kun.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "1ced5a77",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.mlab as mlab\n",
    "plt.style.use('ggplot')\n",
    "from matplotlib.pyplot import figure\n",
    "\n",
    "%matplotlib inline\n",
    "matplotlib.rcParams['figure.figsize'] = (12,8) #Adjusts the configuration of ther plots we will create\n",
    "\n",
    "\n",
    "# Read in the data\n",
    "\n",
    "df = pd.read_csv(r'C:\\Users\\PC\\Desktop\\movies.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ef1f1db5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>year</th>\n",
       "      <th>released</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>director</th>\n",
       "      <th>writer</th>\n",
       "      <th>star</th>\n",
       "      <th>country</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>company</th>\n",
       "      <th>runtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Shining</td>\n",
       "      <td>R</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1980</td>\n",
       "      <td>June 13, 1980 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>927000.0</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>Stephen King</td>\n",
       "      <td>Jack Nicholson</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>19000000.0</td>\n",
       "      <td>46998772.0</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>146.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Blue Lagoon</td>\n",
       "      <td>R</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>5.8</td>\n",
       "      <td>65000.0</td>\n",
       "      <td>Randal Kleiser</td>\n",
       "      <td>Henry De Vere Stacpoole</td>\n",
       "      <td>Brooke Shields</td>\n",
       "      <td>United States</td>\n",
       "      <td>4500000.0</td>\n",
       "      <td>58853106.0</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>104.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Star Wars: Episode V - The Empire Strikes Back</td>\n",
       "      <td>PG</td>\n",
       "      <td>Action</td>\n",
       "      <td>1980</td>\n",
       "      <td>June 20, 1980 (United States)</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1200000.0</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>Leigh Brackett</td>\n",
       "      <td>Mark Hamill</td>\n",
       "      <td>United States</td>\n",
       "      <td>18000000.0</td>\n",
       "      <td>538375067.0</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Airplane!</td>\n",
       "      <td>PG</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>7.7</td>\n",
       "      <td>221000.0</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Robert Hays</td>\n",
       "      <td>United States</td>\n",
       "      <td>3500000.0</td>\n",
       "      <td>83453539.0</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Caddyshack</td>\n",
       "      <td>R</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 25, 1980 (United States)</td>\n",
       "      <td>7.3</td>\n",
       "      <td>108000.0</td>\n",
       "      <td>Harold Ramis</td>\n",
       "      <td>Brian Doyle-Murray</td>\n",
       "      <td>Chevy Chase</td>\n",
       "      <td>United States</td>\n",
       "      <td>6000000.0</td>\n",
       "      <td>39846344.0</td>\n",
       "      <td>Orion Pictures</td>\n",
       "      <td>98.0</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7663</th>\n",
       "      <td>More to Life</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>2020</td>\n",
       "      <td>October 23, 2020 (United States)</td>\n",
       "      <td>3.1</td>\n",
       "      <td>18.0</td>\n",
       "      <td>Joseph Ebanks</td>\n",
       "      <td>Joseph Ebanks</td>\n",
       "      <td>Shannon Bond</td>\n",
       "      <td>United States</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7664</th>\n",
       "      <td>Dream Round</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>2020</td>\n",
       "      <td>February 7, 2020 (United States)</td>\n",
       "      <td>4.7</td>\n",
       "      <td>36.0</td>\n",
       "      <td>Dusty Dukatz</td>\n",
       "      <td>Lisa Huston</td>\n",
       "      <td>Michael Saquella</td>\n",
       "      <td>United States</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cactus Blue Entertainment</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7665</th>\n",
       "      <td>Saving Mbango</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>2020</td>\n",
       "      <td>April 27, 2020 (Cameroon)</td>\n",
       "      <td>5.7</td>\n",
       "      <td>29.0</td>\n",
       "      <td>Nkanya Nkwai</td>\n",
       "      <td>Lynno Lovert</td>\n",
       "      <td>Onyama Laura</td>\n",
       "      <td>United States</td>\n",
       "      <td>58750.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Embi Productions</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7666</th>\n",
       "      <td>It's Just Us</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>2020</td>\n",
       "      <td>October 1, 2020 (United States)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>James Randall</td>\n",
       "      <td>James Randall</td>\n",
       "      <td>Christina Roz</td>\n",
       "      <td>United States</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7667</th>\n",
       "      <td>Tee em el</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Horror</td>\n",
       "      <td>2020</td>\n",
       "      <td>August 19, 2020 (United States)</td>\n",
       "      <td>5.7</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Pereko Mosia</td>\n",
       "      <td>Pereko Mosia</td>\n",
       "      <td>Siyabonga Mabaso</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PK 65 Films</td>\n",
       "      <td>102.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7668 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                name rating      genre  year  \\\n",
       "0                                        The Shining      R      Drama  1980   \n",
       "1                                    The Blue Lagoon      R  Adventure  1980   \n",
       "2     Star Wars: Episode V - The Empire Strikes Back     PG     Action  1980   \n",
       "3                                          Airplane!     PG     Comedy  1980   \n",
       "4                                         Caddyshack      R     Comedy  1980   \n",
       "...                                              ...    ...        ...   ...   \n",
       "7663                                    More to Life    NaN      Drama  2020   \n",
       "7664                                     Dream Round    NaN     Comedy  2020   \n",
       "7665                                   Saving Mbango    NaN      Drama  2020   \n",
       "7666                                    It's Just Us    NaN      Drama  2020   \n",
       "7667                                       Tee em el    NaN     Horror  2020   \n",
       "\n",
       "                              released  score      votes         director  \\\n",
       "0        June 13, 1980 (United States)    8.4   927000.0  Stanley Kubrick   \n",
       "1         July 2, 1980 (United States)    5.8    65000.0   Randal Kleiser   \n",
       "2        June 20, 1980 (United States)    8.7  1200000.0   Irvin Kershner   \n",
       "3         July 2, 1980 (United States)    7.7   221000.0     Jim Abrahams   \n",
       "4        July 25, 1980 (United States)    7.3   108000.0     Harold Ramis   \n",
       "...                                ...    ...        ...              ...   \n",
       "7663  October 23, 2020 (United States)    3.1       18.0    Joseph Ebanks   \n",
       "7664  February 7, 2020 (United States)    4.7       36.0     Dusty Dukatz   \n",
       "7665         April 27, 2020 (Cameroon)    5.7       29.0     Nkanya Nkwai   \n",
       "7666   October 1, 2020 (United States)    NaN        NaN    James Randall   \n",
       "7667   August 19, 2020 (United States)    5.7        7.0     Pereko Mosia   \n",
       "\n",
       "                       writer              star         country      budget  \\\n",
       "0                Stephen King    Jack Nicholson  United Kingdom  19000000.0   \n",
       "1     Henry De Vere Stacpoole    Brooke Shields   United States   4500000.0   \n",
       "2              Leigh Brackett       Mark Hamill   United States  18000000.0   \n",
       "3                Jim Abrahams       Robert Hays   United States   3500000.0   \n",
       "4          Brian Doyle-Murray       Chevy Chase   United States   6000000.0   \n",
       "...                       ...               ...             ...         ...   \n",
       "7663            Joseph Ebanks      Shannon Bond   United States      7000.0   \n",
       "7664              Lisa Huston  Michael Saquella   United States         NaN   \n",
       "7665             Lynno Lovert      Onyama Laura   United States     58750.0   \n",
       "7666            James Randall     Christina Roz   United States     15000.0   \n",
       "7667             Pereko Mosia  Siyabonga Mabaso    South Africa         NaN   \n",
       "\n",
       "            gross                    company  runtime  \n",
       "0      46998772.0               Warner Bros.    146.0  \n",
       "1      58853106.0          Columbia Pictures    104.0  \n",
       "2     538375067.0                  Lucasfilm    124.0  \n",
       "3      83453539.0         Paramount Pictures     88.0  \n",
       "4      39846344.0             Orion Pictures     98.0  \n",
       "...           ...                        ...      ...  \n",
       "7663          NaN                        NaN     90.0  \n",
       "7664          NaN  Cactus Blue Entertainment     90.0  \n",
       "7665          NaN           Embi Productions      NaN  \n",
       "7666          NaN                        NaN    120.0  \n",
       "7667          NaN                PK 65 Films    102.0  \n",
       "\n",
       "[7668 rows x 15 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "85c22ef9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "name - 0.0%\n",
      "rating - 0.010041731872717789%\n",
      "genre - 0.0%\n",
      "year - 0.0%\n",
      "released - 0.0002608242044861763%\n",
      "score - 0.0003912363067292645%\n",
      "votes - 0.0003912363067292645%\n",
      "director - 0.0%\n",
      "writer - 0.0003912363067292645%\n",
      "star - 0.00013041210224308815%\n",
      "country - 0.0003912363067292645%\n",
      "budget - 0.2831246739697444%\n",
      "gross - 0.02464788732394366%\n",
      "company - 0.002217005738132499%\n",
      "runtime - 0.0005216484089723526%\n"
     ]
    }
   ],
   "source": [
    "# checking for missing data\n",
    "\n",
    "for col in df.columns:\n",
    "    pct_missing = np.mean(df[col].isnull())\n",
    "    print('{} - {}%'.format(col, pct_missing))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "06b08678",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name         object\n",
       "rating       object\n",
       "genre        object\n",
       "year          int64\n",
       "released     object\n",
       "score       float64\n",
       "votes       float64\n",
       "director     object\n",
       "writer       object\n",
       "star         object\n",
       "country      object\n",
       "budget      float64\n",
       "gross       float64\n",
       "company      object\n",
       "runtime     float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#data types for our columns\n",
    "\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0f606522",
   "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>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>year</th>\n",
       "      <th>released</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
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       "      <th>runtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Shining</td>\n",
       "      <td>R</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1980</td>\n",
       "      <td>June 13, 1980 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>927000.0</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>Stephen King</td>\n",
       "      <td>Jack Nicholson</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>19000000.0</td>\n",
       "      <td>46998772.0</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>146.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Blue Lagoon</td>\n",
       "      <td>R</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>5.8</td>\n",
       "      <td>65000.0</td>\n",
       "      <td>Randal Kleiser</td>\n",
       "      <td>Henry De Vere Stacpoole</td>\n",
       "      <td>Brooke Shields</td>\n",
       "      <td>United States</td>\n",
       "      <td>4500000.0</td>\n",
       "      <td>58853106.0</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>104.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Star Wars: Episode V - The Empire Strikes Back</td>\n",
       "      <td>PG</td>\n",
       "      <td>Action</td>\n",
       "      <td>1980</td>\n",
       "      <td>June 20, 1980 (United States)</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1200000.0</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>Leigh Brackett</td>\n",
       "      <td>Mark Hamill</td>\n",
       "      <td>United States</td>\n",
       "      <td>18000000.0</td>\n",
       "      <td>538375067.0</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Airplane!</td>\n",
       "      <td>PG</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>7.7</td>\n",
       "      <td>221000.0</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Robert Hays</td>\n",
       "      <td>United States</td>\n",
       "      <td>3500000.0</td>\n",
       "      <td>83453539.0</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Caddyshack</td>\n",
       "      <td>R</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 25, 1980 (United States)</td>\n",
       "      <td>7.3</td>\n",
       "      <td>108000.0</td>\n",
       "      <td>Harold Ramis</td>\n",
       "      <td>Brian Doyle-Murray</td>\n",
       "      <td>Chevy Chase</td>\n",
       "      <td>United States</td>\n",
       "      <td>6000000.0</td>\n",
       "      <td>39846344.0</td>\n",
       "      <td>Orion Pictures</td>\n",
       "      <td>98.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             name rating      genre  year  \\\n",
       "0                                     The Shining      R      Drama  1980   \n",
       "1                                 The Blue Lagoon      R  Adventure  1980   \n",
       "2  Star Wars: Episode V - The Empire Strikes Back     PG     Action  1980   \n",
       "3                                       Airplane!     PG     Comedy  1980   \n",
       "4                                      Caddyshack      R     Comedy  1980   \n",
       "\n",
       "                        released  score      votes         director  \\\n",
       "0  June 13, 1980 (United States)    8.4   927000.0  Stanley Kubrick   \n",
       "1   July 2, 1980 (United States)    5.8    65000.0   Randal Kleiser   \n",
       "2  June 20, 1980 (United States)    8.7  1200000.0   Irvin Kershner   \n",
       "3   July 2, 1980 (United States)    7.7   221000.0     Jim Abrahams   \n",
       "4  July 25, 1980 (United States)    7.3   108000.0     Harold Ramis   \n",
       "\n",
       "                    writer            star         country      budget  \\\n",
       "0             Stephen King  Jack Nicholson  United Kingdom  19000000.0   \n",
       "1  Henry De Vere Stacpoole  Brooke Shields   United States   4500000.0   \n",
       "2           Leigh Brackett     Mark Hamill   United States  18000000.0   \n",
       "3             Jim Abrahams     Robert Hays   United States   3500000.0   \n",
       "4       Brian Doyle-Murray     Chevy Chase   United States   6000000.0   \n",
       "\n",
       "         gross             company  runtime  \n",
       "0   46998772.0        Warner Bros.    146.0  \n",
       "1   58853106.0   Columbia Pictures    104.0  \n",
       "2  538375067.0           Lucasfilm    124.0  \n",
       "3   83453539.0  Paramount Pictures     88.0  \n",
       "4   39846344.0      Orion Pictures     98.0  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#change datatype\n",
    "df.head()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "28a0fb67",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name         object\n",
       "rating       object\n",
       "genre        object\n",
       "year          int64\n",
       "released     object\n",
       "score       float64\n",
       "votes       float64\n",
       "director     object\n",
       "writer       object\n",
       "star         object\n",
       "country      object\n",
       "budget      float64\n",
       "gross       float64\n",
       "company      object\n",
       "runtime     float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "9a65e0f1",
   "metadata": {},
   "outputs": [
    {
     "ename": "IntCastingNaNError",
     "evalue": "Cannot convert non-finite values (NA or inf) to integer",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mIntCastingNaNError\u001b[0m                        Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_5496/3746756633.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'runtime'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'runtime'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'int64'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36mastype\u001b[1;34m(self, dtype, copy, errors)\u001b[0m\n\u001b[0;32m   5813\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   5814\u001b[0m             \u001b[1;31m# else, only a single dtype is given\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 5815\u001b[1;33m             \u001b[0mnew_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_mgr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   5816\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_constructor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnew_data\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__finalize__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"astype\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   5817\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\internals\\managers.py\u001b[0m in \u001b[0;36mastype\u001b[1;34m(self, dtype, copy, errors)\u001b[0m\n\u001b[0;32m    416\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    417\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mT\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mbool\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mstr\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"raise\"\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m->\u001b[0m \u001b[0mT\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 418\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"astype\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    419\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    420\u001b[0m     def convert(\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\internals\\managers.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, f, align_keys, ignore_failures, **kwargs)\u001b[0m\n\u001b[0;32m    325\u001b[0m                     \u001b[0mapplied\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mb\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    326\u001b[0m                 \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 327\u001b[1;33m                     \u001b[0mapplied\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mb\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    328\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mTypeError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mNotImplementedError\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    329\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mignore_failures\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\internals\\blocks.py\u001b[0m in \u001b[0;36mastype\u001b[1;34m(self, dtype, copy, errors)\u001b[0m\n\u001b[0;32m    589\u001b[0m         \u001b[0mvalues\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    590\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 591\u001b[1;33m         \u001b[0mnew_values\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mastype_array_safe\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    592\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    593\u001b[0m         \u001b[0mnew_values\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmaybe_coerce_values\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnew_values\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py\u001b[0m in \u001b[0;36mastype_array_safe\u001b[1;34m(values, dtype, copy, errors)\u001b[0m\n\u001b[0;32m   1307\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1308\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1309\u001b[1;33m         \u001b[0mnew_values\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mastype_array\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1310\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mValueError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1311\u001b[0m         \u001b[1;31m# e.g. astype_nansafe can fail on object-dtype of strings\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py\u001b[0m in \u001b[0;36mastype_array\u001b[1;34m(values, dtype, copy)\u001b[0m\n\u001b[0;32m   1255\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1256\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1257\u001b[1;33m         \u001b[0mvalues\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mastype_nansafe\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1258\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1259\u001b[0m     \u001b[1;31m# in pandas we don't store numpy str dtypes, so convert to object\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py\u001b[0m in \u001b[0;36mastype_nansafe\u001b[1;34m(arr, dtype, copy, skipna)\u001b[0m\n\u001b[0;32m   1166\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1167\u001b[0m     \u001b[1;32melif\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0missubdtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfloating\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0missubdtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0minteger\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1168\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mastype_float_to_int_nansafe\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1169\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1170\u001b[0m     \u001b[1;32melif\u001b[0m \u001b[0mis_object_dtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py\u001b[0m in \u001b[0;36mastype_float_to_int_nansafe\u001b[1;34m(values, dtype, copy)\u001b[0m\n\u001b[0;32m   1211\u001b[0m     \"\"\"\n\u001b[0;32m   1212\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0misfinite\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mall\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1213\u001b[1;33m         raise IntCastingNaNError(\n\u001b[0m\u001b[0;32m   1214\u001b[0m             \u001b[1;34m\"Cannot convert non-finite values (NA or inf) to integer\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1215\u001b[0m         )\n",
      "\u001b[1;31mIntCastingNaNError\u001b[0m: Cannot convert non-finite values (NA or inf) to integer"
     ]
    }
   ],
   "source": [
    "df['runtime'] = df['runtime'].astype('int64')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "5e322141",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                  name     rating   genre  year  \\\n",
      "16                Fame          R   Drama  1980   \n",
      "19          Stir Crazy          R  Comedy  1980   \n",
      "24        Urban Cowboy         PG   Drama  1980   \n",
      "25      Altered States          R  Horror  1980   \n",
      "26     Little Darlings          R  Comedy  1980   \n",
      "...                ...        ...     ...   ...   \n",
      "7657              Leap        NaN   Drama  2020   \n",
      "7659         I Am Fear  Not Rated  Horror  2020   \n",
      "7660  Aloha Surf Hotel        NaN  Comedy  2020   \n",
      "7664       Dream Round        NaN  Comedy  2020   \n",
      "7667         Tee em el        NaN  Horror  2020   \n",
      "\n",
      "                                released  score    votes            director  \\\n",
      "16          May 16, 1980 (United States)    6.6  21000.0         Alan Parker   \n",
      "19     December 12, 1980 (United States)    6.8  26000.0      Sidney Poitier   \n",
      "24          June 6, 1980 (United States)    6.4  14000.0       James Bridges   \n",
      "25     December 25, 1980 (United States)    6.9  33000.0         Ken Russell   \n",
      "26        March 21, 1980 (United States)    6.5   5100.0         Ron Maxwell   \n",
      "...                                  ...    ...      ...                 ...   \n",
      "7657  September 25, 2020 (United States)    6.7    903.0   Peter Ho-Sun Chan   \n",
      "7659       March 3, 2020 (United States)    3.4    447.0       Kevin Shulman   \n",
      "7660    November 5, 2020 (United States)    7.1     14.0  Stefan C. Schaefer   \n",
      "7664    February 7, 2020 (United States)    4.7     36.0        Dusty Dukatz   \n",
      "7667     August 19, 2020 (United States)    5.7      7.0        Pereko Mosia   \n",
      "\n",
      "                  writer              star        country  budget  \\\n",
      "16      Christopher Gore       Eddie Barth  United States     NaN   \n",
      "19    Bruce Jay Friedman       Gene Wilder  United States     NaN   \n",
      "24          Aaron Latham     John Travolta  United States     NaN   \n",
      "25       Paddy Chayefsky      William Hurt  United States     NaN   \n",
      "26             Kimi Peck      Tatum O'Neal  United States     NaN   \n",
      "...                  ...               ...            ...     ...   \n",
      "7657            Ji Zhang           Gong Li          China     NaN   \n",
      "7659       Kevin Shulman    Kristina Klebe  United States     NaN   \n",
      "7660  Stefan C. Schaefer       Augie Tulba  United States     NaN   \n",
      "7664         Lisa Huston  Michael Saquella  United States     NaN   \n",
      "7667        Pereko Mosia  Siyabonga Mabaso   South Africa     NaN   \n",
      "\n",
      "            gross                                  company  runtime  \n",
      "16     21202829.0                Metro-Goldwyn-Mayer (MGM)    134.0  \n",
      "19    101300000.0                        Columbia Pictures    111.0  \n",
      "24     46918287.0                       Paramount Pictures    132.0  \n",
      "25     19853892.0                             Warner Bros.    102.0  \n",
      "26     34326249.0  Stephen Friedman/Kings Road Productions     96.0  \n",
      "...           ...                                      ...      ...  \n",
      "7657   25818882.0                                      NaN    135.0  \n",
      "7659      13266.0                            Roxwell Films     87.0  \n",
      "7660          NaN                      Abominable Pictures     90.0  \n",
      "7664          NaN                Cactus Blue Entertainment     90.0  \n",
      "7667          NaN                              PK 65 Films    102.0  \n",
      "\n",
      "[2171 rows x 15 columns]\n"
     ]
    }
   ],
   "source": [
    "print(df[df['budget'].isnull()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "af96404f",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['budget'] = pd.to_numeric(df['budget'], errors='coerce')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "da7ce41d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.dropna(subset=['budget'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "20c47b6c",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['budget'] = df['budget'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "ca02584e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>year</th>\n",
       "      <th>released</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>director</th>\n",
       "      <th>writer</th>\n",
       "      <th>star</th>\n",
       "      <th>country</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>company</th>\n",
       "      <th>runtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Shining</td>\n",
       "      <td>R</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1980</td>\n",
       "      <td>June 13, 1980 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>927000.0</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>Stephen King</td>\n",
       "      <td>Jack Nicholson</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>19000000</td>\n",
       "      <td>46998772.0</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>146.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Blue Lagoon</td>\n",
       "      <td>R</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>5.8</td>\n",
       "      <td>65000.0</td>\n",
       "      <td>Randal Kleiser</td>\n",
       "      <td>Henry De Vere Stacpoole</td>\n",
       "      <td>Brooke Shields</td>\n",
       "      <td>United States</td>\n",
       "      <td>4500000</td>\n",
       "      <td>58853106.0</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>104.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Star Wars: Episode V - The Empire Strikes Back</td>\n",
       "      <td>PG</td>\n",
       "      <td>Action</td>\n",
       "      <td>1980</td>\n",
       "      <td>June 20, 1980 (United States)</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1200000.0</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>Leigh Brackett</td>\n",
       "      <td>Mark Hamill</td>\n",
       "      <td>United States</td>\n",
       "      <td>18000000</td>\n",
       "      <td>538375067.0</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Airplane!</td>\n",
       "      <td>PG</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>7.7</td>\n",
       "      <td>221000.0</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Robert Hays</td>\n",
       "      <td>United States</td>\n",
       "      <td>3500000</td>\n",
       "      <td>83453539.0</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Caddyshack</td>\n",
       "      <td>R</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 25, 1980 (United States)</td>\n",
       "      <td>7.3</td>\n",
       "      <td>108000.0</td>\n",
       "      <td>Harold Ramis</td>\n",
       "      <td>Brian Doyle-Murray</td>\n",
       "      <td>Chevy Chase</td>\n",
       "      <td>United States</td>\n",
       "      <td>6000000</td>\n",
       "      <td>39846344.0</td>\n",
       "      <td>Orion Pictures</td>\n",
       "      <td>98.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <th>7661</th>\n",
       "      <td>Love by Drowning</td>\n",
       "      <td>R</td>\n",
       "      <td>Drama</td>\n",
       "      <td>2020</td>\n",
       "      <td>November 6, 2020 (United States)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Justin Kreinbrink</td>\n",
       "      <td>C.E. Poverman</td>\n",
       "      <td>Nicky Whelan</td>\n",
       "      <td>United States</td>\n",
       "      <td>1000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dow Jazz Films</td>\n",
       "      <td>121.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7662</th>\n",
       "      <td>The Robinsons</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Action</td>\n",
       "      <td>2020</td>\n",
       "      <td>November 10, 2020 (United States)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Directors</td>\n",
