Netflix EDA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "50c23eea",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c2697d65",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"netflix_titles.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "85f90413",
   "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": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "06705ebe",
   "metadata": {},
   "outputs": [
    {
     "data": {
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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",
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       "      <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": [
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c780a3dc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8807, 12)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e88e7d84",
   "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        8800 non-null   object\n",
      " 9   duration      8807 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": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "708271d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "498453f3",
   "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             7\n",
       "duration           0\n",
       "listed_in          0\n",
       "description        0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a913a34c",
   "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": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "663bcec6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "type ['Movie' 'TV Show']\n",
      "rating ['PG-13' 'TV-MA' 'PG' 'TV-14' 'TV-PG' 'TV-Y' 'TV-Y7' 'R' 'TV-G' 'G'\n",
      " 'NC-17' nan 'NR' 'TV-Y7-FV' 'UR']\n"
     ]
    }
   ],
   "source": [
    "column = ['type', 'rating']\n",
    "\n",
    "for col in column:\n",
    "    print(col, df[col].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f1a87d70",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>show_id</th>\n",
       "      <th>title</th>\n",
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       "      <th>cast</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>s1</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",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>s2</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",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>s3</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",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>s4</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",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>s5</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",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  show_id                  title         director  \\\n",
       "0      s1   Dick Johnson Is Dead  Kirsten Johnson   \n",
       "1      s2          Blood & Water              NaN   \n",
       "2      s3              Ganglands  Julien Leclercq   \n",
       "3      s4  Jailbirds New Orleans              NaN   \n",
       "4      s5           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  is_movie  \n",
       "0  As her father nears the end of his life, filmm...         1  \n",
       "1  After crossing paths at a party, a Cape Town t...         0  \n",
       "2  To protect his family from a powerful drug lor...         0  \n",
       "3  Feuds, flirtations and toilet talk go down amo...         0  \n",
       "4  In a city of coaching centers known to train I...         0  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "encoded_df = pd.get_dummies(df, columns=['type'], prefix=['type'])\n",
    "encoded_df['is_movie'] = encoded_df['type_Movie']\n",
    "encoded_df = encoded_df.drop(columns=['type_Movie', 'type_TV Show'])\n",
    "encoded_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d6bdeabb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "show_id         0\n",
       "title           0\n",
       "director        0\n",
       "cast            0\n",
       "country         0\n",
       "date_added      0\n",
       "release_year    0\n",
       "rating          0\n",
       "duration        0\n",
       "listed_in       0\n",
       "description     0\n",
       "is_movie        0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "encoded_df['director'].fillna('Unknown', inplace=True)\n",
    "encoded_df['cast'].fillna('Unknown', inplace=True)\n",
    "encoded_df['country'].fillna('Unknown', inplace=True)\n",
    "encoded_df['date_added'].fillna('Unknown', inplace=True)\n",
    "rating_mode = encoded_df['rating'].mode()[0]\n",
    "encoded_df['rating'].fillna(rating_mode, inplace=True)\n",
