31          2019  TV-14  110 min   \n",
       "3078 2019-12-31          2019  TV-MA   85 min   \n",
       "3080 2019-12-31          2019  PG-13   90 min   \n",
       "3081 2019-12-31          2019  TV-MA   89 min   \n",
       "3089 2019-12-28          2019  TV-MA  120 min   \n",
       "...         ...           ...    ...      ...   \n",
       "8793 2019-11-20          2005     PG   88 min   \n",
       "8798 2019-12-31          2014  TV-MA  131 min   \n",
       "8802 2019-11-20          2007      R  158 min   \n",
       "8804 2019-11-01          2009      R   88 min   \n",
       "8806 2019-03-02          2015  TV-14  111 min   \n",
       "\n",
       "                                             listed_in  \\\n",
       "3077    Horror Movies, International Movies, Thrillers   \n",
       "3078  Dramas, Independent Movies, International Movies   \n",
       "3080                           Comedies, Sports Movies   \n",
       "3081                                          Comedies   \n",
       "3089                      Dramas, International Movies   \n",
       "...                                                ...   \n",
       "8793                Children & Family Movies, Comedies   \n",
       "8798            Comedies, Dramas, International Movies   \n",
       "8802                    Cult Movies, Dramas, Thrillers   \n",
       "8804                           Comedies, Horror Movies   \n",
       "8806    Dramas, International Movies, Music & Musicals   \n",
       "\n",
       "                                            description  year_added  \n",
       "3077  After losing their first child in an accident,...      2019.0  \n",
       "3078  As the police investigate his disappearance, a...      2019.0  \n",
       "3080  A rookie lawyer with an emasculating past in b...      2019.0  \n",
       "3081  When a pair of friends uncover a weed Bible, t...      2019.0  \n",
       "3089  A quiet teen's life is shaken up when she's fo...      2019.0  \n",
       "...                                                 ...         ...  \n",
       "8793  When a father of eight and a mother of 10 prep...      2019.0  \n",
       "8798  A philandering small-town mechanic's political...      2019.0  \n",
       "8802  A political cartoonist, a crime reporter and a...      2019.0  \n",
       "8804  Looking to survive in a world taken over by zo...      2019.0  \n",
       "8806  A scrappy but poor boy worms his way into a ty...      2019.0  \n",
       "\n",
       "[1424 rows x 13 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix[(netflix['type'] == 'Movie') & (netflix['year_added'] == 2019)]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "44283678-0743-464d-9962-99f2124a4d1a",
   "metadata": {},
   "source": [
    "### Show only title of TV Shows released in Nigeria only"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "8894f68c-80cb-4a85-85ae-0ab826d36884",
   "metadata": {},
   "outputs": [
    {
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>show_id</th>\n",
       "      <th>type</th>\n",
       "      <th>title</th>\n",
       "      <th>director</th>\n",
       "      <th>cast</th>\n",
       "      <th>country</th>\n",
       "      <th>date_added</th>\n",
       "      <th>release_year</th>\n",
       "      <th>rating</th>\n",
       "      <th>duration</th>\n",
       "      <th>listed_in</th>\n",
       "      <th>description</th>\n",
       "      <th>year_added</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>s1</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Dick Johnson Is Dead</td>\n",
       "      <td>Kirsten Johnson</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>2021-09-25</td>\n",
       "      <td>2020</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>90 min</td>\n",
       "      <td>Documentaries</td>\n",
       "      <td>As her father nears the end of his life, filmm...</td>\n",
       "      <td>2021.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>s2</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Blood &amp; Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>2021-09-24</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>2 Seasons</td>\n",
       "      <td>International TV Shows, TV Dramas, TV Mysteries</td>\n",
       "      <td>After crossing paths at a party, a Cape Town t...</td>\n",
       "      <td>2021.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  show_id     type                 title         director  \\\n",
       "0      s1    Movie  Dick Johnson Is Dead  Kirsten Johnson   \n",
       "1      s2  TV Show         Blood & Water              NaN   \n",
       "\n",
       "                                                cast        country  \\\n",
       "0                                                NaN  United States   \n",
       "1  Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...   South Africa   \n",
       "\n",
       "  date_added  release_year rating   duration  \\\n",
       "0 2021-09-25          2020  PG-13     90 min   \n",
       "1 2021-09-24          2021  TV-MA  2 Seasons   \n",
       "\n",
       "                                         listed_in  \\\n",
       "0                                    Documentaries   \n",
       "1  International TV Shows, TV Dramas, TV Mysteries   \n",
       "\n",
       "                                         description  year_added  \n",
       "0  As her father nears the end of his life, filmm...      2021.0  \n",
       "1  After crossing paths at a party, a Cape Town t...      2021.0  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "1449d1cb-a2d6-4c7f-ba9b-e2b80d6860b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "49                         Castle and Castle\n",
       "198     King of Boys: The Return of the King\n",
       "1654                               Before 30\n",
       "2102                        Ojos in d' House\n",
       "2148                            The Governor\n",
       "2906                             On the Real\n",
       "2938                       Fifty: The Series\n",
       "2992                   Sons of the Caliphate\n",
       "3130                     Crazy, Lovely, Cool\n",
       "Name: title, dtype: object"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.title[(netflix['type'] == 'TV Show') & (netflix['country'] == 'Nigeria')]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5a04e92-4604-4e8b-9ee6-87a64eeca3b5",
   "metadata": {},
   "source": [
    "### Show Top 10 directors who gave the highest number of Movies or TV Shows to Netflix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "a3926f76-b176-4a55-8e5c-1d4e8a32c0c3",
   "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>show_id</th>\n",
       "      <th>type</th>\n",
       "      <th>title</th>\n",
       "      <th>director</th>\n",
       "      <th>cast</th>\n",
       "      <th>country</th>\n",
       "      <th>date_added</th>\n",
       "      <th>release_year</th>\n",
       "      <th>rating</th>\n",
       "      <th>duration</th>\n",
       "      <th>listed_in</th>\n",
       "      <th>description</th>\n",
       "      <th>year_added</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>s1</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Dick Johnson Is Dead</td>\n",
       "      <td>Kirsten Johnson</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>2021-09-25</td>\n",
       "      <td>2020</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>90 min</td>\n",
       "      <td>Documentaries</td>\n",
       "      <td>As her father nears the end of his life, filmm...</td>\n",
       "      <td>2021.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>s2</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Blood &amp; Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>2021-09-24</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>2 Seasons</td>\n",
       "      <td>International TV Shows, TV Dramas, TV Mysteries</td>\n",
       "      <td>After crossing paths at a party, a Cape Town t...</td>\n",
       "      <td>2021.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  show_id     type                 title         director  \\\n",
       "0      s1    Movie  Dick Johnson Is Dead  Kirsten Johnson   \n",
       "1      s2  TV Show         Blood & Water              NaN   \n",
       "\n",
       "                                                cast        country  \\\n",
       "0                                                NaN  United States   \n",
       "1  Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...   South Africa   \n",
       "\n",
       "  date_added  release_year rating   duration  \\\n",
       "0 2021-09-25          2020  PG-13     90 min   \n",
       "1 2021-09-24          2021  TV-MA  2 Seasons   \n",
       "\n",
       "                                         listed_in  \\\n",
       "0                                    Documentaries   \n",
       "1  International TV Shows, TV Dramas, TV Mysteries   \n",
       "\n",
       "                                         description  year_added  \n",
       "0  As her father nears the end of his life, filmm...      2021.0  \n",
       "1  After crossing paths at a party, a Cape Town t...      2021.0  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "4dcc2e8d-79da-459a-a2a3-2f938aa19d63",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Rajiv Chilaka               19\n",
       "Raúl Campos, Jan Suter      18\n",
       "Marcus Raboy                16\n",
       "Suhas Kadav                 16\n",
       "Jay Karas                   14\n",
       "                            ..\n",
       "Austin Stark                 1\n",
       "Kristian Levring             1\n",
       "Ajay Bhuyan, Kunal Kohli     1\n",
       "Karan Lalit Butani           1\n",
       "Mozez Singh                  1\n",
       "Name: director, Length: 4528, dtype: int64"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.director.value_counts().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75380f0a-5c6b-4d8c-a2d1-8ac66f669934",
   "metadata": {},
   "source": [
    "#### Horizontal Bar plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "b2f8eedc-f0a8-4c08-8492-f6ac8b9436b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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K2dnZWK1WnnrqKSIjI/nf//1ftm7diouLCy1btuS5554jJyeHTz/9lDNnzgDw/PPPU6tWLaZOnUpOTg6xsbEMHz6cmjVr2utbunQpY8aMwdPTEwBPT08efPBB+/aVK1eSkpKCxWJh2LBh1K5dm4MHDzJnzhzy8/Nxc3MjOjqawMBAAM6ePcv48eM5deoUbdu2pW/fvsCVWekJEyZgNpuZMGECTZo0Yf/+/fj6+vL666/j5ubGyZMnmTlzJjk5Obi7u/P3v/+d2rVrl8aXSURERKRMVbiQDNC7d29GjBiByWQiNDSU+vXr8/rrr7Nr1y4+/PBDpzO8V23fvh0fHx/7TGxeXh4XLlxg8+bNvPfeexgMBvsyhtmzZ/Poo48SGhpKVlYW48ePZ8qUKQwcOJDly5czcuTIQse+ePEiZrO5UGh25OXlRXx8PN999x3Lly9n4MCBBAYGMm7cOFxcXNixYwfz588nJiYGgLS0NCZOnIjJZGLo0KH88Y9/xM/Pr9AxT5w4wWuvvcbAgQOZPHkymzZtonPnznz66ae8/PLL1KpViwMHDjBjxgzGjBlTpKakpCSSkpIAiIuLK8FXQEREHDn+bC4pk8l0y/uWV+qJc+rLzamQIdnDw4PIyEg8PDxYv349w4cPB6B58+ZcuHCBvLy8YvcNCgpi7ty5zJs3j/vvv5+mTZtSUFCAm5sbH3/8MeHh4dx///0A7Ny5k2PHjtn3zcvL4+LFi8Ue22az3bD2du3aAdCgQQP7Moy8vDwSExM5efIkAAUFBfbxzZs3t89K16lTh6ysrCLfIAEBAQQHB9uPe/r0acxmM/v27WPy5Mn2cRaLxWlNUVFRREVF3bB2EREpXlZW1i3t5+fnd8v7llfqiXPqS1FX//LuTIUMyXBlfbLBYCg2mLq4uBTalp+fD1xpZnx8PNu2bWP+/Pm0atWK3r17884777Bz5042bNjAypUrGTNmDDabjfHjx+Pm5laimjw9PfHw8ODUqVPUqFHD6RiT6cqXzGg02sPwwoULCQsLIzY2lszMTMaNG2cf7+rqav/3tftcy3FMfn4+VquVypUrX3dWXURERKS8qlB3t3CmadOmrF27FoDU1FS8vLzw9PTE39+fI0eOAHD48GEyMzMByM7Oxs3Njc6dO/PYY49x+PBhzGYzeXl5hIeH079/f9LS0gBo2bIlK1eutJ/r6vPX88QTTzBz5kz7bHZeXp59KUNx8vLy8PX1Ba7c0eJ28PT0JCAggI0bNwJXZrlLUr+IiIhIeVBhZ5Kv6tOnD9OmTSMmJgZ3d3cGDRoEQPv27VmzZg2xsbE0bNjQPh1/9OhR5s2bh8FgwGQy8dJLL3Hx4kUmTpzI5cuXsdlsPP/88wC88MILzJw5k5iYGAoKCmjatCkDBgy4bj3du3fHbDYzatQoTCYTLi4uPProo9fd5/HHHycxMZFvvvmGsLCw29CVK4YMGcL06dNZsmQJFouFDh062JdliIiIiJRnBltJFsKK3IT0nhFlXYKIyD3HZfqyW9pP60yLUk+cU1+Kut6a5Aq/3EJERERExJFCsoiIiIiIgwq/Jlluv1v9k2F5pj9xOae+OKe+OKe+iEhp0kyyiIiIiIgDhWQREREREQcKySIiIiIiDhSSRUREREQcKCSLiIiIiDhQSBYRERERcaCQLCIiIiLiQCFZRERERMSBQrKIiIiIiAOFZBERERERBwrJIiIiIiIOFJJFRERERBwoJIuIiIiIOFBIFhERERFxoJAsIiIiIuJAIVlERERExIGprAuQ8qfg5V5lXcJd51RZF3CXUl+cU1+cK+99cZm+rKxLEJFraCZZRERERMSBQrKIiIiIiAOFZBERERERBxU2JPfp04epU6faHxcUFPDiiy8SFxd3U8fJzMxk3bp19seHDh1i1qxZN3WMH3/8keHDhxMTE8Pw4cPZsmXLTe0vIiIiIrdXhb1wz93dnfT0dPLz83Fzc2PHjh34+vre1DEKCgo4ffo069ato2PHjgA0bNiQhg0blvgYZ86cYenSpcTHx+Pp6YnZbCYnJ+em6nBktVoxGivs7z8iIiIiv1uFDckArVu3Ztu2bbRv357169fToUMH9u7dC8DBgweZM2eOPURHR0cTGBhIcnIy27ZtIz8/n0uXLpGfn8+xY8eIjY2lS5cu1K9fn+XLlzNy5EgWLVpEVlYWmZmZZGVl0aNHD3r06FGohvPnz+Ph4YGHhwdAoX+fPHmS6dOnk5OTg9Fo5B//+Ac1atRg3rx5bN++HYCnnnqKyMhIUlNTWbx4MdWqVSMtLY0JEyYwZcoUsrOzsVqt9nGHDx/ms88+w2w24+3tTXR0ND4+PqxYsYIffvgBFxcX6tSpw9ChQzGbzcyaNYv09HQKCgr485//TJs2bUrvCyQiIiJSRip0SO7QoQOLFy8mPDycX3/9la5du9pDcmBgIOPGjcPFxYUdO3Ywf/58YmJiANi/fz/vvvsuVapUITU11R6KAVJTUwudIyMjgzFjxnDx4kWGDh1K9+7dMZn+r+3BwcFUq1aNQYMG0aJFC9q2bUtERAQAH3zwAU888QRt27YlPz8fm83GTz/9RFpaGpMmTSInJ4dRo0bRtGlT4EqwT0hIICAggE2bNuHj48OoUaMAyMvLw2KxMGvWLF5//XW8vb3ZsGEDX3zxBdHR0Xz11Vd8+OGHuLq6kpubC8CSJUto3rw50dHR5ObmMnr0aFq0aGEP8SIiIiLlVYUOyfXq1eP06dOsX7+e++67r9C2vLw8EhMTOXnyJHBlacVVLVu2pEqVKiU6R3h4OK6urri6ulK1alXOnz9P9erV7duNRiOjR4/m0KFD7Ny5k88++4zDhw/z2GOPkZ2dTdu2bQFwc3MDYO/evXTo0AGj0Ui1atVo1qwZhw4dolKlSoSEhBAQEABAUFAQc+fOZd68edx///00bdqUo0ePkp6ezltvvQVcWZbh4+NjH//BBx/Qpk0b+zl37NhBSkoKy5cvByA/P5+srCzq1KlT6DUmJSWRlJQEcNNrukVE5Ao/P79b2s9kMt3yvuWVeuKc+nJzKnRIBoiIiGDu3LmMHTuW3377zf78woULCQsLIzY2lszMTMaNG2ff5u7uXuLjXztrbDQaC4XtqwwGAyEhIYSEhNCyZUumTZvGo48+etOv5dq6AgMDiY+PZ9u2bcyfP59WrVrRtm1b6tSpw/jx44vsO2rUKHbv3s3WrVv5z3/+w+TJk7HZbAwfPpzAwMDrnjcqKoqoqKibrldERP5PVlbWLe3n5+d3y/uWV+qJc+pLUdfLOBX+6q6uXbvSu3dvgoKCCj2fl5dnv5AvOTm52P0rVarExYsXb/n82dnZHD582P44LS0Nf39/PD09qV69Ops3bwbg8uXLXLp0iaZNm7Jx40asVis5OTns2bOHkJAQp8d1c3Ojc+fOPPbYYxw+fJjAwEBycnLYv38/ABaLhfT0dKxWK1lZWTRv3py+ffuSl5eH2WymVatWfPvtt9hsNgCOHDlyy69TRERE5F5S4WeSq1evXuRiOoDHH3+cxMREvvnmG8LCwordPygoCBcXl0IX7t2MgoIC5s6dy9mzZ3F1dcXb25uXX34ZgFdffZVPP/2URYsW4eLiwrBhw2jbti379+8nNjYWgL59+1KtWjWOHz9e6LhHjx5l3rx5GAwGTCYTL730EiaTieHDhzN79mzy8vIoKCigR48e1KpVi6lTp5KXlwdAz549qVy5Mr1792bOnDn2tdj+/v72tdciIiIi5ZnBdnWaUOQ2Se8ZUdYliIjcc1ymL7ul/fQn9KLUE+fUl6K03EJERERE5CYoJIuIiIiIOFBIFhERERFxUOEv3JPb71bX1ZVnWgfmnPrinPrinPoiIqVJM8kiIiIiIg4UkkVEREREHCgki4iIiIg4UEgWEREREXGgkCwiIiIi4kAhWURERETEgUKyiIiIiIgDhWQREREREQcKySIiIiIiDhSSRUREREQcKCSLiIiIiDhQSBYRERERcaCQLCIiIiLiQCFZRERERMSBQrKIiIiIiANTWRcg5U/By73KuoS7zqmyLuAupb44p744p744d6t9cZm+7LbWIVLeaCZZRERERMRBiUPy119/TVpaGgD79+/nlVde4dVXX2X//v13qjYRERERkTJR4pD8zTffEBAQAMAXX3zBo48+ypNPPsmcOXPuVG0iIiIiImWixCE5Ly8PT09PLl68SFpaGo888gjdunUjIyPjTtYnIiIiIlLqSnzhXvXq1dm3bx/p6ek0bdoUo9FIXl4eRuOdX9Z87tw55syZw6FDhzCZTAQEBPD8888TGBjodHxubi7r1q3j4YcfBiA1NZXly5czcuTIWzp/QUEBCxcuZNOmTbi7uwPwwAMP8OSTT97aC7rG999/j7u7O126dCnxPoMGDaJ69er861//sj8XGxuL1WolISGh2P2u7cPWrVs5duwYTzzxxO8pX0RERKRcKnFI7tevH5MnT8ZkMjF8+HAAtm3bRkhIyB0rDsBmszFp0iS6dOnC0KFDAUhLS+P8+fPXDcnff/+9PST/XgsWLODcuXO8++67uLm5cfHiRZYvX35Tx7BarU5/oejevfst1XTx4kWysrLw8/Pj2LFjN71/REQEERERt3RuERERkfKuRCHZarXi6urKhx9+iKurq/359u3b0759+ztWHFyZ/TSZTIXCZHBwMABms5mJEyeSm5uLxWLhmWeeoU2bNsyfP5+TJ08SGxtLy5YtCQ8Px2w2k5CQQHp6Og0aNGDw4MHs2rWLlStXEhsbC8COHTv4/vvviYmJsZ/r0qVLrFq1isTERNzc3ACoVKkSffr0sY+ZOHEiZ86c4fLly/To0YOoqCjgyi8Wjz76KL/88gvPPfccp06dYvny5RgMBoKCghg8eDCLFi3Cw8ODXr16kZSUxKpVq7BYLNSoUYPBgwfbZ64dPfDAA2zYsIFevXqxfv16OnTowNq1awHIz89nxowZHDp0CBcXF5577jmaN29eaP/k5GQOHTrEiy++SGJiIpUqVeLw4cOcO3eOvn370r59+2L7KyIiIlLelSgkG41GJk6cyOeff154Z9Odv83y0aNHqV+/vtNtrq6uxMTE4OnpSU5ODm+88QYRERH89a9/JT09nUmTJgFXgvaRI0eYPHkyPj4+vPnmm+zbt4/mzZszc+ZMcnJy8Pb25r///S8PPvhgoXOcPHkSPz8/KlWqVGyN0dHRVKlShfz8fEaNGkW7du3w8vLi0qVL1K1bl6effpr09HSWLFnCW2+9hbe3NxcuXChynHbt2tkD9oIFC/jxxx955JFHnJ6zffv2TJs2jV69epGSksKQIUPsIfm7774DICEhgePHj/P222/z/vvvX7fP586d41//+hcZGRnEx8fTvn37YvtrMBgK7ZuUlERSUhIAcXFx1z2PiIjcHfz8/Mq6hDvGZDKV69d3q9SXm1PilNu0aVP2799P48aN72Q9N8Vms/HFF1+wZ88eDAYD2dnZnD9/3unYkJAQqlevDlyZic7MzCQ0NJTOnTuzZs0aunbtyv79+3n11Veve87//ve/rFixggsXLvDWW2/h5+fHihUr2LJlCwBZWVmcOHECLy8vjEajfaZ9165dtG/fHm9vbwCqVKlS5Njp6eksWLCA3NxczGYzrVq1KraOKlWqULlyZdavX0/t2rXts9wAe/futYfr2rVr4+/vz4kTJ677utq0aYPRaKROnTr2HhbX32rVqhXaNyoqyh7uRUTk3pCVlVXWJdwxfn5+5fr13Sr1pajilu7CTYRkf39/JkyYQEREBNWrVy80m/j000//vgqvo27duvz0009Ot61bt46cnBzi4uIwmUwMGjSI/Px8p2OvXSZiNBqxWq0APPjgg8THx+Pm5sYDDzyAi4tLof1q1qxJVlYWFy9epFKlSnTt2pWuXbsyfPhwrFYrqamp7Ny5k7fffht3d3fGjh3L5cuX7ee8ug7ZZrMVmYF1lJiYSGxsLMHBwSQnJ5OamorVamXEiBHAlXXE1/Y6MjKSmTNnEh0dXeg4Npvtuue5UX+u7n8z/RUREREpT0p8a4r8/HzatGljn1E8c+aM/b87qXnz5ly+fNn+53yAgwcPsnv3bvLy8qhatSomk4ldu3Zx+vRp4Mqa4YsXL5bo+L6+vvj4+PCf//ynyFILAHd3d7p168bMmTPtAdFqtWKxWIArt8arXLky7u7uHD9+nAMHDjg9T4sWLdi4cSO//fYbgNPlFmazGR8fHywWi33phNFoZNKkSUyaNKnILyNt27alV69etG7dutDzzZo1s++fkZFBVlbWdX9TKk5x/RUREREp70o8k+w4W1laDAYDMTExzJkzh6+++gpXV1f8/f3p378/derUIT4+npEjRxIcHEzt2rUB8PLyokmTJgwfPpzWrVsTHh5+3XN06tSJ3377jTp16jjd/swzz7Bw4UKGDx9OpUqVcHNzo0uXLvaA/cMPPxATE0NgYCCNGjVyeoy6devypz/9ibFjx2I0GgkODmbQoEGFxjz99NOMHj0af39/goKCbhj0K1Wq5PQWbt27d2f69OkMHz4cFxcXoqOjC80Ul1THjh2d9ldERESkvDPYbuJv8ydOnGD9+vVkZ2fj6+tLhw4dqFWr1p2sr1TMnDmT+vXr061bt7IupVxI76lby4mI3O1cpi8r6xLuGK29dU59Kep6f2kv8XKLrVu3MnLkSI4fP06VKlXIyMiwfyjFvWzEiBEcPXqUTp06lXUpIiIiInKXKPFyiy+++ILY2NhC99tNTU1l1qxZ9/SHUsTHx5d1CSIiIiJylynxTHJ2djZNmzYt9FxoaOgdv3BPRERERKS0lXgmOTg4mOXLlxe6UOzrr7+2f/qdyFXleZ3brdI6MOfUF+fUF+fUF+fUF5E7o8Qh+cUXX2TixIl8++23VK9enTNnzuDu7s7rr79+J+sTERERESl1JQ7JderUYcqUKRw4cMB+d4uQkJBS+WhqEREREZHSVOI1yRMnTsTFxYXQ0FAiIyMJDQ3FZDLx7rvv3sn6RERERERKXYlDcmpq6k09LyIiIiJyr7rhWomFCxcCYLFY7P++6tSpU/j7+9+ZykREREREysgNQ/LVW7xZrdYit3vz8/OjT58+d6YyEREREZEycsOQHB0dDUDjxo2Jioq64wWJiIiIiJS1Eq9JdnV15ddffy30XFpaGmvWrLntRYmIiIiIlKUSh+SFCxdSvXr1Qs/5+fmxYMGC216UiIiIiEhZKnFIvnjxIp6enoWe8/T0JDc397YXJSIiIiJSlkockuvUqcOmTZsKPbd582bq1Klz24sSERERESlLJf64vGeffZYJEyawYcMGatasycmTJ9m5cyejRo26k/WJiIiIiJS6Eofk0NBQEhISWLduHVlZWYSEhNC/f3/8/PzuZH0iIiIiIqWuxCEZrlyo16tXL86fP4+Pj8+dqklEREREpEyVOCTn5uYyY8YMNm3ahMlkYu7cuWzdupWDBw/yzDPP3MkaRURERERKVYlD8vTp06lcuTLTpk1j2LBhwJUPGPn8888VkqWQgpd7lXUJd51TZV3AXUp9cU59cU59ce5e6YvL9GVlXYLITSlxSN65cyeffPIJJtP/7eLt7c358+fvSGEiIiIiImWlxLeA8/T05Lfffiv0XFZWltYmi4iIiEi5U+KQ/NBDD5GQkMCuXbuw2Wzs37+fxMRE/vCHP9zJ+kRERERESl2Jl1s8/vjjuLq6MnPmTAoKCvjoo4+IioqiR48ed7I+EREREZFSV6KZZKvVSmJiIt27d2fKlCnMnTuXKVOm0LNnTwwGw52usVzr16/fbT3Gtm3bGDJkCFlZWb/7uCIiIiIVVYlCstFoZMeOHQrEd7mdO3cye/ZsRo8eXeIPeSkoKLjDVYmIiIjce0q83KJnz54sWrSIPn36FLrDhfx+ZrOZiRMnkpubi8Vi4ZlnnqFNmzYsWLAAb29v+5KWL774gqpVqzpd4rJnzx4++eQTRo0aRc2aNQFISkpi1apVWCwWatSoweDBg3F3dycxMZEqVaqQlpZG/fr1iYyMZM6cOeTn5+Pm5kZ0dDSBgYGkp6czbdo0LBYLNpuN4cOHU6tWrVLtjYiIiEhZMNhsNltJBr7yyiucO3cOo9GIt7d3oW0fffTRHSmuIujXrx9z5szh0qVLeHp6kpOTwxtvvMEHH3zA6dOnSUhIID4+HqvVymuvvcY777yDl5dXoWP85S9/wcPDg7Fjx1KvXj3787/99pt97IIFC6hatSqPPPIIiYmJ/Pbbb7z++usYjUby8vJwd3fHxcWFHTt28P333xMTE8OsWbNo1KgRnTp1wmKxYLVacXNzK/IakpKSSEpKAiAuLo70nhF3sGMiInIvqrF0Q6mdy2QyYbFYSu189wr1pShnueaqEk8JDx48+LYUI0XZbDa++OIL9uzZg8FgIDs7m/PnzxMQEECVKlU4cuQI58+fJzg4uEhABnBxcaFJkyb8+OOPvPDCC/bn09PTWbBgAbm5uZjNZlq1amXf1r59e4zGK6tt8vLySExM5OTJk8D/LcFo3LgxS5Ys4cyZM7Rr167YWeSoqCiioqJuWz9ERKT8Kc1rZfz8/HRtjhPqS1GBgYHFbitxSG7WrNltKUaKWrduHTk5OcTFxWEymRg0aBD5+fnAlVvvJScnc+7cObp27ep0f4PBwD/+8Q/eeustlixZwpNPPglAYmIisbGxBAcHk5ycTGpqqn0fDw8P+78XLlxIWFgYsbGxZGZmMm7cOAA6duxISEgI27ZtY/z48QwcOJDmzZvfqTaIiIiI3DWuG5KvDVwLFy4sdtzTTz99e6uqYPLy8qhatSomk4ldu3Zx+vRp+7a2bduycOFCCgoKeO2114o9hru7OyNHjuR//ud/qFatGt26dcNsNuPj44PFYmHt2rX4+voWe/6r25KTk+3Pnzp1iho1atCjRw8yMzP59ddfFZJFRESkQrhuSD5z5ozTf8vtUVBQgKurKx07diQ+Pp6RI0cSHBxM7dq17WNMJhNhYWFUrlzZvjyiOFWqVGH06NGMGTMGLy8vnn76aUaPHo2/vz9BQUFcvHjR6X6PP/44iYmJfPPNN4SFhdmf37BhA2vXrsXFxYVq1arRu3fv2/PCRURERO5yJb5w79ixY+zZs4cLFy5QpUoVQkNDqVu37p2ur1xLS0vjk08+YcKECcWOsVqtjBgxgmHDht0zd5bQhXsiIuLIZfqyUjuX1t46p74U9bvWJNtsNj766CPWrFmDr68vPj4+ZGdnc/bsWTp37swrr7yi+yffgu+//55vv/2W/v37Fzvm2LFjxMXF0bZt23smIIuIiIiUBzecSf7hhx/46quvGDp0KCEhIfbnDx48yPvvv89jjz1G9+7d73ihcu/QTLKIiDjSTHLZU1+K+l0zyWvWrOGFF14oFJABQkJC6N+/P19++aVCshRSmj8I7xX6weSc+uKc+uKc+uKc+iJyZ9zwY6mPHTtW7O3fmjVrxrFjx257USIiIiIiZemGIdlqtVKpUiWn2ypVqoTVar3tRYmIiIiIlKUbLrcoKChg165dxW5XSBYRERGR8uaGIblq1ap89NFHxW739va+rQWJiIiIiJS1G4bkxMTE0qhDREREROSuccM1ySIiIiIiFY1CsoiIiIiIA4VkEREREREHCskiIiIiIg4UkkVEREREHCgki4iIiIg4UEgWEREREXGgkCwiIiIi4kAhWURERETEgUKyiIiIiIiDG34stcjNKni5V1mXcNc5VdYF3KXUF+fUF+fUF+fUl6JKuycu05eV8hmlNGgmWURERETEgUKyiIiIiIgDhWQREREREQcKySIiIiIiDnTh3i1asmQJ69atw2g0YjAYGDBgAI0aNSp2/KJFi/Dw8KBXr9t3Udu1x8zPzyc+Pp7Q0FD+/Oc/3/T+IiIiIvJ/FJJvwf79+0lJSSE+Ph5XV1dycnKwWCxlVo/FYiEhIYEGDRqUOCCLiIiISPEUkm/B2bNn8fLywtXVFQBvb2/7tkGDBjFhwgS8vb05dOgQc+fOZezYsQAcO3aMsWPHkpWVRY8ePejRowcAEydO5MyZM1y+fJkePXoQFRWF1Wrlo48+4vDhwwB07dqVRx99tEgtVquV9957j1q1avHss88CYDabmThxIrm5uVgsFp555hnatGkDXJkBX716NX5+fnh5edGgQQMAkpKSWLVqFRaLhRo1ajB48GAKCgqIjY1l6tSpGI1GLl26xNChQ5k6dSomk946IiIiUn4p6dyCVq1asXjxYl577TVatGhBZGQkzZo1u+F+GRkZjBkzhosXLzJ06FC6d++OyWQiOjqaKlWqkJ+fz6hRo2jXrh2nT58mOzubhIQEAHJzc50e86uvvqJFixb079/f/pyrqysxMTF4enqSk5PDG2+8QUREBEeOHGH9+vVMnDiRgoICRowYYQ/J7dq1IyoqCoAFCxbw448/8sgjj1CvXj12795N8+bNSUlJoVWrVgrIIiIiUu4p7dwCDw8P4uPj2bNnD6mpqUyZMoVnn32WBx988Lr7hYeH4+rqiqurK1WrVuX8+fNUr16dFStWsGXLFgCysrI4ceIEgYGBZGZmMmvWLMLDw2nZsqXTY4aGhnLgwAEyMjIIDAwEwGaz8cUXX7Bnzx4MBgPZ2dmcP3+ePXv20LZtW9zd3QGIiIiwHyc9PZ0FCxaQm5uL2WymVatWAERGRrJhwwaaN2/O+vXrefjhh4vUkJSURFJSEgBxcXE310wREZF7nJ+fX1mXUCImk+meqfVuoJB8i4xGI2FhYYSFhREUFERycjIPPvggRqMRm80GwOXLlwvtc+0MrNFopKCggNTUVHbu3Mnbb7+Nu7s7Y8eO5fLly1SpUoVJkyaxfft2Vq5cyYYNG4iOji5SR9OmTenSpQsTJkxg3Lhx+Pr6sm7dOnJycoiLi8NkMjFo0CDy8/MBMBgMTl9PYmIisbGxBAcHk5ycTGpqKnAlSM+fP58LFy5w+PBhmjdvXmTfqKgo+yy0iIhIRZOVlVXWJZSIn5/fPVNrabk6weiMbgF3CzIyMjhx4oT9cVpaGv7+/gAEBATY1xFv2rTphsfKy8ujcuXKuLu7c/z4cQ4cOABATk4OVquV9u3b88wzz3DkyJFij9G+fXsee+wx3nnnHXJzc8nLy6Nq1aqYTCZ27drF6dOngSuBevPmzeTn53Px4kVSUlLsxzCbzfj4+GCxWFi7dq39eQ8PD0JCQpg9ezb3338/RqPeMiIiIlL+aSb5FpjNZmbNmkVubi4uLi7UrFmTAQMGANC7d28+/vhjli5dSkhIyA2P1bp1a3744QdiYmIIDAy030YuOzubjz76CKvVCsBf//rX6x6ne/funDt3jokTJzJkyBAmT57MyJEjCQ4Opnbt2gA0aNCAyMhIYmNj8ff3JzQ01L7/008/zejRo/H39ycoKIiLFy/at0VGRjJ58mT7BYgiIiIi5Z3BdnVtgMhtkt4z4saDREREygmX6cvKuoQS0XKLorTcQkRERETkJigki4iIiIg4UEgWEREREXGgC/fktrtX1maVJq0Dc059cU59cU59cU59KUo9kdtBM8kiIiIiIg4UkkVEREREHCgki4iIiIg4UEgWEREREXGgkCwiIiIi4kAhWURERETEgUKyiIiIiIgDhWQREREREQcKySIiIiIiDhSSRUREREQcKCSLiIiIiDhQSBYRERERcaCQLCIiIiLiQCFZRERERMSBQrKIiIiIiANTWRcg5U/By73KuoS7zqmyLuAupb44p744p744p74UVdo9cZm+rJTPKKVBM8kiIiIiIg4UkkVEREREHCgki4iIiIg4UEgWEREREXGgC/duoE+fPnTq1InBgwcDUFBQwIABA2jUqBEjR44ss7oyMzP5xz/+QWBgIBaLhYYNGzJw4EBMpuK/pIsWLcLDw4NevXRhnYiIiMj1aCb5Btzd3UlPTyc/Px+AHTt24Ovre1PHKCgouBOlUbNmTSZNmkRCQgJnzpxh48aNd+Q8IiIiIhWNZpJLoHXr1mzbto327duzfv16OnTowN69ewE4ePAgc+bMIT8/Hzc3N6KjowkMDCQ5OZlt27aRn5/PpUuXGDFiBLNmzeLQoUMYDAZ69+5N+/bt6devH3PnzgVg06ZNpKSkMGjQIDZu3MjixYsxGo14enoybty4YuszGo2EhISQnZ0NwNatW1myZAkWiwUvLy8GDx5MtWrVAPj1118ZN24cZ86coVevXkRFRWGz2Zg3bx7bt28H4KmnniIyMpKpU6fSvn172rRpA8AHH3xAZGQkERERd6jTIiIiIncHheQS6NChA4sXLyY8PJxff/2Vrl272kNyYGAg48aNw8XFhR07djB//nxiYmIA2L9/P++++y5VqlRh3rx5eHp6kpCQAMCFCxeue87Fixfzxhtv4OvrS25u7nXH5ufnc/DgQfr37w9AaGgo48ePx2AwsGrVKpYtW8Zzzz0HwNGjRxk/fjxms5kRI0YQHh7O/v37SUtLY9KkSeTk5DBq1CiaNm3KQw89xNdff02bNm3Iy8tj3759DBo0qMj5k5KSSEpKAiAuLq7kjRURESkH/Pz8yrqEEjGZTPdMrXcDheQSqFevHqdPn2b9+vXcd999hbbl5eWRmJjIyZMngcJLK1q2bEmVKlUA2LlzJ0OHDrVvu/p8cZo0aUJiYiIPPPAA7dq1czrm5MmTxMbGcvLkSdq1a0e9evUAyM7O5r333uPs2bNYLBYCAgLs+0RERODm5oabmxthYWEcPHiQvXv30qFDB4xGI9WqVaNZs2YcOnSIiIgIZs6cyfnz5/npp59o164dLi4uReqIiooiKirquq9HRESkvMrKyirrEkrEz8/vnqm1tAQGBha7TWuSSygiIoK5c+fSsWPHQs8vXLiQsLAwEhISGDFiBJcvX7Zvc3d3LzTWYDAUOe61z11d9wwwYMAAnnnmGc6cOcPrr7/Ob7/9VmTfq2uSP/jgAw4cOMDWrVsBmDVrFn/84x9JSEhgwIABhWpyrMFZTdfq1KkTa9euJTk5ma5du153rIiIiEh5oZBcQl27dqV3794EBQUVej4vL89+IV9ycnKx+7ds2ZKVK1faH19dblG1alWOHTuG1Wpl8+bN9u0nT56kUaNGPP3003h5eXHmzJlij+3j48Ozzz7L0qVLi9S0evXqQmO3bNlCfn4+v/32G6mpqTRs2JCmTZuyceNGrFYrOTk57Nmzh5CQEAAefPBBVqxYAUDdunWv2yMRERGR8kLLLUqoevXq9OjRo8jzjz/+OImJiXzzzTeEhYUVu/9TTz3FjBkzGD58OEajkd69e9OuXTueffZZ4uPjqV69OnXr1sVsNgMwb948Tpw4AUDz5s3tSymK06ZNG/7973+zZ88e/vznPzN58mR8fX1p1KgRmZmZ9nEhISHExcWRlZXFU089ha+vL23btmX//v3ExsYC0LdvX/uFftWqVaN27dr2i/dEREREKgKDzWazlXURcve6dOkSMTExxMfH4+npWaJ90nvq7hciIlJxuExfVtYllIjWJBd1vTXJmkmWYu3YsYOPPvqIRx99tMQBWURERKQ8UEiWYrVs2ZKPPvqorMsQERERKXUKyXLb3St/dipN+hOXc+qLc+qLc+qLc+pLUeqJ3A66u4WIiIiIiAOFZBERERERBwrJIiIiIiIOFJJFRERERBwoJIuIiIiIOFBIFhERERFxoJAsIiIiIuJAIVlERERExIFCsoiIiIiIA4VkEREREREHCskiIiIiIg4UkkVEREREHCgki4iIiIg4UEgWEREREXGgkCwiIiIi4kAhWURERETEgcFms9nKuggpX9J7RpR1CSIiInKbuExfVtYl3DGBgYHFbtNMsoiIiIiIA4VkEREREREHCskiIiIiIg7u+pC8detWjh07VtZliIiIiEgFYiqNkzz99NMEBQVhtVrx9/dn8ODBVK5c+Yb7nThxgh9//JGYmBj7c4MGDWLChAl4e3sXGms2m/n888/ZuXMnrq6ueHl50bdvXxo1anTbX8/ttGjRIjw8POjVq9fvPtaSJUtYt24dRqMRg8HAgAEDrvv6U1NTMZlMNGnS5HefW0RERKQ8KZWQ7ObmxqRJkwD48MMP+e6773jyySdvuN/x48d55ZVXMBpvPOH98ccfExAQwPvvv4/RaOTUqVMcP378d9d+r9i/fz8pKSnEx8fj6upKTk4OFovluvukpqbi4eFxUyG5oKAAFxeX31uuiIiIyF2tVELytRo3bszRo0cBOHjwIHPmzCE/Px83Nzeio6MJDAwkOTmZQ4cO8eKLLwIQFxfHY489RlhYmNNjnjx5kgMHDjBkyBB7oK5RowY1atQAYOLEiZw5c4bLly/To0cPoqKiAOjXrx8PP/wwO3fupEqVKvzlL39h3rx5ZGVl0b9/fyIiIkhOTmbz5s1cvnyZzMxMOnbsyJ///GcAvv76a/773/8C0K1bN3r27InZbGbKlClkZ2djtVp56qmniIyMLFFvkpKSWLVqFRaLhRo1ajB48GDc3d1JTEykUqVKHD58mHPnztG3b1/at29faN+zZ8/i5eWFq6srQKGZ9mtn3w8dOsTcuXOJjo7mhx9+wGg0snbtWv72t79Ru3ZtPv30U86cOQPA888/T2hoKIsWLeLs2bOcPn0aLy8vXnvttRK9HhEREZF7VamGZKvVyq5du+jWrRtw5d5048aNw8XFhR07djB//vxCSytK6tixYwQHBxc74xwdHU2VKlXIz89n1KhRtGvXDi8vLy5dukRYWBh9+/Zl0qRJLFiwgH/+858cO3aMxMREIiKu3O/34MGDJCQk4O7uzqhRowgPD8dgMPDf//6X8ePHAzB69GiaNWvGqVOn8PHxYdSoUQDk5eWV+HW0a9fOHuAXLFjAjz/+yCOPPALAuXPn+Ne//kVGRgbx8fFFQnKrVq1YvHgxr732Gi1atCAyMpJmzZoVe66AgAD+8Ic/FFrq8f777/Poo48SGhpKVlYW48ePZ8qUKQAcPnyYt956Czc3tyLHSkpKIikpCbjyC42IiIiUH35+fmVdQpkolZCcn59PbGwsp0+fpkGDBrRs2RK4EiATExM5efIkcOVP+XfCihUr2LJlCwBZWVmcOHECLy8vTCYTrVu3BiAoKAhXV1dMJhNBQUGcPn3avn/Lli3x8vICoG3btuzduxeDwUDbtm3x8PCwP79nzx5at27N3LlzmTdvHvfffz9NmzYtcZ3p6eksWLCA3NxczGYzrVq1sm9r06YNRqOROnXqcP78+SL7enh4EB8fz549e0hNTWXKlCk8++yzPPjggyU+/86dOwtdJJmXl8fFixcBiIiIcBqQAaKiouzhXkRERMqXrKyssi7hjrneh4mU6prkvLw84uLiWLlyJT169GDhwoWEhYURGxtLZmYm48aNA8BoNHLtBwFevnz5usevU6cOv/76K1artchscmpqKjt37uTtt9/G3d2dsWPH2o/n4uKCwWAAwGAwYDKZ7Oe/XmA3GAwU90GFgYGBxMfHs23bNubPn0+rVq3o3bv3DTp0RWJiIrGxsQQHB5OcnExqaqp929VlFECx5zYajYSFhREWFkZQUBDJyck8+OCDhfp5vV7abDbGjx/vNAy7u7uX6DWIiIiIlAelegs4T09PXnjhBZYvX47FYiEvLw9fX18AkpOT7eMCAgJIS0vDarWSlZXFwYMHr3vcmjVr0qBBAxYtWmQPgydOnGDLli3k5eVRuXJl3N3dOX78OAcOHLjpunfu3MmFCxfIz89ny5YtNGnShKZNm7JlyxYuXbqE2Wxmy5YtNG3alOzsbNzc3OjcuTOPPfYYhw8fBmD+/Pls3rz5uucxm834+PhgsVhYu3btTdWYkZHBiRMn7I/T0tLw9/cHrvTzah2bNm2yj6lUqRJms9n+uGXLlqxcubLQMUREREQqolK/cK9+/frUq1ePDRs28Pjjj5OYmMg333xT6KK8Jk2aEBAQQExMDHXr1qV+/fo3PO7AgQP5/PPPGTJkCG5ubvZbwNWrV48ffviBmJgYAgMDb+mWcE2aNGHq1KmcPHmSjh070rBhQwAefPBBRo8eDVy5cK9+/fps376defPm2WemX3rpJQCOHj1qX+N8LavVap8lfvrppxk9ejT+/v4EBQXZlzqUhNlsZtasWeTm5uLi4kLNmjUZMGAAAL179+bjjz9m6dKlhISE2Pe5//77mTx5Mlu2bOFvf/sbL7zwAjNnziQmJoaCggKaNm1qP4aIiIhIRWKwFfe3ewEocqeNWzV+/HjeeOONIs9PmjSJhx56iPDw8N91/LtJes+ivwyIiIjIvcll+rKyLuGOud6a5Lv+E/fKC2cBefjw4RgMhkIX6ImIiIhI2dNMstx2mkkWEREpPyrqTLJCstx2GRkZZV3CXcfPz69c30LnVqkvzqkvzqkvzqkvRaknzqkvRWm5hYiIiIjITVBIFhERERFxoJAsIiIiIuJAIVlERERExIFCsoiIiIiIA4VkEREREREHCskiIiIiIg4UkkVEREREHCgki4iIiIg4UEgWEREREXGgkCwiIiIi4kAhWURERETEgUKyiIiIiIgDhWQREREREQcKySIiIiIiDgw2m81W1kVI+ZLeM6KsSxAREZF7lMv0ZaV2rsDAwGK3aSZZRERERMSBQrKIiIiIiAOFZBERERERBwrJIiIiIiIOTGVdwL3q6aefJigoCKvVir+/P4MHD6Zy5crFjj906BCrV6/mb3/7G1u3buXYsWM88cQTJT7f6tWrWbZsGTabDZvNRteuXenVqxdjx46lX79+NGzYsNjzJScnc+jQIV588cVij79o0SI8PDzo1atXiWsSERERKa8Ukm+Rm5sbkyZNAuDDDz/ku+++48knnyx2fMOGDe1BNiIigoiIkt8B4ueff2bFihW88cYb+Pr6kp+fz5o1a667z7XnExEREZGbo5B8GzRu3JijR48CcPDgQebMmUN+fj5ubm5ER0cTGBhIamoqy5cvZ+TIkfaZ3b/85S/ExsYydepUjEYjly5dYujQoUydOhWT6f++NF9++SX9+vXD19cXuBLQo6Ki7Ns3btzIjBkzyMvLY+DAgTRt2rTQ+a61detWlixZgsViwcvLi8GDB1OtWrVCY5KSkti8eTMxMTEsW7aMlJQU8vPzady4MQMGDMBgMNyhToqIiIjcHRSSfyer1cquXbvo1q0bcOV+e+PGjcPFxYUdO3Ywf/58YmJinO7r6elJvXr12L17N82bNyclJYVWrVoVCsgAR48epUGDBtetYcKECWzbto3Fixfz5ptvFjs2NDSU8ePHYzAYWLVqFcuWLeO5556zb1+5ciW//PILsbGxuLq68sc//pHevXsDMHXqVFJSUorMgiclJZGUlARAXFzcdbolIiIicn1+fn5lXQKgkHzL8vPziY2N5fTp0zRo0ICWLVsCkJeXR2JiIidPngSgoKDguseJjIxkw4YNNG/enPXr1/Pwww/fdC1t27YFoEGDBmRmZl53bHZ2Nu+99x5nz57FYrEQEBBg37Z27Vp8fX2JjY21B/Vdu3axbNkyLl26xIULF6hbt26RkBwVFVVoZltERETkVmVlZZXaufRhInfA1TXJ06ZNw2KxsHLlSgAWLlxIWFgYCQkJjBgxgsuXL1/3OBEREWzfvp0LFy5w+PBhmjdvXmRM3bp1OXz4cLHHcHV1BcBoNGK1Wq97vlmzZvHHP/6RhIQEBgwYUKi+unXrcvr0abKzs4ErvwjMnDmTYcOGkZCQwEMPPUR+fv51jy8iIiJSHigk/06enp688MILLF++HIvFQl5enn3tcHJy8g339/DwICQkhNmzZ3P//fdjNBb9kjzxxBPMmzePc+fOAXD58mVWrFhxS/VeW9/q1asLbQsODmbAgAHEx8eTnZ1tD9De3t6YzWZ++umnWzqniIiIyL1Gyy1ug/r161OvXj02bNjA448/TmJiIt988w1hYWEl2j8yMpLJkyczduxYp9vDw8M5f/48b731FjabDYPBQNeuXW+p1j//+c9MnjwZX19fGjVqVGR5RmhoKP369SMuLo5//vOfPPTQQwwfPpyAgADdLUNEREQqDIPNZrOVdREVwaZNm9i6dSuvvvpqWZdyx6X3LPnt7URERESu5TJ9WamdS2uSy9jWrVtZsGABf/jDH8q6FBEREREpAS23KAU3++EhIiIiIlK2NJMsIiIiIuJAa5LltsvIyCjrEu46fn5+pXrfx3uF+uKc+uKc+uKc+lKUeuKc+lKU1iSLiIiIiNwEhWQREREREQcKySIiIiIiDhSSRUREREQcKCSLiIiIiDhQSBYRERERcaCQLCIiIiLiQPdJFhERERFxoJlkua1GjhxZ1iXcldQX59QX59QX59QX59SXotQT59SXm6OQLCIiIiLiQCFZRERERMSBQrLcVlFRUWVdwl1JfXFOfXFOfXFOfXFOfSlKPXFOfbk5unBPRERERMSBZpJFRERERByYyroAuTdt376d2bNnY7Vaeeihh3jiiScKbbfZbMyePZuff/4Zd3d3oqOjadCgQdkUW0qysrJITEzk3LlzGAwGoqKi6NGjR6ExqampTJw4kYCAAADatWtH7969y6LcUjVo0CA8PDwwGo24uLgQFxdXaHtFfL9kZGQwZcoU++PMzEz69OlDz5497c9VlPfLtGnT2LZtG1WrViUhIQGACxcuMGXKFE6fPo2/vz//+Mc/qFKlSpF9b/Sz6F7mrC9z584lJSUFk8lEjRo1iI6OpnLlykX2vdH33L3KWU8WLVrEqlWr8Pb2BuAvf/kL4eHhRfataO+VKVOmkJGRAUBeXh6enp5MmjSpyL7l9b1yW9hEblJBQYHt1VdftZ08edJ2+fJlW0xMjC09Pb3QmJSUFNv48eNtVqvVtm/fPtuoUaPKqNrSk52dbTt06JDNZrPZ8vLybEOGDCnSl127dtkmTJhQFuWVqejoaNv58+eL3V4R3y/XKigosL300ku2zMzMQs9XlPdLamqq7dChQ7Zhw4bZn5s7d65t6dKlNpvNZlu6dKlt7ty5RfYryc+ie5mzvmzfvt1msVhsNtuVHjnri8124++5e5WznixcuND21VdfXXe/ivheudZnn31m+/e//+10W3l9r9wOWm4hN+3gwYPUrFmTGjVqYDKZiIyMZMuWLYXGbN26lc6dO2MwGGjcuDG5ubmcPXu2jCouHT4+PvbZz0qVKlG7dm2ys7PLuKp7Q0V8v1xr586d1KxZE39//7IupUw0a9asyCzxli1b6NKlCwBdunQp8jMGSvaz6F7mrC+tWrXCxcUFgMaNG1e4nzHOelISFfG9cpXNZmPjxo106NChlKu692m5hdy07Oxsqlevbn9cvXp1Dhw4UGSMn59foTHZ2dn4+PiUWp1lKTMzkyNHjhASElJk2/79+4mNjcXHx4d+/fpRt27dMqiw9I0fPx6AP/zhD0WusK7o75f169cX+z+wivp+OX/+vP3r7+PjQ05OTpExJflZVJ79+OOPREZGFrv9et9z5c13333HmjVraNCgAc8991yRwFiR3yt79uyhatWq1KpVq9gxFem9cjMUkuWm2ZzcEMVgMNz0mPLKbDaTkJBA//798fT0LLStfv36TJs2DQ8PD7Zt28akSZP44IMPyqjS0vPWW2/h6+vL+fPnefvttwkMDKRZs2b27RX5/WKxWEhJSeGvf/1rkW0V9f1SUhX5fbNkyRJcXFzo1KmT0+03+p4rT7p3725fq79w4UI+//xzoqOjC42pyO+V6/0SDhXrvXKztNxCblr16tU5c+aM/fGZM2eKzPhVr16drKys644pjywWCwkJCXTq1Il27doV2e7p6YmHhwcA4eHhFBQUOJ0hK298fX0BqFq1Km3atOHgwYOFtlfU9wvAzz//TP369alWrVqRbRX1/QJX3itXl9ycPXvWflHWtUrys6g8Sk5OJiUlhSFDhhQb9G70PVeeVKtWDaPRiNFo5KGHHuLQoUNFxlTU90pBQQGbN2++7l8cKtJ75WYpJMtNa9iwISdOnCAzMxOLxcKGDRuIiIgoNCYiIoI1a9Zgs9nYv38/np6e5f4Hks1m4+OPP6Z27do8+uijTsecO3fOPqNx8OBBrFYrXl5epVlmqTObzVy8eNH+7x07dhAUFFRoTEV8v1x1vVmeivh+uSoiIoLVq1cDsHr1atq0aVNkTEl+FpU327dv56uvvmLEiBG4u7s7HVOS77ny5NrrFzZv3ux0SVJFfK/AlesdAgMDCy01uVZFe6/cLH2YiNySbdu28dlnn2G1WunatStPPvkk33//PXDlT182m42ZM2fyyy+/4ObmRnR0NA0bNizjqu+svXv38j//8z8EBQXZZ3f+8pe/2GdIu3fvzsqVK/n+++9xcXHBzc2N5557jiZNmpRl2XfcqVOnePfdd4ErsxodO3bU++X/u3TpEq+88goffvihfWnOtX2pKO+X9957j927d/Pbb79RtWpV+vTpQ5s2bZgyZQpZWVn4+fkxbNgwqlSpQnZ2Np988gmjRo0CnP8sKi+c9WXp0qVYLBb7mttGjRoxYMCAQn0p7nuuPHDWk9TUVNLS0jAYDPj7+zNgwAB8fHwq/HulW7duJCYm0qhRI7p3724fW1HeK7eDQrKIiIiIiAMttxARERERcaCQLCIiIiLiQCFZRERERMSBQrKIiIiIiAOFZBERERERBwrJIiIiIiIOFJJFRCqw/Px84uLieP7555k8eXKZ1rJo0aIK9bHb77zzDsnJyWVdhogUw1TWBYiISGGDBg0iPz+fqVOn2j+WetWqVaxdu5axY8fe1nNt2rSJ8+fPM2vWLFxcXApt+/TTT1m7di1w5SPXAUymK//bCAkJ4ciRI8TExNC8efNC+82ZM4czZ84wfPjwIufbsmULixYtIjMzE5PJRL169Rg4cCABAQG39XXdqk8++YSGDRtiMpmYNm0aPXv25Pnnn7dv37x5M++++y5dunRh0KBBv+tco0eP/r3lisgdpJAsInIXKigoYMWKFXf8069Onz5NrVq1igRkgAEDBjBgwADgyizvyZMnGTJkiH37p59+yurVqwuFZKvVyvr16/n73/9e5HgnT57kww8/tAdrs9nML7/8gtF49/xRc/v27fTu3ZudO3dSo0YNNmzYQN++fe39WbNmDbVq1SrjKkWkNCgki4jchXr16sVXX33Fww8/TOXKlYts37dvH3PmzCEjI4PAwED69+9f7EdWHzt2jBkzZpCWloavry9//etfiYiIYNGiRSxduhS4MsP7wgsv0K1btxLX2KVLF8aPH89LL72Eu7s7cCVk2mw27rvvviLj09LSCAgIoEWLFgBUqlSJ9u3bFxpjsVj48MMP2bx5M35+fgwaNMj+EeXFvY7MzExef/11Zs2ahdFo5OOPP2br1q3MmDEDgA8++ICGDRvSs2dPkpOTWbx4MTk5OXh5efHMM8/QqVMnAH799VcqV65M9erVAahWrRoeHh788ssvhIeHc+HCBfbt20fnzp3Jycmx17x161bmz59PdnY2wcHBvPTSS9SpU4cvv/ySQ4cOFZpRnz17Njabjb/97W+MHTuWTp068dBDDwHw448/snz5cs6dO0dISAgDBgzA398fm83GZ599xrp167h8+TL+/v4MGTKEoKCgEn+tROTm3T2/vouIiF2DBg0ICwtj+fLlRbZduHCBuLg4HnnkEWbNmkXPnj2Ji4vjt99+KzLWYrEQHx9Py5YtmTFjBn/729/44IMPyMjIoE+fPvzpT3/igQceYO7cuTcVkAGaNGmCj48PP/30k/25NWvW0LFjR6cz0/Xr1ycjI4M5c+awa9cuzGZzkTEpKSlERkYyZ84cIiIimDVr1g1fR0BAAJUqVSItLQ2APXv24OHhwbFjx+yPmzVrhtlsZvbs2YwePZrPP/+ct99+m+DgYPu5f/75Z8LDwwvV06VLF1avXg3A+vXradOmDa6urvbtGRkZvP/++/Tv358ZM2Zw3333ER8fj8VioUOHDvz888/k5eUBV2bZN27cSMeOHYu87s2bN7N06VKGDx/OjBkzCA0N5f333wfgl19+Yc+ePbz//vvMmTOHoUOH4uXldcOvj4j8PgrJIiJ3qT59+vDtt98WmrUE2LZtGzVr1qRz5864uLjQsWNHAgMDSUlJKXKMAwcOYDabeeKJJzCZTDRv3pzw8HDWrVt3W2rs3Lkza9asASAvL4+tW7fSpUsXp2Nr1KjBmDFjyM7OZsqUKbz44oskJiYWCsuhoaGEh4djNBrp3LmzPfje6HU0a9aM3bt3c+7cOQDat2/P7t27yczM5OLFi9SrVw8Ag8HA0aNHyc/Px8fHh7p169rPvW3btiIz4G3btmX37t3k5eWxZs0aOnfuXGj7hg0buO+++2jZsiUmk4nHHnuM/Px89u3bh7+/P/Xr12fLli0A7Nq1C3d3dxo3blykN0lJSfzpT3+iTp06uLi48Kc//Ym0tDROnz6NyWTCbDZz/PhxbDYbderUwcfHp6RfIhG5RVpuISJylwoKCuL+++/nyy+/pHbt2vbns7Oz8ff3LzTW39+f7OzsIsc4e/Ysfn5+hdb9Fjf2VnTp0oXFixeTnZ3N9u3bqVmzJvXr1y92fOPGjRk2bBgABw8e5L333mPJkiX89a9/BaBq1ar2sW5ubly+fJmCgoIbvo5mzZqxdetWfH19adq0Kc2aNWPNmjW4ubkRGhqK0WjEw8ODoUOHsnz5cj7++GOaNGnCc889R+3atcnNzeX48eNFlqy4ublx33338Z///IecnBxCQ0PZvn27ffvZs2cLfS2MRiN+fn72ujp27Mj69evp0qUL69ato0OHDk77cvr0aWbPns3nn39uf85ms5GdnU3z5s15+OGHmTlzJllZWbRt25Z+/frh6el53a+NiPw+mkkWEbmL9enTh1WrVhUKtb6+vpw+fbrQuKysLHx9fYvs7+PjQ1ZWFlar9YZjb4Wfnx+hoaGsXbuWtWvXFplpvZ6QkBDatm3L0aNHbzj2Rq+jWbNm7N27l927d9OsWTNCQ0PZt2+f/fFVrVu35s033+TTTz+ldu3afPLJJ8CVJQ0tWrRwehFhly5d+Prrr52+Nh8fn0JfC5vNVqiuBx54gNTUVM6cOcPmzZudLrWAK30cMGAAc+bMsf/3v//7v/bQ3qNHD+Lj45k8eTInTpxg2bJlN+yZiPw+CskiInexmjVr8sADD/Dtt9/an7vvvvs4ceIE69ato6CggA0bNnDs2LEi62kBGjVqhIeHB8uWLcNisZCamkpKSkqxM5q3okuXLqxcuZK9e/faL4JzZu/evSQlJXH+/HkAjh8/TkpKitPlBzf7OmrVqoWbmxtr166lWbNmeHp6Uq1aNX766Sd7SD537hxbt27FbDZjMpnw8PCwh2JnSy2uatasGf/85z955JFHimyLjIzk559/ZufOnVgsFpYvX46rq6s93Hp7exMWFsa0adMICAigTp06Ts/xhz/8gS+//JL09HTgytKVjRs3Aldm3A8cOIDFYsHd3R1XV9e76o4gIuWVlluIiNzlevfubb9fMYCXlxcjR45k9uzZTJ8+nZo1azJy5Ei8vb2L7GsymXj99deZMWMGS5cuxdfXl1dffbXQ8o3fq3379syaNYsWLVpcd62sp6cnW7duZeHChZjNZry9vXnggQfo1avXDc9RktfRtGlTDhw4gJ+fn/3x8ePH7cs/bDYby5cvZ+rUqRgMBvudKGw2Gzt27KBfv35Oz20wGOx35HAUGBjI4MGDmTVrlv3uFiNGjLDfTxquLLn48MMP6du3b7Gvr23btpjNZt577z2ysrLw9PSkRYsWPPDAA1y8eJHPPvuMU6dO4ebmRqtWrUrUMxH5fQw2m81W1kWIiIiUlYMHDzJz5kwmTJhQ1qWIyF1Ef68REZEKr0+fPmVdgojcZTSTLCIiIiLiQDPJIiIiIiIOFJJFRERERBwoJIuIiIiIOFBIFhERERFxoJAsIiIiIuJAIVlERERExMH/A3AeI1LdHvHIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax1 = netflix.director.value_counts().head(10).plot(kind='barh', figsize=(10,6))\n",
    "ax1.set_xlabel('No of TV Shows/Movies');\n",
    "ax1.set_ylabel('Directors');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54e98a36-e1d7-40a0-be22-886e0d6bb5bb",
   "metadata": {},
   "source": [
    "### Show all the records where \"Type is Movie and Listed_in contain Comedies\" or \"Country is United States\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "84e342c5-e4b5-4355-a7ee-027e3191a09d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method Series.unique of 0                                           Documentaries\n",
       "1         International TV Shows, TV Dramas, TV Mysteries\n",
       "2       Crime TV Shows, International TV Shows, TV Act...\n",
       "3                                  Docuseries, Reality TV\n",
       "4       International TV Shows, Romantic TV Shows, TV ...\n",
       "                              ...                        \n",
       "8802                       Cult Movies, Dramas, Thrillers\n",
       "8803               Kids' TV, Korean TV Shows, TV Comedies\n",
       "8804                              Comedies, Horror Movies\n",
       "8805                   Children & Family Movies, Comedies\n",
       "8806       Dramas, International Movies, Music & Musicals\n",
       "Name: listed_in, Length: 8807, dtype: object>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.listed_in.unique"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "6be6d2a4-7c82-448b-909e-b1220e285473",
   "metadata": {},
   "outputs": [],
   "source": [
    "mov_com = (netflix['type'] == 'Movies') & (netflix.listed_in.str.contains(r'[cC]omedies', regex=True))\n",
    "usa = netflix.country == 'United States'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "de4cde4d-5286-406f-a241-341b15eb4220",
   "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>show_id</th>\n",
       "      <th>type</th>\n",
       "      <th>title</th>\n",
       "      <th>director</th>\n",
       "      <th>cast</th>\n",
       "      <th>country</th>\n",
       "      <th>date_added</th>\n",
       "      <th>release_year</th>\n",
       "      <th>rating</th>\n",
       "      <th>duration</th>\n",
       "      <th>listed_in</th>\n",
       "      <th>description</th>\n",
       "      <th>year_added</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>s1</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Dick Johnson Is Dead</td>\n",
       "      <td>Kirsten Johnson</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>2021-09-25</td>\n",
       "      <td>2020</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>90 min</td>\n",
       "      <td>Documentaries</td>\n",
       "      <td>As her father nears the end of his life, filmm...</td>\n",
       "      <td>2021.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>s10</td>\n",
       "      <td>Movie</td>\n",
       "      <td>The Starling</td>\n",
       "      <td>Theodore Melfi</td>\n",
       "      <td>Melissa McCarthy, Chris O'Dowd, Kevin Kline, T...</td>\n",
       "      <td>United States</td>\n",
       "      <td>2021-09-24</td>\n",
       "      <td>2021</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>104 min</td>\n",
       "      <td>Comedies, Dramas</td>\n",
       "      <td>A woman adjusting to life after a loss contend...</td>\n",
       "      <td>2021.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>s16</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Dear White People</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Logan Browning, Brandon P. Bell, DeRon Horton,...</td>\n",
       "      <td>United States</td>\n",
       "      <td>2021-09-22</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>4 Seasons</td>\n",
       "      <td>TV Comedies, TV Dramas</td>\n",
       "      <td>Students of color navigate the daily slights a...</td>\n",
       "      <td>2021.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>s28</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Grown Ups</td>\n",
       "      <td>Dennis Dugan</td>\n",
       "      <td>Adam Sandler, Kevin James, Chris Rock, David S...</td>\n",
       "      <td>United States</td>\n",
       "      <td>2021-09-20</td>\n",
       "      <td>2010</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>103 min</td>\n",
       "      <td>Comedies</td>\n",
       "      <td>Mourning the loss of their beloved junior high...</td>\n",
       "      <td>2021.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>s29</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Dark Skies</td>\n",
       "      <td>Scott Stewart</td>\n",
       "      <td>Keri Russell, Josh Hamilton, J.K. Simmons, Dak...</td>\n",
       "      <td>United States</td>\n",
       "      <td>2021-09-19</td>\n",
       "      <td>2013</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>97 min</td>\n",
       "      <td>Horror Movies, Sci-Fi &amp; Fantasy</td>\n",
       "      <td>A family’s idyllic suburban life shatters when...</td>\n",
       "      <td>2021.0</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>8791</th>\n",
       "      <td>s8792</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Young Adult</td>\n",
       "      <td>Jason Reitman</td>\n",
       "      <td>Charlize Theron, Patton Oswalt, Patrick Wilson...</td>\n",
       "      <td>United States</td>\n",
       "      <td>2019-11-20</td>\n",
       "      <td>2011</td>\n",
       "      <td>R</td>\n",
       "      <td>94 min</td>\n",
       "      <td>Comedies, Dramas, Independent Movies</td>\n",
       "      <td>When a divorced writer gets a letter from an o...</td>\n",
       "      <td>2019.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8793</th>\n",
       "      <td>s8794</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Yours, Mine and Ours</td>\n",
       "      <td>Raja Gosnell</td>\n",
       "      <td>Dennis Quaid, Rene Russo, Sean Faris, Katija P...</td>\n",
       "      <td>United States</td>\n",
       "      <td>2019-11-20</td>\n",
       "      <td>2005</td>\n",
       "      <td>PG</td>\n",
       "      <td>88 min</td>\n",
       "      <td>Children &amp; Family Movies, Comedies</td>\n",
       "      <td>When a father of eight and a mother of 10 prep...</td>\n",
       "      <td>2019.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8802</th>\n",
       "      <td>s8803</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Zodiac</td>\n",
       "      <td>David Fincher</td>\n",
       "      <td>Mark Ruffalo, Jake Gyllenhaal, Robert Downey J...</td>\n",
       "      <td>United States</td>\n",
       "      <td>2019-11-20</td>\n",
       "      <td>2007</td>\n",
       "      <td>R</td>\n",
       "      <td>158 min</td>\n",
       "      <td>Cult Movies, Dramas, Thrillers</td>\n",
       "      <td>A political cartoonist, a crime reporter and a...</td>\n",
       "      <td>2019.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8804</th>\n",
       "      <td>s8805</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Zombieland</td>\n",
       "      <td>Ruben Fleischer</td>\n",
       "      <td>Jesse Eisenberg, Woody Harrelson, Emma Stone, ...</td>\n",
       "      <td>United States</td>\n",
       "      <td>2019-11-01</td>\n",
       "      <td>2009</td>\n",
       "      <td>R</td>\n",
       "      <td>88 min</td>\n",
       "      <td>Comedies, Horror Movies</td>\n",
       "      <td>Looking to survive in a world taken over by zo...</td>\n",
       "      <td>2019.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8805</th>\n",
       "      <td>s8806</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Zoom</td>\n",
       "      <td>Peter Hewitt</td>\n",
       "      <td>Tim Allen, Courteney Cox, Chevy Chase, Kate Ma...</td>\n",
       "      <td>United States</td>\n",
       "      <td>2020-01-11</td>\n",
       "      <td>2006</td>\n",
       "      <td>PG</td>\n",
       "      <td>88 min</td>\n",
       "      <td>Children &amp; Family Movies, Comedies</td>\n",
       "      <td>Dragged from civilian life, a former superhero...</td>\n",
       "      <td>2020.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2818 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     show_id     type                 title         director  \\\n",
       "0         s1    Movie  Dick Johnson Is Dead  Kirsten Johnson   \n",
       "9        s10    Movie          The Starling   Theodore Melfi   \n",
       "15       s16  TV Show     Dear White People              NaN   \n",
       "27       s28    Movie             Grown Ups     Dennis Dugan   \n",
       "28       s29    Movie            Dark Skies    Scott Stewart   \n",
       "...      ...      ...                   ...              ...   \n",
       "8791   s8792    Movie           Young Adult    Jason Reitman   \n",
       "8793   s8794    Movie  Yours, Mine and Ours     Raja Gosnell   \n",
       "8802   s8803    Movie                Zodiac    David Fincher   \n",
       "8804   s8805    Movie            Zombieland  Ruben Fleischer   \n",
       "8805   s8806    Movie                  Zoom     Peter Hewitt   \n",
       "\n",
       "                                                   cast        country  \\\n",
       "0                                                   NaN  United States   \n",
       "9     Melissa McCarthy, Chris O'Dowd, Kevin Kline, T...  United States   \n",
       "15    Logan Browning, Brandon P. Bell, DeRon Horton,...  United States   \n",
       "27    Adam Sandler, Kevin James, Chris Rock, David S...  United States   \n",
       "28    Keri Russell, Josh Hamilton, J.K. Simmons, Dak...  United States   \n",
       "...                                                 ...            ...   \n",
       "8791  Charlize Theron, Patton Oswalt, Patrick Wilson...  United States   \n",
       "8793  Dennis Quaid, Rene Russo, Sean Faris, Katija P...  United States   \n",
       "8802  Mark Ruffalo, Jake Gyllenhaal, Robert Downey J...  United States   \n",
       "8804  Jesse Eisenberg, Woody Harrelson, Emma Stone, ...  United States   \n",
       "8805  Tim Allen, Courteney Cox, Chevy Chase, Kate Ma...  United States   \n",
       "\n",
       "     date_added  release_year rating   duration  \\\n",
       "0    2021-09-25          2020  PG-13     90 min   \n",
       "9    2021-09-24          2021  PG-13    104 min   \n",
       "15   2021-09-22          2021  TV-MA  4 Seasons   \n",
       "27   2021-09-20          2010  PG-13    103 min   \n",
       "28   2021-09-19          2013  PG-13     97 min   \n",
       "...         ...           ...    ...        ...   \n",
       "8791 2019-11-20          2011      R     94 min   \n",
       "8793 2019-11-20          2005     PG     88 min   \n",
       "8802 2019-11-20          2007      R    158 min   \n",
       "8804 2019-11-01          2009      R     88 min   \n",
       "8805 2020-01-11          2006     PG     88 min   \n",
       "\n",
       "                                 listed_in  \\\n",
       "0                            Documentaries   \n",
       "9                         Comedies, Dramas   \n",
       "15                  TV Comedies, TV Dramas   \n",
       "27                                Comedies   \n",
       "28         Horror Movies, Sci-Fi & Fantasy   \n",
       "...                                    ...   \n",
       "8791  Comedies, Dramas, Independent Movies   \n",
       "8793    Children & Family Movies, Comedies   \n",
       "8802        Cult Movies, Dramas, Thrillers   \n",
       "8804               Comedies, Horror Movies   \n",
       "8805    Children & Family Movies, Comedies   \n",
       "\n",
       "                                            description  year_added  \n",
       "0     As her father nears the end of his life, filmm...      2021.0  \n",
       "9     A woman adjusting to life after a loss contend...      2021.0  \n",
       "15    Students of color navigate the daily slights a...      2021.0  \n",
       "27    Mourning the loss of their beloved junior high...      2021.0  \n",
       "28    A family’s idyllic suburban life shatters when...      2021.0  \n",
       "...                                                 ...         ...  \n",
       "8791  When a divorced writer gets a letter from an o...      2019.0  \n",
       "8793  When a father of eight and a mother of 10 prep...      2019.0  \n",
       "8802  A political cartoonist, a crime reporter and a...      2019.0  \n",
       "8804  Looking to survive in a world taken over by zo...      2019.0  \n",
       "8805  Dragged from civilian life, a former superhero...      2020.0  \n",
       "\n",
       "[2818 rows x 13 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix[mov_com | usa]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9eed8c4e-277b-470e-8e5e-7e5dcec5cf66",
   "metadata": {},
   "source": [
    "### How many Movies or TV Shows was ONLY Kevin Hart cast?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "b9f5bcaa-2386-4463-ae83-34d79b28fdfa",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>s1</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Dick Johnson Is Dead</td>\n",
       "      <td>Kirsten Johnson</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>2021-09-25</td>\n",
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       "      <td>s2</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Blood &amp; Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>2021-09-24</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>2 Seasons</td>\n",
       "      <td>International TV Shows, TV Dramas, TV Mysteries</td>\n",
       "      <td>After crossing paths at a party, a Cape Town t...</td>\n",
       "      <td>2021.0</td>\n",
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      "text/plain": [
       "  show_id     type                 title         director  \\\n",
       "0      s1    Movie  Dick Johnson Is Dead  Kirsten Johnson   \n",
       "1      s2  TV Show         Blood & Water              NaN   \n",
       "\n",
       "                                                cast        country  \\\n",
       "0                                                NaN  United States   \n",
       "1  Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...   South Africa   \n",
       "\n",
       "  date_added  release_year rating   duration  \\\n",
       "0 2021-09-25          2020  PG-13     90 min   \n",
       "1 2021-09-24          2021  TV-MA  2 Seasons   \n",
       "\n",
       "                                         listed_in  \\\n",
       "0                                    Documentaries   \n",
       "1  International TV Shows, TV Dramas, TV Mysteries   \n",
       "\n",
       "                                         description  year_added  \n",
       "0  As her father nears the end of his life, filmm...      2021.0  \n",
       "1  After crossing paths at a party, a Cape Town t...      2021.0  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "64c9f021-df04-4b66-8aca-0225ea7074cb",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "  <tbody>\n",
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       "      <th>1686</th>\n",
       "      <td>s1687</td>\n",
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       "      <th>2978</th>\n",
       "      <td>s2979</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Kevin Hart: I'm a Grown Little Man</td>\n",
       "      <td>Shannon Hartman</td>\n",
       "      <td>Kevin Hart</td>\n",
       "      <td>United States</td>\n",
       "      <td>2020-01-30</td>\n",
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       "      <td>TV-MA</td>\n",
       "      <td>62 min</td>\n",
       "      <td>Stand-Up Comedy</td>\n",
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       "      <td>2020.0</td>\n",
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       "      <th>3952</th>\n",
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       "      <td>2019-04-02</td>\n",
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       "      <td>60 min</td>\n",
       "      <td>Stand-Up Comedy</td>\n",
       "      <td>As a father of three on his second marriage, K...</td>\n",
       "      <td>2019.0</td>\n",
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       "    <tr>\n",
       "      <th>7178</th>\n",
       "      <td>s7179</td>\n",
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       "      <td>Leslie Small, Tim Story</td>\n",
       "      <td>Kevin Hart</td>\n",
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       "      <td>Stand-Up Comedy</td>\n",
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       "      <td>2018.0</td>\n",
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       "      <th>7179</th>\n",
       "      <td>s7180</td>\n",
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       "      <td>Leslie Small, Tim Story</td>\n",
       "      <td>Kevin Hart</td>\n",
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       "      <td>2018-07-13</td>\n",
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       "      <td>R</td>\n",
       "      <td>75 min</td>\n",
       "      <td>Stand-Up Comedy</td>\n",
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       "      <td>2018.0</td>\n",
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       "      <td>Kevin Hart</td>\n",
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      ],
      "text/plain": [
       "     show_id   type                               title  \\\n",
       "1686   s1687  Movie        Kevin Hart: Zero F**ks Given   \n",
       "2978   s2979  Movie  Kevin Hart: I'm a Grown Little Man   \n",
       "3952   s3953  Movie           Kevin Hart: Irresponsible   \n",
       "7178   s7179  Movie        Kevin Hart: Laugh at My Pain   \n",
       "7179   s7180  Movie          Kevin Hart: Let Me Explain   \n",
       "7180   s7181  Movie         Kevin Hart: Seriously Funny   \n",
       "\n",
       "                     director        cast        country date_added  \\\n",
       "1686             Leslie Small  Kevin Hart  United States 2020-11-17   \n",
       "2978          Shannon Hartman  Kevin Hart  United States 2020-01-30   \n",
       "3952             Leslie Small  Kevin Hart  United States 2019-04-02   \n",
       "7178  Leslie Small, Tim Story  Kevin Hart  United States 2018-10-01   \n",
       "7179  Leslie Small, Tim Story  Kevin Hart  United States 2018-07-13   \n",
       "7180          Shannon Hartman  Kevin Hart  United States 2018-10-01   \n",
       "\n",
       "      release_year rating duration        listed_in  \\\n",
       "1686          2020  TV-MA   70 min  Stand-Up Comedy   \n",
       "2978          2009  TV-MA   62 min  Stand-Up Comedy   \n",
       "3952          2019  TV-MA   60 min  Stand-Up Comedy   \n",
       "7178          2011      R   89 min  Stand-Up Comedy   \n",
       "7179          2013      R   75 min  Stand-Up Comedy   \n",
       "7180          2010  TV-MA   67 min  Stand-Up Comedy   \n",
       "\n",
       "                                            description  year_added  \n",
       "1686  Kevin Hart serves up laughs and brick oven piz...      2020.0  \n",
       "2978  Stand-up comedy star Kevin Hart delivers his u...      2020.0  \n",
       "3952  As a father of three on his second marriage, K...      2019.0  \n",
       "7178  Sometimes edgy and always hilarious, comedian ...      2018.0  \n",
       "7179  Philadelphia funnyman Kevin Hart takes the sta...      2018.0  \n",
       "7180  With his unique hip-hop style delivery, Africa...      2018.0  "
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix[netflix['cast'] == 'Kevin Hart']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "a4d71ffa-fce5-442b-b7f0-cdd4b4529318",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(netflix[netflix['cast'] == 'Kevin Hart'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6406b8b-8de1-4f2f-9ba3-13ec5b4cdf63",
   "metadata": {},
   "source": [
    "### How many Movies or TV Shows contains Kevin Hart as cast?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "c945771b-623c-4788-8957-fe9473845ef2",
   "metadata": {},
   "outputs": [],
   "source": [
    "#netflix[netflix['cast'].str.contains('Kevin Hart')].... Unfortunately this would return an error because str.contains cannot work under NaN values"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbe19565-e89a-4177-97fc-f58e7bc2f9d1",
   "metadata": {},
   "source": [
    "#### Dropping NaNs and Creating New DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "56d2a6a8-4855-4dff-9d1b-1272aab7d0a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "netflix2 = netflix.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "4dca160a-e524-4b81-983f-8b9d0dcb80ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>show_id</th>\n",
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       "      <td>s8</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Sankofa</td>\n",
       "      <td>Haile Gerima</td>\n",
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       "      <td>United States, Ghana, Burkina Faso, United Kin...</td>\n",
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      "text/plain": [
       "  show_id     type                          title         director  \\\n",
       "7      s8    Movie                        Sankofa     Haile Gerima   \n",
       "8      s9  TV Show  The Great British Baking Show  Andy Devonshire   \n",
       "\n",
       "                                                cast  \\\n",
       "7  Kofi Ghanaba, Oyafunmike Ogunlano, Alexandra D...   \n",
       "8  Mel Giedroyc, Sue Perkins, Mary Berry, Paul Ho...   \n",
       "\n",
       "                                             country date_added  release_year  \\\n",
       "7  United States, Ghana, Burkina Faso, United Kin... 2021-09-24          1993   \n",
       "8                                     United Kingdom 2021-09-24          2021   \n",
       "\n",
       "  rating   duration                                         listed_in  \\\n",
       "7  TV-MA    125 min  Dramas, Independent Movies, International Movies   \n",
       "8  TV-14  9 Seasons                      British TV Shows, Reality TV   \n",
       "\n",
       "                                         description  year_added  \n",
       "7  On a photo shoot in Ghana, an American model s...      2021.0  \n",