       "      <td>Aleks Alifirenko Jr.</td>\n",
       "      <td>Billy Hartmann</td>\n",
       "      <td>United States</td>\n",
       "      <td>10000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7663</th>\n",
       "      <td>More to Life</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>2020</td>\n",
       "      <td>October 23, 2020 (United States)</td>\n",
       "      <td>3.1</td>\n",
       "      <td>18.0</td>\n",
       "      <td>Joseph Ebanks</td>\n",
       "      <td>Joseph Ebanks</td>\n",
       "      <td>Shannon Bond</td>\n",
       "      <td>United States</td>\n",
       "      <td>7000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7665</th>\n",
       "      <td>Saving Mbango</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>2020</td>\n",
       "      <td>April 27, 2020 (Cameroon)</td>\n",
       "      <td>5.7</td>\n",
       "      <td>29.0</td>\n",
       "      <td>Nkanya Nkwai</td>\n",
       "      <td>Lynno Lovert</td>\n",
       "      <td>Onyama Laura</td>\n",
       "      <td>United States</td>\n",
       "      <td>58750</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Embi Productions</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7666</th>\n",
       "      <td>It's Just Us</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>2020</td>\n",
       "      <td>October 1, 2020 (United States)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>James Randall</td>\n",
       "      <td>James Randall</td>\n",
       "      <td>Christina Roz</td>\n",
       "      <td>United States</td>\n",
       "      <td>15000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5497 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                name rating      genre  year  \\\n",
       "0                                        The Shining      R      Drama  1980   \n",
       "1                                    The Blue Lagoon      R  Adventure  1980   \n",
       "2     Star Wars: Episode V - The Empire Strikes Back     PG     Action  1980   \n",
       "3                                          Airplane!     PG     Comedy  1980   \n",
       "4                                         Caddyshack      R     Comedy  1980   \n",
       "...                                              ...    ...        ...   ...   \n",
       "7661                                Love by Drowning      R      Drama  2020   \n",
       "7662                                   The Robinsons    NaN     Action  2020   \n",
       "7663                                    More to Life    NaN      Drama  2020   \n",
       "7665                                   Saving Mbango    NaN      Drama  2020   \n",
       "7666                                    It's Just Us    NaN      Drama  2020   \n",
       "\n",
       "                               released  score      votes           director  \\\n",
       "0         June 13, 1980 (United States)    8.4   927000.0    Stanley Kubrick   \n",
       "1          July 2, 1980 (United States)    5.8    65000.0     Randal Kleiser   \n",
       "2         June 20, 1980 (United States)    8.7  1200000.0     Irvin Kershner   \n",
       "3          July 2, 1980 (United States)    7.7   221000.0       Jim Abrahams   \n",
       "4         July 25, 1980 (United States)    7.3   108000.0       Harold Ramis   \n",
       "...                                 ...    ...        ...                ...   \n",
       "7661   November 6, 2020 (United States)    NaN        NaN  Justin Kreinbrink   \n",
       "7662  November 10, 2020 (United States)    NaN        NaN          Directors   \n",
       "7663   October 23, 2020 (United States)    3.1       18.0      Joseph Ebanks   \n",
       "7665          April 27, 2020 (Cameroon)    5.7       29.0       Nkanya Nkwai   \n",
       "7666    October 1, 2020 (United States)    NaN        NaN      James Randall   \n",
       "\n",
       "                       writer            star         country    budget  \\\n",
       "0                Stephen King  Jack Nicholson  United Kingdom  19000000   \n",
       "1     Henry De Vere Stacpoole  Brooke Shields   United States   4500000   \n",
       "2              Leigh Brackett     Mark Hamill   United States  18000000   \n",
       "3                Jim Abrahams     Robert Hays   United States   3500000   \n",
       "4          Brian Doyle-Murray     Chevy Chase   United States   6000000   \n",
       "...                       ...             ...             ...       ...   \n",
       "7661            C.E. Poverman    Nicky Whelan   United States   1000000   \n",
       "7662     Aleks Alifirenko Jr.  Billy Hartmann   United States     10000   \n",
       "7663            Joseph Ebanks    Shannon Bond   United States      7000   \n",
       "7665             Lynno Lovert    Onyama Laura   United States     58750   \n",
       "7666            James Randall   Christina Roz   United States     15000   \n",
       "\n",
       "            gross             company  runtime  \n",
       "0      46998772.0        Warner Bros.    146.0  \n",
       "1      58853106.0   Columbia Pictures    104.0  \n",
       "2     538375067.0           Lucasfilm    124.0  \n",
       "3      83453539.0  Paramount Pictures     88.0  \n",
       "4      39846344.0      Orion Pictures     98.0  \n",
       "...           ...                 ...      ...  \n",
       "7661          NaN      Dow Jazz Films    121.0  \n",
       "7662          NaN                 NaN     90.0  \n",
       "7663          NaN                 NaN     90.0  \n",
       "7665          NaN    Embi Productions      NaN  \n",
       "7666          NaN                 NaN    120.0  \n",
       "\n",
       "[5497 rows x 15 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "f06a1468",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['gross'] = pd.to_numeric(df['gross'], errors='coerce')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "15c97765",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.dropna(subset=['gross'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "0aea0196",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['gross'] = df['gross'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "c49bff82",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>0</th>\n",
       "      <td>The Shining</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Blue Lagoon</td>\n",
       "      <td>R</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
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       "      <td>65000.0</td>\n",
       "      <td>Randal Kleiser</td>\n",
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       "      <td>58853106</td>\n",
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       "      <td>104.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Star Wars: Episode V - The Empire Strikes Back</td>\n",
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       "      <td>1980</td>\n",
       "      <td>June 20, 1980 (United States)</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1200000.0</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>Leigh Brackett</td>\n",
       "      <td>Mark Hamill</td>\n",
       "      <td>United States</td>\n",
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       "      <td>Lucasfilm</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Airplane!</td>\n",
       "      <td>PG</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>7.7</td>\n",
       "      <td>221000.0</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Robert Hays</td>\n",
       "      <td>United States</td>\n",
       "      <td>3500000</td>\n",
       "      <td>83453539</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Caddyshack</td>\n",
       "      <td>R</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 25, 1980 (United States)</td>\n",
       "      <td>7.3</td>\n",
       "      <td>108000.0</td>\n",
       "      <td>Harold Ramis</td>\n",
       "      <td>Brian Doyle-Murray</td>\n",
       "      <td>Chevy Chase</td>\n",
       "      <td>United States</td>\n",
       "      <td>6000000</td>\n",
       "      <td>39846344</td>\n",
       "      <td>Orion Pictures</td>\n",
       "      <td>98.0</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7648</th>\n",
       "      <td>Bad Boys for Life</td>\n",
       "      <td>R</td>\n",
       "      <td>Action</td>\n",
       "      <td>2020</td>\n",
       "      <td>January 17, 2020 (United States)</td>\n",
       "      <td>6.6</td>\n",
       "      <td>140000.0</td>\n",
       "      <td>Adil El Arbi</td>\n",
       "      <td>Peter Craig</td>\n",
       "      <td>Will Smith</td>\n",
       "      <td>United States</td>\n",
       "      <td>90000000</td>\n",
       "      <td>426505244</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7649</th>\n",
       "      <td>Sonic the Hedgehog</td>\n",
       "      <td>PG</td>\n",
       "      <td>Action</td>\n",
       "      <td>2020</td>\n",
       "      <td>February 14, 2020 (United States)</td>\n",
       "      <td>6.5</td>\n",
       "      <td>102000.0</td>\n",
       "      <td>Jeff Fowler</td>\n",
       "      <td>Pat Casey</td>\n",
       "      <td>Ben Schwartz</td>\n",
       "      <td>United States</td>\n",
       "      <td>85000000</td>\n",
       "      <td>319715683</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7650</th>\n",
       "      <td>Dolittle</td>\n",
       "      <td>PG</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>2020</td>\n",
       "      <td>January 17, 2020 (United States)</td>\n",
       "      <td>5.6</td>\n",
       "      <td>53000.0</td>\n",
       "      <td>Stephen Gaghan</td>\n",
       "      <td>Stephen Gaghan</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>175000000</td>\n",
       "      <td>245487753</td>\n",
       "      <td>Universal Pictures</td>\n",
       "      <td>101.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7651</th>\n",
       "      <td>The Call of the Wild</td>\n",
       "      <td>PG</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>2020</td>\n",
       "      <td>February 21, 2020 (United States)</td>\n",
       "      <td>6.8</td>\n",
       "      <td>42000.0</td>\n",
       "      <td>Chris Sanders</td>\n",
       "      <td>Michael Green</td>\n",
       "      <td>Harrison Ford</td>\n",
       "      <td>Canada</td>\n",
       "      <td>135000000</td>\n",
       "      <td>111105497</td>\n",
       "      <td>20th Century Studios</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7652</th>\n",
       "      <td>The Eight Hundred</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>Action</td>\n",
       "      <td>2020</td>\n",
       "      <td>August 28, 2020 (United States)</td>\n",
       "      <td>6.8</td>\n",
       "      <td>3700.0</td>\n",
       "      <td>Hu Guan</td>\n",
       "      <td>Hu Guan</td>\n",
       "      <td>Zhi-zhong Huang</td>\n",
       "      <td>China</td>\n",
       "      <td>80000000</td>\n",
       "      <td>461421559</td>\n",
       "      <td>Beijing Diqi Yinxiang Entertainment</td>\n",
       "      <td>149.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5436 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                name     rating      genre  \\\n",
       "0                                        The Shining          R      Drama   \n",
       "1                                    The Blue Lagoon          R  Adventure   \n",
       "2     Star Wars: Episode V - The Empire Strikes Back         PG     Action   \n",
       "3                                          Airplane!         PG     Comedy   \n",
       "4                                         Caddyshack          R     Comedy   \n",
       "...                                              ...        ...        ...   \n",
       "7648                               Bad Boys for Life          R     Action   \n",
       "7649                              Sonic the Hedgehog         PG     Action   \n",
       "7650                                        Dolittle         PG  Adventure   \n",
       "7651                            The Call of the Wild         PG  Adventure   \n",
       "7652                               The Eight Hundred  Not Rated     Action   \n",
       "\n",
       "      year                           released  score      votes  \\\n",
       "0     1980      June 13, 1980 (United States)    8.4   927000.0   \n",
       "1     1980       July 2, 1980 (United States)    5.8    65000.0   \n",
       "2     1980      June 20, 1980 (United States)    8.7  1200000.0   \n",
       "3     1980       July 2, 1980 (United States)    7.7   221000.0   \n",
       "4     1980      July 25, 1980 (United States)    7.3   108000.0   \n",
       "...    ...                                ...    ...        ...   \n",
       "7648  2020   January 17, 2020 (United States)    6.6   140000.0   \n",
       "7649  2020  February 14, 2020 (United States)    6.5   102000.0   \n",
       "7650  2020   January 17, 2020 (United States)    5.6    53000.0   \n",
       "7651  2020  February 21, 2020 (United States)    6.8    42000.0   \n",
       "7652  2020    August 28, 2020 (United States)    6.8     3700.0   \n",
       "\n",
       "             director                   writer               star  \\\n",
       "0     Stanley Kubrick             Stephen King     Jack Nicholson   \n",
       "1      Randal Kleiser  Henry De Vere Stacpoole     Brooke Shields   \n",
       "2      Irvin Kershner           Leigh Brackett        Mark Hamill   \n",
       "3        Jim Abrahams             Jim Abrahams        Robert Hays   \n",
       "4        Harold Ramis       Brian Doyle-Murray        Chevy Chase   \n",
       "...               ...                      ...                ...   \n",
       "7648     Adil El Arbi              Peter Craig         Will Smith   \n",
       "7649      Jeff Fowler                Pat Casey       Ben Schwartz   \n",
       "7650   Stephen Gaghan           Stephen Gaghan  Robert Downey Jr.   \n",
       "7651    Chris Sanders            Michael Green      Harrison Ford   \n",
       "7652          Hu Guan                  Hu Guan    Zhi-zhong Huang   \n",
       "\n",
       "             country     budget      gross  \\\n",
       "0     United Kingdom   19000000   46998772   \n",
       "1      United States    4500000   58853106   \n",
       "2      United States   18000000  538375067   \n",
       "3      United States    3500000   83453539   \n",
       "4      United States    6000000   39846344   \n",
       "...              ...        ...        ...   \n",
       "7648   United States   90000000  426505244   \n",
       "7649   United States   85000000  319715683   \n",
       "7650   United States  175000000  245487753   \n",
       "7651          Canada  135000000  111105497   \n",
       "7652           China   80000000  461421559   \n",
       "\n",
       "                                  company  runtime  \n",
       "0                            Warner Bros.    146.0  \n",
       "1                       Columbia Pictures    104.0  \n",
       "2                               Lucasfilm    124.0  \n",
       "3                      Paramount Pictures     88.0  \n",
       "4                          Orion Pictures     98.0  \n",
       "...                                   ...      ...  \n",
       "7648                    Columbia Pictures    124.0  \n",
       "7649                   Paramount Pictures     99.0  \n",
       "7650                   Universal Pictures    101.0  \n",
       "7651                 20th Century Studios    100.0  \n",
       "7652  Beijing Diqi Yinxiang Entertainment    149.0  \n",
       "\n",
       "[5436 rows x 15 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "017ef5e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.boxplot(column=['gross'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "07bbf7f6",
   "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>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>year</th>\n",
       "      <th>released</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>director</th>\n",
       "      <th>writer</th>\n",
       "      <th>star</th>\n",
       "      <th>country</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>company</th>\n",
       "      <th>runtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Shining</td>\n",
       "      <td>R</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1980</td>\n",
       "      <td>June 13, 1980 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>927000.0</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>Stephen King</td>\n",
       "      <td>Jack Nicholson</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>19000000</td>\n",
       "      <td>46998772</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>146.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Blue Lagoon</td>\n",
       "      <td>R</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>5.8</td>\n",
       "      <td>65000.0</td>\n",
       "      <td>Randal Kleiser</td>\n",
       "      <td>Henry De Vere Stacpoole</td>\n",
       "      <td>Brooke Shields</td>\n",
       "      <td>United States</td>\n",
       "      <td>4500000</td>\n",
       "      <td>58853106</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>104.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Star Wars: Episode V - The Empire Strikes Back</td>\n",
       "      <td>PG</td>\n",
       "      <td>Action</td>\n",
       "      <td>1980</td>\n",
       "      <td>June 20, 1980 (United States)</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1200000.0</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>Leigh Brackett</td>\n",
       "      <td>Mark Hamill</td>\n",
       "      <td>United States</td>\n",
       "      <td>18000000</td>\n",
       "      <td>538375067</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Airplane!</td>\n",
       "      <td>PG</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>7.7</td>\n",
       "      <td>221000.0</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Robert Hays</td>\n",
       "      <td>United States</td>\n",
       "      <td>3500000</td>\n",
       "      <td>83453539</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Caddyshack</td>\n",
       "      <td>R</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 25, 1980 (United States)</td>\n",
       "      <td>7.3</td>\n",
       "      <td>108000.0</td>\n",
       "      <td>Harold Ramis</td>\n",
       "      <td>Brian Doyle-Murray</td>\n",
       "      <td>Chevy Chase</td>\n",
       "      <td>United States</td>\n",
       "      <td>6000000</td>\n",
       "      <td>39846344</td>\n",
       "      <td>Orion Pictures</td>\n",
       "      <td>98.0</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7648</th>\n",
       "      <td>Bad Boys for Life</td>\n",
       "      <td>R</td>\n",
       "      <td>Action</td>\n",
       "      <td>2020</td>\n",
       "      <td>January 17, 2020 (United States)</td>\n",
       "      <td>6.6</td>\n",
       "      <td>140000.0</td>\n",
       "      <td>Adil El Arbi</td>\n",
       "      <td>Peter Craig</td>\n",
       "      <td>Will Smith</td>\n",
       "      <td>United States</td>\n",
       "      <td>90000000</td>\n",
       "      <td>426505244</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7649</th>\n",
       "      <td>Sonic the Hedgehog</td>\n",
       "      <td>PG</td>\n",
       "      <td>Action</td>\n",
       "      <td>2020</td>\n",
       "      <td>February 14, 2020 (United States)</td>\n",
       "      <td>6.5</td>\n",
       "      <td>102000.0</td>\n",
       "      <td>Jeff Fowler</td>\n",
       "      <td>Pat Casey</td>\n",
       "      <td>Ben Schwartz</td>\n",
       "      <td>United States</td>\n",
       "      <td>85000000</td>\n",
       "      <td>319715683</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7650</th>\n",
       "      <td>Dolittle</td>\n",
       "      <td>PG</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>2020</td>\n",
       "      <td>January 17, 2020 (United States)</td>\n",
       "      <td>5.6</td>\n",
       "      <td>53000.0</td>\n",
       "      <td>Stephen Gaghan</td>\n",
       "      <td>Stephen Gaghan</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>175000000</td>\n",
       "      <td>245487753</td>\n",
       "      <td>Universal Pictures</td>\n",
       "      <td>101.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7651</th>\n",
       "      <td>The Call of the Wild</td>\n",
       "      <td>PG</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>2020</td>\n",
       "      <td>February 21, 2020 (United States)</td>\n",
       "      <td>6.8</td>\n",
       "      <td>42000.0</td>\n",
       "      <td>Chris Sanders</td>\n",
       "      <td>Michael Green</td>\n",
       "      <td>Harrison Ford</td>\n",
       "      <td>Canada</td>\n",
       "      <td>135000000</td>\n",
       "      <td>111105497</td>\n",
       "      <td>20th Century Studios</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7652</th>\n",
       "      <td>The Eight Hundred</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>Action</td>\n",
       "      <td>2020</td>\n",
       "      <td>August 28, 2020 (United States)</td>\n",
       "      <td>6.8</td>\n",
       "      <td>3700.0</td>\n",
       "      <td>Hu Guan</td>\n",
       "      <td>Hu Guan</td>\n",
       "      <td>Zhi-zhong Huang</td>\n",
       "      <td>China</td>\n",
       "      <td>80000000</td>\n",
       "      <td>461421559</td>\n",
       "      <td>Beijing Diqi Yinxiang Entertainment</td>\n",
       "      <td>149.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5436 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                name     rating      genre  \\\n",
       "0                                        The Shining          R      Drama   \n",
       "1                                    The Blue Lagoon          R  Adventure   \n",
       "2     Star Wars: Episode V - The Empire Strikes Back         PG     Action   \n",
       "3                                          Airplane!         PG     Comedy   \n",
       "4                                         Caddyshack          R     Comedy   \n",
       "...                                              ...        ...        ...   \n",
       "7648                               Bad Boys for Life          R     Action   \n",
       "7649                              Sonic the Hedgehog         PG     Action   \n",
       "7650                                        Dolittle         PG  Adventure   \n",
       "7651                            The Call of the Wild         PG  Adventure   \n",
       "7652                               The Eight Hundred  Not Rated     Action   \n",
       "\n",
       "      year                           released  score      votes  \\\n",
       "0     1980      June 13, 1980 (United States)    8.4   927000.0   \n",
       "1     1980       July 2, 1980 (United States)    5.8    65000.0   \n",
       "2     1980      June 20, 1980 (United States)    8.7  1200000.0   \n",
       "3     1980       July 2, 1980 (United States)    7.7   221000.0   \n",
       "4     1980      July 25, 1980 (United States)    7.3   108000.0   \n",
       "...    ...                                ...    ...        ...   \n",
       "7648  2020   January 17, 2020 (United States)    6.6   140000.0   \n",
       "7649  2020  February 14, 2020 (United States)    6.5   102000.0   \n",
       "7650  2020   January 17, 2020 (United States)    5.6    53000.0   \n",
       "7651  2020  February 21, 2020 (United States)    6.8    42000.0   \n",
       "7652  2020    August 28, 2020 (United States)    6.8     3700.0   \n",
       "\n",
       "             director                   writer               star  \\\n",
       "0     Stanley Kubrick             Stephen King     Jack Nicholson   \n",
       "1      Randal Kleiser  Henry De Vere Stacpoole     Brooke Shields   \n",
       "2      Irvin Kershner           Leigh Brackett        Mark Hamill   \n",
       "3        Jim Abrahams             Jim Abrahams        Robert Hays   \n",
       "4        Harold Ramis       Brian Doyle-Murray        Chevy Chase   \n",
       "...               ...                      ...                ...   \n",
       "7648     Adil El Arbi              Peter Craig         Will Smith   \n",
       "7649      Jeff Fowler                Pat Casey       Ben Schwartz   \n",
       "7650   Stephen Gaghan           Stephen Gaghan  Robert Downey Jr.   \n",
       "7651    Chris Sanders            Michael Green      Harrison Ford   \n",
       "7652          Hu Guan                  Hu Guan    Zhi-zhong Huang   \n",
       "\n",
       "             country     budget      gross  \\\n",
       "0     United Kingdom   19000000   46998772   \n",
       "1      United States    4500000   58853106   \n",
       "2      United States   18000000  538375067   \n",
       "3      United States    3500000   83453539   \n",
       "4      United States    6000000   39846344   \n",
       "...              ...        ...        ...   \n",
       "7648   United States   90000000  426505244   \n",
       "7649   United States   85000000  319715683   \n",
       "7650   United States  175000000  245487753   \n",
       "7651          Canada  135000000  111105497   \n",
       "7652           China   80000000  461421559   \n",
       "\n",
       "                                  company  runtime  \n",
       "0                            Warner Bros.    146.0  \n",
       "1                       Columbia Pictures    104.0  \n",
       "2                               Lucasfilm    124.0  \n",
       "3                      Paramount Pictures     88.0  \n",
       "4                          Orion Pictures     98.0  \n",
       "...                                   ...      ...  \n",
       "7648                    Columbia Pictures    124.0  \n",
       "7649                   Paramount Pictures     99.0  \n",
       "7650                   Universal Pictures    101.0  \n",
       "7651                 20th Century Studios    100.0  \n",
       "7652  Beijing Diqi Yinxiang Entertainment    149.0  \n",
       "\n",
       "[5436 rows x 15 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "0ac75b0a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>year</th>\n",
       "      <th>released</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>director</th>\n",
       "      <th>writer</th>\n",
       "      <th>star</th>\n",
       "      <th>country</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>company</th>\n",
       "      <th>runtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6663</th>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2015</td>\n",
       "      <td>December 18, 2015 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>876000.0</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>Lawrence Kasdan</td>\n",
       "      <td>Daisy Ridley</td>\n",
       "      <td>United States</td>\n",
       "      <td>245000000</td>\n",
       "      <td>2069521700</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>138.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7244</th>\n",
       "      <td>Avengers: Infinity War</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2018</td>\n",
       "      <td>April 27, 2018 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>897000.0</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>Christopher Markus</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>321000000</td>\n",
       "      <td>2048359754</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>149.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7480</th>\n",
       "      <td>The Lion King</td>\n",
       "      <td>PG</td>\n",
       "      <td>Animation</td>\n",
       "      <td>2019</td>\n",
       "      <td>July 19, 2019 (United States)</td>\n",
       "      <td>6.9</td>\n",
       "      <td>222000.0</td>\n",
       "      <td>Jon Favreau</td>\n",
       "      <td>Jeff Nathanson</td>\n",
       "      <td>Donald Glover</td>\n",
       "      <td>United States</td>\n",
       "      <td>260000000</td>\n",
       "      <td>1670727580</td>\n",
       "      <td>Walt Disney Pictures</td>\n",
       "      <td>118.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6653</th>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2015</td>\n",
       "      <td>June 12, 2015 (United States)</td>\n",
       "      <td>7.0</td>\n",
       "      <td>593000.0</td>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>Rick Jaffa</td>\n",
       "      <td>Chris Pratt</td>\n",
       "      <td>United States</td>\n",
       "      <td>150000000</td>\n",
       "      <td>1670516444</td>\n",
       "      <td>Universal Pictures</td>\n",
       "      <td>124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6043</th>\n",
       "      <td>The Avengers</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2012</td>\n",
       "      <td>May 4, 2012 (United States)</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1300000.0</td>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>220000000</td>\n",
       "      <td>1518815515</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>143.0</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2417</th>\n",
       "      <td>Madadayo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1993</td>\n",
       "      <td>April 17, 1993 (Japan)</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5100.0</td>\n",
       "      <td>Akira Kurosawa</td>\n",
       "      <td>Ishirô Honda</td>\n",
       "      <td>Tatsuo Matsumura</td>\n",
       "      <td>Japan</td>\n",
       "      <td>11900000</td>\n",
       "      <td>596</td>\n",
       "      <td>DENTSU Music And Entertainment</td>\n",
       "      <td>134.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3203</th>\n",
       "      <td>Trojan War</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1997</td>\n",
       "      <td>October 1, 1997 (Brazil)</td>\n",
       "      <td>5.7</td>\n",
       "      <td>5800.0</td>\n",
       "      <td>George Huang</td>\n",
       "      <td>Andy Burg</td>\n",
       "      <td>Will Friedle</td>\n",
       "      <td>United States</td>\n",
       "      <td>15000000</td>\n",
       "      <td>309</td>\n",
       "      <td>Daybreak</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5445</th>\n",
       "      <td>Avatar</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2009</td>\n",
       "      <td>December 18, 2009 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000.0</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Sam Worthington</td>\n",
       "      <td>United States</td>\n",
       "      <td>237000000</td>\n",
       "      <td>-2147483648</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>162.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3045</th>\n",
       "      <td>Titanic</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1997</td>\n",
       "      <td>December 19, 1997 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000.0</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>United States</td>\n",
       "      <td>200000000</td>\n",
       "      <td>-2147483648</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>194.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7445</th>\n",
       "      <td>Avengers: Endgame</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2019</td>\n",
       "      <td>April 26, 2019 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>903000.0</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>Christopher Markus</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>356000000</td>\n",
