Project (Movie Correlation).ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ca3623b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib \n",
    "import seaborn as sns \n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('ggplot')\n",
    "\n",
    "from matplotlib.pyplot import figure \n",
    "\n",
    "%matplotlib inline \n",
    "matplotlib.rcParams['figure.figsize'] = (12,8) # Adjust the configuration of the plots we will create \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "e2ba1249",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Reading the data \n",
    "df = pd.read_csv('movies.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "60978e04",
   "metadata": {},
   "outputs": [
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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>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  "
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   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0b588c5b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name           0\n",
       "rating        77\n",
       "genre          0\n",
       "year           0\n",
       "released       2\n",
       "score          3\n",
       "votes          3\n",
       "director       0\n",
       "writer         3\n",
       "star           1\n",
       "country        3\n",
       "budget      2171\n",
       "gross        189\n",
       "company       17\n",
       "runtime        4\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Checking the missing values from the data\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6e35e426",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Deleting the missing values from the data \n",
    "df = df.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "43d5ca91",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name        0\n",
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       "year        0\n",
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       "score       0\n",
       "votes       0\n",
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       "writer      0\n",
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       "budget      0\n",
       "gross       0\n",
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       "dtype: int64"
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     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "df.isnull().sum()"
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  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fb70119c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name         object\n",
       "rating       object\n",
       "genre        object\n",
       "year          int64\n",
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       "votes       float64\n",
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     "execution_count": 7,
     "metadata": {},
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   "source": [
    "#Looking at the datatype of the columns \n",
    "df.dtypes "
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   "cell_type": "code",
   "execution_count": 8,
   "id": "fc7e6366",
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       "      <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",
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       "      <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",
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      "text/plain": [
       "              name rating      genre  year                       released  \\\n",
       "0      The Shining      R      Drama  1980  June 13, 1980 (United States)   \n",
       "1  The Blue Lagoon      R  Adventure  1980   July 2, 1980 (United States)   \n",
       "\n",
       "   score     votes         director                   writer            star  \\\n",
       "0    8.4  927000.0  Stanley Kubrick             Stephen King  Jack Nicholson   \n",
       "1    5.8   65000.0   Randal Kleiser  Henry De Vere Stacpoole  Brooke Shields   \n",
       "\n",
       "          country      budget       gross            company  runtime  \n",
       "0  United Kingdom  19000000.0  46998772.0       Warner Bros.    146.0  \n",
       "1   United States   4500000.0  58853106.0  Columbia Pictures    104.0  "
      ]
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     "execution_count": 8,
     "metadata": {},
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   "source": [
    "df.head(2)"
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   "cell_type": "code",
   "execution_count": 9,
   "id": "1bd46ea1",
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   "outputs": [
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     "text": [
      "C:\\Users\\Rahul Patel\\AppData\\Local\\Temp\\ipykernel_16324\\1951634169.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['budget'] = df['budget'].astype('int64')\n",
      "C:\\Users\\Rahul Patel\\AppData\\Local\\Temp\\ipykernel_16324\\1951634169.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['gross'] = df['gross'].astype('int64')\n",
      "C:\\Users\\Rahul Patel\\AppData\\Local\\Temp\\ipykernel_16324\\1951634169.py:6: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['votes'] = df['votes'].astype('int64')\n",
      "C:\\Users\\Rahul Patel\\AppData\\Local\\Temp\\ipykernel_16324\\1951634169.py:8: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['runtime'] = df['runtime'].astype('int64')\n"
     ]
    }
   ],
   "source": [
    "#Changing the datatype of the columns \n",
    "df['budget'] = df['budget'].astype('int64')\n",
    "\n",
    "df['gross'] = df['gross'].astype('int64')\n",
    "\n",
    "df['votes'] = df['votes'].astype('int64')\n",
    "\n",
    "df['runtime'] = df['runtime'].astype('int64')"
   ]
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  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "be6b3314",
   "metadata": {},
   "outputs": [
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   "source": [
    "#Looking again at datatypes of columns \n",
    "df.dtypes "
   ]
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  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6f30a109",
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       "      <th>0</th>\n",
       "      <td>The Shining</td>\n",
       "      <td>R</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1980</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",
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       "      <td>5.8</td>\n",
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      "text/plain": [
       "              name rating      genre  year                       released  \\\n",
       "0      The Shining      R      Drama  1980  June 13, 1980 (United States)   \n",
       "1  The Blue Lagoon      R  Adventure  1980   July 2, 1980 (United States)   \n",
       "\n",
       "   score   votes         director                   writer            star  \\\n",
       "0    8.4  927000  Stanley Kubrick             Stephen King  Jack Nicholson   \n",
       "1    5.8   65000   Randal Kleiser  Henry De Vere Stacpoole  Brooke Shields   \n",
       "\n",
       "          country    budget     gross            company  runtime  \n",
       "0  United Kingdom  19000000  46998772       Warner Bros.      146  \n",
       "1   United States   4500000  58853106  Columbia Pictures      104  "
      ]
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     "execution_count": 11,
     "metadata": {},
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       "      <td>Irvin Kershner</td>\n",
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       "      <td>3500000.0</td>\n",
       "      <td>83453539.0</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>88.0</td>\n",
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       "      <td>7.3</td>\n",
       "      <td>108000.0</td>\n",
       "      <td>Harold Ramis</td>\n",
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       "      <td>6000000.0</td>\n",
       "      <td>39846344.0</td>\n",
       "      <td>Orion Pictures</td>\n",
       "      <td>98.0</td>\n",
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       "                                             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  "
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       "              name rating      genre  year                       released  \\\n",
       "0      The Shining      R      Drama  1980  June 13, 1980 (United States)   \n",
       "1  The Blue Lagoon      R  Adventure  1980   July 2, 1980 (United States)   \n",
       "\n",
       "   score   votes         director                   writer            star  \\\n",
       "0    8.4  927000  Stanley Kubrick             Stephen King  Jack Nicholson   \n",
       "1    5.8   65000   Randal Kleiser  Henry De Vere Stacpoole  Brooke Shields   \n",
       "\n",
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       "0  United Kingdom  19000000  46998772       Warner Bros.      146  \n",
       "1   United States   4500000  58853106  Columbia Pictures      104  "
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       "      <td>Jim Abrahams</td>\n",
       "      <td>Jim Abrahams</td>\n",
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       "      <td>3500000.0</td>\n",
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       "      <td>88.0</td>\n",
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       "    <tr>\n",
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       "      <td>1980</td>\n",
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       "      <td>6000000.0</td>\n",
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       "                                             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  "
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       "      <th>7445</th>\n",
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       "      <td>7.8</td>\n",
       "      <td>1100000</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
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       "      <td>200000000</td>\n",
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       "      <td>Twentieth Century Fox</td>\n",
       "      <td>194</td>\n",
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       "    <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</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</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</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</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>5640</th>\n",
       "      <td>Tanner Hall</td>\n",
       "      <td>R</td>\n",
       "      <td>Drama</td>\n",
       "      <td>2009</td>\n",
       "      <td>January 15, 2015 (Sweden)</td>\n",
       "      <td>5.8</td>\n",
       "      <td>3500</td>\n",
       "      <td>Francesca Gregorini</td>\n",
       "      <td>Tatiana von Fürstenberg</td>\n",
       "      <td>Rooney Mara</td>\n",
       "      <td>United States</td>\n",
       "      <td>3000000</td>\n",
       "      <td>5073</td>\n",
       "      <td>Two Prong Lesson</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2434</th>\n",
       "      <td>Philadelphia Experiment II</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>1993</td>\n",
       "      <td>June 4, 1994 (South Korea)</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1900</td>\n",
       "      <td>Stephen Cornwell</td>\n",
       "      <td>Wallace C. Bennett</td>\n",
       "      <td>Brad Johnson</td>\n",
       "      <td>United States</td>\n",
       "      <td>5000000</td>\n",
       "      <td>2970</td>\n",
       "      <td>Trimark Pictures</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3681</th>\n",
       "      <td>Ginger Snaps</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>Drama</td>\n",
       "      <td>2000</td>\n",
       "      <td>May 11, 2001 (Canada)</td>\n",
       "      <td>6.8</td>\n",
       "      <td>43000</td>\n",
       "      <td>John Fawcett</td>\n",
       "      <td>Karen Walton</td>\n",
       "      <td>Emily Perkins</td>\n",
       "      <td>Canada</td>\n",
       "      <td>5000000</td>\n",
       "      <td>2554</td>\n",
       "      <td>Copperheart Entertainment</td>\n",
       "      <td>108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>Parasite</td>\n",
       "      <td>R</td>\n",
       "      <td>Horror</td>\n",
       "      <td>1982</td>\n",
       "      <td>March 12, 1982 (United States)</td>\n",
       "      <td>3.9</td>\n",
       "      <td>2300</td>\n",
       "      <td>Charles Band</td>\n",
       "      <td>Alan J. Adler</td>\n",
       "      <td>Robert Glaudini</td>\n",
       "      <td>United States</td>\n",
       "      <td>800000</td>\n",
       "      <td>2270</td>\n",
       "      <td>Embassy Pictures</td>\n",
       "      <td>85</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</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</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5421 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            name     rating   genre  year  \\\n",
       "5445                                      Avatar      PG-13  Action  2009   \n",
       "7445                           Avengers: Endgame      PG-13  Action  2019   \n",
       "3045                                     Titanic      PG-13   Drama  1997   \n",
       "6663  Star Wars: Episode VII - The Force Awakens      PG-13  Action  2015   \n",
       "7244                      Avengers: Infinity War      PG-13  Action  2018   \n",
       "...                                          ...        ...     ...   ...   \n",
       "5640                                 Tanner Hall          R   Drama  2009   \n",
       "2434                  Philadelphia Experiment II      PG-13  Action  1993   \n",
       "3681                                Ginger Snaps  Not Rated   Drama  2000   \n",
       "272                                     Parasite          R  Horror  1982   \n",
       "3203                                  Trojan War      PG-13  Comedy  1997   \n",
       "\n",
       "                               released  score    votes             director  \\\n",
       "5445  December 18, 2009 (United States)    7.8  1100000        James Cameron   \n",
       "7445     April 26, 2019 (United States)    8.4   903000        Anthony Russo   \n",
       "3045  December 19, 1997 (United States)    7.8  1100000        James Cameron   \n",
       "6663  December 18, 2015 (United States)    7.8   876000          J.J. Abrams   \n",
       "7244     April 27, 2018 (United States)    8.4   897000        Anthony Russo   \n",
       "...                                 ...    ...      ...                  ...   \n",
       "5640          January 15, 2015 (Sweden)    5.8     3500  Francesca Gregorini   \n",
       "2434         June 4, 1994 (South Korea)    4.5     1900     Stephen Cornwell   \n",
       "3681              May 11, 2001 (Canada)    6.8    43000         John Fawcett   \n",
       "272      March 12, 1982 (United States)    3.9     2300         Charles Band   \n",
       "3203           October 1, 1997 (Brazil)    5.7     5800         George Huang   \n",
       "\n",
       "                       writer               star        country     budget  \\\n",
       "5445            James Cameron    Sam Worthington  United States  237000000   \n",
       "7445       Christopher Markus  Robert Downey Jr.  United States  356000000   \n",
       "3045            James Cameron  Leonardo DiCaprio  United States  200000000   \n",
       "6663          Lawrence Kasdan       Daisy Ridley  United States  245000000   \n",
       "7244       Christopher Markus  Robert Downey Jr.  United States  321000000   \n",
       "...                       ...                ...            ...        ...   \n",
       "5640  Tatiana von Fürstenberg        Rooney Mara  United States    3000000   \n",
       "2434       Wallace C. Bennett       Brad Johnson  United States    5000000   \n",
       "3681             Karen Walton      Emily Perkins         Canada    5000000   \n",
       "272             Alan J. Adler    Robert Glaudini  United States     800000   \n",
       "3203                Andy Burg       Will Friedle  United States   15000000   \n",
       "\n",
       "           gross                    company  runtime  \n",
       "5445  2847246203      Twentieth Century Fox      162  \n",
       "7445  2797501328             Marvel Studios      181  \n",
       "3045  2201647264      Twentieth Century Fox      194  \n",
       "6663  2069521700                  Lucasfilm      138  \n",
       "7244  2048359754             Marvel Studios      149  \n",
       "...          ...                        ...      ...  \n",
       "5640        5073           Two Prong Lesson       96  \n",
       "2434        2970           Trimark Pictures       97  \n",
       "3681        2554  Copperheart Entertainment      108  \n",
       "272         2270           Embassy Pictures       85  \n",
       "3203         309                   Daybreak       85  \n",
       "\n",
       "[5421 rows x 15 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Sorting the data by gross coloumn in descending order \n",
    "df.sort_values(by = ['gross'],inplace = False , ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "003501fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Setting the no limit to viewing data\n",
    "pd.set_option('display.max_rows',None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "6ef5f118",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>gross</th>\n",
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       "      <th>runtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\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>237000000.0</td>\n",