       "8  A talented batch of amateur bakers face off in...      2021.0  "
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix2.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "728889c6-6ef0-49ec-8302-a93a2be1d691",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>show_id</th>\n",
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       "      <td>Movie</td>\n",
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       "      <td>Kevin Hart</td>\n",
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       "      <th>2978</th>\n",
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       "      <td>2020.0</td>\n",
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       "    <tr>\n",
       "      <th>3952</th>\n",
       "      <td>s3953</td>\n",
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       "      <td>Leslie Small</td>\n",
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       "      <th>4121</th>\n",
       "      <td>s4122</td>\n",
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       "      <td>Kevin Hart's Guide to Black History</td>\n",
       "      <td>Tom Stern</td>\n",
       "      <td>Kevin Hart, Saniyya Sidney, Lil Rel Howery, Eo...</td>\n",
       "      <td>United States</td>\n",
       "      <td>2019-02-08</td>\n",
       "      <td>2019</td>\n",
       "      <td>TV-PG</td>\n",
       "      <td>63 min</td>\n",
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       "    <tr>\n",
       "      <th>5535</th>\n",
       "      <td>s5536</td>\n",
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       "      <td>Leslie Small</td>\n",
       "      <td>Kevin Hart, Don Cheadle, Halle Berry, Ed Helms...</td>\n",
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       "      <td>2016</td>\n",
       "      <td>R</td>\n",
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       "      <td>Stand-Up Comedy</td>\n",
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       "      <td>s6584</td>\n",
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       "      <td>Neil LaBute</td>\n",
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       "      <td>2020.0</td>\n",
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       "    <tr>\n",
       "      <th>6721</th>\n",
       "      <td>s6722</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Exit Strategy</td>\n",
       "      <td>Michael Whitton</td>\n",
       "      <td>Jameel Saleem, Kimelia Weathers, Quincy Harris...</td>\n",
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       "      <td>79 min</td>\n",
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       "      <td>Kevin Hart</td>\n",
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       "      <td>Stand-Up Comedy</td>\n",
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       "      <td>2018.0</td>\n",
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       "    <tr>\n",
       "      <th>7180</th>\n",
       "      <td>s7181</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Kevin Hart: Seriously Funny</td>\n",
       "      <td>Shannon Hartman</td>\n",
       "      <td>Kevin Hart</td>\n",
       "      <td>United States</td>\n",
       "      <td>2018-10-01</td>\n",
       "      <td>2010</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>67 min</td>\n",
       "      <td>Stand-Up Comedy</td>\n",
       "      <td>With his unique hip-hop style delivery, Africa...</td>\n",
       "      <td>2018.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8501</th>\n",
       "      <td>s8502</td>\n",
       "      <td>Movie</td>\n",
       "      <td>The Secret Life of Pets 2</td>\n",
       "      <td>Chris Renaud</td>\n",
       "      <td>Patton Oswalt, Kevin Hart, Tiffany Haddish, Je...</td>\n",
       "      <td>United States, France, Japan</td>\n",
       "      <td>2019-12-27</td>\n",
       "      <td>2019</td>\n",
       "      <td>PG</td>\n",
       "      <td>86 min</td>\n",
       "      <td>Children &amp; Family Movies, Comedies</td>\n",
       "      <td>On a farm outside New York, Max aims to boost ...</td>\n",
       "      <td>2019.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     show_id   type                                title  \\\n",
       "685     s686  Movie                           Fatherhood   \n",
       "1686   s1687  Movie         Kevin Hart: Zero F**ks Given   \n",
       "2978   s2979  Movie   Kevin Hart: I'm a Grown Little Man   \n",
       "3952   s3953  Movie            Kevin Hart: Irresponsible   \n",
       "4121   s4122  Movie  Kevin Hart's Guide to Black History   \n",
       "5535   s5536  Movie                Kevin Hart: What Now?   \n",
       "6583   s6584  Movie                   Death at a Funeral   \n",
       "6721   s6722  Movie                        Exit Strategy   \n",
       "7178   s7179  Movie         Kevin Hart: Laugh at My Pain   \n",
       "7179   s7180  Movie           Kevin Hart: Let Me Explain   \n",
       "7180   s7181  Movie          Kevin Hart: Seriously Funny   \n",
       "8501   s8502  Movie            The Secret Life of Pets 2   \n",
       "\n",
       "                     director  \\\n",
       "685                Paul Weitz   \n",
       "1686             Leslie Small   \n",
       "2978          Shannon Hartman   \n",
       "3952             Leslie Small   \n",
       "4121                Tom Stern   \n",
       "5535             Leslie Small   \n",
       "6583              Neil LaBute   \n",
       "6721          Michael Whitton   \n",
       "7178  Leslie Small, Tim Story   \n",
       "7179  Leslie Small, Tim Story   \n",
       "7180          Shannon Hartman   \n",
       "8501             Chris Renaud   \n",
       "\n",
       "                                                   cast  \\\n",
       "685   Kevin Hart, Alfre Woodard, Lil Rel Howery, DeW...   \n",
       "1686                                         Kevin Hart   \n",
       "2978                                         Kevin Hart   \n",
       "3952                                         Kevin Hart   \n",
       "4121  Kevin Hart, Saniyya Sidney, Lil Rel Howery, Eo...   \n",
       "5535  Kevin Hart, Don Cheadle, Halle Berry, Ed Helms...   \n",
       "6583  Chris Rock, Martin Lawrence, Tracy Morgan, Dan...   \n",
       "6721  Jameel Saleem, Kimelia Weathers, Quincy Harris...   \n",
       "7178                                         Kevin Hart   \n",
       "7179                                         Kevin Hart   \n",
       "7180                                         Kevin Hart   \n",
       "8501  Patton Oswalt, Kevin Hart, Tiffany Haddish, Je...   \n",
       "\n",
       "                           country date_added  release_year rating duration  \\\n",
       "685                  United States 2021-06-18          2021  PG-13  111 min   \n",
       "1686                 United States 2020-11-17          2020  TV-MA   70 min   \n",
       "2978                 United States 2020-01-30          2009  TV-MA   62 min   \n",
       "3952                 United States 2019-04-02          2019  TV-MA   60 min   \n",
       "4121                 United States 2019-02-08          2019  TV-PG   63 min   \n",
       "5535                 United States 2017-04-11          2016      R   96 min   \n",
       "6583                 United States 2020-08-01          2010      R   93 min   \n",
       "6721                 United States 2019-03-03          2012     NR   79 min   \n",
       "7178                 United States 2018-10-01          2011      R   89 min   \n",
       "7179                 United States 2018-07-13          2013      R   75 min   \n",
       "7180                 United States 2018-10-01          2010  TV-MA   67 min   \n",
       "8501  United States, France, Japan 2019-12-27          2019     PG   86 min   \n",
       "\n",
       "                               listed_in  \\\n",
       "685                               Dramas   \n",
       "1686                     Stand-Up Comedy   \n",
       "2978                     Stand-Up Comedy   \n",
       "3952                     Stand-Up Comedy   \n",
       "4121  Children & Family Movies, Comedies   \n",
       "5535                     Stand-Up Comedy   \n",
       "6583                            Comedies   \n",
       "6721           Comedies, Romantic Movies   \n",
       "7178                     Stand-Up Comedy   \n",
       "7179                     Stand-Up Comedy   \n",
       "7180                     Stand-Up Comedy   \n",
       "8501  Children & Family Movies, Comedies   \n",
       "\n",
       "                                            description  year_added  \n",
       "685   A widowed new dad copes with doubts, fears, he...      2021.0  \n",
       "1686  Kevin Hart serves up laughs and brick oven piz...      2020.0  \n",
       "2978  Stand-up comedy star Kevin Hart delivers his u...      2020.0  \n",
       "3952  As a father of three on his second marriage, K...      2019.0  \n",
       "4121  Kevin Hart highlights the fascinating contribu...      2019.0  \n",
       "5535  Frenetic comic Kevin Hart hits Philadelphia an...      2017.0  \n",
       "6583  When a Los Angeles family's patriarch dies, hi...      2020.0  \n",
       "6721  When James's living situation turns sour, he h...      2019.0  \n",
       "7178  Sometimes edgy and always hilarious, comedian ...      2018.0  \n",
       "7179  Philadelphia funnyman Kevin Hart takes the sta...      2018.0  \n",
       "7180  With his unique hip-hop style delivery, Africa...      2018.0  \n",
       "8501  On a farm outside New York, Max aims to boost ...      2019.0  "
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix2[netflix2['cast'].str.contains('Kevin Hart')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "1da0175d-ae61-4d4b-b2a0-8253995eabc8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix2[netflix2['cast'].str.contains('Kevin Hart')].shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "011ea22a-58b7-4c66-91cf-f94d177a464c",
   "metadata": {},
   "source": [
    "### How many movies have PG-13 Ratings in the United Kingdom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "b13b26b5-c08a-4ea1-a9ec-5128c9dff5e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>show_id</th>\n",
       "      <th>type</th>\n",
       "      <th>title</th>\n",
       "      <th>director</th>\n",
       "      <th>cast</th>\n",
       "      <th>country</th>\n",
       "      <th>date_added</th>\n",
       "      <th>release_year</th>\n",
       "      <th>rating</th>\n",
       "      <th>duration</th>\n",
       "      <th>listed_in</th>\n",
       "      <th>description</th>\n",
       "      <th>year_added</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>s1</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Dick Johnson Is Dead</td>\n",
       "      <td>Kirsten Johnson</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>2021-09-25</td>\n",
       "      <td>2020</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>90 min</td>\n",
       "      <td>Documentaries</td>\n",
       "      <td>As her father nears the end of his life, filmm...</td>\n",
       "      <td>2021.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>s2</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Blood &amp; Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>2021-09-24</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>2 Seasons</td>\n",
       "      <td>International TV Shows, TV Dramas, TV Mysteries</td>\n",
       "      <td>After crossing paths at a party, a Cape Town t...</td>\n",
       "      <td>2021.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  show_id     type                 title         director  \\\n",
       "0      s1    Movie  Dick Johnson Is Dead  Kirsten Johnson   \n",
       "1      s2  TV Show         Blood & Water              NaN   \n",
       "\n",
       "                                                cast        country  \\\n",
       "0                                                NaN  United States   \n",
       "1  Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...   South Africa   \n",
       "\n",
       "  date_added  release_year rating   duration  \\\n",
       "0 2021-09-25          2020  PG-13     90 min   \n",
       "1 2021-09-24          2021  TV-MA  2 Seasons   \n",
       "\n",
       "                                         listed_in  \\\n",
       "0                                    Documentaries   \n",
       "1  International TV Shows, TV Dramas, TV Mysteries   \n",
       "\n",
       "                                         description  year_added  \n",
       "0  As her father nears the end of his life, filmm...      2021.0  \n",
       "1  After crossing paths at a party, a Cape Town t...      2021.0  "
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "2f794f79-88ab-4882-b466-e81a16e1de1e",
   "metadata": {},
   "outputs": [
    {
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>s293</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Quartet</td>\n",
       "      <td>Dustin Hoffman</td>\n",
       "      <td>Maggie Smith, Tom Courtenay, Billy Connolly, P...</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2021-08-08</td>\n",
       "      <td>2012</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>98 min</td>\n",
       "      <td>Comedies, Dramas, Independent Movies</td>\n",
       "      <td>To save their posh retirement home, former ope...</td>\n",
       "      <td>2021.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1370</th>\n",
       "      <td>s1371</td>\n",
       "      <td>Movie</td>\n",
       "      <td>The Dig</td>\n",
       "      <td>Simon Stone</td>\n",
       "      <td>Carey Mulligan, Ralph Fiennes, Lily James, Joh...</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2021-01-29</td>\n",
       "      <td>2021</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>113 min</td>\n",
       "      <td>Dramas, International Movies</td>\n",
       "      <td>On the eve of World War II, a British widow hi...</td>\n",
       "      <td>2021.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1613</th>\n",
       "      <td>s1614</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Effie Gray</td>\n",
       "      <td>Richard Laxton</td>\n",
       "      <td>Dakota Fanning, Emma Thompson, Julie Walters, ...</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2020-12-01</td>\n",
       "      <td>2014</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>109 min</td>\n",
       "      <td>Dramas, International Movies, Romantic Movies</td>\n",
       "      <td>Trapped in a loveless marriage, the young wife...</td>\n",
       "      <td>2020.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1808</th>\n",
       "      <td>s1809</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Fisherman's Friends</td>\n",
       "      <td>Chris Foggin</td>\n",
       "      <td>Daniel Mays, James Purefoy, David Hayman, Dave...</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2020-10-22</td>\n",
       "      <td>2019</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>112 min</td>\n",
       "      <td>Comedies, Dramas, Music &amp; Musicals</td>\n",
       "      <td>Sea shanties have long united 10 Cornish fishe...</td>\n",
       "      <td>2020.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1814</th>\n",
       "      <td>s1815</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Rebecca</td>\n",
       "      <td>Ben Wheatley</td>\n",
       "      <td>Lily James, Armie Hammer, Kristin Scott Thomas...</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2020-10-21</td>\n",
       "      <td>2020</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>123 min</td>\n",
       "      <td>Dramas, Romantic Movies, Thrillers</td>\n",
       "      <td>A young newlywed moves to her husband's imposi...</td>\n",
       "      <td>2020.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959</th>\n",
       "      <td>s1960</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Enola Holmes</td>\n",
       "      <td>Harry Bradbeer</td>\n",
       "      <td>Millie Bobby Brown, Henry Cavill, Sam Claflin,...</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2020-09-23</td>\n",
       "      <td>2020</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>124 min</td>\n",
       "      <td>Action &amp; Adventure, Children &amp; Family Movies, ...</td>\n",
       "      <td>While searching for her missing mother, intrep...</td>\n",
       "      <td>2020.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2097</th>\n",
       "      <td>s2098</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Rising Phoenix</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2020-08-26</td>\n",
       "      <td>2020</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>107 min</td>\n",
       "      <td>Documentaries, International Movies, Sports Mo...</td>\n",
       "      <td>Elite athletes and insiders reflect on the Par...</td>\n",
       "      <td>2020.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7399</th>\n",
       "      <td>s7400</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Mansfield Park</td>\n",
       "      <td>Patricia Rozema</td>\n",
       "      <td>Frances O'Connor, Embeth Davidtz, Jonny Lee Mi...</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>1999</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>112 min</td>\n",
       "      <td>Comedies, Dramas, International Movies</td>\n",
       "      <td>A poor heroine is sent to live with wealthy re...</td>\n",
       "      <td>2020.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     show_id   type                title         director  \\\n",
       "292     s293  Movie              Quartet   Dustin Hoffman   \n",
       "1370   s1371  Movie              The Dig      Simon Stone   \n",
       "1613   s1614  Movie           Effie Gray   Richard Laxton   \n",
       "1808   s1809  Movie  Fisherman's Friends     Chris Foggin   \n",
       "1814   s1815  Movie              Rebecca     Ben Wheatley   \n",
       "1959   s1960  Movie         Enola Holmes   Harry Bradbeer   \n",
       "2097   s2098  Movie       Rising Phoenix              NaN   \n",
       "7399   s7400  Movie       Mansfield Park  Patricia Rozema   \n",
       "\n",
       "                                                   cast         country  \\\n",
       "292   Maggie Smith, Tom Courtenay, Billy Connolly, P...  United Kingdom   \n",
       "1370  Carey Mulligan, Ralph Fiennes, Lily James, Joh...  United Kingdom   \n",
       "1613  Dakota Fanning, Emma Thompson, Julie Walters, ...  United Kingdom   \n",
       "1808  Daniel Mays, James Purefoy, David Hayman, Dave...  United Kingdom   \n",
       "1814  Lily James, Armie Hammer, Kristin Scott Thomas...  United Kingdom   \n",
       "1959  Millie Bobby Brown, Henry Cavill, Sam Claflin,...  United Kingdom   \n",
       "2097                                                NaN  United Kingdom   \n",
       "7399  Frances O'Connor, Embeth Davidtz, Jonny Lee Mi...  United Kingdom   \n",
       "\n",
       "     date_added  release_year rating duration  \\\n",
       "292  2021-08-08          2012  PG-13   98 min   \n",
       "1370 2021-01-29          2021  PG-13  113 min   \n",
       "1613 2020-12-01          2014  PG-13  109 min   \n",
       "1808 2020-10-22          2019  PG-13  112 min   \n",
       "1814 2020-10-21          2020  PG-13  123 min   \n",
       "1959 2020-09-23          2020  PG-13  124 min   \n",
       "2097 2020-08-26          2020  PG-13  107 min   \n",
       "7399 2020-01-01          1999  PG-13  112 min   \n",
       "\n",
       "                                              listed_in  \\\n",
       "292                Comedies, Dramas, Independent Movies   \n",
       "1370                       Dramas, International Movies   \n",
       "1613      Dramas, International Movies, Romantic Movies   \n",
       "1808                 Comedies, Dramas, Music & Musicals   \n",
       "1814                 Dramas, Romantic Movies, Thrillers   \n",
       "1959  Action & Adventure, Children & Family Movies, ...   \n",
       "2097  Documentaries, International Movies, Sports Mo...   \n",
       "7399             Comedies, Dramas, International Movies   \n",
       "\n",
       "                                            description  year_added  \n",
       "292   To save their posh retirement home, former ope...      2021.0  \n",
       "1370  On the eve of World War II, a British widow hi...      2021.0  \n",
       "1613  Trapped in a loveless marriage, the young wife...      2020.0  \n",
       "1808  Sea shanties have long united 10 Cornish fishe...      2020.0  \n",
       "1814  A young newlywed moves to her husband's imposi...      2020.0  \n",
       "1959  While searching for her missing mother, intrep...      2020.0  \n",
       "2097  Elite athletes and insiders reflect on the Par...      2020.0  \n",
       "7399  A poor heroine is sent to live with wealthy re...      2020.0  "
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix[(netflix.type == 'Movie') & (netflix.rating == 'PG-13') & (netflix.country == 'United Kingdom')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "0dc821b2-b7f6-4c87-a694-5b37ace4ad42",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix[(netflix.type == 'Movie') & (netflix.rating == 'PG-13') & (netflix.country == 'United Kingdom')].shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01607a53-c76e-449a-8dae-7e19036cc2c0",
   "metadata": {},
   "source": [
    "### How many TV Shows have 'R' rating after the Release Year of 2015?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "a942a383-3e73-4097-a888-aa992a645cf8",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>Kirsten Johnson</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
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       "      <td>2020</td>\n",
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       "      <td>s2</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Blood &amp; Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>2021-09-24</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>2 Seasons</td>\n",
       "      <td>International TV Shows, TV Dramas, TV Mysteries</td>\n",
       "      <td>After crossing paths at a party, a Cape Town t...</td>\n",
       "      <td>2021.0</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "  show_id     type                 title         director  \\\n",
       "0      s1    Movie  Dick Johnson Is Dead  Kirsten Johnson   \n",
       "1      s2  TV Show         Blood & Water              NaN   \n",
       "\n",
       "                                                cast        country  \\\n",
       "0                                                NaN  United States   \n",
       "1  Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...   South Africa   \n",
       "\n",
       "  date_added  release_year rating   duration  \\\n",
       "0 2021-09-25          2020  PG-13     90 min   \n",
       "1 2021-09-24          2021  TV-MA  2 Seasons   \n",
       "\n",
       "                                         listed_in  \\\n",
       "0                                    Documentaries   \n",
       "1  International TV Shows, TV Dramas, TV Mysteries   \n",
       "\n",
       "                                         description  year_added  \n",
       "0  As her father nears the end of his life, filmm...      2021.0  \n",
       "1  After crossing paths at a party, a Cape Town t...      2021.0  "
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "52d026de-8cc7-46b4-a3cd-b4603adafd3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>7593</th>\n",
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       "      <td>NaN</td>\n",
       "      <td>Aksel Hennie, Tuva Novotny, Anders Danielsen L...</td>\n",
       "      <td>Norway</td>\n",
       "      <td>2016-12-10</td>\n",
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       "      <td>R</td>\n",
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      "text/plain": [
       "     show_id     type  title director  \\\n",
       "7593   s7594  TV Show  Nobel      NaN   \n",
       "\n",
       "                                                   cast country date_added  \\\n",
       "7593  Aksel Hennie, Tuva Novotny, Anders Danielsen L...  Norway 2016-12-10   \n",
       "\n",
       "      release_year rating  duration  \\\n",
       "7593          2016      R  1 Season   \n",
       "\n",
       "                                            listed_in  \\\n",
       "7593  International TV Shows, TV Dramas, TV Thrillers   \n",
       "\n",
       "                                            description  year_added  \n",
       "7593  A series of incidents in Afghanistan set compl...      2016.0  "
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix[(netflix.type == 'TV Show') & (netflix.rating == 'R') & (netflix.release_year > 2015)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "ac5e7127-146b-487b-aea6-240cb203c50f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix[(netflix.type == 'TV Show') & (netflix.rating == 'R') & (netflix.release_year > 2015)].shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec987823-4a90-40df-badf-f007cf5ab8be",
   "metadata": {},
   "source": [
    "### What are the different ratings defined by Netflix?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "3550a373-fb3e-426d-89c7-472c81746724",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "17"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.rating.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "a2866138-6ea9-400a-b686-f4176ffd1b43",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['PG-13', 'TV-MA', 'PG', 'TV-14', 'TV-PG', 'TV-Y', 'TV-Y7', 'R',\n",
       "       'TV-G', 'G', 'NC-17', '74 min', '84 min', '66 min', 'NR', nan,\n",
       "       'TV-Y7-FV', 'UR'], dtype=object)"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.rating.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "80b3c950-242a-447d-84d8-fd2bd5ecd4fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>show_id</th>\n",
       "      <th>type</th>\n",
       "      <th>title</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5541</th>\n",
       "      <td>s5542</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Louis C.K. 2017</td>\n",
       "      <td>Louis C.K.</td>\n",
       "      <td>Louis C.K.</td>\n",
       "      <td>United States</td>\n",
       "      <td>2017-04-04</td>\n",
       "      <td>2017</td>\n",
       "      <td>74 min</td>\n",
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       "      <th>5794</th>\n",
       "      <td>s5795</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Louis C.K.: Hilarious</td>\n",
       "      <td>Louis C.K.</td>\n",
       "      <td>Louis C.K.</td>\n",
       "      <td>United States</td>\n",
       "      <td>2016-09-16</td>\n",
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       "      <td>84 min</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Movies</td>\n",
       "      <td>Emmy-winning comedy writer Louis C.K. brings h...</td>\n",
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       "    <tr>\n",
       "      <th>5813</th>\n",
       "      <td>s5814</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Louis C.K.: Live at the Comedy Store</td>\n",
       "      <td>Louis C.K.</td>\n",
       "      <td>Louis C.K.</td>\n",
       "      <td>United States</td>\n",
       "      <td>2016-08-15</td>\n",
       "      <td>2015</td>\n",
       "      <td>66 min</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Movies</td>\n",
       "      <td>The comic puts his trademark hilarious/thought...</td>\n",
       "      <td>2016.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     show_id   type                                 title    director  \\\n",
       "5541   s5542  Movie                       Louis C.K. 2017  Louis C.K.   \n",
       "5794   s5795  Movie                 Louis C.K.: Hilarious  Louis C.K.   \n",
       "5813   s5814  Movie  Louis C.K.: Live at the Comedy Store  Louis C.K.   \n",
       "\n",
       "            cast        country date_added  release_year  rating duration  \\\n",
       "5541  Louis C.K.  United States 2017-04-04          2017  74 min      NaN   \n",
       "5794  Louis C.K.  United States 2016-09-16          2010  84 min      NaN   \n",
       "5813  Louis C.K.  United States 2016-08-15          2015  66 min      NaN   \n",
       "\n",
       "     listed_in                                        description  year_added  \n",
       "5541    Movies  Louis C.K. muses on religion, eternal love, gi...      2017.0  \n",
       "5794    Movies  Emmy-winning comedy writer Louis C.K. brings h...      2016.0  \n",
       "5813    Movies  The comic puts his trademark hilarious/thought...      2016.0  "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix[netflix.duration.isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "5aa2cf04-7aae-4cc9-bc58-de53df49b613",
   "metadata": {},
   "outputs": [],
   "source": [
    "L = ['74 min', '84 min', '66 min']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "c987cfe4-443b-4d53-b234-7e817c6e7815",
   "metadata": {},
   "outputs": [],
   "source": [
    "netflix.loc[netflix.duration.isna(), 'duration'] = L"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1efc8ed9-5a19-4034-9524-8a09dbbe229b",
   "metadata": {},
   "source": [
    "### What is the maximum duration of a TV Show/Movie on Netflix respectively?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "ee76261f-4d36-4209-b653-f62fab39b5e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>show_id</th>\n",
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       "      <td>Kirsten Johnson</td>\n",
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       "      <td>TV-MA</td>\n",
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       "      <td>2021.0</td>\n",
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      "text/plain": [
       "  show_id     type                 title         director  \\\n",
       "0      s1    Movie  Dick Johnson Is Dead  Kirsten Johnson   \n",
       "1      s2  TV Show         Blood & Water              NaN   \n",
       "\n",
       "                                                cast        country  \\\n",
       "0                                                NaN  United States   \n",
       "1  Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...   South Africa   \n",
       "\n",
       "  date_added  release_year rating   duration  \\\n",
       "0 2021-09-25          2020  PG-13     90 min   \n",
       "1 2021-09-24          2021  TV-MA  2 Seasons   \n",
       "\n",
       "                                         listed_in  \\\n",
       "0                                    Documentaries   \n",
       "1  International TV Shows, TV Dramas, TV Mysteries   \n",
       "\n",
       "                                         description  year_added  \n",
       "0  As her father nears the end of his life, filmm...      2021.0  \n",
       "1  After crossing paths at a party, a Cape Town t...      2021.0  "
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "02101900-6e28-4282-ba17-c65ea8d9ec1c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['90 min', '2 Seasons', '1 Season', '91 min', '125 min',\n",
       "       '9 Seasons', '104 min', '127 min', '4 Seasons', '67 min', '94 min',\n",
       "       '5 Seasons', '161 min', '61 min', '166 min', '147 min', '103 min',\n",
       "       '97 min', '106 min', '111 min', '3 Seasons', '110 min', '105 min',\n",
       "       '96 min', '124 min', '116 min', '98 min', '23 min', '115 min',\n",
       "       '122 min', '99 min', '88 min', '100 min', '6 Seasons', '102 min',\n",
       "       '93 min', '95 min', '85 min', '83 min', '113 min', '13 min',\n",
       "       '182 min', '48 min', '145 min', '87 min', '92 min', '80 min',\n",
       "       '117 min', '128 min', '119 min', '143 min', '114 min', '118 min',\n",
       "       '108 min', '63 min', '121 min', '142 min', '154 min', '120 min',\n",
       "       '82 min', '109 min', '101 min', '86 min', '229 min', '76 min',\n",
       "       '89 min', '156 min', '112 min', '107 min', '129 min', '135 min',\n",
       "       '136 min', '165 min', '150 min', '133 min', '70 min', '84 min',\n",
       "       '140 min', '78 min', '7 Seasons', '64 min', '59 min', '139 min',\n",
       "       '69 min', '148 min', '189 min', '141 min', '130 min', '138 min',\n",
       "       '81 min', '132 min', '10 Seasons', '123 min', '65 min', '68 min',\n",
       "       '66 min', '62 min', '74 min', '131 min', '39 min', '46 min',\n",
       "       '38 min', '8 Seasons', '17 Seasons', '126 min', '155 min',\n",
       "       '159 min', '137 min', '12 min', '273 min', '36 min', '34 min',\n",
       "       '77 min', '60 min', '49 min', '58 min', '72 min', '204 min',\n",
       "       '212 min', '25 min', '73 min', '29 min', '47 min', '32 min',\n",
       "       '35 min', '71 min', '149 min', '33 min', '15 min', '54 min',\n",
       "       '224 min', '162 min', '37 min', '75 min', '79 min', '55 min',\n",
       "       '158 min', '164 min', '173 min', '181 min', '185 min', '21 min',\n",
       "       '24 min', '51 min', '151 min', '42 min', '22 min', '134 min',\n",
       "       '177 min', '13 Seasons', '52 min', '14 min', '53 min', '8 min',\n",
       "       '57 min', '28 min', '50 min', '9 min', '26 min', '45 min',\n",
       "       '171 min', '27 min', '44 min', '146 min', '20 min', '157 min',\n",
       "       '17 min', '203 min', '41 min', '30 min', '194 min', '15 Seasons',\n",
       "       '233 min', '237 min', '230 min', '195 min', '253 min', '152 min',\n",
       "       '190 min', '160 min', '208 min', '180 min', '144 min', '5 min',\n",
       "       '174 min', '170 min', '192 min', '209 min', '187 min', '172 min',\n",
       "       '16 min', '186 min', '11 min', '193 min', '176 min', '56 min',\n",
       "       '169 min', '40 min', '10 min', '3 min', '168 min', '312 min',\n",
       "       '153 min', '214 min', '31 min', '163 min', '19 min', '12 Seasons',\n",
       "       '179 min', '11 Seasons', '43 min', '200 min', '196 min', '167 min',\n",
       "       '178 min', '228 min', '18 min', '205 min', '201 min', '191 min'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.duration.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "0521783d-d1a1-4f8a-ab50-a3541ca05f96",
   "metadata": {},
   "outputs": [],
   "source": [
    "netflix[['duration_period', 'unit']] = netflix.duration.str.split(' ', expand=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "535b1ec6-326a-43ba-996e-fb65a4d7cece",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>2021-09-24</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>2 Seasons</td>\n",
       "      <td>International TV Shows, TV Dramas, TV Mysteries</td>\n",
       "      <td>After crossing paths at a party, a Cape Town t...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>2</td>\n",
       "      <td>Seasons</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  show_id     type                 title         director  \\\n",
       "0      s1    Movie  Dick Johnson Is Dead  Kirsten Johnson   \n",
       "1      s2  TV Show         Blood & Water              NaN   \n",
       "\n",
       "                                                cast        country  \\\n",
       "0                                                NaN  United States   \n",
       "1  Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...   South Africa   \n",
       "\n",
       "  date_added  release_year rating   duration  \\\n",
       "0 2021-09-25          2020  PG-13     90 min   \n",
       "1 2021-09-24          2021  TV-MA  2 Seasons   \n",
       "\n",
       "                                         listed_in  \\\n",
       "0                                    Documentaries   \n",
       "1  International TV Shows, TV Dramas, TV Mysteries   \n",
       "\n",
       "                                         description  year_added  \\\n",
       "0  As her father nears the end of his life, filmm...      2021.0   \n",
       "1  After crossing paths at a party, a Cape Town t...      2021.0   \n",
       "\n",
       "  duration_period     unit  \n",
       "0              90      min  \n",
       "1               2  Seasons  "
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "39cb4ede-eb61-4277-80c3-13c8c18d1349",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "show_id                    object\n",
       "type                       object\n",
       "title                      object\n",
       "director                   object\n",
       "cast                       object\n",
       "country                    object\n",
       "date_added         datetime64[ns]\n",
       "release_year                int64\n",
       "rating                     object\n",
       "duration                   object\n",
       "listed_in                  object\n",
       "description                object\n",
       "year_added                float64\n",
       "duration_period            object\n",
       "unit                       object\n",
       "dtype: object"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "f25f76be-3c31-4502-9567-13ea738ed12d",
   "metadata": {},
   "outputs": [],
   "source": [
    "netflix.duration_period = netflix.duration_period.astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "f337f551-dbd3-4aeb-9697-d491a3c32157",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "<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>duration_period</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>type</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Movie</th>\n",
       "      <td>312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TV Show</th>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         duration_period\n",
       "type                    \n",
       "Movie                312\n",
       "TV Show               17"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.loc[:,['type', 'duration_period']].groupby('type').max()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98f46c79-d15e-4d35-81d5-ff7a71e25994",
   "metadata": {},
   "source": [
    "#### Alternative"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "accc3955-9103-406b-9e18-b8c2f0b6ad29",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "17"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix[(netflix.type == 'TV Show')].duration_period.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "c36c61db-e0f9-407e-b726-303917aa540a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "312"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix[(netflix.type == 'Movie')].duration_period.max()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5c2b325-3f47-4ec3-a6ae-020ad28b9d88",
   "metadata": {},
   "source": [
    "### Which TV Series/Movie has the longest duration respectively?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "dc5c50a8-1528-41b0-b696-676bf6ba0eb6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>duration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4253</th>\n",
       "      <td>Black Mirror: Bandersnatch</td>\n",
       "      <td>312 min</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           title duration\n",
       "4253  Black Mirror: Bandersnatch  312 min"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix[['title', 'duration']][(netflix.type =='Movie') & (netflix.duration_period == 312)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "631145cc-3e47-47ba-a5ea-2e4a4e354868",
   "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",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>duration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>Grey's Anatomy</td>\n",
       "      <td>17 Seasons</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              title    duration\n",
       "548  Grey's Anatomy  17 Seasons"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix[['title', 'duration']][(netflix.type =='TV Show') & (netflix.duration_period == 17)]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5c83e68-b245-48c1-bfdb-6a33c526cc59",
   "metadata": {},
   "source": [
    "###  What is the minimum duration of a TV Show/Movie on Netflix respectively?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "1c12ed54-b248-4022-9ad5-d527748a5e22",
   "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>duration_period</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>type</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Movie</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TV Show</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         duration_period\n",
       "type                    \n",
       "Movie                  3\n",
       "TV Show                1"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.loc[:,['type', 'duration_period']].groupby('type').min()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e181fc31-45dd-462b-81e2-8bf2cc730e5c",
   "metadata": {},
   "source": [
    "###  Which TV Series/Movie has the lowest duration respectively?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "1dbe99af-d512-49ae-83c1-e56a383e5477",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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>title</th>\n",
       "      <th>duration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3777</th>\n",
       "      <td>Silent</td>\n",
       "      <td>3 min</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       title duration\n",
       "3777  Silent    3 min"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix[['title', 'duration']][(netflix.type =='Movie') & (netflix.duration_period == 3)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "a83ba4a3-a3d0-401d-8654-8112024b48ce",
   "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>title</th>\n",
       "      <th>duration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ganglands</td>\n",
       "      <td>1 Season</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jailbirds New Orleans</td>\n",
       "      <td>1 Season</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Midnight Mass</td>\n",
       "      <td>1 Season</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Vendetta: Truth, Lies and The Mafia</td>\n",
       "      <td>1 Season</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Bangkok Breaking</td>\n",
       "      <td>1 Season</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8775</th>\n",
       "      <td>Yeh Meri Family</td>\n",
       "      <td>1 Season</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8780</th>\n",
       "      <td>Yo-Kai Watch</td>\n",
       "      <td>1 Season</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8783</th>\n",
       "      <td>Yoko</td>\n",
       "      <td>1 Season</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8785</th>\n",
       "      <td>YOM</td>\n",
       "      <td>1 Season</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8800</th>\n",
       "      <td>Zindagi Gulzar Hai</td>\n",
       "      <td>1 Season</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1793 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    title  duration\n",
       "2                               Ganglands  1 Season\n",
       "3                   Jailbirds New Orleans  1 Season\n",
       "5                           Midnight Mass  1 Season\n",
       "10    Vendetta: Truth, Lies and The Mafia  1 Season\n",
       "11                       Bangkok Breaking  1 Season\n",
       "...                                   ...       ...\n",
       "8775                      Yeh Meri Family  1 Season\n",
       "8780                         Yo-Kai Watch  1 Season\n",
       "8783                                 Yoko  1 Season\n",
       "8785                                  YOM  1 Season\n",
       "8800                   Zindagi Gulzar Hai  1 Season\n",
       "\n",
       "[1793 rows x 2 columns]"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix[['title', 'duration']][(netflix.type =='TV Show') & (netflix.duration_period == 1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "a1e2d289-bc62-4e3c-b306-1d5bdcae39c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1793"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(netflix[['title', 'duration']][(netflix.type =='TV Show') & (netflix.duration_period == 1)])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de7a1ced-ec0b-4f39-871f-584c8d554608",
   "metadata": {},
   "source": [
    "### Which individual country has the highest number of TV Show and plot the first 10 countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "523e3a12-f4f1-4b6e-ad74-7adef4270b7b",
   "metadata": {},
   "outputs": [],
   "source": [
    "netflix_tv_shows = netflix[(netflix.type == 'TV Show')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "79323dd2-cf20-43ec-adb5-c23dcbecba2d",
   "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>show_id</th>\n",
       "      <th>type</th>\n",
       "      <th>title</th>\n",
       "      <th>director</th>\n",
       "      <th>cast</th>\n",
       "      <th>country</th>\n",
       "      <th>date_added</th>\n",
       "      <th>release_year</th>\n",
       "      <th>rating</th>\n",
       "      <th>duration</th>\n",
       "      <th>listed_in</th>\n",
       "      <th>description</th>\n",
       "      <th>year_added</th>\n",
       "      <th>duration_period</th>\n",
       "      <th>unit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>s2</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Blood &amp; Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>2021-09-24</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>2 Seasons</td>\n",
       "      <td>International TV Shows, TV Dramas, TV Mysteries</td>\n",
       "      <td>After crossing paths at a party, a Cape Town t...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>2</td>\n",
       "      <td>Seasons</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>s3</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Ganglands</td>\n",
       "      <td>Julien Leclercq</td>\n",
       "      <td>Sami Bouajila, Tracy Gotoas, Samuel Jouy, Nabi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-09-24</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>1 Season</td>\n",
       "      <td>Crime TV Shows, International TV Shows, TV Act...</td>\n",
       "      <td>To protect his family from a powerful drug lor...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Season</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  show_id     type          title         director  \\\n",
       "1      s2  TV Show  Blood & Water              NaN   \n",
       "2      s3  TV Show      Ganglands  Julien Leclercq   \n",
       "\n",
       "                                                cast       country date_added  \\\n",
       "1  Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...  South Africa 2021-09-24   \n",
       "2  Sami Bouajila, Tracy Gotoas, Samuel Jouy, Nabi...           NaN 2021-09-24   \n",
       "\n",
       "   release_year rating   duration  \\\n",
       "1          2021  TV-MA  2 Seasons   \n",
       "2          2021  TV-MA   1 Season   \n",
       "\n",
       "                                           listed_in  \\\n",
       "1    International TV Shows, TV Dramas, TV Mysteries   \n",
       "2  Crime TV Shows, International TV Shows, TV Act...   \n",
       "\n",
       "                                         description  year_added  \\\n",
       "1  After crossing paths at a party, a Cape Town t...      2021.0   \n",
       "2  To protect his family from a powerful drug lor...      2021.0   \n",
       "\n",
       "   duration_period     unit  \n",
       "1                2  Seasons  \n",
       "2                1   Season  "
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix_tv_shows.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "9a2bfc0c-636d-4d5e-b154-7bccb29754ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "United States                                    760\n",
       "United Kingdom                                   213\n",
       "Japan                                            169\n",
       "South Korea                                      158\n",
       "India                                             79\n",
       "                                                ... \n",
       "Belarus                                            1\n",
       "United Kingdom, Australia                          1\n",
       "France, Australia, Germany                         1\n",
       "Australia, New Zealand, United States              1\n",
       "United States, France, South Korea, Indonesia      1\n",
       "Name: country, Length: 196, dtype: int64"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix_tv_shows.country.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "0cf60c09-e8e8-4cdc-81ee-bca360a951a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "United States    760\n",
       "Name: country, dtype: int64"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix_tv_shows.country.value_counts().head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e9d1252-68a4-4c2f-a40f-6837eb405a8b",
   "metadata": {},
   "source": [
    "#### Bar Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "6e0861d7-9182-44aa-a72b-cfb70999f3f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "netflix_tv_shows.country.value_counts().head(10).plot(kind='barh', figsize=(10,6));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45917d70-2687-4239-9afd-235d113d440b",
   "metadata": {},
   "source": [
    "### Which individual country has the highest number of TV Movie and plot the first 10 countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "86d42467-e3da-4227-b818-724b3a25d881",
   "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>show_id</th>\n",
       "      <th>type</th>\n",
       "      <th>title</th>\n",
       "      <th>director</th>\n",
       "      <th>cast</th>\n",
       "      <th>country</th>\n",
       "      <th>date_added</th>\n",
       "      <th>release_year</th>\n",
       "      <th>rating</th>\n",
       "      <th>duration</th>\n",
       "      <th>listed_in</th>\n",
       "      <th>description</th>\n",
       "      <th>year_added</th>\n",
       "      <th>duration_period</th>\n",
       "      <th>unit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>s1</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Dick Johnson Is Dead</td>\n",
       "      <td>Kirsten Johnson</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>2021-09-25</td>\n",
       "      <td>2020</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>90 min</td>\n",
       "      <td>Documentaries</td>\n",
       "      <td>As her father nears the end of his life, filmm...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>90</td>\n",
       "      <td>min</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>s7</td>\n",
       "      <td>Movie</td>\n",
       "      <td>My Little Pony: A New Generation</td>\n",
       "      <td>Robert Cullen, José Luis Ucha</td>\n",
       "      <td>Vanessa Hudgens, Kimiko Glenn, James Marsden, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-09-24</td>\n",
       "      <td>2021</td>\n",
       "      <td>PG</td>\n",
       "      <td>91 min</td>\n",
       "      <td>Children &amp; Family Movies</td>\n",
       "      <td>Equestria's divided. But a bright-eyed hero be...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>91</td>\n",
       "      <td>min</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>s8</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Sankofa</td>\n",
       "      <td>Haile Gerima</td>\n",
       "      <td>Kofi Ghanaba, Oyafunmike Ogunlano, Alexandra D...</td>\n",
       "      <td>United States, Ghana, Burkina Faso, United Kin...</td>\n",
       "      <td>2021-09-24</td>\n",
       "      <td>1993</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>125 min</td>\n",
       "      <td>Dramas, Independent Movies, International Movies</td>\n",
       "      <td>On a photo shoot in Ghana, an American model s...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>125</td>\n",
       "      <td>min</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>s10</td>\n",
       "      <td>Movie</td>\n",
       "      <td>The Starling</td>\n",
       "      <td>Theodore Melfi</td>\n",
       "      <td>Melissa McCarthy, Chris O'Dowd, Kevin Kline, T...</td>\n",
       "      <td>United States</td>\n",
       "      <td>2021-09-24</td>\n",
       "      <td>2021</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>104 min</td>\n",
       "      <td>Comedies, Dramas</td>\n",
       "      <td>A woman adjusting to life after a loss contend...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>104</td>\n",
       "      <td>min</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>s13</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Je Suis Karl</td>\n",
       "      <td>Christian Schwochow</td>\n",
       "      <td>Luna Wedler, Jannis Niewöhner, Milan Peschel, ...</td>\n",
       "      <td>Germany, Czech Republic</td>\n",
       "      <td>2021-09-23</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>127 min</td>\n",
       "      <td>Dramas, International Movies</td>\n",
       "      <td>After most of her family is murdered in a terr...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>127</td>\n",
       "      <td>min</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8801</th>\n",
       "      <td>s8802</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Zinzana</td>\n",
       "      <td>Majid Al Ansari</td>\n",
       "      <td>Ali Suliman, Saleh Bakri, Yasa, Ali Al-Jabri, ...</td>\n",
       "      <td>United Arab Emirates, Jordan</td>\n",
       "      <td>2016-03-09</td>\n",
       "      <td>2015</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>96 min</td>\n",
       "      <td>Dramas, International Movies, Thrillers</td>\n",
       "      <td>Recovering alcoholic Talal wakes up inside a s...</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>96</td>\n",
       "      <td>min</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8802</th>\n",
       "      <td>s8803</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Zodiac</td>\n",
       "      <td>David Fincher</td>\n",
       "      <td>Mark Ruffalo, Jake Gyllenhaal, Robert Downey J...</td>\n",
       "      <td>United States</td>\n",
       "      <td>2019-11-20</td>\n",
       "      <td>2007</td>\n",
       "      <td>R</td>\n",
       "      <td>158 min</td>\n",
       "      <td>Cult Movies, Dramas, Thrillers</td>\n",
       "      <td>A political cartoonist, a crime reporter and a...</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>158</td>\n",
       "      <td>min</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8804</th>\n",
       "      <td>s8805</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Zombieland</td>\n",
       "      <td>Ruben Fleischer</td>\n",
       "      <td>Jesse Eisenberg, Woody Harrelson, Emma Stone, ...</td>\n",
       "      <td>United States</td>\n",
       "      <td>2019-11-01</td>\n",
       "      <td>2009</td>\n",
       "      <td>R</td>\n",
       "      <td>88 min</td>\n",
       "      <td>Comedies, Horror Movies</td>\n",
       "      <td>Looking to survive in a world taken over by zo...</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>88</td>\n",
       "      <td>min</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8805</th>\n",
       "      <td>s8806</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Zoom</td>\n",
       "      <td>Peter Hewitt</td>\n",
       "      <td>Tim Allen, Courteney Cox, Chevy Chase, Kate Ma...</td>\n",
       "      <td>United States</td>\n",
       "      <td>2020-01-11</td>\n",
       "      <td>2006</td>\n",
       "      <td>PG</td>\n",
       "      <td>88 min</td>\n",
       "      <td>Children &amp; Family Movies, Comedies</td>\n",
       "      <td>Dragged from civilian life, a former superhero...</td>\n",
       "      <td>2020.0</td>\n",
       "      <td>88</td>\n",
       "      <td>min</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8806</th>\n",
       "      <td>s8807</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Zubaan</td>\n",
       "      <td>Mozez Singh</td>\n",
       "      <td>Vicky Kaushal, Sarah-Jane Dias, Raaghav Chanan...</td>\n",
       "      <td>India</td>\n",
       "      <td>2019-03-02</td>\n",
       "      <td>2015</td>\n",
       "      <td>TV-14</td>\n",
       "      <td>111 min</td>\n",
       "      <td>Dramas, International Movies, Music &amp; Musicals</td>\n",
       "      <td>A scrappy but poor boy worms his way into a ty...</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>111</td>\n",
       "      <td>min</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6131 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     show_id   type                             title  \\\n",
       "0         s1  Movie              Dick Johnson Is Dead   \n",
       "6         s7  Movie  My Little Pony: A New Generation   \n",
       "7         s8  Movie                           Sankofa   \n",
       "9        s10  Movie                      The Starling   \n",
       "12       s13  Movie                      Je Suis Karl   \n",
       "...      ...    ...                               ...   \n",
       "8801   s8802  Movie                           Zinzana   \n",
       "8802   s8803  Movie                            Zodiac   \n",
       "8804   s8805  Movie                        Zombieland   \n",
       "8805   s8806  Movie                              Zoom   \n",
       "8806   s8807  Movie                            Zubaan   \n",
       "\n",
       "                           director  \\\n",
       "0                   Kirsten Johnson   \n",
       "6     Robert Cullen, José Luis Ucha   \n",
       "7                      Haile Gerima   \n",
       "9                    Theodore Melfi   \n",
       "12              Christian Schwochow   \n",
       "...                             ...   \n",
       "8801                Majid Al Ansari   \n",
       "8802                  David Fincher   \n",
       "8804                Ruben Fleischer   \n",
       "8805                   Peter Hewitt   \n",
       "8806                    Mozez Singh   \n",
       "\n",
       "                                                   cast  \\\n",
       "0                                                   NaN   \n",
       "6     Vanessa Hudgens, Kimiko Glenn, James Marsden, ...   \n",
       "7     Kofi Ghanaba, Oyafunmike Ogunlano, Alexandra D...   \n",
       "9     Melissa McCarthy, Chris O'Dowd, Kevin Kline, T...   \n",
       "12    Luna Wedler, Jannis Niewöhner, Milan Peschel, ...   \n",
       "...                                                 ...   \n",
       "8801  Ali Suliman, Saleh Bakri, Yasa, Ali Al-Jabri, ...   \n",
       "8802  Mark Ruffalo, Jake Gyllenhaal, Robert Downey J...   \n",
       "8804  Jesse Eisenberg, Woody Harrelson, Emma Stone, ...   \n",
       "8805  Tim Allen, Courteney Cox, Chevy Chase, Kate Ma...   \n",
       "8806  Vicky Kaushal, Sarah-Jane Dias, Raaghav Chanan...   \n",
       "\n",
       "                                                country date_added  \\\n",
       "0                                         United States 2021-09-25   \n",
       "6                                                   NaN 2021-09-24   \n",
       "7     United States, Ghana, Burkina Faso, United Kin... 2021-09-24   \n",
       "9                                         United States 2021-09-24   \n",
       "12                              Germany, Czech Republic 2021-09-23   \n",
       "...                                                 ...        ...   \n",
       "8801                       United Arab Emirates, Jordan 2016-03-09   \n",
       "8802                                      United States 2019-11-20   \n",
       "8804                                      United States 2019-11-01   \n",
       "8805                                      United States 2020-01-11   \n",
       "8806                                              India 2019-03-02   \n",
       "\n",
       "      release_year rating duration  \\\n",
       "0             2020  PG-13   90 min   \n",
       "6             2021     PG   91 min   \n",
       "7             1993  TV-MA  125 min   \n",
       "9             2021  PG-13  104 min   \n",
       "12            2021  TV-MA  127 min   \n",
       "...            ...    ...      ...   \n",
       "8801          2015  TV-MA   96 min   \n",
       "8802          2007      R  158 min   \n",
       "8804          2009      R   88 min   \n",
       "8805          2006     PG   88 min   \n",
       "8806          2015  TV-14  111 min   \n",
       "\n",
       "                                             listed_in  \\\n",
       "0                                        Documentaries   \n",
       "6                             Children & Family Movies   \n",
       "7     Dramas, Independent Movies, International Movies   \n",
       "9                                     Comedies, Dramas   \n",
       "12                        Dramas, International Movies   \n",
       "...                                                ...   \n",
       "8801           Dramas, International Movies, Thrillers   \n",
       "8802                    Cult Movies, Dramas, Thrillers   \n",
       "8804                           Comedies, Horror Movies   \n",
       "8805                Children & Family Movies, Comedies   \n",
       "8806    Dramas, International Movies, Music & Musicals   \n",
       "\n",
       "                                            description  year_added  \\\n",
       "0     As her father nears the end of his life, filmm...      2021.0   \n",
       "6     Equestria's divided. But a bright-eyed hero be...      2021.0   \n",
       "7     On a photo shoot in Ghana, an American model s...      2021.0   \n",
       "9     A woman adjusting to life after a loss contend...      2021.0   \n",
       "12    After most of her family is murdered in a terr...      2021.0   \n",
       "...                                                 ...         ...   \n",
       "8801  Recovering alcoholic Talal wakes up inside a s...      2016.0   \n",
       "8802  A political cartoonist, a crime reporter and a...      2019.0   \n",
       "8804  Looking to survive in a world taken over by zo...      2019.0   \n",
       "8805  Dragged from civilian life, a former superhero...      2020.0   \n",
       "8806  A scrappy but poor boy worms his way into a ty...      2019.0   \n",
       "\n",
       "      duration_period unit  \n",
       "0                  90  min  \n",
       "6                  91  min  \n",
       "7                 125  min  \n",
       "9                 104  min  \n",
       "12                127  min  \n",
       "...               ...  ...  \n",
       "8801               96  min  \n",
       "8802              158  min  \n",
       "8804               88  min  \n",
       "8805               88  min  \n",
       "8806              111  min  \n",
       "\n",
       "[6131 rows x 15 columns]"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix_movies = netflix[(netflix.type == 'Movie')]\n",
    "netflix_movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "70624c72-e459-4f49-bf47-63144a87cc8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "United States                            2058\n",
       "India                                     893\n",
       "United Kingdom                            206\n",
       "Canada                                    122\n",
       "Spain                                      97\n",
       "                                         ... \n",
       "United Kingdom, Russia, United States       1\n",
       "Paraguay, Argentina                         1\n",
       "United Kingdom, Malawi                      1\n",
       "Austria, Iraq, United States                1\n",
       "United Arab Emirates, Jordan                1\n",
       "Name: country, Length: 651, dtype: int64"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix_movies.country.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "db3c2a7a-b05a-491b-a8c5-503b67d33018",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "United States    2058\n",
       "Name: country, dtype: int64"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix_movies.country.value_counts().head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69aa7f85-6789-420a-87de-7fb664b87d02",
   "metadata": {},
   "source": [
    "#### Bar Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "38fe1e54-26f4-49c7-ba31-821c39325cd8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "netflix_movies.country.value_counts().head(10).plot(kind='barh', figsize=(10,6));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2edbe01c-f243-443e-ae35-680ba79f08e8",
   "metadata": {},
   "source": [
    "### Sort values by year added(latest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "c84b5ade-8bd7-4bc1-ab31-84a6b0956240",
   "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>show_id</th>\n",
       "      <th>type</th>\n",
       "      <th>title</th>\n",
       "      <th>director</th>\n",
       "      <th>cast</th>\n",
       "      <th>country</th>\n",
       "      <th>date_added</th>\n",
       "      <th>release_year</th>\n",
       "      <th>rating</th>\n",
       "      <th>duration</th>\n",
       "      <th>listed_in</th>\n",
       "      <th>description</th>\n",
       "      <th>year_added</th>\n",
       "      <th>duration_period</th>\n",
       "      <th>unit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>s1</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Dick Johnson Is Dead</td>\n",
       "      <td>Kirsten Johnson</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>2021-09-25</td>\n",
       "      <td>2020</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>90 min</td>\n",
       "      <td>Documentaries</td>\n",
       "      <td>As her father nears the end of his life, filmm...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>90</td>\n",
       "      <td>min</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>s2</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Blood &amp; Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>2021-09-24</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>2 Seasons</td>\n",
       "      <td>International TV Shows, TV Dramas, TV Mysteries</td>\n",
       "      <td>After crossing paths at a party, a Cape Town t...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>2</td>\n",
       "      <td>Seasons</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  show_id     type                 title         director  \\\n",
       "0      s1    Movie  Dick Johnson Is Dead  Kirsten Johnson   \n",
       "1      s2  TV Show         Blood & Water              NaN   \n",
       "\n",
       "                                                cast        country  \\\n",
       "0                                                NaN  United States   \n",
       "1  Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...   South Africa   \n",
       "\n",
       "  date_added  release_year rating   duration  \\\n",
       "0 2021-09-25          2020  PG-13     90 min   \n",
       "1 2021-09-24          2021  TV-MA  2 Seasons   \n",
       "\n",
       "                                         listed_in  \\\n",
       "0                                    Documentaries   \n",
       "1  International TV Shows, TV Dramas, TV Mysteries   \n",
       "\n",
       "                                         description  year_added  \\\n",
       "0  As her father nears the end of his life, filmm...      2021.0   \n",
       "1  After crossing paths at a party, a Cape Town t...      2021.0   \n",
       "\n",
       "   duration_period     unit  \n",
       "0               90      min  \n",
       "1                2  Seasons  "
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "a90d5fcb-2398-43d9-aa6f-0bff6331b1d3",
   "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>show_id</th>\n",
       "      <th>type</th>\n",
       "      <th>title</th>\n",
       "      <th>director</th>\n",
       "      <th>cast</th>\n",
       "      <th>country</th>\n",
       "      <th>date_added</th>\n",
       "      <th>release_year</th>\n",
       "      <th>rating</th>\n",
       "      <th>duration</th>\n",
       "      <th>listed_in</th>\n",
       "      <th>description</th>\n",
       "      <th>year_added</th>\n",
       "      <th>duration_period</th>\n",
       "      <th>unit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>s1</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Dick Johnson Is Dead</td>\n",
       "      <td>Kirsten Johnson</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>2021-09-25</td>\n",
       "      <td>2020</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>90 min</td>\n",
       "      <td>Documentaries</td>\n",
       "      <td>As her father nears the end of his life, filmm...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>90</td>\n",
       "      <td>min</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>s997</td>\n",
       "      <td>Movie</td>\n",
       "      <td>HOMUNCULUS</td>\n",
       "      <td>Takashi Shimizu</td>\n",
       "      <td>Go Ayano, Ryo Narita, Yukino Kishii, Anna Ishi...</td>\n",
       "      <td>Japan</td>\n",
       "      <td>2021-04-22</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>116 min</td>\n",
       "      <td>Horror Movies, International Movies, Thrillers</td>\n",
       "      <td>Truth and illusion blurs when a homeless amnes...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>116</td>\n",
       "      <td>min</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1005</th>\n",
       "      <td>s1006</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Keymon and Nani in Space Adventure</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-04-20</td>\n",
       "      <td>2013</td>\n",
       "      <td>TV-Y</td>\n",
       "      <td>76 min</td>\n",
       "      <td>Children &amp; Family Movies, Comedies</td>\n",
       "      <td>For Rohan and his magical pal, Keymon, a trip ...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>76</td>\n",
       "      <td>min</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1004</th>\n",
       "      <td>s1005</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Izzy's Koala World</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Izzy Bee, Ali Bee, Tim Bee</td>\n",
       "      <td>Australia</td>\n",
       "      <td>2021-04-20</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-Y</td>\n",
       "      <td>2 Seasons</td>\n",
       "      <td>Kids' TV</td>\n",
       "      <td>Young koala caretaker Izzy Bee and her family ...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>2</td>\n",
       "      <td>Seasons</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1003</th>\n",
       "      <td>s1004</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Zero</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Giuseppe Dave Seke, Haroun Fall, Beatrice Gran...</td>\n",
       "      <td>Italy</td>\n",
       "      <td>2021-04-21</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>1 Season</td>\n",
       "      <td>International TV Shows, TV Comedies, TV Dramas</td>\n",
       "      <td>A shy teen with the power to turn invisible mu...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Season</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     show_id     type                               title         director  \\\n",
       "0         s1    Movie                Dick Johnson Is Dead  Kirsten Johnson   \n",
       "996     s997    Movie                          HOMUNCULUS  Takashi Shimizu   \n",
       "1005   s1006    Movie  Keymon and Nani in Space Adventure              NaN   \n",
       "1004   s1005  TV Show                  Izzy's Koala World              NaN   \n",
       "1003   s1004  TV Show                                Zero              NaN   \n",
       "\n",
       "                                                   cast        country  \\\n",
       "0                                                   NaN  United States   \n",
       "996   Go Ayano, Ryo Narita, Yukino Kishii, Anna Ishi...          Japan   \n",
       "1005                                                NaN            NaN   \n",
       "1004                         Izzy Bee, Ali Bee, Tim Bee      Australia   \n",
       "1003  Giuseppe Dave Seke, Haroun Fall, Beatrice Gran...          Italy   \n",
       "\n",
       "     date_added  release_year rating   duration  \\\n",
       "0    2021-09-25          2020  PG-13     90 min   \n",
       "996  2021-04-22          2021  TV-MA    116 min   \n",
       "1005 2021-04-20          2013   TV-Y     76 min   \n",
       "1004 2021-04-20          2021   TV-Y  2 Seasons   \n",
       "1003 2021-04-21          2021  TV-MA   1 Season   \n",
       "\n",
       "                                           listed_in  \\\n",
       "0                                      Documentaries   \n",
       "996   Horror Movies, International Movies, Thrillers   \n",
       "1005              Children & Family Movies, Comedies   \n",
       "1004                                        Kids' TV   \n",
       "1003  International TV Shows, TV Comedies, TV Dramas   \n",
       "\n",
       "                                            description  year_added  \\\n",
       "0     As her father nears the end of his life, filmm...      2021.0   \n",
       "996   Truth and illusion blurs when a homeless amnes...      2021.0   \n",
       "1005  For Rohan and his magical pal, Keymon, a trip ...      2021.0   \n",
       "1004  Young koala caretaker Izzy Bee and her family ...      2021.0   \n",
       "1003  A shy teen with the power to turn invisible mu...      2021.0   \n",
       "\n",
       "      duration_period     unit  \n",
       "0                  90      min  \n",
       "996               116      min  \n",
       "1005               76      min  \n",
       "1004                2  Seasons  \n",
       "1003                1   Season  "
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.sort_values(by='year_added', ascending=False).head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3a83be2-5802-4947-9c50-e6552b83f84e",
   "metadata": {},
   "source": [
    "### Find instances where type is movie and listed_in is drama or where type is tv show and listed_in is kids' tv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "5d3d47a8-ed52-4ce0-b691-a2df8fccbbce",
   "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>show_id</th>\n",
       "      <th>type</th>\n",
       "      <th>title</th>\n",
       "      <th>director</th>\n",
       "      <th>cast</th>\n",
       "      <th>country</th>\n",
       "      <th>date_added</th>\n",
       "      <th>release_year</th>\n",
       "      <th>rating</th>\n",
       "      <th>duration</th>\n",
       "      <th>listed_in</th>\n",
       "      <th>description</th>\n",
       "      <th>year_added</th>\n",
       "      <th>duration_period</th>\n",
       "      <th>unit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>s28</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Grown Ups</td>\n",
       "      <td>Dennis Dugan</td>\n",
       "      <td>Adam Sandler, Kevin James, Chris Rock, David S...</td>\n",
       "      <td>United States</td>\n",
       "      <td>2021-09-20</td>\n",
       "      <td>2010</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>103 min</td>\n",
       "      <td>Comedies</td>\n",
       "      <td>Mourning the loss of their beloved junior high...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>103</td>\n",
       "      <td>min</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>s153</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Janoskians: Untold and Untrue</td>\n",
       "      <td>Brett Weiner</td>\n",
       "      <td>Jai Brooks, Luke Brooks, James Yammouni, Danie...</td>\n",
       "      <td>United States</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2016</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>88 min</td>\n",
       "      <td>Comedies</td>\n",
       "      <td>Follow the story of three Australian brothers ...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>88</td>\n",
       "      <td>min</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    show_id   type                          title      director  \\\n",
       "27      s28  Movie                      Grown Ups  Dennis Dugan   \n",
       "152    s153  Movie  Janoskians: Untold and Untrue  Brett Weiner   \n",
       "\n",
       "                                                  cast        country  \\\n",
       "27   Adam Sandler, Kevin James, Chris Rock, David S...  United States   \n",
       "152  Jai Brooks, Luke Brooks, James Yammouni, Danie...  United States   \n",
       "\n",
       "    date_added  release_year rating duration listed_in  \\\n",
       "27  2021-09-20          2010  PG-13  103 min  Comedies   \n",
       "152 2021-09-01          2016  TV-MA   88 min  Comedies   \n",
       "\n",
       "                                           description  year_added  \\\n",
       "27   Mourning the loss of their beloved junior high...      2021.0   \n",
       "152  Follow the story of three Australian brothers ...      2021.0   \n",
       "\n",
       "     duration_period unit  \n",
       "27               103  min  \n",
       "152               88  min  "
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix[(netflix.type == 'Movie') & (netflix.listed_in == 'Comedies')].head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "679abef9-6c47-4d60-a3b9-2b9b0cc0d539",
   "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>show_id</th>\n",
       "      <th>type</th>\n",
       "      <th>title</th>\n",
       "      <th>director</th>\n",
       "      <th>cast</th>\n",
       "      <th>country</th>\n",
       "      <th>date_added</th>\n",
       "      <th>release_year</th>\n",
       "      <th>rating</th>\n",
       "      <th>duration</th>\n",
       "      <th>listed_in</th>\n",
       "      <th>description</th>\n",
       "      <th>year_added</th>\n",
       "      <th>duration_period</th>\n",
       "      <th>unit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>s35</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Tayo and Little Wizards</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dami Lee, Jason Lee, Bommie Catherine Han, Jen...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>2020</td>\n",
       "      <td>TV-Y7</td>\n",
       "      <td>1 Season</td>\n",
       "      <td>Kids' TV</td>\n",
       "      <td>Tayo speeds into an adventure when his friends...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Season</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>s40</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Chhota Bheem</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Vatsal Dubey, Julie Tejwani, Rupa Bhimani, Jig...</td>\n",
       "      <td>India</td>\n",
       "      <td>2021-09-16</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-Y7</td>\n",
       "      <td>3 Seasons</td>\n",
       "      <td>Kids' TV</td>\n",
       "      <td>A brave, energetic little boy with superhuman ...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>3</td>\n",
       "      <td>Seasons</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   show_id     type                    title director  \\\n",
       "34     s35  TV Show  Tayo and Little Wizards      NaN   \n",
       "39     s40  TV Show             Chhota Bheem      NaN   \n",
       "\n",
       "                                                 cast country date_added  \\\n",
       "34  Dami Lee, Jason Lee, Bommie Catherine Han, Jen...     NaN 2021-09-17   \n",
       "39  Vatsal Dubey, Julie Tejwani, Rupa Bhimani, Jig...   India 2021-09-16   \n",
       "\n",
       "    release_year rating   duration listed_in  \\\n",
       "34          2020  TV-Y7   1 Season  Kids' TV   \n",
       "39          2021  TV-Y7  3 Seasons  Kids' TV   \n",
       "\n",
       "                                          description  year_added  \\\n",
       "34  Tayo speeds into an adventure when his friends...      2021.0   \n",
       "39  A brave, energetic little boy with superhuman ...      2021.0   \n",
       "\n",
       "    duration_period     unit  \n",
       "34                1   Season  \n",
       "39                3  Seasons  "
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix[(netflix.type == 'TV Show') & (netflix.listed_in == \"Kids' TV\")].head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "3792da69-f588-49d1-9bd7-71b30e1e4146",
   "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>show_id</th>\n",
       "      <th>type</th>\n",
       "      <th>title</th>\n",
       "      <th>director</th>\n",
       "      <th>cast</th>\n",
       "      <th>country</th>\n",
       "      <th>date_added</th>\n",
       "      <th>release_year</th>\n",
       "      <th>rating</th>\n",
       "      <th>duration</th>\n",
       "      <th>listed_in</th>\n",
       "      <th>description</th>\n",
       "      <th>year_added</th>\n",
       "      <th>duration_period</th>\n",
       "      <th>unit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>s28</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Grown Ups</td>\n",
       "      <td>Dennis Dugan</td>\n",
       "      <td>Adam Sandler, Kevin James, Chris Rock, David S...</td>\n",
       "      <td>United States</td>\n",
       "      <td>2021-09-20</td>\n",
       "      <td>2010</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>103 min</td>\n",
       "      <td>Comedies</td>\n",
       "      <td>Mourning the loss of their beloved junior high...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>103</td>\n",
       "      <td>min</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>s35</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Tayo and Little Wizards</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dami Lee, Jason Lee, Bommie Catherine Han, Jen...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-09-17</td>\n",
       "      <td>2020</td>\n",
       "      <td>TV-Y7</td>\n",
       "      <td>1 Season</td>\n",
       "      <td>Kids' TV</td>\n",
       "      <td>Tayo speeds into an adventure when his friends...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Season</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>s40</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Chhota Bheem</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Vatsal Dubey, Julie Tejwani, Rupa Bhimani, Jig...</td>\n",
       "      <td>India</td>\n",
       "      <td>2021-09-16</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-Y7</td>\n",
       "      <td>3 Seasons</td>\n",
       "      <td>Kids' TV</td>\n",
       "      <td>A brave, energetic little boy with superhuman ...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>3</td>\n",
       "      <td>Seasons</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>s66</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Numberblocks</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Beth Chalmers, David Holt, Marcel McCalla, Ter...</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2021-09-15</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-Y</td>\n",
       "      <td>6 Seasons</td>\n",
       "      <td>Kids' TV</td>\n",
       "      <td>In a place called Numberland, math adds up to ...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>6</td>\n",
       "      <td>Seasons</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>s90</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Mighty Raju</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Julie Tejwani, Sabina Malik, Jigna Bhardwaj, R...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-09-09</td>\n",
       "      <td>2017</td>\n",
       "      <td>TV-Y7</td>\n",
       "      <td>4 Seasons</td>\n",
       "      <td>Kids' TV</td>\n",
       "      <td>Born with superhuman abilities, young Raju wan...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>4</td>\n",
       "      <td>Seasons</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8679</th>\n",
       "      <td>s8680</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>ViR: The Robot Boy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Vidit Kumar, Roopa Bhimani, Anubhav Saha, Bria...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-03-31</td>\n",