       "      <td>-2147483648</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>181.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5436 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            name rating      genre  year  \\\n",
       "6663  Star Wars: Episode VII - The Force Awakens  PG-13     Action  2015   \n",
       "7244                      Avengers: Infinity War  PG-13     Action  2018   \n",
       "7480                               The Lion King     PG  Animation  2019   \n",
       "6653                              Jurassic World  PG-13     Action  2015   \n",
       "6043                                The Avengers  PG-13     Action  2012   \n",
       "...                                          ...    ...        ...   ...   \n",
       "2417                                    Madadayo    NaN      Drama  1993   \n",
       "3203                                  Trojan War  PG-13     Comedy  1997   \n",
       "5445                                      Avatar  PG-13     Action  2009   \n",
       "3045                                     Titanic  PG-13      Drama  1997   \n",
       "7445                           Avengers: Endgame  PG-13     Action  2019   \n",
       "\n",
       "                               released  score      votes         director  \\\n",
       "6663  December 18, 2015 (United States)    7.8   876000.0      J.J. Abrams   \n",
       "7244     April 27, 2018 (United States)    8.4   897000.0    Anthony Russo   \n",
       "7480      July 19, 2019 (United States)    6.9   222000.0      Jon Favreau   \n",
       "6653      June 12, 2015 (United States)    7.0   593000.0  Colin Trevorrow   \n",
       "6043        May 4, 2012 (United States)    8.0  1300000.0      Joss Whedon   \n",
       "...                                 ...    ...        ...              ...   \n",
       "2417             April 17, 1993 (Japan)    7.3     5100.0   Akira Kurosawa   \n",
       "3203           October 1, 1997 (Brazil)    5.7     5800.0     George Huang   \n",
       "5445  December 18, 2009 (United States)    7.8  1100000.0    James Cameron   \n",
       "3045  December 19, 1997 (United States)    7.8  1100000.0    James Cameron   \n",
       "7445     April 26, 2019 (United States)    8.4   903000.0    Anthony Russo   \n",
       "\n",
       "                  writer               star        country     budget  \\\n",
       "6663     Lawrence Kasdan       Daisy Ridley  United States  245000000   \n",
       "7244  Christopher Markus  Robert Downey Jr.  United States  321000000   \n",
       "7480      Jeff Nathanson      Donald Glover  United States  260000000   \n",
       "6653          Rick Jaffa        Chris Pratt  United States  150000000   \n",
       "6043         Joss Whedon  Robert Downey Jr.  United States  220000000   \n",
       "...                  ...                ...            ...        ...   \n",
       "2417        Ishirô Honda   Tatsuo Matsumura          Japan   11900000   \n",
       "3203           Andy Burg       Will Friedle  United States   15000000   \n",
       "5445       James Cameron    Sam Worthington  United States  237000000   \n",
       "3045       James Cameron  Leonardo DiCaprio  United States  200000000   \n",
       "7445  Christopher Markus  Robert Downey Jr.  United States  356000000   \n",
       "\n",
       "           gross                         company  runtime  \n",
       "6663  2069521700                       Lucasfilm    138.0  \n",
       "7244  2048359754                  Marvel Studios    149.0  \n",
       "7480  1670727580            Walt Disney Pictures    118.0  \n",
       "6653  1670516444              Universal Pictures    124.0  \n",
       "6043  1518815515                  Marvel Studios    143.0  \n",
       "...          ...                             ...      ...  \n",
       "2417         596  DENTSU Music And Entertainment    134.0  \n",
       "3203         309                        Daybreak     85.0  \n",
       "5445 -2147483648           Twentieth Century Fox    162.0  \n",
       "3045 -2147483648           Twentieth Century Fox    194.0  \n",
       "7445 -2147483648                  Marvel Studios    181.0  \n",
       "\n",
       "[5436 rows x 15 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values(by=['gross'], inplace=False, ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "83fd6c42",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='gross', ylabel='budget'>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(x=\"gross\", y=\"budget\", data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "55943b6b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='score', ylabel='gross'>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Fub0Ozjp+wNCOPPCJDSaAiwf7hSaC/T44aFoS+iGnv8f6KbXDynXdayVdK0me52liYqLHPaqvUCj0bd8GCfuxPdiP7cF+bJ+O7MuLt2h29WpN/81nVXpiv/JnnKXxV/2SRjf/ZOVXZn/hGp38+P816Qojo0GQVNbKX7hGoxMTqe5DF28x/zpodtc3kvsQ6Nh78uItOvHEXs3s2CZ/ZkbO2JjGLr9Kq2LPO20f6zl81tkqHzkkJzZ50Z+dUe6ss7U+5fOxvpbN3L6QV7640Px7AVWvpeOY92Szr+Wgc/yU+UTd4Lru+ZLuTDnZ0N+3b1+He5TNxMSEpqamet2Ngcd+bA/2Y3uwH9unl/uy14t42FTlD8dzpOuMfDfaj60+R1sfyrt3yb/lJpMzXSqatIqxcTnXXJ/qcZp5jklKO7ZJd99hltgeGZMuvUL5y69q7nnu3K7cMp0k1w7x1zI/vkKl6VOZXstBsHHjRimq8l0xUCPSAAC0ot8nd7VaH7kdta5tffC3f0Y6ddxUzCgEOcqnjpv2eIWUVqpypHieuvcrJs1m+EwTjN/7FZXPv6Dp1ReX+kFyJw8e46+lf2RKWoYHJH0TSLuu+zlJL5E04bruY5Le5XneJ3vbKwAAuqjFEnttWajE1ofH90pyoqWtczmp5EsH9kpaOgvX9PvZizS68VoslwOSRvomkPY879W97gMAAD3Vaom9FIG4NUBM04famtKOIwWZorYgty3BXYdrencjAO2Gvlgpc4mjagcAAH2i5WoRlmoUaVbss/Zhw0bJL5uUDt8PLsumXbJWcmhL+bsU5ekSV7G06Moqlt1AVY2OI5AGAKBPtFpizxYEpwkQbX1wrrxGGl9lUjrKZXM5vsq0S/Ygtw3Bne15pl0yvqGlEoC2uIw57PomtQMAgCRLIWc1jVYmRFon8qVMiUjqQ25ys8qvv6HhY1hXZ0yROmJ7rW3Ps+WUhn5Yqr0N0qyUuVz+rjqFQBoA0Pe6lbPa6aAizf232ofEQLxNAaL/8PelRx8ypeemT5nrKaty2IK7tK914vNsMYe6L5ZqbwPba7FUcsF7idQOAEDfa1fOalLebHn3LvmfvlH64QPS0cPSDx+Q/+kbm8qttT22Ld2g5ZQEi3as2FfasU268zZpftbUkJ6fle68zbSnYEsd6VYOdSt9HCRJK2UumVzwHiKQBgD0vzbkrNqCVP/2W6TpE1Heb7ksTZ8w7U08RqNAPU3Q0unApi0B4t13mGUp8gXTx3zBXL/7jso+aOmApAs51AgslVzwHiKQBgD0vzZMmrIGqQf2mUVGcjmzPZcz1w+kW0XXOpqcJmjpQmCTNEKZytyMlMvX3GnetMt+QGLdT214rXOTm6UXXGIe47EfmssXXJL6uXb6zEDfYDJiywikAQBdEY7WHrzuyqbLkbVlhDFNkOr71dt9v86iwPVZA/U0QcsgBDYjY1K5VN1WLpl2yXpAYttP7Xitq1Y+PPtJ5vLer6R+zy2XlAdny1bp1Elp/x7psYfN5amTjNw3gUAaAJaAVmrmdkN8hM9ZubrpEb62pCTYgtQzN0kK6iJLwaUvbdiU7v4tgXqaALFfUhIS30+XXmEWXykVTR9LRXP90iui30k6ILHsp3a81i0Hwssp5SFcTMf3zWXtYjtIRNUOABhwgzDzPh7YOGFgU1OOLE3Js1ZWY7NVYnC2vk7+LTdJM9MmmM0XpPGVcra+Lt0DWCpiWEvTpfydcD8dPDKl8rqJzlQW+fSNJlWjVJJOHDM5zq+/waSFXH6VSgf2Sd/6mrQwb0acn/si5S+/ytzBmZvMyGY8tUO+tOHsVPsp3A8trbzX6sqHS6T8nY2/c7s0vkJad1rUOMfKh80gkAaAATcQywBbAptuHAzYgtTc5GaVr7k+c+m5NCXT0gSISb8T309VI/tt3E+VHOcwPSOe4xws8a0H/0s6Y2P0PB/8L5V37zKjyZYDkq6UlmsxEO5W+bue13Du8FLrywGBNAAMukH4MrQENt06GGh1pDMp8EkzmtyqNCP7LYvnOEvmVH9Z9XOcpUV9sB2QNDPqnrXetrNlqwnmDx00qSf5gjQ2Lsf9lVS7oBuvZV+cSVomI++dRCANAIOuC1+GrY6cxUf4/PyKxbm/UwdM8HZkr1RckApD0qo1XT0YsAU2aQKfllMSbGL7qRgGiJ3YT+VSlAPtOEGZu3zUB8uBm20/WEfdwxHtUlE6fkz+LTepfM31zS0kEuZlO465rMnbtqXIdPq17IczSUtl4ZleYrIhAAy4Tk9Qa0cpsPgEMv/k8cUTyEbHpCPB6GEuZy6PHDTtXWKboNYXlRy6sZ/WrDfpHGEQ7QcTMFevN9s7XFnE3/4Z6dRxyS+b/e2XpVPHTXv4O2leqxUrpbPOkc4+31yuWFnZXgnWH3pA5UMHpYceMMF6Nyfp9sGExqW08EyvMCINAAOu06eh2zVyFo7wTUxMaGpqqnpjvFJAGLzVtneabaR16oAJXh+PjZqv7u6oecP90c79NDoa5UaHr0MuZ9rVhVHMx/dKcqLUklxOKvnSgb3R76R5rRK2V4J1J2dG2suxYH2ZpVV0/CzKEkcgDQBLQEe/DLuRgz0zLa0/XTp+rDpInZlOfRet5tVaA5uxcWnvo5L8YJS2JE3NSZvObfHJN/E8ZqbNa3HiuNlPTk5atbqp/WQ1OyOtP0M6caw6zWbWLLjSjfzhRQcGYYm2kO21sm2PB+threvaYL3DSKtYGgikAQDJUoyctVx9IHyMM2M1m+dmpfXrUt08Tc6s7Xesgc30KZNmEPJ9Sb5pT8m2n6z5waNj0tFDZhQ1NxSMpJ6Qzjw7dR9KO7aZ5bznZswiKpdeEZWukxq/Fmui16KjB24bNkqPP2YmOIZnJ/xy1XO0ljLcstWU8Dt80JTwy+elkbHqyYa2YL3DunJAgo4jRxoAkMiWg92OHOpW87zT5C/bfseaL3r8aDSCKUUjmcePpupjmv1kzQ9uMbWjtGObdOdt0vysmag4PyvdeZtpD++qx4vCOFdeI42vitJLcjlpfJVpD6TK7U1aaGTDRrNvw/SVctlc37Cxqb62uhBSy8u1o+cYkQYAJLKNnLUjh7rl0bk06SdtqDYhJycV8tH1UinbEuJS/f1kyw+Op8CEVTuaSYG5+w7T33zw9Z8vmPu5+w4pGJXu9UhpbnKzShe/3PSpuCDlR6SLX77o8ZNeK9tCI86V10SLzoTB+siKqmDdpi/K16HnCKQBDLRWUwp6viDCgEgMMNuUQ91SukCaiVutTu46c5PJkS6XoooWcqSzUuZIp91PSSkHExukJ/ZVby8umMVR0pibiYLoUC5v2uNNHZ6AlvR3V969S/qHL5kA3wkqk/zDl1Q+/4K2HVjlJjer/Pob5O/crlzGFSL7oXwdeo9AGsDAanVEKHVebQeXY14SUgaondyXaSZutTy569kvMIF0WMkiDKaf/YJ0t0+zn2z5wRdNSt//nhlVzuWl4rx0bF76qS3p+jAyFqV1hMol0x7TyQNM29+dbWXFVJpYhrxuFZk0+mQhJAYDeoscaQADq9W6vrbbx3Naq5Zj7mat2QGQJqe20/syTc5syzVz799tbjsyZgLRkTFz/f7dqW6eZj9Z84Pv3y2tXisVhs19FIbN9ZR90KVXSGXfBJXhv7Jv2gNpcrlbyQ22/t3GV1YM89CdXGVlxTS6kufd4XraabRjfgJaw4g0gMHV6oiQrdZsN5ZjXgLS5NR2Y1+mSUdoKWVh6oAJWmPVK+T7qd9vafZTPOWg7u/E+lAoFFQsFpvqg3P+BfJHx6TZ6WhEfXRMzvkXRE/JkrJQ3r0ryi8ulaQTx+R/+kaVX3/DojM5DZ+D7e+2ZhVC+b6US18ruxt53v1Qvq4d6SWMaLeGQBrA4Go159V2+z45dTsIrAHqUtiXXVpAI3FfTmwwI7Mz09ES4WPjqatN+Du3m4VVyuWoRvToaHXgZTvAtKReWFOmbPvxzE3S/j3RiHy5LMmXNqQv8Se1nudtCzB7PSlTUst/V0yYbB2BNICB1eqIkPX2fbLy2JLQjVrUbZBUYzlVbeIEbQla6uVIH5+XXpQyR3r/HpPWEq7oVyqa8n2lUvQ7ttcqnnohmVHtsiqpF7ZRUmsN6K2vi2ppF4ODhfGVcra+bvH+bMNE43o5+2lfq56vCtjiZxQTJltHjjSAgdVqzqvt9vE8S78H9XSXEtu+7IdczzQ1lhNrE1v4O7ebUeAjh6S9j5jL4kLqnH5JQZ722uoc6TVr0+dILyyYy3h5vXi7UuYX10u9CHfF1AETIMfVVMzQCy4xr/VjPzSXL7ik8neXm9ws55rrpSdfaMrXPflCOeGCNIFW3y+2nP1W5190S8u54JbXCnaMSAMYaK2OCCXdPn7q1j8yJVG1IzPbvuyLkTFLjWVbbWKrvY9KM6diS1IXg2W4i+n7OHVAWrVWWt04RzpxpDZfkOSYdImwKoicqioe1pQFW+qFZZS0vHuXdM9dwfN2zOU9d1WVt7P9Xbf6fqkc1Jw4ptLUgUqKTOX2A5KK1HJ6CWfdWkYgDQAJWi6RhYrEfdmlwCUxyLTVWG61j6VisJqeH030cxzTntbEBjOKOz2tol82KRbj49LZT4qeX1JKwqZzKznWlRzpJnKsJXvqhS11o7J6o5Mz/SzHVm9spk60k5OO7I2ex6o16V+LvY9KJ49F14sL5nUOD2oGKMBsZTChHyZMDjpSOwAAvdeFUmLl3btMAPjQAyat4qEH5N9yU5QOMDJmaipX3ShWY3lig3TiqFl98LGHzeWJo831MVySOhwNLpdTr4woSVp7mnTqpAnIpWAJ8ZOmXfaUBGfLVvOY8aWxy+WGpQrrpU3YUi+sKVf1Vm+UE63emMbomHTkoDkICUf3jxw07WlMn0psd7ZsNft1/x7zWu/fI506ueQCzJZLQoIRaQDotH6YRNfvujEyZh0JvfQKacc2qRQL6J1cVGP5oknpge9GQWypaPqZdjEUyQR9fs2ItG+/WcV/fit2HzJBuOOYdil9abnwdo4W5TunSZuwjYLal1pPWL0xjfjtKykq1e2Jf3flBmcB4u0t5MMPkp5PmBxwjEgDQAf1wyS6QdCVkTHLSKhz/gVmRDMMmGprLO/6ehREh/yyaU8jXwiqZRSkoeHq62mF6SdDw9LISHQ/YfqJZWTf37ldWrFSOusc6ezzzeWKldWT6KYOmIOE+Mh7qdi+NJsNG4MUl9iouF+uSi+xLvgyMy2tPz3IYy+Zy/Wnm3a1/ndXyYffeI50zpPM5fiKvptsiN5jRBoAOqgvJtENiK6MjPllaaFUMyKcN5t2bjeB/BlnRb8fn0z4+GNBYziSK/Nfpd2iDfnJtiW+rSP7Uwek+XnTjzDHeuVqaWE+ur+xcZPKEC+Rd/igCbrDh2zhLItz5TXVC7rk89LIisrqjalKz4U5zGduiu54blZabxbL8Xdul0oLwWTOYF+PxyYTRi9gbe+i/ZTLmYOI8Parm8jBxrLBiDSwTLWyxC+aQHmp/rF6bTQKKkWjoavXmuu216ocjEaHZ/jDy3LNKHUDzpatJiBbd5q06TxzWRhqLn3l0itM/FcqmsctFc31IP3EOrLv+yavO55jfeJodXqH5edWR3tzk5vlvP4G6UkXSmvXS0+6UE5sVcQ0peesZd/27wnqYxer62Xv32O2r5+o37mwfWw8qBderD6YGBtP9RyxfDAiDSxDrGbVRW2Y/b9ccqw7/jydBmNHYbvttcoFAVVtDeVcPtXDt2MlvPzlV6kkBYvGzJq+xhaNCR+n4cj+qRP29tkZad3p1aO5q9aYdrXnLEtiH1PkeVv3Zb162aVypd15zZvkf+yDZlQ8PDsxMibnNW8yv5/mwAIQgTSwLJFu0D2tTqJbLgc9lYoaM9PB6OExU1GjZiGOlhw7XD0xTTLXjx82P9peqzXrzKhkrTXrqp+HZVlp29+Y7T7yl18lXX5VtpKMtfnT9drDZcjjigtRCkqnSxWmPPhM3JeWetm5yc0qX/u78nduV67Oyoa2gwkgRCANLEcDstjAUtDqKORyOehpS21h64P4UUAVpsj6vqnrrBSvlWVEux0HPeXdu+R/9H3SQhDYHnpC/kMPqPzG36tevrrB0tbx7fWfgxONwMb3S/x6o+ok4TLkbVjuPWl7Wyq4pMhHT6xr3igHO3bQNCiWyxmtXiGQBpajAVpsYCloaRJdmw56+v7LtF5FjZLfVG3h0o5tQcrDjJl8V5PyUEnNkF89zyyWmpH4Wh07XL98XTCi3Y6DHv9TH4mC6NDCnGn/o780r2MwUa9cLklHD8v/9I0qBznG1mB+aFSam16cojAU+yz49r3msjbo/va90uVXWQPdeB9VKkknjjXVx7QHn6mC8XWnNQzGkw5IlspCJcvljFYvMdkQWIasE3XQP9qwUMnAlOBrobZwacc2UwN65pQZzZ45Je3YZtpDjXKZU+Y4V353aNgEV0PD5nrYx3ZMLI2vtlen3b/9Fmn6RLA8d95cTp8w7YotfX3kkLT3EXNZXIgm6p3/FGl8ZTS67uTM9fOfEj3W4w0OXoKDGtuExuo+5ur3sVTTx9JC1WTC3ORm5d/yXuXf9wnl3/Le+kG0bdGYhD7Gb++sXN307dvFNum71UnhaSZuojWMSAPLUDsmPaE72jEyNhDpIRs2mjJyZUUjoX5ZOvPsdLffub1+jeed26VwVDrn1B9RzqVcaMPWx26c6TmwzwS/uVzQ95zpT5jTvPdRafpktEJjqWhK2wVLX1feT6vXNn4/lUvV+9L3JflSbNHHxJH7eB8l0894H/fvMcFpvLze8aNm9DqlVheNiZfHK00dCJY5H099+3awjRa3ZTSZNL6OI5AGlilWsxoMbTnoacOXaadTQ2y1ha3mZu3tQ0OLJ4v5QXsb+tiWdIDayZDx9kqfa7b7fnQwsDAXBNGxPPByqZIukpvcrNILLlmUAlP1WhaGgrMgNfWyC+n2k72PyRU1Uknxnk58z8aD+XCJ8ZpgvtPvedvBQFsOgEnj6zgCaQDocy0f9LT4ZWrLeW2H3ORmlV9/Q2fPkqxeK504Xr89kBQ85SY3q3Txy00QWlyQ8iPSxS+v3v6UH5W+9bUoreG5L2ruOfzEi6Vv3lO/XTKT3/bvqU6bkC9tCEbFiw2C0aC9vHuXdO9XTMrC8JnmfXDvV1Q+/4Kon6NjQVAbG7lXzrSn2E/WPloqaqRieU9b37PxYD4c2Y8F813JLbYdDKQ8AO74xE0kIkcaAJa4VnPibTmvAyMcFY0v0Z2LRoArwdcPH5COHpZ++IAJvoK81PLuXdI9dwVpEo65vOeuyvbSjm3SN78aLdBSLkvf/Gp1nraF87wXS0M1edZDI6ZdkrP1ddKK1WYktVQylytWm3YpSpdwgufrKLhuvu5T5cyedY60dp00PGr20fCouR6sbGjLT3a2vs7cb7FYCdw0Mhr1cdO50uio6f/CvLkcHTXtafeT5T1tfc/Gg/lwYZ5YMJ82t7ilHGfb/IcU8yNazRVH6wikAWCJa/nLtF5erpNbXGu4BV2ZEBnWBs4H5fXyBXM9XGjENkkuLNHnl02Q5cdK9EnSXbdr8exIP2iPnmdS4OXv3C6ddrp03o9E/047vRLA5SY3Sy+5LHh831y+5LLotdywMVbmT9HP8RrQlgmRzpatUr5mBcZ8tAJjqiAzPyQNBwcrw8PmeuiiSWlmxhzEDA2by5kZ0x4offAdKr3hldG/D76jqsvW97TtPbvpXFMXOv5eWLUmCuZT7Cfbe9Z6wGE5GHC2bJVOnTSj+489HKSjnKw6AGYyYe8RSAPAMmCrgmBVL+c15Ry9VHffakBQO4pbr31iw+LUh+JCNMIXBlnhBL1Ssbq9Xok+OVGJvtqydaGgPdXBgiWAi6dm5M//ERNI3vuV6D42v3DxkuXlsmkP94FllNMapFr66O/cLq1YaUawzz7fXK5YGb2W9+82aSJl3+znsm+u379bkgmi9cDu6vt/YHfdYDrxPZ3wno0v154/98mLl2tPsZ9s71nb9lQHuGHlGj8o2Vhb2SbF+2UgKvYMMHKkAfRM39c2hmHLeW2HFPmgiXWiL7tS+uKti+/3siujn20LjfjlYLKZEwUwpZIUr47XQom+VJPHLLm//s7tpirHzLRKftmMso7Fqk18+94gjSOe3+ykrgGdii3n3vZa7n3ULJRS2XG+ub73UXO1NogONWqvx/Kejeezl+rks6faT23IcbZWFhlfYYL80FyG90u/V+wZcIxIA+gJRkoGR1VebrG4OC+3HSY2SCeOmlHfxx42lyeOVgKC0o5t0p23SfOz5jT8/Kx0522V/GPn/AuqgwnJ5OWef0F0Pb7QSPwybK9UpQhTI/zq9g0bTQWM+bnoX7lUtVpeoqkDJniPP8dScXFaRVI++8MPmkA6PBjwy+b6ww+a64/vNUFhVa3rXOoa0FLrKQnW0dy5WdPvqvSTcuPKKw0kpcnY3rOlHdukb/2jeQ8MDZvLb/1j5f2UarS4DTnOidKm4SS9Fu2obY5EjEgD6AlGSrqrldH/3ORmla+5vrNnDy6alO7/jirBaykIDn4qGC2++45g4lzwtZUvmN+5+w7p8qtMnnK4FHQ4AllcqF5iPAwy87Eh5lIptnpio7GloH3zCxePesfTJvL5+rWQw8cbGzejpPH6yYcPVibxSSnKHS4EwWZtObyFWBBqGTW3VYGx/W3a+mgdzbWkwKSRanXEpPfs3XfEam3HXrPg/ZRmP9meZ5pR7cS/yxTVdqzvF8rfdRyBNIDeWEYLBbSawtKW21tKedkeox11x5OWZNaur5tJZ+V4xOeY9suvMukcteXRcnnTLpkguVyW/FhQ5DiLlxhPCjL9OkFwvH3X1xfXeXZifVx7mnToicW3Xxucmo/frtHPNvFR3HrtrS5sI7X8t5mqVnWLWl2QRTOnmmuvwxbE2rbb/i7TpuEkPU/K33UeqR0AeqMNS18PAltJtVS3bzEFxjbpqRtpNrYlmXVgnwmMh0eif7l8NNFvZCwaQazcacm0hz/XCy7jo40bNpqgMl7yzC9HqRnh5MIwRzqcmRa2P743qnkcbvf9aEntkyfrP/mwfXbG7N942bcVq6oWiSnv3iX/lpukhx4wS2c/9ID8W26K9tPQcP3HCNqdK6+RxldFo/K5nDS+Kv3CNpL5Gzx+tDoF5fjR6hrNlmoVlVrVZz9p8YRIm+e9xN7eJykLtgmPSdvbMhkxRf8of9dZjEgD6InlMlLi336LdPJYcMUPVpmbN+0pvszakgJjGWHsRpqNv3O7NHNSmo5NkqtZklnlkgla48t3h2kRl15hcqRLRRNgl0tmJPnSK4Lblus+brzdunqikzMTC8NA23HMYwU1mKNA3q+eYBi2z03X70PYPjYuHT1kHjc3ZB7n1Imq1A5/+2ek40eq73thLkpRGR5dfAAqmXbZF41J5aJJ6fvfM8cRubxUnJeOz1cmZba8It/IaP186PD3jx4y+c1hLriTk8ZXmvZQn6Qs2M7kJG6fOmAOdB7fG6UlrV6TejJiWqxi21kE0gB6Is3S10uiqsf+PfVP4+/fk+72Kb5srVqtsqA2vBaPPhhUagj4ZVMj99Fgktya9dKh4PEqKQm+qfMsKX/5VSpJjat2pFhaOze5WaWnPStaedAvSz/+k9U1mB9/zKSQxNMiKpMJK+tl1z5Iun2QJrVj7yP1bxu2z06bwNKPHTg4OdOudCsXWl/L+3dLa9ZK09PBe25YGh837Zdfla5ahZOTjsTes6ti79ktW6Ud2xY/h/gEudNOlybOqN5HNZPsWso/rlTyqJHLpbu9ZE3NsK6uODYeva7hQfbUrKndnbIP6D1SOwD0pSVT1aNR/musPXGRjrFxMyGtVKyeoDY2nroLrVZZSPNa2BYaaViRIWwfHY2C3nDfOI5pD+Qvv0r5mz6n/M1/Yy7DIFoywV49sfbSjm3Sv3yteuXBf/laVPnjymtM3el4HemhkWjEOj5JMa5Rey3LgjBVz71WbXtt5ZFw1+3cLpUWTFrI3kfMZWmhuTSeqQOxCiaBwlAUyNrSskbHpCPBezaXM5dHDlaWGM9ffpV0wdOrb3/B06PXM2Wta73gEvM8HvuhuXzBJdUHC0kpVT9S8/ihoN2aYpNiX1tXV5w+VX/xnOlTUR+WwmfgEkcgDaAnbF8SS2bFrtrJbTXt1i/LNkxQs+VJOlu2mnSCRx6UHvmBuTx+pHolu2JNwFBsMjizBYgnjlXvr/AybJdltbvVa6Of4/s83r5ze/UoqGSux99Tufjkw+B6pQNF1RW2j62ovz1sn9hgAq+q2y40l46wZl390nGr15nr+/eY12duJqh8MmOuB2dAbK+l6W/ywZt1xb34/q/zc2nHNumB71Q/rwe+Ex3QpFjS3paHbQ1iHUlDNQcLQ0PRAYltFctwXx8/Wr2fjh+NzjbZFvg5fjRYvj32ns/nTbvSfwZaD2LRUQTSAHrC+iXRJ5OJWlY7slfTbhvVSjWKmULipKeHv29O48cjyOlp0y6ZhTJOHKseYTxxrLKARqovfMsBhRYW6tc/XjCBp321Oz9axTAMModGYs9J1lFxf/tngtHA+H44FQVPtoOBhfn624tB+0WT9YPc2NLY1v00Nl6/8kh4huJUgwmPYfveR02ucbwPRw9Fi6HUPs9GPyetuDczHU2qnJ+LJlWGqT1f+rwWp8j4Qbt9tFlK8Z6zLREeLtZSGDLvt0KQsx4GweHE0nDRnjB3P14FJnhvVq90GWsPF/gJ90+4wE/VwZxT/Z6XE2UKtWGZcnQeOdIAMmspf8+WZ9mlyUQdz0F0Gpz2D9v37zGjxPHawsePRtUmJjZIT+yrvm1pQToj5SIgadx9RzQSG5/oF9bULRWDahd+9fZwhM2WEytJQ6P1J+MNBa9vviDJMcFMJd/ZiUre2Va78/3FdYgX5porLffYw82116pXQ1qSikH7P91df/s/3V2pXWwN1o8frV+dJBjFtI6ahxNfa8Xbw4O3E8eqX8/g4M3fuV3KB0FqOQhS87loMuHomHRkSlWLxpw8Hk2qrF2mPRS0p8nzTvWeq7efcrEDN6k60C6VY0FwUNUlvsplOPExZHvPFobqvyfCg2vbiqEpPgOpx997jEgDyKTlkRBLHmSa07s9fw5p5Jzoy1qKvrTrfaHHL8P2iyalY0fNqGYuZy6PHa0exWzV7HQw+U5R0FAuVyawSaquZBEGGeHImSUnVpJ0/lMW14HOF0y7JG061wRC8ZH3VWtMexqnTgQ/1JSuq7R3QW3aSG37kan62xu11zPdoM5xo/YsJjaY4OzMTdLZ55vLQiEK4PbvkY4eMatLlorm8uiRaDR3djbKQw/f9+WyaU/BepZGMu+tw09Uj6wffiJ6z525SZKvqnx4+dKGTeZ6vmAODBfmzWfLwry5Hr5Hc+EBcJjD7Ne0y/6eHQpKOMbvI5evnDmxrb6Y6jMwxWqZ6CwCaWCJCvPmDl53ZUfy5lrNYbZ9SXSj/mlX8rCHhoLcx4IZcQ8rQoT5mfFRrfgoWPiFfv9uk+dbGA5ORQ+b6/dXj9C2lCdZOS1fEzTET9eHBwOVsnC56Oy8JSdWklmUpHa0tFSsLFbibNlqRurWnWaqFqw7TSoMpT9wWpgPRgtjz8HJVadb5Bp85TVqb7e0EwmTWEZz28HZslU6dDDIlw/+HToYvRazM0GetqpHa8N0o2OH608cPX7Y/Fx7QBUK222BumQN1p2trzMlAeOpGcOj0bL2a9YGRVhiueZO0C4Fnwk1B8BOrmp02Nmy1Xxuxfs5Nxvtp03nmsA+HMV2cuZ6EGjnJjfLueZ66ckXmvf7ky+Uc831VQu6WD8D2zAZ2YYc7GSkdgBLULwsU9XiF+0MRNuw+pmt/F3H6592Y3XFs84xqRmVUmJDppRYmJqx6VyTBzo9HZ06Hh+PRrWmDpjAec266D5rSoFVKgzMTAepIcdMhYHYl3Jpx7bGpeOUk1kKr0YYAIQjbvHH92OjdzPT0vrTpePHqkv0xcvd/ee3guA7zKmVCU7+81umByneD4mGhoNcZyeqUueXK/WVzYPkG5Q8S1l1o1W1Zevi7ZWfnfqBdaPc6VqnnVF/dcXTzljc1oD/za/WTZPxv/lV8/dYCdr96lTnYiw3uLJwjaKUoXDf/6y7eKn1sF2KAvVKh4IDo/i8gGOHY++nWLpRGKxL5j1RLAZBZqF6MRvHWfxeCFM0JPP3d2CfeQ+H7+mx8VgpxGBuwexMdTA+O2PaJzdH9bhzjpQbNuXtZmeqzibZPuOsn4HtWC0zQZpVUZc7RqSBJSg+0up0aqR1KaxM2KbnkDRi42zZKuVrRlrzsZHWiyalmRnzZTs0bC5nYl+2llXmJHuFgdKObdIXP2eWPy6XzeUXP1epkqCyJa/WZmKDORAIR/7m58z1+H4Ml/geGpZGgolV+UK0xLeCwOTRh0yqw6MPRZMdJZNiUE/YXjkgqhlVjx8o1a6MaGtvt0YTT+PVI1octXZ+6Y2mSkh8JHVshWmXrCsjSpL+5av1fydsb3TgEZYBzIVjdLVpEfGxu9oDg9j1egvO1GtPWO7d37ldGl8hbTxHOudJ5nJ8RfQZWO9gI9ae6gzJ3XdEB4Th4ztBuxTV446fTVqzdtHZpCTW0eA2TUZuZMlUT+ogAmlgKepCxYtWc5j7YbZ5O/Kwbc/DenrWlrpx0aQJnOM50sePVudIP75XklOTZ+1EFQbuul11qyTcdXu6J3nyeHL72tOiQF6qBPJh2oYk6xLfpR3bzCId8WB/x7Yo2B+vOXMQCttnGuQIN2rvhUY51I1WZcwgN7lZeuZzq4O7Zz43er81DMhTjGaG7WvWR21VpQaD9rGxaIQ4/B3HMe2SCTTzuerl4PO5KABNY826oAJGbDS4VIrO3Ng+A8MKLmHfwr4G7anSKmxzC6YOSKvWVuear1qb+nM41WfkxIbFaT3FJksqJlkq1ZM6iEAaWIq6MFrcag5zP4x0tCMP2yx9PW1OAz/6YOV0cPx5JJWeq6RuxL9sV6+NvqjSjmoljM4tOk2vmnZbybW6q/nF2oP0jEXi7ZdeYSZzzc8FeaVz5nq4xHelxnNssmC8xvMPvlv/McL2eBpJXLw9xTLiHdWW/OZGKR6mvbRjm/Stfwzy8IfN5bf+MXb2ocHoe6OKI/WMjkYHbWEgm8tFi+ecdY60dr1Jq8kXzOXa9VHVjrmZxaPauXzV2Ql7H8aS222fgZUAXDWXTaRE1CyGE1066fpgkeoz8qJJE2jHJ10eO9K+ychL4cxjhxFIA0tQfKTV71DFC8kSINoslZGORx+KRmMdJxqN3fNQutvbvqjSjGpt2GgeNz5hsWppa4v1sfzZeFC9PmVebYrRYOf8C+r+SqW9MkKo6suwvddBcN+wHNTcfUf0XliYj94L4WhvJb2kprpJVdpJo9AgaJ+dMe+NkTETKI+MmetBOoGzZaspJRd/P5bK0eeP5eyEdTKiZCrX1AvGjx2N+pB0tmk0rMcdn5zqmHalW9mwMvEwzNMOg/CgveUzXmk+I7997+IzHX7ZtLdBN6onDToCaWAJio+0+iePd6TiRcv6YKTDuoxwGvFRtPhoVsocxVTLd1typJ0rrzEpDmEt2lxOGl+Vemlr55d+LfrCDp/D8Ihpl6onw1V1Pv1XiP+pj9T9wvc/9ZHgvmyj4stEq/thpsGy0+FBTWUktyZ/uWqEt9HBSdCeJp0grIIR5g3H/zYuvcIE2vNz0b9SOTo7sXa96oq3l4rmfuPpIY4qef3Ws03PfO7i0WffN+2yzzuQJJ37FGnFyuqqHCtWmvY0fbBJ8xm571HV1ai9Sd2onjToqNoB9KlWFwoJZ3tPTExoaqqJOrVd4mzZavL/NGu+BOfnOjLSkbQf/dtviRai8H0zKrYwb9rT7usWR0qt1SoumpTu/44qAU8pCLpftKXqPkoXv9yMOhYXpPyIdPHLo/todNo+3l4vNSS0YlX9hTzCiXxpKk3YFgJZN2HKdtXez7qJ+rfrhFYrZrTDpvPqLwCz6byUdxCWyajXrmj1x1qN2uu5aLI6tShMKQjek/7O7SagXB977eaiRUKc8y+QPzJSvdLkyEh0diLNhMuhIVNurmoxE1VN3EyseHH0kOljbbWco4fM9nrzDkp+1cqGlc+wVWsbfoa1Unko1WdkvLxgvK1NVTukLlRPGnCMSAN9qB8m4nVaN0Y6rPtx/576o3exerXWetydrk389b9X3YmCX//7qj7qnrvMyLYcc3nPXanfL/5n/7x68pVkAp/P/rn5OaytWytsH21Qs7ZRez0XPL259k5oR53nVm06v7n2RSypH0cO1t/cqL2er/xtcrslJcHf/hkTFMYnI87PRaO9x47Uv/94+1nnmNeluBAEmAvmepiHbTN1QBpfGS0PPjxirlellvkmPWZ+LqhHXl3uL81S5q1I9RkZz1WPf5Z1qzY6GJHG8tTxZaFbtFyWfe30SId1P1oCp1T1uEdG6090iy/rm6CSXjI3Y0aITxwz6SWvv8E8xuGgTFftiNPhqHyXv/0zwRLRwfMJR9a3fybd/o3dV9U+CdsbpamE7esm6udJNzOa/G/faK69VnxUsra9XVavjZbirm1vlzQTN1vRjlxz29mFiQ3Snh+av4twtHds3JShk0zaQb2ax2E6gm2Zc0k6cbx+HegTDSrM1Bobl/Y+qkqKS6koTc1F9dvXrKsukRdWBTktqkSTZinzdp1ZbGjthHSozryStV08k7PMcciCZWcgRnuXykS8XrPtR0s+aqp63JY8SRv/9luk6RPVp6inT5h2Kd0o6b4gIKj+hfR5krbHOHakfupHOEIYX3EurlF7PWlrB/dSo2W421libxDK+NmsPU2aPlldDnH6ZFQOsR0j//sesbaXdmxT6fpXq3Tdq8xlWLlEioL8qrNR5eigOJ52Ehdrt1XVSDVhsVXxCiqheAWVNuiXlQ39Pp1YzIg0lp2BGO2d2GCClPioZh+WHOr0yH7L92/bj4Wh+oFaWMFg6oD5Unp8r4rh6mir11Qd0Dhbtpovy8JQtIJavomlrQ/sM8F3+GXoOGZO14F95vrQiClTVxtkxHNaO13Rolxa/PhhTrm0eBJh5Xfa+MVnWxWwG1U9Go2UFoP2fsixboeRsfql6MKqGjbfbnAWIWzvQgpNZRGi8AAzXIRIMit6hrnQtcL2Uyfqb4+3W1ZGrUxYdHLmO6ccm7DYrs/JsILKiWPRCoyr1rRtQZZWVjb0w6ot4QFL5V/ZlL6s2mba/HDi9fyseQ5hucw5MynVHx2T88znylm1ui3Prx0IpLH8dGNZ6BZ1ayJeKzq9dGw77t+6H4dHpYWF6gDNyUXLSo+Nm1HVMNAtFc2EuNo8zKQKBUpxQFAumfuOL3UcVtq47Mr6yylfdmWqfSDJrKxYqlOrON9gpb1a/VB6rh/yl619sEz0GxjJtaqtbHXLuyFpEaLLr4reu7UpU2F7mvfbxAbpiX1mwmIYxI6PS2cEZSdTTFhsWThYcOamqG1uNlqYpgnVga9MVZ27/tr0e2goqGNvBgz8HZ9Tee36IMg1/2ZGhlSemjIHYXNzlfxyf35Omp83r//8fFSpZSH2c7i92OBgNcZ52/slAmmghwZgtNdayaEPdHpkP+39JwWp1v24Zm0wYuREQaz8aBJdOIISD0JzuaovU3/ndvPFEY5sB6OWYT/Lu3fJ//iHzGpnvi8dPij/0YdUfsNbTD/WrK/OcQwfc93p6XeWbSR0eFiaqRNIDwfLQheG6i8KMpQy0O4KyyS6ftCNkflumGuwuE2j9n6UZhGietUtwr+ZRn8T8XrbF01K3/+eOb7I5c2qo8fmpZ+KKurIL0sLpeqDZL9BOcom+b4vXfoq6XMfM/c/NFwZLNCLX67y0cMmyJ2dNa9dLOit/AsCWX92dnGgOz9nFpmK76vw38HH5f/hDVX9SZmdnk0uWAlzdFx99TcvAmksQ4Mw2ivZJ5l0Y8Jk4mOkGNlvqY9p798yap24H51gtCgccQ4Xrwi/TE8cazChKTbZ6sH7zRdo3PycaZfkf/aj1fmtQU1f/7Mfld73CXsu5pcbLOP95WBkzTwRJY6E2h6j0chyacACQCCts86R9tbJs66cbUoxKn//bjPRdCYckR42Z7Hu323+NlevNWewQmEQuma9/OBMmL+wYILc2bkg2J0LAt+ZINgNRnfnZs3Ibiz4rYzk5hxTdaVYDIL1nPTxD5hAu5scJ6rpPTQc/Dxs0tDCn2PbnUbbw9uOjEojI9LwqJyhIXP/606TU7sQT48RSGPZGYTRXpt2pD3YglzrY1hG9lvuo+20qdowKj4zLa0/XToeyy9cvSaacDTTIM8w3l4bRNe2x2f+x4XtpxqM44TtaSbh2UZCGy0LHbbbtgP9Jl+on7Mern5oG1E++0n1A+mzg8oiCX/X5e9/1wS34e2LRfO3UpQJfB/+vkqf/HDjyanHDqv8268xf8MdSY+y/N0uCnKHGwfAx4+aA4N83uy7csn0+cWXybnw6bGAd0zrN5yhI0eOmsBeQUBfSXkL25zq67nadklOzkzuHhAE0kCfSlxIpMUAMk2Qa3sM28h+y0Fuo4VI4qdNU4xal3ZsMwuVzM2YyVKXXmEmG0mN8wvXB/mF5Qb5eo3as+iH3F9g0KxZVz3aG1q5WuX9j6lhUTJfKm//jPQvX62//Zv3qPTQfyU+tP+B36+/oVSUZoLPhn++p/EdlMv2yYCFQhDY1hmprRnddcJgtnI5Ko0MS8Nj5nJk3IzsjoxKQyNy8rlYkBu7lLO4zZHK3/k36e++YD5XN2xsOPBUOG1Cjr/8isERSGPZ6fQkuXaw9rGJtIqDR6ZUXjfRfCA+dcBMBjmwL6oFu2p1sDBBsJreCy5ZFKQ2k/qRaNfXF2csOEF7bSDcYFTcNnO/LWk+3ahfDCwRvqWcYfkfvpS4vfT+t5mD3eONFm05LP8P3pRwBwvy72qQLhU6+HjydpvCkPSjk9LDPzB9LZXMZ2gub+YdrF4r57KfD4LbsSDwDX4eHZGGRuUMFdRwVDcYxXW69BmTf+ZzpGc+pyuPNYj4pMeyY6v92Q+sfZzYsPiUf720imNHqhcSCet/pq1TffxodS3Y2GIUVYsRnP0kc3nvV6LHsPTR6vG9wahs7AvE94OZ8IazZas5rTo3a7bNzVYHwl/6vOrO3P/S5yWlWDmsMrEo1oeqdknPfVH9/jdqb5al1jXQTeVv/WPi9tJNf5h8+zf/QuJ2/9Y/T+7AD+4zi72kqO5Ql+NYa7w7W/978vYPfFrOTZ+L0kgW/YKUv+Hd0iWvMEG0o+Azwzc5zc+/WLn/dqlyz32Rcs98rnI/Oqncky5UbuM5yq0/Q7lVq+WMjssZHZP/wHdUvukPVX7nm1T+yLvl3/cfcnL5rgXRsOOVwPIzCIudWPpoCyCtC4mkCXIrE+pqgsig3RbsW4NcWQr9h/m5Ybzo1LQrRSBcL0cyqb1WpVZzOLvfr2mXnOe9uDqwlqTCkGmv6ngtAmG0l//97yVuL/3FnyZvv/4qla77ueTH+NgHkzux+1+Tt9ust6zId+kVcn7WTfwV5399tH7Na8eRRseVf+cfJd4+d9nPK+nvNrfuNOXGVjSem1AKPqPCyYiF4aB03LC5fv/uxMcPVVY9/eED0tHD0g8fMKue9tPiYSC1A8vQAJS/s/XROmHSspBIqpSG4kK0CEalTG4uCkItqRu21I/y7l3mS3luJioL98iDKl/7u+Z3crnglGjNiHLNSEwry4xbl+ceGZFO1rnhSBRI+9s/s3h0rFiMLbrQYtm2sKRVvXYMDN+SLlC+8zb5jaqrBEq/+/rk+/jA7yV34h93Jm+vt9R9rfEVjSfRSdKLtkhfa/w4zlvfJz+hn/n3f0qlN7yy8Xb3VyRJpb/1Gv5ObsMmleKfE/HybamPX1P83ebyDdK6gqoSUwdM4Byv6ez7qQdtKquexqsKhaue9tPCV8scI9JYdtKMlHaabcnVNH3MTW5W/i3vVf59n1D+Le+t/uAbGzcTcUrF6oVExsYrt00cyZXMKKtfVnVqRTkafU2RXqJ77gqCTMdc3nNX5bn6f/VnUW1lyVzOTpt2KVpOuFZNeyvL1/q33yKdPGbyvktFc3nyWLQ8t2VUXlLry3PbOA1KPTVqRyb+ieQquOW/35G4vfTe30m+/duvTX78Oz7buNRhqNFqfGk963mJm53r3qbcb74n8XfyN34ueftr35y4PXfB0xK3d0T8YLydc3ht1XJaTW+Lr3oaL9UZrnraBvE0wKr5OIx6p8aI9BLT6yPLxAoJfSJN+Tvb82jleaatfdxSib4UlSCsI7mr1gQl2vzqL59VayTZR7X97Z8JAs7YUrAnFqKR2iNT9R83bB8di/KAK4ulBO0B6760TQTcv6fmS9aP2iUz+p4PRp2CdG2z8EIsNaTTq/4thcUxOsz/139K3F760//duJZ2oPzbr0l+jG0fT+7Ew99P3m7z5IvM39F//WfDX3GuuUH+LTc23J776O0qv7Hxipf5N78jcbQ395wXpuvrICg3+AwM222fDfl8lKIRl48dwDo5ySlXf4aEdZyV7syf9Tu79rPc94PJhu3R6YW1loPUgbTruhdLetjzvB+6rnuWpPfJFCt8u+d5LU5xRTv0uhpFacc26c7bTLCRL0jzs9Kdt1UqJPSTpCDS9jxafZ7+zu0mEDsRq108Nr7og6uVlAXNzpiV8U4cMyOt+YIJgG0ll2qNraheTGRsRVX/Eqt27N9TPWIT5hiHQaot2J+dkVaukU4eVyWKXbm66jn4O7ebVQfj+3I8ti/XnV69amAoXDXQFgSPjJnnVtu/evmXqMv//vfsQeynknNWS7+WnLdbvvkDyZ34939O3p7GxnMTzzI4P/da+V/4y4bbc//n4yr//hsabs//vsk9Tgx0X/hSlRICaac2V3858xvUUm7UnkXtgiuS+XxYvVZSyvS2pO/sMzeZz8tyORb4+9KGs9v3HFqtroSmUjv+TFGV7/8rKZiCqo+1u1PLVSunqKV01ShafYxEd98RBZeOE1wG7YPE9jxSPM/E/bz3UVP9Ym4mqI08Y67vbS4VIPExJjaY98KZm1Q47ynmA7lQaC4PfGzcpF6EI8GOY64H6SHWqh31RnOS2muNjpn8wHze5APn8+Z6bERa+/dIRw5V78sjh2LBeotLNj/zucFodHAQ4Pvm+jOfm+72A8B/7OHE7eXtn0ncXnrrLyff/gO/p/KN707uwzf+IXG79T2zYmXiZufin5XzssYjtZKUe9dNidvz7/mT5Nu/PLkahdNPczCWg/kGC6qE7baDaKdBeBRvt1TUsaa3hYMqRw6ZxV2OHJKKC9GE7a2vk1asDuamFM3litWmvV1aTT9BU6kdmzzPe9R13YKkLZLOkzQvqX3JOstYW0aTLUeWHR+xnptZXA4ol188omeRVP+4mdtnTm+xPQ/Ldut+np9dvGJcuWTam3mOt9xkJgeVitLxY/JvuUnla643+c9btlYm8hXDtIiRMTnBRJ3KfSTtp+lT9dMegolGaUfWM3Oc4DRsMZba4VR/ecXK8VUJ248fjSYaxe+3crvaQtWKtUv67r/Vv/9G7W1mz9u90/r3VXrXryffx3uuT+6DreZuoxSduFw+cZVE5ycvTgymcze8OzEYz3/k1uSR3KuvkySVEnKQnbPPb7gNg6jVSb4NVkYcio36W9LT/O2fCT5rgscsl6SF+Si9be+j0vTJ6G8jnKcRTF7OTW5W6SWXmUGa0oL5TnnJZU1/Xyd91rellv4y18yI9HHXdTdIerGk73meF85lXxbnkjo6kqs21Ta2HFm24zES98PIWP0AsYnT4Nb6x03cPmnihPV5FBfMvgv/FRei52F5ntb9nGbJZ0mlT3xYpetepdIbXmkuP/HhyjZ/+2fMEtJ+2TyWX5ZOHTftkvyHv19/Il+Qx1kJxB96wIyCPPSACcTj++H40cWjMk4uCkL3PmomP8VHg48eikbWG9VYbdReK6xhHX8ONbWsrcp1qn74fuz1s3zZnjxWf3PQ7ltq2Za//veJ20sffmfy7a15ux9LTCeQ1Pqkx6c9K3Gzc80NidtzH71d+Zu/kPw7v/xbyY/xjGcnbgfarlEFk3i7LT3NNhF5Ya7+d8mC+S6wnvVLwfadmGriORI1E0j/saRvSfqspLAY5QslJa+luQR0ZVZrG2obWys9TB0wAc/je6XHHjaXpWLqx7Duh0uvMJ8ZpWAEsVQ01y+9IvVzsNY/liXATJnekvg8znly/eDrnCdHz7PsVwfaZT96nm14LUuf+LD0zXui04zlslm6Nnyuj++VWeEq+BPOBcu7HggWK2lUGipotwXi5pfKi1Mg4m2WIFNnblp86tNxqpfjTtKoxFZS6a1aCadv/e98O/GmpU/a83bLb0wetUmaGCZJuu8/krfbbDxXetKFib/i/OKvJm7PffivErfnfyt5gY3cC1+a/Pjk7WKpsi2WZEsfWWiQfhK0V+aAxFM/SgtNDX6l+U5MrADVJzo9mNmK1IG053nvl/TTkl7oed62oHmvpORP6SWgXSvhWXNaW8xTsh5Zxkui5fOLSqLZ2PZD/vKrpFf8olnutFQ0l6/4xeYmGk4dMAcDj+9V8ZEHTcBYjIJ9a4CZIoi1vp57Hqrft6DdOf8Cc/u4QsG0S+3JOfvW11K0++YDd34u+OCNVdcoNRgpDdvDVQNLRXP78OAnDMQltbyQyOYX1j8g2WyvDOA/9nDiYiqlv/60Sp9NXgGt9JtXJ2635e3qn1vM25WkdQ1K+AXakbebf/uHku/jpxunPEiSs2p14nYADYT1otO217KNaO/fYxZiqTrrdziaA5LGICxAZtHvJfqaKn/ned4D4c9BFY+S53kNvvGb47ruyyTdKCkv6ROe572vHffbFrHFLSq5oLHFLdKwLfzgbNkq/+Mfik7HByswNZXTahNOlIrPWq7NH00ydUBaWDA1LP2yOc2/ak3VUXX+8qskS+Cc+DxGx6JZypLZ3wtz0lnnmOthIBkfCfB90/6rv22C1YceqJwak2RWoXtybNTONkt5tsEpvaDdv/0Wc/qtMBTtv3KpUiTf2bLVvNaHD5rXOp9flJ9sZRvJWLMuKE0X8H3zWKclB25Vvx9/jMpiBbFj64Rg3I8/dr1u7tgm3bmt/sYdn1PpX5I/Nmx5u9qZnCogSTpVbyWVGEverp7/Eumf72l88xveLY2MJi6Ckf/Ap5Nzd698HXm7wKCyDVjYSuzZAunaeSrhtmbOyg3CAmQW/V6iL/WItOu6X3Vd94XBz2+TtE3S51zXfXurnXBdNy+TLnKZpKdJerXruj2o2t5AiyO5kqIViuJlbMIVihTmtM7U5LTOVOe0Wo7IrL9z+GD9P8pY+Z7k0yeOdPxIEEQHi3McP6Jmljou794l/xMfku7/jgkE7/+O/E98KHqc2dnFHzzlsmkPf657x0H7iePVQbRkrscnbU1skE4crU5xOXE0+mCxfbgd2Gcer7gQTAxZMNfjRfLnZ6OR3vm5piYSpnLoYMN2a97uV7+c+AVQ+uDvq/Te306+j99LPhHlf/HWxq+V70uPP5Z4e6sffaa1ckbuurcmbrfl7eZ/JXkfOM94tpxeLC4BoD/Yvits2xulPYXtCWfl0uqHBcha1uej6s3kSD9DUliM8w2SXiLp+ZJ+rQ39+AlJP/A87yHP8+ZlgvT0ibWdVq9yQe3PNrYViu6+wxRZHx6J/uWcSkm1NOkl1t8Ja7k6TvQv1m4NxOOTvOLPvYnJX/5n/zw4mg6rMJijaz88TX+0wSzosD3X4C0btu97pP72ePtFk9Kxo1Jx3tyuOG+uXzSZ7kmEaRBxYZqEgucY39eSNDcr/68+Kj9pBFRS+dvfUPkbX0l++Jv+UEmT5Kx5u+HKgY088F3p4R8k/47NuU9J3Oz8QnLJNGve7u/8L+V/I3minvOc/5a4HQA6yhpot1ieM4UlMZmwz0v0NRNI5yT5rus+RZLjed59nuftkbSuDf3YJCme9PNY0NYfwsUt8gUzypYvmOvNLm5RL/gKB3PnZhbnVcVLrqU5IrP9TuWPVzWX5gdrIF5aMH2K1xXO5U17WoefiG4bvwzbKzU8a4L9sP25L4r6HP6Lt6dx/25TML8wHLyeQyZF5b/+U77lSL/83W8nfjiWPn1j9QIg8d89/ITKv2WpwvDR/yP/Ux9J7v/uf03ebrNmffL2l75Szs8m18TN/e/k8vH5dyZP1Mv9zKsSt5O3C6Dv2QZ2bJycOcsd/z7M56MUu6GR+rdr1N6omwMwmTBJv4+qN5Mj/U+S/kTSWZK+IElBUJ2iiKhVvdyARdGK67rXSrpWkjzP08TERBse2u7wWWerfOSQnDXnRZ2bnVFu3WlaX6cPhUJhUd+mNp2n0mM/jPKfgwUe8hvP18TEhJ4YG5c/O1s9ia1UkjM2romJiagPscUo/NkZ5c46u9IH2+88Mb5C/sxMLB/WkZycnLExTUxM6OCRKTkrV5tqGeHt8yvkH5mq7mP8j7hYlDM6lvq1OJAQhE5MTOiAkzM53It+z9Fpq1ZJv/lOHfmTvBbu/YfgqN1R4Xk/pTX//Y3yjx3S4YTHHvnSbfJnZzXzyA+kfEFOPiffGTb3M3NKevA+6X+8MbH//kfenfwE700ud2bNbcvl5IyMym9UeknS6CU/q9mv/G3D7Wv/8I919A9+o+H2DbfcqQM/94LG23/d5Pwe+NvPN/yd05/6DCWdVJuYmOj4dkn0oU/6MAh97Ic+DEIf+6EPg9BHSZo658kqPfqgaazUupfy5zw51X0c3HSuyo89vGi+TW7TuZqYmNCJK1+r6ds+GURDvkwdfWn8ytdqVZfin2bUi33a4uItml29WtN/81mVntiv/BlnafxVv6TRzT/Z/sfKoJlA+hpJvyPpoKQPBm0/KjNBsFWPSTondv1s1VnoxfO8jylaSdGfmmpHDG9XvuRyk/JQKlUVLC9fcrnq9WFiYmJRe/mKX5LCBTSKwZLNK1arfMUvaWpqSv5LX2mWnS4uRJOgfMl/6Ss1NTWVqg+236k8Rs6RcoXFj7FuYvGkhLlZad2EDh48KP+Sy83tF+ar+/jil+vgY3sk+cECGrHRYl+SX5ZfWjB5zvkhM4JdGyjn8nriUzdJ4+PSyROLX4TCkJ5466+YVanm56SVqyql54rf/JoOfdM+53X6C5+tul4vpC9bJtElcnLSU58p3fef9U/N5fJy/vub5f/Fn9af5JYryPmzzyuXz6t0/aurl+YOja3QwquvM6tlNZjEcuKs8xa3x9j+birbCw0WJCgMpbyPnKR6pyhz6fuQcXs77oM+dGc7fUi3nT6k297NPlR9r5eC7/Wx8cr3ulauqV8mdOUa8518xWukeBGCfF4aXyX/iteY27/0ldL09KIlxude+krNdSn+aUa92KdtzrtAuuHdcmS+VU5KOtnlfbBx48a67akDac/zDkl6e01b42Gx5nxL0gWu6z5JpqTeVZKSa1d1UW5ys8pXX9dSxYzc5GaVr7m+4X3kL7/KrL9e8wcTlo5r1Afn6T9u8m59yXnqM+W7vyLd/TdmIt9pZ0gvvVzOjzxV/vRJ5S55hcrzcyYICx/jRVuU+6lL5R85JD3/YumOz5oAtVAwQWupKD3j2fL/4UtyhkfkX/h06Qf3mQArX5DO2iTtf1TlP39/VFN5YS4IeOfNJLuFeXupsHJJ/o4GVR4kc5+PNihLZ1MoSOtPj3LP5+dMbnouH9VQLvvSj/2EnHOfJI2Myb/3K9JDsRLpk8+R80u/Jo2Myr/7i9Jdf23Oo+TyQW1lVUr9lXZsk774OVWH6o70il9U7oU/rfLqdfJv+p+qDjJzcn79HcrlTXqP84a3yP+z/10dyBaG5LzhLWb7r79T/k3vWfRUnV8P8oYvnJQe2L14X1wY5IG/8mrpi7cu3v7K6M/OedPb5S/Kx3bkvMl8DDjXv6t+H65/V3DZoI/XvzNdH573ElPqsNbzXhL9vPG8+nnxG4ODifWnV02mrVh/urm07aeVq6WTdVYXXNlE6knCAYkk83dYb3XCJhYyslYHsPUBaIbt78b2d9fq361k//xodXuKzx/b97rzy78p/6PvW1RFyvnl34xu//obEmOLNJWw0FuOn3LCnOu6Q5L+h6TXStooM2L8l5LeG0wQbInrui+X9BGZ8nef8jzvvZab+Pv29efq5KeddpqmDj5RGY2tnJapjNYGbZUc34Rt8d/xffkls8So5oKqEHPxwHUuqik8b9r8hbnKz9Xb4m3Bz03MBG6rwpC0YqVJGRkerix5bWpRj0ibzpM2bJQzPGJGy4dHpZHYz6Oj5ueRMVM+b8Rsd/KFSvqKyecOUlkcp+VSgqUd2xoe9KTZnubxbb9j21764Duqv+wunFT+d6M/K1sf29EHax9t+/ETHzalDcNqN899kfK/Wl1No/Su36j+Ut54nvLv+eNo+9t+pfpLef3pyr//k+n302+9pjqYXrla+T+qngxZr8Rd/uNfjLa/8cpFB0X5j0Zl70q//ovVwfTImPJ/clvq+5ek0nWvqg6mcznlb/6b9H2wPYcWt3fjMQahD4PQx1T3Yfu7sf3dtfh3K7X+ORxtnzXfGxk+f2xaLls7QDo6It0HghHpRanIzQTSfyRTXeM9kh6RdJ6kd0r6V8/zktd37YyeBNL+qZNRwrtitXhjQe/atWt15ODBxAA3HsD687OmLQyQa4PdhZpAuNtyORPQDg3HqooEPw/Ffh4ekRP+zshIEPCO1vwcBr4m4HXC3LAgyDWr9ZlJhhOnn66pQ4flpJ24gbqW+odbt7Af24d92R7sx/ZgP7bHUt+PjQLpZnKkf0HSjwUpHpJ0v+u635b0H5J6EUh3Xfnv75T/yPfNhLHaADcWKB+en2uuNF47OE51sFsb9MYD3qFhM7o7XB0EmxHekapAVyOj0tCQnLBaRzi6W/mXqwS+4bZ2Bb5OvkAQDQAA+lYzgXSL6wUPPv/fvmFKp7ViaGjxSG7doHdETu32oeFodDcc9R0ZNekMQ8OxYLdxkNvJwBcAAGA5aSaQ/rykHa7rvkfSozKpHf9DkteJjvUj56JJ+aNjZmZtEAhXRnZjwfDK9afp5Nx8zWivCYCdXGxRlprc3ahNiYGvHKeqRB0AAAC6r5lA+q0ygfOfykw23CuzAuH/6kC/+lLu8qvkT58yK+E5DYJhORo7fUKnDh9mxBcAAGAJSxVIu66bl/RxSdd6nvcHne1Sf3PGV0hakfw7wyNmEh0AAACWrFRDpZ7nlST9jOqvrgAAAAAsO83kHPyRpPe4rjvcqc4AAAAAg6KZHOnfkHSmpN92XfegKgu/y/c879xOdA4AAADoV80E0q/pWC8AAACAAdNMIP3SBu1zruueL+nLnucdaL1LAAAAQP9rJkf6Qklvk3SxpB8JLt8m6cclvVHSQ67rvqztPQQAAAD6UDOBdE7SVZ7n/ZTneVd7nvdTklxJJc/zni/pTZLe14lOAgAAAP2mmUB6i6Qv1rTdKemy4Oe/kvSUdnQKAAAA6HfNBNIPyqRwxP1a0C5JE5JOtaNTAAAAQL9rZrLhr0ra7rru22SWB98kqSRpa7D9IknvbG/3AAAAgP6UOpD2PO/bruteIOn5kjZK2i/pG57nLQTbvybpax3pJQAAANBnmhmRVhA0/2OH+gIAAAAMjGZypAEAAAAECKQBAACADAikAQAAgAwIpAEAAIAMCKQBAACADAikAQAAgAwIpAEAAIAMCKQBAACADAikAQAAgAwIpAEAAIAMCKQBAACADAikAQAAgAwIpAEAAIAMCKQBAACADAikAQAAgAwIpAEAAIAMCKQBAACADAikAQAAgAwIpAEAAIAMCKQBAACADAikAQAAgAwIpAEAAIAMCKQBAACADAikAQAAgAwIpAEAAIAMCKQBAACADAikAQAAgAwIpAEAAIAMCKQBAACADAikAQAAgAwIpAEAAIAMCKQBAACADAikAQAAgAwIpAEAAIAMCKQBAACADAikAQAAgAwIpAEAAIAMCKQBAACADAikAQAAgAwIpAEAAIAMCKQBAACADAikAQAAgAwIpAEAAIAMCKQBAACADAikAQAAgAwIpAEAAIAMCKQBAACADAikAQAAgAwIpAEAAIAMCKQBAACADAikAQAAgAwIpAEAAIAMCKQBAACADAikAQAAgAwIpAEAAIAMCKQBAACADAikAQAAgAwIpAEAAIAMCKQBAACADAikAQAAgAwIpAEAAIAMCKQBAACADAikAQAAgAwIpAEAAIAMCKQBAACADAikAQAAgAwIpAEAAIAMCKQBAACADAq97oDrur8g6d2SnirpJzzP+9fe9ggAAACw64cR6e9I2irpa73uCAAAAJBWz0ekPc+7T5Jc1+11VwAAAIDUeh5IN8N13WslXStJnudpYmKixz2qr1Ao9G3fBgn7sT3Yj+3Bfmwf9mV7sB/bg/3YHst1P3YlkHZd9/9JOrPOpnd4nndH2vvxPO9jkj4WXPWnpqba0b22m5iYUL/2bZCwH9uD/dge7Mf2YV+2B/uxPdiP7bHU9+PGjRvrtnclkPY876e78TgAAABAt/TDZEMAAABg4PQ8kHZd9+dc131M0k9K+lvXdXf2uk8AAACATc8nG3qe9wVJX+h1PwAAAIBm9HxEGgAAABhEBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAYE0gAAAEAGBNIAAABABgTSAAAAQAaFXnfAdd0PSrpc0rykByW93vO8oz3tFAAAAGDRDyPSd0t6hud5z5T0gKTf73F/AAAAAKuej0h7nvd3sav/LOnne9UXAAAAIK1+GJGO+2VJd/W6EwAAAICN4/t+xx/Edd3/J+nMOpve4XneHcHvvEPScyRt9Tyvbqdc171W0rWS5Hne5vn5+Q71uDWFQkHFYrHX3Rh47Mf2YD+2B/uxfdiX7cF+bA/2Y3ss9f04PDwsSU5te1cCaRvXdV8n6dckvdTzvOmUN/P37dvXwV5lNzExoampqV53Y+CxH9uD/dge7Mf2YV+2B/uxPdiP7bHU9+PGjRulOoF0z3OkXdd9maS3SXpxE0E0AAAA0FP9kCP9J5JWSbrbdd1/d133z3vdIQAAAMCm5yPSnuf9SK/7AAAAADSrH0akAQAAgIFDIA0AAABkQCANAAAAZEAgDQAAAGRAIA0AAABkQCANAAAAZNDz8ncAAADNKu3YJt19hzQ3I42MSZdeofzlV/W6W00p794lf+d2aeqANLFBzpatyk1u7nW30ARGpAEAwEAp7dgm3XmbND8r5Qvm8s7bTPuAKO/eJf/Wm6VjR6QVq6RjR+TferPKu3f1umtoAoE0AAAYLHffITkyQbTjBJdB+4Dwd26XCgVpZNQ8h5FRqVAw7RgYBNIAAGCwzM1IuXx1Wy5v2gfF1AFpeKS6bXjEtGNgEEgDAIDBMjImlUvVbeWSaR8UExuk+bnqtvk5046BQSANAAAGy6VXSL6kUlHy/eAyaB8QzpatUrEozc2a5zA3KxWLph0Dg0AaAAAMlPzlV0mv+EVpeNQE0cOj0it+caCqduQmN8u5+jppzTrp1AlpzTo5V19H1Y4BQ/k7AAAwcPKXXyUNUOBcT25ys0TgPNAYkQYAAAAyIJAGAAAAMiCQBgAAADIgkAYAAAAyIJAGAAAAMiCQBgAAADIgkAYAAAAyIJAGAAAAMiCQBgAAADIgkAYAAAAyIJAGAAAAMiCQBgAAADIgkAYAAAAyIJAGAAAAMiCQBgAAADJwfN/vdR+yGtiOAwAAYOA4tQ2DPCLt9Os/13V39boPS+Ef+5H92E//2I/sy377x35kP/bTv2WyHxcZ5EAaAAAA6BkCaQAAACADAunO+FivO7BEsB/bg/3YHuzH9mFftgf7sT3Yj+2xLPfjIE82BAAAAHqGEWkAAAAgg0KvO7BUuK57jqS/kHSmpLKkj3med2NvezV4XNcdlfQ1SSMy78+/9jzvXb3t1eByXTcv6V8l7fU87xW97s+gcl33YUknJJUkFT3Pe05vezSYXNddK+kTkp4hU8L0lz3P+0ZPOzWAXNe9SNJtsaYnS/oDz/M+0pseDS7XdX9L0q/KvB93S3q953mzve3V4HFd9wZJb5CpbPHx5fReZES6fYqSfsfzvKdKer6kN7uu+7Qe92kQzUm6xPO8H5P0LEkvc133+b3t0kC7QdJ9ve7EEnGx53nPIohuyY2Svux53o9K+jHx3szE87z7g/fisyRtljQt6Qu97dXgcV13k6TrJT3H87xnSMpLuqq3vRo8rus+QyaI/gmZv+tXuK57QW971T2MSLeJ53n7Je0Pfj7huu59kjZJ+l5POzZgPM/zJZ0Mrg4F/0jkz8B13bMl/ayk90r67R53B8uc67qrJb1I0jWS5HnevKT5XvZpiXippAc9z3uk1x0ZUAVJY67rLkgal7Svx/0ZRE+V9M+e501Lkuu6X5X0c5I+0NNedQmBdAe4rnu+pB+X9M0ed2UgBekIuyT9iKQ/9TyP/ZjNRyS9VdKqHvdjKfAl/Z3rur6kmz3PW5az01v0ZEkHJX3add0fk/kbv8HzvFO97dbAu0rS53rdiUHked5e13U/JOlRSTOS/s7zvL/rcbcG0Xckvdd13dNk9uPLZVIKlwVSO9rMdd2Vkm6X9Jue5x3vdX8Gked5peCU5dmSfiI4bYQmuK77CklPeJ63q9d9WSJe6HnesyVdJpO29aJed2gAFSQ9W9JHPc/7cUmnJP1eb7s02FzXHZb0Skmf73VfBpHruuskXSHpSZI2Slrhuu5returweN53n2S3i/pbklflvQfMumuywKBdBu5rjskE0R/1vO87b3uz6DzPO+opHskvay3PRlIL5T0ymCS3DZJl7iu+1e97dLg8jxvX3D5hEwu6k/0tkcD6TFJj8XOMP21TGCN7C6T9G3P8w70uiMD6qcl/dDzvIOe5y1I2i7pBT3u00DyPO+Tnuc92/O8F0k6LOn7ve5TtxBIt4nruo6kT0q6z/O8D/e6P4PKdd3Tg5n9cl13TOaD7r962qkB5Hne73ued7bneefLnPr9iud5jLRk4LruCtd1V4U/S/oZmVOZaILneY9L2hNUnJBMbi9zSFrzapHW0YpHJT3fdd3x4Dv8pWICbCau654RXJ4raauW0fuSHOn2eaGk10ra7bruvwdtb/c870u969JAOkvSZ4I86Zwkz/O8O3vcJyxvGyR9wXVdyXxm3up53pd726WB9RuSPhukJDwk6fU97s/Acl13XNKlkq7rdV8Gled533Rd968lfVsmFeHftExX52uD24Mc6QVJb/Y870ivO9QtrGwIAAAAZEBqBwAAAJABgTQAAACQAYE0AAAAkAGBNAAAAJABgTQAAACQAYE0AAAAkAGBNAAAAJABgTQAQJJZodV1Xb4XACAlFmQBgAHjuu7bJF0vabWkfZLeJOkeSW+T9CuSzpD0gKRXeZ63x3XdF0i6UdKFQfsNnufdG9zXPZK+Luklkp4taVJmBcc/lrRZ0kFJ7/Q8z+vOswOAwcHIAwAMENd1L5L065Ke63neKklbJD0s6bclvVrSy2UC7F+WNO267npJfyvpJkmnSfqwpL8NlvMNvVbStZJWyQTOd0u6VSYgf7WkP3Nd9+kdf3IAMGAKve4AAKApJUkjkp7muu5Bz/MeliTXdX9V0ls9z7s/+L3/CNpfK+n7nuf9ZdD+Odd1r5d0uaRbgrZbPM/7bvD7L5P0sOd5nw62fdt13dsl/byk73b0mQHAgCGQBoAB4nneD1zX/U1J75b0dNd1d8qMRp8j6cE6N9ko6ZGatkckbYpd3xP7+TxJz3Nd92isrSDpLwUAqEIgDQADxvO8WyXd6rruakk3S3q/TDD8FEnfqfn1fTLBcdy5kr4cux6fLLNH0lc9z7u0rZ0GgCWIQBoABkiQI71JZoLgrKQZmfkun5D0P13X/Z6kH8hMGtwr6UuS/th13asleZKulPQ0SXc2eIg7Jb0vSAnZFrQ9S9JJz/Pu68RzAoBBxWRDABgsI5LeJ2lK0uMyEwLfLjOJ0JP0d5KOS/qkpDHP8w5JeoWk35F0SNJbJb3C87ypenfued4JST8j6SqZ0ezHZUa8Rzr3lABgMFH+DgAAAMiAEWkAAAAgAwJpAAAAIAMCaQAAACADAmkAAAAgAwJpAAAAIAMCaQAAACADAmkAAAAgAwJpAAAAIAMCaQAAACCD/w9U7C1uActZFQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(x=\"score\", y=\"gross\", data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "a4bbdddd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       False\n",