       "      <td>2.847246e+09</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>162.0</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>356000000.0</td>\n",
       "      <td>2.797501e+09</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>181.0</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>200000000.0</td>\n",
       "      <td>2.201647e+09</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>194.0</td>\n",
       "    </tr>\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>245000000.0</td>\n",
       "      <td>2.069522e+09</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>321000000.0</td>\n",
       "      <td>2.048360e+09</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>149.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            name rating   genre  year  \\\n",
       "5445                                      Avatar  PG-13  Action  2009   \n",
       "7445                           Avengers: Endgame  PG-13  Action  2019   \n",
       "3045                                     Titanic  PG-13   Drama  1997   \n",
       "6663  Star Wars: Episode VII - The Force Awakens  PG-13  Action  2015   \n",
       "7244                      Avengers: Infinity War  PG-13  Action  2018   \n",
       "\n",
       "                               released  score      votes       director  \\\n",
       "5445  December 18, 2009 (United States)    7.8  1100000.0  James Cameron   \n",
       "7445     April 26, 2019 (United States)    8.4   903000.0  Anthony Russo   \n",
       "3045  December 19, 1997 (United States)    7.8  1100000.0  James Cameron   \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",
       "\n",
       "                  writer               star        country       budget  \\\n",
       "5445       James Cameron    Sam Worthington  United States  237000000.0   \n",
       "7445  Christopher Markus  Robert Downey Jr.  United States  356000000.0   \n",
       "3045       James Cameron  Leonardo DiCaprio  United States  200000000.0   \n",
       "6663     Lawrence Kasdan       Daisy Ridley  United States  245000000.0   \n",
       "7244  Christopher Markus  Robert Downey Jr.  United States  321000000.0   \n",
       "\n",
       "             gross                company  runtime  \n",
       "5445  2.847246e+09  Twentieth Century Fox    162.0  \n",
       "7445  2.797501e+09         Marvel Studios    181.0  \n",
       "3045  2.201647e+09  Twentieth Century Fox    194.0  \n",
       "6663  2.069522e+09              Lucasfilm    138.0  \n",
       "7244  2.048360e+09         Marvel Studios    149.0  "
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Looking at the whole data in sortedd order \n",
    "df.sort_values(by = ['gross'],inplace = False , ascending = False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ba0c3970",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "      <th></th>\n",
       "      <th>name</th>\n",
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       "      <th>genre</th>\n",
       "      <th>year</th>\n",
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       "      <th>score</th>\n",
       "      <th>votes</th>\n",
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       "      <th>star</th>\n",
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       "      <th>gross</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</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</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</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</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              name rating      genre  year                       released  \\\n",
       "0      The Shining      R      Drama  1980  June 13, 1980 (United States)   \n",
       "1  The Blue Lagoon      R  Adventure  1980   July 2, 1980 (United States)   \n",
       "\n",
       "   score   votes         director                   writer            star  \\\n",
       "0    8.4  927000  Stanley Kubrick             Stephen King  Jack Nicholson   \n",
       "1    5.8   65000   Randal Kleiser  Henry De Vere Stacpoole  Brooke Shields   \n",
       "\n",
       "          country    budget     gross            company  runtime  \n",
       "0  United Kingdom  19000000  46998772       Warner Bros.      146  \n",
       "1   United States   4500000  58853106  Columbia Pictures      104  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "07b9fd5d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking for duplicate items in data \n",
    "df.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "4981fb05",
   "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",
       "      <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",
       "  </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": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "84048aaa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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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>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</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</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</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</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</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</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</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</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</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</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  Stanley Kubrick   \n",
       "1   July 2, 1980 (United States)    5.8    65000   Randal Kleiser   \n",
       "2  June 20, 1980 (United States)    8.7  1200000   Irvin Kershner   \n",
       "3   July 2, 1980 (United States)    7.7   221000     Jim Abrahams   \n",
       "4  July 25, 1980 (United States)    7.3   108000     Harold Ramis   \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",
       "       gross             company  runtime  \n",
       "0   46998772        Warner Bros.      146  \n",
       "1   58853106   Columbia Pictures      104  \n",
       "2  538375067           Lucasfilm      124  \n",
       "3   83453539  Paramount Pictures       88  \n",
       "4   39846344      Orion Pictures       98  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "87379b15",
   "metadata": {},
   "outputs": [],
   "source": [
    "#now we are going to check correlations between gross and other variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "c56c192e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AACAlgmkAAAAgJYJpAAAAICWCaQAAACAlgmkAAAAgJYJpAAAAICWCaQAAACAlgmkAAAAgJYJpAAAAICWCaQAAACAlgmkAAAAgJYJpAAAAICWCaQAAACAlgmkAAAAgJYJpAAAAICWCaQAAACAlgmkAAAAgJYJpAAAAICWCaQAAACAlgmkAAAAgJYJpAAAAICWCaQAAACCl/m43AAAwtVVHhqXNt2nv6EFVZ8+VVqxUZXCo280CgEQIpgEAXVMdGZa7cZ00MqxjtYVPbFN1zXoCagClQJoHAKB7Nt8mjQzXL/N7qgGgDAimAQBd4+7f29ZyACgagmkAQNc4Cxa1tRwAioZgGgDQPStWSo250YND3nIAKAEGIAIAuqYyOKTqmvXS5tvUP3pQx6nmAaBkCKYBAF1VGRySVq/VooEB7d69u9vNAYC2kOYBAAAApEQwDQAAAKREMA0AAACkRDANAAAApEQwDQAAAKREMA0AAACkRDANAAAApEQwDQAAAKREMA0AAACkRDANAAAApEQwDQAAAKTU3+0GAACA9lRHhqXNt8ndv1fOgkXSipWqDA51u1nAlEQwDQBAiVRHhuVuXCeNDEuSXEl6Ypuqa9YTUANdQJoHAABlsvm28UB6nN9TDSB/9EwDAFAi7v69bS1H7yLdpxgIpgEAKBFnwSIvtSNkOaYO0n2KgzQPAADKZMVKqTFYGhzylmPqIN2nMOiZBgCgRCqDQ6quWc/t/SmOdJ/iIJgGAKBkKoND0uq13W4Guoh0n+IgzQMAAKBsSPcpjFx6po0xJ0u6VdKJ8nLkb7bW3tCwjiPpBklvl/SSpFXW2vvyaB8AAECZkO5THHmleRyXtNZae58xZq6kHxtj/tFa+3BgnV+XdKb/c76kL/r/AgAAoAHpPsWQS5qHtfb5Wi+ztfagpEckndSw2gpJt1prXWvtv0laYIxZmkf7AAAAgDRyH4BojDlN0uskbWl46CRJzwT+ftZf9nzD8y+VdKkkWWs1MDDQsba20t/f37XX7lXs085gv2aPfdoZ7NfssU87g/2avTLv01yDaWPMHEl/I+nD1toX0mzDWnuzpJv9P93du3dn1by2DAwMqFuv3avYp53Bfs0e+7Qz2K/ZY592Bvs1e2XYp8uWLQtdnls1D2PMNHmB9G3W2m+GrPKcpJMDf7/MXwYAAAAUUl7VPBxJX5b0iLX28xGr3SHpMmPMN+QNPDxgrX0+Yl0AAACg6/JK8/h5Se+TtNUYc7+/7GOSTpEka+2XJH1bXlm8x+WVxvu9nNoGAAAApJJLMG2tvUeSE7OOK+kP8mgPAAAAkAVmQAQAAABSIpgGAAAAUiKYBgAAAFIimAYAAABSIpgGAAAAUiKYBgAAAFIimAYAAABSIpgGAAAAUiKYBgAAAFIimAYAAABSIpgGAAAAUiKYBgAAAFIimAYAAABSIpgGAAAAUiKYBgAAAFIimAYAAABSIpgGAAAAUiKYBgAAAFIimAYAAABSIpgGAAAAUiKYBgAAAFIimAYAAABSIpgGAAAAUiKYBgAAAFIimAYAAABSIpgGAAAAUiKYBgAAAFIimAYAAABSIpgGAAAAUiKYBgAAAFIimAYAAABSIpgGAAAAUiKYBgAAAFIimAYAAABSIpgGAAAAUiKYBgAAAFIimAYAAABS6k+ykjEmNOi21lazbQ4AFFd1ZFjafJv2jh5UdfZcacVKVQaHut0soCNqx7u7f6+cBYs43oEIiYJpSccluY0LjTHHJe2Q9E1Jn7DWvphh2wCgMKojw3I3rpNGhnWstvCJbaquWU+AgZ4TPN4lPwDgeAdCJU3zuFzSP0u6SNKrJP2apH+S9N8lfUjSz0n6sw60DwCKYfNt44HFOL/nDug5HO9AYkl7pv9Q0uuttQf8vx8zxtwr6cfW2lcYY7ZK+nFHWggABeDu39vWcqDMON6B5JL2TM+TdELDshMkzfd/H5Y0K6tGAUDROAsWtbUcKDOOdyC5pD3Tt0r6R2PMDZKekfQySVdI+qr/+EWStmXfPAAoiBUrpSe21d/6HhzylgO9huMdSCxpMP0RST+T9C5JyyQ9L+kLkv7cf/xfJP1r1o0DgKKoDA6puma9tPk29Y8e1HGqeaCHBY93qnkArTmu21Sko0zcHTt2dOWFBwYGtHv37q68dq9in3YG+zV77NPOYL9mj33aGezX7JVhny5btkySnMblSXumZYy5SNJ5kuYEl1tr102ybQAAAEApJZ205SZJRl46x0uBh0rdrQ0AAABMRtKe6fdIeq219plONgYAAAAok6Sl8XZL2t/BdgAAAAClk7RneoOk24wxn5G0M/iAtfaJzFsFAAAAlEDSYPqL/r+/0bDcldSXXXMAAACA8kgUTFtrk6aDAAAAAFMGQTIAAACQUmTPtDHmO9bat/m/f18RZfCstb/QobYBAAAAhdYqzePWwO+bOt0QAAAAoGwig2lr7V8Gfv9qPs0BAAAAyoPpxAEAAICUJjudOAAAADBlMZ04AACSqiPD0ubb5O7fK2fBImnFSlUGh7rdLAAFlzSYZjpxAECTXglAqyPDcjeuk0aGJfnlq57Ypuqa9aV8PwDyk8t04saYr8ibPXGXtfbckMffKmmzpO3+om9aa9cnbBsAoAt6KgDdfNv4+xjnXyho9drutAlAKeQ1nfgtkm5Sfbm9Rt+31jZuHwBQVD0UgLr797a1HABqYoNpY4wj6UxJT1lrj6d5EWvt3caY09I8FwBQTL0UgDoLFoXOTOYsWJR7WwCUS+x04tZaV9KDkqodbstbjDEPGGP+jzHm1R1+LQDAJEUFmqUMQFeslBpTUwaHvOUA0ELSNI+fSHqlpEc71I77JJ1qrX3RGPN2SX8rrze8iTHmUkmXSpK1VgMDAx1qUmv9/f1de+1exT7tDPZr9tinnuOrLtf+Jx/X2M7nxpf1nXiSFqy6XP0p9k9X9+vAgI6vv0mjX79ZY3t3q2/RgGa/+1L1Dy3rTnsywrHaGezX7JV5nzquG3Zjq54x5hpJ75WX+/yMNHE3zFr7lSQv5Kd5/H3YAMSQdZ+U9EZr7e6YVd0dO3YkefnMDQwMaPfuuOahHezTzmC/Zo99OiHLah7s1+yxTzuD/Zq9MuzTZcuWSZLTuDxpz/TPy6u0cWHDcldSomC6FWPMkKSd1lrXGPMmeekneya7XQBAZ1UGh0o32BAAspQomLbW/uJkXsQY83VJb5U0YIx5VtInJE3zt/0lSe+U9CFjzHFJhyS9y8/VBgAAAAorac/0OL+6x3gXt7U2dmCitfbdMY/fJK90HgAUVi2lYe/oQVVnzy3tBCUAgOwkCqaNMSfJC3Z/QdKChoeT1JkGgFILTlByrLawrBOUAAAyE1saz/clSUcl/bKkFyW9XtIdkj7YoXYBQLG0mqAEADBlJQ2mf07S71tr75fkWmsfkPR+SYw6ATAl9NIEJQCA7CQNpsck1WY/3G+MGZQ0KumkjrQKAAqmpyYoAQBkJmkwvUXS2/3fvyvpdknflHRvJxoFAIXDDHkAgBBJq3m8TxOB94flpXfMlfRn2TcJAIqnMjik6pr10ubb1D96UMep5oECo/IMkJ9EMyAWGDMg9hD2aWewX7PHPu0M9ms2gpVnxg0OyaHyTGY4VrNXhn06qRkQjTEzJK2T9G5Ji621840xF0l6pV8jGgAAFEGryjPMVglkLmnO9EZJ50paKW8KcUl6SNKHOtEoAACQDpVngHwlDabfIek91tofSKpKkrX2OVHNAwCAQqHyDJCvpMH0UTWkhPjl8fZk3iIAAJAelWeAXCWt5vFXkr5qjFkjScaYpfIqeXyjQ+0CAAApUHkGyFfSYPpjkj4raaukEyT9TNKfS/qTDrULAACkVBkcklav1aISVEgAyi5RMG2tPSppjaQ1fnrHbmttqWvqAQCKgZrIAMosac/0OGvtSCcaAmBqqgVS7v693gApAqkpJVgT+Vht4RPbVKUmMoCSaDuYBoCsNE4u4UoEUlMNNZGBluhwKL6k1TwAIHutAilMCdREBqLVOhzcLXdJ27bK3XKX3I3rvAAbhUEwDaBrCKRATWSgBTocSiHpdOK/KOlJa+12vyzedfImb/ljay2XRwBScRYsUthIZgKp1nrqtu+KldIT2+oDBmoiA5LocCiLpDnT/1PSr/m/b/D/PSTpZkm/mXWjAEwRBFJt67U8c2oiA9HocCiHpMH0Sdbap40x/fKC6lPlzYq4o2MtA9DzgoFUT/Sy5qEHB+xRExmIQIdDKSQNpl8wxpwo6VxJD1trXzTGTJc0rXNNAzAV1AIpJMNtX2DqoMOhHJIG0zdK+pGk6ZI+7C/7eUmPdqBNAFBIRZhchNu+wNRCh0PxJarmYa39rKRfkfTz1tpv+Iufk7S6Uw0DgCIJlqg69tP7uleiasVK7zZvELd9AaBrEk/aYq19rPa7X92jaq29qyOtAoCiyShXebKVOLjtCwDFkrQ03l2SPmat/b/GmD+S9IeSjhtjvmCt/XRHWwgABZBFrnJWlTi47QsAxZF00pZzJf2b//sHJP2ipDdL+mAnGgUARZPJ5CJMwAAAPSdpmkdFkmuMeYUkx1r7sCQZYxZ2rGUAUCQZlKiiEke4IgzsBIC0kgbT90i6SdJSSd+SJD+wpiAogCkhi8lFqMTRLJj6cqy2sMST0BQFFyhAfpIG06skrZU0Iulz/rKzJd3QgTYBQCFNenIRJmBo1oOT0HQbFyhAvhIF09baPZI+1rDsHzrSIgDoUVTiaEbqSwdwgQLkKmk1j2mSrpb0PknL5E0j/jVJ11prj3aueQDQW6jEUY/Ul+xxgQLkK2k1jz+VN2nLByW91v/3lyR9tkPtAgBMAe4FF0mVvvqFlT5vOVLJpPIMgMSS5kz/jqTX+ukekrTNGHOfpAckrelIywAAPc+550651bH6hdUxOffcKZ29vDuNKjty84FcJQ2mnTaXAwAQi5SE7GVReQZAckmD6b+S9HfGmD+R9LSkU+XlUNtONQwA0PvIme6MSVeeAZBY0pzp/y7pe5K+IOnHkm6U9C+S/qhD7QIATAUrVnopCEGkJAAokdieaWNMn6Q/l3SptXZd55sEAJgqSEkAUHaxwbS1dswYc5Gkag7tAQBMMaQkACizpGkeGyX9iTFmeicbAxRVdWRY1U0bNHb9Vapu2uBN1QsAAKa8pAMQL5c0JOkPjTEj0sR4EWvtKZ1oGFAUwal5Jf/gZ2peAAVW9Wc83Dt6UFVSZ4COShpMv7ejrQCKrEBT89ZOkExFXV58hui0YAfAsdpCOgCAjkkUTFtr7+p0Q4CiKkodXHrIy4/PELkoUAcAMBUkCqaNMesjHjoi6VlJ37HW7sysVUCBFKYOLifI8uMzRA6K0gEATBVJByC+Ul5N6V+UdIb/7x9Jep2kD0l6whjzto60EOi2gtTB5QRZfu5zT7W1vBcweDd/URf6TIQDdEbSnOmKpHdZa79VW2CMWSHpPdbaNxtjflfSdZK+04E2Al0VrIPbzTzXwvSQI71dz7e3vORIa+mSFSulJ7bV3wVhIhygY5IG078m6d0Ny/5e0tf83/+3vFkRgZ5Uq4PbVZwgy8+JuBlYSXqTsGQSprVQeSJbTIQD5CtpMP3v8tI5bgos+6C/XJIGJL2UYbsANChKDzkmYc5c6cih5uWz5+bflhwkSU3KqvIEVVLqMREOkJ+kwfRqSd80xvyRpOcknSRpTNJv+Y+fJenj2TcPQFAhesiR3qorpI3rpOrYxLJKn7e8ByVKTcpgUCbpJAC6KdG9RWvtfZLOlPQeebMhrpR0pr9c1tq7rbV/3rFWAkAP6Dt7ubRmvbR4iTRrtvfvmvXe8l6UYPBuJgNrWwXkANBhSXumZa09Jun7HWwLehS3X4EJfWcvl67b1O1m5CJJalIWA2updNOsTHnonCNQdomDaSCNrG6/8mULlFNsatKKldJjD0n7Anm9CwfaGlhLpZt6ZZoBkRQd9IIeHUKOwsjg9mvty9bdcpe0bavcLXfJ3biOerVAr6hWW/8dJ6da8KWpmV2mtJcytRWIQDCNjiIfEkAr7u2bpAMN3wcH9nrLE6oMDslZs17O+RdKZy2Xc/6FcjLu2SzTRX2Z0l7K1FYgCmke6CjyIYFyyT2l6vFH2lseoeOVbko0FXyZ0l7K1FYgCj3T6KwMbr8yNS6Qj670vh453N7yLinVRf2KldKiwfpliwaLOcFTTik6QCfRM42OymSikZQz/3Vj0CIDJVFq3eh9nT5DOn4sfHmBlK4H1XVb/10QTEaFXkAwjY6b7O3XNF+23RghPhVHpXPx0Fu60vt65jnSAz8MX14kKS/qu2LzbfXVUSTv7wKmpEhMRoXyI5hGKbT9ZduNHrYS5VRmYSpfPJShdm8aXel9/ZUV0oP3Sm6ggodT8ZYXSJl6UEuVkgL0AIJp9KRunEym3AlsCl88FL12bxJhdxW60vv6vc31gbTk/f29zVLBZoYsSw9q6VJSgJLLJZg2xnxF0m9I2mWtPTfkcUfSDZLeLuklSatqU5UDaXTjZDLVTmBZXTyUJlWkhy4eou4qOGvWywn0vmrmLO/xr96oaqc+mye2tbcc8cqUkgL0gLx6pm+RdJOkWyMe/3VJZ/o/50v6ov8vkE43TiZT7ASWxcVDmVJFeurOQ4sLg8rqtdLqtaX6bFAvmJLSP3pQx3swJQkoklxK41lr75bU6oyzQtKt1lrXWvtvkhYYY5bm0Tb0pjwmcSjCa3ZVFiWtSjQhTy+VaEx0YZDXZ3P6We0tRyKVwSFVVq/Vok/dpMrqtb37PQQUQFFypk+S9Ezg72f9Zc93pznoBd3IbyxLTmUWshiQVare3h6685DkrkJen41z8Wq5Tz9RX31i4YCci1dn+joA0ClFCaYTM8ZcKulSSbLWamBgoCvt6O/v79pr9yr2aWd0dL8ODEiv+kzqpx84cakOb9vatHzmiUs1v2jHwsCAjq+/SaNfv1nVfXtUWbhYs999qfqHlnW7ZW07vupy7X/ycY3tfG58Wd+JJ2nBqsvV7+/33D6bgQEd//SXemK/FhHfq53Bfs1emfdpUYLp5ySdHPj7Zf6yJtbamyXd7P/p7t69O2y1jhsYGFC3XrtXlWmflmbQnIq9X6tve6f0yINNvb1H3vbOYra5f7r0vsvG9+l+SSpiO+P0T1f1ik/ICRzD1RUrtb9/+vj7yfWz6ZX9WkBF/v9fZuzX7JVhny5bFn6RX5Rg+g5JlxljviFv4OEBay0pHiikPAZmlSlYn4wy1e4tm7hjKC4lic+m3Hq9JjpQJHmVxvu6pLdKGjDGPCvpE5KmSZK19kuSvi2vLN7j8krj/V4e7QJS6XCJtKlWRWEq5ZnnJatjiM+mXlkucnutJnqRcJGCMLkE09bad8c87kr6gzzaAkxWxwdmtQjWqytWluJkji7roZrYRVGqi1w+/47gIgVRipLmAZRGpydniQzWR4alz31svOqBK0mPPaTqRz7NF3lOytIrVaoqKWVRogCVz79DSnQMIF+51JkGekoW9ZVbiAzK9+6uLx8mSft2y719Uyavi9ZqvVLulrt07Kf3yd1yl9yN67wAu2B6qSZ2UZQpQOXz74wyHQPIF8E00KaOT84SFawfPRK+PtMu56NEE8x0+oJvKipTgOpecJFU6atfWOnzliO1Mh0DyBdpHkAKnRyYFVVFwf3MRzryekjG3RXeA+0WsGeaShwdUKJJe5x77pRbHatfWB2Tc8+d0tnLu9OoXlCiYwD5IphG4ZRlxHwnhQXrY6efJT3ww+aVmXY5Hy/sC19+IGJ5l1GJI1tlukAhHaEzgsdA/+hBHS/wuAnki2AahVKqEfM5cy5eLfeZ7dLekYmFiwaZdjkv8xZIe3aFL8eUUJYLlE4Pkp7KasfAohJMMIL8kDONYilTXmo3nPxyae587+e1b5Jz5bVT/iIjL86SpW0tB7qGnHkgV/RMo1C4PRmuscdekrTj6e41aCpasVJ67KH6iioLBwhQUDiTSUcgzQ5oH8E0CoXbk57GE5p7+BD1TYvAcVr/DRREmnQE0uyAdAimUSwFHy2dR69N6Alt2rTQdd0H71V104bQdpRlgpHS2Hxbfb665P1d0Asaehh7W0c+XyYlAVIhmEahFHnEfG69NmEntGPHwtc9NCp3y11N7ejktLdTNUgrUwoSPYy9Lcnnm+ZiukzHOFAkBNMonMKOmM+p1ybyxNU/TToeEVQ3tqNDbe1WkFaEAL5UKUgl62HkLkqbYj7ftBfTpTrGgQIhmAYSyqvXJuqEple/Ts7MWXIfvFc6NNqyHR1raxeCtML0shY8BSkoyedfhAuUWjs6dRelV8V+vmn/n5boGAeKhNJ4QEK5TSUbUdbKuXi1KqvXynnNG+PbMXNW+LajlifUldvABSmXGJxGftq5r89+GvksxXz+tQDW3XKXtG2r3C13yd24zguw81aQz7dM4r6L0v4/DR7jOmt5sY9xoEDomQaSyqnXJjZvvIu9R924DVykPM6embChQGkgRfp8SyPmO2Ay/08Lm2YHFBjBNJBQnoMjW53QErXj8KHwDUctT6oLgXyv5XHmkl4R8/kXKYDttc83D0W+4AamIoJpoA1F6bWJa0enApQ0FxSTDh4nGRgUJTe41pY88r/jPv8iBbDuBRdJP7pHqo5NLKz0ecsRKekFd7uTtgBoH8E00Is62DPVzgVFFsHjZO4IZBW8Ngbkx1ddLvVPT/z8cXmlV8R9/gXquXTuuVNuMJCWpOqYnHvulM5ennt7ekXPpCQBJUAwDbShSL2crRSmZyqj4DH1HYEMXj8sIN//5OOqXvGJtvdnXukVcRcglcEhjV1yuXTLDdJLo9IJs6VLLu/KsVyklBMASINgGkioMCXaEipCz1S3A6VMXj8kIB/b+ZycNL3JHaqy0q7qyLB0643Snl3egkOj0q03duVYLlLKCQCkQTANJFWgCghlkSRQStLbn/aOQBaBWrcvCNKIvfAr0rFcoJQTAEiDYLpLypIugAllDKq6LiZQSjotcuo7AhkEapn2nHaqykqjiGDZvX2TqrWJf0I0Hst5fE9VBoc0tmKldOtN3gyf/dNK/X3Idzsw9RBMd0HZ0gWKKu+T1lS8HT3ZfRw7eDBJD+kkelEzKWcYEpD3nXiSqil6TvM6hiIv8B7+idxjEVPSq/mOQR7fU2OPbpW+8mcT1TyOHpG+8mcam79IfSUbgMh3OzA1EUx3Q5FusZZUV05aU+x2dFb7uNXgwSS9/ZO9IzDZcoZhAfmCVZdrf4pqHnmVgYuckr5FIN10LOf1PXXLDfX7Q/L+vuUG6bpN2b1OHvhuB6YkgukuIF0gA104aeU5aUsh5LCPk/TUFuGOQGNA3j8wIKUY1JlVGbjYOwZhF37907w0ikazZntT1DdsI7fvqZdG21teYHy3A1MTwXQXFCE4KLtunbSKMmlLHnLZx0l6+3vojkAW+zTJHYOwCz/38CHpgR82bc95zRtVCTmmc/ueOmG2V00kbHnJ8N0OTE2VbjdgSlqx0gsGgkoaHHRL1MmJk1Z28tjHldpxP32G5FS8fxt6SCuDQ3LWrJdz/oXSWcvlnH+hnJLmoGayT1vdMQioDA6psnqt+q68VpXVa+VcvLr5e2fGTLm7nld10wavtzsor++pVVdIchoWOv7yklmxUlo0WL9s0SDf7UCPo2e6C6ZcukAn9FBvZWHlsI+TDj7L645Axwe1JtynrdqRtHc7bBtO7XtnZFh67inpyGFp+2Nytz+WqHe7E99TzuJBuXPnSQcPTCycO0/O4sHoJxWZ67b+G0DPcdxy/0d3d+zY0ZUXHmCK1sy1u08pQZXMZI7VTu/jsY+unpg4JGjxEvXlPPisMX1CkuT3igfL9E12Vsm4fRrXjuqmDXK33NW0Xef8C8fTNbLYRl7GbromNP1Er32T+i67Ote2TFaR9msN56rOYL9mrwz7dNmyZVLzrTR6plFeUyl/uVs6vo+LNPgsZsBlMEAdH8aXcXWTJO1I1Lsdsw13V8NjPrfxOXl4/JH2lhcYAxCBqYmcaQDdEzXIrAuDz2IDoYS5yp1uR5Ic8thg+YV94S9+IGJ5Jx053N7yAmMsBzA10TMN9KhaOsHe0YOqpkxJ6LhVV0gb1zXVXe7G4LO4Sgx59TomqQgR27sdFyzPWxCeXjNvQdJmZmf6jPCSfdNn5N+WyWIsBzAlEUyj60oR9JVMVikJnc6Z7jt7ucbWrPcm6Hhp1OuRXnVFd2a+iwmEcit7liAgG3t0a+t9FhMsO0uWeoMOGzhLlmb0Jtpw5jnhOdNnnpN/WyaJweXA1EQwja7KKuhDgwwmXMlrlsm+s5cXYqa7uEAor9kL49ox9ujW+t78Q6PSxnUaW7N+PKCODZYL1IPqXLzaa+sL+ycWzlvglfIrIcZyAFMPwTQidbJXcnzbD99fXxJLynX63V6tCJJJSsIUnBq5VSCU1eyFk5Zk+u2YYLlwPaj901r/DQAFRjCNUJ3slQwt29Ugj9HvWb3HIgbkWaQkTMXKBFnUd86iDS2PywQVUJIEy4XpQd18m7R3pH7Z3pGevmgD0FsIphGuk72SYdtukMvo9xKlQrQtg9v4U21q5LjPMrf9EXdcJpx+uzDBcoypeNEGoLdQGg+hOnmCi91GxIxw1U0bNHb9VeFTH2fYjsxSIbooWD5t2rmvTzcF91Sb9j7ms3QvuMirNBLUgZzp2ONy1RWh7Sjl9NuinByA8qNnGqGS9sKlSXGI3Pb8hdLZr4mdES6r3t+OpkI8eK+qmzZ0NeWj1jO5KOWsUoXLq+2wuCA2t5zpmbNaLi9UBZQsFGgwZJwipnQB6D6CaYRLcIJLHeRGbHvR+pu0v3968/qdSjnpYCqEDo160woXIeVjEsqSKpCFotSZTqIoFVCyELxom8w07Z1W2JQuAF1HMI1QiXolUwa5UdvuH1omhfSgdiqIyaTnNSwgD+rx6hdl6qmLbWvcxVVMj3Fm7Th8KPyJUcuRjylY3QbNmBcBYQimESmuV3IyQW47PZ6dHPg12Z7XuoD8wXtDB4b16kCqMvXUJWlrHmktifZZRkF7WZSl1nyR7kygO8pyrCJ/DEBEarkNHCr4QLjK4JAqq9fKec0bQx/v2YFUBR18GSphW2ufZd+V16qyem32PcYZ7bNODMjtmpIcRwyURFmOVeSPnmmkl9PAoSINhGt5i75D+6OoqRR59tRNdh9k0tYMeowTtSMmaC/THYEkStPjW6KBkuiM0hyryB3BNFLLM8gtwkC4uCCmE/sj78CpnaA1q/SbuNfMYh8UpWZ2knbErtNjubtF+WziVAaHNHbJ5fVVVC65vJQXMEinLMcq8kcwjUkpQpDbScFAT7t3Snt21a/QEMRkvj8SBE5Z9Vy3HbRm0FOX6DWzCB4TtrXlvmycpa8mannSdiwckHv4kMauv8o7WV9wUcu29lrvmHvBRdKP7qmfIr0D9bsnqzoyLN1648R3wKFR6dYbS3tHAClwdwIRCKansKKmDxSlXUmmPZc6G8TEBU6Z9ly3GbQm7Ylv+XkmeM0sgsckbY3dl8PPhW88anmCdmjmLOmZ7dIDP6x7TV1yuVfXOqStvdY7llv97snqsTsCaF9ZyjgifwTTU1RR8y4L1a4E055LnQ1i8rzlnyZojeuJj/s8k7xmZC3vHU+3NTFO7F2DuH157Fj486KWJ2hHddMGuY092yPDcu65U5WotvZY71i3etrbvWjvtTsCSGeyk2GhN1HNY6oq6qjkArUr0Umy00FMTCWTLE/wHalWEPN5JnrNsH0gSQcPyN1yl9yN6/KZXr4S8XUZtTyL1wx7ucBU8Tprebqp4gukG1Uyahd57pa7pG1bEx1HVPMAEIWe6SmqqL0sRWpXZI/o4iXSwIkdTUGpy9Vedor3c/hQZ2/5d6DHM/bzTPCadakRD98vHTxQv7GRYbm3b1J15qxJpQbF7ss5c6UX9jevMGduW6/T1mtG6KmxCitWSj97uD73fNFgZy9S09zR6bE7AkkUJeUOKDqC6SmqqHmXhWpXxMmzVS9gFief0FztqNfN8ATfiWokcZ9n0tesBY9j118lbdvavMGHfyLXT7eISg2a9AyIi08MD6YHTozfEVE6GKCVKhBy3dZ/Z/1yKe8IFKVEZx4KlXIHFBzB9FRV1F6WArWr3ZNnZiefNnrNsj7BN/Z41iYHaTVob1IBashrthJ5t6Axbzmk4smkZ0CcNz+8UXMjlifQqQCtVIHQ5tukfQ25p/t2d3RgH3cEEmDAJZAYwfQUldVJPOver6L1/rR18szo5NNur1mnTvBxAVlXpugOC877p0nHmwcB1u2vhJ9NN4KljrxmRsdiHr3bXUntKtBFe1EVKeUOKDqC6SlssifxTvV+lbX3J6uTT2FSXeICsi4EqGHBuXv40HhpuaDg/srks8liOvGcZPF+8+rdTnO8TzbIL9pFexEV5nsIKAGCaaTHbcA6mZ18CtJr5u56vuXyrC4ekgRGYev0+etUR4bl7ni65f7K4rMpU3CRSVtz+v/d7qQtWQX5Zb1oz01BvoeAMiCYRmpZB1N7Rw+q2mYR/EINssro5FOYXrOwwXaB5VkEbNWRYbnXXzVeycGVpJ89rOqV146/3yymcc9klr0yBRcZtDWv2/xtT9rCRXwuCvM9BJQAwXRJFCpo9GUWTPmB0njWa8JepixvQyfdv63Wy/Lkk2QylI4fD/MWNk+fLknzF3r/ZhGw3b6peTruvSPe8suu9v5OEDzF7a8sZtkr0+xnUceipJYDSoOS/v+e7LHYbtBOLm9+6L0HkiGYLoHCjszPoqduMr1MGQ6ySrJ/qyPDcj/3sfHKA64kPfaQqh/5dF1A3emTT265rEuG5G7f1rw8y4uHnz0cuzxJ8BQX0GUVgJVp9rOwyiztHDdJevOzOBbbvSgvU7oNgKmBYLoMCnpbM4tgajJBTmY9VAn3r3v7ptASXsFe1LFHt0q33CC9NCqdMFtadYX6EvZ8BrUMDhO2dzLpM5IyL2sX6uiRlsurI8PSzh3h68ycNb5OXEBXpAAsr7tMja/jHj7U1vdIot78LL6b2r0oL1O6DYApgWC6BIp8W3OywdRkgpysAqTE+/eJ5l7a4PKxR7dKG9dN9OQdGpU2rtPYmvVtBdRxwWHSntqm9Jn7t2hs2SlylixNFMDlkjMZUdZO/dMm3sP+Pa23kSSgSxiAdTrQzeuuQujrTJsWuq774L2qbtqQqjc/i++mdtNnyOUFUDQE0yVQpF61zE2mlymjHqrM9u8tN9TfEpe8v2+5QbpuU/LtxASHidobto0jh6Xtj8nd/ljiAK7jaSszZ0mHXwpfHvYegvxpxZMEdEkCsFwC3bzuMoW9TuPENjWHRuVuuStVb35W/3faTZ8hlxdAkeQWTBtj3ibpBkl9kjZZa69reHyVpM9Jes5fdJO1to0IpIfFBI3t9KYVbSDjZAZ1ZdZDlTQoP+lU6dEHm59/0qnevy+Nhm8/anmE2OAwQXtjewYLkCYkSVo4EN7zvGgg/j0c2CcpeUAXG4DlEOjmdZcpcntRdwKkdL35pFwAQD7BtDGmT9IXJP2qpGcl/cgYc4e1tnH00e3W2svyaFOZtAoa2+lNK+pAxskM6sqihypxUD5jZvgGastPmO2ldjQ6YXZb7YmcMnvH0+O3452Y9kZuI8B9+H5VR4a7+tnHDXJs+R7mLfD+zSigyyPQzatCRuTn/+rXyZk5S+6D94Yeq+325pNyAQD59Uy/SdLj1tonJMkY8w1JKyRFDOVHo8igsZ3etIIOZMxCFjOixe6DuBnwVl1RnzMtSZU+b3kbQqsoSNLBA+O3450161Vp1d6wALPRwQNyN65reTHV8TsZK1Z6lTuC5fEWDU4Ewi3eg7NkqaTsArokgW4egzqzuOiNqsShX1mhytnLvfJ4W+5q+V6TKkvKRdHuygHoHXkF0ydJeibw97OSzg9Z77eNMb8g6TFJa6y1z4Ssg4B2etOKPJBxMrLqcY872cYFW31nL9fYmvVejvToQalalZYslXPPnaouHkxeKiysikLQyLDcDVeruvaaRIO0+vbt0fGnHvdypkO2FXUxldudjMa0A//v2ntwb98kPfST+vWyrioiJUqnqk0wM96Shglm4iQK/DO46I2txJFTUF8UvfReABRPkQYg/p2kr1trjxhj/qukr0r6pcaVjDGXSrpUkqy1GhgYyLeVvv7+/lxf+/jwDo1+/WaN7d2tvkUDmv3uS9U/tEwHTlyqw9u2Nq0/88Slmt/Qvrh1o14jt/eTcp8e+NpNOhwSfMz4zl9r/ppPJm7P/hv+RGM7vZR9V1Lfk49rwSdvGN8Hx1ddrv1PPj6+jiT1nXiSFqy6XP3+/jt493d07OgRuUeOSG5VevZJuc8+2bStVnbv3a0WobRnzy5VbviT1tscGJBe9Rn19/fr8LNPa+9HPyDXzzMO6h89qEUh+z2L/Rpn381/qqONMy2+sF/TvnWrFn7sT7338Mk/y+fYHBjQ8fU3Rb7Ovps/p6MhE8xM+9bXtPBjn23rdfSqz0Q+vHf0oMKymqM+p1TbiHmvUj6ff1P7OvS92o33UhR5n6umCvZr9sq8T/MKpp+TdHLg75dpYqChJMlaGxyFtEnSn4ZtyFp7s6Sb/T/dbk2cMJDjpA2NvSrHJB1+5EEvb/Zt75QeebCph+nI297Z1L5qi3V3PfLT5tfYep90yunS4UOZ3haNej+L19+k/f3T297e2M7nQ5cffvYpHbnuj5MNzLzlRrk76w5Jje18TntvuXEinaJ/uqpXfEJOoFexumKl9vdPV/WRn9ZNi93cxoZttXo/EdtIu82BgQFvv579Gink1v7x2XNDj+WxZ54M3d7hZ57UsYyO/bFHmy/uJOnoo1vr29Q/XXqfN5yiKmm/JAUez+wWfovXGXv4/vC2Pnx/pt8F1dlzQ5dHfU6ptxGzTyP/X+18vu7zzzJ9olPfq0nfSy/K81w1lbBfs1eGfbpsWXgnTl7B9I8knWmMebm8IPpdkt4TXMEYs9RaW/vG+01Jj+TUtkIJOzG1uu1bWb02cb5oy4GMmzY0v8a+3fWz/UXMCtj2iTTi/Yx+/ebxk3tb/Mk7mjyzXa5fAzp2treEKTAtc9djguDE6TRR03hPZptKNqNdncYe47jlEbIItlptI7db+GFpMq2Wp9T25xQmg0GZSXPIi5I+0eoY6enyogC6Lpdg2lp73BhzmaTvyiuN9xVr7UPGmPWS7rXW3iHpvxljflPScUl7Ja3Ko21FEnVi0pz5oevXAql28kWj1k0UlDXkbaY9kUa91tjejK9Ijx2t/9vPNR4bODHzk22S/VfbVmxudkSFi1bbTLRukhntgqKC+vkLE79m7DFy+lnSAz9sfuLpZyXfRpszQqYO6qfPCC8rN31G8m0k0PbnFCKTQZlJAvKCDGqOPUYo4Qegg3LLmbbWflvStxuWrQv8/seS/jiv9hRS1ImpWg1dfbK9KsHgQrt3JnpOXdCY8kQaFbj2LRpQ+DuNEVVlI8yeXdKeXZmfbGNL0fnbSnQBEtaWhQOS49T3focMGGsVPLU7ADWubF0icRPQXLxa7jPbm6p5OBevTryNxDNCfvaj0gFvmStJj25V9Y+uSx5gnnlOeOB/5jnJnp9QVgOFJzsoM0lAXphBzTHHCCX8AHRSkQYgTnmRJ6B5C6RKpa1ALy6wagzqJHmls1pVkZCk3TvHaxOnPpFGBK6z332pl7fZpiQ1lUOlONlG7tcVK0PzkSVJlYqX3y7J3XB1c29vwwVIVFskpUp1kD+go93e9yzSDeKOkcrgkKpXXts6YNs1HL4N/70meV/urV8YD6THHdjrLV/7qWRv5ldWSFvvrb+4rVS85QFJ/u9NpmpMnuIC8qK0NeksmGUo4QegfAimCyTyxLRkqfSBK9ua5TC29zOsJ6c6Ji1eIg2c6OUhN/YYSl6vrl+bOO2JNCpY7B9aVjcAKrEkNZUjtHOyjduvYwsWh8/mt9ALZt2N6yJzoZP05LVsX6ueuVrliDZ737NIN0hyjMQGOS80VyCRND4DYqL39XhESftHHxifCCeul9LbHw33TqrVuv0Rd4ykvjNR1JSEjNo62frdRQnqAUxNBNNFEnZimjFT7gUXqa9FwNHY0+UePhSbfhEZvA2cqL4rrx3fbsue1EmcSLPsJRqvRxzWVkmaO9/Law15rK2TbVxayztXSZs2ND/vHe8Lf25EO6ojw3I/97H6wZ+PPaTqRz4dGWBE9sw9fL/2fvyy8QAlbubERNts5xb+ipXSYw+NvxdJ3sVFO8HWvAXhn6s/A2KiuwpudAJRbSKc2Fz/XeEVIeqWxx0jCVKjypSSkEVbgxcY4xnp7Q5iLNMFCICeQzBdIJXBIY1dcrl006cmKgQcOSzdemPkiSW0p6sv/GN1AyeapD2GYwMnhgYy7v696ivQSb9VW7XsFDm/e3ldgCqp7aAuLrh0tt4bnm7yra/Jnddi0F7DSd+9fVN9OyVp325v+WVXh24iMtXl4AEd++l93u9JZk5MsM22e/siJmVJylmyVO72x0KX18RenM2Z35zmEZRk0Ny+kLsODcvjjpFJV40poEm3NYNBjHldgDCLIoAwBNMF49xzp9zGUlutTixhJ6Kx4+EbD07YkXAGtMiBiYHc6aKc9GODP8dpeMBpXjmg6cQZUYKvtv2o3F7t2SW9+EL4Y4uXeAFu8IT8REQlj6jlUrJUF//9VP1yi+6uYS+FYt4CLzBtDAzipvpOwL31C9LBA/ULDx6oy1WODVCy6HVcvVbacLXUIrs+tse9sTpM2PKoMo3+8l5MR5hsgFmUAZdxilQGEECxEEwXTLsnlrZOOLNOGP81ridn/MQRVe84kDtdmBNJq6ArrA703pH2ptJeOOAFk1EVNaJyeyXvDsOMmfU1iQeHmgPplBo/T+14ujmIlZ+S0DjwdM8ur+c3LDBwG0K/xr/jROUq+8uTBCjjd2xuuUF6aVQ6YbZ0yeVt7be+s5drbO013jb275HGmgfaOgsWdb7nMaN0hLFHt9bvj1VXqC9hHnuWsggwS3OBUZAygACKp9LtBqBe1Amk3eWhDr2UfN2YHF9JEyeSgqj4walz/oXSWcvlnH/heLDa9sVI2Pvft1tastQbpDlrtvdvMKjzc3gjLTsltG1NAjWWEy33VQaHVFm9Vn1XXivnnPPCV3phf/Tn2vh5br4tNN2krc88Kle5trxVgOKrjgxLt97oXdgdGvX+vfVGb3kb+s5err7rNsn51Be9ADZocEjuBRfJ3bjOy6HetlXulru8C8ba6/RPC99wcHlUmUZ/eatjNKmxR7dKGz9evz82fjxyNsmOSvD5xVqxMvTzKFq+c2HKAPag6siwqps2aOz6q1TdtKHt/9tAt9EzXTQRPVfuBRepumlDeEm2xvX7+sNTPQKTbcT1KCU9QaQ9kYTO9OiXcJuMqFu9bZeFi3pf//6IdMzP+T00WpfPHpXbO/5aS5YmyldOVHs5TtTAv5jZFYPvO5PgISpX2Z+IKNFrJOgRbKdHObL04Obb6sYVNL3OvIj3Mm9iUqVMqpfEvZ8vf7659ny16i3/3F+03G7WsjhGgp9H/+hBHU9RzSMPpelBL5h2y7SSPoMyIpgumNBb2itWSrfeOH6idyXpx/9PY69+nZyLVzdVaHAPHwqdXKJuso24yTQS1m5OcyKJ+vI8vv4mqX965HNapaTEBlLtloWLev+1QLomGGy1yltuo6ctSe3lRO85LOAKBH5h6j7PmPzfRO0IzVV2xoPJRDWiYwK2NCfjsIB2LC4wPBiR9x5cnkEaR+z7iQpUG5bnkQqSVYBZ+zwWDQxod5rymHmgYkjbUpdpJX0GJUMwXTB1t7Qlr/fza1+oz7WVvIoID/xQ7o6nmyo0VEeG5e54uuWXfmyPUtiJo3FSl4QnkqSl+0a/frP0vstCnx9VKk5SokAqyWj/uuBjxkyvFzeYB90/LbQSRd0EJLXX2PW8l1Ixf6F3EdPuoKw9I9Ljj0gvjcrdvVPaMzJ+KzzJCcq9fVPoJCU6ctjbziQD/qTtqMtVDgvqkgQoUUH9s096d2sSlIJMIjYwPHok/ImB5ZlUlYgLLhyFj6MMjKf1UkHWTfx/PTQqbVynsTXrx/d9JvnhBakznYcylSwsjASBMukz6AUE0xmb9Akq7MunMZAOGhmWe/smVWfOqqvOoGWneD+HD6WaZS3sxOFecJFXbSThe6v6bdPDPxnv0XUlaVp47unY3vAeqVal4pyZs0K/rN1r16p67uvr2tjq9npo8FGpSGe/RnJd7/0f2C89+kDzkwPBXhYVBcZzYms9y4dGvZzY31/jld97+P7mwYWNwWNU5Y/nnpLzx5+bSGk40KKaR0z+b9Iepb6zl0vXbQrdVKIAJer4Hz3o5Tf3x5eClDKoGhJV0q9h+WSPgdjgYuYJ3jHRaObEAGPdckPzbKbVMenLn1f1rHO974odT43v27S31gtTZzonRapeVAZJAmXSZ9ALCKYzlEXuV6qr8Yd/IjeYflDr1Q6pFjEeUOx6PrS6RLBHKfTE0XCbOBigjAeVhw95vz/9RHMQLDWnSvj6Fg0odLhai1Jx7rJTwh+rBVpJ939o8FGVRobV5weCYzdd03obCcXefo/Kif3KxuYZ+ALqjp2QahWSvLJ0G66W5i2Us2RofCr1MHEnuaQ9SqH58VLzcVN7/p4RVYPrP/1E+HupOR5fCjJp1ZCWgWHEcRu5PKXY4OKVrw5N49IrXz3x+0shwbYk7d/j/b8Ik/LWeh51pqnvXE6JAmXSZ9ADCKazlEXuV9Qt7UqlOcCqiTqZjwzL/cxHVD3nvPEvJrexLFql4s0OOHtu2+XGGgOUtjSmTFQqOvb0du+2/fI3St/62kSwGRUsqUVuc03S/R8VfLz4wvjAT+14OnydqB7cEKE94Buu0tjLTpNz0qne5/TC/vAntwikpYYTVERvrSTvYmvPLrnbt0n3b9HYslNCe6bdCy6SfnRP/UVGpc9brmQnytAUnUce8D7/xlKFtcd/dM/4NOZtFuKrN2v2xO8J/2+2DgyjWtNeKyfbQ+5cvFru9p/VpyDNW1g/QPWE2eG91zG6cWu9EznxKIgEgTLpM+gFBNMZyiT3K+qWdkwgFenggfEeWi07pTmgqFa9YPDwobrKFIl6gpKUz4tyxjnS9m0T77da1diTP5Oe/JkU7DlrFRCcdJr3pfzj/9sy4E60/6OCj2NHo3vyaqIugMKE9YBL0rNPyn32Se9ziplMJlRjT05Uz3SjI4el7Y95VUgapix37rlzPKgdVx2Tc8+d3h2KBCfK0BSdqIuFwGtkIvB5ZvJ/c9r08LzpaeGDZsNk0kMuNV8sNf696or6i7akGo7lPHqEYy/KGKBWWkkDZdJnUHYE0xnKJPfruacya0+dkeH4HlT/BFVdsTJRT1DqXqwZM72ttsoFT8T1qp/Mme9NxBEh0f5/x/ukTRualye5iPGnkx7PEa+lpZx+lpyLV9efOKJmQqwZGfZ6VA9FXxzUmTvfqymdRZDTMGV5XACa6ETZatbGrPT3h19MBep+Z/J/85LLwo+RS5oHzUbKooc8wQREfWcv19ia9fXpRIND0qMPJm5qbj3CUWUca3fTGKBWagTKmAoIprMU01OXpLybRl9s/3WnTcssb9Pdv1dOwhN+0vJ5TY4c9uo1T1btwmPh4uhgOmHunbP13vQpBc884QUe119VH+Q88EO5Tz9R19ubKDjvi5hLafqM+p7RkJz4cZWU8zEFg98EpfG6eqKcNVvOa94YXQpyydKJPzKYGt05/Sy5M2dLhwN3MGbOlhMzmU5QFoFh0m00DvxMlJYVvODOs0e48U5K4G8GqAEoOmZAzFCr2c1qJ7Kw2dXqHktzi/sVr/ICrTgnneqVt2tl5iyvWkQI188Zrs1W5T4XkUNcs2hQeu2bpLkhtY2zCP79wLQuaApavCTx7HLurpTpKpI3xXZYb6HUPGNg1Cx6QdWIsH7JsuQz52Wxf49ElIKLWh4mKtBMcrzGcF7zRlVWr/VyhZPMoDfJqdHd2zfVB9KSdHjUW55QFjOZpt1G3fdT2P/Jhm3k1SPs3r6pPv9bkl7YN7FfSzJDIoCpi57pjEX21MVNu9uqt6jV4MP+fq83MaoGbs3gkJde0SpYXzggPbO9uexazTNPamzLXfG50ifMkbP8DeM972PXXyVt68BUx47jBfW7hkMrk7Q1TXNY1RFJcirRU2IHtAow6h5rNTBQ8j6nY8ekl0LuUBwaTTSDoiTp2NHoxxYv8fKJwwZdBoPf554Mf37U8hBRsznq9z7s5WSHlfmTWh/zUt1AyETpJq2mRk+6T1tUlUksYeWClrnKk6h+UPt+Cu2lbthGbj3CP3uo5XIGqAEoOoLpnET28ux6Xtq9s/WT3/ZOOXt2TpQRq6VJHDvm54q2yK8N5NS6X70xfJ0ZM+Wcd37k7fJAa6Vbb4oP3B2nPuhrZ4BeTV+/13t5wmxvgNfws83rHD5UPzhwxkwvIDj0kjddtZ//neikG/Weps+Q5sxtOQW3ps9smfJSF3wMDoUHjzNmyDnvzd7n9OcbwtNWAtPBx4oKRJ2K+q7bFJ6W0u6U5Qm0nM3x7OXRQd0ll4/XNNfunc37PzgQUvHpJpMp4zd+/EQNcm0x+LVRksAwLlc5i+Ay0TbyKll26KXY5eTdAigygumcRAZbO56OH4j3nb+WrvmS+mr51Zs21NeVbmXZKeOBbTWqDUePeIH0npA0hUZJXtfP+x4fkPfT+5K1NWjBovr6zmHBdOMkGkcOe3nUrjtR+i3pgKmoChr9/dLAia2D6eqYF2A89JPQAYbu8jdO/BF14TRj1sTntGTIa3sjP70mUeDkOOEV2yre+0wyZblOPyv84qqNHOHaa0UFQpXBIY1dcnn9QLlLLvfyff1Aeez6q0L3v1tLN0oQUCYu49dqwF1Ub3+ruwBpZJSrHFeJIy5Aza1H2HHCU24SVrWhBjWAbiOY7rCJSVJCUhEa/47cSLV++tVdzyd+/bocyAsukrbcraYoy3W9oCnJoLX+/vjgwZlkDWqprhJDWxpPyg21tiNPsn0RueSHX4q/czBjphcURuVDf+tr0vkXer+/eDB8ncDy0PrOUl2Zw9gLhMhAZGJ5bG/ff/iP4cH0Wa+Jfk6bqiPD0q03TgTLh0brSjRKajmduOunWMRWmkjSyxoXxCacAbGVRFPBZ1B3OatKHLn0CM9d4E11H7Y8BjWoARQBAxA7qG5gYa2m8oyZ0stf6Q0CWnZq4m3VnWDj6vTWzJgpd9fzqm7aoOrIsHdbvFXNirhKE5U+6eSXx7+u48TnVcf0OtUNKmxjUpRQfhBaG/AZKmpQ3diYF+i1GrhZ2ydRt6tHAwF01PsOLHfuubN1bnsw1z5KVAA6q42Um6/fHL78r748vh9rg1HHrr9q/Dhr1HKduLEErTSm5rR4XsVPHdHiJV7pwcVLmiYpik8Fib9AiZXg/cYOMEyyzyazX/O2eq2a96GTLIgv0/sE0LMIpjsp7Iv+yOGJns554SPqw9ROpNVW9aKnz/CChJNf7v1em5Bjy11yP/extnq061T6vO2uWZ9sgoo58+JH/M+a7V1QnPxyNZ1IA4PLpBYDnmbMjG9LUKuT7FhM3mt1LL4SR9RAxeBFSlSbA8uTfE6x+/fEk8KXL4lYHmY0ohfdr17SqkJNTdw6iXKZ27iYch+8NzSor+sBPzTq/XvrjXXrxVfJmPwMiIneb0z1iiTbKFNt5r6zl0trr/G+Y06Y4/279hpveYwyvc+81S5i9378ssgLXQDZIJjuoMgv9Nrt+me2exU0gubM8ypIBA0Oyb3gIo3ddI3cdf9fZJDjvO7NXp7xosHmXrt9u6W9ERUrWpkxU841X1TfdZvUd/byZCP5l50Sv96Z53hlzZadoqZgpDa4TH4wdmBf8/MrfdL7/sALyJOUm/O5D98f3kOaJDCPCpaffsLLZY6KqZYsk+QHdFFpPZXABUWSOw87nm59gty1o73lbXL3782khzRJmbe2qkccGg2/C5GkrStWNv9/DEwekkXPdJL326rEZtJtZFGCL099Zy9X33WbdOJtd45/1yRRtveZl+BF7LGf3hd/Zw7ApJAz3UGxk5rsHZFe+yY5r3x13eAZSXUDatwLLvJ61Vp9EQbzP6NKdY0d8wLPNnI8tWRpfR5mkl7Cp/5d7itf7QUiYSXnFg6MV42I6oV1dz3fOu+6OiZn672qrF6rsV3PS9sfS/Z+Dh7wekil+tzKk0+XHn2g9XOdiqSQ9As/gIs0ffrEe4nqAQ9eQM1b2HrAo/8+WuZPR03DHlg+9ujW+oF/q66oD2JaHCvOgkWRtbndwOcV13MYmh/ecGcifJ2Kd+EZdeHRMGAvcQ9mYxpO8O++vvDPLyrfPkzCChktc5WTbCODSWpKIa+KI2XDFOxArgimMxI2oty94CLp/i2tBxk+sU1urSc3OEAu8IVX3bShLkBp0j8tWU1lpyK9+nUx5e8a+EGtpOQDCg+Neq9Rm7Tlhf3ez/yFcvwT3Xhbo4Kh556S+5mPRNe8ViAQSjtYMXhymREzicjgkLT4xPCAO27yj6f/PT6HPFAhw4mq5hEm6gQZNfGLv3zs0a3SxnUTAeqhUWnjOo2tWT8RUK/6b+HTZ8+d7wUrG64Of41nn9TY9Vd5x3RE7nat59C55065jfnhDWXvwtepemMPZs6S++C9oRcPdYFygtkcY6fpPu0M6d8fbd7GaWeEbztEbmXtpElPUiMVv1JGO/uz6O8lS6S/APkimM5A6Ijyn/ybNPOE+GodUT2lAW3PzteipJlz8WpvJsOkt/uOHE42sUyYvSNyzjxHlcuag67x6dNfiAiWjx6JrWc9fis3SUUUOQrLw6jN6hiZl+tPWa0VK+XuGZEe25psSvCg48dbn8TmL6qv7xzWq9hi8hj34ftVHRmuP276+qTjIevXelFvuaF5kGN1zFvulyTsO/9Cjb1wQPqrL08EYiefLudDH/Wql8xbEN6DfvTIxDE9b2HzBCyBnufIk36g7J1qn1Gjw4dUuexqb72QOwN1t/oTzOYYG4BEjRdIMo4gIIsKGbHbyGCSmjwrZdS+D/aOHlR19ty2At0k+3OqVf1gCnYgX+RMtyl0UEdYr+PRI81T5MaJGiC3J6Y02/Fjcj/3sfEeZOfi1V6vcJA/IUctH1OvfZM3MUpQY662z92/N3WPRtjz6galHWtjauqg4K3cp58IX6evfzznNPJW/PBz3r9RPZevfLUqq9d6++2eO9sPpH0tT2KVitw9I+MVL9zbNzWnV7SahfHggbp8yOrIcHQ1kFpVkrDZDxuWV0eGpX/5+/oezcMTFUsip3EPemFf8z4L5MRH7pfnnhoftBh1d2L8uStWekF70Jx5cg8fGs+P1zMRx0hgNsfY/Nvnnopsa9Fk0jOZU6WMXPJ7p1rVD6ZgB3JFz3Qbgr0b46HOE9u83M2kYnKW3Qd+qLGPrpbmLZCzZKk34UeSAWn7dsv97EdV/aPrvL+XLPWeV616aRC/9+HxHpjK4JCqM2fJbcz/jArYdu6QTn1FfBtChAYocSkPrfRPk179uvELA0kte6b7rrxWkjT2w7vDV2gjfzzyDkHUpBM1/dO8XPOoz37fbummT8lN1MMewa+nPXb6Wd7FRVTQX+vtP2F2eF71CbMnfo8IQGp1u90LLmrOV01oPKhbsVJ65MH6C8/+afF3G4K923tGpBcbAu4XXxi/O+NKySYAicu/jdqnKS+wOipJWkuM3FIFcsjvnWppD8H0l/7RgzreZm8/gPYQTLcj6ku/nZPpjJmtA7jDh7yfPbvkbn9MajWwrdGBvXI/+1EvKA4G4Pv3SDf/qRdovXDAC1yS1qquPd9xvN7uxpzSGO6B/d4MhocPTeSSpzmBnTBHmnWCNG+hnMaAIEmQE1fVLCrdJNgrGnWnwXW9z/XY0fC2jI3F56lPJpCuOXggQT68/4ZXXVGfMy15vdarrphYM64azRPb4qf9jlC7yAoNhJNc4ATzqm+5If7/YNTFjp+rPn6Hac788QtQZ8nS+gAkozSPssgrVSCPQHcqpj3U0l8WDQxo9+4UlZwAJEYw3YbIL/f5C70gM8kAn6ynHm4UNpOYlDDQamHfbi81xHESB0yS6gbsuZI3IPPlr2zvtRcOTEyeUpsm/LGHVP3Ip70TRqUijYXlBwfSVvr7w4O0fv+/QFSgHCzLF5UjLHnBcFTvZ6sUjXb09UsLFkn79rSe1CXJps5errE161tX84jrxfQnAhqfBj2s+sq8hSH71pmo1pEkEI4w/v8xKmWlUV+fdxzV+FVlQttdqUgfuLK+J2/hYu/CstHCxe03fpJiB9NFjQF4YtvE4NC4nsqcKmXkEuhS9QNABxFMtyHyS39wSO70GdKjD8ZvJGZQXaEN75BedpoXHB1ro7xe0JHD3uC6xkFpYWbN9oK8+Quby/3t2+3lFl92tTdBzaGQkmVVdyJwaDHzYHXThuiqIaMvTmzjWMzELimqJbTFrarvuk3NlThS6jt7+fhgw9RNClxghlVWcA/sCwmmXel7m71e5aSBcIjxYCsqZaXRuW/wqn80BKDVTRsSpRk4S5Z6d4sa25EkdzxDSQbTRZblTDDguSaLyiOJ5FDGL7f3AmBKIphuR4veDUeS+7mPhddV7hU7n/V+JitutsGaQ6MTs9WFeeynrZ9fHZsIHKIcO9q6RvThl+K3kYXpM+IvtPzBg6Gl4pJqNS16owQpPY29h42VFcb+8H3hT6xdHEUFwgsWyznrXC9Ydxxp20/re/grlYne7bCUlUaDQ9KvrJD8gY9BSdMMvHrX32+oTFKpq4mdiyQ5xmHfVY0S5CUnrZQx6SA1gzJ+cbKoogIAYQim2xA3qKP6kU97J5WH729ZHxkZOfSS16uYpFey6BzJOf/CiVJwYcfPGa+SNMlc0uAAwzg7Y2ZLzOI2+aorpI0fbwpQ9f4/VMVPORm76ZrmVJlqdbx3OzRl5R3vk7P13qaJj9yQ3tzEaQbf2xxSmWSiHXlJEvw39sRGHVOTzUvOpORcBmX8AKCbCKYzVOv5GLv+Kq+kVzvmzJUOH25vdkK07lUukrnzvXzdl14Mf/zo0fHc47F/vEOyIekXIzu9i4c2KjI0aSetokVqjPOmX0jWA3nSaeET3Zx0mrepxYNy58yvTwWZM1/O4kBpx6gZPQPLQ1NWzr9w/NfQiY9qPbNJ82l/9nB4O6KWd0jS4D/YE5uoFncaCXrJ43qup1qlDQC9h2C6DVGl8Rp7YWKnEQ/z4sGMWlkwff3J0zp6WdydiuBt7b/9Wvg6e3bK3bPTG5A5f1H9YNN5C73BlHGpGe2kh8yZF15lZNHgeOAfK2pmydryzbc151S/sC/zXslW09b3Jc2njaq4kkUllna0OZiuOjLslWacNq1+rEMGdxbiAuHJ5Hf3cqUNAL2FYLodUXV3b9/k1W0O3lJula+YZPBdN8XVTW7HJAfJTRnBXOa4ii/7djeXY+vrk37vw16qQzvVVlpZdYW04arw5Q0iex9jSg4m6pU86dTwwb0nnRr7FsZFlYL0l8fl01ZHhqMvCtv8vzLZHON2p9BuqlQSVqs9pdhAOG1+N5U2AJQIwXQbIm87PvwTuX6PT63npa7+bu22/OFDbdXi7ZosB/90usJFp51+ljRtuhc0dDKlZHqwBzd86vM6jQH3vt3e8TZwYuvjK5AzncnAMbXufYwrOZioV3LGzPBtRC1vaJs23xZ952f+wvDlDdtwN66LXqGSYEKYxm017KuxwPdFks8i8RTaG65uPh6OH5Mzc1Y2lSxiAuF287uZYARAGRFMtyEyfaOxTFyg/m5jwOKORuTMopief1bOa97Y+fzNYHA8bVqqEorjx1irlRYtkZRw4NimDeHb2LRBuv6Wie2EBWy1ILZ/Wvg2asvDgrFp3oyR1ZFhry1RNZMDy8MuDCQ198o2cJIEbHEzdk6vD+pbXqRE9dQGZsBMNYivwfjnG3FhldXxHNdL3m5+NxOMACgjgul2hJ34I6aIdh+816tC8PQT4yPV4/toE/RIot7iJZ3t6T80ms8gx7Hj3iCx/XtT1yIfDyJbpRg9/4z3b5Lb740zE9b4yxMFbFE53P7yWjDm3r5Jeugn3v+lY8ekB34od8fTiaptVEeG68pSupL02EPSKae3DoITphLEBp6nvGL817iLlMgp6Rvzric7nXbMBUCW+cgte8lJ4QAwBVTiV0FNZXBIzpr1cs6/UNPOfb2c8y+UXv268JUPjXozDrZTdzr53WLUZBFIOzn8N5g7P3YVd8td7VeBqfHrHdeO0Uh+3m+iXOWo/VJbniRgi8ozDiyvDA55U8Q3XpQGq2009tAGUwlu3xReWu3xR6Lbv3iJdMnliXp+YwPP4CDLVhcpUnTaS4jJ9B63fG6OwWzwO1NnLZdz/oVyJtHjDgBFRM90mxpvR1ZHhuXueLp1D1hSZc8vLqK+fklu/TTSjX7n98NL0WVp4MTO1h4P1DuuDA6p1bDPVuX16gLHM84JL2t3xjmSEgZsP/5/4YNtGyaPaRXcx1bbiCqdF1Vlw616F2G33pgslSKutz+QbhJ7kdJqSvoGk+o9jiprOHd+7sEsk6UA6HX0TE9SZXBIuuTyRIOh0AWLBuR86ostV3Ge+tnkXmP6jObqGo2iqkmkERUoRQWVDdwtd0nPbPcCu6CFA+M9ltWRYYWmHDmO9J+M93tUvesFiycCNn+imSYNy6MCx9ryyuCQKqvXqu/Ka1VZvTZZMDh9RnOPdlCwx7iF8d7+xUtatrHx97B1Iqceb/z+mGzv8fBz4cv7+ukVBoCMEUxnwLnnzvxrzSKZ2gC5FiY9GOvoUa/qR5QZM7060Blwzr9QOmHO5De0d6R5YJ8fpI/n/YaVo3Nd73hv5dRXTAxAu+Sy5vc+b6G3PCgmlaOlqH1/5jkTKQazwmd+TPrZVwaH5Ky9xrvgCApcgEiKfx9Rj1/28WxTIYpSExsApgDSPDLATF0FF3NbPdUkO3Xc1tuYMVPOkiG525P1HLdSWb3WG9j6wA+bH2wV0IdpHOi4d2Sip7ZF2tL48Z6gykZlcEjVj342tgRfXFWIVhUynItXy31me/1gx0WDE3WUV6/NbgbAxrsCDX/HvY+Wj2c5JfkJs71xG2HLAQCZIpjOwOSDMXST+2jKQX9BK1ZKUVU/Dr0Un3dbE1Edpqa6aYP0Kyuk7Y/Vp47MWyDn4tUTf58wJ3rq8hbckeH4lBU/gEwzrXUrUevFVcioDA6peuW1rQP2LKpKbL6tuTpJ7QIk0O6495tLDvGqK6SN6+onTar0hU64AwCYHNI8Jqk6Miz3QPIR+iigA63vLNRuv0eqVFrfkj92dCLvNirfWfIC6b7W17fulrukr2xsHqzaWHkj7WDWvbvje2tr+biTSc1oR1yFjATGxzYsXuKlfLRRzaMmUQWUgug7e7lUy/Ouvd81673lAIBM0TOdQnVkWHtvXK+xh+6PLv2FqSNB4FqbgGTshDnSaMRsfMePteyVHhdWbvHAXq9E3GV+fvjRlLmxR4/E96L7ebftTGs9GXFBbJIJaKojw9KtN06k/BwaTV7Nw5e0J74o+s5eLl3X4So1AACC6XZVR4blfvajOhbTm4neETtpS4Jg2v3EH2jsnNdJJ58eXm4uC8FqHq1KAUpeD3lYu/v6JiZS+cRlzdOWS3WVJ5JOaz2ZgDs2iE0yAU2SdeIwAQkAIATBdLs23xabFoCpqsUMlv6sfpq3QJq/qKvHkHP+hV5qUli1jr5+jV1/lReonvzy8HJ7Qyclfq1E05bHiQliI3uuH75//L1EzTzYTopGsCe+f/Sgjs+e25GeeABAuRBMt6mI+ZHotloedII85Rf2Sye+bHLB9LTp4T3GCat5VFav9YLc66+qH1BXqUj790j793jvpH9a+AYCPdqxvc4Z9AhXBoc0dsnl0i03SC+NehUpAvnOkQOADx6Qtm31HouoA99uikbjpE0AABBMt4nKHWjm+pOcJLTz2XQvM3e+nHPOk7v8jdKmz6s+eHe8Kh8JNVbA0O6dzSUEo/K3Z87ySs3tGpZ2PDWeQx3W65zFoL24fGf3goukH91TX7mi0ZHDXkAdrLNMigYAIAME021yL7hI+uHdTP2NOu7GdZPcgiPNX+gNAJw2LXzGxEv/uypnL/cC2aZLOn8ylTaqNQTznceuvyrZNNeVirT9Z3JfiKhg09DrnGTQ3mR7t5177pTbKpCuWXaKnCVLOzpYMonJ5pADAIqFYLpd/2AJpNGsnZ7pMI7Ud/0tkqSxDVeHB9P/cLuqiwflPnx/6CYmk4KU+I5LtSpFBdJh7YjJd06SUx3Xu530fTtLlqrS6frOMTLJIQcAFAp1pttQHRmWtoUM2kJv86d4Vn/MZCZZ+dnDEcsf8gKxgwdCH55UibawmtFROdMxgu2Ire+coIZ01PuqLU/0vouS0pFBzWwAQLHQM92OzbfRKz0F9V15rSRpbMtvdu5FgsdVVO3ysbHoHvDGYHH23PB61rPnhj49rGa0e/hQ+LTlrTS0IzbfOUlOdVxJurDHFw161UgOHypUKkWZJn4BACRDMN0G97mnut0EdMF4qbhWFg02TzXdjkrfxO9RNaCjzJ0vpzFN4IxXhQfCZ7wqugkNNaOrI8NydzxdH6QuHPDaF3yvM2aO5yO3ne+cIKc6bnKYvCaPyULZJn4BAMQjmG7Hzh3dbgG6oVZerZXJ3rGYE+gxnj5TOnIoZKXwOtbOOec1BY7Oxavlbn+sPvd63gI5F6+ObELYwDgnJEiVlDhwje2JTTgRStzkMEkmjykEJn4BgJ5DMN0Opg5HlLApvtsxEAhGz14e3qt89nIvXSJpINaY89wiBzp0YNz9W6TLPq6+sCA1YeAa1xNbpl7lLEy19wsAUwHBNFAEI8+P/xrZq3zJZd7vSQKxzbc1p53sHYmeLCUsHePIYemmT6n6if+RPthL0BNbml7ljEy19wsAvS63YNoY8zZJN0jqk7TJWntdw+MzJN0q6Q2S9ki62Fr7ZF7tS6Ra7XYLUFZnLfd6abf+WHrpxfj1I3qVWwViwTQN7Xg6dJ22B8AdOdzWbIWN6IkFAPS6XIJpY0yfpC9I+lVJz0r6kTHmDmttsAbY+yXts9aeYYx5l6TPSro4j/YBkzY41LLW9HhFkJuuCU/hCE4F3qJXubpiZWhg2pimEWnmrNDFrepMT7bSBD2xE5iwBQB6T151pt8k6XFr7RPW2qOSviGpce7jFZK+6v/+15J+2Rjj5NQ+IL3+ad5AvQSci1d7FTGCFg7UDQyM7D3e9bzcjevkbrnLGxS55S65G9eNB2iTmjhmxUqvKkdYm6k0kYnaBU/o5wcAKK28gumTJD0T+PtZf1noOtba45IOSFqcS+uAVubO935mzQ5//JTTvd7FvogbPYHllcEhOR/5tDcJjD8ZjPORT9f1TkYGry/sjywzl7j3+HBYlRC/9/iyjzcH1FSayA4TtgBATyrdAERjzKWSLpUka60GBgZinpGdnbm9EiR5tZerY/HrTZsuHTua7jX6p2n6696s6uGXdHzrj5senv4fLtDCj/2pJOnAxk/q8N13Nq0z82Wnav7AgPacc56Ob723+SXOOU+Lg8fpwID0qs9ENun4qsu1/8nHNbbzufFlfSeeJGf+Ah2vTX4S3P7oQfWduFSHt21t+VYlaeaJSzU/6v/MBb+o42ecpdGv36yxvbvVt2hAs999qfqHlsVud6rp7+9v+7tn7+hBHQvb1uhBLcrxe6zI0uxXtMY+7Qz2a/bKvE/zCqafk3Ry4O+X+cvC1nnWGNMvab68gYh1rLU3S7rZ/9PdvXuSJclQTCe+THrvh7zZ86Jug594kpzTzpBWrJR7599K//rt1tucPsPLTa5NvnP6WXIuXq0xP+dYz36svsTdwgEde8clqh1j1be9U3rkwabKFEfe9k7t3r1b1XdfKj3179IL+yYen7dQY+++VG0dp/3TVb3iE3ICubW1XOkwx2fP1fGwtjVejATa2uq19T6vakhV0n5J4v9Yk4GBgfY+U0nViNknj8+e2/a2elWa/YrW2KedwX7NXhn26bJl4Z1LeQXTP5J0pjHm5fKC5ndJek/DOndI+l1JP5D0Tkn/bK1l7u4yqlSk086U9u2Jr788b6H0+rfUB8JvN+p7x3slaaISxHNPS7t2eNuePVdadYX6zl4+8ZyVH/R+1FwzWZKXvnDZx+ufE2zy4JCqH/l0y8FhiWbi++hnMxlgFjZor9qizFzodOAXXCTnnjvVP3pQx2fPZbBbtzFhCwD0JMed7MxtCRlj3i7pz+SVxvuKtfZaY8x6Sfdaa+8wxsyU9DVJr5O0V9K7rLVPxGzW3bEj31kJxz7wm7m+XmLTZ0ovO1U6sE86ekQ6eKB5nRPmSIuXSMPPSsePS25Dqb+ZJ0jLTva2MesEaWRn/Ux8ff3SgkXSL/+m9E93SC+NessPvSTJ9QLdd/6++n7V20dhlQskRQabWV6V9mrVhDTvqwxX+2WTdp/26nGZFY7V7LFPO4P9mr0y7FO/Z7qpOEZuwXSH5B5M15ThQy8b9mlnsF+zxz7tDPZr9tinncF+zV4Z9mlUMJ1XNQ8AAACg5xBMAwAAACkRTAMAAAApEUwDAAAAKRFMAwAAACkRTAMAAAApEUwDAAAAKRFMAwAAACkRTAMAAAApEUwDAAAAKRFMAwAAACkRTAMAAAApEUwDAAAAKRFMAwAAACkRTAMAAAApOa7rdrsNk1HqxgMAAKBUnMYFZe+Zdrr1Y4z5cTdfvxd/2Kfs17L8sE/Zr2X5YZ+yX8vyU6J92qTswTQAAADQNQTTAAAAQEoE0+nd3O0G9CD2aWewX7PHPu0M9mv22KedwX7NXmn3adkHIAIAAABdQ880AAAAkFJ/txtQZMaYt0m6QVKfpE3W2usaHp8h6VZJb5C0R9LF1ton825n2STYr6skfU7Sc/6im6y1m3JtZMkYY74i6Tck7bLWnhvyuCNvn79d0kuSVllr78u3leWSYJ++VdJmSdv9Rd+01q7Pr4XlY4w5Wd535onySpvebK29oWEdjtU2JdyvbxXHa2LGmJmS7pY0Q16s9NfW2k80rEMM0KaE+3WVShYD0DMdwRjTJ+kLkn5d0jmS3m2MOadhtfdL2metPUPSRkmfzbeV5ZNwv0rS7dba8/yfQv8nKohbJL2txeO/LulM/+dSSV/MoU1ld4ta71NJ+n7gOCUwiXdc0lpr7TmS3izpD0L+/3Osti/JfpU4XttxRNIvWWtfK+k8SW8zxry5YR1igPYl2a9SyWIAgulob5L0uLX2CWvtUUnfkLSiYZ0Vkr7q//7Xkn7Z71VBtCT7FW2y1t4taW+LVVZIutVa61pr/03SAmPM0nxaV04J9inaZK19vtbLbK09KOkRSSc1rMax2qaE+xVt8I+/F/0/p/k/jYPMiAHalHC/lg5pHtFOkvRM4O9nJZ0ftY619rgx5oCkxZJ259LCckqyXyXpt40xvyDpMUlrrLXPhKyD5ML2+0mSnu9Oc3rGW4wxD0jaIelKa+1D3W5QWRhjTpP0OklbGh7iWJ2EFvtV4nhti38n9ceSzpD0BWtt5LFKDJBcgv0qlSwGoGcaRfR3kk6z1r5G0j9q4sofKJL7JJ3q3668UdLfdrc55WGMmSPpbyR92Fr7Qrfb0yti9ivHa5ustWPW2vMkvUzSm4wxTWMn0L4E+7V0MQDBdLTnJJ0c+PtlmkiGb1rHGNMvab68QQiIFrtfrbV7rLVH/D83yRvcgclJcjyjDdbaF2q3K62135Y0zRgz0OVmFZ4xZpq8gO82a+03Q1bhWE0hbr9yvKZnrd0v6V/UPIaCGGASovZrGWMAguloP5J0pjHm5caY6ZLeJemOhnXukPS7/u/vlPTP1trS5/50WOx+bciP/E15+X+YnDskXWKMcfzBHgestdw2nwRjzFAtP9IY8yZ536ecSFvw99eXJT1irf18xGocq21Ksl85XttjjBk0xizwf58l6VclPdqwGjFAm5Ls1zLGAORMR/Dzny6T9F15Jdy+Yq19yBizXtK91to75H15fc0Y87i8gUrv6l6LyyHhfv1vxpjflDdCfa+kVV1rcEkYY74u6a2SBowxz0r6hLyBHbLWfknSt+WVGntcXrmx3+tOS8sjwT59p6QPGWOOSzok6V2cSGP9vKT3SdpqjLnfX/YxSadIHKuTkGS/cry2Z6mkr/r5vRVJ1lr798QAk5Zkv5YuBmAGRAAAACAl0jwAAACAlAimAQAAgJQIpgEAAICUCKYBAACAlKjmAQAAgJ5ljPmKpN+QtMta23LyHWPMKfImilkgr+rYR/3a7JHomQaASTDGPGmM+ZWMtrXKGHNPFtsqEmPMKcaYF/1yWACQt1vUPOlOlKvllex7nbxyh/8z7gn0TANADzLGuJLOtNY+3u22WGufljSn2+0AMDVZa+82xpwWXGaMeYWkL0galFfT/gPW2kcluZLm+avNl7Qjbvv0TAMAJsWfShkAyuRmSZdba98g6UpN9EB/UtJ7/cm6vi3p8rgN8QUIAJP3H4wx/0Pe7F5/K+lD1trDxphVklZbay+orRjsMTbGLJb0F/JmWnxU3sygCqx7kaQbJQ1Juk3SqyV9zVq7yX/89yV9xH/8h5IutdY+ZYy529/EA/7rvd9ae3tjo6Oe7z92g6Tfktcz8zNJH7bWft9/7JOSzpV0WN50v39ojHmvpO9L+iVJr5H0A0nvsdbu9nuEtkua5s+C+q9R6/rbv0TSp+T1Zv+ZpPf7+/F7cR8EAMQxxsyR9HOS/soYU1s8w//33ZJusdZuMMa8Rd4sl+daa6tR26NnGgAmb6WkX5P0CkmvlJdzl8QX5AWkSyX9vv8jSTLGDEj6a0l/LGmxpG3yvvxrj6+QN2X0b8m7Tfl9SV+XJGvtL/irvdZaOycikI58vu9Hks6TtEjSX8o76cwMPL7Cb98CeYG+JL1H3vTfSyRNl9fbEyV0XWPMOfJ6iFb6+2W+pJNabAcA2lWRtN9ae17g51X+Y++XZCXJWvsDSTMlDcRtDAAwOTdZa5+x1u6VdK28no2W/MF4vy1pnbV21Fr7U3kjyGveLukha+03rbXHJf0PScOBxz8o6TPW2kf8xz8t6TxjzKkJ29zy+dba/22t3WOtPW6t3SCv1+aswPN/YK39W2tt1Vp7yF/2F9bax/y/rbxgPErUuu+U9HfW2nustUclrZOXwwgAmbDWviBpuzHmdyTJGOMYY17rP/y0pF/2l79KXjA90mp7pHkAwOQ9E/j9KUnLEjxnUN53cONza5YFH7PWun4OX82pkm4wxmwILHPk9eIGtxOl5fONMVfK66FZpokBOcHemWC7a4LB/ktqPegwat3G9/2SMWZP67cCANGMMV+Xl0434H+PfkLe3a8vGmOuljRN0jckPSBpraQ/N8askffdt8pa2/KCnmAaACbv5MDvp2hi9PeopBNqDxhjhgLrjUg67j/30cBza56X9LLAc53g3/ICzmuttbcpncjnG2P+o6T/Lq935iFrbdUYs09esF3Tqd7i5xXoATfGzJKX5gIAqVhro+4WNpXLs9Y+LOnn29k+aR4AMHl/YIx5mTFmkaSrJNVylB+Q9GpjzHl+vvEna0+w1o5J+qakTxpjTvBzhX83sM1/kLTcGPNf/GoZfyBvoGDNlyT9sTHm1ZJkjJlfu2Xp2ynp9BZtbvX8ufIC/RFJ/caYdZooFdVpfy3pPxtjfs4YM13ePnNaPwUAuodgGgAm7y8l3SnpCUn/LukaSbLWPiZpvaTvyauI0Tghy2Xy0huG5U0q8Be1B/zKFr8j6U8l7ZF0jqR7JR3xH/+WpM9K+oYx5gVJP5X064Ftf1LSV40x+01guHpg+62e/11J35H0mLyUkcMKT+vInLX2IXmlqL4hr5f6RUm75L9vACgax3UZ1wEARWeMqUh6VtJKa+2/dLs9efFLWO2XV05we5ebAwBNyJkGgIIyxvyapC2SDsmrB+1I+reuNioHxpj/LOmf5L3f6yVtlfRkN9sEAFFI8wCA4nqLvLSR3ZL+s6T/EihD18tWyBvEuUPSmZLeFTeaHgC6hTQPAAAAICV6pgEAAICUCKYBAACAlAimAQAAgJQIpgEAAICUCKYBAACAlAimAQAAgJT+f+jeWW6+CS/UAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Scatter plot between gross and budget \n",
    "\n",
    "plt.scatter(x = df['budget'], y = df['gross'])\n",
    "plt.title('Budget vs gross Earning')\n",
    "plt.xlabel('budget earning')\n",
    "plt.ylabel('gross earning ')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "d0b76f3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='budget', ylabel='gross'>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Dh6Akk1BiMUAIKLEYlGQS84cO1XppRGXH9zuRfwymiYh8SOzfj5lHHoHV1wdlagpWXx9mHnkEif37a700orLzvt/V6Wm+34mWodd6AUREjSKxfz8S+/ejp6cHkxMTtV4OUUU573ciWh4z00REREREJWIwTURERERUIgbTREREREQlYjBNRERERFQiBtNERERERCViME1EREREVCIG00REREREJWIwTURERERUIgbTREREREQlYjBNRERERFQiBtNERERERCViME1EREREVCIG00REREREJWIwTUREJQsNDqL7wAH07d2L7gMHEBocrPWSSraangsRVY9ejQeJRCJ/BuCnAIxFo9Hbc/z7uwH8TwCX7C99PRqNfqYaayMiotKEBgfR8fDDEMEgrM5OqGNj6Hj4Ycw88ggS+/fXenlFWU3PhYiqqyrBNIC/APBFAF9Z5jbfj0ajP1Wd5RAR0Uq1HT8OEQxCtLQAgPtn2/HjDReArqbnQkTVVZUyj2g0+j0A16rxWEREVB3a0BBEc3Pa10RzM7ShoRqtqHSr6bkQUXX5zkxHIpH3AHgjGo1eikQi/QB+D4AF4Hei0eiVMqzlnkgk8gKAEQC/FY1GXynDfRIRUYWYAwNQx8bcLC4AKPE4zIGBGq6qNKvpuRBRdRVT5vFHAN5v//1z9p9xAI8B+BcrXMezADZFo9H5SCTykwD+HsDWXDeMRCIHARwEgGg0ip6enhU+dGl0Xa/ZY69WPKaVweNafjymkvKpT0H/5CchEgmgpQWIxaCYJoxPfaqk41PL41ru51Iv+F6tDB7X8mvkY6oIIXzdMBKJzEaj0fZIJKIDuApgE4AkgJFoNFrw2Ucikc0A/jHXBsQct30DwO5oNDpR4KZiZGSk4NoroaenBxMThZZHxeAxrQwe1/LjMV0SGhxE2/Hj0IaGYA4MYP7QoZJrjGt9XMv5XOpFrY/pasXjWn6NcEzXr18PAErm14vJTM9GIpG1AG4H8CM7ixwEEFjp4iKRyDoAV6PRqIhEIu+ArOWeXOn9EhFRZSX272/4gNOxmp4LEVVPMcH0FwCcAhAE8Bv21+4F8Gqhb4xEIl8F8G4APZFI5DKAT8MOwqPR6H8F8HMADkUiEQOydOTno9Gov5Q5EREREVGN+A6mo9Ho70cikb8DYEaj0Qv2l4cBPOjjex8o8O9fhGydR0RUt5wygMDwMLo3bFgVZQBERLQyRfWZjkaj55y/2909rGg0+t2yr4qIqM54h3qINWs41IOIiAAU0Wc6Eol8NxKJ3Gv//bcBfA3AX0cikSOVWhwRUb1IG+qhKBAtLRDBINqOH6/10oiIqIaKGdpyO4CT9t9/GcB7AOwF8CvlXhQRUb3hUA8iIsqlmGBaBSAikchNAJRoNPqjaDQ6BKCrMksjIqof5sAAlHg87Wsc6kFERMUE0z+A3CT4hwD+DgDswLq+mwISEZXB/KFDUJJJKLEYIASUWAxKMon5Q4dqvTQiIqqhYoLpjwGYBvAigP9of+1WAI+WdUVERHUosX8/Zh55BFZfH5SpKVh9fdx8SERE/icg1ilOQFxFeEwrg8e1/HhMK4PHtXycNo7B4WEk2cax7PheLb9GOKYrnoAYiUQCAP49gF8AsB7ACIC/BPBINBpNlmeZREREtBJs40hUXcWUefxnAPdBdu/YYf+5H8DvV2BdREREVAK2cSSqrmKGthwAsCMajU7a//9aJBJ5FsALAA6XfWVERERUNG1oCFZnZ9rX2MaRqHKKyUxn1YgU+DoRERFVGds4ElVXMZnpxwH8r0gk8rsA3gKwCbKGOlqJhREREVHx5g8dQsfDD8v/CYfZxpGoworJTP87AE8C+BKAMwC+AOA7AH67AusiIiKiErCNI1F1+cpMRyIRDcCfADgYjUb/Q2WXRERE1xOnjVtgeBjdbONWFon9+5HYvx89PT2YrPN2Y0SNzldmOhqNmgDeB8Cq7HKI6HoTGhxE94ED6Nu7F90HDiA0OFjrJVEVOW3c1LGxtDZufB8QUaMopszjGIDfjUQiwUothoiuL95AyursZCB1HWIbN6LlMeFQ/4rZgPhrANYBeCgSiYwDEJCdPEQ0Gr2hEosjotUtLZAC3D/bjh/nZf7rBNu4EeXnHcDjTTiwBr6+FBNM/6uKrYKIrksMpMgcGJAlHvaJFMA2bkQOJhwaQzHB9HvzfD0RiUQ2A/inaDR6deVLIqLrBQOp0jgb9rShIZgDAw29YY9t3IjyY8KhMRRTM70Nsg3eewDcbP/52wB2AjgE4GIkEvlA2VdIRKvW/KFDUJJJKLEYIAQDKR9WW50527gR5ccBPI2hmGBaBfDz0Wj0x6LR6Eei0eiPAYgAMKPR6F4Avwrg9yqxSCJanbyBlDo9zUDKh9W4YS+xfz8mH38cqddew+Tjj/P1J7Ix4dAYiinzeD+ABzK+9o8A/tL++3+HHORCROSb0w+X/OFlX6Lrh5NwWC1lXatVMcH0Bchyji96vvYr9tcBoAdArEzrIiKqO/UwXIR15kTXFyYc6l8xwfSDAL4eiUR+G8AwgA0ATAA/a//7LQD+n/Iuj4ioPnhbVHmHi1S7LMW7YU80N0OJx3nZl4iohhQhhO8bRyKRAIC9ANYDGAXwdDQaTVVobX6IkZGRmjxwT08PJjiitax4TCuDx7U8ug8ccDPCuq7DMAwosRisvj5MPv54Vdeymrp5ePG9Wn48ppXB41p+jXBM169fD8gZK2mKyUzDDpy/X6Y1ERE1jHLVKpcjEOZlXyKi+lFMNw8ioutWOVpUrba2dkRExGCaiMiXcrSoWo1t7cohNDiI7gMHENi2Dd0HDvDkgogaCoNpIiIfyjFcRBsagmhuTvva9d7Wzput927sZEBNRI2iqJppIqLrmVOr3NPTg8kSNsqwrV22XNl65+usCy9dPbRxJConywJiMQWBgEAoVOvVpGNmmoioSjjNLBuz9eXHbD+tFokEMDWlYHhYxRtvaLh6VUUymdVMo+aYmSYiqhJOM8tmDgxAe+MNqDMzUFIp6IEArI4OmJs313ppDYvZfmpUlgXE4wpiMfmfYdR6Rf4wmCYiqiK2tUuX2LcP4WeegVBVQNOAZBLa1auIfeQjtV5aw+LIeWokyaQs31hcBEZGNBQx/qRusMyDiIhqJnTiBMy+PiAYlGmpYBBmXx9CJ07UemkNqxxtHIkqRQgZPE9MqHjrLQ1DQxomJ1XY1W8NiZlpIiKqGW1oCFZPD6zeXneyJIRgFnUFvCPnEQ6zNp9qLpWCW7oRjysNGzTnw8w0ERHVDLOo5VeONo5EKyGErH2enFQxNKThrbc0TEyoiMVWXyANMDNNREQ1xCxqZay0jSNRsQxDZp8XFhQsLiqwrFqvqHoYTBMRUc14O5zoIyOw1q+/7jucEDUCIYDFxaXOG8lkrVdUOwymiYiopphFJWoMTvbZqX2+nrLPy2EwTeSDM02MvYGJiOh6Eo8D8bisd04kareOa9dUnD4dxMsvB/DggwvYuTNVu8VkYDBNVIAzTUwEg7A6O91pYtzQQ0T1iuPEqVSmmZ59Ns3arCMeB158MYhTp4I4fTqIixcD7r9t3mwymCZqJGnTxICaThNjhrzx8TWkSvMmALzjxJkAoHwWF2EHzyoWF2uzBtMEzp7Vcfp0EKdPh/DyywGkUumjw5ubLbzjHUncemv9BNIAg2miguplmhgz5I2PryFVA8eJUyGmmT62u1bZ55ERzc08P/dcALOz3Wn/rqoCt96awu7dSezencRtt6WwYYOFcLi++usxmCYqwBwYgDo25n4gAbXpg1tPGXIqTdvx41Dm5qDNzMhpf6oKq6ODryGVVb0kAKi+LC46AXTtss+zswqefVaWbpw5E8TISHYYumGDgT17kti1K4m77krWXeCcC4NpogK8fXBFczOUeLwmfXD5Adn49Jdegjo3t/QFy4I6NQX9pZdqt6gKY1lL9dVLAoBqy7LSa58No/prSCaBl18O4MyZIE6dCuG113QIkV660dFh4a67kvjxH9fxtrdNob+/8VqEMJgmKsDbB7eWAQE/IBufEovZf/F8mAix9PVVhmUttcFBONevRGIpgE4kqj9tUAjg4kXdzTy/8EIQi4vpwXMwKHDHHTLzvGdPElu3GlBVoKurC1NTjRdIAwymiXxx+uDWUr1kyKl0Sp5Ptnxfb3R+S5PYeaK8OAjn+mFZ6bXPtcg+j4/LlnWnTgXx7LNBXLumZd3m5puX6p7vvDOJpqbqr7OSGEwTNYh6yZBT6ay2NqgLCzJ9I4TMUKsqrNbWWi+tIvyUJpWr8wTLSdJxEM7qlUwuZZ8XF6uffY7FFDz3XACnT4dw+nQQb76ZHUr29prYs0cGz7t2JdDVtToTBg4G00QNpB4y5FS6hYMHET52DELTAE0DTBOKZWHh4MFaL60i/JQmlaPzBMtJaDUTIj37nKpyVzjDAM6elXXPp08H8corAZhmeulGS4uFnTuTbvb5hhvMtGq21Y7BNBFRlcwfPgwAaH3sMagLC7BaWzF/8KD79dXGT2lSOTbWstMNrTapVPrmwWpmn4UALl/2tqwLYmFBTbuNpgncdlsKu3bJ4Hn79hT06ziivI6fOlULL78SLZk/fHjVBs+Z/JQmlWNjLTvdZGukOnR+RsgAdnFxKfucTFb38aenFbfjxunTQYyNZdc9b9pk2JnnBHbuTKGlpfqlG3ZlXN1hME0VVa7Lr/xlS9SYCpUmzR86hM7Dh6EMD0MxTeiaBtHaitlPf9r3Y7DTTbpGmoB4PZfoGEZ69tmqYiOLREKO6pbTBoM4fz6QdZuuLtPtuLFrVxJ9fdXvtKEoQCgENDcLNDXJ/xhM03WnHJdfr+dftkTXhVQKyuKibBOoKBDBYFHfXq1ON41yUt9IExCvpxIdmX0G4nHVbl1Xvce2LOD8ed0Nnl96KYhkMr2oORQS2LFDlm3s2ZPEjTcaNQlcm5rqP3jOxGCaKor1kES0nPDRo1Dn5+X/2DuW1Pl5hI8e9f3zXY1ON410Ut9IZS+NtNZSGEb65sFqZp9HR1WcORNyW9bNzKRHpYoicMsthttx4/bbUwiFqrc+R1MT0NQksGED0NlpNkTwnInBNFUU6yGJGku1s6+B118HTDN9kI1pyq8XodKdbhrppL6Ryl4aaa1+LS4CsZiKeFyp6tjuuTkFzz0XdHs+Dw9nh3jr1pnYsyeB3bvlqO6OjurXPTvBs5N9doLn1lYgHq/6csqCwTRVVDkuv67GX7ZE9agm2VfvlAlFgdu2oBbTJ5bRSCf184cOofOhh6BcvrxUhx4OF1WHXi2rYRiVaabXPptmdR43lQJeeSWA06fltMGzZwOwrPTSjbY2y+24sXt3Ehs2VGlxHvmC59WEwTRVVDkuv5b6y7YW9Y2NUlNJlEstsq9C06AYxlIQbf8ptOxuArXUcCf1zlAg5786nbLZqMOoFheBa9cUxONq1bLPQgBvvKHh1KkQzpwJ4vnnA4jH0yNTXRe44w6nZV0Ct9xioNo/StdD8JxJEXX6A+aTGBkZqckD9/T0YIJTpcpquWNabJCatpvdE4BXMsNWi8f0o5Lv1ev15GG1/vz37d0rs6/ekgshoE5PY+zkyYo8Zs999yFw9mzW11Pbt2PiyScr8pilqNef71y6DxxwA39d12EYBpRYDFZfHyYff7zWy2tIpple+9ze3oWpqamKP+7EhOoOSzl9OojJyezIeMuWpVHdO3Yk0dxc8WWlKVfw3Ai/V9evXw8AWeNomJmmhlBsPWQtMmyNVFNZDo20IatcGql3bylqkX1d/OAHEXj11fTMqaJg8YMfrNhjlqKRMqiNVJJSzxKJ9LHd1RCLKXjhhYAdPIdw6VJ2mNbTs9Sy7q67kujpqW7LOqdV3fWUeS6EwTStSrX4MLnePsCu55OHeu/d60euqwq1qF9teuIJOYXB2+ZAVdH0xBN1N9ym0pscy6XhSlLqhGWl1z5Xo2zfNIHXXtPdYSmvvBKAYaQH7s3NFt7+9hR2705gz54kNm2q7qhuBs+FVSWYjkQifwbgpwCMRaPR23P8uwLgUQA/CSAG4GPRaPTZaqyNVqdafJhcbx9g5Tp5aJRSkUbq3VvIclcVvNlXq60NIhBAx5EjFXtt9IsXZX10MCh7TAsBmCb0ixfL+jjXE+9JEcJhKLFYw23qqxZv9jmRqPzYbiGA4WHN7bjx3HNBzM+nR6eqKrB9+1LpxtvelkIge6ZKxXiHpDQ3M3j2o1qZ6b8A8EUAX8nz7z8BYKv9390Ajtt/EpWkFhm21bArvRjlOHlopFKR1XTlYbmrCpOPP47E/v3VfW0y02zVTLutQt6SFH1kBNb69XV7klptlpVe+1yN7PPMjBzV7YzrvnIlu+5540bDDZ537kwiHK7efjYGzytXlWA6Go1+LxKJbF7mJv8SwFei0agAcDISiXRGIpH+aDQ6Wo310epTi/rGRqqpLIdynDw0UqnIarry4OfEoFqvjbFlCwLnz0MAbrmHYppIbd1atse4HjklKT09PZis801dlZZMptc+Vzr7nEgAL78cwOnTsnTj3DkdQqSfIHZ0WG7Hjd27k1i3rnp1z5njueuscU5Dqpea6Q0AvOmdy/bXGExTyWpR39goNZXlUI6Th0bK9q6mS+d+Tgyq9drMHTmCzsOHoSwsyAJSTYMVDmPuyJGyPg5dP6qdfbYs4MKFpVHdL74YRCKRHjwHgwJ33rnU7/nmm6s3qpvBc+XVSzDtWyQSOQjgIABEo1H09PTUZB26rtfssVcrHtPKqOhxjUSASAQWZK+gsP2fX+qWLVCvXJGjrxwLC8CWLfX3XohEIDo6oH3uc1DefBPapk0wf/M3EX7/+4t6zvVA+dSnoH/ykxCJBNDSAsRiUEwTxqc+5R73qr02kQgs+7jizTeBTZtgNehxrUfXy+/VZFK+PRcW5BQ9IQBNA8IVehONj+v4wQ+68fTTCp55RsW1a9mlSdu3W9i7V+Ceeyzs3CnQ1KQACNn/VU4oJH+sm5vlf40SPDfye7VegulhAN5rpRvtr2WJRqOPAXjM/l9Rq56EjdAPsdE00jFtlE1zQH0f19CDD8q6XNNM79374INI1OOad+0C/vqv049pPa6zkF27EPrMZ7Lfw7t2uc+nqq/Najmudaief/5XQoj07HMqVdnHW1hQ8OyzQbfn81tvqQDSU8tr15p25jmBXbuS6OxcqieJxys3Kjtf5nlxEVUdZ75SjfBetftMZ6mXYPofAHwiEol8DXLj4QzrpaleVWNjViMF6ytxvdWZV1Oh91ChkiS+No1tNfZET6XSW9dVsvbZMICzZwM4dUoGz2fPBmCaGaO61Rh2bZ/BzvtbsWdPEhs3VqdlXSiUPiSlUTLPq1lVJiBGIpGvAng3gB4AVwF8GkAAAKLR6H+1W+N9EcAHIFvj/ZtoNHrax11zAuIq0ijH1DtdzFHO6WLlnrTWKMe1kdT7MW2kaX1ejXBcG+Hkwvv6a+EwzLm5hnj9MznZZycDnUxW9rHeestpWRfC888HEIulZ5411cLb9ZdwT/NzuLfrR9huvoCAkcDc4cNI7t1bsbVdL8Fzvf/8A/knIHKceIka4UVvNI1yTCs9cnm5YH3+0KGiP8wb5bg2kno/ppU+4auUej6ujXSC0sjjxL3Z58VFJW2WT7lNTSlux43Tp4MYH8+OUjdvNtxhKe/+q99A6/QIRHMzdE2DYZpQ4nGI7m5MPfpo2dZ1vQTPmer559/BceJEZVLpFmn5uijo58+7XQ8Uw4A6MYHOw4cxfexY3X2Yr1aNcum8kbqkNIpGauPYSK+/EMDi4lLtcyWzz4uLwIsvBt3g+fXXsyehrFljuh03du9OH9XdduwNWO3t6etvaoI6urKq1Os1eF5NGEwTFanSw1nyBevKwgKUZBJC0+TEOMuCOj2N8NGjdfdhvho10jjx1dQTu140UoBqDgxAe+MNqDMzUFIp6IEArI4OmJs313ppAGQ9srf2uVLZZ9MEzp/X3dKNl18OIJVKTyo2NQns2JHEnj1J7NqVxJYtRt66Z6u/H8rkJERzs/s1ZXERVn9/Ueti8Lz6MJgmKlKlN2blC9ZhB9Juc1JFgQA4drlK2o4fBwwD2uQklLfegmYHKPWYmbzepnFWQyOdoCT27UP4mWcgVFX2RUsmoV29ithHPlKT9cjsMxCPq/bY7so91siI6pZuPPtsELOz2aO6b7nFcIel3HZbCsGgv/teeOABhI8dk//T2ip/rlIpzD/wwLLfFwzKbhsMnlcvBtNEJajkcJZ8wXrXgw8ia/u6EBy9XCX6uXNQZ2aWAhTDgDY+DqXSPblKwE4c5ddIJyihEydg9vVBnZ2VRcjBIMz2doROnMD84cNVWYNpLmWfY7HKZZ/n5hS3Xd3p00GMjGSHNRs2GPa0QZl9LnVUd3LvXswdPozWr34VytgYRF8f5h94IGvzoRM8O9lnBs+rH4NpqjuNsmO+knIF6+7YZUVZGrtsWRy7XC3J5NLIa/s1EJaFiqbZVuB6msZZDY10gqINDcHq6YHV2+tuQIQQFS9JWVwEYjEV8bhSsf7GySTwyisBO3gO4bXXdFhWekIhHLbc4Hn37iTWrzfL9/h79yK5dy+6urowNTUFgMEzMZimOlONHs6Nau7IEXQ+9BCUuTkoqRSErsPq6uLY5WoJBuXOfctaOpkBIPxeI6aG1ygnKNUqSfFmn+NxBWb5YlaXEMClSxpOnw7h1KkgXnghiMXF9OA5EBC4/fYU9uyRpRtbtxoVDWiDQaCzEwgGLQbPBIDBNNWZRtoxXwtmTw/02VkITYNx442YO3KEx6VKjG3boJ89C3VmRgbSqgqrowPGtm21XhpRGm9JCsJhKLFY2UpSZPZZQTyuViz7PDGhumUbp08Hce1adrR6880p7NolNw7eeWcSTU2VWQuQO/Pc0wNMTDR0a2EqIwbTVFcaacd8NXkz9sa2bVDicagLC7Ve1nUlsW8fgs88A6FpUIJBCNOEOjuLxL59tV4aURpvSYo+MgJr/XrfJSmZZXYz//ZXMb13v5uBrkT2ORZT8MILzrTBEN54Izs06e1dalm3a1cSa9ZUrgE1yzaoWAymqa400o75Ssr8QFOmppixr7HQiRMw166VmWlnU1dHR1U3dRE5/I6L7+npwaTPQRjOSftioA1TbTcgNqxg8VN/grnDbWWd8GcYwKuvBtzM8yuvZI/qbm62sHPnUunGDTdUblR3MLjUqo7BM5WCwTTVlXrfMV+NzZG56sb1S5dgbNzo3kaZnYU2Pg790iV0HziQcx2NMmCkUWhDQ7C6u2H19FR1U1epuJF39fKzt6SYn3/LkmO7jUe/hgnlJqT0NsAC0AQoIo7Wr351RcG0EMDlyxpOnQrizJkgnnsuiPn5jFHdmsD27Sk3+/y2t6WgVyhCYfBM5cZx4iVqhLGXjcY5pvUaBFRrnHCuUdD6uXOAosDYuhXK7Cz0kREIIYBAAOb69Vnr8K5VC4dhzs2Vba31+vpUWiONaG6k0dde/L3qT6Fx8X5+/pPJ9LHdQgDdkYic8OdNAQsBdXYWk9FoUWucnnZa1smez1evZkesN9yw1LJu584k2toqE494g+emJlGWIJ3v1fJrhGPKceLUMOp1x3y1Nkfmqhu31q2DNjQEJRaDNj4OIQQURYG5dm3OdaStVVHKttZadVuphwC+kpu6yi1twEwyKV+vOh0wA/AqSrEK7S3J9fNvCQXKF/8c43fch1hMgWFk3+9KJvwlEsBLLwXtuucgzp/PHtXd2Wm5w1J27Upi7drK1D1XIngmWg7fYkQ+VWtzZK66caHrSG3bBtHVBf3SJYhQCObatbDC4Zzr0IaGIFQV+oUL7jhhs6dnxWutRbeVemmXuJJNXdXmHTAjdD3ngJl6OEFx1tEoY9rrRaG9Jc7vqqSlY84IYyYZQFwLQXlzDrOz+QuPvRP+RFMTlMXFvBP+LAt4/XXdrXt+8cUgksn0+w4G5ahup3TjppsMd4BrOTF4plrjW47Ip2ptjsxXNz776U8jsX9/7ku8Geuw2trkgBdNc6f16cPDKx7wUotuK/XULrGUTV014R0wY//pHTBTLycoQOWuoqxm+X5HzP3KIcRiCkbX3oH4eAzJpjB0TYMhTCiL8YIZZu+EP3V0FFZ/f9qEv6tXVbvuOYQzZ4KYnk6PjBVFYNs2ww2eb789iVCo/M+fwTPVG74FiXyq1ubIQpPWarlJsxbdVtgusQTeATOKAgiRNmCmnk5Q+PoWz/s7wnprFLPrt2L8owcxfeM7IUaBYOQgwseOQRFxoLVV/o7Ik2HO5Ez4A+So7uefD+LU5+XGwaGh7JBh3TrTLd24664kOjvLX/fM4JnqHd+SRD5Vc5zwcnXjftahzs/D3LgR6vi4bOMWCMDs74c6P7+idZUSyK+0nGC1tUusRnmFsW0btEuXoM7OujXTZns7zBtvBFBfAaw5MADtjTegzsy4JUlWRwfMzZurvpZGIASwuKhgcsd9iH3+fiST3n+Uf3gzzMrYGERfX1qGOZ9UCvjRj5Za1r36anbLurY2Czt3ymEpu3cnsWFD+VvWMXimRsO3KFER6mVzZKF1OAGocdNN6Z0n5E7kFT1uMScU5SgnWGkmvhzBa1bf7099Cti1q6j7cO6nGuUVzjEz+/tzHrN6OkFJ7NuH8DPPQKiqLElKJqFdvYrYRz5S9bXUK8NIH9tt+di352SYu7q6MDU1lfM2QgBvvqm5w1Kefz6AeDy9dEPXBW67Tbas27MngW3bjLIHt4FA+pAUBs/UaNgar0SN0MKl0TTCMa2XTVuFVLI1XjEKtfDyq9TjXo4WcbnuQzdNXPvMZ4o+luU6Hn7Xne+Y1VPrvO4DB5ay6KkURCAAy86i11vLwWqR2WcgHlcRiylOqXtJMoPpyUnVblkn/5uYyG5Zd+ONhlu6sWNHCi0t5Y0TVkPw3AifV42mEY5pvtZ4DKZL1AgveqOp92NaTwGIH04wFRwZQbJGnSf69u6V5QSZfWunpzF28mTFH78cwWvOvt+JBFLd3UUHe3179wKaBnV8fKllXW8vYJpVOR5ebceOofWxx6AuLMBqbcXCwYM1meTofY94h+FU6z1SLwxDDk5xMtB+ss9+hEJd+N73FtyWdRcvZres6+5OH9Xd01PelnWrIXjOVO+fV42oEY4p+0wTrVA9bdryox46T9S6nKActcG57gMtLSXVF3u7rLgt6y5fXnGXlVwKZaZbolFYfX0w7RPDlmgUqR07qv5ervV7pJYWF4FYbOXZZy/TBM6dc1rWhfDyywGkUl1pt2lutvD2t6ewa5cs3di8ubx1z6sxeCZaDt/iRD7V06atRuGn3tlPCUepZR7lCNRy3QdisZUHexW8KlioNrueTgwbaRiOH8u9V00zPftsmuV5zOFhzS3bePbZIObm0uueVVXg1luXRnXfdlsKgewEdckYPNP1jm/5GmmU2ltacj1m0Fb6Pi20YdHPhryVbNorRxvBnPdhmiUFe+r8PMyuLmiTk3LqharC7O5ecZeVTPmC5fDRo7L055lnIJqaYPb2QrS3y9vkODGsxu+pxP79SOzZg+a//3sopglN0xD/6Z9uyN+Hud6rTUd+F1NHgpja9S4sLpbncWZnlbS659HR7I/yDRsM7NmTxLvfHcDWrVMIh8t38hYILHXbYPBMxJrpkq2ktqfRam+rpdhjWu0TkkZ93Up9r1bj+fqpaV5p3XMlunmon/oUxkvo5tFz331Lw3Sc/s+midTWrZh48smi7y+fXLXqyswM9MuXYdx4I7SRESCVgqIoMNavh2hvzzqm1Xq/tx07hvCxYxCqCkXTIEwTimVh7vDhmtRwr0T3gQPA1XHMN3UjZjVhwWqGGU9BdHdj6tFHS77fZBJ4+eUATp8O4fTpIF57TYcQ6XUZHR0W7rpLtqzbtSuB/n5Z97xcNw+/GDxna4T63kbTCMeUNdN1pJ4usTaqWkxwq2af6XpQjfepn9KZlZbXlKOdYeZ99PT0ACv9pW8H06UodIKQ6yqKNjYGEQhAtLTAWrsW2vAwhBDQxsdh6npWxr5av6daH3tMtsXTdXlMFAXCMND62GMNE0wnErJ1XeKSgVh4G4ThKbNo0qCOjhZ1f0IAFy/q7qbBF14IIpHIHtV9++1Ju2VdElu3lm9Utzd4bmoSZS0JIVqNGEzXAGtvV65WJyT10me6GqrxPvVTOrOaymu8w3TcYSpFDtPxcyKZr7zFOWZWOAxs2AD16lUoi4uw+vqyAvJq/Z5SFxYgMqM1TYO6sFDWxykny0qvfTYM+XWx7kYok5NAc7N7W2VxseAYbwAYH1dx+nTQHtcdxNRUdsu6rVtTbseNO+9MoqmpPM+HwTPRyjCYroHVFBzUCk9IKq8a79P5Q4fQ+dBDUC5fhmIYELoOEQ5j9tOfTrtNrcanl5t3mI6j2GE6fk4kc11FSQUCUFKp9DuzLNlVZJm1Vvr3lNXaCmV+Xl43FQKKokBAdj6pJ6kUsLAgg+fFRSXnRYWFBx5A+2c/C+XKFSimKbu2tLZi9hOfyLptLKbgueeWSjfefDP7dejrM91hKbt2lW9UN4NnovJiMF0Dqyk4qBWekFRe1d6ni4tQkknAsqBYFkTGLq3VVF7j95guV8bh90Qy8yqKk9EGAMVuyQcAxoYNRWW3y/36L95/P1r+9m89T0ZAARC///6yPk6xhFjKPsfjSvrY7uW/0y1XkTXrMgA2DODVV5dGdb/ySvao7tZWOarb6boxMFCelnW6DrfemcEzUflxA2KJVlooz24e2Yo5po26GbAWVrpZtpLv02ptyPPL7/Ot5DEt9N72uyEz1+MAMoMdOHNGRouKIk9ggkFYHR0wN28ueB/l/vnqPnAAgWefheI5iRJNTUjddVfVJyAaxlL2OR7PnX1eTtcnPwllchKiuRlCAG+kNuDk9G142robPzR2YWEhvahZ05ZGde/alcT27amybO7zBs8bN3ZjZqa+N3U1okbYLNdoGuGYcgJimTXCi95o6r2bR6Oq5/fqui1b5F+8O6fs0W9XLl6s6lr8nKC5UyWHh5HcsKFiweVywbLfdS53m7U7dkCdmZEb/1TVvSpgdXbi6vPPl/X5FLJu+3Yos7NZUzJFezuunD1b0ceWY7uXap/9Z5/z+NBBPK29E0/HduJkbAeuGL1ZN7nhBtmybvfuBHbuLM+o7uUyz/X889/IeFzLrxGOKbt50KpzPW0GXNUyT+jtjGm1FapFTgtQ16ypWAeZQmUcfspe2o4fl9MVJyeXxpZ3dCzVVSeTsvjAOYlRVQjLQtnG8BXDu9HQ2+GkQhsQDQNu8ByPr2xsdyIBvPDCUr/n18f/Z9Zt1qhT2NvxCnb8yh3YtSuJvr6Vj+p2gmen7pllG0S1xWCaaJVysqiB4WF0VyiLulLGli2yzENR0jKklRivXUihIDYt2FaUinWQ8bMfoNCJpH7unJt5dseWj48vbUAMBqHE4zKAdsprAIhgsGzPwy/FiWadINr+U1lJlJshHgfi8ZWP7bYs4Px53e248dJLQSST6Sd+TVjErqaXsLftJdyjP4NbcA4LD/0GkntLn9jC4JmovjGYJlqFqpVFXam5I0dkN4+5OSipFISuw+rqwtyRI1VfS6EgtlodZMoygr1A5tnYtg3apUtQZ2eXWvS1t8O88cayPhc/rHA4rZsHVBUCgFhBNw/TTM8+r2Rs9+ioijNnQjh1So7qnplJr3tWFIFbbjHsTYMJ7Fx4Cmv+x19BHR2F1d+PhQd+A8m9e4t6TAbPRI2FwTTVXCNkUBtNubKola5LT+zfj+nPf74uat8LBbHmwMBSAJpKQQ8EYFUgAPUzgr3z8GEoCwtQDAPqxAQ6Dx/G9LFjS8etQObZea5mf3/NOwotHDyI8Oc+J//HyUoDmD94sKj7WVyEHTyrKxrbPTen4Lnngm7P5+Hh7I/J/n7DHZZy111JtLd7S5Xegakfe0dRj8ngmaixMZimvCoZSDn3rZ87B2VuDtaaNRDr1tVtBrXRlCOLWq0pk/VS+14oiE3s24fwM8/ITXuaBiST0MbGEPvoR6u6zvDRo1Cnp2UPY00DLAvq9DTCR4+6ay2Uea6ndoOpHTtgtbdDnZ11v2a1tyO1Y8ey32ea6YNTSs0+p1LAK68stax79dUALCu9dCMclqO6nQB6/foVpLrB4JlotWEwTTlVMpDy3rcSiwGWBW1yEqKlBaK1FUD1RquX44ShHruKlKMPN8fepwudOAFz7VqoMzMyAgsGYXZ0IHTiRFnHXhf62dMvXpRBtFPCYQ850T3dT/xknuvlJKbt+HFYvb0wN22CruswDANKLJbzfeaM7XYGp5RCCODSJc0dlvLCCwHE4+mlG7oucMcdKezencDu3Uls22ZAyx5I6BuDZ6LVjcE05VTJQMp7306drLAsKFevAlu2VG2SYTlOGKqVvS2Wt2QB4TCUWKzoy/jX25TJQq+lNjQEq7sbVk+PG/RBiLIfD18/ewU6oNRT5rmQ5d5n+cZ2F2tiQo7qPnNGZp8nJ7Mj4y1bUu6wlB07kt6J4EXT9fQJgzXY10lEVcRgmnKqZCDlvW8RDMpeVYoCp8lrrgxqJbK/5ThhqNfsrTeY0kdGYK1fX/Qxu96mTBZ6LatVM60NDUGoKvQLF5ZKNHp63J89vx1Q6iXzXEjm+yxp6VhYUDDXtwtX3tCKHpwCyOz1Cy84pRshXLqU/VHX02Ni1y5ZtrFrVxLd3aV3D2HwTHR9YzBNOfkNpEoJcr33bfX1QRselhulQqGcGdRKZX/LccJQz9lbJ5jq6enBZAmN8K+3sfcF+ztXqWbaamtzp0IKTQMMA/rwsBss11MHlHKY/beHEHj4EcwbzVhs6UVifhFKKoW5D3/MdyBtmsBrr+k4dSrkjuo2jPQykOZmCzt3prBrlyzd2Ly59FHdDJ6JyIvBNOXktz1XKUGu976ttjagpwfq5CRgB9e5BlBUIvtbjsxr5n2oc3NQR0cBIdB94EDdXlr3o5FKBcqh0PshdOIErI4OqNPTQCoFRVVhdXaWvWY6jXeIia2eOqCUKpn01D5vuR+BXw+j9atfRWBsDKKvD/MPPLBsOzkhgOFhzd00+OyzQczPZ4/qvvXWlD1tMIm3va30Ud1O8Nx56rvo+fM/QvPwpYY87kRUGRwnXqJGGHu5UoWyzoXGHhd73+FIJOcx7du7V2YMM8YNq9PTGDt5ckXPr9BY5mLuQzEMaJcvAwCMDRuAQKDo+6uE6+G9Wg7FjOBW7L7NpYzgLvRz1bd3L5REAurEhJwSoqqwenogQqEVvd9rSYj02mdndkymrq4uTE1N5fy36WkFzz4bdEs3rlzJrnseGDDcuuedO5Noayvt8y1X5rkcvy9qgT//5eX8/AaHh5FkK9eyaoT3ar5x4gymS9QIL3qllTvIzXdMVxK0F1LObh6BM2cAVYW5di1Ee3tZ17kSlXyv1mMnk3z8rHW526zdvh1KPA7oOhRFgRACMAyI5mZcPXvW9xoKBWQ9993nlnm4NdGmidTWrZh48snyHpQKSqXSB6cs91ETPHlSZqavXkVq7VosPPAA5nbuxcsvy17Pp08Hcf68DiHSP8M6Oizs3p3Erl0J7NmTxNq1pdU9+ynbqOTvoUriZ1X5eH9+tXAY5txcQ5xQNYpGeK/mC6ZZ5kElq9YGtUrW7pZjk5ZzH7lOLuqlfroS6rWTSS5+17rs+yEYhDI/D6elhALItnRFFMwWXbKUJwKtx5MYIYDFxaXss72fuKDgyZMIHzsGUw/iR6G34weXtuPkv1+PM1YPEkZ69jkYFLjzzqSbfb75ZsPtEFiMUmqe63l/BFVHuYZh0erDYJpKVq0NavVUu7tcEMPuF/X7wVKOtZq9vVCnpmTU6LSiUxSYvb2+1+EnIFPn52Fs2ABtYsLt5mGsWwd1fh5AfZ3EeLPPi4sKrCITw1evqjj7xVE8PfNpPJPYiWtmZ9Zttm5NucNS7rgjiVCo+HWWY8Pg9fbzTdl4QkX5MJimklUzyK2HNl+FgphKnVxUMwtZzGNV84Nlpceg7GstsQ2En4DMuY1x001Lt4nFYPb1AajtSUyp2WfHwsLSqO7Tp4N46y0dwK+k3aZfH8M9Lc9jn3IC2/7yV9HZWXwpYiW6bVxv3W0oG0+oKB8G07Qi9RDkVkuhIKYSJxd+spDlCraLzXiW64Ol0PrLkYktR6tHbXxcbgj0ll5YFrQiavxyBWTq9DREIIC+vXthDgwgsW8fWqLRtNt4g7ZqZ8cMI732uZjss2EAZ88G3Lrns2cDMM2MUd3aAt6hncE+8QPcK36AG/QRiKYwrA0bMOUzkK5Gq7rE/v2IRSJofewxqAsLsFpbsXDw4HXz+4/KMwyLViduQCxRIxTKF1JvdZf1eEy9x0gdG4PV3w/L3lwIoCxdRZZTaNOTrw1tPo9rsRusyt0NJd99lGPjl5/HKXSbdVu3QonFsu5btLTgyvnzvtbhPI7znrLa2qBNTMDq6Eh7zFgkgtCJEzl/Niu9EU5mn4F4XEUspiCRKO5733xTw5kzQZw6FcLzzwcQi2W3rLvttqWWdXc982V0fOXPs7qkLHzsY1j42MdyPk4t+jyzmwcBnm4eIyNIljAMi/JrhPcqu3mUWSO86Mupxw8G55jWS5CfeYz011+HkkrBHBiAFQ4DqPxu/kIdU/wEVn7fq6V0Z1lphww/6y9X15iVtnrsHxhAzrSsqmK0xKxwKYFxJX52DSO9dV0x2edr19JHdY+PZ7es27zZwO7dsuPGjh0ptLQsfe50ffKTUC9fhjo/D8Uw5BCatjZYGzdi6tFHAVQmeC729wy7eZAXj2v5NcIxZTcPSlOvm8fqaXNV5jEy166Ffvky1NFRWG1tVamZLFSeUM5L/qWUbRQq8yn0evpZf7kG4xRaa8G15Es8rCAhUcrrV65yosVFIBZTEY8rWFws7vteeGGp7vnChUDWbdasMd2OG7t3J9HTkz86V0dHYXV1wVqzBrqmwTBN6EghfPV16L1WRTLPpfye4eYzIsqHwfR1ql4/GOopyM88RqK9XXZZuHIF6vR0VbLmhTY9lXNDTCU2WBV6Pf2s37uuzME45TzZKrQWoShQcgTOotSZ1D4eM59S9iqYZnrts2n6/77z53WcPi1LN15+OYBUKv05NzUJ7NixFDxv2WL43qNp9fdDvzaO5hagPWAgoM4jtDgLa3MfJtsrc+W0lN8z1+Pms3q5SkhU7xhMX6fq9YOhnoL8XMcIgQBSu3Ytewm+XJsBvXW1AHIG8OUMgCuxgbLQ6+ln/d51Bc6cgQgE0gbjAED46NEVlZv4WktTE5CjZhpNTSUfn0p2iAgNDkL/0p9i8a1JzPbfjGsf/sVlR3R7jYyoOH065I7qnp1Nr3tWVYFbblkq3Xjb21JFZY81DW7JRuev/wv0/bvfgHJ1DoppQmgaRDiM2U9/upinW5RSfs9cb9086ukqIVG9Y810iRqhtmc59VozLd7znrqpSyz2GJXrmJbyuMsFibWcgOinzrSYE5Bc9dPKzAz0y5dh3HhjyZsL/Tyfddu3Q5mdzVqTaG/HFZ8TEEs5hsWwLJl9Nr75FLSjj8IINEE0NUFZXISSSmHu8OGcAfXcnOLWPJ8+HcTISHaeZcOGpVHdd92VRDjs/7PDGzw3N6eXbYQGB9F5+DCUhYWlYLq1FdPHjlXsd1Gp9c+NmKkt9ee/UWvEq6XRY4B61AjHlBsQy6wRXvRCyjlKuxwfLj09PZiLRusqyC/m+ZXrw6fcH2Irea8u9/zL0SGjWLmOjX7+PCAEjG3b3K9lHq9yHNO127dDXVjIGtpitbb6HideCYlE+uAUQG7qUyYnIZqb3dsp8ThEdzemHn0UySTwyisBO3gO4bXXdFhW+udDe7uFXbuS7rju9ev970rUtKUNg5nBcybva6PrOgzDqHjQVo/JhEop9ee/XBt/V6vVEAPUm0Y4ptyASFlW2iO6EpcB62naobMev49drhKVeil1ScsYGgbUiQl0Hj7sZgz91J2W+/XMd6k9szwp83iV5ZgGg0A8ntXCrSp92TwsK73zhj3dPI06OprWwlEI4DXlVjzz+q343v/diRdeCLqBtyMQELjjjqW6561bDTSfOonWr34V6l+Owurvx8IDD+TMbHuD56YmUdSUwlJem5WexNfb75l6VK+lgET1iME0laxSmwUbdRBMuT586uVDLHz0qBwoomkQmgZYFtTpaYSPHvXdiQMoz+u5XA15KhCAkkql3T7XVEHtjTegzsy4I7qtjg6Ymzf7XoOxbRu0S5egzs7KOdqBAMz2dpg33rii5+ZHIrEUQC8uKgUbiFj9/Ri7Cjxt7cXTC2/HydgOTJpd8h+fWbrdzTensGuXHNV9553JtPLv4MmTCB87BhEIwGpvhzI5ifCxY5g7fBjmvXtLDp4zmQMD7nFVUino9uPlO67lOolv1N8z1XK91YgTrQSDaSpZuTKoTqAUGB5G94YNRWWI6qmGsVwfPvXyIaZfvCiDaNXefKYoEPbXgdpNQHQvydtBvfPvwDKbGPftQ/iZZyBUVT6nZBLa1auIfeQjvtfpvC5mfz+0cBjm3FzFXhc/2edMsZiC558P4NSpEM4M/wneGAtn3aa3I47d+2CXbiSxZk3+0o3Wr34VIhCQP9Mw0dwq0LI4h41fP4b5j/71Sp5eGu9rA+e1GRtD7KMfzXn7eur4s5oxe0/kH2umS9QItT2VVu7JdN4AxU+WqZx1j36Dcj+BX7m7eaz0cUp9r67bskXWB2ieIRymCSgKrly8WLYJiJ0f/zjU+XkZQaoqrLY2TH/pS0UNdvGzEdLNfjqZaTv7WUxdbiWnnyWT6bXPhX41Gwbw6qsBd9PgK69kj+puVWPYE3gOe3vPYceHb8Dmvnm0fe2rsgykQNnGxgM/hVBnEC1qAiHVzvznqJld6Xu++8CBpasGqZTMhNtXDXK9NqzlLQ4/qyqDx7X8GuGYcgNimVX7Ra+nDKx3TSsNplay+ahcG/WK6fTgrSEWul7xrgMrWa+j1Pdqz333IXD+/FJ22rKgmCZSW7di4skn3bWs5H3Ze/fd0O2+0V7Gxo0Yf0bWI/gJngqto9wBWDl+/oVIzz5nVKrkvP3ly5obPD/3XBDz89mjurdvT2H3blm6sX17Crp9/dFbtpHZ4cMp23BKN0KhjCA3ozTGexKz0t8B3tfG+R2w3GvDLhPFaYQApRHxuJZfIxxTbkBsYPXa77MclwFXUipSrjITv5eNC9UQA9U56fG73pWUzwDA3JEj6HzoIShzczJjqOuwurowd+SIe5uV1p3qw8PLfj00OAhlZgaBkRF30qBobk6rqfXz81EvdeipFGD+0/eBP/lrJIanYPavR/yBB5DK0/95etppWSd7Pl+9mj2q+4YbllrW7dyZRGurPE7BkyfR+ptLWWjMzLhlGyostBQo2/BTGlOOkotiX5t6KYMiInIwmG4A9VwjuNJgaiVBTrkCJL9BeaEa4tDg4FLwaRhQx8fR+dBDmP7858taduJnvWkZwzVroL3xBroefBAiHIaxbZuvwDqxfz+mP//5yp4cLDOi262F1nV4x/UpCwvQ4nG3ptbPz4ffAKzcJ0NCAIuLS9lnfO8kwseOy6C2vSNtU19y714kEsBLLwVx6pTMPp8/nz2qu7PTwu7dCbfuee3a7LrnzM2D2uQ4wpfPI7i+E82BIEJqSo5lv3oVylsJhHKMZQ+dOAGzry+tNMZsb0foxAnMHz4MoDwntN7XBuEwlFhs2eCYtbxEVG8YTDeAemmVVgnFfpDm+96VZKiKCsoNQ46UtvsMC0WBcx09fPQo1KkpmbkOBGTmemoqLXPtR6FMq5/1pgWYc3PQJiYghIASjxd1ZaPiHQ/s8pFcX3eeg5pr6qCioOmJJzB/+LCvnw8/AVi5rgAZhqx9XliQtc/ep9fl2dQHAGZTC15LrsfT/+88vr++Ey++GEQymX4FMRhcGtW9Z48c1a2mV3dkCX/1r9ASMtDcYqBFnUKoKQV9bByYnICxZivUuTlow8MQQkA0NeV8rtrQEKyeHli9vZ4DK9KOazlOaL2vjT4yAstHLTo7cRBRPalaMB2JRD4A4FEAGoAvR6PR38v4948B+AMAznXfL0aj0S9Xa331rNAHVjHZtHqrvS7lgzTX967k+fgNys3e3vT6XiGgADD6+wHYmWtVXcpcqyqEEG7m2q9CmVY/6/UGmMqVKzLoV1WZYayjKxuirS33VMG2Nvc5KInEUq2zcxKjaUV3FSkUgJV6BSgz+5xM5n++6ugoLjffhKend+JkbAeeie3AlNkh/9He/qEoAtu2LZVu3H57smDrOVVNH5IyMHEyq0bcWrcO2tAQlFgM6tWr8uRKUWD09uZ8rn6Oa7lOaJ3XpqenB5N1XjNJRJSpKsF0JBLRAHwJwP0ALgM4FYlE/iEajf4o46Z/E41GP1GNNTWS5T6wismm1XPtdakfpOXIUPkNykU4LNscWNbSBDxVlV93KBn7EjL/3wdtaAjQNGgXLixt/OrtdTOCftabFgglk+66haZBd+53aAihwcGavvap22+H/uqrUKenl7p5dHbCuPVWAIA6Npb9TfbkQUe5ArpirgAZBjA7K4PneFzJmVx3zM0peP55Wbrx3NTX8OaV/qzbrA+OY9f7W7FrlxzV3dm5/MZwb/AsNw6m/3u+vtqpbdsgurqgX7oE0dQkA2l7uEvmc/VzXFlyQURUvcz0OwC8Ho1GLwJAJBL5GoB/CSAzmKYclvvA6j5wwHc2rZ5rr2vNT1Cuzs/LIHV8PC3IVefnAQDGli2y+wUggz0h3O4XxbDa2twuGkLXoSST0N54AyIQQLentnW59aaVzwQCQDLplqcIIWSmWlFqfjI1f+gQOh96CCIYdDukQNPcgK3j4YchAgEonnSvUNW041qugK5QJjYeB8xvPgV8+auYuzIFY+1apB54AFbG5kHD8I7qDuLs2YBnVLe873ZlDu9ofQn3BE7hHv2H6PqtCFL3LN1P8KQ9edDePBj/6M9DfffevMFzpuU2D84fPpy7I0ZG1jmxfz9ikQhaH3sM6sICrNZWLBw8mHVcG6Xkot6uyhHR6lGtYHoDAG965zKAu3Pc7kORSOTHAZwDcDgajTZ+UXCZ5PvAKiabtpprr8vxQVnoPpxgy7jpJvdrSiwGS7bKkd0vnNZ5yaTMXtsb7IrOANtt6NI26AmBwHPPYc3HPobUtm2YO3Ik7316A0zMzgKGAWFZbs9oBYDZ3w+hacueTFUlAFlclMfLHs8tFhfTnkP46FEEXntt6faBAKzW1rJ2FQGyM7FWLIFYIojRBx7C9CUN+omTaP/s5+Tra1nQJybQ/tnPYuZTv4Pz/ffamwZDeP75AOLx9KJmXRe4/XbZsu6epjPY9YP/isCVkZy9noMnT6Lj2OfQFLLQvEagZeYlNP+XpzGztoj+3QU2D/rJOocGB9ESjcLq64Np36YlGkVqx46GC0Lr9aocEa0OVekzHYlEfg7AB6LR6IP2//8CgLu9JR2RSKQbwHw0Gk1EIpF/C+DD0Wg067dcJBI5COAgAESj0V3J5QoUK8jth1olyje+Ae1zn4PyxhsQmzfD/M3fhHj/+6G/733AlStAa+vSjRcWgHXrYHzzm+lrLnDbfI9RreejffCDJR1T5RvfgP7JT0IEg0BLC2BvYjQefdT3+v3ch5/bqEePQvvDP5THVVUhenuBzs6i1hPYuBGYmpIdLDJ/PkOhpUEq69b5uk9d12E+8QT0AwdkKUUoBLFuHdDeLrPnU1NIeYNV7zH55V+Wwbhpysdsb4fxJ39StveFvmsXlNdek3ULzmZEy4K45RYYZ86krUX73OegvPkmxKZNFXtvJv7XtxD//GOIvzWBeP+NMH/plyDe+U651g99CMrrrwOWhXH04CTuwVO4Fye0H8eY2Z11XzffbOGeewTuucfCrl0CniRwFlUFmpvl2yp84KfQNPaWr5/pfALbtkGsWZPVV9v7Whc6psX8bimXSv1ercVzqRfV/qy6XvC4ll8jHNNgMAjUamhLJBK5B8B/jEaj77f//3cAIBqNfjbP7TUA16LRaEeBu74uhrYsNxgBgO+hCcXejzo9DdMuYyhnVjLfOsQXv4jxXbuKvr9yTLfzOwhiuUxt27FjaPvCF9wNc0LToKgqjPXrAV33PVRi7fbtUOJxQNeh2Flab49lAFAMA8amTb7u03mvFjvsIm1oS0bZijO0ZaXWbdki/+JtT2EXIF8pYuNmqRl001yaOhiPK94OfGniceDNn/gPeMrai6exD+dwS9ZturtNd9Pgrl1J9PTkL6Rerua5b+9eCFWFNjGxlFXu6YFiWb4HzJRjsInfQTflvHpRqd+r1/PUxEYYhNGIeFzLrxGOaa2HtpwCsDUSidwI2a3j5wF8xHuDSCTSH41GR+3//RcAzlZpbXUl1wfTcrXOk48/7rtetJjaaxgG1OlpKPPzMLZuLetl0XzPR/vc54C/zh4eUYh+7hzUmZml+lDDkIHIwoIMtH18yPstgclXThAaHETbF74Ad4ydELIGWFWhjY/D2LLFfzlNMAglHpdlGXYQm8ay3BORYvv5dj70EJTLl5cmOIbDmP30p3PevlBfbb8KBluZz8/Z3FnE/RdzCX9xEXbwrMI5V8lkmsBrr+nusJSXXw7AsP447TYtWMAenMI+nMCt/+0gNm828y7bCZ6XAuj8zyetZt5+P+vDw0XV3pdjU6afbh71VD6x3PusXob2ENHqVJVgOhqNGpFI5BMAvgHZGu/PotHoK5FI5DMATkej0X8A8OuRSORfADAAXAPwsWqsrZ7k+2BSYjGY/ekdALyBVDH1on5rr7XxcZlZNU0ZRBWYsldMVipf4Kq8+aav55AlmZSb/jxBHwxDDqUYG3OPZefhw3kz7Sv9sG07fnypTtpDsSwgHi/qvoxt29xODDDNpYEliiLrioWA2ddXWjDgBKrOf4WuTFU40HU3bdqdUZy66czAcdkrAgU21lqWDJ6Nbz4F/HkUGLkK9PfDeuABwFOrPDwsR3WfOhXEs89mj+pWYeIOvIR9eAr7cAI78DyCSEFoOsZv/L/Sb1tE8LwsP69RDuXYlOknIK+XTc2F3mecmkhElVSVMo8KWlVlHvkuzapjY7D6+lZ0yTYXb4CizMxAtLa6AxoCZ8/KACcQWNpwl3FZdLmykeU+SPM9T23DBlwpITO9dscONzPtBmSJBKBpSN12m7z/2Vnoly9D6DqMrVuz1lrqc3H07d0L7fLl3IGPosAcGEh7LL/DQ0RzM9TJSahjY3JzXjAIa906t8uHn/WVpczDOa5FlnkUeszMqZFOttw7NbLQbXJdwk+YOuJTSbz599/C4qKC4MmTaP/MZ+zOKwKAgmut6/Gdn/nPODlzG06fDmJ0NDu3sGGDgT17ZNnGe778y+h584Ws26S23ISZr/xFWvAcCpXUFRGAfC9B07K6xsA0q16SUOi9Wu7yiVJ/r/p5b1+v3Twa4dJ5I+JxLb9GOKa1LvMgH/JlbBEMuq3B/GZVignYrM5OqKYJ7epVAIDV0yODtVQKZl+f+z3LTtmD/6xUviyR+Zu/6ecwZfFmcpVEYmminhBQZmch2tsLZtr9ZvLyHVdzYGDZkgunLr3nvvsQOHdO1sH29eW8LJ61ls2bMfP7v++uVxsayjncptBrXmw3l7kjR9D5iU9AnZ11M9JWe3taF41CCj2mn5HlhSZLmgMDwNVxLDStwYLVjAWrGWY8BbG2G4uL8nde+POfhzG/iGexFydwD07gXryycBvEf0/PPnd0WNi1y6l7TqC/f6nuufnSbuDPXwKEBRUWmhFHs5KA+S8+hC5PiYefn72VdI2ppkJXveqlfMLvFMzrIXgmoupjMF1H8n0wGdu2ubXTfqccFqpjzAyErZ4e+Xjz81B1HcbmzXIEtaZBmZmBNjYGJZlEKhBw27yV2movX+Aafv/7gRLOSp3g3OroWAqahZD1vSMjMACZ4VMU2Ykjz1oLfdgud1znDx3CmhMnsr/J7hUNyA2e6tiYzPRaFvTRURjr10MEg1knIPnWUsprjkgEQImBTyAA0dS01AM6EMh/2xz8PGah455vsqR1YQjT0womP/yb0H/vUVipoFzr4iKUVApzP/8AXn9dx+nTQbx45T/hNHZjEc1p9x1EAneFX8Nd79Sw82fXYevW3KO6VRXofOEEwh0ptM2MIiTiUJwBMz/8HiaVXwNQ+GfPz89mI5UklGutzglGYHgY3Rs2FJ01rpegnoiuTyzzKFElLkc4H7RIpWRnikQCQtMw/2u/hvnDh5f9Pm9gqkxNQZ2ZyZp+Zm7e7F7y9HN5NjQ4KHv8njsHEQhklRe0HT++4o4BXis5pqHBQXR+/ONQYzGIUAiirU1mM4UAgkFZopBKwRwYgGVPLCx2rYUuJffefXf6uHFAlprYU+fUsTHob77pBtewLEDXYWzZknVZvO3YsaxhGcu9B3KtTR0fh7KwALWrC8kNG5DYtw8t0ajvUpZydIQIDQ4u9d52SjRaWzF97JjvYMnp+GEpGmJowQJasWA1wxAaxr/9bQBLQ07GLhs40fxefH/NT+HUm+sxNaVl3d92/Miue34Ku3AG+g3rZPB9+LDb71lVgVBoaTx3KASse/sOOanRaVmoKICmwersxNUXXvB1zMrRNaberHSt3hMMLRyGOTdXVIlV5n2UUqa1mjXCpfNGxONafo1wTFnm0QCciWNtX/iCDDxCIVidncsOSsiV6dIvXpSlDLouAzfDgDY+DsXpNAH/GcO248dh3Hhj2u0AmdmupwxaYv9+iI4OpDZtck8QREsL1KtXoSwuIrVtG7ThYahXrkCza6dFa2veTha5FMrEx3/+5xH+wz9M/ybTxOIHP4iWv/kbWJ2dMjNuGDJaUxQoyWR2+cyxYwgfOya7kwQCUOJxhI8dA4C8AXXm2pTZWWgTE7Lzx003QR0bQ0s0ilgkgtCJE2XtcFKQs4nO+a+IYuJkEhjf9HYkL1xBTG2FUFRZvmNZMDYNYGFBwXPPBXHmzP04NflBvDVu/0p7a+k++vpMvHPif+Je6/u4ByewBlNpj5FqboYKCz1/8+dY/Ml35K15VmIx+dp5x5kbhvy6rdAxW2nXmHq00rWmXSVbZrNzoTVUY6x5I53kEFH1MJiuM6ETJ2AODGRlrvJ9sOSrW4ZpuuOj3Q//RML9Pr8T0AJnzkAxTRnY9/XBCofdD/9qfYD5lXmCYIXDEJoGq6/PbQsH72TCIneIFToBaXriCTnYxLLSNiK2/dEfwdi0CUo8DquvD9rwsGx7B7iZfu9xb33sMVnW4GSwdR3CMND62GN5g+nMtWnj47LDSVNTWoASOnHCLRnSz51D58c/DgSDbilRrtrdlVw6bzt+XL4XvRMOTTPt/ewNUIyNAxj7pU9g+h3vQSymIJUCgg/+Dto/exRKLA7DUPCiugNPBX4MP7B+Fq/81BqYZvrr2NpqYedOuWlwz54kBgZMtP2382j9s//t3kaFhSYsoqm3DaHAKEKBBLSx8xjryn+lTvG0Pcz5dfuYufX7GVeFynVM681KA8xynbRV+gSkntoAElF9YTBdZ4r9YMl1e3cDnmcjXtqfKJzJcUtOVFUGZYYBbWgIqr0x0WptdWun6+WDZLkThLbjx2F1dEB4Wgwud5ICZAcJTplErvsHPH2ZNS0t8FJiMWjj43IDX0cHzPXroV65AiWVyjkWXF1YkBvtvDQN6sKC/+duD44x+/rglACL5mbo587J2xmG7IACGcxply7lrN0tpi91LoGXX4YyO5vWik+9dg2Bl192j3HLkU9jVu/AfOs2xIcB/Ic/RvxwC1J790II4PX19+LFW/4TTp0K4IfmbiyYbUAKwBvOoRG47baUu3Fw+/aUex7iiP/Sx9AcSKHnr7+MtrkrCCEJsbYP5toQgCSUmAxolwsMZQ+QbN7QOrFvH8LPPLPU8zyZhHb1KmIf+Uju12mFNca1PoktR4DZKCcY9dIGkIjqT46tNlRL5sCAnH7nsdwHS67bezdqwe7fK5y/++R8cJhr18oMt2nKS9qLi/L+WlvR8fDDCA0OFvX8Ksk5QbD6+qBOT8Pq63M/1LWhIXd6oGO5kxQnSPD2qW6JRpHYswfq2BgCP/oR1LExxCKR9A9SRYGSOQ5VUWB1dsLs6YHV1weYJlJ33YVrf/EXmHjyyawPYqu1FVmj+ExTft3vc29pgdnb69aHA/J9BDtb6rYS1HUIVYU6O+tuhEw/SEX2pc6U4wRAAIjNW5icVDFx7O9wUdmCq8GNWBAtsJpbMKH24rtfehO/93vtOHCgB//qX/XgP5+8H98x340FtAEAtuhvIHLvBXz2s1P4x38cxxe/OIV/828WcMcdMpBWVaClRWDNGgsbNpjYvNlEx3/4JaRePYHYX34Z1g127bx9sqMkk0js25f1mnvf4yIzQneej+froRMnZAecYFB2jrG7toTszanLvUf9Cg0OovMTn0Dw6aehDQ0h+PTT6PzEJ2rys5irRCPn+2gZ84cOyXKnWCzt9ai3DZfF/g4housHM9N1Jl/mKrFvX85pfrluD2Cpi4RnEIYIhdzHKZRRcjPeigIDgP6WXYSqKDA2bIBoby+Y2V1Orsya03ViJfJlyovNfuXKQikLC2j+x3+EOTAA0z7W3np2ZwCJe0XA5vaLnp7GmI/+zAsHD8qaacOQZSOmCcWyMH/woO/n7mz808+fh2Ka0DUNorUVcDZoJZNLQaBdu50ZGLQdPy5rtr1dNAKBol5zxT4WhlDlxkG0IoYWWJaG6WkF3SMTiLf14NmF2/D0wttxMvZ2vJqwR4x7Zvh0q9ewt/VF3NP6PO5ueQH9xmWIWDem7n3UWZrvPs/5rsoUyjwqgYCcK575HD1XEbShIVg9PW6/dnlHougWbctlnjuOHJEDfTy12+rMDDqOHKl6H+pylGh4Xw99ZCRn28d60CgZ9Hrj5ypKvVxpISoVM9N1JlfmKhaJoCUalb/IVRWB557Dmo99DD333QcAWbdP3XILzLVrAV2XWVJdh9nbC8MzVa5QRsmb8Rbt7TI4t28v2tvl10vMyuTK+nY8/DCUb3xj2e/pPnAAfXv3ovvAgbQs3HL/5ig2+5UrC6XOzspyhzzHbO7IERlYeCcxahqs9euL+tCdP3wYc4cPy6A3lYJobsbc4cNp9dJ+njNSKXklIZmUf6ZSMHt75ahyu8MJAEAICHuEuXeN+rlzchOjYaSNadfPnSv4HIQA4nEFY62bcEm5EReVm3EV6zCvtCOFAF5q2o2/+qsW/NL8F3Hv61/Fv738GfzF1M+6gXSTksDddyfw8Y/P4evd/wbfuekX8XvrP49/2TGIdYFJKE1BtF256Gaeb7n4Ldz+6x/CLT9xNzb8wgE0fWf5LG1i/35MPv44xk6exOTjj/u6epE2ZdPhlEHZir2ylEu+nw/nNdacjjHeTZ3er9vajh3D2u3b0X/DDVi7fTva7E2s5VSO5wssvR6p115zX4960ygZ9HpS6L3s9zZE9Y7BdANoeuIJtwuEPjoqOzRoGnS7zhVAWmAwd+SIDKD7+5G69VY5ilzX037pFwocMj84hK5DsSxZpmDz+6GZGfiFjx7NGchrn/tc3u/P98vW7y9iP5fXvetUZmagTk6m3YeSSEDoOvQLFxA4exb6hQtQ7Fpy5zGmjx1D6pZb5MlHKCQ3k2paWT90/Tzn8NGjsvY6GASam2Vpx8KCnCKYTMLq6JBZY8OQr2t7e/YavWPanXIh++u5jlnHz/08Ev/4fVy5ouKNNzSMjKgYjvwKUkoIl9UB/I32AH4Dx3AvTuDA4l/hj/84jGfm70ASQSiwcHvoHB5s/yr+bM1v4JuPfBN/8AfT+PCHY9h6QxzBsVF0nHse/a/9ADe99k3ccuGbuOHai7j54M+h5/gxdP3mQwg8+yy00VEEnn0WnQ89VPSHccHAUIisqw6Zm03LEXAVLJ3IV2rj3fRqd4RR4vG0jjDegNrXCVkB11OAWY4SneuNnzKgcpQKEdUa+0yXKF8/xHL2XHXKNvRLl2Bs3OhmCZ3smGIYMDZtgggEILq6ZMYwmZR1mvZlZnV+Puc6ih2/a7W1QZuYkJv4fPZxzden2nk+oqNj6cZCIDA3h9Gnnsq6n+4DB6BduiQzw06HhPZ2mDfeKJ/j2NhS+z9PmUtyzx7fxz+rH7KiyL7U/f2wurvlJr0335TlMt7ymTzjtVfyPmg7dgzhz38+PXBTVcR+5megj44icOaMrMPu78/bM3vdli0yUPZ0LhGKAug6pr78ZXlJ/fx52eElTzePnGPaLUv2VX7+eYQGBxH8nc9gPtCJ+WAXknHL7dc8eds9ePbZIE6fDuLMYAKX57qynuf69QZ2705ib/vL+PEX/hhd46/D6u/HwgMPwNi31+3zvO7fP4Suv/9a1uY/q6MDVm+v79el2DHume/xdTfcIOugMwhNwxWnDGqFrz1QuAf8uoEBt3wmbR2qiiv2id3a7dvlz4K3ztswgEAAqbe/Hfq5c1Dm5mCtWQOrp2dFfZnLcYneuY/g8DCSJQxtofxq2bvXzzyDco+kr5ZG6IncaBrhmLLPdBWUY2d7rrpNEQjICYTO5XZAZqeDQSCVQuDSJZhr16Z1ZxCBABAIYMYeuexdo9MWTZmbg9Xd7QaLmRmlzNrOnHXOgFvLbbXJzWHq/LwMvu2hIULXZd3oyAjMDRvc52N4gmklHofYtCnnMdHPnXODOm+5gVMCIVQV+uiobDfn6WSivfGG7+MfPnoU6vS0HFmtaTIAVVU5AEfTZHZycRH6lSvyGwqchC5XF1toIEvbH/2RfB7eDxfLQsvXvw7jpptk4Kgo0IaHgQ0b0toVukwzPfATQv70m+ay7fC8jG3boL/6qhxUYlmAqiLVsQYzN+7A1asqQsf+AULdBBFsRkroeF7cgpMLt+Pkf3wbXl7shWU565fv5XZlFnd3nMVd+0N4x9ZxbPvmn0L94SislhaoikCLEkdIn0bfyEm0/9//Gfpl+T7Tn3sOivOaeIJIdW4O5qZNbueUtFaQqir7rdv8/GwW6nCTK5DO9fWVdrgpWJvb1gbMzmZ/o/3zB+TpCAN50qWOjclMsmVBm5yUQ47s0q1S9kCs9PmmncSsWZPztWFNbWPyU2fOWnRaDRhMl1E5WidpQ0NQEgmoFy+6AYwVDkOdn3eDZ8WewCYUBdroKEQgIDckwf5gtyxoV69C6Dq6HnwQqV273MDX+dAy+/uhmSa00VFoV67AamvDwsGDy64zV3Dt3B80TW6+A2Bs2AD90iVZry2E/FBXFAjLkqUJ69bJNnvj4zLbHI/LIGhiAt0HDsDo70fTt77lBptKIuFmG9O6SySTMLdtQ+C55+S/e7toKArUmRmY/f2+jr/b1s5T7yzsNoDGwIC7XqulBer8vPvamN3d8v99yhzIoi4sIPyHf4jWP/5jGHfcIS+be4aApBHCvQQKw4CAzMpb4XD2h4990pGLEo/LKx6vvoquBx+ECIdzBtaJffsQfOYZxNUWLATasWA2ITETxMLt92F+TsFbb7bgKfV9ODm5A6djtyMu0suGdF3gzhsm8GMjj+Ne8/u4zXoZalyB+IYO5TsBhDqCaNFnEX7zWTRhEdbARmB4GNoXnoTZ1werpwfq2BhU5+RQ12Xtt/MeyMzOeltAOsNVnOPu82ezGq0eCwWGhdrnpW6/HfqLL6a976y2Nhi33770/62tWZlpJZWSpTotLfJEFABSKTmVs6UFZk9PTTpTFBrawv7OjctPK8h6Gv5FVCrWTJdRuVonqWNjSwGDEG5WVkkm3QAVgYA7DEO0t8uA0/k3QAaX9u2dDx9vrbIyNyezV7oO0dQEq68PLdGoWzfpp57S+yGojo+7WV1tYkIOenGyic6a7OcgdF32Wr52za21hKoCCwvQX3wRLX/7t1Dm591aTyWRkK3inPpUy5LPHXbNpvPc0w68kDXOxRx/w4CSSEBZXJT36Tl+VmenfC1mZ9M27mnXrrkZeT9aH3sMQggopikDQzurqS4suK+TGwRmbDBzmL29MgsLWcedq041VxmAyw6w1GvXoCSTUCcnEXjuOXQePozQ4CBME5ifV3Dtn1/DuTV78FbgJlwzO/GWfiP+rvUj+I9/dw9+9md78NOTf4E/GH8Q31/Y4wbS2wIX8K97/xF/8AdTeOKJMfw3/GscSn0Rd+JFtOlx9IhxbFo4i61zz2FD+yx6py6gSVmEYpnQ3nwT2pUrEEJAnZqCfvEi9DdlSw8llZKviTdgztwMmHG8vC3ryvKzmfl4hb6eg59690K1uYl9+9wTDNHUJE/K4nEk9u1z72Ph4EG3Jt49uQBg9fTI566qMrh2jpdhQB8eznovl6OuupBCrw1rahuXnzpz1qLTasDMdBmV43KV4tQL5ZiyJlpa3CwtTFNuLFMUORQjX/BkZzMBmX01tm0DYE/Is7tNOPcNwP2A8pMJ8rbFclutCeHWNcNz+V2kUm7mWBsagtnbK6fFjY66deCKZbnZNgVwa3zhmTCXxjDkGPGmpvRsrhOMWpbv42/29kL3dkOwyyKEprnHRsl4TWD33/ZmCAtlHdW5udwlIpa1NLlRUaDmuI3zFdHeDgOQVx8Ad8Kj93HyDRhxZUzzWzQDiE2pmP7dP8fon90PAGh6K4nT5rtwMnk7njbvxnljK7CYfjdr1XHc0/ws7g6/hHu0Z9BrjWPu8GEY9yQRCgmsu/w8mrU4mtSk+7IoWARMBSbs3tfe965TjrK4KMsP7KsDzjFKO2ThsHzd7Tpptw+2c+XC05e7HD+bsZ/5GbT87d/m/Lpf5ciQh06ccMu6nJ81s6NDTre0y4WcP73lRObatXIiJrD0M+IdjZ75OFXKCJsDA0t7IlIp6IFA2p6Iso21p5rwc7WnnoZ/EZWCwXQZreRylROEqfF4elDgCaqUVGqppZmuy/rZmRkZBOa67O3hZH7UyUn5IbywIL9H1+V9YukDyu8Hvnd0MgxDBst2Fwurr09mnEIhd/MiAJkF7+qCPjoKY+NGGQzYzy0tyPSzMdbuKuFethZiKXMPuJlwP8dfhMNLQZmXdwNXnqBeszfBth07hrYvfMEdvw7DyA4+Cgw+Ec3Nsj4412sZCECJxeRrqeuwenvzBzYFBvRYUOy+z21YUNpgKM0wFAWvXOrDt/5bK06fDuKVsf8FA+l1ty1YwJ6Wl7Hjwe3YvTuJraMn0Pa1r0IfHUZgXTfEg7+Knvv3oKnJhKIAa5Qp+72sZTzRjGPgDeqc5+5tMei9vV0TrSwuylaQgQDU6em8G1SB8kxznPkv/wWBH/0IgbNn3a+ltm/HzH/5L77voxyBoTY0JPc62FlmeSci6z7mc7RTdH4/KaYp39umKY+z3f3He2JYrYl/iX37EH76afd5KKkUtFgMsY9+FABraomo/jGYLiM/I7pz/Vta7bEncBBOn2j7krZTK+sM2QAABAIw+vuhjY5mZSKFqgJ2EK3E4zL7Ojqa1p0BqRTEmjXubay2NgTOnJEBoaK4NdhQFIixsbTnob/0ksy0ehkGxJo1EJoGq6sLZk+PrEcOhdK6T6gTE9CHhmT22PneIiY0em9vbNvmZrbcQExRYLW2+s6iaePjOYNcJ5ue9Ty9TFMeky98QWaYdV1ukpychNndnR58FHiObv24E+g4J1WaBtHc7J6kFNqElTWFEUACQSygFfOpTixChwDwJjbjhPJjOJG6B89Y78Ac2oE/9RwXGLgDL2IfTuBenMCdeB5qey+mIlHZbeOud6DpQ3vQ1JT7qTmDbIQdAMOy5HNRVZlV9pa0BALpmwy9ZRvOCYZ98mf19gKmicnHH3d/fsz+/uVPYlc4zbHt2DG3M42iaRCmicC5c2g7diwtaF1OOQLDUu/D+/tJDA3Jn5GBgfSOMHKnOoDqZYSbnnjCvnNPCY+ioOmJJ+QJAWtqiajOsTVeiYpt4bJc262248fdD0f9wgWZNc5grV0L0dICbXgYwqkXVVVZF2wPVFFzfJ/Z2wvR0SF7C7e2LmXwnKBNVWU/5PXrZdcGRYEyPy+DdadLgSfwiH3oQwidOiX7Qr/11lJQ7yF0Hal3vMMN9jJbHymzszKbnmeDnHs/TU2yNjpPRtgKBGDs2VOWNl/rtm5ND+4A90Pd7O+XwXa+chMASXuznpPllwuUwZ+1Zo3b4mndli2yVCeTosgrDckk1IkJ+VgZbc1EczOuerKiy+nfuBGWAGJocScPGtAxhS6cCL0HJxO78BTuwQg2Zn3vwICBXbuSeO//+hT2ipMIi1mowkSTkkCLuohmLYGpi2d9nfuEBgdlRnhuLi0jvPCLv4jQiROyzZ/TOcU05fFbXJQlNfb7GsmkfA8oinxP5Gh9V6i8xk8ryELWbt++tPnUoaqw2tp8vy6F2u95b7fcSbmf+1jpOspxzPzov+GGpd81XpqGUbvlILt5lK4R2o01Ih7X8muEY8rWeDWW75Jp+OhR6BcvynZnQM7AUYRCbvsz9PTIwC6ZlDWlgQBgWVBjMZm9czJ7qgqh61BnZ5HaulVmd44cgdXTAxEKybZ1dmcEJR6H1dcnNzJNT8uNSxlt1QCZ6W7++7+HeeONbmlFToqS9mGbmUlz67WbmtI3ldnf6wSxSioFq7VVdnHIMcZZNU2oY2Py8nQwCHVyEsr8vLwPzwYlXx+6zklBxsmlsE8uCmUxnZIWZXExPdhKJmHu2OH+r9XWBi1HMC2EcGufOw8flptO7dfRyd57x8Hnk0gAsZgCQ2zAIpqwiBCexS6cwL14CvtwFm+DSKRvmOvCNdyjnsQ9Tc/hjk/uwZqf2AFVBQb+9xNoQQwt6iJCSMjg2X5ufi8iJPbvx/TnP58zEJq3NzxmBnXqzIw8Hp2dEM3N0F991T7IWt7XoVDNpd8s63JBW856d8ta/qpFjnUud/XKWcNytcp+7qMc66haRjhPy0Hv11lTS0T1jMF0leT6MHd6RItAQAZtObK8Tks59/L+5s2wOjqWMswLCzLgsoNoYW8wUgwDxi23QJ2edgNbc2AA+tmzMgOducFxagra5ctQFxdlGUgGEQjIzYqLi0s77/MENk6Q7ZaDPPss1EV755pz35omM752twZ3sEhTU1YWtue++xA4d26pm4cdcHs3Bzq15OrcnKzLztOvNh8lT3SoaBqsjg6kNm1C4KWX8n6/OTAAZWoqu4uGEDD6+93/zdtGLxRyX6es/s5OjfDsLLoPHEgLeixLju2OxeR/ySRw4YKOV/EJPIV7cQa7kUBT2kMFgwJ33pnE3X2v410X/hLbp09CXd8H82M/D/W9d6C52UQoBPTeFELgtTeWSi3s8ojULbcseywzLRcIJfbvRywSyeq7ndqxww30oKryPT83J09WVBVWTw80u5Win4DST2lEwQ13PiYPlkO5apULZXMLBajlCNqrgVlrIqo1BtMV5m4sHBuDOjEBc+1ad0CCNjYmJwP298sBHLkIATWVSvuASJtM59146GmLJ4LBrGAhsW8fgidOyP/JqBkNvPbaUrsxPcfbwq4DFprmbmIs9Lw7Hn5YtuBb9LSAsNdqtbTACoehqWp6OYmThfWWS9j/JoLBpUxtIiEzlbDLRkZGlspG7AExVlcXlJmZtF7b+T5kharm7n6RSsnR4qaZt85WBAKYP3QIa/71v87+fkVB07e+Bedo5SzxyPi6099ZaJrbbQWmCdHdDXVsDE1HfhfTDwcxtevHsbio4MoVFadPB3H6dAhnzgQxPa0C+O2l+4aF7fgR7sUJ3IMTGHji99HUBDQ1daO5+ZNoavp1T83z0vNb/OAH0zbbOUF16m1vy/kcShEaHERLNAqrrw+mnf1siUYxs2OHe3LRc999su46EHBff3VyEkJVs1rM5Ttx8pNlrcaGOz8dMgpl0f3cR7k6cVQjI2w1N8uN1zm+Xgh7UBNRPWCf6QpK6ynb3y/bPl2+DGVmxu0NbK1bByschrlhQ/o3ezdKKUp6T1W7AwZUVW7a8mZVDUOWjIRC0IaGoJ875/aHDZ044QaguS5XO63ecpVUOPeb3LsX2tWrMkO4DCcwcYNu57moqgyCFhZkZwpn06W9BiWVgmUPEXGo8/MwN26U5R6GITehhUJLrfbGx5fWDzsznkpBtdepJJPQLl3K6uebZpl6aNHa6rahy8Vcuzb/B7cQ6dnofPURnq+HTpyA1d4ue1GnUrCgYF4JY2y+FRe0rXhZvA1P/P6bOHq0HR/9aDcOHOjF7/9+B7797SY7kAbWYxgHEMXn8Rs4gXvwd/gZ/D/4DP5/+v/BjTeauPFGE+vXW+jqEmhuzr2s1scey7nUlq9/vah+5Mvdpugews771j4B8/t9TgZcHRtD4Ec/gjo2hlgkktXqsRx94pfj5/maAwNZP4PeE2M/99FIvZkXPv7x9G4u9t8XPv7xgt/bSM+TiFYvZqYryPuLXgBQuruhjo9Df/NNWO3t8vK/nQW2wmEoa9dCvXo1/U7sWlpvVkqNx2XwZxgymPb0YnaCAcWu41RnZtyBHIDdISRfjaIjRwZWNDdj/uBBGeh1dECdmsr77U4gb3V25p5SFwoBiYR8XmNjMpOuqlCCQQjThDozkzaAwulDm3Y3ra2AHZB7h5/Ig5ndVi5nZw3vU17mUr3V2yvvwxklnu9525voMjcxCs//u7fJ8b0O/dw5GHMJzOu9iCV1zCKMF8ROnIjfi6fe3I+XFrfBhAZ4Dklbm4WdO5PYvVv+t/PjP4u26WG0IIZmxNGERSgArM4eJAsn/ABAdkfJ+USF737khTKHfmqZ1fl5GBs2yGFAnh7m3vhfmZ2FNj4O/dKlrFIYZx25MuCpHTvc21WjBZuf51soi+7nPhqpN3OuntgLBw/66pDSSM+z2pyrooHhYXRv2MDyF6IKYjBdQWlDTWZnoU5NybZapimnPc3MAIuLsCA/AKxwGIo9PdApubD6+uTmw0BAXu5+7bX0so5kUtYI9/bC3LwZk48/vnRZXNNkIGdZcrKU03qsALecwh6mMvXlL7u/hFv+5m9k3XQwmLdkwezthWUHJlm9mxUFME1Y4TAmH38c3QcOyDpu+1godn2sM4AiNDgI9a235HAXQJ48JJNQFxcR++mfhj46Cly4INetadmBqqK448zVa9egXruGvr17s2srlxsOAzk5Thsdlbfz1m6rKrQrV9B94MDSY2eeiNjDQ0KDg3knE1qKhoUFWfe8EO/HeXEDTlj34gTuxg/xDiygTVZg2BcEAkjhzrbz2HWvgp0/vRa33ppCW5tAU5NAc7PApvnnoCHH8ylQnuOX04/caQHo9nfu6Eg7YSlUOuHtVe69D3PzZvexnNt4CV3PKvMRQkCEQjmDej8lHM7mT2V4eKnzSGtrUb2oC/ETsBeqVfZzH43Wm9npiV3sbv5Ge57Vkraxt8j9I0RUPAbTFeT9Re92sIDM3IqWFhlEBwIQXV3uh2b8p38aLdFoVncDCJF/0qHdgs3JXOkXL8p6W8/QCwG5KVGxb7tcWzollVrqLR0Op2UZnRKVfISqQh8dRSoclgG8k8X2DlKxLMwfPCjXeu4cVGd0uKpC2FMQ9XPnlspkJieXMuqpFNDU5PbMnnz8cVlDPj2dO+Nrb5yEYcjBLk1NOTOk5rp1ObNZIiCHlij2MB3hlNY4kkkodleRnENf7PvwDsxwvxUBOTRFa8dbuAHf+MsWnD4dxHOxb+GKWJt1P1txDvvwFPbhBPbgh1ijW2h6WUUq8ikoW9+VlhDXjNwnBqrnhKHt2LGSsoGAvZn13Dm3dt/trT0+ntblpVDmMLFvH8LPPCPvQ9OAZBLa1auIfeQj7u1z3UYxTVihEJRYTP5sCQFFUeSehByBsjY0JN+bFy4sTQ3s6cl+zZ2rMt5Nl5n/lqmI/uh+O2QsV6vs5z7KMaSmEbAHdW65yl+crzOYJio/BtNlknNH+b597kQ8mKYM6lQVZl+f/KZUCvrQkLz07Mk+eTsZmAMDsmXdzAzUXN0+IIPfrIxDrtHXqorUzTdDv3RpKfuddWfK0kYvwwASCbfGtePhh3NvTvR+u12v7fQFNtetk4FsLAZFiOygLZmEME13PYrdvUSZmkLXgw+6UwxFIOC2AYSmwerudgMhs7dX9mbO8Vzc3tbOaPNEQnblUFVYnZ3uh4vV1gbNGQziPS72cBElmYS5caPcKOrNYAux9KGVJ+usXbuGtuPHYQWCiAe7EEtomEAPnsY9OIF9OGHei9dwK/D/d75D1mH0YBz7lKdxj3oS+6wfYLO4ZJdtLKIZcSjTApa6BsaffhGTH3jXsq9LprZjxxA+dkwGqIEAlHgc4WPHACxddk/cey9CTz2V9b0iFJLB2sc/vlS77/xpGFA82X+rrW1p6maOzHPoxAmYfX1p0wvN9va00dj5bmN1dkJ0dUG/dEn2Sl+71h1Aknmp32prS+sIoxgG9MuXkfLU5rcdPw6rowPC031FicWWsuhOW8oMpncSYQHVamsnD8LKhtQA9d8po5jjWe/PpZxY/kJUXQymy8DNOqZSUGdnoY2OouvUKVm60d0ts6axGGAYcviKENDPnnUDPHVsDDDNrF6yjrU7dixbo5wp19Q5xbKQ2roVc0eOyLUahqwBzgwAPR1CFEWBuWaNWx8rgkGoiUTeDKyXm3nv6sJVe7BG5jFrO348uy5XCFkLa/e6Fs7fnfpwO7j2XspV8vX5tScHppWjeDqeqNeuIfDyy/Jpz8/L12piYmmYjapCMQy3/3PghRcQ/vzns8s4MlseeqSgY0G0YuqigR8GfwonQ2/DycQdeBZ3IYX0jiVNTQI7diSxt/cc9n/vKO5cPI02cxZNegotiWkozhZId2og5HM4cwahwcH0wKBAFrX1scdklt05OdJ1CMNA62OPuUHstWhUlgx5OnpYLS2Y/uM/lo9ld4wRTvs+w5AbWBXFzf6rY2PyyoOm5cw8a0NDsHp63Lp05zXSz593296pY2Mw162DcdNNabdRp6cx9uSTuYeLZFzqV+fn5Qmtd6ObaaZtDi0UgOTr8+2n/7dXOTpkFLqPtuPH5cmGZ6Kh98TAj2p2ylhJfa+f43m9df1g+QtRdbGbR5GczgSBbdvczgRtx48DqZS8xG0HzYodWItgEMbNN8PYvFl2o7h2TXb08GQ3lURCbsQzjJy70JW5ufyDDWyddn0xAMwdOQKrq8sdfAJFgdXVhbkjR9xMjtXRIb/RnqTobFwU9lRFJZmUwbi9mdDpdJA1ZCUHJZGQ3S/yZEK8XU7crGbWnShukOLWQjsBtqalb8jKtzFQCFjd3UjefXfeThywgymrrQ3qtWsyA97cLLO1AFLbtmHy8cfl2PcTJ2Sw5cnECl2X5TfOQwKIoRnj6MH38E78Hj6FB/BV3DX+JB546xgenf1lPIO9SCEIFSbuxAv4t01/hsd+8q9xensE/3NoD/7j+V/ET1pP4AZtGN3qFFrURRlIZ05ndKhqWqeS0OBgwddIXVhY6uzi0LS0KZqhwUGoCwswbr4ZqTvugHHzzRCeLKyxbZvMytolOIq9kdR7aVlJJmUQHQzK1zAYhNnXJzvLIHfnCnVyUu4xsNveQVGg251pAmfPQr9wQbaZtAOD+UOHZJeOl19G4MUXEXj5ZagjI1CmptwOItqVK/LEwdsxQtfle9BWqIuGNj6e1YNdqGrObHWtaUND8srXhQvuMUMqVVRmslqdMry/D7z1vXk775Tgeuv6MX/okEw6xGIyQWFfXbvey1+IKoWZ6SLk29ShxGJySp5hZF1S1a5cgdHeDtHeDmPDBuhvvZU70LEzxdqVK1i7fTsQDMLYtg1Gf3/ejX4uIaBOTKDz4EFM2+3MrFAIupNlDQax8Iu/6GZgEvv3o+34cZhr17qXzmHXoyqplAxihZAt5d54A6KlBcamTTLQcDLSBS4bq1evAqkUjFtvzfq3zM1g+Vh9fXJ8upMJt7PSqZtuck8MACzbncQZ492f2XrQlrYh0H7O3s2FXvq5c3IojL2RU0ml5HAcQ2BuLIFRbMd3sB9P4V6cwL0Ywg1L32wv8Qa8iXvwNPZpJ/Ee5bvo7QdaUrNofXIY1g0DEN3N0M+fXXrNhcje2Jhx3K1wGOr4OLoefBDGli3LB3f291qtrfL19JbtmKacOGnLfJ2c2nCnb3di3z60XL4Ms78forkZgbNn5dUMp4wJsk4fioJURlbZCeqcchF3TLd9zL21z6KjA4rd5lA0Ncns9tgYYh/9KAAg8MIL6WO+nYmgV67A3LhRBsz2ePa0LHLG1ZVC9beKZS0N0XGen/O1OmO1tS1tQrb3DOjDw0ht3er7PqpVKlCN+t7rrezBW/6ij4zAWr9+VZe1ENUag+ki5Pulr0xP5+27rCwuLm160rSlbhC5AkD7Q9kpfQhMTSFYqI2dhxqPo/MTn1gKJpw1xGJo+6M/QtMTT7ijyN3yCjsoTsuUOxsQnf+Px6Fdvgx3sofP4EG9dg3a0BB67rtP9oq26xTTPtiWmSpnhcPAhg1QR0fd2l7R2grR1ZV123z34Zc2Pr50e7eMQkDz1mI79d2GgUURxCTW4fv4cXwX78KJq+/Ey7gNIuNiTwemcA+ext41r+I9wafwtiv/LFvVaRas9f0Q7e3QL1yFYhownfeTE9A7PMdb2Bs43X9qaYE2PS0naJqmrIdfZnOpY+HgQVkzbRgyQ21nlp2NoYCd3dQ0aBcuyODeqftXFKhjY2iJRhGLRBA6cUK+pi0tEG1tbt0yYHfdMM20jX9WezvMG28EkDsQBtJPkJT5eflzY9fWi2AQpqfjS+tjj8mfLTtQVhIJ+TMwMyP3HLS0yCsNqZS7fuckxQkunStMSiwGZXraPZn1BiDufWQQ3g2p9ajEeulqlQpUI9C9HssenPKXnp4eTBbRIYWIisdgugj5fumjUM1kKuXW3zpBz7I8H/bFyjeZUInFoJ8/Lzf4ef8h14dsjt7QajwOo6MDaG2VpQD2+PJCtNFRaPbob21kBF1nzrgbBtXZ2eUDYWdkeFub7OCQSkGJx92+2dPHjslAx0+XhUK3sQfhKM7tnONkZ4hNE5gx2/CstQvfxn14Cu/EaexGHPaHs33XASSxC2dwL36A9+A72I1TaMMC9A1bZWXBXAKIJ6AYgDo8DDE+LjOuy2RMvWsVbW1uWYkIBNzJcYquyysLPspwgNy9feczunl4s5vumgwDoqnJDUpCJ064kwrdqZexmJvZFcGgfJ0Nw934p8ViblY5MxAGZJCjTkzIzauQJxdCVYFQaKlu2pPdVhcW0gNaT128w1y/Xl4Vcn4OdR1WOIy5I0fSrjiZ/f1pGWlvJs8pW4GzedcuFSl0haUSCm2mcwYdqePjaRs/9YsXc7eGzKFanTLS2iOmUtADgaz2iCvFrh9EVEmsmS5CvppKY+tWGBs3yi84H+SeelTFDgTh55JwEW22iqUYRvqms2KYJrTRUXdSY9a476wH89SmmqYMQuwx4NrICLSrV4E83UkczqQ6IQTUuTl57O2AWp2cRPjoUXnDfHXXQrg1s3kJITewzc0tXbK3TxQSVgCvzN6A//62P8WhHRdwy8ILuB+D+D0cwffx424gfSvO4mNdf4u/xEfxOrbgSbwX/xn/Dj+J/4M+TKAF8aVkd1vb0uOkUrKm0TRl+UIhQuDq2bOY+63fSp9kKYS8Lx8Zaa/5w4dx9exZjL71Fq6ePZu7LZ4zut3b5cT+MzN76Nbj9/XJtoh9fbDa27Nrs1UVTU88If+ao3bb6dri1Hu6bRFNc6lmenLSzSpara3pV3qcg+19XwQCSN16K1I7d8Jctw6pnTvdkzG/9bTGtm3y+Xje21Z7e9q0zmpIm6zq2UznrTE2BwYgdB3GTTchtX27fE2uXXO72PipS871elZiw15i376l3weq6m5S9Q5uWvFjVOm5ENH1iZnpInizGwiHszZ1dB4+DGVhwQ0cAbiX0GFZchNWgQCylMuxRSn1/u1MuTo9DXPNGmiTk4Ufx2mvl0Fx6p99ZOgVb0lKxv3rr70m/wog3ymIEzgs97wDp0/LshIouIK1+Dbuw7fxXjyFd+ICbgYykv3rMIp9eArvwndxH76FTXgLTTEBFcuPWAdkSVDm8wAAdW4Olp3Rzf/N8lmGTpyQ9e4zM+nH17LcoTbloA8P5zz5c9sM5rhMntlZYd2WLbLUwxvYWhb0ixflX3PVbsPuBmNP/jS7u6EPD7ulVEoqBS0edzuCZJWs2MfJ6uiQ71s7Cxn/6Z92Nz56+S0zSOzbh6D3++2OMOUM+vzwO4DGm4lV7aFH5tq1RdUl++2UsZKWc97Wh0il5CbVjPaI5VCOLipERLkwM10Eb3ZDmZpKy24k9u/H9LFjSO3cKQckNDXJbKOzYclpHeawu1WIpiYZbADZGbwKUJLJvPXdfqhXr0KbmSlcJxoIyOy1N4jNrAMuENiLAhMbFctKnzyY80bKspfhF9CMbybfjd/CH+BuPIPNeAu/iL/EV/AxGUgDaFVjeE/bSfwu/j1OYC/O4yY8jgP4NXwR2/EaWhCHai6fFXZ31efZTCpSKTdrli/rb9hXBbShIVjd3TBuugnGpk0ygHbKYuzSg3yKqu91OntkXi2xs8Z+L5Mrpik7xCwuyj89r9fCwYPy3+Pxpf9ME/O/+quYfPxxjJ08CREOp7e0s/90stvzhw9j7vBhefk+lYLV2orYhz4EY/t2NwsZi0TQEo3mzOYW6uLhaP7a13I+v3xfrxSns45XoasEEALGhg0Q7e15v6cUfrLkfp6P1dMD46abIG6/HcZNN8mJo6t0cyARrT7MTJcqR5DnBNV9e/fC6uyEMjcH3TsG2anF1TR3E5kTXAl7Y2LBIo8SNxMVWrtfimVBGEbBdQog52atoteRr4TDljlmetn7sSyYUPAi7sQ38AF8B+/BSdyDObSn3VSDgR14Hu/Cd/FePIl3bJ9Bu7qA4Esv5r17Y+PG9Nc6c51DQ8u2N1QAt/Z4TSSSc1iKevUqug8cgNXWJuuRW1pklxhA1gPb0y2tzk7ZTSXX4xR6Tby39Y6tz+D03i6U6XOyy95NnTAMWPZglNSOHbItoaebh9XWhtSOHe596BcvLg0Scu94KbsNLI2jzqf7wAHZGs47+ry9HW3Hj/uup9WHh3Ped76vV4rfzXTeTKzTi9urHBvw/GTJC2Wur8fNgUS0ujCYLkK+1niZtXfuh0N7u5wG6HRnUFU5RW1iYqkWFXAnI7rDSvIpRyDtg9vXOd8y/HTzCAbdzXuVlG/DpSPw4osYRj++gV/Ek7gf38OPYwTZbfK24AJ+DN/DfXgS78WTWIsx94Qhpd1ZcB3ejF8uxrZt0F9/fdkx7o6g3c4vk5pKySEo09OyRjqRWNpM19YGhEIQup7egWQFrHAYyvy8PA6eTZmirc0N/AveR1sbtMwhP3bADNjDRfr60jab5RwuYhhQPCO+C2XgM6WNPrdbxWkTE1BSqeImCuZShZ9Jr2I304UGB6FMTclJkYEArHXrZB16GTbgFSqR8TMspVD5HBFRvWMwXYR8rfHCR4+mfRAn9u1DSzQKADDXrXMzV+bGjUsBpqdrBBRFZnw1bflNZFX60C6li0gu5saN/jPHudYRjxfckJmrBj2GJnwb9+GbeB/+Ge/BK7g96zbdmMA78X3sxyDej3/CVryeM9sunM4qGWUAmZxJivkXqvjeILjc8RctLRCxmAyoA4Gl8ge7l3jrY4+Vre/xwsGDCP/hH3oeXE6n9LbPc+TLPro9rzNeRyfg91OvbPb2Qr98OWsdhmfsd0F2txY3u22PrXfqywvV0y5XtiCK3DS80hrjYkdoO8GssXEjtLExaENDSG3bhtlPf3rFNcSFssp+MtfsiUxEjY7BdBFyffAjlULg0iUYN97oZl4y++86vWzV+XkoCwvyds54cCcYMs3CJR7VUo4MuGHI3tQrfZxCddXBIETKwCnsxj/hJ/BtvBen8A4kkN4dowlx3I1n8G58Bx/AP2E3TkHLPxdxiabJTZcDA8Drr+e/nY8AVgSDRZVZ5KJfuCCztEDaAA4lFkPoxAmIjg6kNm1C4KWXct+Bpy5/pUGd937yZR/hXJXJfB2dloM+LvGLcFiu26mztwfqCE8/6+XW1nb8uCwjEQJCCHkSYpdU+RkF7jy/vIoIpvMdK+/vCz+vhd+NgZ0f/7hsHdjUBKuvD8bWrbJ1YVdXWYLVQlly35s72ROZiBoYNyAWIddGJW1sTA4TsbPVMAyo4+No+8IXAACxD38YoqvLHVoCIWSLKm8vXCfAWiZzKZqaSmtpV4pyZcBXGCjDHtKSyxu4AV/CIfy08T/Qiwncgx/id/G7+AF+HAk0QYGFO/Aifh2P4h/xk5jAGnwH78Gn8RncjR/6C6Qh2wmaAwOFN0P5CKiEXdqwIoYBJZGQpQre+7YDFPc9mqfW3LI3rvnZONb6pS/lvA/v152ATRsZgTY6CmVuLr21XOYAGkD+v50R9o49VmdnoZ87JwfPTE25a3F+dkRLi3xPtLTIINweBe+so/vAAbcVYmhwMH1MdVOT20FGSSQAXYfZ2wvDx0RAJ7uaj5LxWuRai/e+YBjQRkcRePVVeczm59H2hS+saBNfJve5x2Ky3twwoA0PywmeZRyIUqjlnN/NnUREjYyZ6SLkq+1zPhiU2VnoIyPuYBbtjTcQfuYZmH19cnf6pUtQ5+Zy33mBzKaxbZvMSgJF9xOuhMxJfJkypyiW9BjBoFtXPo0OPIn78E/4AL6D/biELfJGnrLsjXgL78Y/4334Jt6Pf0IvJtM3vpXICXKWDUAKjVefnYVaoJ1g94ED/oOcVCrnVEH3PZrn2DsBqJ/L785AmLQTBXuAD+AJ2JyhKYYBfWQEBmQ2WRsaytsKUvGUV8w88gjCR4/Kml67HEFJpdzstpO9NjwjyZVYDNb69e463LaUhgF1YgKdhw/D7O11n6O1du3SaHpnOIvPulw3u5pZ++0cEk+HlEI1wmm127ouT75jMZlpX+a1KJb7+oZC8iRdVSEsS55YaFpZg9nlsuQclkJE1wNmpouQqzVeats2CF2HOjcnOyokkzIANAxoV67IgSOzs1Dm5gr3Zl6G/vLLbrBQDwpuQvQTSC/TqSOJAL4X24NPGf8Je/BD9GASEfwP/BkedAPpdszgg/hH/L/4dbyGm/EmNuEr+EX8K/yVDKSB3CUGRXKyiMsq8Bjq6GjB2trAs88Wbo+o67A6OqBYFpSFBbkRcWHBHXLhvEeX033gAPRz5wq2V8ubbbe/7gZsTU3uBluhKNDGx93sY773iffrif37Ibq6YNx4I4ytWyE6OtKy297sNYTI2qAWPnpU1pDb+w5gWVCnpxF4/XX3OVrhMKyuLiiGAWVhAerYGGKRiK9gNVd21ZUxAbHgAJjM2m1VdYcEea00e6wNDUGZmZHHKpFYGni0uFjVYJbDUojoesDMdJEya/tCg4PofOghWQOdGTg4re4WFqA7PXtL5KuDRoMRoZAbpAgAP8Lb8A28H9/E+/AD/BhiIr3EI4Ak9uAU7sO38AH8H+zBaWhKgWDZR1124t57c7aic9kdM5atdy5U2x0OF+w8AiGgjYwsexPjppugO4F9xrj0pieewPzhwwUDFXVsDMrcHNRAAFZv79JdZFx+NzdulAFdxnMz7Wmf2tCQO5RISSRk8KjrMnizA7Y1Tz+d+9hkbkhcpra20IY7/eJFGUR7NxfC7qlutxBU5+agTk3JbHAwCKuvDy3RKFI7dhQ8Xk52VYRCMiC1x4mLpiZYXV0wb7zR1/MAIAc3xeNy86N3E3LGieVKSyGEENCdzZ/OfVoWRDBY9WCWw1KIaLVjML1Cif37Yfb0yBZidZI1bhSjYh2+jX34J/wEvoP9uILs7gy34kd4L76ND+D/4N34LloRS79BgaSzOTCAmUcewZpf+IW8t1EKZa4L9LoWigJFUZbPxtsZyWVz0/al+OVu42RloevpA1hMM63v8rLrbWmB1d3tttlz2uuJ1lbMfvrTAGS5gsgTBMc+/GEAsu1d4Px5GcgGgzLQTKUgWlrcgM3YsCG9E4fNGUDjLr/ARsSCAVmOumyhaW45iXr1KoQQUBQFRm9vUaUU3lKUwLlzMqjesAGmPaHTm+Ut9DyMbdtkudfs7FKJTkuLfF3tCZjlKIXQrl2zHzy9RAe6zsCWiKjMWOZRBur8PIybb671MureAlrwv/ET+A0cw214GRsXL+IX8d/xVXzUDaTX4goewF/hL/CvMYx+/Ai34Qv4dXwQ/yc7kPZBGxpC58c/XvA2yyowrVERAuaG7N7VaYJBf91aCgTuVl+f3PCaWQ5SREcJ/cIFGfg6z8vTvxlYqvvVJidljbFnbVZnZ86R3EJV5SY9XYexaZMbsM1+9rOw2tvTyhqs9nbMfvazad9fqJRjOcaWLfK5OCczlgXFsmBs3bpUlpVIAMEgjPXr3Z7gxZRSJPbvx8STT8pJi8EglDfeyFkqUuh5zB86BAQCMPv7kbr1Vpj9/RDhMOZ/7dfKWgqhJBJLrRMB+WcgkHcCJxERlY6Z6TIwBwZW1E95tTKh4jR240nch2/g/XgGe5FCeleEFizgx/A9vM8u8NiOs+VtEShEWteHXJRC5Rf2gIvlLNvxQ9NkRvKNN5Yv4/AxYn3y8cfRc999MiMMuKUCimmmtcpblj2wRKiqW6YBTYMIBNzaXnfzpzfbbllQZ2agnzsHwD6J3LBBDj+xs6zGunVpxzuxfz+mv/Slgi34CpVyLNfGb+7IEXQ+9BCUuTmZGdd1WF1dmDtyxM1oOxMAVzJlLzQ4iJZoVAbn4TCsubmsUpFCz2O5f19ugmOxrNZWWULlbf1nGHm74xARUekYTK9QaHAQ6ltvFax1vV5cwBZ8C/fjm3g/voP3YAadaf+uwsQunMb78E28D9/E3XgGQays9/JKFRrIYvb3QzQ35+/dDJlxXJMjYwsAwrLSO8Hko6oFg/buAwew+MEPQvvjP4a6sLA0gru1FXNHjqTd17JlJ3YAjpjM9iuGAW1xUQajTU2y7jfX91sWYNf/5+uyYfb1pX2L35rZfLcr1CEjsX+/O7BGSaUg7AE2mRnjlXaVyDe0KbNUpNDzrUYN8cLBgwgfOwZhGEt17ZaVc+AOERGtDIPpEinf+AZ6fvu3ETh3TtZnFmgVt1pNYg0GsR/fwvvwJO7DG7gx6zY34XXcbwfP78Y/oxMFMsHlVuh1KdSJY2xMBq7LWC44UoRwM5LL1W5jcbFguYY6NobWv/gLdxMcALeThtey70ddz93/2TShLCzA2LoV6thY/udj7w2oVtuzQm38vBlj015HroxxLBJB62OPQV1YgNXaioWDB4sKav0OIKkHTpbb+3znDx4sa/abiIgkBtMlaDt2DPqjjy4NW0GBjWWryCJCOIF9+Bbux7dwP57DXRAZpfdrMIn34kn7Ft/CJrxVo9X6U2jjqBqLQTQ1yVZ0JQoNDsrALRBIe9+krUMI2Q1jmeBftLRAeestWVYRCrkZaHVhAeGjR93gcLnnZNx0EwIvvmjfYUZAbQfDHQ8/nLsTiqq6gXsxY61XolAQ66dntp+AuxA/0xrryfzhwwyeiYiqgMF0kUKDgwhnBNKrmQUFL+EON3j+AX4McbSk3SaERdyLp3A/von78S28Hc9D9TlhsBE4wzVWYs0v/AKs5maYnZ2y04Jp5rydkufrabdx3nueTX1CCN/dPBS7tMPtQmJvPhSKAmiaGyR3Pfjg0oY1J2NuWbA8ZRx+x1qvJOAuFMT6yRj7CbgLyTe0iQNIiIiubwymi9R2/LgMpH30L25UQ9iIJ3EfnsT9eBL3YRx9WbfZgefczPM78QM0Y7EGK60SRfE3LhzLX6FQFxeBxUVZEmEHtFnvI7/vqcz1FNHNw+rrg7G4CP3KlaX+zJYlW+RpGvr27oU5MACztxf66OjSxkg72LaKGIteqN7Zj0LlJLmCbXVyEsr8vPtc9HPnYPant14stkTDm4nXR0ZgrV9fkUw8ERE1FgbTRXI/fFdRID2LMP4Z78a3cD+exP14Dbdm3WYAb+E+fAv34Um8F99GH8Zz3NP1zU84K3Rd1ka7X7DfR94BHvneW5omexFrmpyAuLiYNvQjtW2br3VOPv64O2zI7YBhT+KzOjrcoFcfHYXV3S0nb9rdOsyenrRuHYWyzuXICBeqd54/dEg+l8uX5QmBqkIxDJhr17rPRZmbgxoMwurpce+3lBKNzKFNREREDKaLZLW1ocDA57qXgo4f4h1u9vkk9sLMeCu0Ywb7MejWPm/F+eumLjyL3TFjOaHBwcL3oyiyljlXsGx/zQmUM78PqipbvvX1IbljB1q+/vWsNS5+8IOF12BL7N+P6c9/3g2ElZkZWK2t7kREZwy2Mj0t67ydpaRSsDo63JHkytwcrDVrYPX05Mw6l2PTnq96Z+ekwjnGkBM2na4b1po1UCcn5fOq4GZJIiK6/jCYLkWDlXgIAOewzc08fwfvwRza026jI4V78LQbPO/BKegoXL97XdC0gsMuCra9g12jvMzmQqu5Gaq9sTDt8YQATNPdUNZ94ADMdevSp+i1tyN04kRRG8689c59e/dmBb1WWxu08XEIe5ogkkloV65AmZ+HlUrJUhXLksNdQiF3GIo36+xn095Ks9ttx4/D6uyEWL8eABA4exZCVaGNj8Ow12T19MgTgb6+im6W9GOlNeRERFRfGEwXSR8ebohAegy9+Dbei2/hfnwb92EIN2TdZjt+hPvsuud34bsIY/nhJtcrq7sb5sAAgk8/nfe1F8Fgzq+7FKXg5sKrr78OAOi7805oOYL3lj//c6R27EDgzBkoliWHpGzYIINYIVbUoi1n3fH8vBxZHgy6QbtIJuXfW1rcASnCstzANTPrXKje2U9NdaHsdua/C2e0uadntxKPw9i2DZOPP17yMSqHctSQExFRfWEwXYTQ4CCUublaLyOnGJrxffyYW7rxAt6edZu1uIL78KRb+7wBHDTjx9jJkwCA/mVGhovm5uXvpIgTMG1yMu/XnZZ1QlEAw4A+MgIDAHR9RS3a8gW95sCAHAduC5w963Y2EcGg/LuiuIFrZta5UL2zn5rqQtntzH93ss8iEJDDaeqopKMcNeRERFRfGEwXIXz0aN1kpU2oeA473eD5KdyLBJrSbtOMGN6F77rZ59vx8vVb91xhhaYolosIBmH190MbHoaALB3Rrl6F1dubFixmlYp4vp5Lrp7RqUBgqQ2f8/267v4MWH19ch12ljxXq7hC9c5+aqoLZbcz/11oGqyuLrlZcnq6rkopGmnwCxER+cNgugj6+fM1ffw3sMmte/423otr6E77dwUWduO0m3nehxMIYfnx1FSY015tOepMgamOhcZ7+ySam2VWesMG2aUikYAAssoEjC1bEDh/Xm5oVFUIy4JimjC2bMl735k9o52SBOdxlXgcorVVZqJjMdkir6dHbuxrbobV11d0vbOfmupCw2Fy/fvspz9dF8FzpkYb/EJERIUxmC6Cn4Ea5TSNDntUtwygL+DmrNtswQU3eN6PQazBVFXXeD3QhoYKZw4LXLEoNG7emzG2mppkT+rM20AGXqKlBVY4DMseHGL19WUFjnNHjqDzV39VjkG3LCiqCqu1FXNHjuRdQ66NcbmCVABLX9u8GTO///t5A9dCmVi/I8kLDYfxMzymHlRrBDsREVUPg+k6kkQAT+MeO3i+D6exB1ZGI74uXMN78W03gN6CSzVa7XXEGYiyTMBsdXZCXabvsGK3tss35luEw+7fjbvugv7CCzIQdu6/tRXmDTe4X/MViDU1QaRSUExTduNoasp9O3iy0KkU1NlZaKOj6DpzBvO/9ms5N+2VawR3tUaS14vr7fkSEV0PGEwXo8z10gLAK7jNDZ6/h3dhAenT5YJIYB+ecqcN7sRz0LDycgEqr0IbEI3+fmhjY7nHkqtq2sbW+UOH0Hn4sCzNMAxZp9zc7GaV8wVi3syyMjMD0dYGc9s26LoOwzCgxGJ5N7o5kz21yUkIRZGPaZpo+8IX0vs5F8lPJrZRssrlcr09XyKi1a5qwXQkEvkAgEcBaAC+HI1Gfy/j30MAvgJgF4BJAB+ORqNvVGt91TKCfnvToNw4eAX9Wbe5Ay+6mwZ/DN9HK2I1WCkVo9AGRMWykNq5E4Ef/hBwRng7cpV/OL3Mnf8KjAvPbLkWGB0FFhagXrsGxbKgBwKwenvzlqtoQ0NQZ2dlPbazNl2HkkyuqNMEM7FERLTaVSWYjkQiGoAvAbgfwGUApyKRyD9Eo9EfeW72fwGYikajN0cikZ8H8PsAPlyN9VXSPFrxXbwL38L9+Cbeh1fxtqzb9GME9+ObuN8u3ViLsRqslPLycUXC29M4F6e9Xs9998mNgYAbMCumidTWre5t244fh9XRAdG/dKKlxGII/3/t3XtwXOV5x/HvrlaWsQ1WsJjKN3wBPBNgYlNNIcQtpXYxhlycmZCnTkmLUxyPCSGJR+mMx2VqYmratKHEXOqMS6kJw+0JpakDNGBCElJiaCAT2rhmXGOgvrW27PgiGUuRdvvHOWutdrWr3aOVVkf+fWZ2vHvOu2dfP361fvSe93LXXSQ7Ovpdo7hgol8qReLUqWCc9tix0N1N3d69fT4nV8/06dQdOBD0SGel02QaGga90oR6YntpwxYRkdGn9B7J1XM5sMvdd7t7F/AEsCSvzBLg4fD5U8BCM4vdSm7d1PEqV3Ant/M7/IRz+RUf51nu5SunE+nxnOB6nuWbfIntfJC9TGUzn+NGHlMiPVKV6hlOJDi2fn1ZlzmxZk0wIS+ZDCa0JpOkGxv7TAys27OnYNhI5qyzSO3e3Zswh9tkZ8aMOZ2c9XlP9heAMocmtd9ySzCuOjvJNp0mkcmQbmzUShNVkr17kDx4sM8vQ2VtRS8iIiPWcA3zmArkdm/tBa4oVsbdu83sGDAJKD6rawTIALu4kK1cw/Ms5sf8LseZ2KdMHd208DqLeIFFvMAVvEY9/U9Ek6F3ejOPbDI7fjyJ48eLrsGdXWkj0d3dm2xmJRKkm5roXLCgrLWdOxcs4Og995TsnSw2aQ8Kx2ZnV8bIf08inQ6WxQu3Iqe+nu7mZpLt/e9y2blgAe233caE++4LdjhsaKCnsRFSKa00USXasEVEZHSK3QREM1sBrABwd5qamoa9Dm1M4kUW8jyLeYmF/W7VfSE7WcgPWMz3uZofMZHjw17P2Esmgx7hUksSjhtHevx4kocOlX3NRCYDDQ1kPvABEvX1pDdsIPHGG9R97WsFxXvWriUd9hqnFi2Ct98mcfQodHXBmDFkGhtJXHABTU1NpFevpu7OO/uOgU4mSa9e3bedmoEZaSABnB0+shKrV5P68pfJdHbCuHFw8mSwIsecOaS6umD8+N7CHR0wezaZ1ta+70mlgu2+Z80iMXFisN14Rwc0Nxf/mVm/np6rrqLu7rtJvPceyRkz6Glt5exrr+1TP4FUKlXxd0/9vn1kzj23712Os88mtX9/Tb7HRqIocZXSFNOhobhWX5xjOlzJ9D4g917xtPBYf2X2mlkKmEgwEbEPd98EbApfZtpKLEdWbZOBVr7BPbQWnDuXw/weL7GY73MNWzkf7Wg2GOkJE+hYuZJx7sF43/19tz7PJBK0t7bSvmoVEI5F3rGj9/2pFOlp06g7dCjoaU2l6J45kxNr1hT2Cre0QEsLEzo6Cra9bl+xAsI21rB8eTDJr7m5z8oUx5Yvp7OtDVasGPAaZWlpoWHduoJ6AsHn9/QUfn7ee9IzZ1LX1kYaqEun6Tlxom9dS3w2jz3W99gw/ozFRVNTE5V+90wKN9rpc8fh5EnSU6ZwWDEGosVVSlNMh4biWn1xiOmUKVP6PT5cyfTPgIvMbBZB0rwU+MO8MluAm4BtwA3AS+4+MvbuDqWBC3gbgAZOcSXbuIYXuI5/5UP8B0lGVHWHXrFd/erq+PWcOZz66Edp+OlPSe3cGWw13dnZp5c5M24c7V/4AmO2baPhlVdOH++cP58j7gD8eu5cJmzcGGxr3dkJY8bQPWdOwdCIthdfPP389JrJqRTds2efTjpPrFlTcjJc+6pVp5Pz/pSzMsVA1yhXsXoOtBNg/g6GEzZuJLV/P+kpUzTZrca0YYuIyOiUyFR57eRizOx64JsES+M95O7rzWwd8Lq7bzGzscAjwGXAEWCpu+8e4LKZ/Xk9lkMtM/U32cElzOcVxlI4PrZW0skkTJoUJJxdXQU76GUAGhpIn3MOifZ2kl1dpHt6+sxA7Zw/n46VK3sntGUy1B05QuLUqWDt4fHj6b70UronT2bs1q3ByhKpFJl0mmQ63dsTGzGZrOZvpVo1oVccftuPm6gxVbssTW21+hTToaG4Vl8cYhr2TBdMsRq2ZHqIDHsynRWHf/S4UUyHhuJafYrp0FBcq08xHRqKa/XFIabFkunhWhpPRERERGTUUTItIiIiIhKRkmkRERERkYiUTIuIiIiIRKRkWkREREQkIiXTIiIiIiIRKZkWEREREYlIybSIiIiISERKpkVEREREIlIyLSIiIiISkZJpEREREZGIlEyLiIiIiESkZFpEREREJCIl0yIiIiIiESmZFhERERGJSMm0iIiIiEhESqZFRERERCJSMi0iIiIiElEik8nUug6DEevKi4iIiEisJPIPxL1nOlGrh5m9UcvPH40PxVRxjctDMVVc4/JQTBXXuDxiFNMCcU+mRURERERqRsm0iIiIiEhESqaj21TrCoxCiunQUFyrTzEdGopr9SmmQ0Nxrb7YxjTuExBFRERERGpGPdMiIiIiIhGlal2BkczMFgMbgDrgQXf/q7zzDcC3gRbgMPAH7v7ucNczbsqI6zLgb4B94aH73f3BYa1kzJjZQ8DHgIPufmk/5xMEMb8eOAksc/efD28t46WMmF4N/AvwTnjoaXdfN3w1jB8zm07wnfkbBEubbnL3DXll1FYrVGZcr0bttWxmNhZ4GWggyJWecve1eWWUA1SozLguI2Y5gHqmizCzOuAB4DrgYuAzZnZxXrGbgV+5+4XAPcDXh7eW8VNmXAGedPd54WNE/xCNEJuBxSXOXwdcFD5WABuHoU5xt5nSMQX4SU47VWIysG6g1d0vBj4M3NrPz7/aauXKiSuovVaiE1jg7nOBecBiM/twXhnlAJUrJ64QsxxAyXRxlwO73H23u3cBTwBL8sosAR4Onz8FLAx7VaS4cuIqFXL3l4EjJYosAb7t7hl3fxVoNLPJw1O7eCojplIhdz+Q7WV29xPADmBqXjG11QqVGVepQNj+2sOX9eEjf5KZcoAKlRnX2NEwj+KmAntyXu8FrihWxt27zewYMAloG5YaxlM5cQX4lJldBewEVrn7nn7KSPn6i/tU4EBtqjNqXGlmbwL7ga+6+/ZaVyguzGwmcBnwWt4ptdVBKBFXUHutSHgn9Q3gQuABdy/aVpUDlK+MuELMcgD1TMtI9D1gprt/CNhK72/+IiPJz4EZ4e3K+4Dv1rY68WFmE4B/Ar7i7sdrXZ/RYoC4qr1WyN173H0eMA243MwK5k5I5cqIa+xyACXTxe0Dpue8nkbvYPiCMmaWAiYSTEKQ4gaMq7sfdvfO8OWDBJM7ZHDKac9SAXc/nr1d6e7PAfVm1lTjao14ZlZPkPA96u5P91NEbTWCgeKq9hqdux8FfkjhHArlAINQLK5xzAGUTBf3M+AiM5tlZmOApcCWvDJbgJvC5zcAL7l77Mf+DLEB45o3PvITBOP/ZHC2AH9sZolwsscxd9dt80Ews+bs+Egzu5zg+1T/kZYQxusfgB3u/rdFiqmtVqicuKq9VsbMzjOzxvD5WcA1wFt5xZQDVKicuMYxB9CY6SLC8U9fBJ4nWMLtIXffbmbrgNfdfQvBl9cjZraLYKLS0trVOB7KjOuXzOwTBDPUjwDLalbhmDCzx4GrgSYz2wusJZjYgbt/C3iOYKmxXQTLjX2uNjWNjzJiegNwi5l1A+8DS/Uf6YDmA38E/KeZ/SI8tgY4H9RWB6GcuKq9VmYy8HA4vjcJuLs/oxxg0MqJa+xyAO2AKCIiIiISkYZ5iIiIiIhEpGRaRERERCQiJdMiIiIiIhEpmRYRERERiUireYiIiIjIqGVmDwEfAw66e8nNd8zsfIKNYhoJVh1bHa7NXpR6pkVERjgze9fMfr8K11lmZv9WjTqJiMTIZgo33SnmdoIl+y4jWO7w7wZ6g3qmRUSkYmaWAS5y9121rouISCnu/rKZzcw9ZmYXAA8A5xGsaf95d38LyADnhMUmAvsHur56pkVERETkTLMJuM3dW4Cv0tsDfQfw2XCzrueA2wa6kHqmRUTi4bfM7F6CHcS+C9xCcAtyubv/drZQbo+xmU0C/pFgJ8e3CHYeJafsIuA+oBl4FLgEeMTdHwzP/wnwp+H5fwdWuPt7ZvZyeIk3w8+72d2fHJK/tYhIlZnZBOAjwHfMLHu4IfzzM8Bmd7/bzK4k2OXyUndPF7uekmkRkXi4EbgW6AC+RzCub6AhFg8ApwgS8FkEyfQ7AGbWBDxFsFXvFuBW4PPAI+H5JQRbUn8c+G9gNfA48BF3vypMoudqmIeIxFASOOru8/o5dzPh+Gp332ZmY4Em4GCpi4mIyMh3v7vvcfcjwHqC3pOizKwO+BTw5+7e4e6/JJihnnU9sN3dn3b3buBe4H9zzq8E/tLdd4Tn7wLmmdmMKv6dRESGnbsfB94xs08DmFnCzOaGp/8HWBge/yAwFjhU6nrqmRYRiYc9Oc/fA6YMUP48gu/4/PdlTck95+6ZcIxg1gxgg5ndnXMsAUzNu46IyIhmZo8TDHdrCr/n1hLc7dtoZrcD9cATwJtAK/D3ZraKYDLiMnfPlLq+kmkRkXiYnvP8fIIZ5h3AuOxBM2vOKXMI6A7f91bO+7IOANNy3pvIfU2QaK9390erUXkRkVpx92J38gqWy3P3/wLmV3J9JdMiIvFwq5k9Q7CE058BTxL0olxiZvMIEuY7soXdvcfMngbuCCcSzgRuAt4NizwL3G9mnwSeIRjWkZuMfwu408x+4e7bzWwisMjdvxOe/z9gNgOP2xYRGdU0ZlpEJB4eA14AdgNvA3/h7juBdcCLBJME8zdk+SIwgWAs9GaClT0AcPc24NPAXwOHgYuB14HO8Pw/A18HnjCz48Avgetyrn0H8LCZHbWc6fAiImeaRCZTchiIiIicAcwsCewFbnT3H9a6PiIicaFhHiIiZygzuxZ4DXifYD3pBPBqTSslIhIzGuYhInLmupJgyEgbwXrSn3T392tbJRGReNEwDxERERGRiNQzLSIiIiISkZJpEREREZGIlEyLiIiIiESkZFpEREREJCIl0yIiIiIiESmZFhERERGJ6P8B+N41i6EGMhYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plot budget vs gross using seaborn\n",
    "\n",
    "sns.regplot(x = 'budget', y= 'gross', data = df, scatter_kws={\"color\":\"red\"},line_kws={\"color\":\"blue\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "8d789bff",
   "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>year</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>runtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.056386</td>\n",
       "      <td>0.206021</td>\n",
       "      <td>0.327722</td>\n",
       "      <td>0.274321</td>\n",
       "      <td>0.075077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>score</th>\n",
       "      <td>0.056386</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.474256</td>\n",
       "      <td>0.072001</td>\n",
       "      <td>0.222556</td>\n",
       "      <td>0.414068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>votes</th>\n",
       "      <td>0.206021</td>\n",
       "      <td>0.474256</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.439675</td>\n",
       "      <td>0.614751</td>\n",
       "      <td>0.352303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget</th>\n",
       "      <td>0.327722</td>\n",
       "      <td>0.072001</td>\n",
       "      <td>0.439675</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.740247</td>\n",
       "      <td>0.318695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gross</th>\n",
       "      <td>0.274321</td>\n",
       "      <td>0.222556</td>\n",
       "      <td>0.614751</td>\n",
       "      <td>0.740247</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.275796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>runtime</th>\n",
       "      <td>0.075077</td>\n",
       "      <td>0.414068</td>\n",
       "      <td>0.352303</td>\n",
       "      <td>0.318695</td>\n",
       "      <td>0.275796</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             year     score     votes    budget     gross   runtime\n",
       "year     1.000000  0.056386  0.206021  0.327722  0.274321  0.075077\n",
       "score    0.056386  1.000000  0.474256  0.072001  0.222556  0.414068\n",
       "votes    0.206021  0.474256  1.000000  0.439675  0.614751  0.352303\n",
       "budget   0.327722  0.072001  0.439675  1.000000  0.740247  0.318695\n",
       "gross    0.274321  0.222556  0.614751  0.740247  1.000000  0.275796\n",
       "runtime  0.075077  0.414068  0.352303  0.318695  0.275796  1.000000"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Now let's look at correlations\n",
    "\n",
    "df.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "85b62e6a",
   "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": [
    "#Visualizing the correlation matrix \n",
    "\n",
    "correlation_matrix = df.corr()\n",
    "\n",
    "\n",
    "sns.heatmap(correlation_matrix,annot = True)\n",
    "plt.title('Correlation_matrix for numeric features')\n",
    "plt.xlabel('movie features')\n",
    "plt.ylabel('movie features')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "04a9e3a3",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Now as we want to find the correlation between the company and gross earning, but company is not a numeric feature,it is\n",
    "#string so we have to  assign it numeric value to get the correlation "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "df5a9250",
   "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>6587</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1980</td>\n",
       "      <td>1705</td>\n",
       "      <td>8.4</td>\n",
       "      <td>927000.0</td>\n",
       "      <td>2589</td>\n",
       "      <td>4014</td>\n",
       "      <td>1047</td>\n",
       "      <td>54</td>\n",
       "      <td>19000000.0</td>\n",
       "      <td>46998772.0</td>\n",
       "      <td>2319</td>\n",
       "      <td>146.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5573</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1980</td>\n",
       "      <td>1492</td>\n",
       "      <td>5.8</td>\n",
       "      <td>65000.0</td>\n",
       "      <td>2269</td>\n",
       "      <td>1632</td>\n",
       "      <td>327</td>\n",
       "      <td>55</td>\n",
       "      <td>4500000.0</td>\n",
       "      <td>58853106.0</td>\n",
       "      <td>731</td>\n",
       "      <td>104.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5142</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1980</td>\n",
       "      <td>1771</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1200000.0</td>\n",
       "      <td>1111</td>\n",
       "      <td>2567</td>\n",
       "      <td>1745</td>\n",
       "      <td>55</td>\n",
       "      <td>18000000.0</td>\n",
       "      <td>538375067.0</td>\n",
       "      <td>1540</td>\n",
       "      <td>124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>286</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1980</td>\n",
       "      <td>1492</td>\n",
       "      <td>7.7</td>\n",
       "      <td>221000.0</td>\n",
       "      <td>1301</td>\n",
       "      <td>2000</td>\n",
       "      <td>2246</td>\n",
       "      <td>55</td>\n",
       "      <td>3500000.0</td>\n",
       "      <td>83453539.0</td>\n",
       "      <td>1812</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1027</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>1980</td>\n",
       "      <td>1543</td>\n",
       "      <td>7.3</td>\n",
       "      <td>108000.0</td>\n",
       "      <td>1054</td>\n",
       "      <td>521</td>\n",
       "      <td>410</td>\n",
       "      <td>55</td>\n",
       "      <td>6000000.0</td>\n",
       "      <td>39846344.0</td>\n",
       "      <td>1777</td>\n",
       "      <td>98.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   name  rating  genre  year  released  score      votes  director  writer  \\\n",
       "0  6587       6      6  1980      1705    8.4   927000.0      2589    4014   \n",
       "1  5573       6      1  1980      1492    5.8    65000.0      2269    1632   \n",
       "2  5142       4      0  1980      1771    8.7  1200000.0      1111    2567   \n",
       "3   286       4      4  1980      1492    7.7   221000.0      1301    2000   \n",
       "4  1027       6      4  1980      1543    7.3   108000.0      1054     521   \n",
       "\n",
       "   star  country      budget        gross  company  runtime  \n",
       "0  1047       54  19000000.0   46998772.0     2319    146.0  \n",
       "1   327       55   4500000.0   58853106.0      731    104.0  \n",
       "2  1745       55  18000000.0  538375067.0     1540    124.0  \n",
       "3  2246       55   3500000.0   83453539.0     1812     88.0  \n",
       "4   410       55   6000000.0   39846344.0     1777     98.0  "
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_numeric = df \n",
    "\n",
    "for col_name in df_numeric.columns:\n",
    "    if(df_numeric[col_name].dtypes == 'object'):\n",
    "            df_numeric[col_name] = df_numeric[col_name].astype('category')\n",
    "            df_numeric[col_name] = df_numeric[col_name].cat.codes\n",
    "            \n",
    "df_numeric.head()           \n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "665869e4",
   "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": [
    "#Ploting correlation between all the features whether it is numeric or object type\n",
    "correlation_matrix = df_numeric.corr()\n",
    "\n",
    "\n",
    "sns.heatmap(correlation_matrix,annot = True)\n",
    "plt.title('Correlation_matrix for numeric features')\n",
    "plt.xlabel('movie features')\n",
    "plt.ylabel('movie features')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "41b4ec5f",
   "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>-0.029234</td>\n",
       "      <td>0.010996</td>\n",
       "      <td>0.025542</td>\n",
       "      <td>-0.006152</td>\n",
       "      <td>0.014450</td>\n",
       "      <td>0.012615</td>\n",
       "      <td>0.015246</td>\n",
       "      <td>0.012880</td>\n",
       "      <td>-0.006882</td>\n",
       "      <td>-0.025490</td>\n",
       "      <td>0.023392</td>\n",
       "      <td>0.005639</td>\n",
       "      <td>0.021697</td>\n",
       "      <td>0.010850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rating</th>\n",
       "      <td>-0.029234</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.147796</td>\n",
       "      <td>0.019499</td>\n",
       "      <td>0.018083</td>\n",
       "      <td>0.065983</td>\n",
       "      <td>0.006031</td>\n",
       "      <td>0.014656</td>\n",
       "      <td>-0.003149</td>\n",
       "      <td>0.009196</td>\n",
       "      <td>0.008230</td>\n",
       "      <td>-0.203946</td>\n",
       "      <td>-0.181906</td>\n",
       "      <td>-0.092357</td>\n",
       "      <td>0.140792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>genre</th>\n",
       "      <td>0.010996</td>\n",
       "      <td>0.147796</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.073167</td>\n",
       "      <td>0.022142</td>\n",
       "      <td>0.035106</td>\n",
       "      <td>-0.135990</td>\n",
       "      <td>-0.008553</td>\n",
       "      <td>0.017578</td>\n",
       "      <td>0.003341</td>\n",
       "      <td>-0.009164</td>\n",
       "      <td>-0.368523</td>\n",
       "      <td>-0.244101</td>\n",
       "      <td>-0.071334</td>\n",
       "      <td>-0.059237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <td>0.025542</td>\n",
       "      <td>0.019499</td>\n",
       "      <td>-0.073167</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.001740</td>\n",
       "      <td>0.056386</td>\n",
       "      <td>0.206021</td>\n",
       "      <td>-0.038354</td>\n",
       "      <td>-0.025908</td>\n",
       "      <td>-0.032157</td>\n",
       "      <td>-0.066748</td>\n",
       "      <td>0.327722</td>\n",
       "      <td>0.274321</td>\n",
       "      <td>-0.014333</td>\n",
       "      <td>0.075077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>released</th>\n",
       "      <td>-0.006152</td>\n",
       "      <td>0.018083</td>\n",
       "      <td>0.022142</td>\n",
       "      <td>-0.001740</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.045874</td>\n",
       "      <td>0.028833</td>\n",
       "      <td>0.002308</td>\n",
       "      <td>0.008072</td>\n",
       "      <td>0.015706</td>\n",
       "      <td>-0.017228</td>\n",
       "      <td>0.019952</td>\n",
       "      <td>0.008501</td>\n",
       "      <td>-0.002407</td>\n",
       "      <td>0.008975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>score</th>\n",
       "      <td>0.014450</td>\n",
       "      <td>0.065983</td>\n",
       "      <td>0.035106</td>\n",
       "      <td>0.056386</td>\n",
       "      <td>0.045874</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.474256</td>\n",
       "      <td>0.005413</td>\n",
       "      <td>0.012843</td>\n",
       "      <td>0.007296</td>\n",
       "      <td>-0.043051</td>\n",
       "      <td>0.072001</td>\n",
       "      <td>0.222556</td>\n",
       "      <td>0.020656</td>\n",
       "      <td>0.414068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>votes</th>\n",
       "      <td>0.012615</td>\n",
       "      <td>0.006031</td>\n",
       "      <td>-0.135990</td>\n",
       "      <td>0.206021</td>\n",
       "      <td>0.028833</td>\n",
       "      <td>0.474256</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.010376</td>\n",
       "      <td>-0.005316</td>\n",
       "      <td>-0.017638</td>\n",
       "      <td>0.041551</td>\n",
       "      <td>0.439675</td>\n",
       "      <td>0.614751</td>\n",
       "      <td>0.118470</td>\n",
       "      <td>0.352303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>director</th>\n",
       "      <td>0.015246</td>\n",
       "      <td>0.014656</td>\n",
       "      <td>-0.008553</td>\n",
       "      <td>-0.038354</td>\n",
       "      <td>0.002308</td>\n",
       "      <td>0.005413</td>\n",
       "      <td>-0.010376</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.261735</td>\n",
       "      <td>0.036593</td>\n",
       "      <td>0.011133</td>\n",
       "      <td>-0.009662</td>\n",
       "      <td>-0.029560</td>\n",
       "      <td>-0.008223</td>\n",
       "      <td>0.017433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>writer</th>\n",
       "      <td>0.012880</td>\n",
       "      <td>-0.003149</td>\n",
       "      <td>0.017578</td>\n",
       "      <td>-0.025908</td>\n",
       "      <td>0.008072</td>\n",
       "      <td>0.012843</td>\n",
       "      <td>-0.005316</td>\n",
       "      <td>0.261735</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.018520</td>\n",
       "      <td>0.022488</td>\n",
       "      <td>-0.039466</td>\n",
       "      <td>-0.035885</td>\n",
       "      <td>-0.003697</td>\n",
       "      <td>-0.017561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>star</th>\n",
       "      <td>-0.006882</td>\n",
       "      <td>0.009196</td>\n",
       "      <td>0.003341</td>\n",
       "      <td>-0.032157</td>\n",
       "      <td>0.015706</td>\n",
       "      <td>0.007296</td>\n",
       "      <td>-0.017638</td>\n",
       "      <td>0.036593</td>\n",
       "      <td>0.018520</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.009990</td>\n",