    "\n",
    "encoded_df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "1dd9a32f",
   "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>country</th>\n",
       "      <th>rating</th>\n",
       "      <th>duration</th>\n",
       "      <th>listed_in</th>\n",
       "      <th>description</th>\n",
       "      <th>is_movie</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Dick Johnson Is Dead</td>\n",
       "      <td>United States</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>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Blood &amp; Water</td>\n",
       "      <td>South Africa</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ganglands</td>\n",
       "      <td>Unknown</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jailbirds New Orleans</td>\n",
       "      <td>Unknown</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",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Kota Factory</td>\n",
       "      <td>India</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",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   title        country rating   duration  \\\n",
       "0   Dick Johnson Is Dead  United States  PG-13     90 min   \n",
       "1          Blood & Water   South Africa  TV-MA  2 Seasons   \n",
       "2              Ganglands        Unknown  TV-MA   1 Season   \n",
       "3  Jailbirds New Orleans        Unknown  TV-MA   1 Season   \n",
       "4           Kota Factory          India  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  is_movie  \n",
       "0  As her father nears the end of his life, filmm...         1  \n",
       "1  After crossing paths at a party, a Cape Town t...         0  \n",
       "2  To protect his family from a powerful drug lor...         0  \n",
       "3  Feuds, flirtations and toilet talk go down amo...         0  \n",
       "4  In a city of coaching centers known to train I...         0  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drops = ['show_id', 'director', 'cast', 'date_added', 'release_year']\n",
    "\n",
    "encoded_df = encoded_df.drop(columns = drops)\n",
    "encoded_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "73184e6d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "all_genres = []\n",
    "for genres in encoded_df['listed_in']:\n",
    "    all_genres.extend(genres.split(', '))\n",
    "    \n",
    "genre_series = pd.Series(all_genres)\n",
    "genre_counts = genre_series.value_counts()\n",
    "\n",
    "plt.figure(figsize=(12, 6))\n",
    "genre_counts.plot(kind='bar')\n",
    "plt.title('Genre Analysis')\n",
    "plt.xlabel('Genre')\n",
    "plt.ylabel('Frequency')\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "90f95809",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "content_type_counts = encoded_df['is_movie'].value_counts()\n",
    "\n",
    "plt.figure(figsize=(5, 5))\n",
    "labels = ['Movie', 'TV show']\n",
    "colors = ['#66b3ff', '#99ff99']\n",
    "explode = (0, 0.1)\n",
    "plt.pie(content_type_counts, \n",
    "        colors = colors,\n",
    "        autopct='%1.1f%%', \n",
    "        startangle=140,\n",
    "       explode = explode)\n",
    "plt.title('Distribution of TV Shows and Movies')\n",
    "plt.legend(labels, loc='upper right', bbox_to_anchor=(1.3,1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "3447d5c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GxsZo1qwZTE1NS7QfLy8v9OrVC2vXrsW7776LunXrwt/fH+vWrUOjRo3QrFkznDp1CosWLSoQY/369WFubo7NmzejcePGqFKlCpycnLTugZk5cyZ27dqFbt26YebMmTA3N8dXX32lDHPLmxdTnPcnEek5HU8eJyIqlryVk/JupqamYm9vL15eXjJ37ly5e/dugcc8vZJNeHi49O/fX2rXri1mZmZia2srXl5esnPnTo3H7d27Vzw8PMTMzEwAKCsD5e0v/+o2RR1L5MmqOb1795bvv/9emjZtKqamplKnTh1ZvHhxgcfHxMSIr6+vWFtbS/Xq1WXChAmye/fuAqtC3b9/X1555RWpWrWqqFQqjWOikNWszp8/L3369BG1Wi2mpqbSvHnzAqv+5K0K9d1332mU561qVNgqQU87fPiwdO3aVSwtLcXc3Fzat28vu3btKnR/xVkVKk9iYqJMnz5dmjZtKhYWFmJmZiYNGjSQcePGyfnz5zXq/vTTT9KuXTupXLmyWFpaSrdu3eT333/XqFPUc1jYylyRkZHSsWNHsbCwEADi5eWlbLt3755MnDhR6tatKyYmJmJjYyOtWrWSmTNnSnp6+nPb+/RzlZmZKWPGjJHq1asrz+vTq4Tll7cqVGHOnz8vRkZGMnLkSBERSUpKktGjR4u9vb1YWFhIp06d5PDhw+Ll5aXRJhGRrVu3SqNGjcTExEQjxme9vp9W2H4PHz4s7dq1EzMzM3F0dJR33nlHFixYIACU1cmK+/4kIv2lEnnOMipEREREZczX1xdxcXGIiYnRdShEVEY4FIqIiIheqMmTJ8PDwwPOzs64f/8+Nm/ejLCwMKxZs0bXoRFRGWJiQURERC9UTk4OZs2ahcTERKhUKjRp0gQbN27EsGHDdB0aEZUhDoUiIiIiIiKtcblZIiIiIiLSGhMLIiIiIiLSGhMLIiIiIiLSGidvF1Nubi5u374NKyurUv3YExERERGRoRERpKWlwcnJSflBy6IwsSim27dvw9nZWddhEBERERH9427cuIGaNWs+sw4Ti2KysrIC8OSPam1treNoiIiIiIhevNTUVDg7Oyvnws/CxKKY8oY/WVtbM7EgIiIiogqlOFMBOHmbiIiIiIi0xsSCiIiIiIi0xsSCiIiIiIi0xsSCiIiIiIi0xsSCiIiIiIi0xsSCiIiIiIi0xsSCiIiIiIi0xsSCiIiIiIi0xsSCiIiIiIi0xsSCiIiIiIi0VknXARi6ni6jdB3CM4XGfqPrEIiIiIioAmCPBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaU2nicWKFSvQrFkzWFtbw9raGp6envjvf/+rbBcRhISEwMnJCebm5vD29saFCxc09pGZmYkJEybAzs4OlpaWCAgIwM2bNzXqJCUlISgoCGq1Gmq1GkFBQUhOTv4nmkhEREREVCHoNLGoWbMm5s+fj5MnT+LkyZPo2rUr+vbtqyQPCxcuxOLFi7Fs2TKcOHECjo6O8PHxQVpamrKP4OBg7NixA9u2bcORI0eQnp4Of39/5OTkKHUCAwMRGRmJ0NBQhIaGIjIyEkFBQf94e4mIiIiIyiuViIiug8jPxsYGixYtwqhRo+Dk5ITg4GBMnz4dwJPeCQcHByxYsADjxo1DSkoKqlevjo0bN2Lw4MEAgNu3b8PZ2Rm//vorevTogUuXLqFJkyaIiIhAu3btAAARERHw9PTE5cuX0bBhw2LFlZqaCrVajZSUFFhbWyvlPV1GlfFfoGyFxn6j6xCIiIiIyEAVdQ5cGL2ZY5GTk4Nt27YhIyMDnp6euHbtGhITE+Hr66vUMTMzg5eXF44ePQoAOHXqFLKzszXqODk5wc3NTakTHh4OtVqtJBUA0L59e6jVaqVOYTIzM5GamqpxIyIiIiKiwuk8sTh//jyqVKkCMzMzjB8/Hjt27ECTJk2QmJgIAHBwcNCo7+DgoGxLTEyEqakpqlWr9sw69vb2BY5rb2+v1CnMvHnzlDkZarUazs7OWrWTiIiIiKg803li0bBhQ0RGRiIiIgL/+te/MHz4cFy8eFHZrlKpNOqLSIGypz1dp7D6z9vPjBkzkJKSotxu3LhR3CYREREREVU4Ok8sTE1N0aBBA7Ru3Rrz5s1D8+bN8dlnn8HR0REACvQq3L17V+nFcHR0RFZWFpKSkp5Z586dOwWOe+/evQK9IfmZmZkpq1Xl3YiIiIiIqHA6TyyeJiLIzMxE3bp14ejoiLCwMGVbVlYWDh06hA4dOgAAWrVqBRMTE406CQkJiIqKUup4enoiJSUFx48fV+ocO3YMKSkpSh0iIiIiItJOJV0e/L333oOfnx+cnZ2RlpaGbdu24eDBgwgNDYVKpUJwcDDmzp0LFxcXuLi4YO7cubCwsEBgYCAAQK1WY/To0ZgyZQpsbW1hY2ODqVOnwt3dHd27dwcANG7cGD179sQbb7yBlStXAgDGjh0Lf3//Yq8IRUREREREz6bTxOLOnTsICgpCQkIC1Go1mjVrhtDQUPj4+AAApk2bhocPH+LNN99EUlIS2rVrhz179sDKykrZx5IlS1CpUiUMGjQIDx8+RLdu3bBu3ToYGxsrdTZv3oyJEycqq0cFBARg2bJl/2xjiYiIiIjKMb37HQt9xd+xICIiIqKKxiB/x4KIiIiIiAwXEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItKaThOLefPmoU2bNrCysoK9vT369euH6OhojTojRoyASqXSuLVv316jTmZmJiZMmAA7OztYWloiICAAN2/e1KiTlJSEoKAgqNVqqNVqBAUFITk5+UU3kYiIiIioQtBpYnHo0CG89dZbiIiIQFhYGB4/fgxfX19kZGRo1OvZsycSEhKU26+//qqxPTg4GDt27MC2bdtw5MgRpKenw9/fHzk5OUqdwMBAREZGIjQ0FKGhoYiMjERQUNA/0k4iIiIiovKuki4PHhoaqnF/7dq1sLe3x6lTp9C5c2el3MzMDI6OjoXuIyUlBWvWrMHGjRvRvXt3AMCmTZvg7OyMvXv3okePHrh06RJCQ0MRERGBdu3aAQC+/vpreHp6Ijo6Gg0bNnxBLSQiIiIiqhj0ao5FSkoKAMDGxkaj/ODBg7C3t4erqyveeOMN3L17V9l26tQpZGdnw9fXVylzcnKCm5sbjh49CgAIDw+HWq1WkgoAaN++PdRqtVKHiIiIiIhKT6c9FvmJCCZPnoxOnTrBzc1NKffz88Orr76K2rVr49q1a/jggw/QtWtXnDp1CmZmZkhMTISpqSmqVaumsT8HBwckJiYCABITE2Fvb1/gmPb29kqdp2VmZiIzM1O5n5qaWhbNJCIiIiIql/QmsXj77bdx7tw5HDlyRKN88ODByv/d3NzQunVr1K5dG7t378aAAQOK3J+IQKVSKffz/7+oOvnNmzcPc+bMKWkziIiIiIgqJL0YCjVhwgTs3LkTBw4cQM2aNZ9Zt0aNGqhduzZiY2MBAI6OjsjKykJSUpJGvbt378LBwUGpc+fOnQL7unfvnlLnaTNmzEBKSopyu3HjRmmaRkRERERUIeg0sRARvP322/jxxx+xf/9+1K1b97mP+euvv3Djxg3UqFEDANCqVSuYmJggLCxMqZOQkICoqCh06NABAODp6YmUlBQcP35cqXPs2DGkpKQodZ5mZmYGa2trjRsRERERERVOp0Oh3nrrLWzZsgU///wzrKyslPkOarUa5ubmSE9PR0hICAYOHIgaNWogLi4O7733Huzs7NC/f3+l7ujRozFlyhTY2trCxsYGU6dOhbu7u7JKVOPGjdGzZ0+88cYbWLlyJQBg7Nix8Pf354pQRERERERlQKeJxYoVKwAA3t7eGuVr167FiBEjYGxsjPPnz2PDhg1ITk5GjRo10KVLF2zfvh1WVlZK/SVLlqBSpUoYNGgQHj58iG7dumHdunUwNjZW6mzevBkTJ05UVo8KCAjAsmXLXnwjiYiIiIgqAJWIiK6DMASpqalQq9VISUnRGBbV02WUDqN6vtDYb3QdAhEREREZqKLOgQujF5O3iYiIiIjIsDGxICIiIiIirTGxICIiIiIirTGxICIiIiIirTGxICIiIiIirTGxICIiIiIirTGxICIiIiIirTGxICIiIiIirTGxICIiIiIirTGxICIiIiIirTGxICIiIiIirTGxICIiIiIirTGxICIiIiIirTGxICIiIiIirTGxICIiIiIirTGxICIiIiIirTGxICIiIiIirTGxICIiIiIirTGxICIiIiIirTGxICIiIiIirTGxICIiIiIirVXSdQCkH/w7TNV1CM/0y9FPdB0CERERET0DeyyIiIiIiEhrTCyIiIiIiEhrTCyIiIiIiEhrpUosrl27VtZxEBERERGRAStVYtGgQQN06dIFmzZtwqNHj8o6JiIiIiIiMjClSizOnj0LDw8PTJkyBY6Ojhg3bhyOHz9e1rEREREREZGBKFVi4ebmhsWLF+PWrVtYu3YtEhMT0alTJzRt2hSLFy/GvXv3yjpOIiIiIiLSY1pN3q5UqRL69++Pb7/9FgsWLMDVq1cxdepU1KxZE6+//joSEhKe+fh58+ahTZs2sLKygr29Pfr164fo6GiNOiKCkJAQODk5wdzcHN7e3rhw4YJGnczMTEyYMAF2dnawtLREQEAAbt68qVEnKSkJQUFBUKvVUKvVCAoKQnJysjbNJyIiIiKi/6dVYnHy5Em8+eabqFGjBhYvXoypU6fi6tWr2L9/P27duoW+ffs+8/GHDh3CW2+9hYiICISFheHx48fw9fVFRkaGUmfhwoVYvHgxli1bhhMnTsDR0RE+Pj5IS0tT6gQHB2PHjh3Ytm0bjhw5gvT0dPj7+yMnJ0epExgYiMjISISGhiI0NBSRkZEICgrSpvlERERERPT/VCIiJX3Q4sWLsXbtWkRHR6NXr14YM2YMevXqBSOjv/OUK1euoFGjRnj8+HGx93vv3j3Y29vj0KFD6Ny5M0QETk5OCA4OxvTp0wE86Z1wcHDAggULMG7cOKSkpKB69erYuHEjBg8eDAC4ffs2nJ2d8euvv6JHjx64dOkSmjRpgoiICLRr1w4AEBERAU9PT1y+fBkNGzZ8bmypqalQq9VISUmBtbW1Ut7TZVSx26cLobHfFKsef3mbiIiIiJ5W1DlwYUrVY7FixQoEBgYiPj4eP/30E/z9/TWSCgCoVasW1qxZU6L9pqSkAABsbGwAPFnWNjExEb6+vkodMzMzeHl54ejRowCAU6dOITs7W6OOk5MT3NzclDrh4eFQq9VKUgEA7du3h1qtVuo8LTMzE6mpqRo3IiIiIiIqXKXSPCg2Nva5dUxNTTF8+PBi71NEMHnyZHTq1Alubm4AgMTERACAg4ODRl0HBwdcv35dqWNqaopq1aoVqJP3+MTERNjb2xc4pr29vVLnafPmzcOcOXOKHT8RERERUUVWqh6LtWvX4rvvvitQ/t1332H9+vWlCuTtt9/GuXPnsHXr1gLbVCqVxn0RKVD2tKfrFFb/WfuZMWMGUlJSlNuNGzeK0wwiIiIiogqpVInF/PnzYWdnV6Dc3t4ec+fOLfH+JkyYgJ07d+LAgQOoWbOmUu7o6AgABXoV7t69q/RiODo6IisrC0lJSc+sc+fOnQLHvXfvXoHekDxmZmawtrbWuBERERERUeFKlVhcv34ddevWLVBeu3ZtxMfHF3s/IoK3334bP/74I/bv319gn3Xr1oWjoyPCwsKUsqysLBw6dAgdOnQAALRq1QomJiYadRISEhAVFaXU8fT0REpKisaP+B07dgwpKSlKHSIiIiIiKr1SzbGwt7fHuXPnUKdOHY3ys2fPwtbWttj7eeutt7Blyxb8/PPPsLKyUnom1Go1zM3NoVKpEBwcjLlz58LFxQUuLi6YO3cuLCwsEBgYqNQdPXo0pkyZAltbW9jY2