       "1       False\n",
       "2       False\n",
       "3       False\n",
       "4       False\n",
       "        ...  \n",
       "7648    False\n",
       "7649    False\n",
       "7650    False\n",
       "7651    False\n",
       "7652    False\n",
       "Name: gross, Length: 5436, dtype: bool"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "f7595735",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "             year     score     votes    budget     gross   runtime\n",
       "year     1.000000  0.055174  0.205758  0.327781  0.267580  0.074203\n",
       "score    0.055174  1.000000  0.473809  0.071792  0.200726  0.414580\n",
       "votes    0.205758  0.473809  1.000000  0.440021  0.550848  0.352437\n",
       "budget   0.327781  0.071792  0.440021  1.000000  0.669421  0.318595\n",
       "gross    0.267580  0.200726  0.550848  0.669421  1.000000  0.223576\n",
       "runtime  0.074203  0.414580  0.352437  0.318595  0.223576  1.000000"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.corr(method ='pearson')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "81ea553b",
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "             year     score     votes    budget     gross   runtime\n",
       "year     1.000000  0.038391  0.295884  0.220991  0.238512  0.064106\n",
       "score    0.038391  1.000000  0.350111 -0.006518  0.122640  0.292872\n",
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       "budget   0.220991 -0.006518  0.346228  1.000000  0.510431  0.230879\n",
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      ]
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     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.corr(method ='kendall')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "f2ebda74",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "correlation_matrix = df.corr()\n",
    "\n",
    "sns.heatmap(correlation_matrix, annot = True)\n",
    "\n",
    "plt.title(\"Correlation matrix for Numeric Features\")\n",
    "\n",
    "plt.xlabel(\"Movie features\")\n",
    "\n",
    "plt.ylabel(\"Movie features\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "5b4c665d",
   "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>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>year</th>\n",
       "      <th>released</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>director</th>\n",
       "      <th>writer</th>\n",
       "      <th>star</th>\n",
       "      <th>country</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>company</th>\n",
       "      <th>runtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.170525</td>\n",
       "      <td>0.028171</td>\n",
       "      <td>0.965587</td>\n",
       "      <td>0.966197</td>\n",
       "      <td>-0.020646</td>\n",
       "      <td>0.295174</td>\n",
       "      <td>0.725025</td>\n",
       "      <td>0.792244</td>\n",
       "      <td>0.694961</td>\n",
       "      <td>0.096024</td>\n",
       "      <td>0.288374</td>\n",
       "      <td>0.967401</td>\n",
       "      <td>0.535803</td>\n",
       "      <td>0.048827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rating</th>\n",
       "      <td>0.170525</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.116178</td>\n",
       "      <td>0.180042</td>\n",
       "      <td>0.171822</td>\n",
       "      <td>0.035605</td>\n",
       "      <td>0.096117</td>\n",
       "      <td>0.096252</td>\n",
       "      <td>0.128937</td>\n",
       "      <td>0.116250</td>\n",
       "      <td>-0.006310</td>\n",
       "      <td>0.203558</td>\n",
       "      <td>0.172639</td>\n",
       "      <td>-0.027431</td>\n",
       "      <td>0.031162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>genre</th>\n",
       "      <td>0.028171</td>\n",
       "      <td>-0.116178</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.031367</td>\n",
       "      <td>0.030976</td>\n",
       "      <td>-0.025599</td>\n",
       "      <td>-0.011119</td>\n",
       "      <td>0.037281</td>\n",
       "      <td>0.033239</td>\n",
       "      <td>0.045507</td>\n",
       "      <td>-0.003864</td>\n",
       "      <td>0.019690</td>\n",
       "      <td>0.032054</td>\n",
       "      <td>0.014914</td>\n",
       "      <td>-0.001004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <td>0.965587</td>\n",
       "      <td>0.180042</td>\n",
       "      <td>0.031367</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.996545</td>\n",
       "      <td>-0.015213</td>\n",
       "      <td>0.321913</td>\n",
       "      <td>0.747431</td>\n",
       "      <td>0.812066</td>\n",
       "      <td>0.719185</td>\n",
       "      <td>0.092980</td>\n",
       "      <td>0.318446</td>\n",
       "      <td>0.995825</td>\n",
       "      <td>0.538226</td>\n",
       "      <td>0.055788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>released</th>\n",
       "      <td>0.966197</td>\n",
       "      <td>0.171822</td>\n",
       "      <td>0.030976</td>\n",
       "      <td>0.996545</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.020044</td>\n",
       "      <td>0.311206</td>\n",
       "      <td>0.750442</td>\n",
       "      <td>0.809574</td>\n",
       "      <td>0.719860</td>\n",
       "      <td>0.094779</td>\n",
       "      <td>0.309055</td>\n",
       "      <td>0.997893</td>\n",
       "      <td>0.546430</td>\n",
       "      <td>0.049517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>score</th>\n",
       "      <td>-0.020646</td>\n",
       "      <td>0.035605</td>\n",
       "      <td>-0.025599</td>\n",
       "      <td>-0.015213</td>\n",
       "      <td>-0.020044</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.041147</td>\n",
       "      <td>-0.006937</td>\n",
       "      <td>-0.021886</td>\n",
       "      <td>0.014536</td>\n",
       "      <td>0.015834</td>\n",
       "      <td>-0.006565</td>\n",
       "      <td>-0.015990</td>\n",
       "      <td>-0.009526</td>\n",
       "      <td>0.011966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>votes</th>\n",
       "      <td>0.295174</td>\n",
       "      <td>0.096117</td>\n",
       "      <td>-0.011119</td>\n",
       "      <td>0.321913</td>\n",
       "      <td>0.311206</td>\n",
       "      <td>-0.041147</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.186192</td>\n",
       "      <td>0.222795</td>\n",
       "      <td>0.180747</td>\n",
       "      <td>-0.021462</td>\n",
       "      <td>0.357144</td>\n",
       "      <td>0.303990</td>\n",
       "      <td>0.006947</td>\n",
       "      <td>0.126941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>director</th>\n",
       "      <td>0.725025</td>\n",
       "      <td>0.096252</td>\n",
       "      <td>0.037281</td>\n",
       "      <td>0.747431</td>\n",
       "      <td>0.750442</td>\n",
       "      <td>-0.006937</td>\n",
       "      <td>0.186192</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.717746</td>\n",
       "      <td>0.636307</td>\n",
       "      <td>0.092258</td>\n",
       "      <td>0.122981</td>\n",
       "      <td>0.751330</td>\n",
       "      <td>0.483803</td>\n",
       "      <td>-0.028189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>writer</th>\n",
       "      <td>0.792244</td>\n",
       "      <td>0.128937</td>\n",
       "      <td>0.033239</td>\n",
       "      <td>0.812066</td>\n",
       "      <td>0.809574</td>\n",
       "      <td>-0.021886</td>\n",
       "      <td>0.222795</td>\n",
       "      <td>0.717746</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.626436</td>\n",
       "      <td>0.096554</td>\n",
       "      <td>0.206982</td>\n",
       "      <td>0.811091</td>\n",
       "      <td>0.478208</td>\n",
       "      <td>0.022266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>star</th>\n",
       "      <td>0.694961</td>\n",
       "      <td>0.116250</td>\n",
       "      <td>0.045507</td>\n",
       "      <td>0.719185</td>\n",
       "      <td>0.719860</td>\n",
       "      <td>0.014536</td>\n",
       "      <td>0.180747</td>\n",
       "      <td>0.636307</td>\n",
       "      <td>0.626436</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.096755</td>\n",
       "      <td>0.137562</td>\n",
       "      <td>0.720687</td>\n",
       "      <td>0.442086</td>\n",
       "      <td>0.032695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>country</th>\n",
       "      <td>0.096024</td>\n",
       "      <td>-0.006310</td>\n",
       "      <td>-0.003864</td>\n",
       "      <td>0.092980</td>\n",
       "      <td>0.094779</td>\n",
       "      <td>0.015834</td>\n",
       "      <td>-0.021462</td>\n",
       "      <td>0.092258</td>\n",
       "      <td>0.096554</td>\n",
       "      <td>0.096755</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.017004</td>\n",
       "      <td>0.092902</td>\n",
       "      <td>0.151974</td>\n",
       "      <td>0.038738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget</th>\n",
       "      <td>0.288374</td>\n",
       "      <td>0.203558</td>\n",
       "      <td>0.019690</td>\n",
       "      <td>0.318446</td>\n",
       "      <td>0.309055</td>\n",
       "      <td>-0.006565</td>\n",
       "      <td>0.357144</td>\n",
       "      <td>0.122981</td>\n",
       "      <td>0.206982</td>\n",
       "      <td>0.137562</td>\n",
       "      <td>0.017004</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.302636</td>\n",
       "      <td>-0.053959</td>\n",
       "      <td>0.134417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gross</th>\n",
       "      <td>0.967401</td>\n",
       "      <td>0.172639</td>\n",
       "      <td>0.032054</td>\n",
       "      <td>0.995825</td>\n",
       "      <td>0.997893</td>\n",
       "      <td>-0.015990</td>\n",
       "      <td>0.303990</td>\n",
       "      <td>0.751330</td>\n",
       "      <td>0.811091</td>\n",
       "      <td>0.720687</td>\n",
       "      <td>0.092902</td>\n",
       "      <td>0.302636</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.545974</td>\n",
       "      <td>0.046231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>company</th>\n",
       "      <td>0.535803</td>\n",
       "      <td>-0.027431</td>\n",
       "      <td>0.014914</td>\n",
       "      <td>0.538226</td>\n",
       "      <td>0.546430</td>\n",
       "      <td>-0.009526</td>\n",
       "      <td>0.006947</td>\n",
       "      <td>0.483803</td>\n",
       "      <td>0.478208</td>\n",
       "      <td>0.442086</td>\n",
       "      <td>0.151974</td>\n",
       "      <td>-0.053959</td>\n",
       "      <td>0.545974</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.011316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>runtime</th>\n",
       "      <td>0.048827</td>\n",
       "      <td>0.031162</td>\n",
       "      <td>-0.001004</td>\n",
       "      <td>0.055788</td>\n",
       "      <td>0.049517</td>\n",
       "      <td>0.011966</td>\n",
       "      <td>0.126941</td>\n",
       "      <td>-0.028189</td>\n",
       "      <td>0.022266</td>\n",
       "      <td>0.032695</td>\n",
       "      <td>0.038738</td>\n",
       "      <td>0.134417</td>\n",
       "      <td>0.046231</td>\n",
       "      <td>-0.011316</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              name    rating     genre      year  released     score  \\\n",
       "name      1.000000  0.170525  0.028171  0.965587  0.966197 -0.020646   \n",
       "rating    0.170525  1.000000 -0.116178  0.180042  0.171822  0.035605   \n",
       "genre     0.028171 -0.116178  1.000000  0.031367  0.030976 -0.025599   \n",
       "year      0.965587  0.180042  0.031367  1.000000  0.996545 -0.015213   \n",
       "released  0.966197  0.171822  0.030976  0.996545  1.000000 -0.020044   \n",
       "score    -0.020646  0.035605 -0.025599 -0.015213 -0.020044  1.000000   \n",
       "votes     0.295174  0.096117 -0.011119  0.321913  0.311206 -0.041147   \n",
       "director  0.725025  0.096252  0.037281  0.747431  0.750442 -0.006937   \n",
       "writer    0.792244  0.128937  0.033239  0.812066  0.809574 -0.021886   \n",
       "star      0.694961  0.116250  0.045507  0.719185  0.719860  0.014536   \n",
       "country   0.096024 -0.006310 -0.003864  0.092980  0.094779  0.015834   \n",
       "budget    0.288374  0.203558  0.019690  0.318446  0.309055 -0.006565   \n",
       "gross     0.967401  0.172639  0.032054  0.995825  0.997893 -0.015990   \n",
       "company   0.535803 -0.027431  0.014914  0.538226  0.546430 -0.009526   \n",
       "runtime   0.048827  0.031162 -0.001004  0.055788  0.049517  0.011966   \n",
       "\n",
       "             votes  director    writer      star   country    budget  \\\n",
       "name      0.295174  0.725025  0.792244  0.694961  0.096024  0.288374   \n",
       "rating    0.096117  0.096252  0.128937  0.116250 -0.006310  0.203558   \n",
       "genre    -0.011119  0.037281  0.033239  0.045507 -0.003864  0.019690   \n",
       "year      0.321913  0.747431  0.812066  0.719185  0.092980  0.318446   \n",
       "released  0.311206  0.750442  0.809574  0.719860  0.094779  0.309055   \n",
       "score    -0.041147 -0.006937 -0.021886  0.014536  0.015834 -0.006565   \n",
       "votes     1.000000  0.186192  0.222795  0.180747 -0.021462  0.357144   \n",
       "director  0.186192  1.000000  0.717746  0.636307  0.092258  0.122981   \n",
       "writer    0.222795  0.717746  1.000000  0.626436  0.096554  0.206982   \n",
       "star      0.180747  0.636307  0.626436  1.000000  0.096755  0.137562   \n",
       "country  -0.021462  0.092258  0.096554  0.096755  1.000000  0.017004   \n",
       "budget    0.357144  0.122981  0.206982  0.137562  0.017004  1.000000   \n",
       "gross     0.303990  0.751330  0.811091  0.720687  0.092902  0.302636   \n",
       "company   0.006947  0.483803  0.478208  0.442086  0.151974 -0.053959   \n",
       "runtime   0.126941 -0.028189  0.022266  0.032695  0.038738  0.134417   \n",
       "\n",
       "             gross   company   runtime  \n",
       "name      0.967401  0.535803  0.048827  \n",
       "rating    0.172639 -0.027431  0.031162  \n",
       "genre     0.032054  0.014914 -0.001004  \n",
       "year      0.995825  0.538226  0.055788  \n",
       "released  0.997893  0.546430  0.049517  \n",
       "score    -0.015990 -0.009526  0.011966  \n",
       "votes     0.303990  0.006947  0.126941  \n",
       "director  0.751330  0.483803 -0.028189  \n",
       "writer    0.811091  0.478208  0.022266  \n",
       "star      0.720687  0.442086  0.032695  \n",
       "country   0.092902  0.151974  0.038738  \n",
       "budget    0.302636 -0.053959  0.134417  \n",
       "gross     1.000000  0.545974  0.046231  \n",
       "company   0.545974  1.000000 -0.011316  \n",
       "runtime   0.046231 -0.011316  1.000000  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Using factorize - this assigns a random numeric value for each unique categorical value\n",
    "\n",
    "df.apply(lambda x: x.factorize()[0]).corr(method='pearson')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "492b115b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "correlation_matrix = df.apply(lambda x: x.factorize()[0]).corr(method='pearson')\n",
    "\n",
    "sns.heatmap(correlation_matrix, annot = True)\n",
    "\n",
    "plt.title(\"Correlation matrix for Movies\")\n",
    "\n",
    "plt.xlabel(\"Movie features\")\n",
    "\n",
    "plt.ylabel(\"Movie features\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "6d922707",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "name     name        1.000000\n",
      "         rating      0.170525\n",
      "         genre       0.028171\n",
      "         year        0.965587\n",
      "         released    0.966197\n",
      "                       ...   \n",
      "runtime  country     0.038738\n",
      "         budget      0.134417\n",
      "         gross       0.046231\n",
      "         company    -0.011316\n",
      "         runtime     1.000000\n",
      "Length: 225, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "correlation_mat = df.apply(lambda x: x.factorize()[0]).corr()\n",
    "\n",
    "corr_pairs = correlation_mat.unstack()\n",
    "\n",
    "print(corr_pairs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "9bceb1b5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "genre    rating    -0.116178\n",
      "rating   genre     -0.116178\n",
      "budget   company   -0.053959\n",
      "company  budget    -0.053959\n",
      "score    votes     -0.041147\n",
      "                      ...   \n",
      "year     year       1.000000\n",
      "genre    genre      1.000000\n",
      "rating   rating     1.000000\n",
      "company  company    1.000000\n",
      "runtime  runtime    1.000000\n",
      "Length: 225, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "sorted_pairs = corr_pairs.sort_values(kind=\"quicksort\")\n",
    "\n",
    "print(sorted_pairs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "74124b89",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "company  name       0.535803\n",
      "name     company    0.535803\n",
      "company  year       0.538226\n",
      "year     company    0.538226\n",
      "gross    company    0.545974\n",
      "                      ...   \n",
      "year     year       1.000000\n",
      "genre    genre      1.000000\n",
      "rating   rating     1.000000\n",
      "company  company    1.000000\n",
      "runtime  runtime    1.000000\n",
      "Length: 65, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "strong_pairs = sorted_pairs[abs(sorted_pairs) > 0.5]\n",
    "\n",
    "print(strong_pairs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "f88403f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "company\n",
       "Warner Bros.                 54773202654\n",
       "Universal Pictures           51241105418\n",
       "Columbia Pictures            42356430218\n",
       "Paramount Pictures           40021704691\n",
       "Walt Disney Pictures         35833650748\n",
       "Twentieth Century Fox        30198712540\n",
       "New Line Cinema              19628786232\n",
       "DreamWorks Animation         11873612858\n",
       "Dreamworks Pictures          11593807697\n",
       "Touchstone Pictures          10664679494\n",
       "Marvel Studios               10120607435\n",
       "Metro-Goldwyn-Mayer (MGM)     8937010092\n",
       "Summit Entertainment          8318570396\n",
       "Pixar Animation Studios       7886344526\n",
       "Fox 2000 Pictures             7243673721\n",
       "Name: gross, dtype: int64"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Looking at the top 15 compaies by gross revenue\n",
    "\n",
    "CompanyGrossSum = df.groupby('company')[[\"gross\"]].sum()\n",
    "\n",
    "CompanyGrossSumSorted = CompanyGrossSum.sort_values('gross', ascending = False)[:15]\n",
    "\n",
    "CompanyGrossSumSorted = CompanyGrossSumSorted['gross'].astype('int64') \n",
    "\n",
    "CompanyGrossSumSorted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "c0eae207",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name         object\n",
       "rating       object\n",
       "genre        object\n",
       "year          int64\n",
       "released     object\n",
       "score       float64\n",
       "votes       float64\n",
       "director     object\n",
       "writer       object\n",
       "star         object\n",
       "country      object\n",
       "budget        int32\n",
       "gross         int32\n",
       "company      object\n",
       "runtime     float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "a6ba1b6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>gross</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>company</th>\n",
       "      <th>year</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>\"DIA\" Productions GmbH &amp; Co. KG</th>\n",
       "      <th>2003</th>\n",
       "      <td>44350926.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>\"Weathering With You\" Film Partners</th>\n",
       "      <th>2019</th>\n",
       "      <td>193457467.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>.406 Production</th>\n",
       "      <th>1996</th>\n",
       "      <td>10580.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">1492 Pictures</th>\n",
       "      <th>1996</th>\n",
       "      <td>129832389.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>87423861.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>erbp</th>\n",
       "      <th>2013</th>\n",
       "      <td>587174.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>i am OTHER</th>\n",
       "      <th>2015</th>\n",
       "      <td>17986781.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>i5 Films</th>\n",
       "      <th>2001</th>\n",
       "      <td>10031529.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>micro_scope</th>\n",
       "      <th>2010</th>\n",
       "      <td>7099598.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thefyzz</th>\n",
       "      <th>2017</th>\n",
       "      <td>62198461.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2998 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                gross\n",
       "company                             year             \n",
       "\"DIA\" Productions GmbH & Co. KG     2003   44350926.0\n",
       "\"Weathering With You\" Film Partners 2019  193457467.0\n",
       ".406 Production                     1996      10580.0\n",
       "1492 Pictures                       1996  129832389.0\n",
       "                                    1999   87423861.0\n",
       "...                                               ...\n",
       "erbp                                2013     587174.0\n",
       "i am OTHER                          2015   17986781.0\n",
       "i5 Films                            2001   10031529.0\n",
       "micro_scope                         2010    7099598.0\n",
       "thefyzz                             2017   62198461.0\n",
       "\n",
       "[2998 rows x 1 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(['company', 'year'])[[\"gross\"]].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "fe5f0dc5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "company               year\n",
       "Walt Disney Pictures  2019    5773131804\n",
       "Marvel Studios        2018    4018631866\n",
       "Universal Pictures    2015    3834354888\n",
       "Walt Disney Pictures  2017    3789382071\n",
       "Paramount Pictures    2011    3565705182\n",
       "Warner Bros.          2011    3223799224\n",
       "Walt Disney Pictures  2010    3104474158\n",
       "Paramount Pictures    2014    3071298586\n",
       "Columbia Pictures     2006    2934631933\n",
       "                      2019    2932757449\n",
       "Warner Bros.          2018    2774168962\n",
       "Columbia Pictures     2011    2738363306\n",
       "Warner Bros.          2005    2688767210\n",
       "                      2004    2662920386\n",
       "Columbia Pictures     2009    2619267896\n",
       "Name: gross, dtype: int64"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CompanyGrossSum = df.groupby(['company', 'year'])[[\"gross\"]].sum()\n",
    "\n",
    "CompanyGrossSumSorted = CompanyGrossSum.sort_values(['gross','company','year'], ascending = False)[:15]\n",
    "\n",
    "CompanyGrossSumSorted = CompanyGrossSumSorted['gross'].astype('int64') \n",
    "\n",
    "CompanyGrossSumSorted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "957c66e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "company\n",
       "Warner Bros.                 54773202654\n",
       "Universal Pictures           51241105418\n",
       "Columbia Pictures            42356430218\n",
       "Paramount Pictures           40021704691\n",
       "Walt Disney Pictures         35833650748\n",
       "Twentieth Century Fox        30198712540\n",
       "New Line Cinema              19628786232\n",
       "DreamWorks Animation         11873612858\n",
       "Dreamworks Pictures          11593807697\n",
       "Touchstone Pictures          10664679494\n",
       "Marvel Studios               10120607435\n",
       "Metro-Goldwyn-Mayer (MGM)     8937010092\n",
       "Summit Entertainment          8318570396\n",
       "Pixar Animation Studios       7886344526\n",
       "Fox 2000 Pictures             7243673721\n",
       "Name: gross, dtype: int64"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CompanyGrossSum = df.groupby(['company'])[[\"gross\"]].sum()\n",
    "\n",
    "CompanyGrossSumSorted = CompanyGrossSum.sort_values(['gross','company'], ascending = False)[:15]\n",
    "\n",
    "CompanyGrossSumSorted = CompanyGrossSumSorted['gross'].astype('int64') \n",
    "\n",
    "CompanyGrossSumSorted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "a0b285dc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x=df['budget'], y=df['gross'], alpha=0.5)\n",
    "plt.title('Budget vs Gross Earnings')\n",
    "plt.xlabel('Gross Earnings')\n",
    "plt.ylabel('Budget for Film')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "7b51ffc7",
   "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>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>year</th>\n",
       "      <th>released</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>director</th>\n",
       "      <th>writer</th>\n",
       "      <th>star</th>\n",
       "      <th>country</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>company</th>\n",
       "      <th>runtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Shining</td>\n",
       "      <td>R</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1980</td>\n",
       "      <td>June 13, 1980 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>927000.0</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>Stephen King</td>\n",
       "      <td>Jack Nicholson</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>19000000</td>\n",
       "      <td>46998772</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>146.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Blue Lagoon</td>\n",
       "      <td>R</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>5.8</td>\n",
       "      <td>65000.0</td>\n",
       "      <td>Randal Kleiser</td>\n",
       "      <td>Henry De Vere Stacpoole</td>\n",
       "      <td>Brooke Shields</td>\n",
       "      <td>United States</td>\n",
       "      <td>4500000</td>\n",
       "      <td>58853106</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>104.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Star Wars: Episode V - The Empire Strikes Back</td>\n",
       "      <td>PG</td>\n",
       "      <td>Action</td>\n",
       "      <td>1980</td>\n",
       "      <td>June 20, 1980 (United States)</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1200000.0</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>Leigh Brackett</td>\n",
       "      <td>Mark Hamill</td>\n",
       "      <td>United States</td>\n",
       "      <td>18000000</td>\n",
       "      <td>538375067</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Airplane!</td>\n",
       "      <td>PG</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>7.7</td>\n",
       "      <td>221000.0</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Robert Hays</td>\n",
       "      <td>United States</td>\n",
       "      <td>3500000</td>\n",
       "      <td>83453539</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Caddyshack</td>\n",
       "      <td>R</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 25, 1980 (United States)</td>\n",
       "      <td>7.3</td>\n",
       "      <td>108000.0</td>\n",
       "      <td>Harold Ramis</td>\n",
       "      <td>Brian Doyle-Murray</td>\n",
       "      <td>Chevy Chase</td>\n",
       "      <td>United States</td>\n",
       "      <td>6000000</td>\n",
       "      <td>39846344</td>\n",
       "      <td>Orion Pictures</td>\n",
       "      <td>98.0</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7648</th>\n",
       "      <td>Bad Boys for Life</td>\n",
       "      <td>R</td>\n",
       "      <td>Action</td>\n",
       "      <td>2020</td>\n",
       "      <td>January 17, 2020 (United States)</td>\n",
       "      <td>6.6</td>\n",
       "      <td>140000.0</td>\n",
       "      <td>Adil El Arbi</td>\n",
       "      <td>Peter Craig</td>\n",
       "      <td>Will Smith</td>\n",
       "      <td>United States</td>\n",
       "      <td>90000000</td>\n",