       "      <td>-0.021473</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>0.014082</td>\n",
       "      <td>0.010108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>country</th>\n",
       "      <td>-0.025490</td>\n",
       "      <td>0.008230</td>\n",
       "      <td>-0.009164</td>\n",
       "      <td>-0.066748</td>\n",
       "      <td>-0.017228</td>\n",
       "      <td>-0.043051</td>\n",
       "      <td>0.041551</td>\n",
       "      <td>0.011133</td>\n",
       "      <td>0.022488</td>\n",
       "      <td>-0.009990</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.052977</td>\n",
       "      <td>0.060078</td>\n",
       "      <td>0.048569</td>\n",
       "      <td>-0.034477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget</th>\n",
       "      <td>0.023392</td>\n",
       "      <td>-0.203946</td>\n",
       "      <td>-0.368523</td>\n",
       "      <td>0.327722</td>\n",
       "      <td>0.019952</td>\n",
       "      <td>0.072001</td>\n",
       "      <td>0.439675</td>\n",
       "      <td>-0.009662</td>\n",
       "      <td>-0.039466</td>\n",
       "      <td>-0.021473</td>\n",
       "      <td>0.052977</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.740247</td>\n",
       "      <td>0.170235</td>\n",
       "      <td>0.318695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gross</th>\n",
       "      <td>0.005639</td>\n",
       "      <td>-0.181906</td>\n",
       "      <td>-0.244101</td>\n",
       "      <td>0.274321</td>\n",
       "      <td>0.008501</td>\n",
       "      <td>0.222556</td>\n",
       "      <td>0.614751</td>\n",
       "      <td>-0.029560</td>\n",
       "      <td>-0.035885</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>0.060078</td>\n",
       "      <td>0.740247</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.149553</td>\n",
       "      <td>0.275796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>company</th>\n",
       "      <td>0.021697</td>\n",
       "      <td>-0.092357</td>\n",
       "      <td>-0.071334</td>\n",
       "      <td>-0.014333</td>\n",
       "      <td>-0.002407</td>\n",
       "      <td>0.020656</td>\n",
       "      <td>0.118470</td>\n",
       "      <td>-0.008223</td>\n",
       "      <td>-0.003697</td>\n",
       "      <td>0.014082</td>\n",
       "      <td>0.048569</td>\n",
       "      <td>0.170235</td>\n",
       "      <td>0.149553</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.037585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>runtime</th>\n",
       "      <td>0.010850</td>\n",
       "      <td>0.140792</td>\n",
       "      <td>-0.059237</td>\n",
       "      <td>0.075077</td>\n",
       "      <td>0.008975</td>\n",
       "      <td>0.414068</td>\n",
       "      <td>0.352303</td>\n",
       "      <td>0.017433</td>\n",
       "      <td>-0.017561</td>\n",
       "      <td>0.010108</td>\n",
       "      <td>-0.034477</td>\n",
       "      <td>0.318695</td>\n",
       "      <td>0.275796</td>\n",
       "      <td>0.037585</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 -0.029234  0.010996  0.025542 -0.006152  0.014450   \n",
       "rating   -0.029234  1.000000  0.147796  0.019499  0.018083  0.065983   \n",
       "genre     0.010996  0.147796  1.000000 -0.073167  0.022142  0.035106   \n",
       "year      0.025542  0.019499 -0.073167  1.000000 -0.001740  0.056386   \n",
       "released -0.006152  0.018083  0.022142 -0.001740  1.000000  0.045874   \n",
       "score     0.014450  0.065983  0.035106  0.056386  0.045874  1.000000   \n",
       "votes     0.012615  0.006031 -0.135990  0.206021  0.028833  0.474256   \n",
       "director  0.015246  0.014656 -0.008553 -0.038354  0.002308  0.005413   \n",
       "writer    0.012880 -0.003149  0.017578 -0.025908  0.008072  0.012843   \n",
       "star     -0.006882  0.009196  0.003341 -0.032157  0.015706  0.007296   \n",
       "country  -0.025490  0.008230 -0.009164 -0.066748 -0.017228 -0.043051   \n",
       "budget    0.023392 -0.203946 -0.368523  0.327722  0.019952  0.072001   \n",
       "gross     0.005639 -0.181906 -0.244101  0.274321  0.008501  0.222556   \n",
       "company   0.021697 -0.092357 -0.071334 -0.014333 -0.002407  0.020656   \n",
       "runtime   0.010850  0.140792 -0.059237  0.075077  0.008975  0.414068   \n",
       "\n",
       "             votes  director    writer      star   country    budget  \\\n",
       "name      0.012615  0.015246  0.012880 -0.006882 -0.025490  0.023392   \n",
       "rating    0.006031  0.014656 -0.003149  0.009196  0.008230 -0.203946   \n",
       "genre    -0.135990 -0.008553  0.017578  0.003341 -0.009164 -0.368523   \n",
       "year      0.206021 -0.038354 -0.025908 -0.032157 -0.066748  0.327722   \n",
       "released  0.028833  0.002308  0.008072  0.015706 -0.017228  0.019952   \n",
       "score     0.474256  0.005413  0.012843  0.007296 -0.043051  0.072001   \n",
       "votes     1.000000 -0.010376 -0.005316 -0.017638  0.041551  0.439675   \n",
       "director -0.010376  1.000000  0.261735  0.036593  0.011133 -0.009662   \n",
       "writer   -0.005316  0.261735  1.000000  0.018520  0.022488 -0.039466   \n",
       "star     -0.017638  0.036593  0.018520  1.000000 -0.009990 -0.021473   \n",
       "country   0.041551  0.011133  0.022488 -0.009990  1.000000  0.052977   \n",
       "budget    0.439675 -0.009662 -0.039466 -0.021473  0.052977  1.000000   \n",
       "gross     0.614751 -0.029560 -0.035885 -0.000004  0.060078  0.740247   \n",
       "company   0.118470 -0.008223 -0.003697  0.014082  0.048569  0.170235   \n",
       "runtime   0.352303  0.017433 -0.017561  0.010108 -0.034477  0.318695   \n",
       "\n",
       "             gross   company   runtime  \n",
       "name      0.005639  0.021697  0.010850  \n",
       "rating   -0.181906 -0.092357  0.140792  \n",
       "genre    -0.244101 -0.071334 -0.059237  \n",
       "year      0.274321 -0.014333  0.075077  \n",
       "released  0.008501 -0.002407  0.008975  \n",
       "score     0.222556  0.020656  0.414068  \n",
       "votes     0.614751  0.118470  0.352303  \n",
       "director -0.029560 -0.008223  0.017433  \n",
       "writer   -0.035885 -0.003697 -0.017561  \n",
       "star     -0.000004  0.014082  0.010108  \n",
       "country   0.060078  0.048569 -0.034477  \n",
       "budget    0.740247  0.170235  0.318695  \n",
       "gross     1.000000  0.149553  0.275796  \n",
       "company   0.149553  1.000000  0.037585  \n",
       "runtime   0.275796  0.037585  1.000000  "
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_numeric.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "6f677377",
   "metadata": {},
   "outputs": [],
   "source": [
    "# By looking at the viz we can say that the gross is highly correlated with the votes and budget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "a446f1f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name      name        1.000000\n",
       "          rating     -0.029234\n",
       "          genre       0.010996\n",
       "          year        0.025542\n",
       "          released   -0.006152\n",
       "          score       0.014450\n",
       "          votes       0.012615\n",
       "          director    0.015246\n",
       "          writer      0.012880\n",
       "          star       -0.006882\n",
       "          country    -0.025490\n",
       "          budget      0.023392\n",
       "          gross       0.005639\n",
       "          company     0.021697\n",
       "          runtime     0.010850\n",
       "rating    name       -0.029234\n",
       "          rating      1.000000\n",
       "          genre       0.147796\n",
       "          year        0.019499\n",
       "          released    0.018083\n",
       "          score       0.065983\n",
       "          votes       0.006031\n",
       "          director    0.014656\n",
       "          writer     -0.003149\n",
       "          star        0.009196\n",
       "          country     0.008230\n",
       "          budget     -0.203946\n",
       "          gross      -0.181906\n",
       "          company    -0.092357\n",
       "          runtime     0.140792\n",
       "genre     name        0.010996\n",
       "          rating      0.147796\n",
       "          genre       1.000000\n",
       "          year       -0.073167\n",
       "          released    0.022142\n",
       "          score       0.035106\n",
       "          votes      -0.135990\n",
       "          director   -0.008553\n",
       "          writer      0.017578\n",
       "          star        0.003341\n",
       "          country    -0.009164\n",
       "          budget     -0.368523\n",
       "          gross      -0.244101\n",
       "          company    -0.071334\n",
       "          runtime    -0.059237\n",
       "year      name        0.025542\n",
       "          rating      0.019499\n",
       "          genre      -0.073167\n",
       "          year        1.000000\n",
       "          released   -0.001740\n",
       "          score       0.056386\n",
       "          votes       0.206021\n",
       "          director   -0.038354\n",
       "          writer     -0.025908\n",
       "          star       -0.032157\n",
       "          country    -0.066748\n",
       "          budget      0.327722\n",
       "          gross       0.274321\n",
       "          company    -0.014333\n",
       "          runtime     0.075077\n",
       "released  name       -0.006152\n",
       "          rating      0.018083\n",
       "          genre       0.022142\n",
       "          year       -0.001740\n",
       "          released    1.000000\n",
       "          score       0.045874\n",
       "          votes       0.028833\n",
       "          director    0.002308\n",
       "          writer      0.008072\n",
       "          star        0.015706\n",
       "          country    -0.017228\n",
       "          budget      0.019952\n",
       "          gross       0.008501\n",
       "          company    -0.002407\n",
       "          runtime     0.008975\n",
       "score     name        0.014450\n",
       "          rating      0.065983\n",
       "          genre       0.035106\n",
       "          year        0.056386\n",
       "          released    0.045874\n",
       "          score       1.000000\n",
       "          votes       0.474256\n",
       "          director    0.005413\n",
       "          writer      0.012843\n",
       "          star        0.007296\n",
       "          country    -0.043051\n",
       "          budget      0.072001\n",
       "          gross       0.222556\n",
       "          company     0.020656\n",
       "          runtime     0.414068\n",
       "votes     name        0.012615\n",
       "          rating      0.006031\n",
       "          genre      -0.135990\n",
       "          year        0.206021\n",
       "          released    0.028833\n",
       "          score       0.474256\n",
       "          votes       1.000000\n",
       "          director   -0.010376\n",
       "          writer     -0.005316\n",
       "          star       -0.017638\n",
       "          country     0.041551\n",
       "          budget      0.439675\n",
       "          gross       0.614751\n",
       "          company     0.118470\n",
       "          runtime     0.352303\n",
       "director  name        0.015246\n",
       "          rating      0.014656\n",
       "          genre      -0.008553\n",
       "          year       -0.038354\n",
       "          released    0.002308\n",
       "          score       0.005413\n",
       "          votes      -0.010376\n",
       "          director    1.000000\n",
       "          writer      0.261735\n",
       "          star        0.036593\n",
       "          country     0.011133\n",
       "          budget     -0.009662\n",
       "          gross      -0.029560\n",
       "          company    -0.008223\n",
       "          runtime     0.017433\n",
       "writer    name        0.012880\n",
       "          rating     -0.003149\n",
       "          genre       0.017578\n",
       "          year       -0.025908\n",
       "          released    0.008072\n",
       "          score       0.012843\n",
       "          votes      -0.005316\n",
       "          director    0.261735\n",
       "          writer      1.000000\n",
       "          star        0.018520\n",
       "          country     0.022488\n",
       "          budget     -0.039466\n",
       "          gross      -0.035885\n",
       "          company    -0.003697\n",
       "          runtime    -0.017561\n",
       "star      name       -0.006882\n",
       "          rating      0.009196\n",
       "          genre       0.003341\n",
       "          year       -0.032157\n",
       "          released    0.015706\n",
       "          score       0.007296\n",
       "          votes      -0.017638\n",
       "          director    0.036593\n",
       "          writer      0.018520\n",
       "          star        1.000000\n",
       "          country    -0.009990\n",
       "          budget     -0.021473\n",
       "          gross      -0.000004\n",
       "          company     0.014082\n",
       "          runtime     0.010108\n",
       "country   name       -0.025490\n",
       "          rating      0.008230\n",
       "          genre      -0.009164\n",
       "          year       -0.066748\n",
       "          released   -0.017228\n",
       "          score      -0.043051\n",
       "          votes       0.041551\n",
       "          director    0.011133\n",
       "          writer      0.022488\n",
       "          star       -0.009990\n",
       "          country     1.000000\n",
       "          budget      0.052977\n",
       "          gross       0.060078\n",
       "          company     0.048569\n",
       "          runtime    -0.034477\n",
       "budget    name        0.023392\n",
       "          rating     -0.203946\n",
       "          genre      -0.368523\n",
       "          year        0.327722\n",
       "          released    0.019952\n",
       "          score       0.072001\n",
       "          votes       0.439675\n",
       "          director   -0.009662\n",
       "          writer     -0.039466\n",
       "          star       -0.021473\n",
       "          country     0.052977\n",
       "          budget      1.000000\n",
       "          gross       0.740247\n",
       "          company     0.170235\n",
       "          runtime     0.318695\n",
       "gross     name        0.005639\n",
       "          rating     -0.181906\n",
       "          genre      -0.244101\n",
       "          year        0.274321\n",
       "          released    0.008501\n",
       "          score       0.222556\n",
       "          votes       0.614751\n",
       "          director   -0.029560\n",
       "          writer     -0.035885\n",
       "          star       -0.000004\n",
       "          country     0.060078\n",
       "          budget      0.740247\n",
       "          gross       1.000000\n",
       "          company     0.149553\n",
       "          runtime     0.275796\n",
       "company   name        0.021697\n",
       "          rating     -0.092357\n",
       "          genre      -0.071334\n",
       "          year       -0.014333\n",
       "          released   -0.002407\n",
       "          score       0.020656\n",
       "          votes       0.118470\n",
       "          director   -0.008223\n",
       "          writer     -0.003697\n",
       "          star        0.014082\n",
       "          country     0.048569\n",
       "          budget      0.170235\n",
       "          gross       0.149553\n",
       "          company     1.000000\n",
       "          runtime     0.037585\n",
       "runtime   name        0.010850\n",
       "          rating      0.140792\n",
       "          genre      -0.059237\n",
       "          year        0.075077\n",
       "          released    0.008975\n",
       "          score       0.414068\n",
       "          votes       0.352303\n",
       "          director    0.017433\n",
       "          writer     -0.017561\n",
       "          star        0.010108\n",
       "          country    -0.034477\n",
       "          budget      0.318695\n",
       "          gross       0.275796\n",
       "          company     0.037585\n",
       "          runtime     1.000000\n",
       "dtype: float64"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#We can also unstack the correlation matrix in order to get the better view \n",
    "\n",
    "correlation_mat = df_numeric.corr()\n",
    "\n",
    "corr_pairs = correlation_mat.unstack()\n",
    "\n",
    "corr_pairs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "284e1791",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "gross       1.000000\n",
       "budget      0.740247\n",
       "votes       0.614751\n",
       "runtime     0.275796\n",
       "year        0.274321\n",
       "score       0.222556\n",
       "company     0.149553\n",
       "country     0.060078\n",
       "released    0.008501\n",
       "name        0.005639\n",
       "star       -0.000004\n",
       "director   -0.029560\n",
       "writer     -0.035885\n",
       "rating     -0.181906\n",
       "genre      -0.244101\n",
       "dtype: float64"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Looking at the only pairs of the gross earning \n",
    "corr_pairs['gross'].sort_values(ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "86e27d74",
   "metadata": {},
   "outputs": [],
   "source": [
    "#From above also we can see that budget and votes are hoghly correlated to the gross"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d2ce57af",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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