       "      <td>2013</td>\n",
       "      <td>TV-Y7</td>\n",
       "      <td>2 Seasons</td>\n",
       "      <td>Kids' TV</td>\n",
       "      <td>Humanoid robot boy ViR lives with his inventor...</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>2</td>\n",
       "      <td>Seasons</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8730</th>\n",
       "      <td>s8731</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Where's the Money</td>\n",
       "      <td>Scott Zabielski</td>\n",
       "      <td>Andrew Bachelor, Kat Graham, Mike Epps, Terry ...</td>\n",
       "      <td>United States</td>\n",
       "      <td>2018-01-22</td>\n",
       "      <td>2017</td>\n",
       "      <td>R</td>\n",
       "      <td>86 min</td>\n",
       "      <td>Comedies</td>\n",
       "      <td>Hunting for a stash of stolen money, a sharp-w...</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>86</td>\n",
       "      <td>min</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8783</th>\n",
       "      <td>s8784</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Yoko</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Eileen Stevens, Alyson Leigh Rosenfeld, Sarah ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-06-23</td>\n",
       "      <td>2016</td>\n",
       "      <td>TV-Y</td>\n",
       "      <td>1 Season</td>\n",
       "      <td>Kids' TV</td>\n",
       "      <td>Friends Mai, Oto and Vik's games at the park b...</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Season</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8785</th>\n",
       "      <td>s8786</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>YOM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sairaj, Devyani Dagaonkar, Ketan Singh, Mayur ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-06-07</td>\n",
       "      <td>2016</td>\n",
       "      <td>TV-Y7</td>\n",
       "      <td>1 Season</td>\n",
       "      <td>Kids' TV</td>\n",
       "      <td>With the mind of a human being, and the body o...</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Season</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8797</th>\n",
       "      <td>s8798</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Zak Storm</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Johnston, Jessica Gee-George, Christin...</td>\n",
       "      <td>United States, France, South Korea, Indonesia</td>\n",
       "      <td>2018-09-13</td>\n",
       "      <td>2016</td>\n",
       "      <td>TV-Y7</td>\n",
       "      <td>3 Seasons</td>\n",
       "      <td>Kids' TV</td>\n",
       "      <td>Teen surfer Zak Storm is mysteriously transpor...</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>3</td>\n",
       "      <td>Seasons</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>330 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     show_id     type                    title         director  \\\n",
       "27       s28    Movie                Grown Ups     Dennis Dugan   \n",
       "34       s35  TV Show  Tayo and Little Wizards              NaN   \n",
       "39       s40  TV Show             Chhota Bheem              NaN   \n",
       "65       s66  TV Show             Numberblocks              NaN   \n",
       "89       s90  TV Show              Mighty Raju              NaN   \n",
       "...      ...      ...                      ...              ...   \n",
       "8679   s8680  TV Show       ViR: The Robot Boy              NaN   \n",
       "8730   s8731    Movie        Where's the Money  Scott Zabielski   \n",
       "8783   s8784  TV Show                     Yoko              NaN   \n",
       "8785   s8786  TV Show                      YOM              NaN   \n",
       "8797   s8798  TV Show                Zak Storm              NaN   \n",
       "\n",
       "                                                   cast  \\\n",
       "27    Adam Sandler, Kevin James, Chris Rock, David S...   \n",
       "34    Dami Lee, Jason Lee, Bommie Catherine Han, Jen...   \n",
       "39    Vatsal Dubey, Julie Tejwani, Rupa Bhimani, Jig...   \n",
       "65    Beth Chalmers, David Holt, Marcel McCalla, Ter...   \n",
       "89    Julie Tejwani, Sabina Malik, Jigna Bhardwaj, R...   \n",
       "...                                                 ...   \n",
       "8679  Vidit Kumar, Roopa Bhimani, Anubhav Saha, Bria...   \n",
       "8730  Andrew Bachelor, Kat Graham, Mike Epps, Terry ...   \n",
       "8783  Eileen Stevens, Alyson Leigh Rosenfeld, Sarah ...   \n",
       "8785  Sairaj, Devyani Dagaonkar, Ketan Singh, Mayur ...   \n",
       "8797  Michael Johnston, Jessica Gee-George, Christin...   \n",
       "\n",
       "                                            country date_added  release_year  \\\n",
       "27                                    United States 2021-09-20          2010   \n",
       "34                                              NaN 2021-09-17          2020   \n",
       "39                                            India 2021-09-16          2021   \n",
       "65                                   United Kingdom 2021-09-15          2021   \n",
       "89                                              NaN 2021-09-09          2017   \n",
       "...                                             ...        ...           ...   \n",
       "8679                                            NaN 2018-03-31          2013   \n",
       "8730                                  United States 2018-01-22          2017   \n",
       "8783                                            NaN 2018-06-23          2016   \n",
       "8785                                            NaN 2018-06-07          2016   \n",
       "8797  United States, France, South Korea, Indonesia 2018-09-13          2016   \n",
       "\n",
       "     rating   duration listed_in  \\\n",
       "27    PG-13    103 min  Comedies   \n",
       "34    TV-Y7   1 Season  Kids' TV   \n",
       "39    TV-Y7  3 Seasons  Kids' TV   \n",
       "65     TV-Y  6 Seasons  Kids' TV   \n",
       "89    TV-Y7  4 Seasons  Kids' TV   \n",
       "...     ...        ...       ...   \n",
       "8679  TV-Y7  2 Seasons  Kids' TV   \n",
       "8730      R     86 min  Comedies   \n",
       "8783   TV-Y   1 Season  Kids' TV   \n",
       "8785  TV-Y7   1 Season  Kids' TV   \n",
       "8797  TV-Y7  3 Seasons  Kids' TV   \n",
       "\n",
       "                                            description  year_added  \\\n",
       "27    Mourning the loss of their beloved junior high...      2021.0   \n",
       "34    Tayo speeds into an adventure when his friends...      2021.0   \n",
       "39    A brave, energetic little boy with superhuman ...      2021.0   \n",
       "65    In a place called Numberland, math adds up to ...      2021.0   \n",
       "89    Born with superhuman abilities, young Raju wan...      2021.0   \n",
       "...                                                 ...         ...   \n",
       "8679  Humanoid robot boy ViR lives with his inventor...      2018.0   \n",
       "8730  Hunting for a stash of stolen money, a sharp-w...      2018.0   \n",
       "8783  Friends Mai, Oto and Vik's games at the park b...      2018.0   \n",
       "8785  With the mind of a human being, and the body o...      2018.0   \n",
       "8797  Teen surfer Zak Storm is mysteriously transpor...      2018.0   \n",
       "\n",
       "      duration_period     unit  \n",
       "27                103      min  \n",
       "34                  1   Season  \n",
       "39                  3  Seasons  \n",
       "65                  6  Seasons  \n",
       "89                  4  Seasons  \n",
       "...               ...      ...  \n",
       "8679                2  Seasons  \n",
       "8730               86      min  \n",
       "8783                1   Season  \n",
       "8785                1   Season  \n",
       "8797                3  Seasons  \n",
       "\n",
       "[330 rows x 15 columns]"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix[(netflix.type == 'Movie') & (netflix.listed_in == 'Comedies') | (netflix.type == 'TV Show') & (netflix.listed_in == \"Kids' TV\")]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92bcabe1-bb9a-4096-ba0d-388ff8f97706",
   "metadata": {},
   "source": [
    "### Find unique values from listed_in"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "f2fc496f-9b7f-45b7-ae72-a1e48d7d1e25",
   "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>show_id</th>\n",
       "      <th>type</th>\n",
       "      <th>title</th>\n",
       "      <th>director</th>\n",
       "      <th>cast</th>\n",
       "      <th>country</th>\n",
       "      <th>date_added</th>\n",
       "      <th>release_year</th>\n",
       "      <th>rating</th>\n",
       "      <th>duration</th>\n",
       "      <th>listed_in</th>\n",
       "      <th>description</th>\n",
       "      <th>year_added</th>\n",
       "      <th>duration_period</th>\n",
       "      <th>unit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>s1</td>\n",
       "      <td>Movie</td>\n",
       "      <td>Dick Johnson Is Dead</td>\n",
       "      <td>Kirsten Johnson</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>2021-09-25</td>\n",
       "      <td>2020</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>90 min</td>\n",
       "      <td>Documentaries</td>\n",
       "      <td>As her father nears the end of his life, filmm...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>90</td>\n",
       "      <td>min</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>s2</td>\n",
       "      <td>TV Show</td>\n",
       "      <td>Blood &amp; Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>2021-09-24</td>\n",
       "      <td>2021</td>\n",
       "      <td>TV-MA</td>\n",
       "      <td>2 Seasons</td>\n",
       "      <td>International TV Shows, TV Dramas, TV Mysteries</td>\n",
       "      <td>After crossing paths at a party, a Cape Town t...</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>2</td>\n",
       "      <td>Seasons</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  show_id     type                 title         director  \\\n",
       "0      s1    Movie  Dick Johnson Is Dead  Kirsten Johnson   \n",
       "1      s2  TV Show         Blood & Water              NaN   \n",
       "\n",
       "                                                cast        country  \\\n",
       "0                                                NaN  United States   \n",
       "1  Ama Qamata, Khosi Ngema, Gail Mabalane, Thaban...   South Africa   \n",
       "\n",
       "  date_added  release_year rating   duration  \\\n",
       "0 2021-09-25          2020  PG-13     90 min   \n",
       "1 2021-09-24          2021  TV-MA  2 Seasons   \n",
       "\n",
       "                                         listed_in  \\\n",
       "0                                    Documentaries   \n",
       "1  International TV Shows, TV Dramas, TV Mysteries   \n",
       "\n",
       "                                         description  year_added  \\\n",
       "0  As her father nears the end of his life, filmm...      2021.0   \n",
       "1  After crossing paths at a party, a Cape Town t...      2021.0   \n",
       "\n",
       "   duration_period     unit  \n",
       "0               90      min  \n",
       "1                2  Seasons  "
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "89f3559f-d43e-4dc3-ad42-580f0bd343db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                           Documentaries\n",
       "1         International TV Shows, TV Dramas, TV Mysteries\n",
       "2       Crime TV Shows, International TV Shows, TV Act...\n",
       "3                                  Docuseries, Reality TV\n",
       "4       International TV Shows, Romantic TV Shows, TV ...\n",
       "                              ...                        \n",
       "8802                       Cult Movies, Dramas, Thrillers\n",
       "8803               Kids' TV, Korean TV Shows, TV Comedies\n",
       "8804                              Comedies, Horror Movies\n",
       "8805                   Children & Family Movies, Comedies\n",
       "8806       Dramas, International Movies, Music & Musicals\n",
       "Name: listed_in, Length: 8807, dtype: object"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "netflix.listed_in"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "f92e082f-42df-4658-914a-fa6fc663b189",
   "metadata": {},
   "outputs": [],
   "source": [
    "list1 = []\n",
    "for value in netflix['listed_in']:\n",
    "    list1.append(value.split(','))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "93298670-58b1-4e29-97f0-f750db217322",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['Documentaries'],\n",
       " ['International TV Shows', ' TV Dramas', ' TV Mysteries'],\n",
       " ['Crime TV Shows', ' International TV Shows', ' TV Action & Adventure'],\n",
       " ['Docuseries', ' Reality TV'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Comedies'],\n",
       " ['TV Dramas', ' TV Horror', ' TV Mysteries'],\n",
       " ['Children & Family Movies'],\n",
       " ['Dramas', ' Independent Movies', ' International Movies'],\n",
       " ['British TV Shows', ' Reality TV'],\n",
       " ['Comedies', ' Dramas'],\n",
       " ['Crime TV Shows', ' Docuseries', ' International TV Shows'],\n",
       " ['Crime TV Shows', ' International TV Shows', ' TV Action & Adventure'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " ['British TV Shows', ' Crime TV Shows', ' Docuseries'],\n",
       " ['TV Comedies', ' TV Dramas'],\n",
       " ['Documentaries', ' International Movies'],\n",
       " ['Crime TV Shows', ' Spanish-Language TV Shows', ' TV Dramas'],\n",
       " ['Thrillers'],\n",
       " ['International TV Shows',\n",
       "  ' Spanish-Language TV Shows',\n",
       "  ' TV Action & Adventure'],\n",
       " ['Crime TV Shows', ' Docuseries', ' International TV Shows'],\n",
       " ['International TV Shows', ' TV Action & Adventure', ' TV Dramas'],\n",
       " ['Comedies', ' International Movies'],\n",
       " ['Children & Family Movies'],\n",
       " ['Comedies', ' International Movies', ' Romantic Movies'],\n",
       " ['Docuseries', ' International TV Shows', ' Reality TV'],\n",
       " ['Comedies', ' International Movies', ' Music & Musicals'],\n",
       " ['Comedies'],\n",
       " ['Horror Movies', ' Sci-Fi & Fantasy'],\n",
       " ['Thrillers'],\n",
       " ['Dramas', ' Independent Movies', ' International Movies'],\n",
       " ['TV Comedies'],\n",
       " ['British TV Shows', ' International TV Shows', ' TV Comedies'],\n",
       " ['International TV Shows', ' TV Dramas', ' TV Thrillers'],\n",
       " [\"Kids' TV\"],\n",
       " ['Dramas', ' International Movies', ' Thrillers'],\n",
       " ['Action & Adventure', ' Dramas', ' International Movies'],\n",
       " [\"Kids' TV\", ' TV Comedies'],\n",
       " ['Action & Adventure', ' Dramas'],\n",
       " [\"Kids' TV\"],\n",
       " [\"Kids' TV\", ' TV Sci-Fi & Fantasy'],\n",
       " ['Action & Adventure', ' Classic Movies', ' Dramas'],\n",
       " ['Dramas', ' Horror Movies', ' Thrillers'],\n",
       " ['Action & Adventure', ' Horror Movies', ' Thrillers'],\n",
       " ['Action & Adventure', ' Horror Movies', ' Thrillers'],\n",
       " ['Documentaries'],\n",
       " ['Action & Adventure'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Comedies'],\n",
       " ['Dramas', ' Thrillers'],\n",
       " ['International TV Shows', ' TV Dramas'],\n",
       " ['International TV Shows', ' TV Dramas', ' TV Sci-Fi & Fantasy'],\n",
       " ['Action & Adventure', ' Anime Features', ' International Movies'],\n",
       " ['Action & Adventure', ' Anime Features', ' International Movies'],\n",
       " ['Action & Adventure', ' Anime Features', ' International Movies'],\n",
       " ['Action & Adventure', ' Anime Features', ' International Movies'],\n",
       " ['Reality TV'],\n",
       " ['Action & Adventure', ' Anime Features', ' International Movies'],\n",
       " ['Action & Adventure', ' Anime Features', ' International Movies'],\n",
       " ['Action & Adventure', ' Anime Features', ' International Movies'],\n",
       " ['Action & Adventure', ' Anime Features', ' International Movies'],\n",
       " ['Action & Adventure', ' Anime Features', ' International Movies'],\n",
       " ['Action & Adventure', ' Anime Features', ' International Movies'],\n",
       " ['Action & Adventure', ' Anime Features', ' International Movies'],\n",
       " ['Action & Adventure', ' Anime Features', ' International Movies'],\n",
       " ['Children & Family Movies'],\n",
       " [\"Kids' TV\"],\n",
       " ['Docuseries', ' International TV Shows'],\n",
       " [\"Kids' TV\", ' TV Comedies'],\n",
       " ['Documentaries', ' International Movies', ' Sports Movies'],\n",
       " ['International TV Shows', ' TV Dramas'],\n",
       " ['International TV Shows', ' Reality TV', ' Romantic TV Shows'],\n",
       " ['Children & Family Movies'],\n",
       " ['British TV Shows', ' Docuseries', ' International TV Shows'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Reality TV'],\n",
       " ['Children & Family Movies'],\n",
       " ['Anime Series', ' International TV Shows'],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Children & Family Movies'],\n",
       " ['Action & Adventure'],\n",
       " ['Crime TV Shows', ' TV Comedies', ' TV Dramas'],\n",
       " ['Reality TV'],\n",
       " ['Action & Adventure', ' Comedies', ' Dramas'],\n",
       " ['Anime Series', \" Kids' TV\"],\n",
       " ['International Movies', ' Thrillers'],\n",
       " [\"Kids' TV\", ' Korean TV Shows'],\n",
       " ['Documentaries', ' Sports Movies'],\n",
       " [\"Kids' TV\"],\n",
       " ['Sci-Fi & Fantasy', ' Thrillers'],\n",
       " ['Documentaries', ' International Movies'],\n",
       " ['International TV Shows', ' TV Dramas', ' TV Mysteries'],\n",
       " ['Dramas', ' International Movies', ' Romantic Movies'],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " ['Reality TV'],\n",
       " ['Documentaries', ' Music & Musicals'],\n",
       " [\"Kids' TV\", ' TV Comedies', ' TV Sci-Fi & Fantasy'],\n",
       " ['British TV Shows', \" Kids' TV\"],\n",
       " ['TV Comedies', ' TV Dramas'],\n",
       " [\"Kids' TV\"],\n",
       " ['Documentaries', ' Sports Movies'],\n",
       " ['Docuseries', ' Science & Nature TV'],\n",
       " ['Dramas', ' International Movies', ' Thrillers'],\n",
       " [\"Kids' TV\", ' Korean TV Shows'],\n",
       " ['Action & Adventure', ' Comedies', ' Dramas'],\n",
       " [\"Kids' TV\", ' TV Comedies'],\n",
       " ['Children & Family Movies', ' Dramas'],\n",
       " [\"Kids' TV\", ' TV Dramas', ' Teen TV Shows'],\n",
       " ['Crime TV Shows', ' International TV Shows', ' Spanish-Language TV Shows'],\n",
       " ['Docuseries', ' International TV Shows', ' Spanish-Language TV Shows'],\n",
       " [\"Kids' TV\"],\n",
       " ['Dramas'],\n",
       " ['Comedies', ' Romantic Movies'],\n",
       " ['Dramas', ' International Movies', ' Thrillers'],\n",
       " ['Dramas', ' Romantic Movies'],\n",
       " ['Comedies', ' Dramas', ' Independent Movies'],\n",
       " ['Documentaries'],\n",
       " ['Dramas', ' International Movies', ' Thrillers'],\n",
       " ['Dramas', ' International Movies', ' Romantic Movies'],\n",
       " [\"Kids' TV\", ' TV Comedies'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Comedies'],\n",
       " ['Thrillers'],\n",
       " [\"Kids' TV\"],\n",
       " [\"Kids' TV\", ' Korean TV Shows'],\n",
       " ['Crime TV Shows', ' TV Action & Adventure', ' TV Comedies'],\n",
       " ['Dramas', ' International Movies', ' Romantic Movies'],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " ['Dramas', ' International Movies', ' Thrillers'],\n",
       " ['Dramas'],\n",
       " ['Children & Family Movies', ' Music & Musicals'],\n",
       " ['Action & Adventure', ' Classic Movies', ' Cult Movies'],\n",
       " ['International TV Shows', ' TV Action & Adventure', ' TV Comedies'],\n",
       " ['Action & Adventure', ' Sci-Fi & Fantasy'],\n",
       " ['Action & Adventure', ' Dramas'],\n",
       " ['Action & Adventure'],\n",
       " ['Dramas', ' Romantic Movies'],\n",
       " ['Action & Adventure', ' Comedies'],\n",
       " ['Dramas', ' Romantic Movies'],\n",
       " ['Classic Movies', ' Comedies', ' Dramas'],\n",
       " ['Dramas', ' International Movies', ' Thrillers'],\n",
       " ['Action & Adventure'],\n",
       " ['Dramas'],\n",
       " ['Action & Adventure', ' Sci-Fi & Fantasy'],\n",
       " ['Comedies', ' Cult Movies'],\n",
       " ['Comedies', ' Cult Movies', ' Music & Musicals'],\n",
       " ['Comedies', ' Music & Musicals'],\n",
       " ['Reality TV'],\n",
       " ['TV Shows'],\n",
       " ['Action & Adventure', ' Comedies'],\n",
       " ['Thrillers'],\n",
       " ['Action & Adventure', ' International Movies'],\n",
       " ['Comedies'],\n",
       " [\"Kids' TV\"],\n",
       " ['Anime Series', ' International TV Shows', ' Teen TV Shows'],\n",
       " ['Action & Adventure', ' Children & Family Movies', ' Cult Movies'],\n",
       " ['Comedies', ' Dramas', ' Romantic Movies'],\n",
       " ['Sci-Fi & Fantasy', ' Thrillers'],\n",
       " ['Comedies', ' Romantic Movies'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['TV Comedies'],\n",
       " ['Comedies', ' Cult Movies', ' Sci-Fi & Fantasy'],\n",
       " ['Dramas'],\n",
       " ['Comedies', ' Romantic Movies'],\n",
       " ['Action & Adventure', ' Comedies'],\n",
       " ['Crime TV Shows', ' International TV Shows', ' Spanish-Language TV Shows'],\n",
       " ['Classic Movies', ' Dramas'],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " ['Action & Adventure', ' Children & Family Movies', ' Comedies'],\n",
       " ['Action & Adventure', ' Dramas'],\n",
       " ['Documentaries', ' Music & Musicals'],\n",
       " ['Dramas', ' Faith & Spirituality'],\n",
       " ['Comedies', ' Music & Musicals'],\n",
       " ['Documentaries', ' LGBTQ Movies'],\n",
       " ['Action & Adventure', ' Dramas'],\n",
       " ['Dramas', ' Romantic Movies'],\n",
       " ['Action & Adventure', ' Comedies'],\n",
       " ['Action & Adventure', ' Classic Movies'],\n",
       " ['Action & Adventure', ' Comedies'],\n",
       " ['Comedies', ' Romantic Movies'],\n",
       " ['Comedies', ' Romantic Movies'],\n",
       " ['Docuseries'],\n",
       " ['Comedies'],\n",
       " ['Action & Adventure', ' Classic Movies'],\n",
       " ['Reality TV'],\n",
       " ['Documentaries', ' Sports Movies'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Comedies'],\n",
       " ['International TV Shows', ' TV Comedies'],\n",
       " ['Comedies', ' International Movies'],\n",
       " [\"Kids' TV\", ' TV Comedies'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Dramas', ' Independent Movies'],\n",
       " ['Action & Adventure', ' Comedies', ' International Movies'],\n",
       " ['International TV Shows', ' TV Dramas'],\n",
       " ['International TV Shows', ' Spanish-Language TV Shows', ' TV Dramas'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Comedies', ' Romantic Movies'],\n",
       " [\"Kids' TV\", ' TV Comedies'],\n",
       " ['Crime TV Shows', ' International TV Shows', ' TV Dramas'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Action & Adventure', ' Horror Movies', ' International Movies'],\n",
       " ['Dramas', ' International Movies', ' Thrillers'],\n",
       " ['Comedies', ' International Movies', ' Music & Musicals'],\n",
       " ['Comedies', ' International Movies'],\n",
       " ['Comedies', ' International Movies'],\n",
       " ['Comedies', ' International Movies', ' Sci-Fi & Fantasy'],\n",
       " ['Dramas', ' Independent Movies', ' International Movies'],\n",
       " ['Action & Adventure', ' International Movies', ' Music & Musicals'],\n",
       " ['Dramas', ' International Movies', ' Music & Musicals'],\n",
       " ['Dramas', ' International Movies', ' Music & Musicals'],\n",
       " ['Horror Movies', ' International Movies'],\n",
       " ['Horror Movies', ' International Movies'],\n",
       " ['International TV Shows', ' TV Dramas'],\n",
       " ['Docuseries', ' International TV Shows'],\n",
       " ['Action & Adventure', ' International Movies'],\n",
       " ['Action & Adventure', ' Dramas', ' International Movies'],\n",
       " ['Comedies', ' Dramas', ' Independent Movies'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Reality TV', ' Teen TV Shows'],\n",
       " ['Anime Series', ' International TV Shows'],\n",
       " [\"Kids' TV\", ' TV Comedies'],\n",
       " ['Documentaries'],\n",
       " ['Crime TV Shows', ' TV Dramas', ' TV Mysteries'],\n",
       " ['Crime TV Shows', ' Docuseries', ' International TV Shows'],\n",
       " ['International TV Shows', ' Reality TV'],\n",
       " ['International TV Shows', ' TV Dramas', ' TV Mysteries'],\n",
       " ['International TV Shows', ' TV Comedies', ' TV Dramas'],\n",
       " ['Dramas', ' Independent Movies', ' Romantic Movies'],\n",
       " ['Action & Adventure'],\n",
       " ['Horror Movies'],\n",
       " ['Documentaries', ' Sports Movies'],\n",
       " ['Children & Family Movies', ' Dramas'],\n",
       " ['Reality TV'],\n",
       " ['Documentaries', ' Music & Musicals'],\n",
       " [\"Kids' TV\", ' TV Comedies'],\n",
       " ['Documentaries', ' LGBTQ Movies', ' Sports Movies'],\n",
       " ['Horror Movies', ' International Movies', ' Thrillers'],\n",
       " ['Horror Movies', ' International Movies', ' Thrillers'],\n",
       " ['Horror Movies', ' International Movies', ' Thrillers'],\n",
       " ['Horror Movies', ' International Movies', ' Thrillers'],\n",
       " ['Action & Adventure', ' Anime Features'],\n",
       " ['TV Dramas', ' TV Mysteries', ' TV Sci-Fi & Fantasy'],\n",
       " ['International TV Shows', ' TV Comedies'],\n",
       " ['International TV Shows', ' Spanish-Language TV Shows', ' TV Comedies'],\n",
       " ['Dramas', ' International Movies', ' Thrillers'],\n",
       " ['Docuseries', ' International TV Shows'],\n",
       " ['Dramas', ' International Movies', ' Romantic Movies'],\n",
       " ['Action & Adventure', ' Dramas'],\n",
       " ['TV Comedies', ' TV Dramas'],\n",
       " ['Children & Family Movies', ' Comedies', ' Music & Musicals'],\n",
       " ['Dramas', ' International Movies', ' Romantic Movies'],\n",
       " ['Dramas', ' Independent Movies', ' Romantic Movies'],\n",
       " ['International Movies', ' Thrillers'],\n",
       " ['Dramas', ' International Movies', ' Romantic Movies'],\n",
       " [\"Kids' TV\"],\n",
       " ['Documentaries', ' International Movies'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Dramas', ' International Movies', ' Romantic Movies'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Crime TV Shows', ' International TV Shows', ' TV Dramas'],\n",
       " ['Comedies', ' International Movies', ' Romantic Movies'],\n",
       " ['Documentaries', ' LGBTQ Movies', ' Sports Movies'],\n",
       " [\"Kids' TV\"],\n",
       " ['Comedies', ' Independent Movies'],\n",
       " ['Anime Series', ' International TV Shows', ' Romantic TV Shows'],\n",
       " ['Docuseries', ' International TV Shows'],\n",
       " ['Classic Movies', ' Dramas', ' Independent Movies'],\n",
       " ['Dramas', ' International Movies'],\n",
       " [\"Kids' TV\"],\n",
       " ['Action & Adventure'],\n",
       " ['TV Dramas', ' TV Horror', ' TV Mysteries'],\n",
       " [\"Kids' TV\"],\n",
       " ['Crime TV Shows', ' International TV Shows', ' TV Dramas'],\n",
       " ['TV Comedies', ' TV Dramas'],\n",
       " ['Crime TV Shows', ' International TV Shows', ' Spanish-Language TV Shows'],\n",
       " ['International TV Shows',\n",
       "  ' Romantic TV Shows',\n",
       "  ' Spanish-Language TV Shows'],\n",
       " ['International TV Shows', ' TV Dramas', ' Teen TV Shows'],\n",
       " ['Stand-Up Comedy'],\n",
       " ['Action & Adventure', ' Anime Features', ' Children & Family Movies'],\n",
       " ['Reality TV'],\n",
       " ['Comedies', ' International Movies'],\n",
       " ['Dramas', ' Independent Movies', ' International Movies'],\n",
       " ['Documentaries', ' International Movies'],\n",
       " ['Comedies', ' Romantic Movies'],\n",
