movie_rate.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ***MOVIE RATING PREDICTION***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import Libraries \n",
    "\n",
    "import pandas as pd \n",
    "\n",
    "import matplotlib.pyplot as plt \n",
    "import numpy as np \n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ***Loading Data set***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "#load_dataset \n",
    "df = pd.read_csv('IMDB.csv', encoding='latin1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "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>Year</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Votes</th>\n",
       "      <th>Director</th>\n",
       "      <th>Actor 1</th>\n",
       "      <th>Actor 2</th>\n",
       "      <th>Actor 3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>J.S. Randhawa</td>\n",
       "      <td>Manmauji</td>\n",
       "      <td>Birbal</td>\n",
       "      <td>Rajendra Bhatia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>#Gadhvi (He thought he was Gandhi)</td>\n",
       "      <td>(2019)</td>\n",
       "      <td>109 min</td>\n",
       "      <td>Drama</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8</td>\n",
       "      <td>Gaurav Bakshi</td>\n",
       "      <td>Rasika Dugal</td>\n",
       "      <td>Vivek Ghamande</td>\n",
       "      <td>Arvind Jangid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>#Homecoming</td>\n",
       "      <td>(2021)</td>\n",
       "      <td>90 min</td>\n",
       "      <td>Drama, Musical</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Soumyajit Majumdar</td>\n",
       "      <td>Sayani Gupta</td>\n",
       "      <td>Plabita Borthakur</td>\n",
       "      <td>Roy Angana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>#Yaaram</td>\n",
       "      <td>(2019)</td>\n",
       "      <td>110 min</td>\n",
       "      <td>Comedy, Romance</td>\n",
       "      <td>4.4</td>\n",
       "      <td>35</td>\n",
       "      <td>Ovais Khan</td>\n",
       "      <td>Prateik</td>\n",
       "      <td>Ishita Raj</td>\n",
       "      <td>Siddhant Kapoor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>...And Once Again</td>\n",
       "      <td>(2010)</td>\n",
       "      <td>105 min</td>\n",
       "      <td>Drama</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Amol Palekar</td>\n",
       "      <td>Rajat Kapoor</td>\n",
       "      <td>Rituparna Sengupta</td>\n",
       "      <td>Antara Mali</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Name    Year Duration            Genre  \\\n",
       "0                                         NaN      NaN            Drama   \n",
       "1  #Gadhvi (He thought he was Gandhi)  (2019)  109 min            Drama   \n",
       "2                         #Homecoming  (2021)   90 min   Drama, Musical   \n",
       "3                             #Yaaram  (2019)  110 min  Comedy, Romance   \n",
       "4                   ...And Once Again  (2010)  105 min            Drama   \n",
       "\n",
       "   Rating Votes            Director       Actor 1             Actor 2  \\\n",
       "0     NaN   NaN       J.S. Randhawa      Manmauji              Birbal   \n",
       "1     7.0     8       Gaurav Bakshi  Rasika Dugal      Vivek Ghamande   \n",
       "2     NaN   NaN  Soumyajit Majumdar  Sayani Gupta   Plabita Borthakur   \n",
       "3     4.4    35          Ovais Khan       Prateik          Ishita Raj   \n",
       "4     NaN   NaN        Amol Palekar  Rajat Kapoor  Rituparna Sengupta   \n",
       "\n",
       "           Actor 3  \n",
       "0  Rajendra Bhatia  \n",
       "1    Arvind Jangid  \n",
       "2       Roy Angana  \n",
       "3  Siddhant Kapoor  \n",
       "4      Antara Mali  "
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(15509, 10)"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Rating\n",
       "6.2     269\n",
       "6.8     264\n",
       "6.5     254\n",
       "6.6     239\n",
       "6.7     227\n",
       "       ... \n",
       "9.6       1\n",
       "1.4       1\n",
       "9.7       1\n",
       "10.0      1\n",
       "1.1       1\n",
       "Name: count, Length: 84, dtype: int64"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Rating'].value_counts()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ nan,  7. ,  4.4,  4.7,  7.4,  5.6,  4. ,  6.2,  5.9,  6.5,  5.7,\n",
       "        6.3,  7.2,  6.6,  7.3,  7.1,  6.9,  3.5,  5. ,  4.5,  6.4,  4.1,\n",
       "        4.8,  8.1,  5.5,  6.8,  6.1,  7.7,  5.1,  7.6,  3.1,  3.3,  7.8,\n",
       "        8.4,  5.2,  4.3,  5.8,  4.6,  7.5,  6.7,  3.6,  3.9,  5.4,  4.2,\n",
       "        5.3,  3.4,  3. ,  8. ,  6. ,  3.8,  7.9,  2.7,  4.9,  2.4,  3.7,\n",
       "        3.2,  2.5,  2.8,  2.6,  2.9,  8.2,  8.7,  8.3,  9.3,  8.8,  2.1,\n",