       "      <td>426505244</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7649</th>\n",
       "      <td>Sonic the Hedgehog</td>\n",
       "      <td>PG</td>\n",
       "      <td>Action</td>\n",
       "      <td>2020</td>\n",
       "      <td>February 14, 2020 (United States)</td>\n",
       "      <td>6.5</td>\n",
       "      <td>102000.0</td>\n",
       "      <td>Jeff Fowler</td>\n",
       "      <td>Pat Casey</td>\n",
       "      <td>Ben Schwartz</td>\n",
       "      <td>United States</td>\n",
       "      <td>85000000</td>\n",
       "      <td>319715683</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7650</th>\n",
       "      <td>Dolittle</td>\n",
       "      <td>PG</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>2020</td>\n",
       "      <td>January 17, 2020 (United States)</td>\n",
       "      <td>5.6</td>\n",
       "      <td>53000.0</td>\n",
       "      <td>Stephen Gaghan</td>\n",
       "      <td>Stephen Gaghan</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>175000000</td>\n",
       "      <td>245487753</td>\n",
       "      <td>Universal Pictures</td>\n",
       "      <td>101.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7651</th>\n",
       "      <td>The Call of the Wild</td>\n",
       "      <td>PG</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>2020</td>\n",
       "      <td>February 21, 2020 (United States)</td>\n",
       "      <td>6.8</td>\n",
       "      <td>42000.0</td>\n",
       "      <td>Chris Sanders</td>\n",
       "      <td>Michael Green</td>\n",
       "      <td>Harrison Ford</td>\n",
       "      <td>Canada</td>\n",
       "      <td>135000000</td>\n",
       "      <td>111105497</td>\n",
       "      <td>20th Century Studios</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7652</th>\n",
       "      <td>The Eight Hundred</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>Action</td>\n",
       "      <td>2020</td>\n",
       "      <td>August 28, 2020 (United States)</td>\n",
       "      <td>6.8</td>\n",
       "      <td>3700.0</td>\n",
       "      <td>Hu Guan</td>\n",
       "      <td>Hu Guan</td>\n",
       "      <td>Zhi-zhong Huang</td>\n",
       "      <td>China</td>\n",
       "      <td>80000000</td>\n",
       "      <td>461421559</td>\n",
       "      <td>Beijing Diqi Yinxiang Entertainment</td>\n",
       "      <td>149.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5436 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                name     rating      genre  \\\n",
       "0                                        The Shining          R      Drama   \n",
       "1                                    The Blue Lagoon          R  Adventure   \n",
       "2     Star Wars: Episode V - The Empire Strikes Back         PG     Action   \n",
       "3                                          Airplane!         PG     Comedy   \n",
       "4                                         Caddyshack          R     Comedy   \n",
       "...                                              ...        ...        ...   \n",
       "7648                               Bad Boys for Life          R     Action   \n",
       "7649                              Sonic the Hedgehog         PG     Action   \n",
       "7650                                        Dolittle         PG  Adventure   \n",
       "7651                            The Call of the Wild         PG  Adventure   \n",
       "7652                               The Eight Hundred  Not Rated     Action   \n",
       "\n",
       "      year                           released  score      votes  \\\n",
       "0     1980      June 13, 1980 (United States)    8.4   927000.0   \n",
       "1     1980       July 2, 1980 (United States)    5.8    65000.0   \n",
       "2     1980      June 20, 1980 (United States)    8.7  1200000.0   \n",
       "3     1980       July 2, 1980 (United States)    7.7   221000.0   \n",
       "4     1980      July 25, 1980 (United States)    7.3   108000.0   \n",
       "...    ...                                ...    ...        ...   \n",
       "7648  2020   January 17, 2020 (United States)    6.6   140000.0   \n",
       "7649  2020  February 14, 2020 (United States)    6.5   102000.0   \n",
       "7650  2020   January 17, 2020 (United States)    5.6    53000.0   \n",
       "7651  2020  February 21, 2020 (United States)    6.8    42000.0   \n",
       "7652  2020    August 28, 2020 (United States)    6.8     3700.0   \n",
       "\n",
       "             director                   writer               star  \\\n",
       "0     Stanley Kubrick             Stephen King     Jack Nicholson   \n",
       "1      Randal Kleiser  Henry De Vere Stacpoole     Brooke Shields   \n",
       "2      Irvin Kershner           Leigh Brackett        Mark Hamill   \n",
       "3        Jim Abrahams             Jim Abrahams        Robert Hays   \n",
       "4        Harold Ramis       Brian Doyle-Murray        Chevy Chase   \n",
       "...               ...                      ...                ...   \n",
       "7648     Adil El Arbi              Peter Craig         Will Smith   \n",
       "7649      Jeff Fowler                Pat Casey       Ben Schwartz   \n",
       "7650   Stephen Gaghan           Stephen Gaghan  Robert Downey Jr.   \n",
       "7651    Chris Sanders            Michael Green      Harrison Ford   \n",
       "7652          Hu Guan                  Hu Guan    Zhi-zhong Huang   \n",
       "\n",
       "             country     budget      gross  \\\n",
       "0     United Kingdom   19000000   46998772   \n",
       "1      United States    4500000   58853106   \n",
       "2      United States   18000000  538375067   \n",
       "3      United States    3500000   83453539   \n",
       "4      United States    6000000   39846344   \n",
       "...              ...        ...        ...   \n",
       "7648   United States   90000000  426505244   \n",
       "7649   United States   85000000  319715683   \n",
       "7650   United States  175000000  245487753   \n",
       "7651          Canada  135000000  111105497   \n",
       "7652           China   80000000  461421559   \n",
       "\n",
       "                                  company  runtime  \n",
       "0                            Warner Bros.    146.0  \n",
       "1                       Columbia Pictures    104.0  \n",
       "2                               Lucasfilm    124.0  \n",
       "3                      Paramount Pictures     88.0  \n",
       "4                          Orion Pictures     98.0  \n",
       "...                                   ...      ...  \n",
       "7648                    Columbia Pictures    124.0  \n",
       "7649                   Paramount Pictures     99.0  \n",
       "7650                   Universal Pictures    101.0  \n",
       "7651                 20th Century Studios    100.0  \n",
       "7652  Beijing Diqi Yinxiang Entertainment    149.0  \n",
       "\n",
       "[5436 rows x 15 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "7635edb9",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<p>5436 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      name  rating  genre  year  released  score      votes  director  writer  \\\n",
       "0     4706       6      6  1980      1308    8.4   927000.0      1800    2841   \n",
       "1     3943       6      1  1980      1131    5.8    65000.0      1581    1160   \n",
       "2     3654       4      0  1980      1363    8.7  1200000.0       759    1822   \n",
       "3      205       4      4  1980      1131    7.7   221000.0       891    1416   \n",
       "4      734       6      4  1980      1174    7.3   108000.0       721     352   \n",
       "...    ...     ...    ...   ...       ...    ...        ...       ...     ...   \n",
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       "7650  1156       4      1  2020       907    5.6    53000.0      1814    2836   \n",
       "7651  3992       4      1  2020       760    6.8    42000.0       296    2096   \n",
       "7652  4104       3      0  2020       371    6.8     3700.0       748    1186   \n",
       "\n",
       "      star  country     budget      gross  company  runtime  \n",
       "0      700       46   19000000   46998772     1432    146.0  \n",
       "1      215       47    4500000   58853106      454    104.0  \n",
       "2     1161       47   18000000  538375067      949    124.0  \n",
       "3     1478       47    3500000   83453539     1114     88.0  \n",
       "4      272       47    6000000   39846344     1089     98.0  \n",
       "...    ...      ...        ...        ...      ...      ...  \n",
       "7648  1819       47   90000000  426505244      454    124.0  \n",
       "7649   148       47   85000000  319715683     1114     99.0  \n",
       "7650  1474       47  175000000  245487753     1403    101.0  \n",
       "7651   641        6  135000000  111105497       12    100.0  \n",
       "7652  1846        8   80000000  461421559      229    149.0  \n",
       "\n",
       "[5436 rows x 15 columns]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_numerized = df\n",
    "\n",
    "\n",
    "for col_name in df_numerized.columns:\n",
    "    if(df_numerized[col_name].dtype == 'object'):\n",
    "        df_numerized[col_name]= df_numerized[col_name].astype('category')\n",
    "        df_numerized[col_name] = df_numerized[col_name].cat.codes\n",
    "        \n",
    "df_numerized"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "f3f4d1f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>0.021209</td>\n",
       "      <td>0.010800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rating</th>\n",
       "      <td>-0.023013</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.128102</td>\n",
       "      <td>0.022668</td>\n",
       "      <td>0.018836</td>\n",
       "      <td>0.059550</td>\n",
       "      <td>0.009255</td>\n",
       "      <td>0.014847</td>\n",
       "      <td>-0.006923</td>\n",
       "      <td>0.003737</td>\n",
       "      <td>0.020148</td>\n",
       "      <td>-0.186892</td>\n",
       "      <td>-0.167889</td>\n",
       "      <td>-0.082189</td>\n",
       "      <td>0.133239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>genre</th>\n",
       "      <td>0.009617</td>\n",
       "      <td>0.128102</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.073026</td>\n",
       "      <td>0.021712</td>\n",
       "      <td>0.034061</td>\n",
       "      <td>-0.136457</td>\n",
       "      <td>-0.009303</td>\n",
       "      <td>0.017500</td>\n",
       "      <td>0.002619</td>\n",
       "      <td>-0.010847</td>\n",
       "      <td>-0.368900</td>\n",
       "      <td>-0.238905</td>\n",
       "      <td>-0.073293</td>\n",
       "      <td>-0.060186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <td>0.024435</td>\n",
       "      <td>0.022668</td>\n",
       "      <td>-0.073026</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.001481</td>\n",
       "      <td>0.055174</td>\n",
       "      <td>0.205758</td>\n",
       "      <td>-0.036936</td>\n",
       "      <td>-0.024568</td>\n",
       "      <td>-0.032770</td>\n",
       "      <td>-0.066662</td>\n",
       "      <td>0.327781</td>\n",
       "      <td>0.267580</td>\n",
       "      <td>-0.013062</td>\n",
       "      <td>0.074203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>released</th>\n",
       "      <td>-0.005896</td>\n",
       "      <td>0.018836</td>\n",
       "      <td>0.021712</td>\n",
       "      <td>-0.001481</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.046424</td>\n",
       "      <td>0.029029</td>\n",
       "      <td>0.003341</td>\n",
       "      <td>0.008514</td>\n",
       "      <td>0.015363</td>\n",
       "      <td>-0.017231</td>\n",
       "      <td>0.019888</td>\n",
       "      <td>0.025728</td>\n",
       "      <td>-0.002927</td>\n",
       "      <td>0.008619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>score</th>\n",
       "      <td>0.014955</td>\n",
       "      <td>0.059550</td>\n",
       "      <td>0.034061</td>\n",
       "      <td>0.055174</td>\n",
       "      <td>0.046424</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.473809</td>\n",
       "      <td>0.005573</td>\n",
       "      <td>0.012860</td>\n",
       "      <td>0.009121</td>\n",
       "      <td>-0.044690</td>\n",
       "      <td>0.071792</td>\n",
       "      <td>0.200726</td>\n",
       "      <td>0.021054</td>\n",
       "      <td>0.414580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>votes</th>\n",
       "      <td>0.012915</td>\n",
       "      <td>0.009255</td>\n",
       "      <td>-0.136457</td>\n",
       "      <td>0.205758</td>\n",
       "      <td>0.029029</td>\n",
       "      <td>0.473809</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.010198</td>\n",
       "      <td>-0.005394</td>\n",
       "      <td>-0.017140</td>\n",
       "      <td>0.042146</td>\n",
       "      <td>0.440021</td>\n",
       "      <td>0.550848</td>\n",
       "      <td>0.119366</td>\n",
       "      <td>0.352437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>director</th>\n",
       "      <td>0.013699</td>\n",
       "      <td>0.014847</td>\n",
       "      <td>-0.009303</td>\n",
       "      <td>-0.036936</td>\n",
       "      <td>0.003341</td>\n",
       "      <td>0.005573</td>\n",
       "      <td>-0.010198</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.262940</td>\n",
       "      <td>0.036289</td>\n",
       "      <td>0.011108</td>\n",
       "      <td>-0.009340</td>\n",
       "      <td>-0.017647</td>\n",
       "      <td>-0.007337</td>\n",
       "      <td>0.018082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>writer</th>\n",
       "      <td>0.011602</td>\n",
       "      <td>-0.006923</td>\n",
       "      <td>0.017500</td>\n",
       "      <td>-0.024568</td>\n",
       "      <td>0.008514</td>\n",
       "      <td>0.012860</td>\n",
       "      <td>-0.005394</td>\n",
       "      <td>0.262940</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.019273</td>\n",
       "      <td>0.022153</td>\n",
       "      <td>-0.039420</td>\n",
       "      <td>-0.026778</td>\n",
       "      <td>-0.002658</td>\n",
       "      <td>-0.016672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>star</th>\n",
       "      <td>-0.007109</td>\n",
       "      <td>0.003737</td>\n",
       "      <td>0.002619</td>\n",
       "      <td>-0.032770</td>\n",
       "      <td>0.015363</td>\n",
       "      <td>0.009121</td>\n",
       "      <td>-0.017140</td>\n",
       "      <td>0.036289</td>\n",
       "      <td>0.019273</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.010135</td>\n",
       "      <td>-0.021282</td>\n",
       "      <td>-0.011816</td>\n",
       "      <td>0.015086</td>\n",
       "      <td>0.012439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>country</th>\n",
       "      <td>-0.024555</td>\n",
       "      <td>0.020148</td>\n",
       "      <td>-0.010847</td>\n",
       "      <td>-0.066662</td>\n",
       "      <td>-0.017231</td>\n",
       "      <td>-0.044690</td>\n",
       "      <td>0.042146</td>\n",
       "      <td>0.011108</td>\n",
       "      <td>0.022153</td>\n",
       "      <td>-0.010135</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.054372</td>\n",
       "      <td>0.056711</td>\n",
       "      <td>0.049559</td>\n",
       "      <td>-0.033554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget</th>\n",
       "      <td>0.023698</td>\n",
       "      <td>-0.186892</td>\n",
       "      <td>-0.368900</td>\n",
       "      <td>0.327781</td>\n",
       "      <td>0.019888</td>\n",
       "      <td>0.071792</td>\n",
       "      <td>0.440021</td>\n",
       "      <td>-0.009340</td>\n",
       "      <td>-0.039420</td>\n",
       "      <td>-0.021282</td>\n",
       "      <td>0.054372</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.669421</td>\n",
       "      <td>0.171385</td>\n",
       "      <td>0.318595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gross</th>\n",
       "      <td>0.014389</td>\n",
       "      <td>-0.167889</td>\n",
       "      <td>-0.238905</td>\n",
       "      <td>0.267580</td>\n",
       "      <td>0.025728</td>\n",
       "      <td>0.200726</td>\n",
       "      <td>0.550848</td>\n",
       "      <td>-0.017647</td>\n",
       "      <td>-0.026778</td>\n",
       "      <td>-0.011816</td>\n",
       "      <td>0.056711</td>\n",
       "      <td>0.669421</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.140751</td>\n",
       "      <td>0.223576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>company</th>\n",
       "      <td>0.021209</td>\n",
       "      <td>-0.082189</td>\n",
       "      <td>-0.073293</td>\n",
       "      <td>-0.013062</td>\n",
       "      <td>-0.002927</td>\n",
       "      <td>0.021054</td>\n",
       "      <td>0.119366</td>\n",
       "      <td>-0.007337</td>\n",
       "      <td>-0.002658</td>\n",
       "      <td>0.015086</td>\n",
       "      <td>0.049559</td>\n",
       "      <td>0.171385</td>\n",
       "      <td>0.140751</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.038752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>runtime</th>\n",
       "      <td>0.010800</td>\n",
       "      <td>0.133239</td>\n",
       "      <td>-0.060186</td>\n",
       "      <td>0.074203</td>\n",
       "      <td>0.008619</td>\n",
       "      <td>0.414580</td>\n",
       "      <td>0.352437</td>\n",
       "      <td>0.018082</td>\n",
       "      <td>-0.016672</td>\n",
       "      <td>0.012439</td>\n",
       "      <td>-0.033554</td>\n",
       "      <td>0.318595</td>\n",
       "      <td>0.223576</td>\n",
       "      <td>0.038752</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              name    rating     genre      year  released     score  \\\n",
       "name      1.000000 -0.023013  0.009617  0.024435 -0.005896  0.014955   \n",
       "rating   -0.023013  1.000000  0.128102  0.022668  0.018836  0.059550   \n",
       "genre     0.009617  0.128102  1.000000 -0.073026  0.021712  0.034061   \n",
       "year      0.024435  0.022668 -0.073026  1.000000 -0.001481  0.055174   \n",
       "released -0.005896  0.018836  0.021712 -0.001481  1.000000  0.046424   \n",
       "score     0.014955  0.059550  0.034061  0.055174  0.046424  1.000000   \n",
       "votes     0.012915  0.009255 -0.136457  0.205758  0.029029  0.473809   \n",
       "director  0.013699  0.014847 -0.009303 -0.036936  0.003341  0.005573   \n",
       "writer    0.011602 -0.006923  0.017500 -0.024568  0.008514  0.012860   \n",
       "star     -0.007109  0.003737  0.002619 -0.032770  0.015363  0.009121   \n",
       "country  -0.024555  0.020148 -0.010847 -0.066662 -0.017231 -0.044690   \n",
       "budget    0.023698 -0.186892 -0.368900  0.327781  0.019888  0.071792   \n",
       "gross     0.014389 -0.167889 -0.238905  0.267580  0.025728  0.200726   \n",
       "company   0.021209 -0.082189 -0.073293 -0.013062 -0.002927  0.021054   \n",
       "runtime   0.010800  0.133239 -0.060186  0.074203  0.008619  0.414580   \n",
       "\n",
       "             votes  director    writer      star   country    budget  \\\n",
       "name      0.012915  0.013699  0.011602 -0.007109 -0.024555  0.023698   \n",
       "rating    0.009255  0.014847 -0.006923  0.003737  0.020148 -0.186892   \n",
       "genre    -0.136457 -0.009303  0.017500  0.002619 -0.010847 -0.368900   \n",
       "year      0.205758 -0.036936 -0.024568 -0.032770 -0.066662  0.327781   \n",
       "released  0.029029  0.003341  0.008514  0.015363 -0.017231  0.019888   \n",
       "score     0.473809  0.005573  0.012860  0.009121 -0.044690  0.071792   \n",
       "votes     1.000000 -0.010198 -0.005394 -0.017140  0.042146  0.440021   \n",
       "director -0.010198  1.000000  0.262940  0.036289  0.011108 -0.009340   \n",
       "writer   -0.005394  0.262940  1.000000  0.019273  0.022153 -0.039420   \n",
       "star     -0.017140  0.036289  0.019273  1.000000 -0.010135 -0.021282   \n",
       "country   0.042146  0.011108  0.022153 -0.010135  1.000000  0.054372   \n",
       "budget    0.440021 -0.009340 -0.039420 -0.021282  0.054372  1.000000   \n",
       "gross     0.550848 -0.017647 -0.026778 -0.011816  0.056711  0.669421   \n",
       "company   0.119366 -0.007337 -0.002658  0.015086  0.049559  0.171385   \n",
       "runtime   0.352437  0.018082 -0.016672  0.012439 -0.033554  0.318595   \n",
       "\n",
       "             gross   company   runtime  \n",
       "name      0.014389  0.021209  0.010800  \n",
       "rating   -0.167889 -0.082189  0.133239  \n",
       "genre    -0.238905 -0.073293 -0.060186  \n",
       "year      0.267580 -0.013062  0.074203  \n",
       "released  0.025728 -0.002927  0.008619  \n",
       "score     0.200726  0.021054  0.414580  \n",
       "votes     0.550848  0.119366  0.352437  \n",
       "director -0.017647 -0.007337  0.018082  \n",
       "writer   -0.026778 -0.002658 -0.016672  \n",
       "star     -0.011816  0.015086  0.012439  \n",
       "country   0.056711  0.049559 -0.033554  \n",
       "budget    0.669421  0.171385  0.318595  \n",
       "gross     1.000000  0.140751  0.223576  \n",
       "company   0.140751  1.000000  0.038752  \n",
       "runtime   0.223576  0.038752  1.000000  "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_numerized.corr(method='pearson')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "e7965596",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "correlation_matrix = df_numerized.corr(method='pearson')\n",
    "\n",
    "sns.heatmap(correlation_matrix, annot = True)\n",
    "\n",
    "plt.title(\"Correlation matrix for Movies\")\n",
    "\n",
    "plt.xlabel(\"Movie features\")\n",
    "\n",
    "plt.ylabel(\"Movie features\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "880d9764",
   "metadata": {},
   "outputs": [],
   "source": [
    "for col_name in df.columns:\n",
    "    if(df[col_name].dtype == 'object'):\n",
    "        df[col_name]= df[col_name].astype('category')\n",
    "        df[col_name] = df[col_name].cat.codes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "6ac4b17e",
   "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>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>year</th>\n",
       "      <th>released</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>director</th>\n",
       "      <th>writer</th>\n",
       "      <th>star</th>\n",
       "      <th>country</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>company</th>\n",
       "      <th>runtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4706</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1980</td>\n",
       "      <td>1308</td>\n",
       "      <td>8.4</td>\n",
       "      <td>927000.0</td>\n",
       "      <td>1800</td>\n",
       "      <td>2841</td>\n",
       "      <td>700</td>\n",
       "      <td>46</td>\n",
       "      <td>19000000</td>\n",
       "      <td>46998772</td>\n",
       "      <td>1432</td>\n",
       "      <td>146.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3943</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1980</td>\n",
       "      <td>1131</td>\n",
       "      <td>5.8</td>\n",
       "      <td>65000.0</td>\n",
       "      <td>1581</td>\n",
       "      <td>1160</td>\n",
       "      <td>215</td>\n",
       "      <td>47</td>\n",
       "      <td>4500000</td>\n",
       "      <td>58853106</td>\n",
       "      <td>454</td>\n",
       "      <td>104.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3654</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1980</td>\n",
       "      <td>1363</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1200000.0</td>\n",
       "      <td>759</td>\n",
       "      <td>1822</td>\n",
       "      <td>1161</td>\n",
       "      <td>47</td>\n",
       "      <td>18000000</td>\n",
       "      <td>538375067</td>\n",
       "      <td>949</td>\n",
       "      <td>124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>205</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1980</td>\n",
       "      <td>1131</td>\n",
       "      <td>7.7</td>\n",
       "      <td>221000.0</td>\n",
       "      <td>891</td>\n",
       "      <td>1416</td>\n",
       "      <td>1478</td>\n",
       "      <td>47</td>\n",
       "      <td>3500000</td>\n",
       "      <td>83453539</td>\n",
       "      <td>1114</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>734</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>1980</td>\n",
       "      <td>1174</td>\n",
       "      <td>7.3</td>\n",
       "      <td>108000.0</td>\n",
       "      <td>721</td>\n",
       "      <td>352</td>\n",
       "      <td>272</td>\n",
       "      <td>47</td>\n",
       "      <td>6000000</td>\n",
       "      <td>39846344</td>\n",
       "      <td>1089</td>\n",
       "      <td>98.0</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7648</th>\n",
       "      <td>416</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2020</td>\n",
       "      <td>907</td>\n",
       "      <td>6.6</td>\n",
       "      <td>140000.0</td>\n",
       "      <td>17</td>\n",
       "      <td>2397</td>\n",
       "      <td>1819</td>\n",
       "      <td>47</td>\n",
       "      <td>90000000</td>\n",
       "      <td>426505244</td>\n",
       "      <td>454</td>\n",
       "      <td>124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7649</th>\n",
       "      <td>3569</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2020</td>\n",
       "      <td>715</td>\n",
       "      <td>6.5</td>\n",
       "      <td>102000.0</td>\n",
       "      <td>854</td>\n",
       "      <td>2316</td>\n",
       "      <td>148</td>\n",
       "      <td>47</td>\n",
       "      <td>85000000</td>\n",
       "      <td>319715683</td>\n",
       "      <td>1114</td>\n",
       "      <td>99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7650</th>\n",
       "      <td>1156</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2020</td>\n",
       "      <td>907</td>\n",
       "      <td>5.6</td>\n",
       "      <td>53000.0</td>\n",
       "      <td>1814</td>\n",
       "      <td>2836</td>\n",
       "      <td>1474</td>\n",
       "      <td>47</td>\n",
       "      <td>175000000</td>\n",
       "      <td>245487753</td>\n",
       "      <td>1403</td>\n",
       "      <td>101.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7651</th>\n",
       "      <td>3992</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2020</td>\n",
       "      <td>760</td>\n",
       "      <td>6.8</td>\n",
       "      <td>42000.0</td>\n",
       "      <td>296</td>\n",
       "      <td>2096</td>\n",
       "      <td>641</td>\n",
       "      <td>6</td>\n",
       "      <td>135000000</td>\n",
       "      <td>111105497</td>\n",
       "      <td>12</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7652</th>\n",
       "      <td>4104</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2020</td>\n",
       "      <td>371</td>\n",
       "      <td>6.8</td>\n",
       "      <td>3700.0</td>\n",
       "      <td>748</td>\n",
       "      <td>1186</td>\n",
       "      <td>1846</td>\n",
       "      <td>8</td>\n",
       "      <td>80000000</td>\n",
       "      <td>461421559</td>\n",
       "      <td>229</td>\n",
       "      <td>149.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5436 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      name  rating  genre  year  released  score      votes  director  writer  \\\n",
       "0     4706       6      6  1980      1308    8.4   927000.0      1800    2841   \n",
       "1     3943       6      1  1980      1131    5.8    65000.0      1581    1160   \n",
       "2     3654       4      0  1980      1363    8.7  1200000.0       759    1822   \n",
       "3      205       4      4  1980      1131    7.7   221000.0       891    1416   \n",
       "4      734       6      4  1980      1174    7.3   108000.0       721     352   \n",
       "...    ...     ...    ...   ...       ...    ...        ...       ...     ...   \n",
       "7648   416       6      0  2020       907    6.6   140000.0        17    2397   \n",
       "7649  3569       4      0  2020       715    6.5   102000.0       854    2316   \n",
       "7650  1156       4      1  2020       907    5.6    53000.0      1814    2836   \n",
       "7651  3992       4      1  2020       760    6.8    42000.0       296    2096   \n",
       "7652  4104       3      0  2020       371    6.8     3700.0       748    1186   \n",
       "\n",
       "      star  country     budget      gross  company  runtime  \n",
       "0      700       46   19000000   46998772     1432    146.0  \n",
       "1      215       47    4500000   58853106      454    104.0  \n",
       "2     1161       47   18000000  538375067      949    124.0  \n",
       "3     1478       47    3500000   83453539     1114     88.0  \n",
       "4      272       47    6000000   39846344     1089     98.0  \n",
       "...    ...      ...        ...        ...      ...      ...  \n",
       "7648  1819       47   90000000  426505244      454    124.0  \n",
       "7649   148       47   85000000  319715683     1114     99.0  \n",
       "7650  1474       47  175000000  245487753     1403    101.0  \n",
       "7651   641        6  135000000  111105497       12    100.0  \n",
       "7652  1846        8   80000000  461421559      229    149.0  \n",
       "\n",
       "[5436 rows x 15 columns]"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "8f412941",
   "metadata": {},
   "outputs": [],
   "source": [
    "for col_name in df.columns:\n",
    "    if(df[col_name].dtype == 'object'):\n",
    "        df[col_name]= df[col_name].astype('category')\n",