       " ['Dramas', ' International Movies'],\n",
       " [\"Kids' TV\"],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Comedies'],\n",
       " ['Crime TV Shows', ' International TV Shows', ' Spanish-Language TV Shows'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Dramas'],\n",
       " ['Documentaries', ' Sports Movies'],\n",
       " ['Anime Series', ' International TV Shows'],\n",
       " ['Comedies', ' Dramas', ' Independent Movies'],\n",
       " ['Comedies', ' International Movies', ' Romantic Movies'],\n",
       " ['International Movies', ' Music & Musicals'],\n",
       " ['Action & Adventure', ' Comedies'],\n",
       " ['TV Action & Adventure', ' TV Dramas', ' TV Mysteries'],\n",
       " ['TV Shows'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Horror Movies', ' Independent Movies', ' International Movies'],\n",
       " ['Children & Family Movies', ' Music & Musicals'],\n",
       " ['Action & Adventure', ' Comedies', ' International Movies'],\n",
       " ['Documentaries', ' International Movies'],\n",
       " ['Comedies', ' Cult Movies', ' International Movies'],\n",
       " ['Documentaries'],\n",
       " ['Classic Movies', ' Dramas', ' International Movies'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Horror Movies'],\n",
       " ['Movies'],\n",
       " ['Reality TV'],\n",
       " ['Crime TV Shows', ' Docuseries'],\n",
       " ['International TV Shows', ' Spanish-Language TV Shows', ' TV Dramas'],\n",
       " ['Reality TV'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Dramas'],\n",
       " ['Dramas', ' Independent Movies', ' Romantic Movies'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Comedies'],\n",
       " ['Documentaries', ' LGBTQ Movies'],\n",
       " ['Documentaries', ' International Movies'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Comedies'],\n",
       " ['Docuseries'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Comedies'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Comedies'],\n",
       " ['TV Comedies'],\n",
       " [\"Kids' TV\"],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " ['Action & Adventure', ' Sci-Fi & Fantasy'],\n",
       " ['Action & Adventure'],\n",
       " ['Dramas'],\n",
       " ['Children & Family Movies', ' Comedies', ' Sci-Fi & Fantasy'],\n",
       " ['Anime Series', ' International TV Shows', ' TV Thrillers'],\n",
       " ['Action & Adventure', ' Horror Movies', ' Sci-Fi & Fantasy'],\n",
       " ['Classic Movies', ' Comedies', ' Cult Movies'],\n",
       " ['Dramas', ' Romantic Movies'],\n",
       " ['Dramas', ' Thrillers'],\n",
       " ['TV Dramas', ' Teen TV Shows'],\n",
       " ['Comedies', ' Romantic Movies'],\n",
       " ['Anime Series', ' International TV Shows'],\n",
       " ['Dramas', ' Independent Movies', ' International Movies'],\n",
       " ['Action & Adventure', ' Sci-Fi & Fantasy', ' Thrillers'],\n",
       " ['Dramas', ' Independent Movies'],\n",
       " ['Comedies'],\n",
       " ['Dramas'],\n",
       " ['Children & Family Movies', ' Comedies', ' Dramas'],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " ['Action & Adventure', ' Comedies'],\n",
       " ['Children & Family Movies', ' Comedies', ' Sci-Fi & Fantasy'],\n",
       " ['Comedies'],\n",
       " ['Dramas', ' Sports Movies'],\n",
       " ['Action & Adventure', ' Dramas', ' Sci-Fi & Fantasy'],\n",
       " ['Action & Adventure', ' Comedies', ' Cult Movies'],\n",
       " ['Comedies', ' Dramas'],\n",
       " ['Horror Movies'],\n",
       " ['Action & Adventure', ' Comedies'],\n",
       " ['Dramas', ' Thrillers'],\n",
       " ['Action & Adventure'],\n",
       " ['Dramas', ' Independent Movies', ' Thrillers'],\n",
       " ['Thrillers'],\n",
       " ['Stand-Up Comedy'],\n",
       " ['Comedies', ' Romantic Movies'],\n",
       " ['TV Dramas', ' TV Sci-Fi & Fantasy'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Action & Adventure', ' International Movies', ' Thrillers'],\n",
       " [\"Kids' TV\", ' TV Comedies'],\n",
       " ['Dramas', ' Independent Movies', ' International Movies'],\n",
       " ['British TV Shows', ' International TV Shows', ' Reality TV'],\n",
       " ['Documentaries', ' International Movies'],\n",
       " ['International TV Shows', ' Reality TV'],\n",
       " ['British TV Shows', ' Crime TV Shows', ' Docuseries'],\n",
       " ['TV Action & Adventure', ' TV Dramas', ' Teen TV Shows'],\n",
       " ['Dramas', ' Independent Movies', ' International Movies'],\n",
       " ['Action & Adventure', ' International Movies'],\n",
       " ['Action & Adventure', ' Comedies', ' International Movies'],\n",
       " ['Comedies', ' International Movies', ' Romantic Movies'],\n",
       " ['Comedies', ' Romantic Movies'],\n",
       " ['Anime Series'],\n",
       " ['Action & Adventure', ' International Movies'],\n",
       " ['Documentaries'],\n",
       " ['Reality TV'],\n",
       " ['Crime TV Shows', ' TV Action & Adventure', ' TV Sci-Fi & Fantasy'],\n",
       " ['Crime TV Shows', ' International TV Shows', ' Spanish-Language TV Shows'],\n",
       " ['TV Dramas', ' Teen TV Shows'],\n",
       " ['Action & Adventure', ' International Movies'],\n",
       " ['Thrillers'],\n",
       " ['Crime TV Shows', ' International TV Shows', ' TV Comedies'],\n",
       " [\"Kids' TV\"],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Stand-Up Comedy & Talk Shows', ' TV Comedies'],\n",
       " ['Dramas', ' International Movies', ' Thrillers'],\n",
       " ['Classic & Cult TV', ' TV Action & Adventure', ' TV Dramas'],\n",
       " ['International TV Shows', ' TV Action & Adventure', ' TV Dramas'],\n",
       " ['Action & Adventure', ' Dramas'],\n",
       " ['Children & Family Movies', ' Sports Movies'],\n",
       " ['Dramas', ' Independent Movies', ' International Movies'],\n",
       " ['Comedies', ' International Movies'],\n",
       " ['Action & Adventure', ' Horror Movies', ' International Movies'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Comedies'],\n",
       " ['Horror Movies', ' International Movies', ' Thrillers'],\n",
       " ['TV Action & Adventure', ' TV Sci-Fi & Fantasy'],\n",
       " ['Anime Series', ' Stand-Up Comedy & Talk Shows'],\n",
       " ['International TV Shows',\n",
       "  ' Spanish-Language TV Shows',\n",
       "  ' TV Action & Adventure'],\n",
       " ['Dramas', ' Romantic Movies'],\n",
       " ['Docuseries'],\n",
       " ['Documentaries'],\n",
       " ['Children & Family Movies'],\n",
       " ['Children & Family Movies'],\n",
       " ['Children & Family Movies'],\n",
       " ['Children & Family Movies'],\n",
       " ['Children & Family Movies'],\n",
       " ['Children & Family Movies'],\n",
       " ['Children & Family Movies'],\n",
       " ['Children & Family Movies'],\n",
       " ['Children & Family Movies'],\n",
       " ['Children & Family Movies'],\n",
       " ['Children & Family Movies'],\n",
       " ['Children & Family Movies'],\n",
       " ['Children & Family Movies'],\n",
       " ['Children & Family Movies'],\n",
       " ['Children & Family Movies', ' Sports Movies'],\n",
       " ['Children & Family Movies'],\n",
       " ['Children & Family Movies'],\n",
       " ['Children & Family Movies'],\n",
       " ['Children & Family Movies'],\n",
       " ['Children & Family Movies'],\n",
       " ['TV Dramas'],\n",
       " ['Dramas'],\n",
       " ['Comedies', ' International Movies'],\n",
       " ['Anime Features', ' Children & Family Movies', ' International Movies'],\n",
       " ['Dramas', ' International Movies', ' Thrillers'],\n",
       " ['British TV Shows', ' International TV Shows', ' Reality TV'],\n",
       " ['International TV Shows', ' Reality TV', ' Romantic TV Shows'],\n",
       " ['Children & Family Movies'],\n",
       " ['Comedies', ' Dramas', ' Independent Movies'],\n",
       " ['Classic & Cult TV', ' Crime TV Shows', ' International TV Shows'],\n",
       " ['Crime TV Shows', ' International TV Shows', ' Romantic TV Shows'],\n",
       " ['Dramas', ' International Movies', ' Romantic Movies'],\n",
       " ['Action & Adventure'],\n",
       " ['Dramas', ' International Movies', ' Romantic Movies'],\n",
       " ['Dramas', ' International Movies', ' Thrillers'],\n",
       " ['Docuseries', ' Science & Nature TV'],\n",
       " ['Horror Movies', ' LGBTQ Movies'],\n",
       " [\"Kids' TV\", ' TV Comedies'],\n",
       " ['Comedies', ' International Movies'],\n",
       " ['Docuseries'],\n",
       " ['Dramas', ' Independent Movies', ' Thrillers'],\n",
       " ['Dramas'],\n",
       " ['Dramas', ' Romantic Movies'],\n",
       " ['Dramas', ' Romantic Movies'],\n",
       " ['Dramas', ' Romantic Movies'],\n",
       " ['Dramas', ' Romantic Movies'],\n",
       " ['Action & Adventure', ' Dramas', ' Romantic Movies'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Anime Series', ' International TV Shows'],\n",
       " ['Comedies', ' Cult Movies'],\n",
       " ['Documentaries', ' International Movies', ' Music & Musicals'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Comedies'],\n",
       " ['Documentaries', ' International Movies', ' Sports Movies'],\n",
       " ['Dramas', ' International Movies', ' Romantic Movies'],\n",
       " ['TV Comedies', ' TV Dramas', ' Teen TV Shows'],\n",
       " ['Children & Family Movies', ' Comedies', ' Sports Movies'],\n",
       " ['Comedies', ' Dramas', ' Independent Movies'],\n",
       " ['Documentaries'],\n",
       " ['Horror Movies', ' International Movies'],\n",
       " ['Action & Adventure', ' Comedies'],\n",
       " ['Crime TV Shows', ' Docuseries'],\n",
       " ['Reality TV'],\n",
       " ['Documentaries', ' International Movies'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Dramas', ' Independent Movies'],\n",
       " ['Movies'],\n",
       " ['Children & Family Movies', ' Dramas', ' International Movies'],\n",
       " [\"Kids' TV\"],\n",
       " ['Documentaries', ' Sports Movies'],\n",
       " ['Action & Adventure', ' Comedies'],\n",
       " ['Stand-Up Comedy'],\n",
       " ['Comedies', ' Documentaries', ' International Movies'],\n",
       " ['TV Comedies', ' TV Dramas', ' Teen TV Shows'],\n",
       " ['International TV Shows', ' TV Dramas', ' TV Sci-Fi & Fantasy'],\n",
       " ['Horror Movies'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Action & Adventure', ' Dramas', ' International Movies'],\n",
       " ['Docuseries'],\n",
       " ['Dramas', ' International Movies', ' Romantic Movies'],\n",
       " ['Stand-Up Comedy'],\n",
       " ['Thrillers'],\n",
       " ['Children & Family Movies', ' Comedies', ' Sci-Fi & Fantasy'],\n",
       " ['International TV Shows',\n",
       "  ' Romantic TV Shows',\n",
       "  ' Spanish-Language TV Shows'],\n",
       " ['Romantic TV Shows', ' TV Dramas'],\n",
       " ['Comedies', ' International Movies'],\n",
       " ['Crime TV Shows', ' Docuseries', ' International TV Shows'],\n",
       " ['Comedies', ' Dramas', ' Romantic Movies'],\n",
       " ['Dramas', ' Romantic Movies'],\n",
       " ['Anime Series', ' TV Horror', ' TV Thrillers'],\n",
       " ['Comedies', ' Music & Musicals'],\n",
       " ['Documentaries', ' International Movies'],\n",
       " ['Action & Adventure', ' International Movies'],\n",
       " ['Docuseries'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Docuseries'],\n",
       " ['Action & Adventure', ' International Movies'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Dramas', ' International Movies', ' Romantic Movies'],\n",
       " ['Crime TV Shows', ' International TV Shows', ' TV Dramas'],\n",
       " ['International TV Shows', ' Spanish-Language TV Shows', ' TV Comedies'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['International Movies', ' Romantic Movies'],\n",
       " ['Comedies', ' International Movies'],\n",
       " ['Dramas', ' International Movies'],\n",
       " [\"Kids' TV\"],\n",
       " ['International TV Shows', ' TV Dramas', ' TV Mysteries'],\n",
       " ['Stand-Up Comedy & Talk Shows', ' TV Comedies'],\n",
       " [\"Kids' TV\"],\n",
       " ['TV Action & Adventure', ' TV Dramas', ' TV Sci-Fi & Fantasy'],\n",
       " ['British TV Shows', ' International TV Shows', ' TV Comedies'],\n",
       " ['British TV Shows', ' International TV Shows', ' TV Comedies'],\n",
       " ['International TV Shows', ' TV Dramas', ' TV Mysteries'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Comedies'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['British TV Shows', ' Crime TV Shows', ' Docuseries'],\n",
       " ['TV Comedies'],\n",
       " ['International TV Shows', ' TV Comedies'],\n",
       " [\"Kids' TV\", ' Korean TV Shows', ' TV Comedies'],\n",
       " ['British TV Shows', ' Crime TV Shows', ' International TV Shows'],\n",
       " ['International TV Shows', ' TV Dramas'],\n",
       " [\"Kids' TV\"],\n",
       " ['TV Comedies', ' TV Dramas'],\n",
       " [\"Kids' TV\"],\n",
       " ['Dramas', ' International Movies', ' Romantic Movies'],\n",
       " ['Dramas', ' International Movies'],\n",
       " [\"Kids' TV\", ' TV Comedies'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Crime TV Shows', ' TV Horror', ' TV Mysteries'],\n",
       " ['International TV Shows', ' TV Dramas'],\n",
       " ['Dramas', ' International Movies'],\n",
       " [\"Kids' TV\", ' TV Comedies'],\n",
       " ['Docuseries', ' International TV Shows', ' Science & Nature TV'],\n",
       " ['International TV Shows', ' Reality TV'],\n",
       " ['British TV Shows', ' International TV Shows', ' TV Dramas'],\n",
       " [\"Kids' TV\", ' TV Action & Adventure', ' TV Sci-Fi & Fantasy'],\n",
       " ['British TV Shows', \" Kids' TV\"],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Crime TV Shows', ' International TV Shows', ' TV Action & Adventure'],\n",
       " ['International TV Shows', ' TV Comedies'],\n",
       " [\"Kids' TV\", ' Korean TV Shows'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Dramas'],\n",
       " [\"Kids' TV\"],\n",
       " ['Romantic TV Shows', ' TV Dramas'],\n",
       " ['International TV Shows', ' Reality TV'],\n",
       " ['Horror Movies', ' LGBTQ Movies'],\n",
       " ['International Movies', ' Romantic Movies', ' Thrillers'],\n",
       " ['Comedies', ' International Movies'],\n",
       " ['Crime TV Shows', ' International TV Shows', ' TV Dramas'],\n",
       " ['Dramas', ' International Movies', ' Thrillers'],\n",
       " ['Action & Adventure', ' Cult Movies', ' International Movies'],\n",
       " ['Horror Movies', ' International Movies', ' Thrillers'],\n",
       " ['Horror Movies', ' Sci-Fi & Fantasy'],\n",
       " ['Action & Adventure'],\n",
       " ['Action & Adventure'],\n",
       " ['Documentaries', ' Sports Movies'],\n",
       " ['Action & Adventure', ' Comedies'],\n",
       " ['Comedies'],\n",
       " ['Action & Adventure', ' Comedies', ' Sci-Fi & Fantasy'],\n",
       " ['Comedies', ' Dramas', ' Independent Movies'],\n",
       " ['International TV Shows', \" Kids' TV\", ' TV Mysteries'],\n",
       " ['Action & Adventure', ' Comedies'],\n",
       " ['Action & Adventure', ' Thrillers'],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " ['Dramas', ' International Movies', ' Romantic Movies'],\n",
       " ['Action & Adventure', ' International Movies'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Comedies'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " ['Comedies', ' Dramas', ' Romantic Movies'],\n",
       " ['Dramas', ' Faith & Spirituality', ' International Movies'],\n",
       " ['International TV Shows', ' TV Comedies'],\n",
       " ['Dramas', ' Romantic Movies'],\n",
       " ['Action & Adventure', ' Classic Movies', ' Comedies'],\n",
       " ['Action & Adventure', ' Anime Features', ' International Movies'],\n",
       " ['Action & Adventure', ' Sci-Fi & Fantasy'],\n",
       " ['Comedies', ' Dramas'],\n",
       " ['Comedies', ' Romantic Movies'],\n",
       " ['Comedies'],\n",
       " ['Dramas', ' Romantic Movies'],\n",
       " ['Horror Movies'],\n",
       " ['International TV Shows', ' TV Comedies', ' TV Dramas'],\n",
       " [\"Kids' TV\"],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Anime Series', \" Kids' TV\"],\n",
       " ['Dramas', ' Romantic Movies'],\n",
       " ['Comedies', ' Romantic Movies'],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " ['Action & Adventure', ' Sci-Fi & Fantasy'],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " ['Comedies', ' Dramas', ' Independent Movies'],\n",
       " ['Action & Adventure', ' Comedies', ' Sports Movies'],\n",
       " ['Dramas', ' Thrillers'],\n",
       " ['Dramas'],\n",
       " ['Thrillers'],\n",
       " ['Action & Adventure', ' Children & Family Movies', ' Classic Movies'],\n",
       " ['Action & Adventure', ' Children & Family Movies', ' Dramas'],\n",
       " ['Children & Family Movies', ' Dramas'],\n",
       " ['Dramas'],\n",
       " ['Action & Adventure'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Horror Movies', ' Thrillers'],\n",
       " ['Action & Adventure'],\n",
       " ['Action & Adventure', ' Romantic Movies'],\n",
       " ['Action & Adventure', ' Horror Movies', ' Sci-Fi & Fantasy'],\n",
       " ['Action & Adventure', ' Horror Movies', ' Sci-Fi & Fantasy'],\n",
       " ['Action & Adventure', ' Horror Movies', ' Sci-Fi & Fantasy'],\n",
       " ['Dramas', ' International Movies', ' Thrillers'],\n",
       " ['Dramas', ' Romantic Movies', ' Sci-Fi & Fantasy'],\n",
       " ['Dramas', ' Music & Musicals', ' Romantic Movies'],\n",
       " ['Dramas'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Dramas'],\n",
       " ['Action & Adventure', ' Comedies'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Reality TV'],\n",
       " ['Anime Series', ' Crime TV Shows', ' International TV Shows'],\n",
       " ['Thrillers'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Dramas', ' International Movies', ' Thrillers'],\n",
       " ['Crime TV Shows', ' International TV Shows', ' Spanish-Language TV Shows'],\n",
       " ['British TV Shows', ' Crime TV Shows', ' Docuseries'],\n",
       " ['Anime Series', ' International TV Shows', ' Teen TV Shows'],\n",
       " [\"Kids' TV\"],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Dramas'],\n",
       " ['Anime Series', ' International TV Shows'],\n",
       " ['Comedies', ' International Movies'],\n",
       " ['Dramas', ' Independent Movies', ' International Movies'],\n",
       " ['Documentaries', ' International Movies'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Action & Adventure'],\n",
       " ['International TV Shows', ' TV Dramas', ' TV Mysteries'],\n",
       " ['Romantic TV Shows', ' TV Dramas'],\n",
       " ['Anime Series', ' International TV Shows'],\n",
       " ['International TV Shows', ' TV Dramas'],\n",
       " ['Documentaries', ' Sports Movies'],\n",
       " ['International TV Shows', ' TV Dramas'],\n",
       " ['Horror Movies'],\n",
       " ['Comedies', ' Romantic Movies'],\n",
       " ['Documentaries', ' International Movies'],\n",
       " ['Comedies', ' International Movies', ' Music & Musicals'],\n",
       " ['International TV Shows', ' Reality TV'],\n",
       " ['Reality TV', ' Romantic TV Shows'],\n",
       " ['Dramas', ' International Movies', ' Romantic Movies'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Docuseries', ' International TV Shows'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['International Movies', ' Music & Musicals', ' Romantic Movies'],\n",
       " ['Reality TV', ' TV Action & Adventure', ' TV Mysteries'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Dramas'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Dramas'],\n",
       " ['TV Action & Adventure', ' TV Dramas', ' TV Sci-Fi & Fantasy'],\n",
       " ['International TV Shows', ' TV Comedies', ' TV Dramas'],\n",
       " ['TV Comedies'],\n",
       " ['International TV Shows', ' TV Dramas'],\n",
       " [\"Kids' TV\"],\n",
       " ['Crime TV Shows', ' International TV Shows', ' TV Dramas'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Comedies'],\n",
       " ['TV Comedies', ' TV Dramas', ' Teen TV Shows'],\n",
       " ['Crime TV Shows', ' TV Dramas'],\n",
       " ['Crime TV Shows', ' International TV Shows', ' Spanish-Language TV Shows'],\n",
       " ['Action & Adventure', ' Anime Features', ' International Movies'],\n",
       " ['Action & Adventure', ' Anime Features', ' International Movies'],\n",
       " ['Action & Adventure', ' Anime Features', ' International Movies'],\n",
       " ['International TV Shows', ' Reality TV', ' Spanish-Language TV Shows'],\n",
       " ['TV Dramas'],\n",
       " ['International TV Shows', ' Reality TV', ' Romantic TV Shows'],\n",
       " ['Crime TV Shows', ' TV Dramas', ' TV Mysteries'],\n",
       " ['TV Comedies'],\n",
       " ['Crime TV Shows', ' TV Dramas', ' TV Thrillers'],\n",
       " ['Crime TV Shows', ' International TV Shows', ' TV Dramas'],\n",
       " ['Docuseries'],\n",
       " ['British TV Shows', ' Docuseries'],\n",
       " ['International TV Shows', ' TV Comedies'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Crime TV Shows', ' International TV Shows', ' Spanish-Language TV Shows'],\n",
       " ['Dramas'],\n",
       " ['International TV Shows', ' Korean TV Shows', ' TV Comedies'],\n",
       " ['Action & Adventure', ' Dramas', ' International Movies'],\n",
       " ['Comedies', ' International Movies', ' Romantic Movies'],\n",
       " ['Action & Adventure', ' Anime Features', ' Classic Movies'],\n",
       " ['Action & Adventure', ' International Movies'],\n",
       " ['International TV Shows', ' TV Comedies'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Dramas'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Comedies', ' Dramas', ' Independent Movies'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['TV Action & Adventure', ' TV Dramas', ' TV Horror'],\n",
       " ['International TV Shows',\n",
       "  ' Romantic TV Shows',\n",
       "  ' Spanish-Language TV Shows'],\n",
       " ['Dramas', ' Independent Movies', ' International Movies'],\n",
       " ['International TV Shows', ' TV Dramas', ' TV Mysteries'],\n",
       " ['Anime Series', ' International TV Shows'],\n",
       " ['Dramas'],\n",
       " ['Comedies', ' Dramas', ' Independent Movies'],\n",
       " ['International TV Shows', ' TV Dramas', ' TV Mysteries'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Documentaries', ' International Movies', ' Sports Movies'],\n",
       " ['International TV Shows', ' Spanish-Language TV Shows', ' TV Dramas'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Comedies'],\n",
       " ['Dramas', ' Independent Movies'],\n",
       " ['International TV Shows',\n",
       "  ' Romantic TV Shows',\n",
       "  ' Spanish-Language TV Shows'],\n",
       " ['Docuseries', ' Science & Nature TV'],\n",
       " ['Dramas', ' International Movies', ' Thrillers'],\n",
       " ['Action & Adventure', ' Dramas', ' International Movies'],\n",
       " [\"Kids' TV\", ' TV Comedies'],\n",
       " ['Crime TV Shows', ' International TV Shows', ' TV Thrillers'],\n",
       " ['International TV Shows',\n",
       "  ' Romantic TV Shows',\n",
       "  ' Spanish-Language TV Shows'],\n",
       " ['Documentaries'],\n",
       " ['Documentaries'],\n",
       " ['Comedies', ' Independent Movies'],\n",
       " [\"Kids' TV\"],\n",
       " [\"Kids' TV\"],\n",
       " ['Action & Adventure'],\n",
       " ['Documentaries'],\n",
       " ['Reality TV'],\n",
       " ['Documentaries'],\n",
       " ['International TV Shows', ' Spanish-Language TV Shows', ' TV Dramas'],\n",
       " ['TV Shows'],\n",
       " ['Documentaries'],\n",
       " ['Horror Movies'],\n",
       " ['Movies'],\n",
       " ['Movies'],\n",
       " ['International TV Shows', ' TV Dramas'],\n",
       " ['Movies'],\n",
       " [\"Kids' TV\"],\n",
       " ['Crime TV Shows', ' International TV Shows', ' TV Action & Adventure'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Children & Family Movies', ' Dramas', ' International Movies'],\n",
       " ['Anime Series', ' Crime TV Shows', ' TV Horror'],\n",
       " ['Anime Features', ' Documentaries'],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " ['Comedies', ' Horror Movies'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Dramas', ' Independent Movies', ' Romantic Movies'],\n",
       " ['International TV Shows',\n",
       "  ' Spanish-Language TV Shows',\n",
       "  ' Stand-Up Comedy & Talk Shows'],\n",
       " ['International Movies', ' Thrillers'],\n",
       " ['Dramas', ' Thrillers'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Reality TV'],\n",
       " ['Crime TV Shows', ' TV Action & Adventure', ' TV Comedies'],\n",
       " ['Dramas', ' Independent Movies', ' International Movies'],\n",
       " [\"Kids' TV\", ' TV Comedies'],\n",
       " ['Action & Adventure', ' Comedies', ' Sci-Fi & Fantasy'],\n",
       " ['International TV Shows',\n",
       "  ' Romantic TV Shows',\n",
       "  ' Spanish-Language TV Shows'],\n",
       " ['Dramas', ' Independent Movies'],\n",
       " ['Children & Family Movies', ' Documentaries', ' International Movies'],\n",
       " ['Dramas', ' International Movies', ' Romantic Movies'],\n",
       " ['Documentaries'],\n",
       " ['Romantic TV Shows', ' TV Comedies', ' TV Dramas'],\n",
       " ['Movies'],\n",
       " ['Movies'],\n",
       " ['Docuseries', ' Science & Nature TV'],\n",
       " ['Comedies', ' International Movies', ' Romantic Movies'],\n",
       " ['TV Action & Adventure', ' TV Dramas', ' TV Sci-Fi & Fantasy'],\n",
       " ['Comedies', ' International Movies', ' Romantic Movies'],\n",
       " ['Action & Adventure', ' International Movies'],\n",
       " ['Stand-Up Comedy'],\n",
       " ['International TV Shows', ' TV Comedies'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Documentaries', ' International Movies'],\n",
       " ['Documentaries', ' International Movies', ' Music & Musicals'],\n",
       " ['TV Shows'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Dramas'],\n",
       " ['Dramas', ' International Movies', ' Thrillers'],\n",
       " ['Dramas', ' Faith & Spirituality', ' Romantic Movies'],\n",
       " ['Dramas', ' Independent Movies', ' LGBTQ Movies'],\n",
       " ['Action & Adventure'],\n",
       " ['Comedies', ' Independent Movies', ' LGBTQ Movies'],\n",
       " ['Anime Series', ' International TV Shows'],\n",
       " ['Action & Adventure', ' Cult Movies', ' Sci-Fi & Fantasy'],\n",
       " [\"Kids' TV\"],\n",
       " ['Documentaries'],\n",
       " ['Dramas', ' Romantic Movies'],\n",
       " ['Comedies', ' International Movies', ' Music & Musicals'],\n",
       " ['Comedies', ' Dramas', ' Independent Movies'],\n",
       " [\"Kids' TV\"],\n",
       " ['Action & Adventure', ' Dramas'],\n",
       " ['Action & Adventure'],\n",
       " ['Thrillers'],\n",
       " ['British TV Shows', ' International TV Shows', ' TV Dramas'],\n",
       " ['Documentaries'],\n",
       " ['Action & Adventure', ' Dramas'],\n",
       " ['Comedies', ' Dramas', ' Romantic Movies'],\n",
       " ['Comedies', ' Romantic Movies'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['TV Comedies'],\n",
       " ['Cult Movies', ' Horror Movies'],\n",
       " ['Dramas'],\n",
       " ['Comedies', ' Dramas', ' Independent Movies'],\n",
       " ['Dramas', ' Sports Movies'],\n",
       " ['Dramas', ' Independent Movies', ' LGBTQ Movies'],\n",
       " ['Action & Adventure', ' Dramas', ' Sports Movies'],\n",
       " ['Action & Adventure'],\n",
       " ['Anime Series', ' Romantic TV Shows', ' Teen TV Shows'],\n",
       " ['Horror Movies', ' Thrillers'],\n",
       " ['International TV Shows', ' TV Comedies', ' TV Dramas'],\n",
       " ['Action & Adventure', ' Dramas', ' International Movies'],\n",
       " ['Action & Adventure', ' Dramas', ' International Movies'],\n",
       " ['Action & Adventure'],\n",
       " ['Action & Adventure', ' Comedies'],\n",
       " ['Action & Adventure', ' Classic Movies', ' Cult Movies'],\n",
       " ['Children & Family Movies'],\n",
       " ['Action & Adventure'],\n",
       " [\"Kids' TV\"],\n",
       " ['Comedies', ' Romantic Movies'],\n",
       " ['Dramas', ' International Movies', ' LGBTQ Movies'],\n",
       " ['Thrillers'],\n",
       " ['Comedies', ' Dramas', ' Independent Movies'],\n",
       " ['Comedies', ' Dramas', ' Romantic Movies'],\n",
       " ['Action & Adventure', ' Classic Movies'],\n",