GDq1Klwd3dH9+7dAQCNGzdGz5498cYbb2DlypUAgLFjx8Lf379YK0IREREREdGzlSqxGDJkCCZOnAgrKyt07twZwJPfpJg0aRKGDBlS7P2sWLECAODt7a1RvnbtWowYMQIAMG3aNDx8+BBvvvkmkpKS0K5dO+zZswdWVlZK/SVLlqBSpUoYNGgQHj58iG7dumHdunUwNjZW6mzevBkTJ05UVo8KCAjAsmXLStN8IiIiIiJ6Sql+xyIrKwtBQUH47rvvUKnSk9wkNzcXr7/+Or766iuYmpqWeaC6xt+x0C3+jgURERHRP68kv2NRqh4LU1NTbN++HR9++CHOnj0Lc3NzuLu7o3bt2qUKmIiIiIiIDFupEos8rq6ucHV1LatYiIiIiIjIQJUqscjJycG6deuwb98+3L17F7m5uRrb9+/fXybBERERERGRYShVYjFp0iSsW7cOvXv3hpub23N/rI6IiIiIiMq3UiUW27Ztw7fffotevXqVdTxERERERGSASvUDeaampmjQoEFZx0JERERERAaqVInFlClT8Nlnn6EUK9USEREREVE5VKqhUEeOHMGBAwfw3//+F02bNoWJiYnG9h9//LFMgiMiIiIiIsNQqsSiatWq6N+/f1nHQkREREREBqpUicXatWvLOg4iIiIiIjJgpZpjAQCPHz/G3r17sXLlSqSlpQEAbt++jfT09DILjoiIiIiIDEOpeiyuX7+Onj17Ij4+HpmZmfDx8YGVlRUWLlyIR48e4auvvirrOImIiIiISI+Vqsdi0qRJaN26NZKSkmBubq6U9+/fH/v27Suz4IiIiIiIyDCUelWo33//HaamphrltWvXxq1bt8okMCIiIiIiMhyl6rHIzc1FTk5OgfKbN2/CyspK66CIiIiIiMiwlCqx8PHxwdKlS5X7KpUK6enpmD17Nnr16lVWsRERERERkYEo1VCoJUuWoEuXLmjSpAkePXqEwMBAxMbGws7ODlu3bi3rGImIiIiISM+VKrFwcnJCZGQktm7ditOnTyM3NxejR4/G0KFDNSZzExERERFRxVCqxAIAzM3NMWrUKIwaNaos4yEiIiIiIgNUqsRiw4YNz9z++uuvlyoYIiIiIiIyTKVKLCZNmqRxPzs7Gw8ePICpqSksLCyYWBARERERVTClWhUqKSlJ45aeno7o6Gh06tSJk7eJiIiIiCqgUiUWhXFxccH8+fML9GYQEREREVH5V2aJBQAYGxvj9u3bZblLIiIiIiIyAKWaY7Fz506N+yKChIQELFu2DB07diyTwIiIiIiIyHCUKrHo16+fxn2VSoXq1auja9eu+PTTT8siLiIiIiIiMiClSixyc3PLOg4iIiIiIjJgZTrHgoiIiIiIKqZS9VhMnjy52HUXL15cmkMQEREREZEBKVWPxZkzZ7BmzRqsXLkSBw8exMGDB7Fq1SqsWbMGZ86cUW6RkZHP3M9vv/2GPn36wMnJCSqVCj/99JPG9hEjRkClUmnc2rdvr1EnMzMTEyZMgJ2dHSwtLREQEICbN29q1ElKSkJQUBDUajXUajWCgoKQnJxcmqYTEREREVEhSpVY9OnTB15eXrh58yZOnz6N06dP48aNG+jSpQv8/f1x4MABHDhwAPv373/mfjIyMtC8eXMsW7asyDo9e/ZEQkKCcvv11181tgcHB2PHjh3Ytm0bjhw5gvT0dPj7+yMnJ0epExgYiMjISISGhiI0NBSRkZEICgoqTdOJiIiIiKgQpRoK9emnn2LPnj2oVq2aUlatWjV89NFH8PX1xZQpU4q1Hz8/P/j5+T2zjpmZGRwdHQvdlpKSgjVr1mDjxo3o3r07AGDTpk1wdnbG3r170aNHD1y6dAmhoaGIiIhAu3btAABff/01PD09ER0djYYNGxYrViIiIiIiKlqpeixSU1Nx586dAuV3795FWlqa1kHld/DgQdjb28PV1RVvvPEG7t69q2w7deoUsrOz4evrq5Q5OTnBzc0NR48eBQCEh4dDrVYrSQUAtG/fHmq1WqlTmMzMTKSmpmrciIiIiIiocKVKLPr374+RI0fi+++/x82bN3Hz5k18//33GD16NAYMGFBmwfn5+WHz5s3Yv38/Pv30U5w4cQJdu3ZFZmYmACAxMRGmpqYaPScA4ODggMTERKWOvb19gX3b29srdQozb948ZU6GWq2Gs7NzmbWLiIiIiKi8KdVQqK+++gpTp07FsGHDkJ2d/WRHlSph9OjRWLRoUZkFN3jwYOX/bm5uaN26NWrXro3du3c/M4EREahUKuV+/v8XVedpM2bM0Fj9KjU1lckFEREREVERSpVYWFhY4Msvv8SiRYtw9epViAgaNGgAS0vLso5PQ40aNVC7dm3ExsYCABwdHZGVlYWkpCSNXou7d++iQ4cOSp3Chm3du3cPDg4ORR7LzMwMZmZmZdwCIiIiIqLySasfyMtbqcnV1RWWlpYQkbKKq1B//fUXbty4gRo1agAAWrVqBRMTE4SFhWnEFBUVpSQWnp6eSElJwfHjx5U6x44dQ0pKilKHiIiIiIi0U6oei7/++guDBg3CgQMHoFKpEBsbi3r16mHMmDGoWrUqPv3002LtJz09HVeuXFHuX7t2DZGRkbCxsYGNjQ1CQkIwcOBA1KhRA3FxcXjvvfdgZ2eH/v37AwDUajVGjx6NKVOmwNbWFjY2Npg6dSrc3d2VVaIaN26Mnj174o033sDKlSsBAGPHjoW/vz9XhCIiIiIiKiOl6rH497//DRMTE8THx8PCwkIpHzx4MEJDQ4u9n5MnT8LDwwMeHh4Anvyit4eHB2bNmgVjY2OcP38effv2haurK4YPHw5XV1eEh4fDyspK2ceSJUvQr18/DBo0CB07doSFhQV27doFY2Njpc7mzZvh7u4OX19f+Pr6olmzZti4cWNpmk5ERERERIUoVY/Fnj178L///Q81a9bUKHdxccH169eLvR9vb+9nDp/63//+99x9VK5cGV988QW++OKLIuvY2Nhg06ZNxY6LiIiIiIhKplQ9FhkZGRo9FXn+/PNPTngmIiIiIqqASpVYdO7cGRs2bFDuq1Qq5ObmYtGiRejSpUuZBUdERERERIahVEOhFi1aBG9vb5w8eRJZWVmYNm0aLly4gPv37+P3338v6xiJiIiIiEjPlarHokmTJjh37hzatm0LHx8fZGRkYMCAAThz5gzq169f1jESEREREZGeK3GPRXZ2Nnx9fbFy5UrMmTPnRcREREREREQGpsQ9FiYmJoiKioJKpXoR8RARERERkQEq1VCo119/HWvWrCnrWIiIiIiIyECVavJ2VlYWVq9ejbCwMLRu3RqWlpYa2xcvXlwmwRERERERkWEoUWLxxx9/oE6dOoiKikLLli0BADExMRp1OESKiIiIiKjiKVFi4eLigoSEBBw4cAAAMHjwYHz++edwcHB4IcEREREREZFhKNEcCxHRuP/f//4XGRkZZRoQEREREREZnlJN3s7zdKJBREREREQVU4kSC5VKVWAOBedUEBERERFRieZYiAhGjBgBMzMzAMCjR48wfvz4AqtC/fjjj2UXIRERERER6b0SJRbDhw/XuD9s2LAyDYaIiIiIiAxTiRKLtWvXvqg4iIiIiIjIgGk1eZuIiIiIiAhgYkFERERERGWAiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWlNp4nFb7/9hj59+sDJyQkqlQo//fSTxnYRQUhICJycnGBubg5vb29cuHBBo05mZiYmTJgAOzs7WFpaIiAgADdv3tSok5SUhKCgIKjVaqjVagQFBSE5OfkFt46IiIiIqOLQaWKRkZGB5s2bY9myZYVuX7hwIRYvXoxly5bhxIkTcHR0hI+PD9LS0pQ6wcHB2LFjB7Zt24YjR44gPT0d/v7+yMnJUeoEBgYiMjISoaGhCA0NRWRkJIKCgl54+4iIiIiIKopKujy4n58f/Pz8Ct0mIli6dClmzpyJAQMGAADWr18PBwcHbNmyBePGjUNKSgrWrFmDjRs3onv37gCATZs2wdnZGXv37kWPHj1w6dIlhIaGIiIiAu3atQMAfP311/D09ER0dDQaNmz4zzSWiIiIiKgc09s5FteuXUNiYiJ8fX2VMjMzM3h5eeHo0aMAgFOnTiE7O1ujjpOTE9zc3JQ64eHhUKvVSlIBAO3bt4darVbqEBERERGRdnTaY/EsiYmJAAAHBweNcgcHB1y/fl2pY2pqimrVqhWok/f4xMRE2NvbF9i/vb29UqcwmZmZyMzMVO6npqaWriFERERERBWA3vZY5FGpVBr3RaRA2dOerlNY/eftZ968ecpkb7VaDWdn5xJGTkRERERUcehtYuHo6AgABXoV7t69q/RiODo6IisrC0lJSc+sc+fOnQL7v3fvXoHekPxmzJiBlJQU5Xbjxg2t2kNEREREVJ7pbWJRt25dODo6IiwsTCnLysrCoUOH0KFDBwBAq1atYGJiolEnISEBUVFRSh1PT0+kpKTg+PHjSp1jx44hJSVFqVMYMzMzWFtba9yIiIiIiKhwOp1jkZ6ejitXrij3r127hsjISNjY2KBWrVoIDg7G3Llz4eLiAhcXF8ydOxcWFhYIDAwEAKjVaowePRpTpkyBra0tbGxsMHXqVLi7uyurRDVu3Bg9e/bEG2+8gZUrVwIAxo4dC39/f64IRURERERURnSaWJw8eRJdunRR7k+ePBkAMHz4cKxbtw7Tpk3Dw4cP8eabbyIpKQnt2rXDnj17YGVlpTxmyZIlqFSpEgYNGoSHDx+iW7duWLduHYyNjZU6mzdvxsSJE5XVowICAor87QwiIiIiIio5lYiIroMwBKmpqVCr1UhJSdEYFtXTZZQOo3q+0NhvilXPv8PUFxyJdn45+omuQyAiIiKqcIo6By6M3s6xICIiIiIiw8HEgoiIiIiItMbEgoiIiIiItMbEgoiIiIiItMbEgoiIiIiItKbT5WaJXoTefWbrOoRn2r1rjq5DICIiIipz7LEgIiIiIiKtMbEgIiIiIiKtMbEgIiIiIiKtMbEgIiIiIiKtcfI2kZ7qHvihrkN4pr1bPtB1CERERKRH2GNBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERa0+vEIiQkBCqVSuPm6OiobBcRhISEwMnJCebm5vD29saFCxc09pGZmYkJEybAzs4OlpaWCAgIwM2bN//pphARERERlWt6nVgAQNOmTZGQkKDczp8/r2xbuHAhFi9ejGXLluHEiRNwdHSEj48P0tLSlDrBwcHYsWMHtm3bhiNHjiA9PR3+/v7IycnRRXOIiIiIiMqlSroO4HkqVaqk0UuRR0SwdOlSzJw5EwMGDAAArF+/Hg4ODtiyZQvGjRuHlJQUrFmzBhs3bkT37t0BAJs2bYKzszP27t2LHj16/KNtISIiIiIqr/S+xyI2NhZOTk6oW7cuhgwZgj/++AMAcO3aNSQmJsLX11epa2ZmBi8vLxw9ehQAcOrUKWRnZ2vUcXJygpubm1KHiIiIiIi0p9c9Fu3atcOGDRvg6uqKO3fu4KOPPkKHDh1w4cIFJCYmAgAcHBw0HuPg4IDr168DABITE2Fqaopq1aoVqJP3+KJkZmYiMzNTuZ+amloWTSIiIiIiKpf0OrHw8/NT/u/u7g5PT0/Ur18f69evR/v27QEAKpVK4zEiUqDsacWpM2/ePMyZM6eUkRNRnpfHfajrEJ7r8MoPdB0CERGRwdP7oVD5WVpawt3dHbGxscq8i6d7Hu7evav0Yjg6OiIrKwtJSUlF1inKjBkzkJKSotxu3LhRhi0hIiIiIipfDCqxyMzMxKVLl1CjRg3UrVsXjo6OCAsLU7ZnZWXh0KFD6NChAwCgVatWMDEx0aiTkJCAqKgopU5RzMzMYG1trXEjIiIiIqLC6fVQqKlTp6JPnz6oVasW7t69i48++gipqakYPnw4VCoVgoODMXfuXLi4uMDFxQVz586FhYUFAgMDAQBqtRqjR4/GlClTYGtrCxsbG0ydOhXu7u7KKlFERERERKQ9vU4sbt68iddeew1//vknqlevjvbt2yMiIgK1a9cGAEybNg0PHz7Em2++iaSkJLRr1w579uyBlZWVso8lS5agUqVKGDRoEB4+fIhu3bph3bp1MDY21lWziIiIiIjKHb1OLLZt2/bM7SqVCiEhIQgJCSmyTuXKlfHFF1/giy++KOPoiIiIiIgoj0HNsSAiIiIiIv3ExIKIiIiIiLTGxIKIiIiIiLTGxIKIiIiIiLTGxIKIiIiIiLTGxIKIiIiIiLTGxIKIiIiIiLSm179jQUSkT9pN/lDXITzTscUf6DoEIiKqwNhjQUREREREWmOPBRFRBdPygzm6DuGZTn84W9chEBFRKbDHgoiIiIiItMYeCyIiMkjNF4boOoTnOjstRNchEBH9Y9hjQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWuPkbSIiIh1r/ZV+/7jhyfH6/eOQRKQf2GNBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaq6TrAIiIiKh88N02Q9chPNOeIfN0HQJRucYeCyIiIiIi0lqFSiy+/PJL1K1bF5UrV0arVq1w+PBhXYdERERERFQuVJihUNu3b0dwcDC+/PJLdOzYEStXroSfnx8uXryIWrVq6To8IiIi0iOjQyfrOoRnWtNzsa5DICqgwvRYLF68GKNHj8aYMWPQuHFjLF26FM7OzlixYoWuQyMiIiIiMngVosciKysLp06dwrvvvqtR7uvri6NHjxb6mMzMTGRmZir3U1JSAACpqaka9R7nZpVxtGXr6XiLkv048/mVdKi47QCA7Ozy0ZbH2Y9ecCTaKXY7svS7HUDx25KTqd9tqXDteKTf73WgBG15qN9tKfb7/UH5aAcAZGWUn7YQaSPvtSYiz68sFcCtW7cEgPz+++8a5R9//LG4uroW+pjZs2cLAN5444033njjjTfeeKvwtxs3bjz3nLtC9FjkUalUGvdFpEBZnhkzZmDy5L/HV+bm5uL+/fuwtbUt8jHaSk1NhbOzM27cuAFra+sXcox/QnlpB1B+2sJ26J/y0pby0g6g/LSF7dA/5aUtbIf++SfaIiJIS0uDk5PTc+tWiMTCzs4OxsbGSExM1Ci/e/cuHBwcCn2MmZkZzMzMNMqqVq36okLUYG1tbfAvdKD8tAMoP21hO/RPeWlLeWkHUH7awnbon/LSFrZD/7zotqjV6mLVqxCTt01NTdGqVSuEhYVplIeFhaFDhw46ioqIiIiIqPyoED0WADB58mQEBQWhdevW8PT0xKpVqxAfH4/x48frOjQiIiIiIoNXYRKLwYMH46+//sJ//vMfJCQkwM3NDb/++itq166t69AUZmZmmD17doEhWIamvLQDKD9tYTv0T3lpS3lpB1B+2sJ26J/y0ha2Q//oW1tUIsVZO4qIiIiIiKhoFWKOBRERERERvVhMLIiIiIiISGtMLIiIiIiISGtMLIiIqFAZGRm6DoGI/gFpaWm6DoHKCSYWVGHl5ubqOgQivfXHH39g5MiRSEtLQ05Ojq7DoXy45gqVpYSEBHh7eyMiIkLXoVA5wMSCiuXu3bu4deuWrsPQWnJyMmJjY3Hr1i0YGfHlT2Xrxo0bCA0N1XUYZeLixYvYuXMncnNzYWxsrOtwtGbIJ+M3b97E9u3b8eGHHwIAVCqVjiMiALh16xa2bNmC1atX4/79+7oOp9Ti4+MRHx+Pq1evAjDsi26G/D4vL3hm9QI9/eY01Bf89evX0aJFC8yaNUv54DFE0dHRGDZsGIKDgzFnzhxdh1PmDPX1lZOTg6ysLF2HobXz58/Dzc0Ny5cv13UoZaJx48aoWbMm/vzzT12HUmqpqamIj4/HjRs3DPZk/MKFC+jfvz/27duH27dv6zqcMmOon1d5Lly4AH9/f/z666+IjY2FjY2NrkMqtXbt2qFfv3744IMPkJaWZrAX3eLi4rB+/Xrk5uYadHKUnyG+Twzz1WMAoqKi0K9fPxw6dAg3b94E8PdVJkN7oZw+fRqJiYmIj4/H559/jj/++EPXIZXY+fPn8fLLL8PV1RVz587FqlWrADz5IDK05wN4EvfSpUvx8ccfY+fOnQAM8ypmdHQ03nzzTfj6+mLatGm4fPmyrkMqlbNnz8LT0xMtW7ZEeHg4du/ereuQtFavXj0AMNgemOjoaIwYMQKTJ0/GkiVLABjeZ+/FixfRqVMndO3aFbNmzcKKFSsAADt37sTFixd1HF3J3b9/HzExMYiJiTHIz6s8Fy5cwMsvvwwfHx8sWbIECxYsAADs2rULZ86c0XF0JZN3Aj5y5EiYmZkp3yeGdmJ+/vx5NG7cGB999BGMjIxgZGRkcO/3PCkpKUhMTMTt27cN830i9EL0799fVCqVeHp6ysCBA2XOnDmSnp4uOTk5IiLKv4bgypUr0rNnT5k7d640a9ZM3n77bbl165auwyq269evS4MGDWTKlCka5fPnzxdzc3PZtGmTjiIrnbNnz4qzs7N06tRJ6tWrJxYWFrJy5Updh1Vi586dk+rVq8vQoUNlypQpYmdnJ1OnTtV1WCV29uxZMTc3l5kzZ0pycrJ07NhRJk2aJCIijx8/1m1wJXDjxg25deuWpKenK2W9evWS2bNn6y6oUjp37pzY29tLcHCwHD16VCm/ffu2iIjk5ubqKrRiu3//vnTq1EnGjx+vUT537lxRqVTi6uoqly5d0lF0JRcVFSWtW7eWRo0aiUqlklmzZsmdO3d0HVaJ/fXXX9K5c2eZMGGCxuto/vz5olKppGvXrnL69GkdRlgyeeciWVlZ4u3tLb6+vjqOqOQiIyPFwsJChgwZInXq1JElS5boOqRSu3Dhgrz88svSpEkTsba2ljVr1ug6pBJjYvGC7Nq1S6ZPny779u2Tb7/9Vl566SXp3bu3jB8/Xm7duiWZmZm6DrFYHj9+LFevXhV3d3dJS0uTL774Qlq2bCnTpk0Tb29vCQ4O1nWIz7V69Wrx8vKSuLg45Ytg3rx5YmVlJf3795fKlSsbTHJx9uxZsbCwkHfffVcyMzMlMjJSmjZtKm5ubnLnzh2DSVivXbsm9erVkxkzZihlS5YskaCgIMnIyNCoq88ngefPnxeVSiXvv/++UpaXsN64cUOHkZVMenq6NGnSRGrWrCkODg7St29fmT17tgQEBEjnzp01kg19FxcXJ3Xq1Cn0QkKlSpXkv//9r4jo9+tK5Mlrq2nTpnLgwAGl7LvvvpPKlSvLDz/8IF5eXuLq6ioXL17UXZDFFBkZKZaWlvLOO+/Ivn37ZNasWWJsbCxbt27VdWgldvHiRalfv77s379f+bxdsWKFmJiYyPLly8XHx0d69eolp06d0nGkhbt06ZJ88sknEh4eXmDb0aNHpVq1avL999/rILLSyUsqZs6cKbm5udK/f3/p06eP5OTk6P17/GlnzpyRKlWqyOTJk2XTpk0yatQoMTIykn379uk6tBJhYvGCxMTESP369ZUPzszMTPnhhx/ExMREXF1dZeLEibJ3714dR1l8AQEBygflypUrxc7OTqpUqSI//PCDjiN7vqFDh0q7du2U+8nJyTJnzhzZs2ePiIjMmjVLTExMZP369boKsVji4+PFzs5OXn31VY3yrl27yksvvSQJCQkGkbDm5OTI119/LRMnTpQ///xTKX/77belZcuW0rhxYwkKCpLVq1frMMrny8zMlPj4ePnwww9F5O8T1Xv37knz5s1l+vTpBtNjkdeWqKgo2bBhg8ybN086duwoHh4eUqlSJfn555/l4cOHug6zWJYuXSo9evTQ6FWdP3++WFlZiY+Pj5ibmxtEcrF9+3YxMzNTEtTc3Fw5ceKEcjU8PT1dOnXqJLVq1ZLExERdhvpMFy9eFBMTE5k7d65SdvnyZVGr1TJkyBClLO+50Pf3zMaNG8XY2FjjtXPjxg357bffRORJQtitWzdp27at3l1cePTokaxatUqqVKkitWrVknHjxsnvv/+ubE9ISJAOHTrIhAkTRET/R1bExsYWuLATGhoqKpVK/ve//+kwspK7ePGimJqayoIFC5SygwcPSuXKlTV68g1h1AsTizKSnZ0tIk+e7LwnfPny5dKyZUul+33o0KHi4uIi//nPf2To0KGiUqlk1KhR8ujRI53FXVw9evSQzz77TERERo0aJdbW1tKoUSOZMmWKxMbG6ji6wuXm5kpWVpa8/vrr0rVrVxH5+3l6+iTJy8tLevXqpddv1mvXrkmbNm0kICBAjhw5IiJ/D4to3ry5+Pr6Svfu3eX999+X48ePS2pqqo4jLtqtW7c0hgvMmTNHTE1NZd68ebJq1Sp55ZVXpEOHDhIVFaXDKIt29epV6d+/v4gUfnI6ZswYadGihWRlZRVZRx9cv35dkpKSCt2Wd4I3duxYsbS0lG3bthnEZ1VAQID4+Pgo9+/cuaNcyElPT5dJkyaJqamp/PrrrzqM8vl++eUXMTIykuPHjxfYlvd62r59u7Ro0ULvTmDzmz59uqhUKo0r+B9++KGoVCrp0qWLLFiwQH7++WeDGdZ1+PBhMTMzUy6q5X9v531/rFq1Stq0aSMJCQk6ibEwkZGR0rVrV3n06JFERUXJ119/LXXq1JEGDRrIyy+/LAcPHpScnBzZsWOHVKpUSc6fP6/rkJ8rOztbYxhwTk6OPHr0SHr16iWBgYEFer/1VXZ2towcOVJUKpXExcUp5SEhIaJSqaRfv36yceNGOXz4sPz11186jLR4mFiUgUuXLskrr7wiFy5cEJG/v5DPnj0r3bp1k/Pnz8vIkSPFwcFBzp49KyJPrhwcOHBArz5MU1JSCgx5yPugXLp0qXz11Vfyr3/9S5ycnCQ6OlqWLVsmderUkenTpysnUPog76p9XhLxxRdfiEqlkoMHD4rIky+C/N2kGRkZMmzYMJk7d67engDmiYmJkZ49e0pAQICMGTNGqlevLj/88IPcuXNHfvvtN1m1apU0bNhQnJycpH379nr1vIgUfoL98OFDef/99zVO9C5evCiVKlXS2y75Xbt2iZmZmaSkpGiU57Xv+vXrYmtrKwsXLtRFeMWSmpoqHTp0kMmTJ4vI34m4iEhiYqLG3IQxY8ZI1apVZd26dXqfXPTq1UsGDhwoIn9/FudPspOTk8XDw0MCAgL0+v3+8OFDady4sbRr1055XvI+2/LinjRpkrzyyit6OVQt7wQpKytLAgMDxdLSUmJiYuTzzz8XtVotS5YskaVLl0pwcLA4OztLo0aNxMvLS7799lsdR/5sN27cEHt7ewkICNA4CcxvypQp8uqrr+rNxZ3IyEgxNTWV9957T6M8NTVVNm/eLD169JDq1atLx44dZeHChdK6dWu9+15/2rNi++STT8TOzk6uX78uIvp9dT8vxqtXr4qfn584OztLUlKSLF++XKytrSUkJERmzpwpw4YNEysrK+nUqZMMHDhQIiIidBx50ZhYaCk9PV08PT1FpVJJz549lcQhz/Dhw0WlUknNmjU1rgDo2xfahQsXxNPTU5YvX17ol9SWLVtEpVJJjRo15OTJk0r5ihUr5OrVq/9kqM8UHR2t9FD4+/vLzZs3JSkpSVq3bi3Vq1cvdFzpzJkzpXbt2nLlyhUdRFxy0dHRypCORYsWFdielpYmR48e1avnJX/SWthrP+8EMDc3V3Jzc+WPP/4QT0/PQp8vfXDlyhWpX79+oa+Z3NxcefDggQwfPlz8/PzkwYMHevd+F3nyNx8wYIB07NhRozwuLk5q1qwpK1eu1BiWMnjwYHnppZf05mQpT3x8vHz99deyZMkSOXr0qKxfv16MjIzk8OHDSp38FxLS0tJk8ODBejfB8+khQDk5ObJ8+XKpWrWqdOnSRR48eKBsu3//vrz77rtSrVo1vezVe/TokbRr107q1aunXMh59dVXxcjISCpXrlygFyYmJkZ+/fVX8fX1lZiYGB1FXXzff/+9mJqaSlBQkHJBUeTJ59w777yjV89L/sUl8nu61/67776TCRMmiLm5uahUKunYsaNeDn98VpKQ9x7Pzs6WZs2ayahRo/6psErl0aNH0rZtW2nQoIGIPEkyunfvLlWqVBELCws5c+aMRv2IiAhZuXKltGzZUm9HiogwsdBaenq6vPbaa1K3bl15/fXXlR6KPDExMdKmTRtlGJE+un79uri7u4u1tbU0a9ZMvvnmmwIngffv35dPPvlEeaHr4xWAM2fOSLVq1SQwMFD69+8vdevWFWdnZ/nrr78kLCxM3NzcxNraWpYtWya///67bN++XRnWZUireIg8ObH19fUVPz8/jROovF4affK8pFWkYLIxc+ZM8fDw0Nux47m5uVK/fn1ZtmxZkXX27dsnKpVKLyfe5f29o6OjxcrKSr766isReXI11srKSsaNG1fomPe8YZ364uzZs1KnTh1p0aKFVKlSRdRqtYwYMUK6du0qHh4ehSam77//vtSrV09vEu/r169LcnKyRlne+zgjI0Pmz58vdnZ2UqNGDZk0aZIMHz5cevXqJTVq1NDbz63c3Fw5fPiwNG3aVFq1aiW5ubmSnZ0t//rXv8TExEROnDghIk9eW/qYdD/P48eP5auvvpJKlSpJo0aNZNSoUTJu3Djx9/cXR0dHvXleLl26JEZGRkqvZJ5Vq1bJzp07NYZu57l8+bLMmjVLLl++/E+GWiwxMTHyxRdfyN27d59ZLycnR/kO0eeVx/LeJ02aNJE2bdqIyJMLOwMGDBBbW1v5448/ROTJ50H+50kfz7/yY2Khhbwn9/Tp01KzZk2ZNGmS9OnTR7p3764kF6mpqeLn56cxSU2f5OTkyFdffSW9e/eWS5cuybBhw6Rhw4YayUUefTxpzRMVFSWVK1eWjz76SESetOvw4cNiZWUl06dPF5Enk7oCAwOVq2aurq7i5+dnEGNJC5M3LKpHjx7KnAt986yktTBRUVHy3nvvibW1dYHeP10q6VKsubm58ujRIwkKCtLLL2iRJzEmJyfLgAED5LXXXpPs7Gz57bffZPLkyQW+uPL3KOmLvBXSpk+fLvfv35fw8HAZMWKE1KlTR8aPHy8uLi5Sq1Yt2bhxo1y4cEF27dolY8aM0asLCYUNR8v7WycmJsqFCxckOztbDh48qCxC0bFjR/nggw/0/sp+Tk6OhIeHi6urq5JcPH78WAYNGiSWlpbKpOH8rzV9en0VR0REhAwYMECaN28unTp1knfffVevriT/+uuvolKpZPbs2crY/AULFoiRkZHGpO08+jwxOCYmRqpWrSoqlUo+/PDDIueG5bl9+7aoVCq965nMk/daz83NVd4n+ZMLHx8fcXZ2Vr4/9Pn862lMLEoh/4TM3NxcSUtLkwkTJsiKFStk9+7d0rVrV+nevbtyYhQRESEqlUpvx4tfunRJfvrpJ+X+0KFDpVGjRvLNN99IWlpagfr6tmpHcnKydO7cWRwdHTXKc3JypE2bNjJt2jSN8osXL8rRo0clPj6+0PYZkpiYGPH395f27dvr3bCh4iSt+U8k4uPj5dVXX5VWrVpJZGSkrsIuQJulWPMPX9G1R48eKZ9d+U8cvvvuO1GpVHqbnBamqBXSfvjhB7GxsZGoqCj58ccfxc/PT1QqlVhaWoqrq6vGRR998LzhaF9++aVGeWpqqt6efCckJBT4DMrKypJjx45J/fr1pWXLlsqwqMGDB0vVqlWVeW+GTN++D5+2efNmUalU8vHHH8vs2bPF1tZWwsLCdB1WiaSlpcnrr78uI0eOlAULFijJ0vMWnggJCdGreawimnND8j6Hi0oufH19pV69ehrD7QwBE4sSunz5srzyyivy888/a5yULlmyRGrXri1paWkSFhYmPj4+0r17dzl37pzk5uZKYGCg3o7hL+yLaujQoQVOArds2aKXqyw8fPhQPvvsM2nXrp289tprSoyxsbFibm4uGzdu1HGEL1be4gF5k8D0SUmT1osXL+rdjy+Wh6VYL126JN26dZP33nuvwBXV7Oxs6dmzp8Z7R9/lXyEt/1DA33//XapUqaIM2czIyJCTJ0/K7t27JTo6usCQI10qyXA0fU0m8sTHx4utra2oVCrx9vaWGTNmyL59+5T5OMePH5cWLVpI8+bNlZ4LPz8/eemll/Qq+S6N/M+NPj1P+WPZsGGDqFQqUalUBrFE/NP+/PNPWbp0qWzfvl1ERL7++mtRqVQSEhLyzJ4LfZt8HhcXJ8HBwRq98fmTi4iICGnUqJH07NlTRJ58H3bs2FHc3NwkKytLr15fz8LEogRSUlKUidpqtVrefPNNeeedd5Qne9iwYTJv3jwReTK5q1evXtKmTRu5ceOG3v2+QFFXWfKXDxs2TBo1aiSrV69WViCKj4//p0Islry//cOHD2XVqlXSqlUrGTVqlMTGxkrt2rXlzTff1HGE/wx9e33lKW7SumnTJr1b2aa8LMUaFRUlffv2lQ4dOkjbtm2VH1jMvwrX4sWLpUaNGsqcFn0cCvG0vKGAvr6+cvHiRUlNTRV7e3uNNd/1/Yu4JMPR9FlcXJy0aNFCGjZsKK1bt5bhw4dL5cqVpUWLFjJs2DDZvn27fPvtt+Li4iLdunUTkSfvoZs3b+o48vItb1SFiMiPP/6o/OZD/t8PMhRPz7dbtWpVgZ6LnJwcvV56+dy5c1K3bl0ZP368xuT+/L9+/vPPP0ujRo3kl19+EZEnQz717bzreZhYlMCjR4/ks88+k969e4uHh4csX75cunfvLh4eHjJz5kx57bXXZMSIEUr9rVu3Sr9+/fTqSnJhEwWf/gLLn+UPGzZMVCqVVKlSRe9+SfTpcd8PHz5UVkwwMjKSN954Q0Sk0Alq9M97XtKqT++T8rIUa2RkpKhUKvn0009F5Mn7f9GiReLh4SHVqlWT/v37y//+9z/JyMiQ1q1bG1wiHhMTI35+fuLl5SXVqlWT4OBgZZs+vufL03C0p8XGxkr//v2lb9++EhERIdevX5etW7dKx44dpW3btmJubi5ubm6iUqlkwIABug63Qsj/+1oiIuvWrROVSiXvvvuuQSYXIprfIytXrlR6LhITE2XKlCkyZMgQve4FO3PmjLRs2VLGjBlTaHKRlpYmtWrV0vihPEPDxKKY8k5eHzx4ICtWrJCXX35ZgoKCRORJN+PEiROVrsb83Vz6NIb/WRMF7927J8eOHVPq5pVPnDhRbGxs9GqM37NWUXn48KGsWbNGmjdvrlwBzL+d/lmGnLQa+lKsFy5ckMqVK8usWbMKbLt27ZqEhoZK69atxcXFRZo2bSqdO3eWZs2aKSuRGIqYmBjp2rWr1K5dWw4dOqSU61tvRXkbjlaYy5cvS48ePcTHx0djSdmkpCTZsGGDzJw5U1q2bKk3k+fLi/j4+AK/Jp/3+XT16lXp3r27Mlxz06ZNYmJiIhMmTJD79+/rJmAt5V9NbNWqVWJiYiLu7u5ibGxcYIlWfXT69Gkluch/bpWdnS0PHjyQ3r17y9atW0VE/z7HioOJRTE8fWX8wYMHsnLlSmWd5LyT1j179iiTovTxallxTpbyyxuXqU8nfc9bReXcuXOSnZ2tDIsaNmyY3g4TKo/yfwgaYtIqUj6WYj1//rzY2dlJ48aNlbKnlywUeTIHISwsTEaPHi0qlUqqVaumt0v8PktsbKxer5BWXoejFSYmJkZ69OghPXr0KHRyNi/ylK1z586JtbW1+Pv7K2V5r524uDhxdnaWwMBAjc+q1atXS9WqVfV6Kdb88l84zL94Tp6OHTuKra2tnDt3TifxlUZecjFy5Egl0c7MzJRZs2ZJ7dq1i/zxRUPAxOIZinNlvEWLFjJkyBC9myT0tJKcLOV58OCBXg1PEXl+crRixQoRefL8rF69WurXry+jR4/WRagVRkpKily/fl1jHGjel5ghJa35GfJSrJGRkWJhYSHe3t7i5OQkEydOVLblP7l4uh1HjhzR6/HJz6OvK6SV9+Fohcm/FHZhy5pS2YiMjBRLS0vx9vYWW1tbZVy+yJPREl27dpWxY8dqLAKQ9/+UlBSdxPws9+/fl/Pnz8ulS5eUz6e8c65r165JQECAxvCh7OxsZbSIPi1PXlyRkZHy8ssvS6NGjaRv374yYMAAcXZ2Nohel2dhYlGE510ZP3/+vMaV8aFDhxpEcmHIEwWLmxzl71lav369wQ3tMCSXL1+W/v37y8CBA+Xf//63iPz9PMXHxxtM0lpexr6fOHFCTExMJCQkRB4/fiwrV64UOzu7IpMLEcO9Ml4YfVshraIMRyuMviZ65UX+X9ROTk6Wjh07yqRJk0Tk7/f04cOHC3z26utKYxcuXJCuXbtK586d5aOPPtIYRv7HH3/ISy+9JCNHjtSI++HDh7Js2TKDHlp3/fp1+fzzz+XVV1+VuXPn6v3v0xQHE4silIcr4+XlZCm/4iZH5elkSV+dO3dO7O3tJTg4WGMyc0JCgoiIwSSt5Wns+6FDhzSSiOTk5GIlF+WJvgx9rGjD0Qqjb4leeXH+/Hllhac88+fPF3Nzc4PsdYyKihJbW1uZOXNmgd+ZycrKksDAQHn99dcLTYb0/fulImJiUYjycGW8vJwslcfkqDyIi4uTOnXqyJQpUzTKFyxYIJUqVVLGjuvbVbGnleex7/mHPFS05ELXKupwtMLoS6JXXuT9rs6HH34oIn+/z+/duyfNmzeX6dOnG9R7++7du9KqVSsZP368Rnn+33fgssSGhYlFEQz5ynh5OVkqL8lRebR06VLp0aOHxo/ZzZ8/X6ysrMTHx0fMzc0LrFKibyrS2Pf8yUXekDV6MSr6cDR6ca5evSr9+/cXkcI/V8eMGSMtWrQodIKzvjp06JA0a9as2PPtDKFNFR0Ti/9XXq6Ml5eTpfKSHJVXAQEB4uPjo9y/c+eOTJw4Ufbu3Svp6ekyadIkMTU11Xi+9ElFHPuekpKi/GLtu+++q+twyi0OR6MXZdeuXWJmZlZg4nXeyfb169fF1tZWFi5cqIvwSmXZsmXi6Oj4zKW6s7Oz5dSpU0wqDAQTCyk/V8bLy8lSeUmOyrNevXrJwIEDReTvE6T8XwzJycni4eEhAQEBevdlUJHHvicnJ8u6deskOjpa16FUCByORmXpypUrUr9+fbly5UqBbbm5ufLgwQMZPny4+Pn5yYMHD/TuszdPXFycEtu6devE1NRUWe2psAuE//nPf+Sdd975R2Ok0qvwiUV5uTJeXk6WyktyVN7Ex8fL119/LUuWLJGjR4/K+vXrxcjISA4fPqzUycnJUb4s0tLSZPDgwbJkyRIdRVw4jn3nUAJd4XA00lZubq7Ur19fli1bVmSdffv2iUqlkn379v2DkRXfo0ePpH379lKrVi3Jzc2VxMREqVWrlvTv3185F3l6hc0333xTPv74Y70896KCKnRiUV6ujJeXk6XykhyVN2fPnpU6depIixYtpEqVKqJWq2XEiBHStWtX8fDwKHQpyffff1/q1asnV69e1UHEhePYd9I1Dkejkrhx44bcunVL0tPTlbJevXrJ7NmzC62fm5srjx49kqCgILl8+fI/FGXJ5ObmyuHDh8XNzU1at24tIiJz584Va2trGTdunNy9e1epm5aWJu+//77UqlWrwGgS0l8VNrEoL1fGy8vJUnlJjsqbs2fPioWFhUyfPl3u378v4eHhMmLECKlTp46MHz9eXFxcpFatWrJx40a5cOGC7Nq1S8aMGSPW1tZ6t7Y4x76TPuBwNCqO9PR0adKkidSsWVMcHBykb9++Mnv2bAkICJDOnTtrJBtPe/DgwT8Yacnl5ORIeHi4uLi4yMsvvywiIu+8846o1Wpp1KiRLF26VKZMmSJDhgwROzs7vfsuoWerkIlFeboyXh5OlspLclTexMfHi52dnbz66qsa5T/88IPY2NhIVFSU/Pjjj+Ln5ycqlUosLS3F1dVVunfvXmAtcn3Dse+kSxyORs+Tt6xsVFSUbNiwQebNmycdO3YUDw8PqVSpkvz888/y8OFDXYdZLAkJCQV6trOysuTYsWNSp04d6dy5s4g8+W7p1auX1KpVSzw8PGTChAl62/NCRatwiUV5vjJuqCdL5SE5Ko+uXbsmbdq0kYCAAI25FL///rtUqVJFzpw5IyJPEvCTJ0/K7t27JTo6WpKTk3UUcelw7DsR6Yvr169LUlJSodvyvgPHjh0rlpaWsm3bNnn06NE/GF3JxcfHi62trahUKvH29pYZM2bIvn37lMU+jh8/Lu7u7tK2bVvlMXnLmGdnZ+skZtJOhUosKtKVcUM9WTLU5Ki8iomJkZ49e4qvr69cvHhRUlNTxd7eXqZOnarUKQ9XXzn2nYh0LTU1VTp06CCTJ08WkSefrXkTmRMTE+Xo0aNK3TFjxkjVqlVl3bp1ep1cxMXFSYsWLaRhw4bSunVrGT58uFSuXFlatGghw4YNk+3bt8u3334rLi4u4u3trfF9Uh6+WyqiCpVYVLQr44Z+smSoyVF5ExMTI35+fuLl5SXVqlWT4OBgZZuhJt6F4dh3ItKlx48fy4ABA6Rjx44a5XFxcVKzZk1ZuXKlxvnJ4MGD5aWXXnrmb0Dog9jYWOnfv7/07dtXIiIi5Pr167J161bp2LGjtG3bVszNzcXNzU1UKpXyA4BkuFQiIqiARAQqlQqpqanYtm0bZs6cicDAQHz22WcAgJycHBgbG+s4Su2lpKTgp59+gqenJ1xdXXUdTomlpqbi22+/xdixYzF9+nTMmzdP1yFVSLGxsRg/fjyuXr2KDRs2oHPnzgD+fh+VF+WtPURkGPI+e2JiYtC6dWssWrQI48aNw82bN9GkSRMEBgZixYoVUKlUGucnCQkJqFGjho6jf77o6GhMmjQJubm5+Pjjj9GmTRsAQHJyMnbt2oXo6Gj897//xerVq+Hh4aHjaEkbFTaxyC9/chEUFITFixfrOqQyZegnS4aeHJUXV65cwYQJEyAi+OCDD9CxY0ddh0REVG6ICFJTUzFq1CiYmZlhw4YNCA8Px08//YRFixbByMhIqZuXXBjS93tsbCwmTJgAAJgxYwa8vLw0tj9+/BiVKlXSRWhUhphY/D9eGddvhvThWZ7FxsZi8uTJ+PPPP7FkyRK0b99e1yERERmkzMxMGBkZwcTEBLm5uUri8P3332PQoEE4fPhwubuAExsbi4kTJ0JEMGvWLHTo0EHXIVEZM3p+lYrB2toar776KtauXYuRI0fqOhx6CpMK/eDi4oJFixahZs2acHJy0nU4REQG6fLly+jduzdCQkJw5coVjd6Ifv36oUePHli+fDkePHigwyjLnouLCz7//HOYmJhgypQpiIiI0HVIVMbYY/EUXhkner6srCyYmprqOgwiIoNz4cIFzJw5E/fu3cPjx48RFRWFiRMnonPnzvDz8wMALFmyBIsWLcKZM2fg4OCg0aNRHly+fBkffPABPv30U9SqVUvX4VAZYmJBRERE9A84e/YsPDw88Mknn2Dy5MmIj4/Ht99+iy1btiAuLg7e3t4YP348OnXqBC8vL7Rt2xbLly/XddgvBC9QlU9MLIiIiIhesIsXL6JVq1aYNm0a5syZo7EtLi4O0dHReP/995GSkgJTU1PY2toiOTkZP/30E+rWraujqIlKhokFERER0QsUFRWFLl26oHr16rh48SKAJ6sgGRkZaQxxevDgAY4ePYpt27bhm2++QdWqVXHp0iU4ODjoKnSiEmFiQURERPSCnD17Fh06dEDbtm0RExODV155pdDfzHp6HsXvv/+O2rVro2bNmjqJm6g0ys9MICIiIiI9cvLkSbRp0wbTpk3D3r17MXv2bGzZsgWTJk0CABgbGyMnJwcAlKQiNzcXANCxY0cmFWRw+EskRERERC/AgwcP8K9//QuzZ88GAAwePBgAMHPmTADAZ599piQXeT0X5Wn1J6p4OBSKiIiI6AXLW84+NTUV27Ztw8yZMxEYGFjosCgiQ8UeCyIiIqIXLO83sqytrTFkyBAAT3oujI2NsXjxYiYVVC4wsSAiIiL6B+UlF0ZGRhg7dizMzMwwb948XYdFpDUmFkRERET/MGtra7z66qswMTGBp6enrsMhKhOcY0FERESkI3lzL4jKAy49QERERKQjTCqoPGFiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQURE9BwhISFo0aKFrsMgItJrTCyIiMqxxMRETJgwAfXq1YOZmRmcnZ3Rp08f7Nu3r0yP4+3tjeDg4DLdZx6VSoWffvqpWPXyblWqVEHz5s2xbt26Mjne1KlTy/xvRkRU3lTSdQBERPRixMXFoWPHjqhatSoWLlyIZs2aITs7G//73//w1ltv4fLly7oOscytXbsWPXv2REZGBrZv346RI0eiRo0a6NGjh1b7rVKlCqpUqVJGURIRlU/ssSAiKqfefPNNqFQqHD9+HK+88gpcXV3RtGlTTJ48GREREUq9+Ph49O3bF1WqVIG1tTUGDRqEO3fuKNvzhgFt3LgRderUgVqtxpAhQ5CWlgYAGDFiBA4dOoTPPvtM6TGIi4sDAFy8eBG9evVClSpV4ODggKCgIPz555/Kvr29vTFx4kRMmzYNNjY2cHR0REhIiLK9Tp06AID+/ftDpVIp94tStWpVODo6on79+njvvfdgY2ODPXv2KNtPnDgBHx8f2NnZQa1Ww8vLC6dPn37u8Z4eCjVixAj069cPn3zyCWrUqAFbW1u89dZbyM7OVuokJCSgd+/eMDc3R926dbFlyxbUqVMHS5cufWYbiIgMFRMLIqJy6P79+wgNDcVbb70FS0vLAturVq0KABAR9OvXD/fv38ehQ4cQFhaGq1evYvDgwRr1r169ip9++gm//PILfvnlFxw6dAjz588HAHz22Wfw9PTEG2+8gYSEBCQkJMDZ2RkJCQnw8vJCixYtcPLkSYSGhuLOnTsYNGiQxr7Xr18PS0tLHDt2DAsXLsR//vMfhIWFAXiSCABPeiISEhKU+8+Tk5ODb7/9Fvfv34eJiYlSnpaWhuHDh+Pw4cOIiIiAi4sLevXqpSRJJTnegQMHcPXqVRw4cADr16/HunXrNIZevf7667h9+zYOHjyIH374AatWrcLdu3eLFT8RkSHiUCgionLoypUrEBE0atTomfX27t2Lc+fO4dq1a3B2dgYAbNy4EU2bNsWJEyfQpk0bAEBubi7WrVsHKysrAEBQUBD27duHjz/+GGq1GqamprCwsICjo6Oy7xUrVqBly5aYO3euUvbNN9/A2dkZMTExcHV1BQA0a9YMs2fPBgC4uLhg2bJl2LdvH3x8fFC9enUAf/dEPM9rr70GY2NjPHr0CDk5ObCxscGYMWOU7V27dtWov3LlSlSrVg2HDh2Cv79/iY5XrVo1LFu2DMbGxmjUqBF69+6Nffv24Y033sDly5exd+9enDhxAq1btwYArF69Gi4uLs9tAxGRoWKPBRFROSQiAJ5MRH6WS5cuwdnZWUkqAKBJkyaoWrUqLl26pJTVqVNHSSoAoEaNGs+9+n7q1CkcOHBAmZ9QpUoVJdG5evWqUq9Zs2YajyvOvouyZMkSREZGIiwsDC1atMCSJUvQoEEDZfvdu3cxfvx4uLq6Qq1WQ61WIz09HfHx8SU+VtOmTWFsbFxo3NHR0ahUqRJatmypbG/QoAGqVatWqnYRERkC9lgQEZVDLi4uUKlUuHTpEvr161dkPREpNPl4ujz/cCLgScKSm5v7zBhyc3PRp08fLFiwoMC2GjVqaLXvojg6OqJBgwZo0KABvvvuO3h4eKB169Zo0qQJgCdzI+7du4elS5eidu3aMDMzg6enJ7Kyskp8rGfFnZfYPa2ociKi8oA9FkRE5ZCNjQ169OiB5cuXIyMjo8D25ORkAE96J+Lj43Hjxg1l28WLF5GSkoLGjRsX+3impqbIycnRKGvZsiUuXLiAOnXqKCf7ebfC5n0UxcTEpMC+i6NBgwYYOHAgZsyYoZQdPnwYEydORK9evdC0aVOYmZlpTCbX5nj5NWrUCI8fP8aZM2eUsitXrih/dyKi8oiJBRFROfXll18iJycHbdu2xQ8//IDY2FhcunQJn3/+OTw9PQEA3bt3R7NmzTB06FCcPn0ax48fx+uvvw4vLy9lbkBx1KlTB8eOHUNcXBz+/PNP5Obm4q233sL9+/fx2muv4fjx4/jjjz+wZ88ejBo1qkQn7nXq1MG+ffuQmJiIpKSkEv0NpkyZgl27duHkyZMAniQbGzduxKVLl3Ds2DEMHToU5ubmZXa8PI0aNUL37t0xduxYHD9+HGfOnMHYsWNhbm7+3OFpRESGiokFEVE5VbduXZw+fRpdunTBlClT4ObmBh8fH+zbtw8rVqwA8PePwVWrVg2dO3dG9+7dUa9ePWzfvr1Ex5o6dSqMjY3RpEkTVK9eHfHx8XBycsLvv/+OnJwc9OjRA25ubpg0aRLUajWMjIr/9fPpp58iLCwMzs7O8PDwKFFc7u7u6N69O2bNmgXgyeTxpKQkeHh4ICgoCBMnToS9vX2ZHS+/DRs2wMHBAZ07d0b//v3xxhtvwMrKCpUrVy71PomI9JlKOOCTiIjohbt58yacnZ2xd+9edOvWTdfhEBGVOSYWREREL8D+/fuRnp4Od3d3JCQkYNq0abh16xZiYmIKTPwmIioPuCoUERHRC5CdnY333nsPf/zxB6ysrNChQwds3ryZSQURlVvssSAiIiIiIq1x8jYREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWnt/wBJBh1fH2erRwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "rating_counts = encoded_df['rating'].value_counts()\n",
    "\n",
    "plt.figure(figsize=(8, 4))\n",
    "sns.countplot(data=encoded_df, x='rating', order=rating_counts.index, palette='viridis')\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "plt.xlabel('Content Rating')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Distribution of Content Ratings')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "4758bfec",
   "metadata": {},
   "outputs": [],
   "source": [
    "encoded_df.to_csv(\"encoded_netflix.csv\", index = False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}