    "        df[col_name] = df[col_name].cat.codes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "16ef4973",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[cat_columns] = df[cat_columns].apply(lambda x: x.cat.codes)\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "1aa320c0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\PC\\anaconda3\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 94.1% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "C:\\Users\\PC\\anaconda3\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 83.5% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "C:\\Users\\PC\\anaconda3\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 45.1% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "C:\\Users\\PC\\anaconda3\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 79.9% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "C:\\Users\\PC\\anaconda3\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 52.2% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "C:\\Users\\PC\\anaconda3\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 87.5% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "C:\\Users\\PC\\anaconda3\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 73.1% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='rating', ylabel='gross'>"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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iIiIiIlOkMC0iIiIiMkUK0yIiIs+jp1jmoaE8fcXyTA9FRGYZe6YHICIiMpvdM5DjG10j+IAF/OniOi6sC/Kjngzrhgu0ORZvmR9jUUi/UkVORdPyk59IJP4NeCVwKJlMnjnJ7dcAtwG7R0/9JJlMfmw6xiYiIvJcftCTwR/9ugz88GCGrnyZ23qzABwoluncM8SX1jRjGsaMjVNEZsYLDtOJROJaYE8ymdydSCTmA5+i8r7y4WQyefB57v5d4MvA957jmvuTyeQrX+h4RERETjTP98mWvZpzmbLH+pFCzbm+kkdnocxizU6LnHKOpWb6q1TCM8BngQDgA998vjsmk8n7gIFjHp2IiMgMMg2DaxrDNeeubQpPKOkImQatAS1DEjkVHcuf0AuSyeS+RCJhA68AlgBFoPs4jeWyRCKxYfTxPpBMJjcdp8cVERGZsrd1xFgcstmRK7E2EuDqxhAp12N/3mV7ziVmGbyjI07YUpgWORUdS5hOJRKJNuBMYHMymUwnEgmHygz1i/UksGT0MW8CfgqsmuzCRCLxbuDdAMlkkpaWluPw9CIiIkf35tba43nA1+a30V8oEQ9YOKaCtMip6ljC9L8AjwEO8Oej564Ann2xg0gmk6lxX/8qkUh8NZFItCSTyb5Jrv0mY6Ulfl/fhEtERESmTer5LxGROaCjo2PS8y/4T+lkMvlp4GXAFclk8oejp7uAd77YwSUSifZEImGMfn3x6Lj6X+zjioiIiIicSIbv+89/1SRGu3uURxcXPt+1PwCuAVqAHuBvGS0PSSaTX08kEu8D3gu4QA74y2Qy+dALGIbf3X28SrZFRERERCY3OjM9of/lCw7TiUTiXipt8B5MJBIfBP6SSvj9SjKZ/IfjONZjoTB9HDj7HiK08zf4VpDc6bfgtqyZ6SGJiIiIzCpHC9PHUjN9JvDI6NfvojLTnAYeBGYqTMuLZPc8Q/zhL1SPA4c2MXjzv+CHG2ZsTCIiIiIni2NZfmwCfiKRWAEYyWRySzKZ3A80npihyXRwOh+rOTbKBZyD62dmMCIiIiInmWOZmX6Ayi6G84H/BRgN1mqncRLz4u0TzpXj82dgJCIiIiInn2OZmX4bMAQ8Dfzd6Lm1wBeP64hkWuWXv5Ri+zkA+IZBbtUNqpkWEREReYGm3M1jltACxOPETB/Et4L4YVXtiIiIiBzpRS9ATCQSAeCvgbcCHVS2/f4+8MlkMlk8PsOUmeLFJpZ7iIjI0bm+z66sS6tj0hiwZno4IjJDjqVm+p+Ai4H3AHuBJcBHgTrgL47/0ERERGan7oLLP+weoq/kYQG/1x7j5tbITA9LRGbAsYTpW4Fzksnk4Z0JtyYSiSeBDShMi4jIKeR/ejL0lTwAysAPetJc1Rgibh/LUiQRmQuO5ad+Qo3I85wXERGZk/pHg/Rhrg/DrneUq0VkLjuWmekfAT9PJBJ/D+yjUubx10DyRAxMRERktrqsPsjWbKl6vDhksyCoummRU9GxhOn/RyU8f4XKAsQu4IfAJ07AuERERGatG1oi2KbBuuEC7Y7Fa+dFMAx9UCtyKnpBrfESiYQF/Bvw7mQyWTjho3rh1BpPRERERE64o7XGe0E108lksgy8HFBBmIiIiIjIqGNZgPh54O8TiYRzogYjIiIyF5Q8n7v6c/x79wgb09qKQWQue8E7ICYSif1AO5UuQL2AT2Wq208mk4tP2Aifm8o8RERkRm3NFPlRT4ZM2efaphAvb47w2b3DPJYaq4r8k4V1XNkYmsFRisiL9aJ3QAR+/7iNRkRE5CTzbKbIxnSJZWGbC+qCAKRcj3/YM0zBq0xM7e5OY0FNkAa4sz+rMC0yRx1LmH7pUc4XEonEUuCOZDLZ8+KHJCIiMrvcNZDjX7tGqsevaonwlvkxNmeK1SB92KZMCYvKx7iHBU11+hCZq46lZno18EHgWmDl6L8/CJwHvBfYlUgkbjjuIxQREZlhv+jN1hzf0Z+l5PksCE6ck1oatrmhJVw9Dhhwy7zoCR+jiMyMY5mZNoE3JZPJ/z18IpFIvAb4vWQyeWkikfhD4FPAHcd5jCIiIjPqyHllA+gvldmaLXF1Q4iHhvOUfDgv7vDy5ggh0+CiuiDdhTJnxxxaHG3oIjJXHUuYfgXw5iPO/QL4/ujX/wF8+XgMSkREZDZ5TWuEr48r87ikPshfbR+gNFrhcVVDkDe1x2gKjIXmtVGHtZqQFpnzjiVM76RSzjE+ML9n9DxAC5A5TuMSERGZNa5pCrMoZLMxU2RZKMDt/dlqkAa4f6jAG9tjMzdAEZkxxxKm3wn8JJFIfJDKVuILqKyveN3o7WuAjx7f4YmIiMwOKyIBVkQCANzWWzt35FPpLS0ip54X3GcaIJFIBIBLgQ7gAPBwMpksnaCxvRDqM308eB6Bg+sxihlKHRfgO5GZHpGIyKy2brjA5/cNc/g36Hlxhw8ubZjJIYnICXa0PtPHFKZnIYXpF8v3qLvnEwQObQTACzUw/LJ/wIu2zPDARERmt62ZEo+lCrQ7Flc1hnDU/k5kTjsem7bIXOK5YNrYhzZVgzSAmR8itOMOsudojx4RkeeyJhpgTTQw08MQkRmmMH2KMUcOEHvkXwgM7MBtXE5+2TUTrjHcwoRzIiIiIjKRwvQpJvbY1wkM7ADAHtxFEINyrB0rfRAA3wyQX360zS5FREREZDyF6VOMPRqkq8eDuxh89TeIbPxv8Fzya15FuWHxDI1ORERE5OSiMH2KKbWejnNwQ/XYbVlN3X3/gD20BwCjXCB92V+AoYU0IiLj+b5PpuwTs82ZHoqIzCJ6RzjFZC56D8X55+HZYYrt51BqWVsN0gDB/Y9gH9o0cwMUEZmFdmZL/MW2Ad65pY//t72frrw700MSkVlCM9OnGC/SzMhVH6oeR5787oRrzNzANI5IRGT2+2pnioPFMgD78mW+3T3C3yxvnOFRichsoJnpU1xxyRX4xtj/Bp4TpTT//BkckYjI7OJ6Pl2Fcs25vbnKzHRfsUxROx+KnNK0aYtg92wktOsufDtEfs0rKdctnOkhiYjMKn+/a5AtmbENf8+POwy5HrtyLhHT4O0dca5sDM3gCEXkRNMOiCIiIlPUXyrz3e4RdmZdTo8F8H14cHisJ3/QNPja2mYilj7wFZmrtAOiiIjIFDUHLN6/pKF6/NEdtWtLCp5PX8ljscK0yClHP/UiIiLH6Py6YM3xvIDJwqA1Q6MRkZmkmWkREZFj9OrWCK7vs264QHvQ4k1tMUz15xc5JalmWkRERETkeRytZlplHiIiIiIiU6QyD8EojOB0PopvBSkuugQsZ6aHJCIiInJSUJg+xZmZPup/8yHMwjAA7rZfMPyyT4Kp/zVE5NTg+T73DObZlXM5Ixrgsgb1ixaRF06J6RQX3HVXNUgD2IO7CRx4itKCi2ZwVCIi0+ffutPcNZAD4K6BHAeLZW6ZF63enil7fKd7hKdHiiwO2bxjQZyOoM2mdJHHUgXaHIvrmsIETS1AFDkVKUyf4gyv/ILOiYjMRa7nc89grubcbwZyNWH6+wfSPDBU2aBlY6bE5/cO8/q2KF/Yl6pe8+RIgY8sa5yeQYvIrKIFiKe4/PLr8ALh6nE5Np/i/PNncEQiItPHNCB4REu7sGmQK3v0FisTCxvTxZrb9xfK3N6XrTn3TLrEwYJ71Od5eCjP1ztT/KovS9E7qbtoicgRNDN9ivPi8xl+xWcI7rkf3w5RWHY12FqAKCKnBtMwuLUtyncPpCvHwOpIgPds6aPgw6qIzaKQTV9pLFC3BEyiR5R0GIAzeu6ZdJFtmRJrogHOjDn8sjfL9w+mq9duy5b488X1J/y1icj0UJgWvOg8cme8fqaHISIyI25oiXBGzGFXrsQCx+Jvdw1xuNhte9bl2oYgayIBtmZLtDsW710Yx8BgU2aQwugk8/VNYZoCFrcdyvCDnkz1sd/SHuV3g/ma53t0uEC67BHT1uMic4LCtIiInPIWhSoz0M9mihy5amTA9fnTRXWsHymwPGyzPFL59O4La5rZkC7S7lisjVbO/fyI8o+f9WZpd2q3GXdMA0e7JYrMGQrTIiIio1aEAzTYJkOuVz3X5pj8+bZ+3NFZ6FvnRXl9W5TGgMWSkM1tvVl+eijLy5rDE7ZGMw1ItMf4pz1DlEbv/4Z5kWpJiIic/LSduIiIyDh7cy7JnjT9JY/LG4KsG8qzIz82X+0Y8M3TWyl6Pn+2tZ/c6IJCA3hpU4i7BsbKOt7aHuPm1ghDpTKbMyUWh2wWhjSPJXIyOtp24vqJFhERGWdJ2OavljZUj+87oua55IPr+6wfKVSDNIAP2IbB3yxrYFu2sgDxtNHyj4aAxeUNteUeIjI3KEzLKaeU3s3w9m/jZvYTbLmQ+pXvxLTDz39HETklXd8c5jvdY904LqkPMlTyaA5MXEDYGrA4PeZweszB930eGspXgnUkwKX1QQzVSovMOQrTL4CZzhJ6dg+GWya/chHlloaZHpIcRWFoE8WhTQTqVhFqOm/C7b7vMbDx05TzhwDIHfwdphWiftW7pnuoInKSeEVzhJaAxYaRIgY+DwzleWS4QJNtcmGdw+OpStu8NZEA1zWNbUX+w54Mt/VWFiTe0Z9jXz7CG9tjM/IaROTEUZh+HkaxRP3tD2HmK7tfBXd2Mnzj5ZSb1CN0tkl3/pLUjm9Xj2NLEtQtexP5gfXk+x7FDrXhNJ1XDdKHFQY3TvdQReQk4Ho+Dw3nGSh5XFwf5Px4jD/d2k9mdG3igOvR4vp8aU0zec9n8RG10L/uz004VpgWmXsUpp9HoOtQNUgDGJ5HcFcXWYXpWSe9739rjjOdP8cOL2Do2c9XzwX6n8AMNOCVhsbOxVdO1xBF5CTyT3uHeXp098P/OZTh/1vSQF/Jq7nmQMFl3hGt79KuR8gyCJpGTU11UB08ROYkdYx/Hn5w4m6Ak507qZVLBLoex+7ZCCdzd5cJtYgGmQO/rjlTGt5E3Yq3YoXaAHAaz6ZuxVunaYAicrLYmytVgzSA68NdgznOidW+/19UF6x+PeJ6fHzXIO/c0sd7t/RxXnzsWgN4Q1v0hI9bRKafZqafR2l+C8WOVpzuXgDK8Sj5VYtneFTHj5FPUf/bj2ClewAotp3FyNUfAePk+zsrvvh1DG//VvU4tug1lEZ2UKq5yiTYeA7htmvAK2FYc+wPIxE5TibOIhvA+xbV8d89aXblXBptk5zn8aOeNDe1RPjxoQybMpV3nJGyz4NDef5+eQOdhTKrIwEWqSWeyJykn+znYxiMXHcR9qEBDLdMqb0F5tAWsKGdv6kGaQCn5xkCB5+mNP/cF/wYZrYPLxCDQOj5Lz6BogtuJBBbRmFoM07dKoKNZ1FMbacw9Ax+OV+9xgo2Ve6gIC0iR7EkbHNuzGH96Ox0wIAbmsPEbZN3LqjjnsEcX+8cGb26yDPpEtYR+bvoV1rlvbRJ3YJE5jKF6RfCMHDbmmd6FFNiDe7BKBdxm1dNUgYBRjEzybn0hHPV20pZfDsEholRSBN/8DMEerfgW0GyZ/8e+dU3HtfxHyunfi1O/dqx47pVzLvkaxQGN2CH5+PUrZrB0YnIyeQDS+tZN1xgX97lmXSRv901xOKQzXsXxrn3iN7T27IlbmoJsyUz9llYvW2yRLPRInOefsrnKt8j/uBncboeA8BtWsHwNX+D4ZUJbfslVqaHwsJLKSy9itCOOzA8FwAv1IjbsJTYw1/AGtpLqe1ssmf/HkYpS/zhLxDo3UI50kzmovcS6HmaQO8WAIxygcj6f6e48BK8SNOMvezJWE49kbarZnoYInKSsQ2DyxtCPLhniJ25ynvkvrzLv+xPsTBY++vTBG5ujmAbBo8M5Wl1LH5/fgxbiw5F5jyF6TkqcGB9NUgD2AM7Ce3+HcG992MP7AQguPcBRi55H8Mv/QSh3Xfj2yHyK28g9vDnCfRvr9wv1YXhlzFKuWpwtrL9xB75Em7TiprnNHwPM31g1oVpEZEXY0euduVFd6HMuxfE2ZQpkilXFm1f3hDkv3syRCyDjyxvpM3Rbocip4ppCdOJROLfgFcCh5LJ5JmT3G4AXwRuArLA25LJ5JPTMba5yswPTThnDe6pBunDQrvvIXXNX1PwrsS3gvh2sBqkDwt0P1kp7Rj/+IUUpeY1OAeeqp7zgnW4TSqjEJG5ZW3E4dHUWIvUJSGbNsfi0ysb2ZMvk/d8vro/xeGmeQ8PF/j86iYic2h9jYgc3XTNTH8X+DLwvaPcfiOwavSfS4Cvjf5bpqjYcQFeIIJZquy+5RsWhSWXE9x7L8a49ndeIEL9rz+EPbQbgMLCS/DCjZi5weo15bqFlOPzsVOdY+di7eRPey1YNsG9D+CFG8me9SawtahPROaWdyyIU8ZnY7rEkpCNbcB7n+3HNuBVLRGyns/47tPDrseGkSKXNczsomwRmR7T8mdzMpm8Dxh4jkteA3wvmUz6yWTyEaAhkUjMn46xzVV+qJ7UdR8jv+xaCouvIHXNR3HbzyW/5tXVazwnTjnSUg3SAMHOR8mtvBEvWAdAOd5B5rw/JHv2m8kvfxleuLHSPu8lfwWmSX7tqxl+xT8xctWHKDcum/bXKSJyotXbJh9Y0sB3z2jl0vpgtf2d68P/9mYpT9Kfv87WrLTIqWK21EwvAPaPO+4cPXdgZoYzN5QbFpO5+L0157LnvIXC0qsw0z2U5p1J5JkfTrifF2li8FVfx8wP4EVaq11AMhe9m4m9P0RETh1dBXfCucVBm46gRXehDFQ2cjk9GpjuoYnIDJktYXqy5c6TbsWXSCTeDbwbIJlM0tLSciLHNTeN+575xs2w4w7wRz+kDMaJn/kyjFAd0D4z4xMRmaWuIchdA2NzP45pcMWiNm5abrEznSdqW6ytU19pkVPJbAnTncCicccLge7JLkwmk98Evjl66Pf19Z3goc0xZRd7YAfl2Dz8cBPYrdhX/zWhnXdVunmsfSXldBHS+r6KiBxpJfDuBXHuGsgRMg0ipsG71+3EB65tCvFHHXH6+vQZnshc1NHRMen52RKmfwa8L5FI/JDKwsPhZDKpEo/jzEp1UnfPxzFzg/iGSfac3ye/5pVgBfBtp/KPOVv+lxARmR6DpTL1tok5ycZWk7muKcx1TWGeSBX4zN7h6vnfDuQ5Jxbk4vrghPvkPR/H4AU/h4icPKarNd4PgGuAlkQi0Qn8LRAASCaTXwd+RaUt3g4qrfHePh3jOtWEn0lWu3QYvkfk6R/gNiyl7t5PYviVWr/gvocYuumL+E50JocqInLCdeVdPr9vmM5CmaaAyfsW1nFaNMD/9ma5dzBPnW3wprYYZ8QcDhXL/KY/h+v7XNcUZlHIpjM/sX66s+ByMWNhOuV6/Mv+YZ5Jl2gKmLyrI855dRPDtoicvAx/klXIJxG/u3vSahCZRN1dH5nQQzq/9GpCe+6tOTdyyZ9SXHrldA5NRGTafXL3IM+kxzZkmRcweU1rhG91p6vngqbBp1c28jc7B0mNbtASNOAfVzVR9Hw+tGOwusDHAD6xopFlYbs6A/2trhS/HRjbejxqGnzttBYc7YwoctIZLfOY8MOr3j2nkOLiK2qO3cZllOMT63/8UP10DWna+F55pocgIrPMvnzt+8Khksf6dLHmXMHzub0vVw3SAAUfHhjK0xG0uWVehCUhmxVhm/ctivPAUJ4/3NTLuzb3cld/jt252tnrjOfTU9T7kchcogLZU0h+9U34pk1w7/2U6xaSPeuNYFgE996HneoCoNhxPqW2CZtUnrS8UoahZ/+FfP9jWKF51K/+Y0JN5870sERkFjgn5nDf0Nis8ZpIgOXhAI+lxgK1ASwITdwavOj5/OnWfoZdDwNItEUp+XB7fw6AUtnnX7tHuKYxxK5xgbrJNukIaqtxkblEYfoUYmYOEd76S6z0AeyBnZTrF5FffROpaz9G6Nnb8J1IZVMXY+58YDGy5wfk+9cBUM73MLj5c7Rd9i1MSzWLIqe6t3XECJjwTLrIslCAP+iIEbNMduVcHk8VCJsGb26PcW1jiAeGCmzLVkpCOoIWB4tlht1KS1Ef+J9DGV5SP3HHw1URG9sI81iqwHzH4g87YlhahCgypyhMn0LCG/8HK11pkmJ4LpEN/0Gp9Uzq7v9kdWGi0/UEqZd+DMy5MXNSTNXWiPtumnLuAGZs6cwMSERmjYhl8q4FdRPOv39JPdmyh2MY2KO1zX+3vIFn0kVKfmVG+xO7h2ruU/Zh4REz2AZwRtThpU0271wQP1EvQ0Rm2NyZgpTnZWV6ao4NzyW4845qkAYIDGwncOCp6R7aCRNsOKPm2Aw0YEcWzNBoRORkEbHMapCGSku706IOZ8YcAqbBlY21s9DLwzavbInw+nkR6iyDeY7Jnyyqoz2oOSuRuU4/5aeQ4sJLCfRuqR6X4/PBnrhTl1EuTjh3sootfSNeaYRc3yPY4XbqV74Tw9Q2vyJybH7ck+FnvRlc4NrGMO/oiBE0DNalCrQ7Fq9qjWAYBre2xbi1LTbTwxWRaaQwfQrJr7oBDANn/yOUY/PInXErlIuEdv4awy0AUI7Oo9hxwQyP9PgxrSANa/+EBv5kpociIieprZkSPzo0tqvhXQM51kYCXNkYmjBDfZjv+wy53jFtBiMiJyeF6VOJYZBfdUMlVI8z9PJPE9xzH74dorDsOrC1OE9ETg1DJY9vdaXYmCmxLGTzrgVxFoRqfzXuzZcm3G9P3qU4kOOxVIE2x+K1rREaApWa6d25El/cl+Jgscw8x+TPFtWzIqJPxETmKm3aMpeV8oR2342Z6aO46FLcltUzPSIRkVnlc3uHWZcqVI+Xhmw+taqp5pquvMsHtg8w/rfly5tC/HrcZixLQjafHr3fh3cM1LTDm+wxReTkc7RNWzQzPYfV3fdJAn1bAQht/yUjV36I0vxzKzf63nO2wDPyQ1jDnbhNKyFQ+RgzcGA9TvcTuHULKCy/DiznRL8EEZHj5kDB5bbeLEMlj6saQ1zeEOLZTO0akT15l1zZI2yNvT8uCNn82eI6fnIoS8nzuaElzENDhZr77c27dOZdFoZs9h+xzfi+SbYd354t8duBHI5hcENLmA4tVBQ5aemnd46yBvdUgzSA4fuEdtwJXonok9/BzA1SXHQZ6Yv+eEJZh7P7XmKPfwPDc/ECEUau/P+wRg4Qe+xr1WsCPRtJv+QD0/Z6RERejKLn87FdQwyO9oZeny5iGwarIgGeGBkL1AuCFnf053g6XWRJyOb186LEbZNL60NcOq6P9NZMbemHbUCdXQngZ8ecmsc8J+7gjX4KbBoGe3Ml/m7XIIc3VXxoOM/nVzcTt9VgS+RkpDA9R/n2xFlj37SIP/wljHJlRiW47wHKsTZyZ71x7CLPJbr+exheZSbFLGWJbPhPDL92ZiXYtY5MbhA/3HjiXoSIyHGyJVOsBunDHh7O8/aOOLnOFJszJZaEbJaGbf67JzN6nxL78y4fXd7I1kyRdaP10dc0hnlDW5RnsyUGSh4m8Ma2KHW2Scr1ODsWoDi6bfiqSICYbfK2Tb1YhsFrWyOkyz7jdicnXfZ5YqTANY0TuyuJyOynMD1HefEOCkuuJLj3/sqxHabYfi7BznU119kDO7B7niG08y58O0h+xcsxiumaa8zcAF5sXs0537TA0oIaETk5tAQmbkTVHDDpKZa5ZV6UD0dsbNPk/27tq7lmU6bEvQM5vt41Uq2ZfiJV5EPLGvjS6ma2Zkq0BU1aHHt0xnmInFe58sqGEBfXBfnsvuHKHX2fH/RkeHnTxA4g9ZZmpUVOVgrTc1j6kveRX3YNVqaPYsd5YDl467+P6eaq13iRVuru/QTG6EeQTtdjlNrPwTm4vnpNYclLKLWdRV3/Noxy5aPN/JpX4TvqpSoiJ4cFocqmKr/sy+JTKefYkinxi77K++GykM3fLm+gNWBxqDg2gx23DO4bzNUsPtyQLrIrV+LHPRmeHCnSHDB554I49w/mq0Ea4P6hPMFJMnJjwGJxyGJfvgzAuTGHc+JagyJyslI3j1NM4ODTRNb/O2a2n+LiK/AxCe+8s+aakQvfjZXtwx7cQ6ntLPKrbgTTxMwOEOh5mnLdQtzmlTP0CkREpq63WCblenQXXL7SOVJz2zs74qyI2Hx6zzBDrodjwB8vrOPBoTxPjquBNoCrGkLcOzTWzSNqGqyJBmquA3h7R4zvdNd+2vePKxtZErLZnCkRNCt12yIy+6mbhwBQaj+b4Rs+Wz0ObbltwjVerJ3iipdNPB9porDsmhM4OhGRE6vVsWh1LLZnJ/aOHnbL7MnBxXUOrY7FdU1hopZJS8BkY7pIcXTu6bqmEHtztetIMp7PuTGHp0aK1VnsVWGbVzRHcH34VV8Wy4BbWqMsCwfoLrg8nipQ8n1sA5aFFahFTlYK06e4worrCe5/CHtwd+V40eW4886Y4VGJiJxYF9cHSfZkyI6WZQQN2J93+dGhbPUayzC4qSXCmqjD59c0s36kSJtjcUY0wA96MuwYF6jrbZPrmsIsCQd4eDhPa8DiutHa6JXhAGfGHEKmwWnRAMOux0d3DpIZXYV432CeT61smrBZjIicHPSTe4rznQjD138Ku387vh2i3LB4pockInLCNQUsPr6ikV8P5Cj7cHVjiL/bOVhzza/7c1xeH+JnvRkOlcpcUhfizFiltvkN86KkXa/a4eNtHXGKvs8v+7I8liowz7FYHLaJWQYf2z2uDd5QntfOi1SDNEDJr7THuzWkdSgiJyOF6bmsXMTpfhKAYscFR+++YRjaHVFE5rTBUplvdo3wbKbEirDNuxbWsSBk8/aOOFDpQ22bBuVxCwiDpsE/7BmqbrryeKpIyfe5rimMYxrc2BKhzbFoC1qsCNt8/0C6uptiT7HMF/cN85KGUE0bvJGyT2+htkUfQFzdPEROWgrTc5RRylJ310ewU10AuPWLGH7ZJ8Ge2JJpMoHuJ3A6H6Nc10F+xcuruyCKiJyMvtU1wlOjiwM3Zkp8ef8wH18xtsW3Yxrc0hrhh6M9pk3gqoYg3z+YqXmcB4fyXNcUZsNIgX/aM0x59Pxl9UF6i+Waa9Nlf+JKJeDseIB9BZfNoxu/LA7ZXNWo91iRk5XC9Bzl7H2gGqQB7OH9BPc9RGHZtZgj3fjhRvxAZNL7BnffQ2zdV6vHgYMbGLnmoyd8zCIiJ8qWI3Ys3J51cX0f2xiLu6+dF+WsmMPevMvp0QAh0+A/D2YYP4/cGKjMIP+qL8f46PzwcIGXNoaOqKM2eE1rhGfSRToLlavPjzucGw9yXjzIs9kSJQ/OjAUwDQPf91mXKrAj67I2GuCCutrdaUVkdlKYnqMMNz/hnJntp/6O92OnOvGtIJnz305h+XWYIwcJ7r0P3wpSWH4twZ2/rbmf0/MMZuYQXnTehMcUETkZrIzYPJMeC9RLQjZbMyUGXY9z4w6x0TKL+UGLIdej7ENDwOL186L8z6EMPtBom7xuXvSoz3FjS4SSD+tSBdodi7d3xGgIWPzjykbuHsjTFDC5aHRL8q68y6/6cvQWy1xSH+Q1o7PiP+utLID8eR+8uS3Ka57j+URkdlCYPoJ9aIDgjv34gQD505bixSqzt0a+iFEu40VPju1ei4tfQnjL/2IWKx9ResE41vA+7FQnAEa5QPTJ71CqX0rDPX9XDd+hnXdRjrfXPJZvWPgvsDxERGQ2eueCOr6yP8W2bImlIZs62+Dju4eAysYsf7e8kaLv84ldQ2RG66ZfPy/CrW0xrmwM8b+HMjyRyvOJ3UO8bl6Um1rCbEwXa8o8yn6lI0jB84laBi2OxVCpzMd3D9FVKGMAr2xxeWN7lH/YM0R/qTLnvSfvEgDu7MvWjPn2/pzCtMhJQGF6HLt3kLpfP1LdDTC4t5vB11xD5OnthLbsxvB9igvnMXLV+WBN3Jp2NvEiTQxf/2mCu34LhkFh+UuJPfSFmmuMcoHwzjtrZrGtTA/5ZdcQ6NtaPZ9f+yr8YN00jl5E5Phqcyw+tqKRsu/TmXf54I6xzh0j5UoXjlTZqwZpgJ/2ZnlFc4TOvMvvBkffJ8se/9o1wj+ubORTq5p4IlWgPWhxcV2Q/7d9oFrOsSlT4t+6RmgPWnSNnvOBn/dlWRmxq0H6sMdHCtiGQWHcRmr2ZAXXIjLrKEyPE9zdVQ3SAGauQOjZ3YQ376qeczoPEdyxn8KapTMwwmPjxeaRO/vN1ePiwosIDGyvHpfjHXjhpgn3KzcsYfCVXybQs5FyfD7lxmXTMl4RkRPNMoyaLb8Py3s+Kbf2fNmHbNnj2Uk2eNmcKZIt+zw22hpvXsCqBunDduRKBMzJE3HAqLTEO2xhyOaiuhDfP1jZLdGA5ywpEZHZQ2F6HC/oTDhnltwJ56zh9IRzJ4P8mleD7xPsWkc5Np/sWW8C0ya0627MfGWWptS0ktL8c8G0KS6+fGYHLCJyAqyOBFgcsqst7wzguqYwh4plto0LzmsjAdqDNqsm2Z3wQKHMXQOV2ep9+TJ78y6LQxb78mOBek3E4bL6II8MF6rnmmyT8+NB3tYR53sH0hQ8n+Vhm9fPi9IYsFgTDbAjW+K0aIAl2hVR5KRg+P7Ev9BPIn53d/dxezAjV6D+zoexRip1xsVFbWQuOoOG2+7BKI99JJd66cWUOlqP2/OeKIGDTxPa/ivAJLfmlbjzTp/0OqOYxul8DD8Qothx4dH7UYuIzBHpssdd/TkOFssMFMv0uR6nRx1WR2w2jBQp+j6uDwuDNq9ujfCrviy39+ewDbhlXpRHhvJsP2JL8fcvqecXvVl250qcGXN494I4QdPgRz0ZduRKdARtXtsa4eHhAr/qy2IA1zeFubVdm7WInAw6OjqAiR0vFaaP5HkEDvbjB2zc1kYA7J5+wk/vwHBd8muWUFy+8Pg+5wlgDe2j/tcfxPBHa/VMm6EbPod3xOLC52KmD+EHQtV66eDOuwhv/gmGVya35mbya199QsYuIjJdPrZrsNrvGeCqhhArIzb/1j32CeSKsM0nVzbh+z4lv1Ki8Y2uEe4ZHFtvEjQNvrqmiVTZpzFgETINuvIuf7drkJHRXVte1hTigrogn94zXDOGj69oZFVEkxgis93RwrTKPI5kmhNmnd3mBorLF4DrUpo/+2ekAZyuddUgDWB4Lk7XY+C5hHbdje9EyZ71pkpJx5FKeeIPfgan5xl8wyK39tUUF15C7PFvVi+JbvgPyvWLJ7//LJM9eA/5vkewQu3EFt+C5dTP9JBEZBYoeH5NkAZ4aqTAgWLtjPPOnMvWTJFkT4ZNmRLzAiZvbo+xN+eyO+8SNg1ePy/KR3cN0V0oEzYN3rUgzoZ0sRqkAe4ayE+6icu2TElhWuQkpjD9fMoe9Xc8hD2YAsDbsJ3hm66otsybrcqT9IQ2s32Et99eOchA/IHPMPjKr2B4JYJ778e3QxSWXk1w529wep4BwPDLRLb8L4ZXnvB4du/mWR+mM913MrztG9Xj4tAmWi/8zAyOSERmC8eAeY7JoeJYGd/CkD26tfdYoLYNuL0vx6bR4H2o5PHvB9J8eW0zgyWPOtvka50pukcXIOY8n3/tGmFNdGJAbncm/tpVkBY5uSlMPw+n61A1SAOYhSLB7fvJnbdmBkf1/IqLLqe4/2Gc7icAKCy8FKNYu3DS8Eo4+x8isvG/MUs5AEI77qTUtGrC43nOxP7abtPKEzDy4yvXc1/NcSm9k1Kmk0B09pfqvFDF0hAjmZ3EoytwAg0zPRyRk4ZhGLxnQR3/sj/FoOvR7li8oyOOD2zNFhl2K9uB3zovyn1DtRthDbkeAyWPeU6lTWr3EZ08sp7PBXXB6hbmUNko5qaWMAXf55e9WczR+uvVk4RuETl5KEw/n0lqyo2Toc7cshm58oOYqW4wTLx4O6Gtv4S991cv8TGwh/dXgzSANXKAwoKLax7Ks8MUVrwCzADhzf+L4bvkVt1EaWHtdbOR6TTWnjBszEB8ZgZzAvQOPsymXZ/D910Mw+aM5X9Ja+NlMz0skZPG6TGnOsPcHDAxRrcX/5c1LWzNlipt7xyL/pJHV2HsvXKeY/LrviyPjxRpcyxWR8a6gwAsClq8rCnMvIDFQ8N5mgMmNzRHMAyD182Lqu2dyByiMP08igvnUa6LYqVGdxIM2ORXLZrhUb1wXl1H9ev8ypdjD+zE2f8gvh0id+abMArDE+7jtqwmfdF7CY7WVufOeD1+MEZ+7avJr3kV4INhTuOrmLr40jdSHNqMVxoCTOJLE3OqZnrH/u/i+5Vf4L7vsmP/vytMixyhM++yP++yIhLANqApULvplmVUdisczzENzoqNtUt9c3uUvOfz1EiBhSGbhUGbX/RXwvXBYplm2+CW1ghPjRTpCFq8abRDx9lxh7PjE9uuPpf1qQIPD+cJmCbXN4VZEtavapHZTN08XgCjWCK4qwtcl+KyBSfNluJHVcqDaYNlY2b6qP/NhzBHQ7XbsIzhl30SrLnz5u2XixRTW7FCbdjhibXkJ7N7n3wTnjfWw9Y0g1x9/g9ncEQis8ttvRl+cDBTc+60aID3L6kn5Xp8bX+KHTmXtdEA711YVy3beD4f3TEwoTXeP61qYnHohb13/rI3y28GcoRMg1vbolxQFyTv+Xxq9yDPZsceN2jAP61upu0FjktEThx183gR7J5+gjv2Y7gumCb505fP9JBenECo+qUXbWHoxs/i7H8U3w5RXHjJnArSAIblEGw8a6aHcUK0N19Dd++d446vncHRiMwuec/nJz2ZCee3ZErcdijL5kyRnaOBeEumxLe6UvzF4nq+dyDNM+kiS0M2f9gRnzRgLwrZNWE6ZBq0Bib/xC7leqwbLhCxDC4araM+vNMhwOf2DvOFNc2sSxVqgjRAwYeHh/K8VmUhcixSJuamIEbJwFtbwJ83sYmAHD9zKzWdAOZIlvi9T1brpKNPbKEci1Ba/ML7Nc92frCOwsrrZ3oYMgWrFr2TSLCD4cyz1EfXsmDeTTM9JJFZo+T5FI/y4Wtnwa0G6cO2ZV2+dyBd7R/dXyoysHeYT6xs5Ec9GR4ZLtDqmPxee4xEW4yuQpmt2RJxy+AdHXEMw+AbnSmeHCmyIGjx9o7Kpi0f2TFQbZG3KmxPKNsoU9me/GBh8sATt0+OsjqZJYpg/yyOkav8f2Nsd3BfMwItCtQnisL08wj09E9YcOgc7JtTYVpOXqZps6j91SxCG+iIHClum1xUF2RdqjDhtvPjQdJlj+3jZoLXRgI8nS7WXLc77/LjQxl+2psFKvXRn94zzJfXNPPRZQ2sTxdYFLJpc2y+2z3C70aD+LDr8c97h7mozqnpNb09V6ndPtLSkE2jbfGbgVzN+SUhmysaQhOuFzkaY1+gGqQBDM/A3O7gteSe417yYihMPw+3qW7iucaJ50REZPZ594I4Zd9nT87FMCBiGVzREOJlTSHOigX4RtcIO7Il1kYDvGtBnG93jzBQGgvULQGTLUcE7CHX47FUge8fSDPgephUFihuPOK6nmK5Jkgfdno0QM7zuX8wj2MavG5eBNMw2JgpcHl9kN6ii0FlnNc3hzGNybZ6ETmK4CQfx4RO6vVxs57C9PMoN9WTOW8tkWe2Q9mjsHwBhRWztEdxKQ+GAXZwpkciIjIrfLNrhCfG9Xr+veYofUWPP9vaz6KQzXsW1tUs7ntbR5zBvcPsybu0BEz+z8I61qUKbBk3gx0w4OHhPANuZbMXD/jvngwX1gXpHFeqUW8b3NQU5pHhAgWvEmYWBC3Oizm0ORavaY3QGrDoLrh8eMcApdG80+5YfGZVIwFTIVqOnb/QxVtUwtxf+QTEry/jnTbx0xk5ftTN44Uql8HzITAL//7wPaJP/BvBXb8F0yS3+pXkzn4zdu8WIk//F2Z+iMLSq8md/vpK2BYROQWMuB7v3tLH+N9yUcsgM262eHHI5p9WNU1636hlYBoGI67H5/cNszlTImoZvG1+nLsGcmzN1m5F/jfLGvjRoQxbMiVaAiZ/vLCOs2IOBwsuDw5VFiCeF3f4wr4Ue/IuBvDq1gh5z+fO/tqP4D+wpJ4L6zQxIlNnHLSgZOAvcEFl98eFunm8WJYFs7QzkbP/EUI7f105KFe2/3abVxN75EuYbuUNOrIxiReso7Dy5c//gL6PNbgbPxjHi7YCEDj4NKFnf4bhl8mtvonSgotO1MsRETkuAqaBY1Q6YhxW9GonkPblXXblSvysN8vunMuZsQBvaY/VLPobdD2uagzxe21RloQDBEyDnOfVhOmlIZuFIZtXtUR41wKLdsfCNAxu78vywFCepoBFoi3K3YN59oxu7uIDt/VmubZxYk10ULPS8iL57VpwOF0UpucAa2jPhHPOgSeqQfqwwMGnnzdMG/kUdfd8DHt4Hz4G+dU3k195PfH7/xHDq/xg2r2bGX7ZP1BuWnHcXoOIyPEWMg1e1xat9pl2DFgWDtSE4Ebb5LtdI2wb7ezRM1DG9eG9CytrY27vy/LvBypt7Ezg/y6u49L6EC9vjhAwDNalCrQ5FivCNu97to+iX5l3+eOFcVyf6n135ly2Z0usmWTx4dpogCdHigyPlo2cFg1whrYYFzlpKEzPAaW2s2HLT6vHvmFQWHgpwV13Y/he9Xy5YUn1a3PkINEn/hV7cBeltjPJXPAu/GCc8LZfYA/vA8DAJ7ztF/imVQ3SUNlO3el6jJzCtIjMcq9pjXJBPMj+vMtpUYei7/O50ZroRtvkHR0xPrsvVXOf9aM11p7v8z/j+lR7QLInw9KQzdc7R9g+unDxppYI/7x3qNqGrwz858E0y8O1gXjI9Vgcsnh03NPV2yaX1oe4sC7IE6kCUcvk3LijRYciJxGF6TnAbTuT9IXvJrTtl2DaFJZcjdu8mswF7ySy4T8wSjlKbWeSX3Z19T7xh7+APbgLgOD+R8AwSV/255iZvolPYE3cCrcc7yBwYD1231bcltWU5p93wl6fiMiLsXC0BOOwT61qYqjkEbcNTGBewORQaWziYXGoUtPn+VA4Yl1Rvuzztc6R6uz2pkyJb3amGHZrr0u7Pu1HbPZiAtc0hZnn2Nw3lKPeNrmlNUrQNAhicFXjSb67rsgpSiXpc0RhxcsYeclfYbh5ohu+R9PP3o1vhxi8+SuU2s/C6XmGxl/+GZEN/wGlXDVIHxbo2VR5nMWX15z3QvXk1ryK/LJr8Udr7gsLL8HM9FJ33z8Q2fxj6u77R8Kbfjw9L3SKPDeHP26WXkRODXtzLn+zc5C3b+rlM3uGSLmVT9kaAiaWYWAYBu9ZWEfTaI10h2Px5vYYALZpcM0RAff65jDbjlh4uDVb4qojekFf3hDilnlRVoxu0BIw4C3tMZoDFlc2hvjIskbet6ieVNnjnoEcg6WxT//WDef56x0DfHjHAA8N5Y/vN0REjjt185jyM/sEug5hZvOUFszDi878jEL8gc/gdD1WPfYCUXKnv47ohu/XXDf8sk8Se/QrWCNj37ti+zmUG5dh923Dc2IYbgEv3EDutFvw6joAMHIDGJ6HF22h8X//CLM4UvNcg6/7zgl+hcfOK40wuPlzFAY3YDpNNKz+Y0ItWjwpcirwfZ+/2DbAweJYUA2Z8NFljRM2TnE9j292pXlwOI8B3Ngc4S3zY3i+zw8Pptmbd3lJQ5grG0P8zc7BmkB9RjTAR5Y1cNdAjk3pEisiNi9tDBO0DGzD4GDBZUumxC/7shR9nxuaI9zUEuFfu0a4a3STlqABH1nWSNA0+P92DFQ7kBjAx1c0snKSWmsRmV7q5vFilMs4+w5iuGWKi9vxgw6x+54kuO8gAL5tMfzySyk3N8zoMM2Rg7XHpQzW0N4J11mpLkYu/VNij34ZO9VFqXk1vmkTHld3nV92LZmL31tzPz/chO+Nzu6aR3yoceTxLJHa/V8UBjcA4BUHGNzyRdou/1dMSzuKicx1g65XE6QB8l6l9/Snj2iH9+RIkfvGzQL/vC/LWTGH3wzkeGx0B8V9+TJrowH+z8I4XxutmV4Wtrm0Pki67PPy5ggvbfL5dtcI7362D8cweMO8KOfGHb7ZNVINyN87kCZqGvx23G6HBR9u682wNhqoaeXnU6nhVpgWmb0Upp+P51F/x8PYA8OVw/XbGHnJudUgDWC4ZcKbd5O+cmbrhosLL8LevL967DYuo7j0SkJ776ue8y2HcqQVs5Bi+PpPV05aAZp+9Hs1jxXc/3BtmHYLxB77Gs7+R/DCTRQ7LiC06+7qzbnTbjkxL+pFKo3UlrP45Szl3EHM2NKZGZCITJsG26QlYNJXqi3x2p93cX2fLZkSEdNgRSTA3rw74f5PjBSqQRoq4fyO/ixvnR/n71c0cntflu8dSLMzl+b7B9L81dIGeotl7h7dUjzn+3z/YJqRcoQjPwPeki1OOFfwfFoDE3uwLgzN0r6sIgIoTD+vQNehapAGMPMFnD2TlJaUZ76fY+6MW8G0cbqfwK1bSO6sN+FFmhm55H2EdtyJb4fxAxHq7/l7ALxQA8PX/R1evAMv2oKV7qk+Vnm0v/Rh4S0/JbjvIQCsbB/m3gcZvvqvsYf24LaswW1ZM10v85gEG8+mNLK9emw6TdiRWbqDpYgcV6Zh8H8X1fMPewbJj8vTp0cDfGBc+cel9UFubA7z40PZ6jUG0BGcGGIPb/hS9HySPZlqIC76kDyYZll44gzyZH05zowG6S95PJMuVa+5rinMf/eka667pC7Ixdq8RWRWU5h+HoY3SU150KE0r4nAoQGg0oouv2bp9A5sMqZF7ow3kDvjDTWni0uvorj0Ksz0IRp++adjl+eHCG/5KZmL/w+Z8/+I2MOfxyzl8AJR8qtuJvrolzHcAoUV12P3b695TKNcACtAfu2rp+WlTVV8ya345Sy53keww/OpW/l2DFP/24ucKlZHA3xpTQvf6x5hW7bEqkiAettkY2asxOKR4QI3Nod5z8I4v+zNYhoGr2mNcHFdkNv7ctXQbVKpj356pMiSkEX+iN8PI2WfM2IBfj2ufONwBw/HNLitN4vr+1zXGObyhiAX1Qf5WW+G3TmX6xrDeMCBYu0s+rzRzV9EZPZSqjiCmckRfXQjdt8g7rwm0hecRjkewRqpzFh4AZv8ykV4Z68iuKsTM5OjuHg+5eb6GR758zMKKYwjPlg08ykiG/6T4M5fgxkke9oN5Je/jIZf/xVmqfKana51FJZdV3M/LxDGbVg6XUOfMsNyqF/1LupXvWumhyIiM6TONnnf4rH36G91pSZcc6BQZlu2hGManB1zuLguiG0a/N3yRn49kCXl+qTdMl/prCy8bgqYnBNzWJ8uVh/jqoYQBvCShiDPZkqETYNb26K0ORaX1AfpyrukXI/TogFMw+B3/Vl+ciiLD2xKF3ntvOiEcWkjRJHZT2H6CLEH1xPoqcw4O/t7iHk+wzdeQXBnJ4ZbprBsAV48AkBh9ZLneqjZwStjDe7Gi7ZQblqOW78Ie3isrrocnUf42dtGj3KEt/wU3w5VgzRUNmnxTZv8iutx9j2EF2kmc94fQmDmO5gcqZjazvD2f8XNdRNqvpj61e/SYkMRqXFlQ4i7B/LVqYVG2+R3gzm2Zit10ztzLgXP5w864jQETBJtMQ4WXP5820D1MQZKHmfHDN7SHmNvvsRpUYc7+7PsO1SZxV4QtPj7FY1ELJOi5/OxXUMMje5w+HSmhGHAf48rEyn48GSqwLKQze7R+u24ZfDSptn3PisitRSmx/P9apA+LHCwr7Kc2vfH/jlJmCMHqbv341iZXnzTInvOW0ld8zeEt/0SM9NHYfHlOAfX19zHwMcspic8lhedR37tq8hcOHtneH3PZWDjp/GKlf+GuZ7fYQZi1K98+wyPTERmk7VRh79e1sA9g3milsHVDSE+tHOw5prHUgX+oCPOQKlMyDSqW32Ply77vKq1Mrnyu4Ec+/Jja2e6CmUeHCpwfXOYTZliNUgf9tBQftIykX9a1cS64QJZz+OS+hD19uzslCQiYxSmxzMM3KY67IGxjwDdpnrqb38QK12ZqQ1v3sXQTS/Bq4/N1ChfsMjGJFamFwDDKxPZ8J8UllxFOToPa3APzsH1uHULau7jY5Bfdi1mrr+64NBtWkFhxUunffzHys0drAbpw4pDm/B9DzezHyvYhBmIz9DoRGQ2OSPmcEassrtr2fept42aXQznORaf2j3E+nSRgAGvbY3QEbToLowF5lXhAD84mKbNsciWJ4btw2G5ZZIOHe1Bm4vqDNaN6xZyTWMIxzR4SaM+TRM5mShMHyF9+TnEHliPPTSC21RHYXE7sSe2VG833DKhnfvJnn/aDI7yhTFHg/RhhlciuPUXRLf8pHrOrVtEbu1rKjXTdojsmW/Eq19I9owEnhPHD4TJnfY6CMz+N3c73IYZqMMrjf0xZEcWcGjd/6Wc6wbToX7F24kueMUMjlJEpltX3mV/weX0qEPdJDO9lmHwRx11fK0zRc7zaQ6YLArZ3NFfWUhY8uFHh7L8zbIGnhgpMFDyaHMsfjiuTOPsaIC4ZTAy2u0jahlc0VDpwhE0Da5tDHHPYKW0ZHHI4uaWCGHT4Pb+LHtzLufEHa7WduIiJyWF6VGBrkOEtu3Dty3SV5xDuS4GtkVgf8+Ea32rMstgjmRx9h/Ei4YpLmqbdRuXFBdfRqB/a/XYrV+E07u55ho7tZ/0ZX9G9py3jJ3r30Hd3X+L4VVaNgUObSb10o/DLF9RbpgBGk/7C4a2fYNyvodg8wX4frkSpAG8IsM7v0N43hWYgdn/yYKIvHg/783wnwczADgGfHBpQ3VGeryL64OcHW+ht1imI2jxjc6RCdeMlD3eOr/y6dYndg3WLOd+OlPib5c38PRIpX/0tU1hGmyTL+4b5uHhyuzzuXGH18+LsDIcwBh9P31N68RFh95oD2yPSvcQdfMQmd0UpgH70ADx3z2GMfrOGOg6xNBrr8G3LUoLWik1NxDoHwLACwcprFqM3TtI3W8ewRj9aK+4sI2Ray88cYMs5Yhu+D6BnmdwG5aRW30zppuj1LLmqAsB86tuxDdMnK7H8GJt5E5/A5EN/1FzjW/aWKlOwpuS+HaI/JpXE9xxRzVIAwT6t2H3b3tBvaSNQgoz20+5fglmpofIph9j5gYoLLmSwvJrX9z34AUINp1D26VfxfdcDNOm98kP1V7gFSkX+hWmRU4B+dFe0IcVffjhwTQfX9k06fUh02BRqPJr8fw6p2ZHxJBpUPZ9ftyT4fRYgMARbTYMoDVg8cb2sfeWR4bz1SANlZ0Mr2oIsSpy9HBc9Hw+sK2fQ6MbzTTZJp9b00xIbT1EZi2FacDZe7AapAHMkovT1UthxUIwTVKvuAxndxeBnn7clga8gE1ky+5qkAZwOnuwhkYoN5yYmtzoU98htPseAKx0D07nIxiAF4iSuvojlJtXTryTYVBYdQOFVTdUT2XPvBW771msbB++YZJf/lJij3wRY3RhpdP1BKX5k+zkaDz/DlyhbbcT2fB9DM+lHJ2HUS5i5ocACBzaiG/aFJdeeawvfUoO95IOt15KKTU2O29HFmBHF0/LGERkZhXKHqUj1ox3FcqMuB7x51nYd2l9iHd0eNw9kCduGzTaJl/aPzpbfQhubA4TMKg+/tWNIYZdjy/uH+ZgocwFdcFJdzPsKT73Bl+3HcpUgzTAgOuRPJjmDzq03kNktlKYBrzoxHrg8rhzRrFIdP1WzFwBdnUR2rqXcnziR3MnstOHc2BDzfHhOQqzlCGy8b/JnveHRB//FtbgHkrtZ5G58N34TozQ1l/gdD9Jua6D7Bm34sXnM3Tzl7AHduJFWgk9e1s1SB9+PLduIY4dwnArszLFeWdgDe/HGt5HcdGl+IEI1uAeIk//F2a2n+KSK8gvfymRDf+B4VVaOlmZQxNeQ7Dz4WkL04dFF74KMMj3PoIVnk982RurH6+KyNw2WWzNeT7v2tLH4pDNny+uoyNoM+x6bEoXWRSyqzPTAC9tCnN9U2UzlXdsql2D8niqwGdXN/PUSIF2x+KMaID/u3WAgdGuHfcM5rmqIYg1bhwWsCpisydXYknIxjAMXM/nroEcu3IuZ8YC1bZ440221bmIzB4K00B+1WKcfQcI9A4BUOxoJbxlN8YzO8ivWoyZzlaC9Ch7OE1xUTt+96HqDonF+S2UG+tO2BjdhsU4Bwcnvc3MDxN76PPV/tHBznVgOpTrFxJ55ocABHo3Yw/sZvjl/0hw512E9tyLF6ynHGuf+Fwtqxm68XM4nevw7QjhzT8m9tjXAChv/gnDL/04dfd+ErNQ2WbdfuaHUMrXlIZApaPg+Nhajs57kd+FY2cYJrFFrya26Ll3aswe+C2Z7jswzBDxpbcSbDx7mkYoIidKg23Sahv0juvScfirfXmX73SP8NrWKJ/eM0Rx9IY3tkV5dWuE73SnuWcwV914xTCMmgkTAxgslTlULGNQ2Rhm4Ij2d/vzZT64tIFf9lW6QUUtg0/uHh5dhGjz4aUN/NfBdLWc5L6hPJdOsnX4lQ2zfwG4yKnM8E+ivsmT8Lu7u4/bg1kDw1AuU3/XOgx3bE4jv3whoV2dNdemLz8Ht7keZ19lAWJh6Xywnr8UYqrMVDfxB/8ZO9WJb9rVGWCAzJlvIrrxhzXXl8NN+ME49tDe2nGf+wfE1n+veuwFInixNuzB3QAUFlxEuW4hRilHYdk12IO7iD3+zZrHyK6+ici2X9WcK7adjZnrx051jZ1rP5dAz9MYvodbv4jU1R/FDze8mG/DCZEfeIqBpz8+dsII0HbJV7BCLTM3KBE5LnZmS3yra4R9eZcjm9fVWQYLQjZbMmMTAY4Bb26P8e8HxvrtG8DLm0LcOTBWQ/2ypjC/HcjVdPPYnXer3TwAXtoU4l0LKpMsBwouf7GttnXnjc1hft2fq5lBbw6YXFof5M7+HL4P1zWF+aMFKvEQmQ06Ojqgdp4QmMaZ6UQicQPwRSqfdP1rMpn81BG3XwPcBuwePfWTZDL5sekaH0C5qR5nd1dNkAbA9/CCAcxC5Q23PNq9w3cC5E5QjfSRvLoOhm/8HEZuEMwAoW2/xEp1Ueo4n8LSqwntuRcrfaB6vdu0srJ1+Lgw7dshAr1bah7XLGVJn5HAC9WDYRJ/8DMEux4DILTrLnKrb54wFj8QxTctDG/s+1SuX0zmovcQ3vQ/WOmDFBdeQn7VDRj5Icz8MOWGJdPSDaQwuJFSZg/BhrMIxF7YDpWF/sdrT/glCoMbiMyf/b21ReS5rYgE+NSqyoLDj+4cYHt2bCLirJjD/kJtCUXJhx3ZiZ+yrYo6XFgfYle2xOkxhx8eTE/o5vGeBXF+fChDX8nj7JjD8pDNF/cN0+5YLAtP/HXbVywTsgwy4wJ41DJ56/x4tWuIiMx+0xKmE4mEBXwFuB7oBB5LJBI/SyaTm4+49P5kMvnK6RjT0XixyMRzdTHy8Sh27yBuSwP505bhO4EZGB344UYAcme9seb8yGX/l9ijX8VO7ac07wyy578Dw81iDe6uLDa0AmTOe1ul9/RoWIbKJi3l+gV4sXac/Y9gZfurtxmei1EYwQs1YuYrJSZeqJ7Cyuvxw41E1n+/0lGk9TRyp9+CH4yTufg9tQO2Avh2cFqCdGrXf5Le9+PRI5PG0/+C8LwrKAxupDD0DIH4CkLNF2EYBrneRys7JDqNmE7jhMeyo4tO+HhFZHr92aJ6vntgpFKfHHX4w44Y9w/m+e64WegL6xzOiTs8OK4LhwUsDVrUBSzOGm2rF5ykm8fZcYerG0O4Ptw7mOdb3WPt9VaFbRptk8FxpSCXN4Q4K+7wne5KMLeNSpmJiJxcpmtm+mJgRzKZ3AWQSCR+CLwGODJMzzi3tZHcmqWEtu3B8KE0r5Hgrk6skUrNm903RGH5QvzgxD6lJ5KRTxF9/JsEep6h3LiM9IXvwhu3e2G5aQXDN34WvDKYh8tNmhi6+V+whvbiRefhB2MYxQyB3s0EerfgmwGKiy4h+tR38Zw6Sq2nT3heP9zA0Cs+TXDPfeD7FJZehR9qoLDiZRSWXIlRyuCHj9Jm6tmfEXnmhxiei9u0gtRVH8IPnpi6cq9cIN358/FnGNn7Y7xSiuHt36qejS56LcH6tQxu+nT1nOE0EWq5hHzfo2DYxBa9Gqdu9QkZp4hMP9f3SbkeLY7FB5Y01Nx2Q0uEhoDJ+pEii4I214926ThQKHP3YI6IabI8bPPhnYOUfLiwLsifLqrj1a0RnkkXq908Lq4L8su+LCHT4KVNYe4dytU8z/acy4eW1vPAUIEht8yVDSEuG62FPivmsCfnsiYaoClg8duBHLcdyuABr2yJcEPLxEkeEZk9pitMLwD2jzvuBC6Z5LrLEonEBqAb+EAymdw0lSczh9M4B/pwG+O4bc3HfP/sxWeQP3MFlFzsoRHi9z059tgll9CO/WTPXzuVoU1Z9Ml/I9i1rjKG3s3EH/4Cw6/4zMQLTWvCcblpefXQd6Kkrvt7zMwhrP4d1D38heptTveTFOediXNoIwDlSAv5la/ADzWQXzvJAj47WJl1PqyUI7z9dsyRbtyWNUQ2/Gel1ASwB3YS3pgke8E7p/YNeD6+B/6R5Tll0vt/VnMq0/UryvnajXj84gCRjldQv+rdGKaDGdDMkMhc8dRIga93phh2fRYGLZaHbToLZVZHAiTaokQskzNjDr5f2ULcGZ1xfmN7jDe2x9ifd/mr7WO1zo+lCvxmIMfNLRG+sKaZ9SNFbODb3SPVRYy/G8yzJFT769UyYHk4wDnx2gWGe3IlftabJe/5BE2D/pLHt7rGZrS/eyDNopA96UYzIjI7TFeYnuwz/iNXPj4JLEkmk+lEInET8FNg1ZF3SiQS7wbeDZBMJmlpqV0k5u/YC7+4b2zV9UVnYbzk/CkP3N+xb8K5cCxKpOXFL07z0xmwbYzQxNXbE67tf7bm2B7aS/PjX4UlF8PaV2AYBn7qAOxbB/WLMBZVXrNfysPeR8AOweKLMA6H7ZYW/O231TymWUzhXPBGcN4GxQzW4otpticfm+/70PkEjPTC0kswIk34t30AOkf/8Nhz34T7hA9tPC7ft6MpLXsV/bt+Wj1uW/smerf9oGZxj2lYxOoXkq/tckVL+0pCdUtP2NhEZPq5ns83t25jeLSbR2ehTGeh8o6wK+eStwK8eUkL739qD+nR8ovXLGjkT1fPrz7GMz3DEx63F5titI5cvsTr2iJ8d/ehapAGGCh5vHZRPTtyA4y4lW4fb13ayrL2Vp5N5SiUPc5qiJAqlfnY5h1kR/cseGqkyBUtE2ulH835XL1UC6JFZqvpCtOdwPgi1IVUZp+rkslkatzXv0okEl9NJBItyWSy74jrvgkcbi/h9/XV3Ez9g09hj+tQ4j+xif7l8wnuO4h9aAC3tZHCykXVGl6jWMK3raNvBR4PUd9Yhz1YGZ4XdBhe0IJ3xPM+J8/HGkzhRUP4oSC4ZeL3PYnTdQjfNMievoLcec+9u2C8YTlOtnYlODvvgZ33kO3ZTan1NOru+4dql4/cypeTPSNB/V0fwcpUZmJLzatJXfd3cHhDEyvOkR8epjIFzJ7d+OFGigNDYFo4+x4kvOWn4Hvk17yKwrJriD38RYL7Hqy8PDvMyGV/Tn3nkzwX13QYPpbv2zFyFv0+jaEVlNK7CTaei193JpEFWYpbv1K9Jrro1Vit12N1PVjdZjy64CbSxRjpEzg2EZl+g6Uyg8+xScoDvSkKhUI1SAP8rGuQl8VM8p7PxnSR1oBZszkLwEAmyx8+sgMfaAqYk7azq3cLvGN+lIPFMhfXOcwPwl89voOnRooALA3ZvKwpVA3SUJlh2jOSmfBY6VyeI3/Xicj0G+3mMcF0henHgFWJRGIZ0AW8Cfi98RckEol2oCeZTPqJROJiwAT6JzzS8/GOaH7k+0TWbyW8dbSrxc5OrOE0ubNWErv/KZwDfXghh8zFZ1JcUpmNMNNZfMvCDwfBMhm+4XKcfQcw3DLFxfPxQ5N/3GYUS4TXbyPQN0iptYnsuasxC0Xq7lqHNZKpBOfzTwPfx+mqbGpieD6RjTsoLmmn3FR/1JeVueCPMEpZAr2bJ/RvDu6+G7vv2Zp2ecGdv6EciFaDNFS2BXe6n6TYcT7W4B4KS67E6XoCe3gvPgbFRZcRf+ifxzZraT+X7Nm/R+zhL1XLNWLrvopv2tUgDWC6OUK7757Q4cM3LIxxpReTdQY5ngzDJDzvCsLzrqiei8x/KXZ0CenOn+O7WcxgM6ZTz7yLvkgxtQ3LqceOTP7DcbLoH3qC4cyz1EfX0txwwUwPR2TWaAxYLA3Z7DnKpiftjkW2XPshqQ88NJTnhz2Z6senVzWEOFQsk/U8LqkL8j+HstXbBkoeQ65HS8Ckb3TnwpVhmx8cSHNw9PjpdJFXtoSrQRpgT95lX35i0F8bcegs5GvOXaE+0yKz2rSE6WQy6SYSifcBd1JZGP1vyWRyUyKReM/o7V8H3gC8N5FIuEAOeFMymTzmJtj5tUuJPfJM9biwYiHBXV0114S276sE2gOVv/TNfJHYQxsYbG0k9vDTON29+IZB/rSlZC84HaNUwkrnMFwXM1+gHHIwsnkiG7ZhDacpLpxH/vQVRB9+muC+gwDY/cOYhQK+aWKNzjQYnk/kyWcrPamPYA2nnzNMe5HmyqyyW6Tx53+MURybvfCdOEa5tpWT4fuYpdoFMABmqouGJ7+DlevHN20y570dt3EZfjBOePOPq0EawDm4nnJ8fjVIH2YfmqSU3ffJnXYLkU3/UxmvHSZz0R/jdK3DzA1SWHIlxWVXH/X1nUj5/sfJH7ofgMLAE7jp3dSvehfBhtNmZDzH057uJLu7f1A9XtbxeyztuHUGRyQyu5wWDVTDtAGEDMj5lR7Tf7QgTsr12JAeC7krwzb3D+Vr3vUeHc7zr6e3EjANdmZL/OhQtuY50mWff17VxOOpAhHLZG++xH/3jF2zJVNicWjir9ugaXB1Y4h7Byvvu6siNm+ZH+NgsczG0d7XayIBLphk5ltEZo9p6zOdTCZ/BfzqiHNfH/f1l4Evv9jnKaxaTDkWwTnQi9tQR3FpB4EDfVAam5nwnAD2QKrmfoZbJrxpJ053pZjW8H3Cm3dTXDCP2ENPY2UqwTT07F6Gb7qC2IPrq48R6B3E8Hyc/bUL25x9PbgttQHZ8DzcpnoYF/B9y6LU/gLr4WyH7FlvJvrEtzHw8c0A2bPfjOHmsfu2VoNvYeHF5FfdQGj37zDKlRZPXriRQN+zWLn+0bG4RDd8j4FXfwsCoZpZ5er3apJdC93551Ia7iTQv7UyfsOgsPLllNrPprjoMqyRbkrzzsB3YhQXX/7CXtdxlD14L/m+R7EjHcQWvYZs9501t2e676Ju5TswjBO3yc502d/z8yOOf6YwLTIqX/b4zcDYpIIPzA9avHdRPe2ORWB0seGHl5o8Mpyn1bF4RXOYD++o3W22DOQ9n23ZEm2OycKgVa29BlgQtPjL7QMMljwurHNoDUx8b5nvmETH9ZS2DLiiIcjScIBbWiPkPZ+l4QBbMsVqkAbYmi2xfqTAuXEFapHZak5uJ+7Ob8GdPxZOs+euIfbQegwffAOy563BSucIHBqrQfZCwYmbtQDOvoPVIA1glMuEtuyeEMadfQfw4hGs1NiMcbkuSnHxfAI9AzXnCmuXgm0R2r4PLxAgd9aKSknJC3Q4uNqDeyi1rK3uKpi6rhGn+3HK8Q4KS64Cy65sH77rd/iWQ2HF9cTvr9krB8MtYOaHMIeHKbadjbP/4Wq5SKl5NfnVN2HmBghtvx3wyS+/nuKCiym2nUNo992Y2T6Kiy7HbV5ZeX3ReYSevY3Yw1/Ci7aSOf8dlNqnb2vuTNedDG//RvW4MPgMhh2B0tgiItMOU6kiOvkZhnnE8cn/B4LI8eL6lX/G250vc/9Qnte2RghgkHI9+kplzq8Lcl7cwTIMbmwJ853u8b2ng/zltn5Gyj4WcGtbhGHXp69U5rx4kH8/kKbgVZ7osVSRqxtCNXXW9bbJSxrDnBULcnt/lqIHL20KszRc2a+gPWjTmXf5bvcIW8bNkh/26HBeYVpkFptTYdo+2EdwdzdeJER+zdJqbXNx+QKGWhux+wZxWxrx4hHwPIxiqbIdeCxM5oLTMAslQjvGOvj5loXb0gBb99Y8jxdy8AI25rjZ7nIsQn7tMuL3PYlZKI7WYZ+B29qIb0Bw7wHKsQi5s1eBYVBYtRi3qZ7YQxuo/82jlNqaSF9xLl40/IJeqxdrpxhrH3vtfdsI7fw1YFJYdDlYlf+05bqFZM99a/W6wqLLsIf2VI/dxmXEH/o89lBl48li+9m4Tavxwo0Ull4JhkH23LeSPfPWyrROYLR2LxAiv/omAMx0D0YhhR+sI7z5J4RGO3lYI93EHvocg6/6+tj9TrBszz01x6WR7dSteDupnf8OeIBBfOmbMaZhE5npsHT+rWzf/+1xx2+YwdGIzC59pYkTJD7ws94s+/MufzA/xkd3DpIenS0+Kxbgw0sbeEVzhAbbZGumxMpIgN8N5KrbhJeBn/bm+MZpLQRNg+3ZUjVIH9ZbKvOJFY3cPZjHMQxe3hwmZpnELJN3LqhjxPV4LFVgoFTmwrogg67HX+8cJO9NXtm4Jzd5zbeIzA5zJkwHug4Rv/ux6sK80NY9lOY14bY3k1+9FC8ewR/JEN60k3IsQmH1YrIXnk72wrGNSsrAyBXnENq+Dz9gkztzJW5LA6Vt+wj0Vj72K48Gda8uRvTRZzDKHuVomOx5a/HqYwy+/jqskSzleBSsyqxhYc1SCmuWVp/HPtBHaPs+At291UAe6Bkgum4jI9dedMyv3Ux1U/e7v8fwKh8NOp2PMnTjZyct0cif9hqwnMoMdt0CvECMyJafVG93Dj5Nbu1rcdvOrL2jPTEMG6Us8Qc+Q+DQJnzDInfaawn0b6sdWymLndqP2zyhy+EJYTmN1FSPGzZO3Rpii2/BKxeIdlxPYA7tbriw7ZXEo6sZTm+hPnYa9TFtNiNyWPA5PoB6aqRIk52tBmmAZ9IltmRK3DWQ4+HhArYBYcuo2bUQKiUfhwpl9hdcmmyTmGXUPM7pUYcl4QBvCdr818E0f79rkAVBm7fOjxE0Df5650C1Xd/KsM0FdcGjBmmgpu2eiMw+cyZMR9Zvq+lwYRZKBPf3ENzfg5nO4bY21my+4nT2kLphYj1vcflCissX1pxLvfxSAl292H2DmPkiwd1d5FcvobioDTOdo9wQh8Nby1pW5fgo7EMD1P32UYxJ3hwDB469eQlAsPORapAGMMoFnM51eJFmgnvuxQs1kDvtFrxYGxgm+TU3k19T6awRefK7Ex7PzA1MOFe9LTsAvocXbSG0/Q4Co4sRDb9MZPOPyS9/afUcgBcI49ZNX3iNL01QHN6MV0oBBuG2q+hb/9fgV/5o8d0RGk/7s2kbz3Soj61WiBaZRLtjEzEh6028LW4ZlP2Jb8SPpvI8NLqVeMmHHx/K8vKmUE2N9PKwzd/sGiQ3GoAvqXPoLXn0FstcXBfkVS2VTxh/1JPhjv5KmWBfqcjBvcNcUudUgzTAjpzLivBz/yq+rE4btojMZnMmTBuFiXVmhwV3dmINjtScC/QOYg2NYKaz2L2DuPOaKC2YOJMLgGli+D6RjTurp5z9lTBebgpUz1kDKZzOHsqxCMWl88E0Ca/fSujZPWBbZM9ehT2YmjRIV0xt+sELNU4ccnaA6PrvVY8DBzYwdPOXwLQr24uH6vDDTRSXXEFoxx0YfuW3jedEKc0/n9C22wnuvQ8v1Ej2zATlhsVE132d4J57MfApLLwU3wpMeN7SvDMxyiWc/Q9Xa6anq8QDIBBbyrxLv0FxeAt2uL2ylbg/9hFprude4st+DzvUOm1jEpGZYRgG58eDPDAajg8LGPAH8+N0BC0eHC5Ua5sXhyzKkwTvZWGbd3TEeGqkyMKgTVfBZde40ot1qSKfW93EDw5muHswz2OpAn8wP87TR9Q/9xTLpMoT3+dXRRy2Zt1q1xHHGJuNXhi0uKUt9iK+CyJyos2ZMF1qa8ba1TnpbV44iO/UvlQfCG7fR/jZPaNndpI5bw35M1diDaYIdPdSbqyj1FEJXcHttTshBnoHsQZHKDdWZqEDXYeI/+5xjNGZjsK+AxSXLyDyzI7RAbrEHt1IbtXio74Gt6nu2F70qMKSKwjuuZdA72YAiu3nYGYP1Vxj5foJdD1BZMtPsIf24BsmudNeS+6sN5G6+q8J7bwL3w6RX/tKnO7HiT71nep97f6tpC94F6E991TPBTsfIbfqxprn8AJhSvPPpbjkCrj0fVN6LceDaQUJNZ1bOfAn+c04yWyUiMw9ubI3IUg7Bnx5bQt1dqUG5B9WNvHAUJ462+TaxlClzGNwrEVopdTDJFUo8+rWCKdFHT6xq7bbhw/8qi/LulTluVJln693pbgwHmTvuB7XMcvgFc1hHhkuVMs65jsWF9cHuawhyMZ0kf5imW+OW/zYWSizK1NkVUwLEEVmqzkTprPnr8UeHMYeHKnM7xpUundYJtnz1+KFQwQO9FVrlPNrlhLcWRu+w5t348WjxO5/sjp7nDttGdkLT8cPTAzj/rj2R6Fn91SDNEBwfw9+cOJHc+VYGLc+hj1cebP0DQPD9ylHQmQuPnPC9S+I5ZC67u+w+neAYVJuWk7kqe9NuMw5+FR18aHhe0Q2/4TCkpfgHHgSp/sJfDuE27ySwIH1NfczCyM4Pc9MeDzfiZK+6D2VbiHBGNnTX4/vRKf2Go4T33MppXdjheZhOfVEF76SwuAzVBYfQqjlUuzwUT6BEJE5Zf8km7UUfegtlnkyVeCMmMOikM2b28dmfi+oC/JHHXF+M5AlZJosClp8Yd9Y96bfb49xXVO4pn3dmkiA/lLtH+6uDxfXBxlwPbZlSzTYJu9aEGdZOMCnVjbywFCBsFXpM+2MlgmeFXP4f9smltl9qXOEf1mrMC0yW82ZMO2Hgwy/8irM4XQlxHoe9sAwbktjtavH0C3XEjjQRzkWodzSQHB37WYumAbhjTtqyjBCW/eQPWc1uTNW1CwYLC5qI/bQBsxMnsLSyXfQc5vqgf215zpaGT59BXbvAH4gQLkuipXOUq6LHn1L8/FKucpiwEm6UZRH29MB5Na+isCBp7BHuvAxyK+5GTM7cTva4K57CG/9BVCptY4+/i0Ky66tucY3DAqLLiW4++5qL2rfMCh2XEi5aTmF5ddNOlSjmCG48zeY2QGKS67AbXnuLdNfLDfbRf+Gv6dc6APDpn7l24kuuJHWCz5Dvn8dVridcOsVz/9AIjInHNkW77CP7KzMLFsGfGBJPeeNazvXVyxzVWOI65srdc/v3txbc9/bejN86/RWopbBulSBeY7FyxpD3DNU4MlxOxyGTYOO0b7V7+iIsShkYxkGh4plbu/PkSl7XNtY6fLxRKrAd7tH6C95TNbc8shdGkVkdpkzYfowr35shqEUqa3V9YMOxXHBN3fWSqJPbKkeZ89aSWh7bfjFh8CB3sqsdSREsaWBwrIFlRZ4xcrMRGTjDnKrFuObBsboR3eFpR0U1izBzBcIPbsbrErN9OFdDt22ZgDsnn7s3iFYOO85Fy6aIz3U3fsxrEwvnhNn5PL347adftTr/XAjwzd8FntgB16oAS82D2f/wwT3PzL2vQrVY5YyNfcz8HEbllBqXkOgf2tlU5iz3ojbdhYjV36I0LM/w/DL5FbfjFlMY2+/k9L88/Bi8zAzh4g8/V9YqW6K88/H6X4ce7hSHhPacScjV3/khPacTu3+QSVIA/guqZ3/TmjelRSGN1MY2oSd7yNYfwZW6AVukCMiJ7X5wefuu1724Sc9Gc6LBxkqeXxm7xA7cy5h0+AP58e4pik8YSXL4eNz4kFWRQJ8vXOE/z7YT2vA5LL6IM9mSjQFTE6PBvjQzkF8Kl3t37eojvPjDn+zc5Ch0e4gDw4V+ODSer60P1VtrzdJYRoLQ3OjlafIXDV3wnS5TOyB9Tj7e/CdAOlLzqS0ZOK23ePlT1+O29pYXYDotjTgB2ziD26oXlNcOp/4/esxvMpbnD2cplwXrQbpw6xMjqFXXYXTeYhyPEJpQRsAuXNWkztn8k4L0Yc2EBotNfGfepbMhadTOG3ZpNfW3fdJrExlhsQsjhB/4FMM3vJdnL33E+jfSql5DcWlV4FhYGb7CfQ8g1u3ELdl7LmLiy5j5OIiwb334YfqyZ3+OqzBPYR2/bZ6jY9Bqf0cCqtvxEz34DtRfCeGNbALPJeRl/w/sB2ij3+T0M67KvcxbVJXfZjoU9/BHq78MTK+lzVUQnpoy09PaJgu52vrxH2vSHrfT8nsr7T+K7KRYmobrRd9Yc70mRaRo8u/gBndw7XL/3Mow87RRYU5z+fb3SNcWBfkla0RfnBwbNLhlS2R6tc/6slU66R7Sh6ZdJGvrm3BMQ3es6WvGrw94Ic9aWwjVg3SUAnmd/XnJvSpPlJzYOJibxGZPeZMmI48voXgvoNApbNH/L4nSV90BqE9XfiBALmzVuLOawLA6h/GcF