       " ['International TV Shows', ' TV Dramas', ' TV Mysteries'],\n",
       " ['Dramas', ' Romantic Movies', ' Thrillers'],\n",
       " ['Horror Movies'],\n",
       " ['Comedies', ' Dramas', ' Independent Movies'],\n",
       " ['Thrillers'],\n",
       " ['Crime TV Shows', ' TV Dramas', ' TV Mysteries'],\n",
       " ['Stand-Up Comedy'],\n",
       " ['Comedies', ' International Movies'],\n",
       " ['Dramas'],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " ['TV Comedies', ' TV Dramas'],\n",
       " ['Docuseries', ' International TV Shows', ' Spanish-Language TV Shows'],\n",
       " ['International TV Shows', ' TV Action & Adventure', ' TV Dramas'],\n",
       " ['Crime TV Shows', ' International TV Shows', ' TV Dramas'],\n",
       " ['Children & Family Movies', ' Dramas', ' Faith & Spirituality'],\n",
       " ['Anime Series', ' International TV Shows'],\n",
       " ['Horror Movies', ' International Movies', ' Thrillers'],\n",
       " ['International TV Shows', ' TV Action & Adventure', ' TV Dramas'],\n",
       " ['Stand-Up Comedy'],\n",
       " ['Dramas', ' Independent Movies', ' International Movies'],\n",
       " ['Dramas', ' International Movies', ' Sports Movies'],\n",
       " ['Action & Adventure', ' Dramas', ' International Movies'],\n",
       " ['Docuseries'],\n",
       " ['Anime Series', ' International TV Shows'],\n",
       " ['Documentaries', ' International Movies'],\n",
       " ['Dramas', ' International Movies', ' Thrillers'],\n",
       " ['Children & Family Movies', ' Comedies', ' Sci-Fi & Fantasy'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Comedies'],\n",
       " ['TV Comedies', ' TV Dramas'],\n",
       " ['International Movies', ' Music & Musicals'],\n",
       " ['Dramas', ' International Movies', ' Music & Musicals'],\n",
       " ['Dramas', ' International Movies', ' Music & Musicals'],\n",
       " ['Dramas', ' International Movies', ' Music & Musicals'],\n",
       " ['Action & Adventure', ' Horror Movies'],\n",
       " ['Documentaries'],\n",
       " [\"Kids' TV\", ' TV Action & Adventure', ' TV Sci-Fi & Fantasy'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['International TV Shows', ' Spanish-Language TV Shows', ' TV Comedies'],\n",
       " ['Dramas', ' Independent Movies', ' International Movies'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Documentaries', ' International Movies', ' LGBTQ Movies'],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " ['TV Comedies'],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " ['Dramas', ' International Movies', ' Thrillers'],\n",
       " ['Action & Adventure', ' Dramas'],\n",
       " ['Thrillers'],\n",
       " ['Documentaries'],\n",
       " [\"Kids' TV\"],\n",
       " ['Crime TV Shows', ' International TV Shows', ' Spanish-Language TV Shows'],\n",
       " ['Documentaries'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Dramas', ' Independent Movies', ' Sci-Fi & Fantasy'],\n",
       " ['Dramas', ' Independent Movies', ' International Movies'],\n",
       " [\"Kids' TV\"],\n",
       " ['Dramas', ' International Movies', ' Romantic Movies'],\n",
       " ['Docuseries', ' International TV Shows'],\n",
       " ['Comedies', ' Independent Movies', ' International Movies'],\n",
       " ['Dramas', ' International Movies', ' Thrillers'],\n",
       " ['TV Dramas'],\n",
       " ['Reality TV', ' TV Horror', ' TV Thrillers'],\n",
       " ['Dramas', ' International Movies', ' Thrillers'],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " ['TV Action & Adventure', ' TV Horror', ' TV Sci-Fi & Fantasy'],\n",
       " ['International TV Shows', ' TV Dramas'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['International TV Shows', ' TV Horror', ' TV Sci-Fi & Fantasy'],\n",
       " ['Horror Movies', ' International Movies', ' Thrillers'],\n",
       " ['Comedies'],\n",
       " ['Dramas', ' Thrillers'],\n",
       " ['Anime Series', ' TV Horror', ' TV Thrillers'],\n",
       " ['Independent Movies', ' International Movies', ' Thrillers'],\n",
       " ['Dramas', ' Independent Movies', ' International Movies'],\n",
       " ['Documentaries', ' International Movies', ' Music & Musicals'],\n",
       " ['Dramas', ' Independent Movies', ' International Movies'],\n",
       " ['Dramas', ' International Movies', ' Thrillers'],\n",
       " ['TV Comedies'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Comedies'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Docuseries'],\n",
       " ['Independent Movies', ' Thrillers'],\n",
       " ['International TV Shows', ' TV Dramas'],\n",
       " ['Dramas', ' International Movies', ' Thrillers'],\n",
       " ['Action & Adventure'],\n",
       " ['Action & Adventure', ' Dramas', ' International Movies'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Documentaries'],\n",
       " ['TV Action & Adventure', ' TV Sci-Fi & Fantasy'],\n",
       " ['Dramas', ' Independent Movies', ' International Movies'],\n",
       " ['Dramas'],\n",
       " [\"Kids' TV\", ' TV Comedies'],\n",
       " ['Comedies'],\n",
       " ['Dramas', ' International Movies', ' Romantic Movies'],\n",
       " ['Documentaries'],\n",
       " ['Dramas', ' International Movies', ' Thrillers'],\n",
       " ['Action & Adventure'],\n",
       " ['Documentaries', ' Dramas'],\n",
       " ['Reality TV'],\n",
       " ['Crime TV Shows', ' Docuseries'],\n",
       " ['TV Dramas'],\n",
       " ['Crime TV Shows', ' TV Dramas'],\n",
       " ['Dramas', ' Independent Movies', ' Thrillers'],\n",
       " [\"Kids' TV\"],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " ['British TV Shows', \" Kids' TV\"],\n",
       " ['Action & Adventure', ' Dramas'],\n",
       " [\"Kids' TV\"],\n",
       " ['Action & Adventure', ' Sports Movies'],\n",
       " ['Action & Adventure', ' Horror Movies'],\n",
       " ['Action & Adventure', ' Comedies'],\n",
       " ['Comedies'],\n",
       " ['Action & Adventure'],\n",
       " ['Children & Family Movies', ' Dramas'],\n",
       " ['Dramas', ' Independent Movies'],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " [\"Kids' TV\"],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " ['Children & Family Movies', ' Comedies', ' Music & Musicals'],\n",
       " ['Children & Family Movies', ' Music & Musicals'],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " ['Dramas', ' Thrillers'],\n",
       " ['Action & Adventure', ' Dramas', ' Sports Movies'],\n",
       " ['Action & Adventure'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Action & Adventure', ' Sci-Fi & Fantasy'],\n",
       " ['Dramas', ' Thrillers'],\n",
       " ['Comedies'],\n",
       " ['Action & Adventure', ' Sci-Fi & Fantasy'],\n",
       " ['Dramas', ' International Movies', ' Sci-Fi & Fantasy'],\n",
       " ['Comedies', ' Romantic Movies'],\n",
       " ['Action & Adventure', ' Comedies'],\n",
       " ['Dramas', ' Thrillers'],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " ['Action & Adventure'],\n",
       " ['Comedies', ' Independent Movies', ' Romantic Movies'],\n",
       " ['Reality TV'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Dramas', ' Independent Movies', ' International Movies'],\n",
       " ['Crime TV Shows', ' International TV Shows', ' Spanish-Language TV Shows'],\n",
       " ['Children & Family Movies', ' Comedies'],\n",
       " ['Horror Movies'],\n",
       " ['International TV Shows', ' Spanish-Language TV Shows', ' TV Comedies'],\n",
       " ['Horror Movies', ' Thrillers'],\n",
       " ['Anime Series', ' International TV Shows'],\n",
       " ['Comedies', ' International Movies'],\n",
       " ['Docuseries', ' Science & Nature TV'],\n",
       " ['International TV Shows', ' TV Comedies', ' TV Dramas'],\n",
       " ['Dramas'],\n",
       " ['Action & Adventure', ' Sci-Fi & Fantasy'],\n",
       " ['Thrillers'],\n",
       " ['International TV Shows', ' TV Dramas', ' TV Thrillers'],\n",
       " ['Dramas', ' International Movies'],\n",
       " ['Dramas', ' Independent Movies', ' International Movies'],\n",
       " ['Action & Adventure', ' Comedies', ' Dramas'],\n",
       " ['Comedies', ' International Movies'],\n",
       " ['Comedies', ' International Movies'],\n",
       " ['Comedies', ' International Movies', ' Romantic Movies'],\n",
       " ['Comedies', ' International Movies'],\n",
       " ['Comedies', ' International Movies'],\n",
       " ['Action & Adventure', ' Comedies', ' International Movies'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Documentaries', ' International Movies', ' Music & Musicals'],\n",
       " ['Comedies', ' International Movies'],\n",
       " ['Comedies', ' International Movies', ' Romantic Movies'],\n",
       " ['Comedies', ' International Movies', ' Romantic Movies'],\n",
       " ['Comedies', ' International Movies'],\n",
       " ['International TV Shows', ' Romantic TV Shows', ' TV Comedies'],\n",
       " ['Comedies', ' International Movies'],\n",
       " ['Comedies', ' International Movies'],\n",
       " ['Dramas', ' Independent Movies', ' International Movies'],\n",
       " ['International Movies', ' Music & Musicals'],\n",
       " ['TV Action & Adventure', ' TV Dramas', ' TV Sci-Fi & Fantasy'],\n",
       " ['Dramas', ' International Movies', ' Romantic Movies'],\n",
       " ['Comedies', ' Dramas', ' International Movies'],\n",
       " ['Horror Movies', ' International Movies', ' Thrillers'],\n",
       " ['British TV Shows', ' Docuseries', ' International TV Shows'],\n",
       " ['Documentaries', ' International Movies'],\n",
       " ['Dramas', ' International Movies', ' Thrillers'],\n",
       " ...]"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "1a5cec17-9959-480c-be1b-81bac3524c62",
   "metadata": {},
   "outputs": [],
   "source": [
    "list2 = []\n",
    "for item in list1:\n",
    "    for item1 in item:\n",
    "        list2.append(item1)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "9211aa78-20d5-4fe5-8f90-f763125cee31",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Documentaries',\n",
       " 'International TV Shows',\n",
       " ' TV Dramas',\n",
       " ' TV Mysteries',\n",
       " 'Crime TV Shows',\n",
       " ' International TV Shows',\n",
       " ' TV Action & Adventure',\n",
       " 'Docuseries',\n",
       " ' Reality TV',\n",
       " 'International TV Shows',\n",
       " ' Romantic TV Shows',\n",
       " ' TV Comedies',\n",
       " 'TV Dramas',\n",
       " ' TV Horror',\n",
       " ' TV Mysteries',\n",
       " 'Children & Family Movies',\n",
       " 'Dramas',\n",
       " ' Independent Movies',\n",
       " ' International Movies',\n",
       " 'British TV Shows',\n",
       " ' Reality TV',\n",
       " 'Comedies',\n",
       " ' Dramas',\n",
       " 'Crime TV Shows',\n",
       " ' Docuseries',\n",
       " ' International TV Shows',\n",
       " 'Crime TV Shows',\n",
       " ' International TV Shows',\n",
       " ' TV Action & Adventure',\n",
       " 'Dramas',\n",
       " ' International Movies',\n",
       " 'Children & Family Movies',\n",
       " ' Comedies',\n",
       " 'British TV Shows',\n",
       " ' Crime TV Shows',\n",
       " ' Docuseries',\n",
       " 'TV Comedies',\n",
       " ' TV Dramas',\n",
       " 'Documentaries',\n",
       " ' International Movies',\n",
       " 'Crime TV Shows',\n",
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       " 'Dramas',\n",
       " ' Thrillers',\n",
       " 'TV Dramas',\n",
       " ' Teen TV Shows',\n",
       " 'Comedies',\n",
       " ' Romantic Movies',\n",
       " 'Anime Series',\n",
       " ' International TV Shows',\n",
       " 'Dramas',\n",
       " ' Independent Movies',\n",
       " ' International Movies',\n",
       " 'Action & Adventure',\n",
       " ' Sci-Fi & Fantasy',\n",
       " ' Thrillers',\n",
       " 'Dramas',\n",
       " ' Independent Movies',\n",
       " 'Comedies',\n",
       " 'Dramas',\n",
       " 'Children & Family Movies',\n",
       " ' Comedies',\n",
       " ' Dramas',\n",
       " 'Children & Family Movies',\n",
       " ' Comedies',\n",
       " 'Action & Adventure',\n",
       " ' Comedies',\n",
       " 'Children & Family Movies',\n",
       " ' Comedies',\n",
       " ' Sci-Fi & Fantasy',\n",
       " 'Comedies',\n",
       " 'Dramas',\n",
       " ' Sports Movies',\n",
       " 'Action & Adventure',\n",
       " ' Dramas',\n",
       " ' Sci-Fi & Fantasy',\n",
       " 'Action & Adventure',\n",
       " ' Comedies',\n",
       " ' Cult Movies',\n",
       " 'Comedies',\n",
       " ' Dramas',\n",
       " 'Horror Movies',\n",
       " 'Action & Adventure',\n",
       " ' Comedies',\n",
       " 'Dramas',\n",
       " ' Thrillers',\n",
       " 'Action & Adventure',\n",
       " 'Dramas',\n",
       " ' Independent Movies',\n",
       " ' Thrillers',\n",
       " 'Thrillers',\n",
       " 'Stand-Up Comedy',\n",
       " 'Comedies',\n",
       " ' Romantic Movies',\n",
       " 'TV Dramas',\n",
       " ' TV Sci-Fi & Fantasy',\n",
       " 'Dramas',\n",
       " ' International Movies',\n",
       " 'Action & Adventure',\n",
       " ' International Movies',\n",
       " ' Thrillers',\n",
       " \"Kids' TV\",\n",
       " ' TV Comedies',\n",
       " 'Dramas',\n",
       " ' Independent Movies',\n",
       " ' International Movies',\n",
       " 'British TV Shows',\n",
       " ' International TV Shows',\n",
       " ' Reality TV',\n",
       " 'Documentaries',\n",
       " ' International Movies',\n",
       " 'International TV Shows',\n",
       " ' Reality TV',\n",
       " 'British TV Shows',\n",
       " ' Crime TV Shows',\n",
       " ' Docuseries',\n",
       " 'TV Action & Adventure',\n",
       " ' TV Dramas',\n",
       " ' Teen TV Shows',\n",
       " 'Dramas',\n",
       " ' Independent Movies',\n",
       " ' International Movies',\n",
       " 'Action & Adventure',\n",
       " ' International Movies',\n",
       " 'Action & Adventure',\n",
       " ' Comedies',\n",
       " ' International Movies',\n",
       " 'Comedies',\n",
       " ' International Movies',\n",
       " ' Romantic Movies',\n",
       " 'Comedies',\n",
       " ' Romantic Movies',\n",
       " 'Anime Series',\n",
       " 'Action & Adventure',\n",
       " ' International Movies',\n",
       " 'Documentaries',\n",
       " 'Reality TV',\n",
       " 'Crime TV Shows',\n",
       " ' TV Action & Adventure',\n",
       " ' TV Sci-Fi & Fantasy',\n",
       " 'Crime TV Shows',\n",
       " ' International TV Shows',\n",
       " ' Spanish-Language TV Shows',\n",
       " 'TV Dramas',\n",
       " ' Teen TV Shows',\n",
       " 'Action & Adventure',\n",
       " ' International Movies',\n",
       " 'Thrillers',\n",
       " 'Crime TV Shows',\n",
       " ' International TV Shows',\n",
       " ' TV Comedies',\n",
       " \"Kids' TV\",\n",
       " 'Comedies',\n",
       " ' Dramas',\n",
       " ' International Movies',\n",
       " 'Stand-Up Comedy & Talk Shows',\n",
       " ' TV Comedies',\n",
       " 'Dramas',\n",
       " ' International Movies',\n",
       " ' Thrillers',\n",
       " 'Classic & Cult TV',\n",
       " ' TV Action & Adventure',\n",
       " ' TV Dramas',\n",
       " 'International TV Shows',\n",
       " ' TV Action & Adventure',\n",
       " ' TV Dramas',\n",
       " 'Action & Adventure',\n",
       " ' Dramas',\n",
       " 'Children & Family Movies',\n",
       " ' Sports Movies',\n",
       " 'Dramas',\n",
       " ' Independent Movies',\n",
       " ' International Movies',\n",
       " 'Comedies',\n",
       " ' International Movies',\n",
       " 'Action & Adventure',\n",
       " ' Horror Movies',\n",
       " ' International Movies',\n",
       " 'International TV Shows',\n",
       " ' Romantic TV Shows',\n",
       " ' TV Comedies',\n",
       " 'Horror Movies',\n",
       " ' International Movies',\n",
       " ' Thrillers',\n",
       " 'TV Action & Adventure',\n",
       " ' TV Sci-Fi & Fantasy',\n",
       " 'Anime Series',\n",
       " ' Stand-Up Comedy & Talk Shows',\n",
       " 'International TV Shows',\n",
       " ' Spanish-Language TV Shows',\n",
       " ' TV Action & Adventure',\n",
       " 'Dramas',\n",
       " ' Romantic Movies',\n",
       " 'Docuseries',\n",
       " 'Documentaries',\n",
       " 'Children & Family Movies',\n",
       " 'Children & Family Movies',\n",
       " 'Children & Family Movies',\n",
       " 'Children & Family Movies',\n",
       " 'Children & Family Movies',\n",
       " 'Children & Family Movies',\n",
       " 'Children & Family Movies',\n",
       " 'Children & Family Movies',\n",
       " 'Children & Family Movies',\n",
       " 'Children & Family Movies',\n",
       " 'Children & Family Movies',\n",
       " 'Children & Family Movies',\n",
       " 'Children & Family Movies',\n",
       " 'Children & Family Movies',\n",
       " 'Children & Family Movies',\n",
       " ' Sports Movies',\n",
       " 'Children & Family Movies',\n",
       " 'Children & Family Movies',\n",
       " 'Children & Family Movies',\n",
       " 'Children & Family Movies',\n",
       " 'Children & Family Movies',\n",
       " 'TV Dramas',\n",
       " 'Dramas',\n",
       " 'Comedies',\n",
       " ' International Movies',\n",
       " 'Anime Features',\n",
       " ' Children & Family Movies',\n",
       " ' International Movies',\n",
       " 'Dramas',\n",
       " ' International Movies',\n",
       " ' Thrillers',\n",
       " 'British TV Shows',\n",
       " ' International TV Shows',\n",
       " ' Reality TV',\n",
       " 'International TV Shows',\n",
       " ' Reality TV',\n",
       " ' Romantic TV Shows',\n",
       " 'Children & Family Movies',\n",
       " 'Comedies',\n",
       " ' Dramas',\n",
       " ' Independent Movies',\n",
       " 'Classic & Cult TV',\n",
       " ' Crime TV Shows',\n",
       " ' International TV Shows',\n",
       " 'Crime TV Shows',\n",
       " ' International TV Shows',\n",
       " ' Romantic TV Shows',\n",
       " 'Dramas',\n",
       " ' International Movies',\n",
       " ' Romantic Movies',\n",
       " 'Action & Adventure',\n",
       " 'Dramas',\n",
       " ' International Movies',\n",
       " ' Romantic Movies',\n",
       " 'Dramas',\n",
       " ' International Movies',\n",
       " ' Thrillers',\n",
       " 'Docuseries',\n",
       " ' Science & Nature TV',\n",
       " 'Horror Movies',\n",
       " ' LGBTQ Movies',\n",
       " \"Kids' TV\",\n",
       " ' TV Comedies',\n",
       " 'Comedies',\n",
       " ' International Movies',\n",
       " 'Docuseries',\n",
       " 'Dramas',\n",
       " ' Independent Movies',\n",
       " ' Thrillers',\n",
       " 'Dramas',\n",
       " 'Dramas',\n",
       " ' Romantic Movies',\n",
       " 'Dramas',\n",
       " ' Romantic Movies',\n",
       " 'Dramas',\n",
       " ' Romantic Movies',\n",
       " 'Dramas',\n",
       " ' Romantic Movies',\n",
       " 'Action & Adventure',\n",
       " ' Dramas',\n",
       " ' Romantic Movies',\n",
       " 'Comedies',\n",
       " ' Dramas',\n",
       " ' International Movies',\n",
       " 'Anime Series',\n",
       " ' International TV Shows',\n",
       " 'Comedies',\n",
       " ' Cult Movies',\n",
       " 'Documentaries',\n",
       " ' International Movies',\n",
       " ' Music & Musicals',\n",
       " 'International TV Shows',\n",
       " ' Romantic TV Shows',\n",
       " ' TV Comedies',\n",
       " 'Documentaries',\n",
       " ' International Movies',\n",
       " ' Sports Movies',\n",
       " ...]"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b1b9eda-882d-47a1-accb-8d8018c9895e",
   "metadata": {},
   "source": [
    "#### To fetch unique values "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "5e89a28b-1b10-4464-99a6-e9c1949a993f",
   "metadata": {},
   "outputs": [],
   "source": [
    "unq_list = []\n",
    "for item in list2:\n",
    "    if item not in unq_list:\n",
    "        unq_list.append(item)\n",
    "        \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "7b420219-eb97-474f-95e1-2eb8d874ba28",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Documentaries',\n",
       " 'International TV Shows',\n",
       " ' TV Dramas',\n",
       " ' TV Mysteries',\n",
       " 'Crime TV Shows',\n",
       " ' International TV Shows',\n",
       " ' TV Action & Adventure',\n",
       " 'Docuseries',\n",
       " ' Reality TV',\n",
       " ' Romantic TV Shows',\n",
       " ' TV Comedies',\n",
       " 'TV Dramas',\n",
       " ' TV Horror',\n",
       " 'Children & Family Movies',\n",
       " 'Dramas',\n",
       " ' Independent Movies',\n",
       " ' International Movies',\n",
       " 'British TV Shows',\n",
       " 'Comedies',\n",
       " ' Dramas',\n",
       " ' Docuseries',\n",
       " ' Comedies',\n",
       " ' Crime TV Shows',\n",
       " 'TV Comedies',\n",
       " ' Spanish-Language TV Shows',\n",
       " 'Thrillers',\n",
       " ' Romantic Movies',\n",
       " ' Music & Musicals',\n",
       " 'Horror Movies',\n",
       " ' Sci-Fi & Fantasy',\n",
       " ' TV Thrillers',\n",
       " \"Kids' TV\",\n",
       " ' Thrillers',\n",
       " 'Action & Adventure',\n",
       " ' TV Sci-Fi & Fantasy',\n",
       " ' Classic Movies',\n",
       " ' Horror Movies',\n",
       " ' Anime Features',\n",
       " 'Reality TV',\n",
       " ' Sports Movies',\n",
       " 'Anime Series',\n",
       " \" Kids' TV\",\n",
       " 'International Movies',\n",
       " ' Korean TV Shows',\n",
       " 'Sci-Fi & Fantasy',\n",
       " ' Science & Nature TV',\n",
       " ' Teen TV Shows',\n",
       " ' Cult Movies',\n",
       " 'Classic Movies',\n",
       " 'TV Shows',\n",
       " ' Children & Family Movies',\n",
       " ' Faith & Spirituality',\n",
       " ' LGBTQ Movies',\n",
       " 'Stand-Up Comedy',\n",
       " 'TV Action & Adventure',\n",
       " 'Movies',\n",
       " 'Stand-Up Comedy & Talk Shows',\n",
       " 'Classic & Cult TV',\n",
       " ' Stand-Up Comedy & Talk Shows',\n",
       " 'Anime Features',\n",
       " ' Documentaries',\n",
       " 'Romantic TV Shows',\n",
       " 'Cult Movies',\n",
       " 'Independent Movies',\n",
       " 'TV Horror',\n",
       " 'Spanish-Language TV Shows',\n",
       " ' Classic & Cult TV',\n",
       " 'Music & Musicals',\n",
       " 'Romantic Movies',\n",
       " 'LGBTQ Movies',\n",
       " ' Stand-Up Comedy',\n",
       " 'TV Sci-Fi & Fantasy',\n",
       " 'Sports Movies']"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unq_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "efe9aaa2-c598-402d-ac92-1fc5c2d40d43",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "73"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(unq_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89c84091-1151-4fac-b3c6-51717d81e975",
   "metadata": {},
   "source": [
    "### How many movies where made in each genre?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "2ea85e30-c7dc-4d36-8107-c78e7d7d6fd1",
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "f2382fce-bda7-4880-b25c-12d7d2968bd5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({'Documentaries': 829,\n",
       "         'International TV Shows': 774,\n",
       "         ' TV Dramas': 696,\n",
       "         ' TV Mysteries': 98,\n",
       "         'Crime TV Shows': 399,\n",
       "         ' International TV Shows': 577,\n",
       "         ' TV Action & Adventure': 128,\n",
       "         'Docuseries': 221,\n",
       "         ' Reality TV': 135,\n",
       "         ' Romantic TV Shows': 338,\n",
       "         ' TV Comedies': 461,\n",
       "         'TV Dramas': 67,\n",
       "         ' TV Horror': 64,\n",
       "         'Children & Family Movies': 605,\n",
       "         'Dramas': 1600,\n",
       "         ' Independent Movies': 736,\n",
       "         ' International Movies': 2624,\n",
       "         'British TV Shows': 253,\n",
       "         'Comedies': 1210,\n",
       "         ' Dramas': 827,\n",
       "         ' Docuseries': 174,\n",
       "         ' Comedies': 464,\n",
       "         ' Crime TV Shows': 71,\n",
       "         'TV Comedies': 120,\n",
       "         ' Spanish-Language TV Shows': 172,\n",
       "         'Thrillers': 65,\n",
       "         ' Romantic Movies': 613,\n",
       "         ' Music & Musicals': 357,\n",
       "         'Horror Movies': 275,\n",
       "         ' Sci-Fi & Fantasy': 230,\n",
       "         ' TV Thrillers': 57,\n",
       "         \"Kids' TV\": 388,\n",
       "         ' Thrillers': 512,\n",
       "         'Action & Adventure': 859,\n",
       "         ' TV Sci-Fi & Fantasy': 83,\n",
       "         ' Classic Movies': 36,\n",
       "         ' Horror Movies': 82,\n",
       "         ' Anime Features': 50,\n",
       "         'Reality TV': 120,\n",
       "         ' Sports Movies': 218,\n",
       "         'Anime Series': 176,\n",
       "         \" Kids' TV\": 63,\n",
       "         'International Movies': 128,\n",
       "         ' Korean TV Shows': 151,\n",
       "         'Sci-Fi & Fantasy': 13,\n",
       "         ' Science & Nature TV': 92,\n",
       "         ' Teen TV Shows': 69,\n",
       "         ' Cult Movies': 59,\n",
       "         'Classic Movies': 80,\n",
       "         'TV Shows': 16,\n",
       "         ' Children & Family Movies': 36,\n",
       "         ' Faith & Spirituality': 65,\n",
       "         ' LGBTQ Movies': 101,\n",
       "         'Stand-Up Comedy': 334,\n",
       "         'TV Action & Adventure': 40,\n",
       "         'Movies': 57,\n",
       "         'Stand-Up Comedy & Talk Shows': 34,\n",
       "         'Classic & Cult TV': 22,\n",
       "         ' Stand-Up Comedy & Talk Shows': 22,\n",
       "         'Anime Features': 21,\n",
       "         ' Documentaries': 40,\n",
       "         'Romantic TV Shows': 32,\n",
       "         'Cult Movies': 12,\n",
       "         'Independent Movies': 20,\n",
       "         'TV Horror': 11,\n",
       "         'Spanish-Language TV Shows': 2,\n",
       "         ' Classic & Cult TV': 6,\n",
       "         'Music & Musicals': 18,\n",
       "         'Romantic Movies': 3,\n",
       "         'LGBTQ Movies': 1,\n",
       "         ' Stand-Up Comedy': 9,\n",
       "         'TV Sci-Fi & Fantasy': 1,\n",
       "         'Sports Movies': 1})"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(list2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b010a900-49b4-4eb8-b8e9-a0237a1dd4c6",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Conclusion"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66358f3e-689e-4982-a402-28ff6e0a608a",
   "metadata": {},
   "source": [
    "### \n",
    "1) The Director column has the highest number of null values. More than 29% of the data is null.\n",
    "2) The highest number of TV Shows/Movies were released in the year 2018(1147). \n",
    "3) The lowest number of TV/Shows were released in the years; 1966, 1959, 1947, 1961 and 1925(1 respectively)\n",
    "4) The highest number of TV Shows/Movies were added in the year 2019(2016).\n",
    "5) The lowest number of TV Shows/Movies were added in the year 2010(only 1).\n",
    "6) There are 6131 movies and 2676 TV Shows in the Netflix Dataset.\n",
    "7) Rajiv Chilaka is the director with the highest number of Movies/TV Shows.\n",
    "8) There are 9 Nigerian TV Shows in the Netflix Dataset.\n",
    "9) 12 TV Shows/Movies contains Kevin Hart as cast.\n",
    "10) 6 TV Shows/Movies has only Kevin Hart as cast.\n",
    "11) There are only 8 Movies with PG-13 Ratings in The UK.\n",
    "12) Only 1 movie was Rated R after Release Year of 2016.\n",
    "13) 17 different ratings were defined by Netflix in the Dataset.\n",
    "14) The movie that has the longest duration is \"Black Mirror: Bandersnatch\"\twith a duration period of 312 minutes.\n",
    "15) The movie that has the lowest duration is \"Silent\"\twith a duration period of 3 minutes.\n",
    "16) The TV Show that has the longest duration is \"Grey's Anatomy\" with a duration period of 17 Seasons.\n",
    "17) The total of 1793 TV Shows have only 1 Season in the Dataset.\n",
    "18) The United States is the country with highest number of TV Shows(760).\n",
    "19) The United States is the country with highest number of Movies(2058).\n",
    "20) There are 17 unique Genres in the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b87847c1-3fdd-46fc-984a-df7c4c739c2e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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