3c1ibc1kbc1rFuGMXlCxmORSrlIA1xjFKJ4O7umueyUhl806wGbIByYxyvLkb+9NGZcd/HGhjGCwXxR2fI7UMDhLZUNkfJr15cU7NtANEnthw1TJvp2q3KTTdP5MlvE975GwBCO+8il9pPqe1s4vd/utoqL3v668id9SbsQ5sI7r4HPxgnc/H/wYtUZsbL8QVkU52Edvwa3w6RPfON+IEQZvog3uimMNF1XyO0+3eV68NNjFzxfoLjArjhuYQ3JqtB+misbO9z3v5ihVsvpzSyo3psx5ZRHN5Uc42b3Y+b3U8gevSFoCIyNzQGnr907nA5R1ehtr665MOhUpnXtEZZHg6wNVNkT87lx4cy/LIvyxvbY2zL1k6qpMs+BwplFocsMke0BcmW/eqix/EWBC02ZwyyzxGoG2z98S8ym82ZMO3sP1hzbADxx8aCVKBngMHXXkP0sU3V0O02xEm9/FLwfcIbd2Kl0hQXtVd2JzwcvPuGJjyX29KA29ZM5PHNmMUSxY5WcmeO1SsbuTx1d63DHhrBNwxyZ62ksGwBdb95tBrAnX0HmfD2eAxdJnwguOf+mnPBHb/B7t9e03M6/OzPKDWvpu6BT1cXSDr7H2Hopi/gdK4jvOU2wCN77h9QWHYN0cf/ldi6r2LgU2w/l+yZb6wGaQArN0Bo+69rFltCZebZC4QxSzmOphyfvLb8eIkueg2YAfJ967AjHcSX3Epq5/copbaOG2iAwtBmBjd9FoDYotcQmT95zbeIvHgHCnmCpklTYPp7JR9t58B3dsTZli0yUvbZlC7RFChwfjzIlnGLCpsDJgEDDhRczoo59BXL/M+hLAClss+3u0a4ujFUnc0GqLMMOoIWhmFwXVOYO/vH3g9f0hAi5XqcF3d4arS2us2xCJkGL2kIsilTYqDk4fs++SN+FTwwVOAPTuzbp4i8CHMmTPtBB3KFo95ulMuEnt1TDdIA9tAIwW37cPb3EOgfAsDp6sVwy+RPW0bgQB/WYIr8qkUEd3aB51Fc1IYXDuK2NFB4w8swXJdAdy+xB9bjRULkzlxBaMse7KFKX2vD9wk/vR3K5ZqZ7GOdZ/DsCJZbW9/sO2HIjbVwIhDCKOWPuGOZ4J77asKvle0juPO3RJ/6LsboB5GxdV8FNz+6JXmFc3A95fjEUhnDK1FYcDHBrnWVcWCQX30z+GWij38Ts5SjHGvHTNf+weCZJ/ajSsMwiC28mdjCm6vn4sveRDG1jXL+IBg20QU3kdr+LQ5XPg5t/TJ2ZAFO/YldHClyqil4Hv+0fwfPZEYwgJc3tvJH86f3E6GuXGnS82dGA/y0N0PfaAeOR1MF3r+4jlvnRXk0laclYJEve/zV9spCxYvrgkSt2ndtH1gVtin7IdalCrQ7Fm/viPHr/hy39WbwfJ+L6xwiVmWHxDv7ctzRn8MAbm4JszYa4LtdI/z3aEBvsk2+uKaZP94ycaF4WgsQRWa1OROmS/MaqwEWKm90RwZWf5KP2KxUuhqkDwvu7sLMFQhv2ll9rPSlZ0HAJvbQhkrbO9Mgffk5gEH8gfXV+wYO9FJuqO0XbcCknTo8y8Ac9ybpNh+9z7TpZiecyy+/nsimH2Hg42OQPfNN4HvEHv9G9ZriwovxoxMX3FnpA9UgXR37wQ0TrgOfcqwdK31w9MigsOwaSvPOpLT3PuyBnRj5IZx9D1BYeg2Dr/4mgZ5niD3wzxO+/8HuJ8hMePzjK9//JMXUNoINpxNsPBs73M68S/6FUmoHZqiN3MG7OXJznMLgBoVpkePst4O9PJOpvCf7wJ2DvVxR38TayPRtQLIiOvkf8LcP5KpB+rAHhwv8+eJ6Xt8W5f7BPF/pHGuHty5V4BXNtQvaTSq7Fz6RKhC3DF7VGsEHvn8wPe5+RT6yrIHkwTSHY70P3D1QCez949qNDLgeDwzlJ926S/sfisxucyZMW+na8gIDKDXXE+gfxjcM8qcto7B2GeFn92KO7pboGwaF5QsI7j2AMa6+rRwOVWubDz9WeOse8KleZ3g+0Se24DbXTxhHYdkCnM6xGudyJETujOXYAymcrsoiuWJHK9ZACspjs+m+/Vz/OY4sq4DIph8xctUHsfp34hx4ivDm/6G46DJSL/kgzoEnMbP9GMUMeGXKkRas0dZ4hUWXU+q4gPD2O2oes9RxIU7PMxjl0e8PBsWFl5I77RbC236FmenFtwI4+x8CfApLXkJ444+wcpVt0IOd60hd+f8R3PcQ5mRr0v3yxHPHUWr3D0nvTQKQ3gt1K95GpP06Brd8kcLAk1jBZsLzr59wv0Bs8jp1EZm6g6WJnxQeLBamNUwfrXRuwSRdPhrHTbb0lia+VzXbFq9pjXD3QI6IZXJmNMBvRzd3yXo+X92f4uZxixMP25YpMXLEzHLe8/EmGZtBJaQf+e45ebGKiMwWcyZMG+XaNz8f8IIOg6+6Cj8UrPaaHr7hMsJbdmOUXPKrFuO2NZM9dw2RJ5/F8H28cJDcmStwums7Q+D5mPnarWGNfBEvfET7PaCwYhFeLIKzuws/EiK3dilWOsfINRdipdLgg2dbNP30dzX3tY/Y8vx5XzM+ds9mQnvuxSwMA5Uaae+sKPhlnANPVi48tJHC4ivILPwDQjt+jdP5CPbgLgoLL8XpfgLwKC64mFLLGlJX/zXhZ3+KUcziRZpxup+gsPQqsue8hfrffAh7oDJbH9p9D9nTbqkG6cOCe+/HcI9eN32i+L5PpvPnNefS+2+jnO+hMPAEAOVCH5nOnxFZ8Eqy3XcCPtEFNxBsvnDaxysy110cb+COgbFFx0HD5NzY1HZ5naq9+cn/gL+qIURnvsyvByrvVfMCJje1hKu3X1QX5Mc9GQ7f2zZgoORx92COsg8X1gU4svLCo7JN+ZFWRwPYJjUdQS6uC3J1U5jb+8dmyJsCJsvD9qSt8U7sNISIvFhzJkz7Zu1MgwEEu3vx6mPk1y4ldvcG7IFhSu3NZC46E982iT6xhdgD6ynXRUlddxFYJm5LA0bZI79yEeFtY1uI509fjjU0QnjcjHVxWQe5s1YSONiHNZLFB3KnLwfLpLByEYWViwju2E/9nQ9jlD3K8Qip6y4Gy6Thl7WLB6fKKBerQfowp+fpauitnut8BC/UiHNoIwBW+iBGYYTBGz5L/OEvENz/MMH9D1NY8hJGLn8/DXe8n0DfswCEtt/ByCV/MuExA4dqO2UAeOEmSvNOJ9D91IQyknK46UW/3ud2xG8yw6SY2lFzynczROdfR93ytwA+plX7x9CR8n3ryPc9hhWeT3TBjZh2+DmvF5GKM6N1/OXC5fx6oJeQafLalnYa7Olt8XZmbPLne8+z/byxLcpnVzVxZ3+WBwbz/OW2Aa5vCvPW+ZUNVt6/pJ7b+7METYNzYg7fHrfF9+8G81zTWLsjoQFc2lB5P/nNQA4fuL4pzKPDBfbmSlxY5xA0DJaGA6wI2/zLvhRxy2BtJMiqaIDhksff7hqadLza+1BkdpszYdptacA5MLH1mn1okNihwWpddHB3d2VmOBIitHUvAFY2j5XOMvSqq4g9uAFn7wGwTPLLF+BFw2BZhJ7djVF0KSxsq7xrWhZW3xB1dzxEYdViSu3NWAPDRDZsJ7J5F25zPSNXnEv0sU3V0hBrJEtk/VbK9THMwuQLY47GNx0Mr3ZmvBxrI7/6ZkK7766WZgC49Usw8kPYqbEdHr1wM3b/tpr7m6UM4e13EBjcVT0X3PsAbt3Cao00VBYcOt1P4mPUBGQv2kq+cRmh/7+9846SIyvv9lOx83RP1mgURnmVNmtzTmwgLaGW4LVNMAaDMSYYg8Fgg/mMDZhgDAabHItkwuactFlhleNoNJImz3QO1RW+P6qnZ3p6pJW0Sivuc46Opm9X3bq3uvvWr956w857KuOZgVQYI7Luh5Qb56OP1YpvTzt4UZojxfMc0ju/R77/AWQ1RsOC24nOeR2Z7h9Vt4nNeR1OaYRyZsfEnPUEargTJAW3nIUpYtopjSJrMSRZI9/3IMlt/1l9rzS2npaz/+mYzUEgON25qKGRixoaX3zD48SB0nR2Xt/N4gd9WT48t4F7RyeCtu8cKbAgrFFwPH7Un6XoeiwJa9PmgQ5JEjc1h3hwtEBE8Yu0fHLXGCXXY2VU42/nxPliT4pN4xlCCnBTc4irGoO8f9sIhUqf3UWHs2MBfjycrTvGOC9Se0YgEJxkThsxLaend5Gwm+OEtvfUtGn9w3XuGUq2QOiFHQR6+vwGxyW4ez+pay+k4cFnqtkwlFyBzAUriD67qdoWXr+dTPQswuu2V8uNqyMpwuu2Idm1D+iUTM4vHT7tYA/uGTc53R347iTJaz4Lepjsee8ksv6HyKUMVvuZFJa/gfLMc4g+8SVku4CnBsid+za0oS1okwS1q8fArT9mXUYQ/IqKxUU3EtpxV2XfKKWZq5CtNOlLP4wXiBHcfhfBvY/785xmDkphcJrWoyN/4D5y++8AwHGKjG35Cu0XfgM9vsQPQIwvQ48vwXNKuOUMxeGnUUIziC98B1ZmJ8ktX8EpDqJGumha/mEkJcDoxs9TzuxEVmPEF/8lub77ao5pJTdgF/pRQzOO2TwEAsHxY/FBAhDBX0PXZeqNGpuyFo8ki1U3jm35Mu26XOfLfFZDgLNjAf5sZoxhy+H920aq72/IlvnVQG5CSFd4Nl1iSUSrCulxns+UsA6RsGNxWBRtEQhOZU4bMa3vq7dKlxMxCmcvRu8bRslM+KvZTXHcUAB1bCJa29U15Fx9wIze21eXUzmwt75N3zdYFdLjKLkCdmOsxhfamt2ONbOV4NY9ddtLh6yCVR+AGNxxN+EdfwDHpjT3UvJn3Y5kl4it/iLqyHbKTYsoLnoFdvtZeHq4kq5uEL1/LU5kBrlz3wayQnD3fdX5uFqY4pJbUMd2oQ9s8NuCCayWpcjlLKkrPo7slJCyAzQ89eXqeLLn/QV6/9pDjB+ml9hHh5XaWtvgOZTSW3EKg1ipzeDaaNF5SEqAxJL3wJL3+Jt5HoNPv7daLdHO7SG143+Q9US14ItrZ0hu+6/6DB+SgqScWm4enufQN/wAqew24tEldLRchyS9eKEKgeCPgUP5GgdkicsTAe6vuGSM06rLdf7QKdvjA3Pi/HowR8n16AqpbM+XadYUZgdV9pfsOl/nAcsmrsqkJlU8bNcVZgbqL7tdIRXL9Xg+Y9W9BzBSnt7CLhAITg1OGzEtufXLZrm9CXUkRXHeTIK796FkC9hNDeQuWI6nqiiZPNrgKG4oQPailUhlm+CeCdcIT5Gx5syo8Z0GsNua0PtrA+/KM5pRR1MomYkUdlZnG6WFswmt346SzuHEwgS37iG8fgd2Q6ROTB+a+hjvyJZfVf8O7nkUu2UpgZ5H0Ya2AKAPbUaSZNKdFxB98ssE9q4GoDT3MrIXvA+5MEqg+yFKcy5DLqXxAnGK868j0P0QTnwO2Znn+6XEkz3EH//XyjnRSF/+MWJbf1czlvDmX2I3zEYbrfVRnowTShzBfA+NHl9CYfDRiQZJoTjyHMUBv600uga72E9i8btJ7fwexeGnUUMziM57s59zehLl7B6UQHNNm+fkCbVfg5Xaiuf4QUrR2a9B0Wuzt5xsdu77PvsG/MDL/pEHyRX3sWj220/yqASCU4Od2enF6aKQytkxHUWSeM+sGL8czFF24RXNIW5uCXP3SIHUpLR158R0LogHWNWg86ndSZ5M+YaX3w3l+eS8RhaHNSKKRG6SCj+nIcgVjTLf2Jem4Ho0qTK3d0QJyxLXNQV5aMy3fq+IaEgeNKgyVyaCPDpNerw9BwmkFAgEpwanjZj2vPq80vr+AcIVv2hX10jefCluKEhk7VaUsTTljlYyV5yDFwigjKbQR9MU53eiDSVxA34JcpDIL19AcHsPku1Qmt+JE49SXDQbvacPyXaw5sxASWYptyRwIyGkfBG7OYG+b4Dg9r2UujpIX7uKxt88VPWVVtNHmnHZq3s1db5qcg/qcK3FVh3eir7v6aqQBt8v2mpbQeSFHyOXfKu5G2ggecPnaXjkX1DTfplzT1ZIX/4xojvurO4rOWXCm34JU9xOcMrkznsnsdVfRMkN4eoxZKvW9Ubyjp11JdxxA3Z+P/m+B5C1GLH5t5Pa/s2abQoDj6HoTeQP+K4pljVKcvN/oMUW1fhRB5rOQgm2Us5O+HgrwRmE2i4m2HQmpbENqOGOUzKFXt/QfXWvhZgWCHyGp0lxB9BvOfxiMM8vBvNc1xTkq0taWJ0scsdwnufSJV7VEmFTzmLYcugIKPSXbNZnSoQVuaaEuO3BvSN53tEZ47WtYZ5JlSi4Hpc3BmnTZH4zlKddl1nVEOC1bRG+dyBbtYQvCqm8qzPGzwZy/GTg0NcDYZcWCE5tTh8xratg1Vp61eyE769slQns2oc6kkKrlAhXxzLgutitjUQfW1sVp8VFcygumUvDfU8jlyw8CfJnLqE0fybx+54iuMsXm+XmONlLzyZ+1xNVK7OrqaRuvIT4PU8iW/6iG9q6ByT5iIMOp8yw5pUEeJJcI1Ct9pUoyT1owxPls+3mRTXBhOME9j1TFdIAcilNaPNvqkIafGt/oPshpCl+1ZJdoLjoJsKbf11tKy6+GadpPslbvoacHyG46TeEuu+v3c86eIDNkSLJCvFF7yS+6J3VtmyPiZ2feLKg6I2Uxl6o2c+1Rkks+SvyB+6lnN2N3riS+IK3Iyk6uDaFSinyhvl/iiTJSFqMUNslx2zcxxpVieC4E99zVT2BOXwFglMc6yCuc5PzPt8/WmRlVOdrvenqKrurkOXzi5r4w1CeR5P+7+vu0SKvnSaPdNH1eP+2kWqVwle1hLksEeQD20YoVzrcU8wTlCXuG51IG7qjYPNkqnRQ1w6BQPDy4bQR01N9mKdDLpWrQnocvXcAbWisxsob2NmLlCtUi7tIHoQ37EBynZriMNpIitCmXTXuGnLZJrhtT1VIj6OMJrHjUdTUhKCczrp8JBSWvAq9/wUkO4/dOB9tZAfFhTeCB+rIdpzGeVgd5+JE22qEtycplBvnTeShHh+PVu8P7AViNaXDAYoLrqe04Dqcxnmog1uQi2Oow9sIbfoVhTNejb7v6TohDdO74hxLGha8jbFN/47nlkDWaVj4dkpj62qs0JISRk8sI9h87jT7/ykNC/70uI7xWDN/1u1s7f4qHi4SMvM7/+RkD0kgOGWYf5iBe+szVo25wgOeTRV5LFkbjP18psQ5MZ21FQEclCUsz6sp9/2H4TwJVaoK6XHWTeNyMlp2USRqfLSnK9pSL+EFAsGpxOkjpqd5nOcGtKo12JMkiovnoPWPIBcnAg2deBRpGovx5G0AJNdFKtYvhp5UL4edhiieItdWVWxpJLdwNpHnN6OkspTbmwju3Fe378HwJA3Jqx1naOtvSV/3OYJb/49A75P+dkhkL/lbkF5FdPWXiFTS3hXnX4OcGwIkSnOvoNxxJsHeJ1EyBwCwGzopLHsdamovep8fSOgGYhQX34wbasLe/SDK6C4kK4e+7xnwXEoLrkff90z12Hr/euT8SF0Kvuo5iHUc9nwBSqPrKSU3oEXnE2y9GGmacz2ZYPO5tF/8bcrZbrRoF7IWI5BYhlPopzS2HllvIrH4XS+aW/rlxIzmK4lHl5LObachsphQoO1kD0kgOGWIqy8ejNsVVFkZ1XhwrFY4zwqoqBI1oliXJT48N87zaYsx2+H8hgD/1Zuu2c8DElp9sPXKiM7OvF2TyeOyxiCNFXcQ8Iu+RCUYm6KmAyKmWCA4pTltxPR0lGMh7KXzkEtlPw90OkfhjC5Cm3cjW2WcWJjiornI+QLqaBKpssaVFs3BTkTRnpkoSlJuSVBcOo/g7v3VaotuKEDhrMVoY2nUEb9wip2I4cTCZFctI7J+B1KhRLmjBVdTUEdTZK48D2QZde+BIxLTTmI28qR80FApTNP9IIF9z0xq8wjuuAvJytW4gOi9T5K6/vPEnvgisWf+E1ePkjv37SBJaAfWoA1vI/7gP5Jf9gaKi25C61uL1reO+P2fpDj/agor30zD/Z9AG/WtvHr/OqRyAX2SLzaAvvcJnKYFdeP3kMifffhW39y+O0nt/J/q60jnLcQXveNF95O1KIHGlZNex2g+61O4dgFJ0ZGk0y9hayjQJkS0QDAN3YXpg7wvigcIyhJRRcb1PDZmLc6tWJxl4NwGneGywxWNQR6o5KFW8AMUPeCC+EQZlasbQzUp8BaGVBpVmSsSQZ5I+UGG58Z0HDzObwiQtB0kJC6M6zw8VqCnYHNZIsDyiM6soMond43VjTcjnKYFglOa01pMB4bTuK3NWLPaaHjgWSTXX5EKi+dSXDSb6LObaHjkOQBKnW3YbY3IBQt9Xz/avgFKczuQXBdPlpGzeWKPrSG/fB6y7SJZZZTRFInfPUK5s5XC8gXImTyhDTuIP/QcniyRu3AFdkOU+P3PoPcNA2B1tJC7cCUNj7xYGrla8mffTsMjn6vLN+2EW/AkqcbNxZNV5CklvSXHIrz+x6gpPyBTtrJE1vwvufP+gmDPRDXG2JNfJnXNPxHcdW/VLSO85f/wtHBVSFfPb+9q3FATSn4iLaEbbia/8jZij+zyc1z7R8eafRF288LDnm923x9qXucO3Ets3lsoDq2mnN1DoOlsgs3n+fN1y5Sze1BDM5APUhhmauXCcm4vhcHHkbU44RlXI6u1D1Kd0iiZnl/gFPoJtlxIeOYrXtQyfjJw3BI9fb8ild1KPHoGcztejyKLemkCAUxf3hvgqVSJf+iK878HsvRb/jonAx+e28DWXJnfDxd4Nm0hAW9sC6PKEk+MFfmvfRl+3J/jXZ0xzmsI8MhYgWdSJc6L6WiyRJsmsyZj8c/dSQDOimq8Y2aMf+1JsabiGqJJ8E8LGvnu/gw7KmK/t+QQUeSq+8hUhJYWCE5tThsxfTD/40D3AZSxTFVIAwR37MUNBdAGJywAgf2DlGe3E1y7rdqP0tNH5uIziT69sbq/OpYhfdV5RJ7djJLzBWtgTx+erqOMpZArRVok1yP8/FbKna1VSzaA3jeMs23PEftKK6neugwa5ZYlFBffjJIfJbjrXv88yCqFpa9FHd1N5IUfV7ctdV2JOlKbtk62cugHnqtpkzyHwJ5H6/ybleQePEWvqbTohpspLn8jsSe/guSUcNUQ+XP+HLtlCalX/DuJuz5QCV70CPQ+id04n+LS1xzWfCW59qspSQrJHd+iOPAIALn9dxBf9Bfo8WWMvPAZXGsUJI3E4ncR7ri2Zt/C8DMUh55CDc0gMusW7PwBhtd+AipuM/n+B2k979+qVmvP8xh54TPYOf/GozS2Hs+zic565WGN/USyveeb9I88DEAys4GSNczSee8/uYMSCE4RpnO3GOeZdKkqpMEXrE+mSjyTmnDx8yptc4Mqe0v+tinb5Rv70ry+LcL3+yZiYLqCKgtCGvtKE32uz5Z5LFnkwKS2sgd3D+erQnqc59MlAvL0V4bG0++BmkBwWnHaiOmDiVM3HKgRs+AHK8q5Qt226sBIXT+BngM1Qtxv66sK6Zp9p1Q7lKwyTBNN7gb1g4z24ETWfr9mbB6QufB9qKO7yZ19O9asC5AzfZQ7zsYNNGC3rcCNtqMNbMRunEdp3lWEN/4cNTWRM9tumEW5ZRmBnsdrjlXuOLemkAuA03IG+eYlhNf9AMlzcIMJ8ivehJOYw9irv4mS2osT60DOj4JdRM701WUBCXQ/dNhiOjr39SS3fJXxLCaRWbeQ3fubmm1y+++kOPK8L6QBvDKpnd8l1HYZkuJbZ/P9D5Hc+rXqPqXRdX458Un+53a2Gyu5ueoeYuf3V4X0OIXBJ05JMT04+sSU148LMS04ZbhndJB7x4YIygpvaOngnNiJzdPeoE3vbCwDyyI6943W+klHZLnOCmx70FuqXcuyjsejU3ys9xRt5hbr3UqsaYLjI4pEQpVJTiro0hlQmRVU2F+qvzblRJppgeCU5rQR09PhSRK585YiF0poQxNWaGt2O9aCWQR39lYFqqcqWPM6CXYfqOmj3NaMfmC4tq2l0Q9kLExYMOyWBG4oSHjjhPW3PKud4tJ56L0DVUFebmuitGAW2oFh9IHawi+Hnkz9atp4x18jAW4wTvrKT+LEZhBd/WW00Z040Q6yF76X3Pnv9FPV7boPOz6HwpJXofWtwWnoJL/yzbjhFtTRnQT2PAKKRn7Z6yl3nkvu/L8k/MJPkMp5Sl1XUlxwPcgKpdkXoaT2oo52E9xxF1bnKsozzwUkEnd9CNnK4GohSu1n141XyfQd9nTD7VeiReZSSm5Ei85Hjy0gt+/3eO6EZVySgzjF2sqXnpPHtbMo42K674Ga9630VpRgS93xXCtFcts3cO0cwdZLQdJqBLcabD3ssZ9IAnorhdLEdzYofKcFpwjPZ5L8b39v9fW/79vFVxeuoEU7cmPC0fLQ8PT5mz8wJ84F8QBPpUo8nfbX8UZV5pWtYSQJ7h6ZELQ3t4QYtFz2FicKcnXoCm26TPckPa1IcFkiyOPJYrXyYkSRuKU5zO6CzYasv540KBI3tkQ4Mxrgv/alyTgeM3SFN8+I0KjK3DFcL6aLdS0CgeBUQvIOI6XcKYx34IAvJJp+eEedVbkcDiAjITku1qx2PF3FUxXUoTGUbB67sQHJcfE0lXJzHKVQQiqU0PcPIrkuxSVzKS2YRWDXfoJb94DrYs1ux25pRM7l0Q8MI2fz2K2NeKqKXCzihENIgBMNoSSzaCNJyokYTmsjTiSMvq8fvX8EF986UjMZYPT2W6adaNPPjTrL9OTXVuf54Lo16e6caDuZiz9I/KFPIdn+cmzNOIvMlf9AaOMvCG37HXgexUU3kV/+ekBCG9qCVM5hdZwLahDtwHOEN/4SqZynuOBaiktfS+zhz6IPTORvzlzwXkLb70RNdk8cW1JRvForjQeM3mZO/0keBpk9Jpk9P/NfSApNyz9COdtNZs/Pq9toscUEms7Czu8n2LKK4tBTFIefntSLTPPZn2F04+fwbP9CqydWYOd6ccupyjYS4ZmvIN93H3gOSqCF5rM+jRqeedRjP16MpNayade/47gFFCXM8vkfpjl+zskelkDA//bt5Z6x2pvdv5o5l6sS9Tezx4tf7E/xq9FSXftVjUF25cssi+qcG9MpuR79JYe1WYs2TWZBWGOk7DInoLKjUGas7FQt1J0Blde1hRm0XH7YlyVpu0jA1Y1BOgMqQVliS94iKEs0qTI7CzbtmsyCsB+EeKDo8HCySFCWeF1bmDMiOs+mivxyME/J9eqqH47zs5XiRlkgONnMnDkTpnGGOK0t01p+YhEN7ur1fZ2f2YSSr0RnZwvkz1yEp8hE10xUDiyc0UVh2XwaHn6O0OZuPFkiv2Ih1ryZNNz3NIHeAcDP5jH22qtI3PNk1UqtjmXIrVrm56+uWJ714SRlVQGJahnyl5rpaOonKedHkQu1UeBKdoDg1t9VhTT46esCO+4lvOkX1bbQ1t9SbllCcOc96P3r/bkFG0lf+iFiq79U9Z+OvPATPCVQI6QBgrvuR84N1I7HO5JS6YdHrMsg0HSOH4DYuBI1NINA83lISpDiyPNokdlY6d1ke/y5FYdWE519K5IaqQrn6JzXEkgspe2Cr1EcfgZZi+N5DsnNX5h0JA88h/aLvoVTGkKLzq/z4T5VaI6fwyVn/S+5Qg+R0FxUpT5XuEBwMpgTrP8uzgmc2O9nQlOBejH9cMVFo7dUoOB4dIXUahXCLcDOgs3/W9DIB3eMMlyecMX4aFecouPxmd1JLA+iMrx9ZpQhy+H3kyzK7+qMYbke35vkUz2/YPOqljC/HfYt3Cngm/sy/H1XnB/1H2lFXIFAcCpxaiqE44TeO1AV0uNoB4bq/J+DO3y/YnXUzx8quR7hDTtAlmr2lwslQlu6a9w9ALTeQdSB0Zo2dWAU7yWVaDk0pTmXoia7a/yf7cZ5SHK9bFfSvXVt+r6nqkIaQC6OEd7867pARHV0B56kIE1yO/H0MNasiwh2Pzhx7KZFddk/XOWlZ5nQGxahNyyqvpYkhejs1xCd/Rrs4iC5p95ds30p+QLtF32T0thG1NAMtOhcv310LYWBR5DUCMHmC+qOI+uNKAH/36mOqoSIR8842cMQCGq4OtHMllyWJ9KjqJLErS0zmB+KnNAxdBxGguY1mRIDVu06t7/k8GiyVCOkAR4dK7Ipa2FVzMdZF54YK1aDE8f5zWCOxJQc17sLNs+la68VHtS1CQSClx9/VGK63NGCvre/pmKh09iAPKUYi6fIKJlaS4HkMW05cDcYwJMlpEmBhk48guQ4NX7adkuC8swW9P7huj6OBg8ozrsapZjEmnk+pfnXIpXS4IE2sAG7sYvcee9ALqbRe5+sBgOWm5dQ6rqS0M57avpzovUuDJ5aL37t5iV4oSZCW39X3aaw7PXYiS7cUAJtcDN200LIj9SJadk5vhcNWYnU+TrLWpzMnp9THHoKJTSD+IK34ZRGaoISreQmgq2XUhzyg/nU8GwinTcf17EKBKc7qiTz/lnzeLszG1WSCMonPiXF84chVDsDKq26zLYJl2g0CWYF68cbUyTSTq0jxlDZwZ3iLukAjZoCkzJ2aBIsjmg8kaod08XxIA+PFesqJgoEgpcPp7WYdmQJSVV9/+cFs/A0ldyq5USe34Jcsii3NZE/azFaayPR1eurduPCykV4uoa+f1L+5FCAwvL5vnU766+6TiREaclcvIBO5PktSI5DuTlOae5MiovmEH1qA9pw0m/r6sCJx8ivWECgpw8XDy1TH2hyuEiAMtZD5vrPovc+RePv341USmPNvoSxV34dyS4SXv8j1NFdWLMuxIm04kbacCKtBPaupjj3crSR7eB5FJa8ktL8awnueQgl67treLJKqesq7PgsQlv/gOSUKM84C33/c8jlLPkzXouTmIMTaSe8yURN9lBuP5PM5R9FLowRu/sjRz230tgG7EI/waZzqsGCdr4PK7UZLbawal2eiqxFiHXdRqb7x4CHpEaR9SZylZzVTmmYkQ3/QqDp7Jr9PKdAqPUiYnPfgGvn0ONLTsviLgLBySCqnLzLzJhVbwABPwgw7Xg0azJnRFQCskybXmbQclEluLYpxLDlckUiyKOVkuJtuszNLWEGLJf1k0qDX5wIokoSvx2aUOM3NYU4M6azPV8mabvIwHVNIVo1mRuaQjw0ViAgS5wb03k2XeK1rWHWZixyjkefJVJ3CAQvN07rAEQPSN1yGergKJHnNiN5ftaO9FXn48TChDfuQts/iJOIUVjShZIrIOeLaP3DeLqGk4ihDo3haX7gIrJMsasDpWghFYpoQ2MomTzWrHbyKxagjaSIPL0RJVfA1TWyl56FE48Sn+RTbc1qJ3vpWcR/cS+KWz/eww1AHCdz/l8SXfM/Ne4Y+RW3oQ5vrXHbKHZdQXnm+URX/wdSJcTF6jiHzBUfI7j1dwR33osnaziNc3EDcZT0fvSBF/AkidK8a8gvez2Juz9UUwwmc8kHCW3+NWpyz6TjXIlsZdEPPF//YfHiAYjJbd8k3+fnzEbWaT7zU7jWKGOb/4Px0gUNC99+yDR1dr4Pu3CgkoP6nyina8ubRzpvIbf/jpq21vO+iBabN21/nmNRSr6ArMVrXEwEAsGpzTf3DPPwNOUD5wcV3t7ZwBd7kozZ/nrYpsm8Z1YDdw7nebZSPCWiSLy7M0badrl7JE9vyaUrqNAV0hiyHMKKRNn1mBFQ6Qqq9FsO+4s267IWqiTxqpYQZ0R07h4p8EzFSt6iyfzjvAS/HcrzwKT0erd3RFEl+O6BbN14QQQgCgSnAn+UAYgSENy+F33PgWqpcMl2CL+wHScRq/pGK/kicq5A4ewlhJ/ZWN3fHRojdfNlxO96Arli4dB7+kjfcBGRzbtR074rSGhLN0gSymiq6n8tW2WiT22gNLejxqda3zdAcEt3nZA+WtRk9zR+zTtrhDSAfmANSn6kKqQB9L61BHbeQ2T9j6ptSraf/JlvJrTjLsDPyR3c/QBuKFFXVVHf+2SNkAbQBjbiabXVBA8XpzTiZ9AYx7XI7v01TqGfyTXAMnt+TqTzphrrsee5ZLp/Qr7vfmQtRmzenyCrIbRIV42YlpQQkdm3Us71YCU3AjLR2a8+qJB2isMMr/04Tsl3zwm1XU7jsr89qvkJBIITS4OmMF39wN1Fh6dSxaqQBhgsu2zKWVUhDZBzPJ7PWOwu2PSW/H72FP1qhRfGA3xnXPhmy3QFVV7dGub/KhbqsudhDuZ5zyylKqQBhssudwzneThZG79zz0iemPJSQ9MFAsHJ4LT/5XqSVOMjDSAXLbS+Wt9lNZVFm5JjWi7bBLd2V4U0+OIysGNvVUiPox0YQpnSJhdK0/pZ4x4bJe2pQYoLX4E3JbCv3LYCJ9pe0+Y0dOIptfldPUlCHan1a5Y8B21wc/3BnPox+24etfmXncYurNkXHsk0JsbjlmFKYijPtXDd2ouO55TAqx1Pvu8Bsnt/jVtOY+f3M7b5izilUWLz3oyeWAGArCVInPHXqMEmms/6FA2L/oLoXIPwzBsOOqbsvj9UhTRAYfAxrPRELnHP8ziZT3eK1jDrd3yWx9b+Cet3fJaidWx88gWC04FVDcFp2yVAk+qf9VnTLM15x2XvlGIsuws2TyRrfZ/3FG3WT1MOfFe+/hqQcdy64wckqS5oUSAQvDw4rX+5HlBcNh9rVu3jsdL8WdiNDTVtbiiA0xir62PqdgBOQwRX12rbEjHKs2sFbLmtieLiOXiTFk0nFqawfCF27KVHtaeX34ZcTJI758+xE757RmHxKym3raBwxmtxg361MSfSSu7cd1BYeiueMjHu0vzrsFuX1fVbmn1xTeYRT1YodV1Kfvkb8Cop4qz2lVgdZ5Ff9jqciD/vctMiil1X4YaacZTpL2KHQg3NINB07qQWiUjnTURmvqJmu1Db5eT7H6Y4uq4qZK3UlBsAz6Yw9BRjm79IOb0dPb6ClvP+lVDrRQCMbfoi6R3fJtvzMwaf/QBWamvN7uXcPtxyFrecqRunW/azvGT2/pr+x2+n//E/qcl1fSLZ2v01RlPPYzs5RlPPs7X7P0/KOASCU5G7RqaPS7mxOcQrmkM14rVFk3lVa4iu4MQDWwm4vjnM4nDter88qtE8pbqiKsGZsVqDhQRc3RSibdK2fluYW1snnuDJwOvbI7yx/cRmOxEIBMeG09rNwwX0ngPYiRhOLIKcL1JubwIkaIhgN8ZQxzI44SCFZfNxQwGsGc3o/SN4skRx8VzcSIjS7PZqbmm7MYbd3ky2IUr06Y3IJQu7sQGrowW7KY6nKGj9w9jxGHZ7E5LtkH7FxQR278dTFVxNJbirl0xnC41bX1pu0egLv0Dx/EeKxYWvIHfO24iu/hKJe/3gv3LrMlJXfgo0ndCW/0PODZFfcRueFsaJtKHkR1CSPVgd56D1v4Cn6JRnnIl+4DmsWRchF0ZA1vBkmcQ9H8XTQuRWvoXyrAsJb/gpifs+7h+ncSGpaz5NaMddNKz+IjDVvnz4NC3/O3J99+IUhwi2XEQgsRQANTSTUnIjshYlu/f3FAYeAiDUfiWNS/8GLbaQwsAjk3qSyfc/gJ31C8lYqY2ktn+L5jM/gZ3fT3H4qYlNXYts7+9oip+BUxpl5IXPYuf2gKQR7rgW/1Lnm6yUYBuBxpWUkpvI7J5wj8ns+TlabBHB5sk3A8efZHbTlNcbD7KlQPDHR19++nz3VzWGuHe0wCtbQrgeaLLEZYkgw2WHP+2IsKNgM1Z2uSQepEmTeV1bmLuGC+wslFkW0bmtPcKQ5bA1V2a0EmD4utYwS8Iat8+IctdIHk2SuLE5hO3BJ+YnuG+kSMp2WRLWGCk7XJQIsiKq0120CUqwI18m67ysY5gEgj9aTmsxDRBZuw0AV1NJ3XQJscfWoo5lqm3Jmy4ltHEn0ed8y6YTCZG68WKU4SSR57cS2roHV1fJXHIWkm0TXred+D1P4gY0MpedDZJM7LE1xJ70C5nkVy4kfc0FxO96gmD3fgDK7U1kLj+X+J2PV/NUH4vSBeNCGiC48x7shk4C+5+ptmlDm9GGtxDa/odqKW+9fz3ZVe8muOfhmpzU2fP+ArmYrCnmYnWcS3nGmUTWfg8AycoSWf9DssEYgb0T+2pjOwl0P0Rw20RQ39Fk1HbtHGNbvkJp5HlkPYEeX1p9L9R2CaG2Sxjd9AXwJh6vFgYeIdZ1G+EZ12CltlIcfhpZjRCb91ZS2/+rpv9x67U3TWn2cbeRTM8vfSEN4JXJ991H47IPURx9DlmLE511C5Ks1VmyAaz09hMupmPhhaRz22peCwQCn4QuQaFeoH5852i15PfyiMbHuhJ8vidZLfm9Mqrx0bkJftyf5e6RAh6wIKTylSXNPDBS4KM7R3E8mBdUeEdnnD2FMr8dymMO5lkS1vjXhU08mizyg74sDr7V++PzEqzNWHz7gH/9kYEPzGkgIkt8pTd9Qs6HQCA4PpzWYnpycjO5bBNev6MqpMfbQlu6q1ZnACVXQO/pJ7CzF6niQiBbNsFdvUhWueo/LZfKRJ/djJ2I1fhFhzbuAsetKQSjDYwSemFHbcGXYz1ZqArmyaiju+raA3seRR3eUtMW3HU/klPrm6z3ranLNS3hoY7sZCpyfrimkMt0vJjNJdPzS0ojzwHgWmMkt3yFQONKZHXi0afn1vskFsfWk+3+KW45jRycQdOKv0ePziHfdw/lzK7qdlpsEYXBx3FKo+jxZROuIZJCuPNGgEqw4+RBOyiBJhrP+OtqUznTTbb3d3XjCCTqXWaON2d0vZfN3V8mm99NNDyfM7red8LHIBCcqhTs6VedySvVplyZ3w/lq0IaYEO2zO+H8zVuIrsKNr8ayFXFNUB30WFNusRDY8VqmOO2fJlfDOR4cKxQPc5w2eXn/VlemHQMF/jFQI6ICDoUCF72nNZieiredIuWUy8ApWKpPmgxX0KeUj1RzuSRg1PEpuchl+oFnzTNcY4lTqSN4qKbCe5+EKlSHMWTFEpzLiWw52GkSQF7brgZJAUmlfz2FB1PC9YIb1cNUW5fSaD3yYntZJXigusJ9DyGXM5XjiNhzbsGpZRG3//cQcf4YtbqycIXwHNLlJJbKA4+ipXeiZ5YRrj9Kkojaxh3u9Djy8ju+UXVj9kt9pPZ9V2az/oU8SXvI7X1Pylnd6HHl4FrM7b5S5XB6ETnGniuhZXezugLn0EJzSDYdC6lsXXVMSiBFrTYAuxCP7IaRdaipHZ9D8+e7EstEZt/O4HGM19khseeSGg2q5Z9EdctI8vai+8gEPwR0aIB06eariEzTVD4gVL9mn2g5NQZBXpLdl2+kL1Fu64Iy7DlYE0JVi64Ho3a8auMKxAITgyntZj2mBBwTjhIcfFc1LH0hJuHrpI/ezHqaLpqSfYkidLiucilMvqBiaItpfmdKOksgUkZP6zZ7ZQ729AGJ0qHl1sSFJfOI7DnAFIlA4YTDvrFYfpHqsdxNbVOsB8pxeZlSGE/yFAqjBFb/QWKC65HLo6CY+Mk5qANbqTUdVVVUDuRNqz2M/HUEMFdfj5nT1Yozb3Uzy+d3INcLuBJMsXFN2M3Lya//A0Edj+Ep0exOs5C71tL9sL3Eeh9CuwCnhomtPlX2E0LsdpWoGT60Xfej8KRzS+QWFlJV+cjqzGyvb+jnPLbCv394Fq0nPs5CkNPogbbCDZfyMBT76zpp5zfR77vAdK7foBr5wi2Xkp01isZXvuxiY08C6c4gKQEKVcs1E6hj/zAozQs+HMKQ0+iBFqIzno1I+v+ESu9FSSVWNdtOMUBavGIdFx7RHM9EkZSa9k3eAeypDC7/TUkYvUWcCGkBYJ6sgdJnBSQoFTRtasadK5vCnHfSKEqgDUJbm4JsTZTqvFjvq4pSE/RJmlPdHxlY4j+UramMuKliSB516NnUhaQSxtDzC3aPDgpt/T1zSEWhjS25CxRAVEgeBlzWhdtcYHimYvwZIngrn0omTxuUKc4fxaerqEOjaENjuLEwjiNDSBJeBLo/SO4qoYbjyDZNk4sgpLKIFkOnq4ilcq44SBysYTkuJSb48hlG08CNZlBKpWxZraAqiLZDspICjWTw5rRgt3WhFQuE9iwk6k19o6maEvqqk8Se/wLtcVULno/2vA2gpNKhufOfCtuIE5k3feRyzk8SaK44Aac6AwCPY+hje0GoDj3cqw5lxDcdif64AbA953OXPZhYo9/Ab1vjT9WWSN91ScJdD9IsPvh6nGK86/FiXXU5K6umd8hirZ4bpn0rh9QGHoCJdhGw7zbGVn/yZptJCVM+8XfpjD0BDgWwbZLGdv4eV/sVgi1XUlh8DEm55cNd95Efv9dNX2F2i7Hzu+jXAlSHKd11VfRIrMASO/+Mdm9v5o8AsId15Lvu7/aoidW0HL2Px90Xi+FTH43z2/+CF5lLrKkc8GKrxIKtFO2s0iSgqpM74FfKo+RK+ylIbwQVRVZAgR/fPzrtkHW1T8oZHlE48yoji5LPJ0qsr/kMD+kEZT9TPxFx2W/5dAZUNAliZLrEVNlBiyHuCrhIZF3XBpVhYzjEpYlCq5HxvGYoSukbT8XtS5LZByXiCzTWywTlCUWR3RsDzK2wwvZMpoM1zeFSGgKu/PlGrE9GVG0RSA4+fxRFm2RAX3fIG5AQ8n4Lgly0SLQ00e5vYnA/kG/bTSNXHbIr1xAbLUfSKgAXjpD8sZLSNz9ZI2bRvryc4itXl+1PKujKdKXnU3sqQ1Itr9daOc+cucvI7htT/XYgX0DeEEdOZuvE9JHi977VH0xlf3Pok8KRAQI7HkYN9yKXPYziEieR7D7IfLLXl8V0gDBnsdwI21VIQ2+73Rw2x1VIQ0guWWC2++sq3QY6Hkcu/noqgRKskZ80TuIL3pHtU0Nd2Ln90+8jsxmeM1HsfP7AN/PuunMfyC37w+UM7sJNJ2F3rCUwuAjNX27Vgo9vhwrVcl+IWlEOm+mMPh4jZiW9UYca5TS2HoCjSuxC7W5x8Ej0HIBSqCF0ug61GgXsa43HdV8D4ehsaeqQhrA9SyGxp4mm9/FwOjjvrV6xmuZ3/mWmv36Rx5m656v43k2ihxi5cKP09iw4riNUyA4FRk7yMOxTbkyHQGFjdky/ZXy3euzFtc1BUnZLi/kfN+QkbLLyqjGipjOT/snsi/NDChc2xjkh5PaZgUUbm0N87V9Ey5gcVXmzzuiNQGGPaUCb+uI8e0DlXXbhV8O5vnw3AYeOoiQFggEpzantZgGkHN55EKtr7SSK8Ak1wwAJZND2zdY0yY5LsEdvXX+zsEde6tCutq2e39VSI+j7R+sCulq28Aokv3S3DvG8ZCwOs8ntOu+mnanYRYceI6aMBtJRS4ma7aTHAt5mqBFJTNVQIJUGK1rAw831ISSm3B7cMNN2BX3kmNBYsn7KgVYhlFCMwk2X0Cm+4cTxysnKY2soXHp30xqyyDJATx3IutHILGS8Iyr/QBEaxTXLpLc8S1kLUag6Vys1FbUcAdqeA6j6z9d2UsmPPPGmvHIaoxAYgWh5vOJdRnHZI7gF1/ZN3AHtpOjo+Ua4tEzAAgF6q1RxdIAA6OP+nP1XHr6fkFz/Hzi0cWAn61kZ+938So+8Y5bYNe+73P+sn8/ZuMVCF4OtKrQM41lGvxUdONCepyN2TJj5fq2gl273h8oOTw6pWjLvpLDI1OqGqZsl0entNkePJeu3RdgXdo66pSiAoHg5HLahxFbczuwOmsFSbm1EbulsabNiYRwWhI1bR5gt9VuB/guIVOwWxI1xVkA7NZGnEiobjtrVm1xl6Ml13kxdsc55M58a7UYizXjLApLXkVh8Sur23mSRGHZrZS6rqjZv9y2HGv+1TUFWlw1RGHxLdXiLOAHHZYW3oDVcU5NW3HxLeTO+bNqBUZPDZA7+88oLHvDEV8UnNIoya1fZ+j5vyPd/bNKNUTQ40tou+gbtF/8P7Rd8DWUYFPdvp5rkd71Q4bXfpJ090+Q5ACNKz6KFp2HrDcRbLnQzwu995cEWy5ACTST6/01drYba+wFrPR22i/+Ns1nf9Z3H5k4G1jpLcQX/UUlh/Qqms/6FPJRFKQ55NydImu2/D29A/9H3/B9rN32CdJZvwR6e9OVNDVMpNtra7qc6UI5c4UeCsU+xjIbsZ0iZTtb875VHqvbx/NcRlPr6B95uG57geB0YPAQxWZXRnWaplQcnB9SmROqtTHNDqp0BGtjEnQJZui1+2oSzAzU7ivhp9SbyopYfYzDZY1BIooIRhQIXo6c1pZpFz+4Ti4VsWa1oaRz2IkYdksCqWhRbm1EGxrDjkcpLp0Hto01sxWtbwhPVSku6UKyHUpdHeg9fUienzPaiYYpzu8ksKcPyXUptzeD51FcOIvA3n4kq0x5ZhueImPNbq+WGrfbGnEVGQmPUlAlUHxpFmpP0onf/RHwHHJn3Y4160LkUprY6i+i5AYpzrkMp3Ee5fblaP0b0Ia2UOo8Hzxw4rNxou0Edj9IqetK5OIYnhbCDTUT2fBTrBlnI3kunqLixGYSff5/cPUouZVvAcnP/hFZ8x1wy+RW3IbTNA8khdCmX6Bk/gcXjsiVZXTTv1FO+wKynNmJZ+eJL3o7AJKkoAR8ER1suRAl1IFT8C3qstZAOdtDadTPImKlNuFaSRJL/opg09nk+x4gue3r1eOUxl5A0WsFuWdnsdJb0RvOgKnp/dyyX4Wx86a6MRdH15Ld+1vAJTrrVQRbVh3BjCfNPb2WUnlkYjyeQ//IQ0RCcxhNr2fezNtYNOftSJJCKDCDkdQa9g9NyuktqWRyO9nW4+fVDuqtNDWczWh6wi2nvbn2Rgpg467PM5z03YE0Nca5Z/w/wsHOo5qDQHAqoh9kiT07qiNLcENziIfGigxYDgtDKm2aTGdQIWt79FkObbrMWVENXZLo0BX6LIeABJc3BmlUFXYVbIbLLooEVzQGaVFlZgcUeksOMnBZIoAuSZwV1Xkha6FVtis6cFE8wIashSZJXNsUZEPW4urGIH8Ynr5qo0AgOHU5rcW0B4S2dlf/zlyzitCGnUTW+MFqniyTesXFqINjRJ/aUN0ue+EK0FSiT6yv5prOr1iA0xAl+tQLaAO+y0NhyVzKbU3EHl+HNuCLIWtmK9kLVpC4ZzV6xSfbCQdJvvIK4veuRhscqx7npRLd93DVRhld8x1S8VnEnvoacsE/hpLpI5eYQ3D3QzXBiKW5V+AF48Se/Wa1zeo8Hzsxj8iGn1bb7Mb5FJa+htjq/6i2aUNbSF3xDyTu/1g13V50/Q9IX/FxIs99HSU/fMTzcEpjVSE9Tm7/H3DtDIkl70WSVdxyBqc0ihqZTeu5/0Zh8FE81yLYehmDT/1lzb6FwdUklvwVAPn+h2reK6e3o3XUlicHGTXUiayGCHdcR/7AxLmKzHoVTmkUz7VQQzMA8FybbO9vyXT/hPFPcjS5mdbz/g0tNv+I568q9WXsQeKpDe/BspMAzGi+hqXz/FzXzfFzWTL3PewbvBNFDtDRcn1VSAMUrSESDSvpmvkmMrldNDasZFbbzYylN5Ar9tLUcBa2U6gKaYCynaF34PcsmfvuIx6/QHCqMp1zGsC6rMW6ysOYV7eEODcW4F/2JNlZ8NX30ojGR7vifHb3GL+viNuEIvGP8+KYAznuH/VdN8Iy/O2cBh4bK/JApS0gwftnNdBdKPP7kQLgu3S8rSNKQJb47/2Z6vp/bVOQ65tC/OOuMSzh4yEQvGw5rcX0ZMuoBAQ3d6MNTTzullyX4PaeGl9pCQhv7sZT5KqQBght3YPd2IDkTrQFd+xFyeRrttMPDBHc0YNcmPCJU/JFwht2IFsTZpJj8TBvah+BPY9XhXR1PH1rUZI9tW29T6CM1Waw0Pc/h5yt9RlXx3YT6K4N5JNLaYLdD9Tkrfb7XH1UQhpA1qLIagy3JnezX91Qb/D9gFM7vwdeGSU0k+Yz/7HGUqwEW2vS1SnB1kl9T3HJkRQis1+FXdiPldyIJOvE5r0ZNdRGKbkZ1ykRaDoXJdhKqPUSCkOrSW3/b8Al0HQOTcv/jrGtX6M4tHrKLFyKI88dlZhOxJbTkljFcPJZAIKBdmy3UBXSAP0jDzJnxmvQtSbSuW00xc9lZusN/rnJbmXq7Vm5nGFp10ShmZ2936V3wC80I0kKXTPfXDcOx6334xQIXs7kX3wT7hkpMFZ2a1LTbcn5WTWGJxV9SToeT6ZKbJ1UojzvwrPpEs9lJhyzSx48lS7WFGgBuGukQFiRan6pD40WsT2EkBYIXuac1mJ6Kl6g3k/NkySkqQn7XRdpqu3YdesLr7gHWQGleqnsacf/VJdblxLY+ziSM7GwO/E5SKVMtcAKgBtM4AWiteNTdJxIK2pq70SbGsCOddZk8QAot5xBaOe9tW3NZ6Dve6bmOIeLJGvEF/8lY1u/ClMqHFrp7RQGV4PnX5icwgEye35Ow/y3kun5BXb+AHrjWRQHH8NzCkhqhOjs1+C5ZSRZI9b1RqzkpqpQj855HVp4Ji1n/zPlbA+S1oAaaMRKbWVk3T8ynk5P1psINl9QY6Uuja4l2/u7aYS0jxqaecRzB5AkiZULP04yswXbydHUcBabu79ct91oaj3dB36C4xaRkFnS9R46Wq6jIbKIUKCDQmkimLS9+QqschJVieC4FvsG76y+53kOw2PPEgnNJVfoqYxBYWbL9Uc1foHgVOVwgoLkadZrmN7gMd2Kb03jl227Hs6UtLOO5yFN6VUCVOEmLRC87DmtxbTLxGLqhIMUF85GKlno/b5LhqcqWHM78DSV0LYJ621x0RyQJCJrJ3IXl+bPwm5OEH16ImWcNWcGpQWz0PpHqoK8NLsda84MArv3V8uHO7EwhQWzUZIZtOGk38aR+RRPR6lhHnp2H+BSmnMZkl2ksOB6gt0PI5dzlFuWYCfm4GoRlNwQklPCUzSK86/H00Koo7ur1RKLi27CmnEmanIPSn4ET9YoLLgep3EeduM81LFuPEmmNPdy5HKBwsIbCXY/AK6L1bkKuZyluPgWgrvuRS6magrmHA6htktQI3MYevZvmZyFRI3MBa/WOu4U+hjZ8C/Y4yntkhuIdb0ZOdBMevePSW79Kuld36dx2QcJNK6k9YKvke+7D61hEcHGM/HcMmNbvkJx6EkkWSM69404pWEm56V2rVGKI8/WjdMuDeF/q2qvoKG2ywi2XnzIOdpOAccpENDrgygBErGl1b87Wq5laOxJxi/f4eAs+kcewXH975SHy87e79PefDUjyWdJxFYSCnQgyxrN8fPYP3gnm3d/EVWJMr/zT/C8qVd8m3OWfJYDQ/dh2WO0N11BQ2ThIcd/ongqdR/Ppx8lrjZxQ7NBmy78uAVHx+HUnb2xOcSKiM4z6VK1kMuyiMbVjUGeTBUZrKjlRlXm+qYQO/Jleop+z+PFXbKOy+ZKOj0ZuKopxIyAyp2TypHf0BwiqsjsnuTmcU1TiAvjAZ5Klcg5wjwtELxcOa2LtjhA9roLUUdThDbtQi6VcQM6hTO6AND39qONpfEUmdK8TjxNRUll0fqGQZawZrfjBgPIhSL6vkFwPcodLTgNESTHQe/pR7bKWC0J7Jmtvo/29h7kooUTCVKaNwtPUwl070NNZvEUmeKSuZTbmgk8/ByBKeM9mqIt+SWvwupcRfzRzyHZvtCyZp5L7qzbaXjs8yjZfgDshtnkVt5GeMtv0UZ3AFBuWkBx4U0EeldXrc+l2RdRWHQL4U0m+oB/4+BE2sle8B70fU8R2nG3P1ZZIXPx3yLZJaLP/GfV1aWw+GZKcy6j4f6P11mFXqxoC0Bx5Dky3T/DtXOEZ95AdPZrGHrmb7ALE7mmo3NeR3bvr2v202K+ECxndlbblFAHTSs+xsj6T+FaY4BMbN5bkJQA6Z3/W7N/uOMG8n211vbEsr8jtfXLeFVruUTz2f9MYeBR8n2T0xGqROe+loZ5tbmeJ7O951vsH7ob8AgFZnL+si8ctNjKOGPpFxgYfRRda2JW2808t+XvKFlDk7aQmdP+GvYO/Kba0tVxG5ad4sDQ3RNbyQFa4uczODaRqWTpvL9hRvNVBz2253n09P2S/pGH0NQ48zvfekLyVD+bepCfDnyt+jqhNvPxed9AlUSFR8GR8ycbBqetw3ptY5AZAZUdeYvn0xYufiXERWGNIctldbJA1oXFYZVVDQGytsdT6SIDlkurJnNh3F+9t+dttufLNCoS58UDBGWJvQWbDbkymgQXxgO0aAojZZcnU75Lx4qIxrKoTtF1uW+4QN6DmbrM5Y0hdEnih/3TZ9YRRVsEgpPPwYq2nNap8RRA7x0gsGsfcqliNShZBPb2IRcttDE/kb7kuAR278eJRdAPDCF5nt+2pw+7sYFATz+S4yJ5HvqBIZxomMDuA8hWJX3bcBKpVCbYvR+56AsvJVdEGxxBSWdRk9nqcYLbepDzhTohfbSEdt5NaOc9VSENoB9YQ6D7oaqQBlDTveh966pCGkAb3YU6trPGjSPQ+xR6/9qqkPbnMoDWt5bgromqf5LrENr6e0Lb76zxGQ/uvJfAnkeO6otlZXbhljM0rfh72i/6BrE5tyJJMk1nfpJQ+9XoDWfQsOBtRGa/FknWa/ZVgm3Y+dr82E6hn3T3TytCGsAls+dnNYK7en6ic1FCHRPzaLmIcNtFNJ31KQJN56EnVtC47EMEEsuJL343sXm3T9rbJtvzS4ojz007r3RuN/uH7mLcylwoHWBL91de9Hw0NpzJGV3vY37nW9C1RJ34bW28kAPDtTcA+wb/UHXdGMd1S8xufzVL5/0Nc2bcyjlLPntIIQ3QN/wA3Qd+QqHURzq3lRd2fOaEpM9bn32y5nXSHqGnsP0gWwsEh+Zg+ZIeGCsSVSSeSVs4+L/MZ9IWEUXmkWSxWoZ8e95m0HLZnLMYqFioh8ouG7JlLBe25/1rwJjjsTpZIqEqvJAr4+H7QT+WLDE7qPJoskjZ848zLrTvHymSryydByyXvUWbdVkRtyAQvBw5rd08wC/GoqRztW3pHG6gVoxJros6WB/7rfXXB9VpQ6N1/tPqaKquQIuSzMIUy7/kuKijaY4ZHuCU65qlcn0lLblUf1wl039YbZKVAbd2zr5v9hT3Ac+tEdeHS7r7p2R7flHpWKFp5ccJNvl5rdVQG41L/7pm+4YFf0Zq53fBs1ECLTTMezMZWaMwMOESEmg6F6+cnDI+Gy26oGY7JI1Qy4VEOq6jlNyIrEbRG/wqjoH4UgJn/kPtvCVpWh8WK72TYPP5de3Dyafq2jK5XQc7FQdl3sw3EdCaGMu8QDQ0j9ntr+apDbXZN2RJoyl+LqnslmpbQGsmGp5PQ6Woy+FwYOiemteuZzGaWkd782VHPO4joVmrzcEuIZNQmyk6eYJK+LgeW/DHxbZ8/bq5PV+mNCUWpqdo0zMljeneoo02ZQ3Iu15VXE9mc7a+aszuQpnclOPsL9nC1UMgeJlyWlumAazZ7Vizay/Q1qx2ylMKp7ihANa82gAyT5IozZ9VV4ylNKcDN1RrWy7PbMWa0VLbNqsNa9aMmjYnFqa0cPYxq3RVXHgDxcU340kTHtjlliUUl74WV4tU29xgnMLy1+GpE+P2lADFxbfU7OtJMoXFN+OGJorVeLJCacENWHMurT32oldQXFzrllKadzWFJTcf0fxcu0C255cTDZ5Dctt/4RSHyQ88Qjm3t2Z7z/OIdN5E+8XfouXcz9N24TdQw53EF72LSOctqJEuwh3X07j0/YTaavMra9H5RGe/koaF70ANz0ZrWELTyo+hBJqQZI1g0znoDYvwPBcrswunNHGDVRh6muG1n2B43T/i2vWBlkpw+sewjQ3n1LVpWoJcYR8jqbU1WTRcz6FQ7MOdmu8akCSZzrYbWbHg7+ia+UYUJUDXzNtqtumaeRtzZtzKnBmvJxTooKnhHFYs+Bi2U3tD6bplMrld2M6ET6ftFBgae5JkZjPlKdv77x95cOmRcm3T6+nQ5wIgo3BO7DK+1vtxPr7rrXxz36fJOcfwRlTwR0tIlriuMVh3AbwiEawr5HJWVOesWK3x5cyozopobVujKnNRvPa6oEpwTVOwTnhfHA8yK1AbNXNuLMD5DcfqmaVAIDiRnNY+0y7gtCRwAxpoKko6jxMJIpVt8DzccAg1mcYN6Hiqilwu4wYDqGNpPFnGaYgglyxcXUPJ5JBsFzsRQ7ZtXF1DLpSQ80XspgYk28GT/VhtOVvAiUfBdX0/7VAAJZvHCQdBllFyBZyR1Ev2mS4RQdMkvECE4oLrkcp55PwI2tBW8BxKcy8HSUIujKGkepHLOaz2M5GcMpJTQiqlUXJDOLEZvnXb8/ACMeRiCjsxB2QVycohF8ZQU73YjfMoty5DLowiF8fQhrfihpoozr0CuZTyjz2wAWQFckN1AZYH85kuZ3sZeu5vprRKIClQKYndsODPiXTeTGrHt8n3P4ysxYgv+HOCrReT3vUd8n0PIGkxGubfTrj9CqzUVjJ7f43nlFAjs3CLw0haA56dw7WSBNsuIdJ5C05pmOTWr2OlNqM3LCFxxnuRZI2R9Z/Gzu8HZGJdBoHm8xh+/qPUWeInEWy5iKYVf1fXvn/oPrZPygMNIMthXNcXp7rWyDlLPoNt59i4698olUfQtSZWLPgIDZHF9PT9ksHRxwnoLcyfdTux8DwGR1ezd+D/AGhNXIyiBFDlEMOpZ3Fci87WG2lJnM/Q2JNs6/kmZTtNQ+QMViz8O4qlITbs/BxlO4Uih1g672+IhrtYs/Vj1UqJkqTjebUWtSVdf83MlmsOOv9jhed59Fk96FKQL+39EEV3QsRfEr+RN7T/5SH2fnkxYGX5ev+zbCsMsyTUwntnrKJdj774joLD4k0bBqdtPzuqk7Jd2nWZ4bKL40GrrjBWdkioMlnHY9R2mRVQKLkumiTjAftKNjMDCpokYbkesgQ9RYcmTaZRlSm5HlFVZm/RJihLtOkKY2WXhCozWnYoedAZ8NvCioTjwWjZYVZQJVV28IAt+emdU4TPtEBw8jmYz/Rp7eYhA3Ile4Yb1ElddyGJOx+v5or2JEjdeCmxJ9bVuILkVi1HSWYI7piwiJbmdmA3NRBZu63aZjfHyV52Ng33PFk9s56qkLzlcuJ3PV6TVzp91XmEtnRXC74cixMfIAdloJwl/MJPSV/+9zQ8+rlqWr/wlt+QufiDBHfchVz2LZChTB/Z899FoPsRtBF/Lkq2n+K8q5HsEoFeP+2bNryVYtdVSHYJfeAFAPS+MaRyHmvWBYR2+KnW5MIY4cwBMhe+n/jmX3M0SPJ0Z8OrCmmAzJ6f43luNfDPtUYZ2/oVYsV+cvvv8vcojZDc8lXUUAcj6z9dDRy0khtpOutTpLZ9o5qP2kpvRUKmMPIMVtKfn5XaxNiWr6BF51eENPh+1iauneVQQhrAKWembc/l99S1uZMEolUeo6fvl2QLe6uVEK3yKNt6vkFHy3V0H/AL6eSKvWS272blgr9n0+4vMO6Dncnt5MyFn2TT7n+rZvsYTa3lrMX/xJY9/4lTsSinc1vp3v8TcoVeynbKH7NbYMfeb9OSuKCm5PhUIQ1gWQcrgQHdha3cP/ILJGRuaDGYE1x00G1fDEmSmBno4kBpT42QBthf2n3U/U7G9srcOfwTNmafpjPQxWvb3klcnT7LyvHk6/3PsrngB5VuLgzx9f5n+ec5V5/wcfyxsa7ietFdhFe1hJEl+O3QxHdtUVjlHTNjfG5PstoWkiX+34JGPr5rjPwkF42Pd8X5zoEsuwsTv5l3dsbYkS/zyNiEu91F8QBnR3W+uX9inWhSZT7aFefjO8cOK/OIQCA4NTmtxfRk5KJFcPvemqIrkgfBnb11PtX63j6UsfSUtn6UVG0AljqSIrCzt+YWRbIdglu7a4Q0QKD7QFVIHw8kzyGw94m6/Nh67+qqkK62HXi+KqSrbX3rkKb4VAf2PVXjAgK+yPbUYE2bXC4Q6K0NHDuisSsv/mjTc0pY6W1TGymNrp+ypUu+/6FJGTgAPPJ9D9QUdgEoDD9VV3mxnN6GrE61DLpIaoQXY7JLyGQk9GnbJ2OVU+QL+2ra8oV9jKSm5Pi2U/SNPEhtxluPA8N3V4X0+JgHRh6sCulxsvk9lKzaOIBSeZSyPf2NwGQKU87fOPuLe/ha78eqrzfvfZ6Pzf06rYGOabc/XNr1WTQoTaSdifO6OHzWS+pznJ/1/ydrMo8CMFzuo7e4i0/M/+9j0veRsK0wfMjXguPPc+n6oL8deZtHk7XrZsH1uHu0UCOkAe4fLdBv1Urhp5LFajXFcZ5Nler8sUdtl/tHC0JInyKMHNAY2BNEkqFjfoFE28FCWAWCWk6Yz7RhGDcahrHNMIydhmH8/TTvS4ZhfLXy/guGYZx7LI/vSWA3N9S1240xPLn2NDjRMG6kNtjJDQdxY7VtnqrgNNQ/krWb6o/jxKN1ftbHEk+SsGbWn7Jy+3I8qXZ+duM8nHBrbVt8Nm6kts2JtOE0zqvdrmEWdtOC2mPLKuUZRy9yCiNTBXE9ofbLCSZW1jZKKoGmKXOWFPREfQo3LTIXpNp7RzU0A61hSe12DYsJtV1S06YEWonOfm3F/1rC/9nURyC6xfrATYDhVH0A4lRmNF9Fc6I2eLE5cT6R4OyaNklSiUfOqNs/Gq6vvBgNzyeo136mTfFzaG2szYfdXK2meOjlYCzzwrTtvxz85pQWj18PvXRhqkgq7+z8OAtCy4mrzVyeuIXrm974kvsF2JCt/UxG7UFGrOlvFo4nS0Ith3wtOP50BBTa9VqjQVSRmBmorwQwJ1hvf5oZUOtc2lp1hTZdrmubehwJmBd8aWkfM5bEz3aH+e9tEXakX2r1ghPDlqTKf26O8oOdYdLW8a9a49gw0BNg/44gxdz061xmTGH3+ii5lEp2TGXnmiiF7AmSSDZIW3XkNUFInvahbKclJ8QybRiGAnwduB7YBzxrGMbvTNPcPGmzm4BFlX8XAt+o/H/UjBcO8WSZ0ryZyKUypdnt6L0DSIA1oxnJdigunEVwZy+S6+FEQzjREG44iJwrIFtlPFWhNGcGnqqgDCdRCiU8Waa4YBZ4HnZzHHXEf2xemt2ObNkUu2YS6OlD8jzKzXFcVaHYNZPgzl7ksl1TUOZoKQIBRcNTw5Q6z0cpjJFfeivBnXcjuTZWx7lI5RKFM15DcOfdyOUC5dZleLJGceH1hHbchVwYw4l2UG5ZjJ3oIrj7fuRyHleLYM08HyQJqZhETe/DiXZQXHCD7+rRtgJtaBOe3kBhySuRi0lKsy9G71uDhwx24bDn51hj07bHz3g/5dQW5EATnmvjlDOEZ1xHYWg1staAnliOa+cItV9JcfhZZC1GqP0K3OIgwZaLKA4/DXjo8aWAR6j9SgoDj1bLkst6M4FgG55bppzejhZbgJ44Ezu/n1jXmyilNqPozaiRuWR2/4hg68U0LPhTkGQGVr99mhFPH39QtJLTts+ZcSvF0iDx2AosO0VLfBWqEiGd3UosvIBo2L9paYicQTq3FUUO0958BWUnS1vTFQyNPg74oltCp6nhXEbTayr7LMF1y8xqfxUjqTUUSn00N5xLQGtG15qZ034rqdxWP8tHeCHZwh6Wzf8Qycx6dDXBnr5633arPH3wX96pt2oPWBN5wddlnmBnfiOzgwtY1XA1sqQwUOplXXY1MSXB+Q1XocsBCk6ONZlHsT2bc2OXE1MTzAx0cVniZobL/SyPrEKVfeGxO7+ZnYWNzA4uZGnEv6HqK/WwLvMEMTXBqoarCcghBkq9PJa8E8ezuSRxI7ODC8g5aWyv3uKkSCf+Qd17Z6yq85l+ufJQcpjnMylmBYK8qrmdiKKyr1TgkeQIQVnh2sYWEuqpkS88LEvkXY82TWZ+UEWWoLdkM1J2CcoSlyeCqEgsCKnsKthIwPkNOnnH44KGAM+mS3hAV1AlKEtcmgjyRLKIA7RpMm26QkyVGCkXyTkeYVni4ngATfJ9pveXHBQJrkoEyTku58R01mWsIw5Md1z4p/Vxxm/ud6Q1rptR4MbZvrV9uCizKamR0F1WNJZRJCjYEutH/c/hrKYyIdXD8WBzUiNZklneWKYp4Lu07ckq7MmqdEVtuqK+/XxkUp/LJ/W5rtLn2ZP63DimkbRklifKtAT9Pn+/N8gjA0F/zDl4YUzn8+clUY6ThvRc2PJUjELG/333dwdZelGGYNRh5IBOKS/T2F4mNVT73fQ8ifSwRih6nNMVeqDcEUMe9McnrwvivCqD1+wg7dCRkgrenDJeh79mSUMK0j4Nr9nGm237H31eQu7W8QIuXlfZV3Y2SN06UhnceWUI+bkZpV4VaUzBnV2GJv8zkfpUpH0qXpODN7+SRnhNEHlbAIIuzqqCf6xTCDltE3l0FHXAwm7XyV3RhNtw8pwtTtSRLwB2mqa5G8AwjJ8BrwEmi+nXAD8wTdMDnjIMI2EYRodpmn313R0eHpC+4SICu/YR3OU/QvckiezFZyLZDpFnN1WrIRaWdFGe0UR09Xoi6ytFTVriZM5ZSuTZTYS3+NX2XF0jfdX56L391aqJniSRXbUcPI/Ic5sJ9A5U+pyL1dlG7PG1RNdsrfaZvmAF0TufeMliWgVGX/O/NDzyGUK7H/DHp0VIXfcvBHc/SGjbHwjsexoPieyF78VDIvbM19GG/NNeXHAdxXnX0PDYvxLZ5GfTsONzSJ/3TiLrfkB4y6+rfSav/xyBvU8SXfudyrmVyF7wV3haiNjqLyFVKuwV519PYemrid/x1xwu+bFt07YX+h8mseSvGHrug3gVdwVZb6Ltwv9idMNnKPT7c0ZSaTn7M5TG1pPZ87Pq/rF5t6MEEiS3fQMr5aeKC7ZeQmTmKxjd/CWyPT8H/OIu7Zd+n9EXPk1u7y9r+iwMPkZm9/cAyO2/g9i8P0EJTGQ6OTzq0xSCH3jYkriQddv+Ebfio9ySuJBzzvgcz23+MP2jD/tj1ttZtfxr7N73/WoxFlnSWbnoE2Ryu+g+8GOGk88AMLfjDYSDs9m25+ukc9uqfZ6/9As8t/nDlXzXfp/nL/siW/d8jS2Dd1T7PHvJP5POTZ/X2TvIPBrVVobKtTm+k/YwTyTvIu9kuWvkJ35jCnqLu1jVcDVf3/cJ7EqJ+GfTD/Kuzk/xpb0fZqTsW/cfHP01H5z7RX439F3WZvybhruGf8JfdH6C4XIfvxr8VvVY1ze9kaWR8/j6vk/gVETyc+mHeVvH3/OV3r+v+l0/n3mED839Ej/p+wreNP7vmvTi7jjHmnY9elr4SP9hZIAfDPhr7DMZ2JbP8o6OOXxs91ZKlbXhweQwX1ywjKB88q2nZ8d0bmgK8ZW9KX5Z8ZXu0GU+s6CRn/ZnuKtSuTAoS3xwTpzteYs/DBd4Nu3/Tt/SHiGqyvzvgQx7Bvzv3IUNAa5pCvHN3hQ/H/BdB2fqMh+ZG+cXA1l+UzlOUJb429kN7Cra/G6Sn/ZbZ0Ro1hS+2nv4GWt+sqMiSqtI3N8fJqTB3IjNN7fFsD3//eUJi9vm5fmPTTHGLP8zeKDP4W+XZzC7w2xM+t//O/Z5vOeMDHuzKr/tnXga+5rZeWZHbb659dB9Pljp82fdYTZX+rxrn8e7z8iwJ6vyyMDUYlUSP9oR5M+WTL++vFTSI2pVSAO4jsRQr45VlEkO+uPr2xWkvateNAejx98BRxpQqkIaQHIk5E0BcCTk3ZU16YUg9tU58EB9eMLl0FlRxF1aQv1tDMnyFYXbZuPckkH9XQxppCLQn3exb00jrwuhbPGfkMvPejjX56AgoT42qc++Il6Lg7Km8jnlZJT7othvTvmC/BQh8ugoWr//e9T6LSKPjpJ55ckL0j1RYroT6J30eh/1VufptukEjlpMy1SKtuyesJJJnkdwVy9S2alZgoI79oLnIpcnfjzacAp1YAQ1OWF5k60y6sBIXZ+BngPT9NkLnlfjP60Np9D2DR6TE68CoW2/RxuZKMQil3MEd9xNcPdDE+PDI7Tt93hqqCp6AQK7H8RVAjX5p9XUXrTBDWijO2v6DOx+mGD3lD63/wFPDdb22f0Anqof0Y2Cd5CUa1byBXL7fl/zvmuNku39LeXMpDzNnk1u/10UR56p2T/fdy9qeGZNIGNxaDVKsB2vnKq2OYU+cr2/qeszu/9OikO17gC5/XeihmrTHR4tPX2/IhFbXhXSAMPJp+kdmENxkstB0RpgcPRRRlITRWFcz6J/+AHGMhtq+jwwdN9h99k78DuGk0/X9Llv4Pd1fb4YU4X0OGvSjzJSrs2m8HT6fopuviqkAXqK23lo9DdVIQ2QcZI8Ovb7qpAGcHF4eOx3DE2yegM8MvZ7RsoDVSENsLe4g0eSv6sJYLS9Mo+N3UFvqb5oD8Cu/GbObHhJD8P+aHk0NVLzelM+y10jg1UhDTBUtliTSXFJ/MQHek5ldapEiy4zNimvc5/lsi5TYnNu0nrheqzJlHgqVSu0Hhgr0qErTE4L/Uy6xAxdqenzgOWyMVtm0zR9Pp2uDfK9b7RAh35kV4b16elvAB/sC7IgZldFL8CmpM4jfU5V9AKMWQqP9AeqQhrA9iQe7Q+yM1M7lgf6gsyfrs/+afrsC1SF9OQ+d2Wmn9+GtM7BjA4vFWmai5HjSFUhXdmKfFqheWaJkQM6kgStc0o0NJ8Aa+x0F0sXpN21lnJ5YwBpiraXNwf8ba2JTuRBFW99sCqkAaSijLwxgLx1Ys6SJyGvDyJNcbORtwXwirX50iVHQhpQfav3KYI6YB3y9YnmRInp6Zyipt7iHM42GIbxLuBdAKZp0tLSMv2GFUKBQF3hFE1RYUpyfAkI6fU+zZFgsK4tfCR9Bg6vz/Htx+czlYPNLxys7z+k63V7qLLE1OdoEhAO1C/GkWnaQgHtIH3W+wCGphnT+HvTzS9y2T+y4+7b6ndAJtLQQq5WOxGNNTE1C3IwHKVYez1HliU0VWGqvSEcCtTtH47EmFrfLxSOY6kB3PLEAqLqEYKRZqwU0yAd9PObFslFn+biGQzUPwoPTuNXqemKH0V7OH1Os38wUL/dtH1OYrr5zRtawtjYUF17W2QmxXyedGEigDCohIgEozDFMyQSicIUb59QKFzXpukqsqPUlLaTJYloqL7PttiMuv0743NR0grONHm8L5p9FWHtxQNNBfW09UXYU5wI2AvIMi3RGCRrAypbEwlamk+kX/j0qfEAAoEQMCU4OxQCam/uVT2AN2UV8SQZRdOAiQu4B+ihYN3+WjAEU1YcNRCo2RcASUGd0udkpl9bDmI5lWQ0vX4dD4SmWoUhGAxTt7bret0V2TtIn8FQ/f7THUebps8JlCNbO4+A5maPwT0uY4Pj44AFy4KM7K8dczCkcf41CqWihySBHogAJ2A9aIHsegdnT+W1DtGLguS7vZoEUlpQxSvW5pSSJImgFmSqxA0Hw5SmfCahQKjum6WpKh5T+pQlgnMClLon7S9B48IG5MTx928/XNxZY9A78buSZkWO23focDhRYnofMDmSahYw1Zx1ONtgmua3gPFnvN7wsL9Yx/HLh0/+qF1NJTV3BqF0hmDFkuwB2YWzkGyH6JPJ6rbFhbMpds0gvmV3tbqh3dhAal4Hia27qxk/xvsMpzNV6/Qh+5zbQXzzlD7n1/ZZHS8wNjx9NH8j9TewdqyT1Nzrie96HDW5xx+LGiA152qCVpngzokqdtkFN+GpAaIDW6oZP4pzL6Mw+2riW+9BLvsXACc2k+TcGyp99kz0OXu8z3tr+9SCU/q8nMLsq4hvubva5/g5coDUtPPTgABMuWBFOm9EarwaJXh3NROHGulCbr6OQNNaSqO+f7CkhFFbbyDiBsnunUjPF575SpRQOwyuYXy5CLZchNx8HbJ2N26lOqISnIHcfAOBpg1T+ryOqNJKetd3Kz3KhGe/AS3cCf3PgVt7IW675AcMTzO/mbEPcCDz5br2Wa2vIh5dyoHBJ/Aq4q4xdhYt8Rvo1u6qpqrTtUZaGm5gMLaJsYwfrClJCq3x69GVWXQf+MmL99kwTZ/xw+tznM6Gj047P6PpfWxOramxAsfkRq6K3Uqf3sOPCl/CrZz/GxpvY0F4Oc9ID1LyfEvU4vBZXBS8gdXaPQyV/QdRMaWRC4LXciDaw7rsE5Wzr3BJ5CZG9cGaoMcrEq/mrNDFPCM/XB3DGeFzWBW4jrWh1ewo+Jb2zsB8ztGvJNWY5N7Rn9fM4bzoleRTBfJTxJXg8Lg10cLm9BhZx386d1vrTC4NxbhX1Rix/Uv9klCE+a407XfoePGzlW3T5ppe1RDgqqjE3YpEpmIEadVkrgvDc2GVHZVcz5oEV0Vlwm6oxiXjpqYA7brCmrEJGbmqIcBVkWn6jHh1fV4dVYhM0+cMXeH56UNIpj1vnzkTPvlCgqkq9Yq2Al1Rm3WDUZyKJXlJQ5kL4zke1xpIl/2rSYPmckE8zfaGCDvS/g23LHmsSmRpVVXu3j8hii9vKzBvSp+LG8pc0OD3mar0GddcLoyn2dkQYXulT0XyuKAxS7umcOe+qZVMPT53VpLj+bWYfw4kBzRsS6JxRhlP9WjuDDOy3zf8SLJHU2eW4eFJd+kvnuDo2HEtSN0aUkHG7bJIhT3kZSGUjb7hzZM9SsuzUJRRHg4jVT5vZ2mR8sIS6qYGJNtv85pssosyflvKN3Z5uktufgYlHUTe7s/Zw6N0hu86ogxGkCqfqbOiQHZBEWVfGGm3DrqHs6rAqG3BKZRsSL44RqRcnvCZvjiGewLWlkqe6TpOSNEWwzBUYDtwLbAfeBZ4i2mamyZtcwvwPuBmfBeQr5qmecGLdF0t2gIQ++Ed1buDAmDdejVuNAyuh97Th5LKUO5sw271fV7VgVG0viGcxgasOTP8AieZHIHuA7gBndL8TtBUJKtMYPc+KDtY82Yeuz5/fi9BfJHsAKmDFGwZJ/5zAxl/8S6c/edY867C08NQLhLoeRTZylKacylutB08F33fMyjJHsozzsJu9TNAqCM70A6swYnPwpp1Mcgycm4IvedxUIOUuq7A0yNQLhDoeazS5yW40RmH6HMnWt8anIZZWLMu8vvMD6M/8CVCef+RehnITlOwZTKl5Fay/Q+hR+YQaFiIHvczbbh2geLIM0iSRrD5fCRFx/McSiPP41hJgs2rqn7MxeHnsDI7CSRWEGj0s3qUM90UR55FCc0g1HoJkqziWEkKA48hyRqhtsuRtUilzzV+ny2rUPREZf/dWJldBBLLUMOdlTHlKI1txMrtQ9GbiM48tN/rQ8+9C5iw3p656BM0x88DIFvoYWjsKYJ6C21Nl6PIOlY5Sf/Iw4Cf6UPXEjiuxeDoYxStYVobLyIa8isFjqSeJ5XdRjy65Jj2+cKOz06aQRtXn3/oDB27C1so2BlCSpQ5oUWokn8hHbH62VXYzOzgAjoCfv/J8ggbsk/ToCZYEb0ARVIpODnWZh7H8WzOiV1GVI3jeA4bsk8xbPWxPLqquv+ewlZ2FjYxO7CAJZGzAUjbo2zIPkOD2siyyPkokoLneewpbsX2bBaEliFXUj0OWQcYLB0APLpCZxBRY4ecm+DFKboO2/I5ZuoBWitP+QqOw/PZFEFZ5pxoHEU68ZatnsFBPjopUct7ZzVwcSKAKkmMlh0eTxZRJT/oMFYpvPJ4skiy7HJRPEBnJYPHc+kSu/JllkV1VlaqH3YXyjyXLtGuK1ySCFb7fCxZRDuCPpdPqqjYXSjzsZ21ivpQBVt2J+G/dsQBSEhljEUWi+O+KOwvyGwc00noLmc3WagyZMsSa0b8Y53bbBHVPMourB3RSVoyKxstOsL+ze+WpEpPVmVu1GZpYqLPDZU+zzlEn7YL60b9Plc0WswI+X1uT6n8YqfOmOuvD3+9OMXc+FF8sC8Rz4PUkEoprxBvKxMMH7qOwMlA6lORxmTcWTY0VIIFxwMQmxy8OWX/PiotI+/SIeDiLrJ8+1RJQt6hgy3hLrAg5vouIXs0pLFKUGNr5cnGqIy8v9Jn56QbCptKwY4TPPFTmIMVbTlhFRANw7gZ+DK+Afk7pmn+i2EY7wYwTfObhmFIwH8CN+I/J3ubaZrPHay/CjViWiAQCAQCgUAgOB6cdDF9nBBiWiAQCAQCgUBw3DmYmBbGe4FAIBAIBAKB4CgRYlogEAgEAoFAIDhKhJgWCAQCgUAgEAiOEiGmBQKBQCAQCASCo0SIaYFAIBAIBAKB4CgRYlogEAgEAoFAIDhKhJgWCAQCgUAgEAiOEiGmBQKBQCAQCASCo0SIaYFAIBAIBAKB4CgRYlogEAgEAoFAIDhKhJgWCAQCgUAgEAiOEiGmBQKBQCAQCASCo0SIaYFAIBAIBAKB4CgRYlogEAgEAoFAIDhKhJgWCAQCgUAgEAiOEsnzvJM9hpfCy3rwAoFAIBAIBIKXFdLUhpe7ZVo6kf8Mw3j+RB9TzE/M7499bmJ+L/9/Yn4v73+n8/xO57mJ+R23f3W83MW0QCAQCAQCgUBw0hBiWiAQCAQCgUAgOEqEmD4yvnWyB3CcEfN7+XI6zw3E/F7uiPm9vDmd53c6zw3E/E4IL/cARIFAIBAIBAKB4KQhLNMCgUAgEAgEAsFRop7sAbwcMAzDATbgn69u4HbTNJMndVAvgSnz2QL8mWmaecMw2oH/AC4CxgAL+DfTNH9z0gb7EjmV5mQYhgd8yTTND1VefxiImqb56UPs81pgu2mam6d579PAXwBDgA58xjTNn77IGD4AfMs0zfwRjPsq4MOmab7ycPc5RF+HPAeGYfwp8HdMRE1/xzTNL0zTz3eAVwKDpmmumNT+c2BJ5WUCSJqmefZLHfek/m8Ffg0sNU1z67Hq91hzLD+zSX02Aw9UXs4AHPzvHsBHTdO8Z9K2HwAWm6b5V5PauvDXm23439dHgb8yTdM1DGMR/u90KZAE0sCnTNN89FiN/3A4FmujYRhvBD6NP5cLTNN8rtJ+AROPpCXg08drHaqc6z9M+W18GshO93s6wr4TwFtM0/yvI9zvmBz/WGAYxmz87995pmmOGobRCKwBrjJNs+fkjq6WY/S76wY+a5rmJyttLUAf8N+mab5v0rbrgc2mab75uE1oGl7qHCvtd+P/Ph+fbt0zDONrwNtM04we+xkIy/ThUjBN8+zKwjQKvPdkD+glMnk+FvBuwzAk4P+AR03TnG+a5nnAm4BZJ3GcL4lTcE4l4HWVhexweS2w7BDv/0dFLL4G+G/DMLQX6e8DQPgIjn+sOeg5MAzjJvzx3WCa5nLgXCB1kH6+B9w4tdE0zdsq3+2zgV/hC99jyZuBx/G/Ry8ZwzBeNgYN0zRHJp3bbzLx3fsG9efjTcB0N3a7Kvucif+9fq1hGEHgDvybvAWV3+lfA/OPy0QOzbFYGzcCr8MXa1Pbz6/M/0b83+sp+fm/yLgSwF8d4v1THtM0e/G/t/9aafpX/O/fKSWk4Zj97nbjGx/GeSOwafIGhmEsxdeEVxiGETk2oz88jtEc/x24fbr+DcM4H/97e9w4JX/IpzhP4l8IThcew5/PNYBlmuY3x9+oLCxfO1kDOwacanOy8S1Tfwv8w+Q3DMOYC3wHaMW/I38b/sX61cCVhmF8Ani9aZq7puvYNM0dhmHkgUZg0DCMbwCrgBDwS9M0P2UYxvuBmcBDhmEMm6Z5tWEYNwD/BASAXfh37lnDMG4EvgwM41tsjvs5AD6Gb009UJlTEfj2Qeb7aMXiMi0VAWTgfweOCYZhRIFLgauB3wGfrliA/xkYwbeIT7a2ZoH/rmw/BrzJNM0hwzAeBlZX+vqdYRjrgC/gr8fPAu+pjPttpmkalWNfBXzINM1XnYTP7MX4JfBZwzACpmmWKp/LTPybjmkxTdM2DGM1sBB4K/CkaZq/m/T+RnzxeTI5qrXRNM0tAIZhTG2f/DQoyEkqOlb5/j2N/71MAO8wTfMxwzD+HLilMraIYRivBn6Lv6ZowCdM0/wtvvBcUPne3mea5kcMw/gI/u8tAPzGNM1PVY71D8CfAr3469rzJ2iah8N/AM9XLJ2X4d/AvZw4kt9dAdhiGMb5lScltwFmZftx3gL8EP+JyquZXrCeaA57jqZpPlBZJ2swDEPBF9pvAW49XgMVlukjoPKhXIt/IX3ZU7E+3IT/WHM5J/YCfCI4Fef0deCthmHEp7T/J/AD0zTPBH4MfNU0zdX437WPVO7apxXSAIZhnAvsME1zsNL0D6Zpno8vBq40DONM0zS/ChwArq4I6RbgE8B1pmmeCzwHfLBiKfw28CrgcvzHbseSg52DFRy7i+3lwIBpmjuOUX/gPyW42zTN7cBo5ZwDXAB8CFgJLMC3SgJEgDWVc/sI8KlJfSVM07wS/1x8D7jNNM2V+IL6PcB9wEWTLES3AT8/iZ/ZQTFNcwR4hoknBW8Cfm6a5kHFomEYYfy19JRce47X2mgYxoWGYWyq9Ptu0zTtY9HvUaCapnkB/pOgyd/Li/FdW64BisCtle/Z1cAXKzepf0/lCUNFSN8ALML/HZwNnGcYxhWGYYxb8M/B/02sOjFTOzxM0ywDH8EX1R8wTdM6yUM6Io7id/cz4E2GYczCd6M4MOX924Cf44voE+rmcTCOZm2ZhvcBvzNNs+9Yj28yQkwfHqHKXfgI0IR/oXs5Mz6f54C9wP9O3cAwjK8bhrHeMIxnT/TgjhenwpxM00wDPwDeP+Wti4GfVP7+Ib6l5HD4W8MwtuFbmj49qd0wDGMNsBZfDEznKnJRpf2Jyvfhz4C5wBlAt2maOyqL1o8OcyyHxSHOwbHkzRx7y8qb8S9IVP4fv+A8Y5rmbtM0ncoxxz87F//iBP45nPyZjrcvwT/X2yuvvw9cURFZdwOvqgi7W/CthCflMzsMfsrE49iDPYaFCYvmE8AdpmneNXUDwzB+YxjGRsMwjrWLzuFwXNdG0zSfrrgwrQI+VrkJOh4cTGyMt4+f2+eBrknv32ea5mjlbwn4nGEYLwD3A51A+zR93lD5txb/puMMfHF9Ob6VOl/5zZ+KRqib8H2HV7zYhqcoh/u7A389uR5/3fr55DcMw1gFDFWeuDwAnFvxIz8VOJI51mAYxkx8l5bj/jRauHkcHgXTNM+uWNL+gO8z/dWTPKaXQsGcEpRVsZa8fvy1aZrvrVjBnjvBYzuWnKpz+jL+Ree7h9jmcO+8/8M0zS8YhvE64AeGYSwAOoAPA6tM0xwzDON7+I9upyLhXzxrrBCGYZx9BMc/Wr5M/TnYBJwHPDhlPLOB31defnPy4/bpqIjP11X6OiZUAmSuAVYYfhClgn+O7qT+XL2YkAHIVf6ftjRthZ/jrzWjwLOmaWYqlsGT9Zkdiv8DvlSx1odM01xjGMaF+G4uAP8IvMCEz/RkNgFXjL8wTfPWio/jyQhUO+K10TCM7+JbXw+Ypnnz4RzENM0thmHk8EXc8ViPRvDdMybThB+IBn7sAvgWysk6IDfp77fiu52dZ5pm2TCMPRx8Hfl/pmn+9+TGivvEKZt7t/KbuZ5K0JphGD873tbL48D/cXi/O0zTtAy/9PaH8A0sr5rUz5uBMyqfMUAD/nf+f477DF6c/+NF5jjZRWwK5+C7ku2suF2FDcPYaZrmwmM9SGGZPgJM00zhW9M+bLx4oNfLjQeBoGEY75nUdjID1Y4Fp+ScKpYfE3jHpObVTNx9v5UJn7AMEDuMPn+Nf1H+M/yFMAekDD8LwU2TNp3c31PApYZhLAT/0bthGIuBrcC8ijCH4/DI7yDn4P8B/2YYxozKeAKGYbzfNM3e8eCUFxPSFa4Dtpqmue8YDvkN+G44c03T7DJNcza+MLkMuMAwjHmGYcj4j0rHPzu5sh/4/nrT+TJuBbrGPwP8AJpHKn8/jB+E+RdMWJJO2md2KEzTzFbG+x0qlqOKFXb8czuUVfIn+HN69aS2k/47ncQh1xHTNN9WmeMhhXTlO6JW/p6L/1Riz3EY7/jn0WcYxrWV4zXhPyo/qB/7NMTxs+WUDcO4Gv8JCNSvSfcAbzf8mAIMw+g0DKMNP37gVsMwQoZhxKgVbyeVyk3pN/DdO/bi+9Se9CwjR8pR/O6+iJ8dY2S8obJuvRE4s7K2deEHtJ8qrh5HvbaYpnmHaZozJs0rfzyENAgxfcSYprkWWM8xiuY/Vag8Gn4tvn9tt2EYz+A/cv7oSR3YS+AUn9MXgckZLd4PvK3ySPV24G8q7T8DPmIYxtpJQulg/DPwQXx/zLX4Fr/v4D9SH+dbwF2GYTxkmuYQ8OfATyvHfQo4w/QD/94F3GEYxuPA8YpwrzkHpmneie9DfH/FGvg8B3l6ZhjGT/GDgZcYhrHPMIzJovyIHgUeJm8GpqYx+xW+SH4SPyhrI77AHt8uByyvWIOuwf98aqic67cBvzAMYwO+a8g3K+85+E/Cbqr8zynwmR2KnwJnMeEKc1iYplnAzzTwbsMwdhuG8SS+X/hnj/0Qj5wjXUcMw7jVMIx9+K5bdxiGMZ7W6zJgfcWN5Df4garDx3Hofwp8onK8B4F/OlTcxTT8GDjfMIzn8G/wt0LVj/WJiivOv5umeS/+DdGTle/wL4GYaZpr8G8C1+H/Vh47NtM6JvwFsNc0zXGXzf/Ct8xeeRLHdLQc9u/ONM1Npml+f0rzFcB+0zT3T2p7FFhmGEbHsRvmS+JF52gYxmPAL4BrK9eEV5yowYGogCgQCARHjXGIfM6GYWTN45TTVCAQCASnDsIyLRAIBAKBQCAQHCXCMi0QCAQCgUAgEBwlwjItEAgEAoFAIBAcJUJMCwQCgUAgEAgER4kQ0wKBQCAQCAQCwVEixLRAIBD8EWEYxjcNw/jkyR6HQCAQnC6IAESBQCA4TTEM48+Bd5qmebjl6QUCgUBwhAjLtEAgELxMGa+oJxAIBIKTh7BMCwQCwcsIwzD24JdCfit+SerP4FdRbAN6gX8wTfM3hmEsxa+EqQEFwDZNM2EYxveAfaZpfqJSdOZHwH/gV/RzgI+bpvndyrGage8BVwLb8EtHXyUs3QKBQDCBsEwLBALBy483A7cACXyRezkQB/4J+JFhGB2maW4B3g08aZpm1DTNxEH6mlHZtxN4B/B1wzAaK+99Hb8s+gzgzyr/BAKBQDAJ8YhQIBAIXn581TTN3srfv5jU/nPDMD4GXAD89jD7KgP/bJqmDdxpGEYWWGIYxrPA64EVpmnmgc2GYXwfuOqYzEAgEAhOE4SYFggEgpcf40IawzD+FPgg0FVpigItR9DXSEVIj5Ov9NGKf43onfTe5L8FAoFAgHDzEAgEgpcjHoBhGHOBbwPvA5orrhwbAWnydkfJEGADsya1zX4J/QkEAsFpiRDTAoFA8PIlgi+YhwAMw3gbsGLS+wPALMMw9CPt2DRNB/g18GnDMMKGYZwB/OlLH7JAIBCcXggxLRAIBC9TTNPcDHwReBJfOK8Enpi0yYPAJqDfMIzhozjE+/CDE/uBHwI/BUovZcwCgUBwuiFS4wkEAoHgsDAM4/PADNM0RVYPgUAgqCACEAUCgUAwLRXXDh3YAKzCT533zpM6KIFAIDjFEGJaIBAIBAcjhu/aMRMYxHcpOdyUewKBQPBHgXDzEAgEAoFAIBAIjhIRgCgQCAQCgUAgEBwlQkwLBAKBQCAQCARHiRDTAoFAIBAIBALBUSLEtEAgEAgEAoFAcJQIMS0QCAQCgUAgEBwlQkwLBAKBQCAQCARHyf8H0h4lclDegs0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x=\"rating\", y=\"gross\", data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "c1923a60",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\PC\\anaconda3\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 16.7% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "C:\\Users\\PC\\anaconda3\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 36.9% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "C:\\Users\\PC\\anaconda3\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 70.5% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "C:\\Users\\PC\\anaconda3\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 83.5% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "C:\\Users\\PC\\anaconda3\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 88.4% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "C:\\Users\\PC\\anaconda3\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 95.8% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "C:\\Users\\PC\\anaconda3\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 47.1% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='rating', ylabel='gross'>"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x=\"rating\", y=\"gross\", data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "95e939c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='rating', ylabel='gross'>"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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1ycmlTnGvpYYN15StFqCYRtNJ/f3h+zSQzgfGq5s26q0bzva4qtK5sL5WD00t/OD7yFRMjuPo5mNDun18UpK0L55U6KSB55pAQO3hynkrtGb+zI3NTIYCSqdyXj2AVYjUblIg3KxcenzO0YAaul+k+q4rVd10jlelAQX53tih2RAtST+b6NW1LZu0rbpByVxWT8XHdefkoPYnJnV2TbNe17FD1QH/7vb34tYmJXKOvjE0qvSc5VxbwyFZlqV75mzKImne6h4NwYDesqFT1YHKiZr1Ienqdkc/Gc5/YgjI0cs7Fx+1B1A4gjTWrQ3n/aOOPfyefJgORNS+84/V0P0Cr8sCCjKWXni1xQw/rZF0UvuTk/OOP52IajKb1o09zyhXeUVnWZZe2dGi7TVV+tiRfsVzOVUFLL1xQ4ckqSsS1sHEwv8nL25p1B90dygUqJze6OP+cKOjCxqzOpqwdF6Do801XlcEVK41syGLbds3S3qZpEFjzK4VPIQNWVAwx3GUifcpGGlVIMS7DfzvS4NP6bujh1Z8fk0gqP884/klrKh8EtmcDiaT2lIVUW0wP8r+RCyu9x7oXXDuW3s69PyWpnKXCMCnltqQZS1dz/qipGu9LgLri2VZCtduJESjIkxkUvrFxOoGGLrDtSWqpvyqgwGdVVszG6IlaWyRrcKDkq5oaixjZQAq1ZoJ0saYOySNel0HAPjVrSMHFc0uv6PfcU3BiN7cdWYJK/Led4bHFxw7v762Ils6AJQfPdIAUCH604sv29gaqlLAkYazSVVbQV3a0KUXtvRoW3WjwtaaGU8pielsdsGxy5saPKgEQCXyVZC2bfsGSTdIkjFG7e3tHlcEAGvHC7Pbdf9Tw7O3g5IubunRn+94ljqrapXIZRQJBHX36DFNZdNqbGlRXSjsXcFlcPn4lL7V2z97uzUS1st3bJNVQRuwAPCOr4K0MeZzkj43c9MZHh4+1ekAsK5cFGzUW7rO0q0jBzSSSSor6a6xPh17NKqPnHaJso6jfzh8v/bExyXlR6o/uPXZagtXe1p3ofbG4vrawIjGMlld0dSg3+5omQ3K0diJUfoqy9Lr2pr1j4/sliRd29qk7TX+fu4AymNmsuECvgrSAIBTu6Zlk34yflQjmeTssYPJKQ2k4upLTc+GaEkazST1k/Fe/W7HDg8qLY54Nqd/OnRMsVx+rWQzNKqHp2N6aVuzmoJB/XQsOntu0nH02WNDs5uV/GZiSh/duUWdkcoelQdQOmumOc627a9JukvSmbZtH7Vt+81e14T1bWrwlzp679t0+Ddv1vjhW7wuB1ix7sj8lThqAkE1hSLan4guODeRW9hD7CePTcdmQ/RxT8YS+viRfn1raOH89bkLviYdR3eftGELAKzGmhmRNsa83usagOPSsV4NPfEJSfk36LGDX1G4ZqPqOp7raV3ASvxex04dTExqIB1XlRXUm7vO1NeH9un7Y0fmnReyLL2gefHLlX7x2FR8yfv6ksuvYNIcWjNvgwB8iFcQYBGJiT06HqJPHHuMIA1f2BCp1ae2X6qjqWm1h6qVcrL6zLE9C090pLqAv98GhjML14k+riUc0qXN9fre8LiykjZFwqoNBrQ3nm97Oae2Rpc01pepUgCVyN+voECJRBoW9oxGGnZ6UAngTsCytKUqHxKnUmnltHAX24wcPRYb01VNG8pdXtGcX1+r+yanFxwPW5Ze29mqZ9bX6g1d81d42htLyJJ0ei0TDQEUZs30SANrSVX9aWrd8SYFQnWyrLAae16q+s6rvC4LcKUzUqML6toWvW9zVV2ZqymuF7Y0qiUUnHfMktQSDOiWoVF9dWBYU5n5feBn1FYTogEUheU4C0cpfMLp61vdVrjAajlOTnJysnx++Rvr02AqrvFsSjuqG5Vxcvqvof364fgRpZ2cApJe1bpVr+883esyC3b97qeVOsV72ek1VXr/9s1lrAhApZlZ/m7BAvSkA+AULCsgVfjOb6hMXxp8St8dPSRJCsnSM+pa9HQ8qrST7/3PSZr2+Yodx+WWGRB6Kp7UsWRKG6oiGkyl9b2RcU1msnpeS6POq6895WMB4FRICABQYfpS07MhWsr3Qj88Paqp3PyJeXdGB5TKZfXQ1IiOJP27DNyZy7RpWJLqg0Elczn9/YGj+tHohO6MTumfDvXpsenFt1UHgJVgRBoAKsxIOrn8SZJycnTj/js1NrN5y0tbNusPu84sZWklcW1rsx6P9Z/ynEQup73xlMbm9Es7kn45PqlddYxKA3CHEWkAqDBn1TSrLVS17HnNochsiJakH4wd0UDKfyO0tyyy8cpcjqTHp+NqOmlSoiS1sI40gAIQpAGgwoQDAf3Dlmfp0oZO1QTy4bEhGNZ1HTu1o7pRtYGgnte0QZ3hmnmPcyRNZJffxGStGTnFWtLHjaczagoGdWXTiXWjN0TCuratqZSlAahwrNoBABVuJJ1QbSCkmuD80dffRAf0sb5HZ29vjNTp46ddooC1YGL6mvapo/369cTKeryrLEsBS2oKhfTG7nad3+Dv5f8AlMdSq3YQpAGggvWnYvp47yM6kJxSSzCi/9WzS7vqWmfvv3dySL+O9qstXK2XtW5RywpaQtaayUxW//vpw/P6n1eiyrL0mTO2qX6Rlg8AmIsgDQDrQM5x9JvJQe2OjelZ9e26deSg9sTHZ+8PytK/n36FGoIR74osgV+NT+pfewdW/bi/3bJBFzAqDWAZrCMNAOvAZ47t1u3RY5KkH40fXTARJitHd0z066WtW8pfXIkkcjk9Mh1T2JIcR1q+Y/qErE8Hk6IZ6bYRS1MZ6bc6HLVW1uciwDcI0gBQIZK5rO6YCdHH5RY5L1JhmwzdMjiq28cnXT32iVhCFzXWL3/iGjKdkf56T0BT2fzg2P8MOfqH03PawcA6UHaV9WoKAOvYUlMEw3OCc3uoWpc2dpWnoDLZE4u7fmx3JFzESsrjjlFrNkRLUk6Wbj7qrwmiQKVgRBoAKkQkENQZ1U16MjExe6wlGNGNG87RPVND2lRVr8sauvTtkUO6a3JA7eFqXd95unZUN3pYdeF21lRrX3xlm9DMFbYsXdncUIKKSiu2yGWGfLD2Z5sK4GdMNgTmiI0+oOTk06pp3qXqprO9LgdYtXQup08fe1yPxUa1OVIvWdLjsTFJUpUVUE0gpPFsavb8pmBE/7bjcoUD/r1AGctm9Zf7Dmt8kVU7gpKWWssjbFn68I7N6qnyV4PxdEZ66+MBZZ0To9Cv7MzpdT2+fT8H1rylJhv695UTKLLRA1/RwGP/qPFDX9Wxh9+laN+PvC4JWLVwIKC/3HiuvnD6VXp569bZEC1JSSc3L0RL0kQ2pZsHnlAyt7ql49aS2mBQk0ssfXeqZ5V2HN3hsrfaS3Uh6X07c6oJnAjO947nJx4CKC+CNCDJyWUU7f3veccmjt7qUTVAcdw7Nbii83460afPHNtd4mpK56GpadUE3b2d1fh0JH40I8VzJwbH+lKWbhulTxooN3++ggBlwZsS/G1b1cr7f++aHFDKh6PSt41F9U+Hjmkqu9j6JAtVzdm1sSsc0vNb/NkfPpVZ+PrEiDRQfgRpQJIVCKlp0yvmHWva/GqPqgGK46qmDdoUqZ29fXz1jrAVUHNgfl9wYzCikA+XxfvW0Oiqzk86jnbWVOkvNnXpozu3qNGnuxo+q8lRY+hEa0dAjp7VSI/0cWPjQR3pjSge99/vNPyFVTuAGS3b3qCqxnOUmtqn6uZdqm48y+uSgILUBEP66GmX6JHpUQUsS7tqWzWYjqsxGNb+xKQ+3PuwErmsgrL0B52nK2D57yrMxCq3BZekffGkGoJBRXza1iFJ9SHp9zfmdNOhgBxZysnSf/QG9IEzcgr478dYVHv31ejAoWpJkmU5uvC8KbW3MVyP0iBIA3PUtp6v2tbzvS4DKJqgFdAF9e2ztzfMjFCfW9eqz+64XPsSUW2tqldzqMqrEgsStiwlXaw+NZhOl6Ca8nogasmZ04J2KG5p77R0lr/2lymqdNrSwcMnfpcdx9LTB6rV3jblYVWoZP79OA4AcGUik9KR5JSOpWLKOo5qA/4dU3lmfe3yJy3icGL1606vNVWLvINXr/N3dcfJ/5krl1vnQ/QoKf++egIATmk0ndTdU4NqCIb1nPpOhQMBfWN4v745fEDZOZt3tIeq9f6tF6ktXO1hte5c192u+yanlVrlqPT/jEZ1eVOjdtb67zkf95IOR/eMO5qe2eXwoiZH29x9rqgYkYij7q60+gdOzAHYssn/H5qwdhGkAaAC9San9a5D9yqWy/eGnl7dqFe3bZMZ3r/g3OFMQt8fO6zf7zyj3GUWzHGcfE+wi3l2D07FfB2kN1ZLHz87pwejlppDjnb5b5PGkjj3nGm1taQ1NR1UR3taba30R6N0CNIAUIH+Z+zIbIiWpKcSUX2495Elz49m/Nkz/Nm+QSVyS6foa1oatSeW0OFkasF9W6r9taPhYhpC0pWtrNYxVyAgbdq48OcNlMI676YC8nKZuOLjjymbjnpdClCwbw7v18/Ge1f1mOc3bShRNaXVnzr1B4D7p2J684Z2XdFUr45wSAHl3/iubmnUsxvqylIjgMrFiDTWvfj44xp4/INysjFZVljtZ/6Z6juv8LoswJUHp4b19UXaN06lMRjW9hp/bkzSHQlpKL30pfvhdEbvPdg3e7s5GNTbt3TrjNqacpTniUei0ncHA0rlpGs6HF3W4mgqI8WyUqc/F2cB1iyCNNa90QNflJONSZIcJ63Rp29WXcdlsny4OQWwNz6x6sdEs2ndOnJQb+jYWYKKSiuxwh0NjxvPZvX3B3p1XVebXtTapCofryW9mIGk9JEDAWWd/ATEfYcsPTqZ06/HLGUdS+fUO/qr03Kq9ec+NMCaU1mvIIAL2eTI/NvpqJycP/tFgbNqmxccC61gu/u7ogMlqKb0NlevfojVkfSlgRH9zdNHNOViQ5e17JFJazZEH3fH6IlgvXvK0g+HWA4OKBaCNNa9us4r592ubb9YgWCVsumosulJj6oC3Dmvrk2/17FT9YGQIlZALcGITq9pUtWcl/vwIsF6OuvPD48vbW12/dj+VFq3j1fWv/GequUnHvazGhxQNLR2YN1rPe16hcLNio8/qqqGHWrc9AoNPfkpTQ3cLlmWGjdco9Ydb5Hlw+2TsT69qm2botmU/nv0sFLZlMbi81cwSC+yVlxX2J89w4/G4gU9PuGsrjVkrXtGg3Rte04/Hrbk6PiqgPNfu57VxCofQLEwIo11z7KCatr8KrXueJNqWs5XbOR+TQ3cJiknOVlF+36g+NhDXpcJrMp9U8OnvH9uu0dA0lu6zy5xRaVxYJU7FM5tBKkJBHRFU+Utvvz7mxz9266czq13dHKIvrQ5p+c0e1IWUJEYkQYkDT/1WU0e+5EkKRBa+Maajh2RWi8od1mAa63BKh1TbMn7r+vYqalcRtPZjK5t3aSeiD+XgntGXc2q2jNe0NKocCCggGXp+c0N6oyES1hdeaVy0pPTUltYqrKkJ2MLr6Kx5jRQXARprHvJqQOzIVqScpmT35QDqiFEw0dSuayeWmb1josaOtQV8f9+0lc2NehXY5N6ZIUtHv8zFtWWqog+tGOzAhXUrnU0IX1gX0ATmePbPC58bjUBR+dW3gA84CmCNNa9bGp0wbGqxrMlJyNZQTVtfrUitZs9qAxw528O3K2UTt372znTE512cnoiNq62cJUvR6Uty9Jjq+yTPpxM6YlYQufU+bMvXJIm0tKtA5Z6E5YubHS0d1ozIVpaLERL0gvbHVXQZwdgTSBIY11LRPdqaujXsgJVcnInei2bt/yOalsv9LAywJ2n4hPqTS/d0nHcn+z7pd7cfba+MPCERjL53/1XtG7V9Z2nl7rEojqSSC7zkWFx3xgc0Xu2bfTtqPTHDgS0b6Z14/EpS+3hxVs26oOOuquk8xodvbKLtg6g2AjSWLeSU/t17OF350eeJSkQUU3zeWrc8CJCNHwrusJl7EayKX249+F5x747ekgvbt6kroh/Rmq/MbjwitJK7I4l9M2hUb22s63IFZXecEqzIfq4pT5MdFdJ7zujslYmAdYSVu3AujW05xMnQrQk5VKq77hMtW3PXnBuNj2pyf6fKzZyrxynsjZwQGXZVduixqD7CXQT2dTyJ60hT8USix4PrWCg+e7odJGrKY/6oFQdmD+6vK1GeuOmnHTS0oa9ha0OCGAZBGmsS6MHvqx0/MiC44Fw44Jj6fgxHb3vRg3v/VcNPP5B9T/6PjkOl0ix9mScnMzwfoWtgOoD7i44bq2qL3JVpXXWEn3O21aw46Ff3wCrg9J1Gx2FrPzrUEvY0eUtOX29z9LJ/dF1XHcGSop/YliXpgZ+seBYsKpTNS3nLTge7fsf5dLR2duJ8UeUmNitmuZnlLJEYNW+PXJQ3x09tOh9IUmZRe85oSNUrapAsOh1ldJrO1t0T3RqwXPbF19+felDyZS+2j+sN3S3l6a4EnpBm6PtNY5iWemMOun/HrEUz508DO/I3uDoqWnp80cCOpqQzm+U/nhLTo28+wNFwT8lrEuBUJ2yqZF5x9p2vllOLi3HySgQOrF6wdxJiCeO+evyN1Yu7WQUVEABy3/jlXdPDi5533IhusoK6k83nFPcgsrgruj0ss/tVL4/Mi67q00hH006HEvnJxvuj1mqCTj67W5Hh+IL6399d073TFh6cCKg7MxI9YNR6at9lt66hatqQDEQpLEutZ52vQYe/ycdn6JT3XSuUlMHNLTnY3JyGdV3XaX2M94mywqqofvFmuq/TY6Tn8QVrt2kmuZzPawepZDIpfSvA9/U3dOPqzFYpze3v0yXNfjr5xzLuY+UjuPorNrm4hVTJiPpQmL0zAeMxZddXrNu6be0f2ayYTxn6St90sIn4Ohr/YtfXXhq+vha0wAKRZDGulTbdpE2XfQpxcceVrhuswKBKvU99I7Z+6cGblMiulehqnY1bXqlei78iKYG71Aw1KD67hfKctl/irXr22N36K7pxyRJ49kpfWrwFp1bu12NQf+srdwQDGswvfjkOynfE7zk+g2WP6PVJY11+tlYdPkTT2E4k1G3j3Y47EucHJoX+xSw9CeDs+r8+JMG1ib/XbsEiiRcu1GNG1+imuZzlZw+uOD+TLxXifGHNfD4ByQroNbTrlfT5lcpGPbXZCyszL5k77zbaSejQ8kBj6px5+qmjUve9+z6Dl3dvPT9VzZ2K+zDdpZn1tcVPJhc7aO2Dkm6oNF9EN5W4+j1PQRpoFj896oJlEBN8zMla4lJVk5WsZH7ylsQym5XzfZ5t2usKu2sXjp4rkUvatmkKxu6FhyvDQR1XcdOvanrTJ1V07zoY/cmChvV9VIhb2TbqiJqDvvrCtPLOh29pjunTdWOzq5zFFzFtYQ/2pxTvb+eLrCmEaQBSeGabnWd8w4Fwy1L3N9T5opQbi9vvlQvb7pMTcE6ba/q0d9uuE41geWXUFtrrEVGlWO5rMzwfoWsgP564zPVEowsOOdwckpDp2gLWcvaQ+6TYSznv81K4lnpQMxSb0J6OqbZiYTL2ViV08bqEhcHrDMEaWBGbduz5TgLV+Oo73zeopu0oLIEraDe2PES/cdp79JHN79N59ZuX/5Ba9DZS0wYfGh6RDnH0SPTIxpbZNOV+kBIzYsEbD94XuvC9d9XKuvDLodvDVh6IGrJkaWUs/K2lN5kQH+1J6DB5VcGBLBCBGlgjkBofv9zINyk2vbnaOCx92tw90eUnHzao8qAlWkLLT7kOJ3L6GfjvbpzcvG+70saOhUO+O8tIZbNut4mXJLOqvPfEO3+mPue7tG0pe8P+asnHFjL/PeqCZRQXccVc25Zqu96gQZ3f0jxsQc1PXynjj3y98qm/dtLisr3xcEnl7zv3wee0FKbcu6Oj2so7b/9pI8kUkuvRLKMKsvS9V3+24zlnPrChtGjha0YCGAOgjQwIxU7oomj3z5xwLKUSczf4MLJxhQffbC8hQErtDs2pt5UbMn7HUn7ExNqDy3s/e5LxXTTsd0lrK40xtJp14/NOI6aQv7ayVGSXtnlqC6wXJhe+v4rW33YzwKsUQRpYMb04K8kZ85QjZNTLrswlISqF66KAKwFPx3vXfacsWxaw5nFm2SfiI0XuaLSi+Xch8KspO8NjxWvmDKJBKTzl10Cb2H7RlCO/nZ7Vhe4bykHcBKCNDAjNrpwibv6jstV1XjWidvdV6u66awF5wFrQbjAFZXPqGkqUiXlM1jAiLQk/XhkokiVlNdYZvU/66ws7ZmiPxooJoI01iXHcTR26Bs6cvcN6n3g7ZoeuU+pqf0nnRVQfddVatr0KlmB/GoGseG7lZjw3+VvrA/ZAvcmvKppQ5EqKZ9EASPSkpT05X6O0tYad3V/ZzCge8eLWwuwnhGksS5NDf5C44e+qkxySKmp/Rra/WGFauaHiEjDdkkBjez7dzm5/HJhucyURp7+Dw8qBpb3aMz96hWSdFfUXzs5StKuutrCHl/rv1U7JKmnSnK7qfvPRxiVBoqFII11afzg1+fddpy06jufp2CkVZIUCDerbccNkpNRNjU/nGSS8ycgAmtFU4HrQC+2vvRal3UK21DljRs6ilRJ+aRz0pd7LS3WB70SqRxBGigWgjTWncTE7kXDcDreq5rWZ0mSculxjez7rKL9P9PJoz61bReXo0xg1f60++yCHn9hbVuRKimfvbHCdmP8agFrUHsllpWSq9iI5WQXLDtREcBKEaSx7mRSi8/Snx68Q1P9P5m9nZrar/FDX1twXu1M2AbWmv4Ct/i+qtl/PdLJpRbGXqHbxic1nc0WqZryaApL1csuf7e0XIH/zwCcQJDGulPbcoFW+qufW2TzlUjdtuIWBBRJR6SmoMd/+OgjRaqkfJ6cLnwTmUCBq52UW8aRuqvch+Fa/y2dDaxZBGmsO9n0hLTIXmjBSIusYP3CB8wRqupUuKa7RJUBhdlR3ajnF7DyxoAPdzYcSBe+TV9N0F9vhXeMWjoYd1/z9wf99XyBtYx/TVh3gpFmWYH5M/VDVV3acN4H1Lz51QqEGxUINap56xvmrSEtSc1bfqecpQKrMpCK657JIdeP7wz7cwWLQvREwl6XsGqPLrxQtioDhS29DWAOgjTWnUCwRm073jy7NnSoukvd575HmcSQxg5+Sbl0VLlMVOOHjVpOu141LRcqUr9T7Wf8LzVseJHH1QNL+9lEr6Zz7kZoQ7L0t5vOL25BZXBa9cLtzldjNFP4iHa5PVXgpiqFre0CYK6Q1wUAXmjY8ELVtl+iTHJIkbotsqzgwvWhnYz6H36PjreBjB/5huraL1EgVFgfKlAqhfT6XtrQqY1VdUWspjxOq47oibj7SZYhn/VHS9JogXMjz2tisiFQLIxIY90KhutVVX+aLCs/8yYVO7LIWSd6qTPxY5oevqtM1QGr1xF0Pzp7ODVdxErK567JwuqezuWUzhW2FnW5FfrGfUUrQRooFoI01qXk1AH1P/o+Hb33Ro0d/JocJ6tQ9Uo2ZvDXGy7Wl59M9Lp+7OHklCYy/tuQZTpT2PCsI+nBAsN4udUVtOqGo1auRQNFQ5DGuuPk0hp47B8VH3tQ6Xivxg8bRY/+t1q3v+mUjwtG2lTXfmmZqgRWr5CdCXOSPnz04eIVUya1RVhxY3uNvyZZdkUKGVG29J0B/7WzAGsVQRrrTnLqgLInbcoSG3tA1Q3bteniz8kKLN4Dnc1MzSydB6xNGyOF9TjvTUwolfPX5iRn1hY2ZyEgqd2HK3cUYl/M6wqAykGQxroTrumWZc1/44zUbpEk5VJjsgJLXDfNJTXy9M2lLg9w7UXNGwt6fFCWwpa/3haeVV9b0OP92Kz1dLywEeWpDCPSQLH46xUTKIJguFFtp791zsizpenhuzQ5cLsGdn9YuczUko+Nj963xKRE+MXR1JDund6jWK6w7bTXor5UYUONAVmyLH+FrD0FrNhxXNRHS+BNZSSnwJVG/PNsgbWPKQdYl6xARFYgICcnSY6yqVENP/kprWR8KjnxpCK1m0tdIkrgv0Z/pv8a/bkkqS5Qrf/T8ybtqC5sFHct6S8wSId9FqKl/Ch6ofw0olQblKotRwnH/fN2JGUdKei/Hzew5vjp9aMsgiMTavr+L9X65R+o4ef3ykokvS4JRZZJDGvoiX9RLnPyTP2crOByk44sVTWeUarSUEKT2Zi+OXr77O3pXEJm7OceVlR8Z9c2F/T4DQX2WHvh4cmlryCtVDjgn7fCgCVFilCuf54xsLbxb2kux1HDLx9QaDQqy3EU6R1U3X27va4KRZaY3KulRp4DwVMHiUjdVuWyldcSsB5M5+LKaP5EuokFH6b87UBisqDHx3L+2zt6sghrQGd9tqxytAjzQX148QFYkwjSc1iJpIKT8y+NhobGljgbfhWuWfpSfjY1csrHpqYPqv/R9yqbYvUOv+kOt+mc6m3zjr2g8UJviimR0UxhV9CiWf8F6YZgQYsqSyrOEnrlki3K7EhLcX8tzgKsWf559SgDp7pK2Yb5M8AzHa0eVYNSqarfqmBVl+vHO9mE4mMPFa8glM07N1yv17W+QFfUn6e3d/2uXtx0sdclFdWFde0FPX46579paC0hpvqsnqNq3v2BouAVaC7L0uSVF6r+N48qODapdE+Hpi86x+uqUAI9579fxx56tzLJQVePD9VsKHJFKIe6YLVe13q112WUzIPTwwU9vjHov/WUB1OFj6LnHEcBn/Q6FGPwPCBaO4BiIUifJNvapImXXO51GSixUFW7Nj37Jk32/1TTQ3cqMfGY8nPZlxeu3aJqJhxiDSp0i+9k1n8j0lNF6JFeb5nSj2tnA2sVF3ewblmBkELVXUpEd2ulIVqSMvFjchzeirD2nFngqh1JORpKx4tTTJkUIwRPFyGM+016/T1loCQYkca6lI73a+LodzQ19CvJWd2sG8dJy8mlVrBUHlBexRgZqbH89bZQjDw4ns6ovgiTFv2ENaSB4ljxK6Zt28+XdNAYc8C27Q2S/llSVtK7jDH9pSoQKLZcNqljD79b2dSoq8cHI20KVGCITmenFQpUy7LWV6CoJPsS0YK/R03QX0G6OCvX+Wz9uyIIEKSBoljNK+ZnJF0z8/XHZv7OSPqcpFcUsyiglBLjj7oO0ZLUvPk1RazGe8lMVPcd/KiGpx5VVahF5236Y21ofo7XZZXVYHpMH+n/mo6kBtQZatXbOl+tM2u2eF3WqoUK2O3uuKyTU9BHH6aKEYETfltIGsCasZorgRuNMYdt2w4pH6hvkPQnki4tSWVAiQSrClvS0KmwqTpPHPuahqcelSQlM2N64PAnlcn6q0+2EGkno7cf+bSeTvYq5WR0ND2o9/V9UUkfbk6yL1n4iLQf15IuVF3IPx8cAKwtqwnSUdu2uyRdJWm3Meb4vqz+Wy9pNTJZ1f/qIbV+5QdqvvU2hY8OeF0RClRVv1313S9c0bmhmk0LjiUmHi92SWUXjR/S433/qb0D39R47Kl592VycU2n1s/v+aOx/ZrOzd+tMu4kdSjlv461qSKsA90erry2peV0hCv7bWwxOQbhgaJYTWvHv0q6V1JE0l/MHLtM0hNFrmlNqXlsn6oO9EqSglMxNdx2nyZedImy3W0eV1Z81lS/au/7tIIjTyrbdqZiF90op77b67JKouOMtyk5dVjpqb2nPC8T711wLDb8G6XjAwrXuN/UxUvjsaf1y6feqZyTH3kMB+vn3V8dblVD9cIPEJVoOhtXbaBqwXFLUk+osM1NvEA2ciftOAqts0Xw0jmpioF4oGArHpE2xnxI0gslXWaM+frM4V5JbylFYWtFaGh83m1LUsMvH6jIj/O1931aoeHdspysQsO7VXvfp70uqaTC1R0rOGuxn7OjRHRPscspm0MjP50N0ZKUzk4paOXDpGWFtL39pRqP7dP9h/5FDx6+SdH4Ya9KLYlHY/v1j31f1BsPfFDXH3i/PnjsS9oc7px3jiPp/viT3hToscFUzOsSyi5WnH23y6JYbz3+ecbA2raq6dnGmNnhu5lVPLLGmDuKUYht29dK+qSkoKTPG2P+uRjf1w0rlVbVU4cVnIorV7twtCqYSCkwNa1cY/0ij/av4MiTp7xdSZJTBxQb/rXrx1s+Hr0KLjICm3WSkiTHyWhP/9fkOI7yi/JIfeN36uqzb1J1uLmMVRbfbdEH9MOJu/VU8ui841O5uKZyC3vC98QP6qqG88tU3drxpYGn9PbN53ldRllFsxm1ravVYP37+rWeOI7kHAnLiQak9oycoZCsnKXA9pSshtyJc4aDcmKWrI0ZBSr41zgQzajujgmFBtLKdIU1fWWTco3eP+HVLH93u/JL3f3atu13SPorSRnbtm8yxnywkCJs2w5KuknSiyQdlXSvbdvfNcbsLuT7utXws3sUHh6XtNR4pJSL5HvqIgf7VP3UYTmhkOLn7lSmvblcZRZdtu1MhYZ3z7tdqeJjDxX2+PFHVN91VXGKKaPJRK8Gow+d8hzHmd9nm8nF1B+9R9vaXlzCykrjltFf6Ltjv9S0k1h128Ovo4/qjzteKWud7aWcXYebDTUG/LM3WaYoPx5HNT5s6zh8NKJj/VWqqspp52lx1ddX9u9q9s5a5Z4+PvDh6PgHoOzD1VLEkTLWzKUFa845kjalFb40Jqu6sq6c190xoXD/TEtif1p1d0xo8mXet9mu5tVjl6TfzHz9R5KeJ+kSSW8tQh0XS9pnjNlvjElJ+rqkVxbh+65acDQ6G6KlxT+3W5JqH9qr8LFhNfzyQYX7RxQ5OqDGn/xGViJZrlKLLnbRjcq0nyPHCirTfo5iF93odUklk02NF/T4TGKwOIWU2f2HPq7J5KFVP6461FKCakrr/ukn9dXRn2jKRYiWpGkldM+Uf1t43HpOQ+fyJ1WYH42Oe13CiqWyUuEjypZiPtsNvvdYRHuerNP4REgDgxHd+2CDsqvbS8tXnJil3NOROUes+V+nAlLOWnhclnQ0ouy9NWWps5xCA+lT3vbKasbEA5Ic27Z3SLKMMXskybbtYrzDbpR0ZM7to5I8WcjWCa/sf0mkd3DBSJWVySrcN6TUdn9O1HLquzX9vPd7XUZZWIu0N6yOf0awjsvmkpqI71/148LBenU1XliCikprT/xgwd/j0fh+PafhnMKL8ZGLG/05ibYQFzU2eF3CihUrO0Z8dqFlcHD+yiqpVEDjEyG1tfrsE0GZ5Aa9b3kotkxXeHZE+vjttWA1/6d/JenTkjZIulWSZkL1cBHqWOyf9IJBJNu2b1B+/WoZY9TeXoJZ9e2Ss3mDdOTYKU8LtjYp2N0h7Z0/uteweaOsUtSFogrnLtXEkW+4fnzrhgtL8/tXYq31OzU6tW9Vj9m15XfU0eG/cHVRYJe+NV7YFI6XbLpc7Y3++zkXYnOX31bqWd3v82Iu3bq5CHWUR7sk7R4r+Pt0d/nr97qtLafB4ROxwLKkjRubVF/ns08EqzB2Vk7xJ9y1Z1RvCqnVh+9Rp+K8qlHO949KvTFpY60iL92k9ubI8g8ssdUE6T+U9HZJQ5I+MnPsLOUnCBbqqKS5r2SbJPWdfJIx5nPK76QoSc7wcDEy/CKuukCNP5hWaDQqSyc6kxzLkuU4ytZWa/K805VtqFNjV5vCAyNyLClxxlbFwpZUqrpQPIFtatl2ncYO3yLlUrKCNXKyMeV/2iEFq9tV3bRLsZF75WQm5j20pvUihduuUcl+/0rovI1/pvsPf0LR+IF5x0OBWm1ru0bJ7IQGovcrlZmQpaA2tVyljQ2/5cvnepY2ym55vr499kultPpRq2dUnaaeVLOvnvunT3uubjxwl+vHv2PDLl89X0n6u03dev9R92t+f/C0jb57zvWSphSQuxYPR9XK+e45d3da6u2rV3QyJMtytHN7Qol4QokK3jvKuUgKtIWVu6dWSs9t45hNJSf9PXNfR0bZZ05reLiyeqQlSdc0SmrMf52JFmcod4V6enoWPW7lZ+d7a2a3xL2SrlZ+Sb17Jb3BGHOqnS+cvr4FWbuorOm4QiPjyjTUywoGlKupUnAqpmxTvTRnckogOiWFQsrVrr+NDCqd42SVSY4oVNUuyZGTSykQrJzeM8dxFEsNqibcqkAgPOd4Tpblv/aVpWSdrB6afkqxXFJnVW9RKBDSnthBPRDbq82hLm2q7lBHuFn1wVo9PP2UzqrZqg0R7yexuPXk9JgenRxVTBmdU9OiTdX1yjlZBaygxlJx9WcSGknFtSc2rl21LdpW26gLGlayHOTadSSe1LFkStPZrPbFEmoOWlIwqOfW1+muySnJkYZTabWEA0o5ls6tr9V5jfUK+HQy6XhCuvGJ1S1jF5T0ibOltkI72zw0NR1QJOwoEvE+u5RTLmZJ6fx6UU51TpZj5VdXigVltWSV7QtKYUehrsqegOmlmSC94AVjxUHatu2wpL+TdL2kHuVHjL8k6QMzEwQLYtv2SyR9Qvl/6zcbYz6wzENKHqQBAACApYL0alo7Pqz86hpvlXRI0lZJ71F+jP0vCy3QGPMDST8o9PsAAAAA5bCaIP1aSecZY0Zmbj9p2/YDkh5WEYI0AAAA4CeraYJcqpHMnw1mAAAAQAFWMyL9DUn/bdv2P0g6rHxrx99JMqUoDAAAAFjLVhOk/0b54HyT8pMNe5XfgXB97OABAAAAzLGiIG3bdlDSv0u6wRjz96UtCQAAAFj7VtQjbYzJSnqxVrdkJQAAAFCxVjPZ8F8k/YNt297vxwgAAAB4bDUbshyR1C0pq/w24bN7UxpjtpSswqWxIQsAAABKrhgbslxXtGoAAAAAn1tNkL56ieNJ27a3SfqhMWag8JIAAACAtW81PdJnSHqHpOdL2jnz9zskXSDpTyTtt2372qJXCAAAAKxBqwnSAUm/a4y5whjzBmPMFZJsSVljzCWS/lTSP5eiSAAAAGCtWU2QvkbSd0869j1JvzXz9Zcl7ShGUQAAAMBat5og/bTyLRxzvXXmuCS1S5ouRlEAAADAWreayYZvkfQt27bfofz24BuVXwrvt2fuP1PSe4pbHgAAALA2rXgdaUmybTss6RJJPZKOSbrLGJMuUW3LYR1pAAAAlNxS60ivKkivMQRpAAAAlNxSQXo1PdIAAAAAZhCkAQAAABcI0gAAAIALBGkAAADABYI0AAAA4AJBGgAAAHCBIA0AAAC4QJAGAAAAXCBIAwAAAC4QpAEAAAAXCNIAAACACwRpAAAAwAWCNAAAAOACQRoAAABwgSANAAAAuECQBgAAAFwgSAMAAAAuEKQBAAAAFwjSAAAAgAsEaQAAAMAFgjQAAADgAkEaAAAAcIEgDQAAALhAkAYAAABcIEgDAAAALhCkAQAAABcI0gAAAIALBGkAAADABYI0AAAA4AJBGgAAAHCBIA0AAAC4QJAGAAAAXCBIAwAAAC4QpAEAAAAXCNIAAACACwRpAAAAwAWCNAAAAOACQRoAAABwgSANAAAAuECQBgAAAFwgSAMAAAAuEKQBAAAAFwjSAAAAgAsEaQAAAMAFgjQAAADgAkEaAAAAcIEgDQAAALhAkAYAAABcIEgDAAAALhCkAQAAABcI0gAAAIALBGkAAADABYI0AAAA4AJBGgAAAHCBIA0AAAC4QJAGAAAAXCBIAwAAAC4QpAEAAAAXCNIAAACACwRpAAAAwAWCNAAAAOACQRoAAABwgSANAAAAuECQBgAAAFwgSAMAAAAuEKQBAAAAFwjSAAAAgAsEaQAAAMCFkNcF2Lb9Wkn/R9LZki42xtznbUUAAADA8tbCiPRjkn5b0h1eFwIAAACslOcj0saYPZJk27bXpQAAAAAr5nmQXg3btm+QdIMkGWPU3t7ucUUAAABYr8oSpG3b/qmk7kXuercx5jsr/T7GmM9J+tzMTWd4eLgY5QEAAABL6unpWfR4WYK0MeaF5fjvAAAAAOWyFiYbAgAAAL5jOY7jaQG2bb9a0r9K6pA0LukhY8w1K3io09fXV8rSAAAAgOOtHdbJxz0P0gUgSAMAAKDklgrStHYAAAAALhCkAQAAABcI0gAAAIALBGkAAADABYI0AAAA4AJBGgAAAHCBIA0AAAC4QJAGAAAAXCBIAwAAAC4QpAEAAAAXCNIAAACACwRpAAAAwAWCNAAAAOACQRoAAABwgSANAAAAuECQBgAAAFwgSAMAAAAuEKQBAAAAFwjSAAAAgAsEaQAAAMAFgjQAAADgAkEaAAAAcIEgDQAAALhAkAYAAABcIEgDAAAALhCkAQAAABcI0gAAAIALBGkAAADABYI0AAAA4AJBGgAAAHCBIA0AAAC4QJAGAAAAXCBIAwAAAC4QpAEAAAAXCNIAAACACwRpAAAAwAWCNAAAAOACQRoAAABwgSANAAAAuECQBgAAAFwgSAMAAAAuEKQBAAAAFwjSAAAAgAsEaQAAAMAFgjQAAADgAkEaAAAAcIEgDQAAALhAkAYAAABcIEgDAAAALhCkAQAAABcI0gAAAIALBGkAAADABYI0AAAA4AJBGgAAAHCBIA0AAAC4QJAGAAAAXCBIAwAAAC4QpAEAAAAXCNIAAACACwRpAAAAwAWCNAAAAOACQRoAAABwgSANAAAAuECQBgAAAFwgSAMAAAAuEKQBAAAAFwjSAAAAgAsEaQAAAMAFgjQAAADgAkEaAAAAcIEgDQAAALhAkAYAAABcIEgDAAAALhCkAQAAABcI0gAAAIALBGkAAADABYI0AAAA4AJBGgAAAHCBIA0AAAC4QJAGAAAAXCBIAwAAAC4QpAEAAAAXCNIAAACACwRpAAAAwIWQ1wXYtv0RSS+XlJL0tKQ3GmPGPS0KAAAAWMZaGJH+iaRdxphnStor6Z0e1wMAAAAsy/MRaWPMj+fc/I2k3/GqFgAAAGCl1sKI9FxvkvQ/XhcBAAAALKcsI9K2bf9UUvcid73bGPOdmXPeLSkj6Sun+D43SLpBkowxam9vL0G1AAAAwPIsx3G8rkG2bf+BpLdKutoYE1vhw5y+vr4SVgUAAABIPT09kmSdfNzzHmnbtq+V9A5JV60iRAMAAACeWgs90p+W1CDpJ7ZtP2Tb9me9LggAAABYzppo7XCJ1g4AAACU3FKtHWthRBoAAADwHYI0AAAA4AJBGgAAAHCBIA0AAAC4QJAGAAAAXCBIAwAAAC54viELAADFNpnJ6OZjw+pNpvSilka9qK3Z65IAVCCCNACgooxnMnrb3oPKzGyT8Pn+YT0yHdfbt2zwtjAAFYfWDgBARfnRyMRsiD7unslppXI5bwoCULEI0gCAipJZYsdeYjSAYiNIAwAqyrVtzQve3M6tq1F1gLc8AMVlOUt8cvcBp6+vz+saAABr0HAqrX/rHdRgOq0rmhv02o5WWZbldVkAfKqnp0eSFryIEKQBAACAU1gqSHOdCwAAAHCBIA0AAAC4QJAGAAAAXCBIAwAAAC4QpAEAAAAXCNIAAACACwRpAAAAwAWCNAAAAOACQRoAAABwgSANAAAAuECQBgAAAFwgSAMAAAAuEKQBAAAAFwjSAAAAgAsEaQAAAMAFgjQAAADgguU4jtc1uOXbwgEAAOA71skH/DwibXnxx7bt+736b/Ocec48Z54zz5nnzPPlOfOcPfuzgJ+DNAAAAOAZgjQAAADgAkF69T7ndQEe4DmvDzzn9YHnXPnW2/OVeM7rxZp7zn6ebAgAAAB4hhFpAAAAwIWQ1wX4iW3bZ0n6D0kXSnq3MeajHpdUcrZtXyvpk5KCkj5vjPlnj0sqKdu2b5b0MkmDxphdXtdTDrZtb5b0n5K6JeUkfc4Y80lvqyod27arJd0hqUr518BbjDHv9baq8rBtOyjpPkm9xpiXeV1Pqdm2fVDSpKSspIwx5iJvKyo927abJX1e0i7ll4l9kzHmLk+LKiHbts+U9F9zDm2X9PfGmE94U1F52Lb9l5LeovzP+FFJbzTGJLytqrRs2/5zSX+k/OoZ/75WfsaMSK/OqKT/JaniA7Q0+6Z7k6TfknSOpNfbtn2Ot1WV3BclXet1EWWWkfR2Y8zZki6R9LYK/zknJb3AGHOepPMlXWvb9iXellQ2fy5pj9dFlNnzjTHnr4cQPeOTkn5ojDlL0nmq8J+3MebJmZ/v+ZKeJSkm6VZvqyot27Y3Kp9FLpoZ8AlK+l1vqyot27Z3KR+iL1b+9/pltm2f7m1VeQTpVTDGDBpj7pWU9rqWMrlY0j5jzH5jTErS1yW90uOaSsoYc4fyH5jWDWPMMWPMAzNfTyr/xrvR26pKxxjjGGOmZm6GZ/5U/GQR27Y3SXqp8qOVqEC2bTdKulLSFyTJGJMyxox7WlR5XS3paWPMIa8LKYOQpBrbtkOSaiX1eVxPqZ0t6TfGmJgxJiPpdkmv9rgmSbR24NQ2Sjoy5/ZRSc/xqBaUgW3b2yRdIOluj0spqZmrLfdL2inpJmNMRT/fGZ+Q9DeSGjyuo5wcST+2bduR9H+NMWtuxn+RbZc0JOk/bNs+T/nf8T83xkx7W1bZ/K6kr3ldRKkZY3pt2/6opMOS4pJ+bIz5scdlldpjkj5g23ab8s/5Jcq3qXmOEWmcymK7+FT8yN16Zdt2vaRvSvoLY0zU63pKyRiTnbkUvEnSxTOXDSuWbdvH+/7v97qWMrvMGHOh8u1pb7Nt+0qvCyqxkPJzeP7NGHOBpGlJf+ttSeVh23ZE0iskfcPrWkrNtu0W5a8OnyapR1KdbdvXeVtVaRlj9kj6kKSfSPqhpIeVb0v0HEF6GbZtv8227Ydm/vR4XU+ZHZW0ec7tTar8y0frkm3bYeVD9FeMMd/yup5ymbns/QtVfl/8ZZJeMTP57uuSXmDb9pe9Lan0jDF9M38PKt83e7G3FZXcUUlH51xhuUX5YL0e/JakB4wxA14XUgYvlHTAGDNkjElL+pakSz2uqeSMMV8wxlxojLlS+RbMp7yuSaK1Y1nGmJuUn3C3Ht0r6XTbtk+T1Kv8ZbM3eFsSis22bUv5nso9xpiPe11Pqdm23SEpbYwZt227Rvk3pQ95XFZJGWPeKemdkmTb9vMk/bUxpqJHsGzbrpMUMMZMznz9Yknv87iskjLG9Nu2fcS27TONMU8q3zO82+u6yuT1WgdtHTMOS7rEtu1a5dscrtYaaXMoJdu2O40xg7Ztb5H025Ke63VNEkF6VWzb7lb+l7VRUs627b+QdE6lXgY3xmRs275R0o+UnxV8szHmcY/LKinbtr8m6XmS2m3bPirpvcaYL3hbVcldJul6SY/atv3QzLF3GWN+4F1JJbVB0v+b6ZMOSDLGmO95XBOKr0vSrbZtS/n3uq8aY37obUll8WeSvjLT6rBf0hs9rqfkZgLliyT9sde1lIMx5m7btm+R9IDy7Q0Pag3u+FcC35zpkU5LepsxZszrgiR2NgQAAABcoUcaAAAAcIEgDQAAALhAkAYAAABcIEgDAAAALhCkAQAAABcI0gCwTti2/Vnbtt/jdR0AUClY/g4AKpBt238o6S3GmMu9rgUAKhUj0gDgQ7Zts6EWAHiMEWkA8Anbtg9K+jdJvyfpTEn/qPzOdZ2Sjkh6tzHmVtu2z1Z+t7Ow8lsIZ4wxzbZtf1HSUWPM381sFf5lSf8i6R2SssrvaPkfM/+tNklflHSVpCeV3+H0eYxwA8AJjEgDgL+8XtJLJTUrH3CvkNQk6R8kfdm27Q3GmD2S3irpLmNMvTGmeYnv1T3z2I2S3izpJtu2W2buu0nS9Mw5fzDzBwAwB5cGAcBfPmWMOTLz9TfmHP8v27bfKeliSd9Z4fdKS3qfMSYj6Qe2bU9JOtO27XslvUbSLmNMTNJu27b/n6TnFeUZAECFIEgDgL8cD9Gybfv3Jf2VpG0zh+olta/ie43MhOjjYjPfo0P594cjc+6b+zUAQLR2AIDfOJJk2/ZWSf8u6UZJbTPtG49Jsuae59KQpIykTXOObS7g+wFARSJIA4A/1SkflockybbtN0raNef+AUmbbNuOrPYbG2Oykr4l6f/Ytl1r2/ZZkn6/8JIBoLIQpAHAh4wxuyV9TNJdyofmcyX9es4pP5f0uKR+27aHXfwnblR+ImK/pC9J+pqkZCE1A0ClYfk7AMCybNv+kKRuYwyrdwDADCYbAgAWmGnniEh6VNKzlV8e7y2eFgUAawxBGgCwmAbl2zl6JA0q30ay0mX1AGBdoLUDAAAAcIHJhgAAAIALBGkAAADABYI0AAAA4AJBGgAAAHCBIA0AAAC4QJAGAAAAXPj/Pm8IKFhfnKUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(x=\"rating\", y=\"gross\", data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fa69dd50",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[cat_columns] = df[cat_columns].apply(lambda x: x.cat.codes)\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "afd7528f",
   "metadata": {},
   "outputs": [],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "19d2bf15",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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
}