       "        2.3,  8.5,  8.6,  9. ,  9.6,  1.7,  9.1,  2. ,  1.4,  8.9,  1.9,\n",
       "        9.4,  9.7,  1.8,  9.2,  1.6, 10. ,  2.2,  1.1])"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Rating'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([' ', '#Gadhvi (He thought he was Gandhi)', '#Homecoming', ...,\n",
       "       'Zulmi Raj', 'Zulmi Shikari', 'Zulm-O-Sitam'], dtype=object)"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Name'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "#remove \" #from \" the set.....\n",
    "df['Name'] = df['Name'].str.extract('([A-Za-z\\s\\'\\-]+)')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[' ' 'Gadhvi ' 'Homecoming' ... 'Zulmi Raj' 'Zulmi Shikari' 'Zulm-O-Sitam']\n"
     ]
    }
   ],
   "source": [
    "print(df['Name'].unique())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "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>Year</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Votes</th>\n",
       "      <th>Director</th>\n",
       "      <th>Actor 1</th>\n",
       "      <th>Actor 2</th>\n",
       "      <th>Actor 3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>J.S. Randhawa</td>\n",
       "      <td>Manmauji</td>\n",
       "      <td>Birbal</td>\n",
       "      <td>Rajendra Bhatia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Gadhvi</td>\n",
       "      <td>(2019)</td>\n",
       "      <td>109 min</td>\n",
       "      <td>Drama</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8</td>\n",
       "      <td>Gaurav Bakshi</td>\n",
       "      <td>Rasika Dugal</td>\n",
       "      <td>Vivek Ghamande</td>\n",
       "      <td>Arvind Jangid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Homecoming</td>\n",
       "      <td>(2021)</td>\n",
       "      <td>90 min</td>\n",
       "      <td>Drama, Musical</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Soumyajit Majumdar</td>\n",
       "      <td>Sayani Gupta</td>\n",
       "      <td>Plabita Borthakur</td>\n",
       "      <td>Roy Angana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Yaaram</td>\n",
       "      <td>(2019)</td>\n",
       "      <td>110 min</td>\n",
       "      <td>Comedy, Romance</td>\n",
       "      <td>4.4</td>\n",
       "      <td>35</td>\n",
       "      <td>Ovais Khan</td>\n",
       "      <td>Prateik</td>\n",
       "      <td>Ishita Raj</td>\n",
       "      <td>Siddhant Kapoor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>And Once Again</td>\n",
       "      <td>(2010)</td>\n",
       "      <td>105 min</td>\n",
       "      <td>Drama</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Amol Palekar</td>\n",
       "      <td>Rajat Kapoor</td>\n",
       "      <td>Rituparna Sengupta</td>\n",
       "      <td>Antara Mali</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Name    Year Duration            Genre  Rating Votes  \\\n",
       "0                     NaN      NaN            Drama     NaN   NaN   \n",
       "1         Gadhvi   (2019)  109 min            Drama     7.0     8   \n",
       "2      Homecoming  (2021)   90 min   Drama, Musical     NaN   NaN   \n",
       "3          Yaaram  (2019)  110 min  Comedy, Romance     4.4    35   \n",
       "4  And Once Again  (2010)  105 min            Drama     NaN   NaN   \n",
       "\n",
       "             Director       Actor 1             Actor 2          Actor 3  \n",
       "0       J.S. Randhawa      Manmauji              Birbal  Rajendra Bhatia  \n",
       "1       Gaurav Bakshi  Rasika Dugal      Vivek Ghamande    Arvind Jangid  \n",
       "2  Soumyajit Majumdar  Sayani Gupta   Plabita Borthakur       Roy Angana  \n",
       "3          Ovais Khan       Prateik          Ishita Raj  Siddhant Kapoor  \n",
       "4        Amol Palekar  Rajat Kapoor  Rituparna Sengupta      Antara Mali  "
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Genre\n",
       "Drama                         2780\n",
       "Action                        1289\n",
       "Thriller                       779\n",
       "Romance                        708\n",
       "Drama, Romance                 524\n",
       "                              ... \n",
       "Action, Musical, War             1\n",
       "Horror, Crime, Thriller          1\n",
       "Animation, Comedy                1\n",
       "Romance, Action, Crime           1\n",
       "Adventure, Fantasy, Sci-Fi       1\n",
       "Name: count, Length: 485, dtype: int64"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Genre'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cleaning the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name of Column: Name\n",
      "[' ' 'Gadhvi ' 'Homecoming' ... 'Zulmi Raj' 'Zulmi Shikari' 'Zulm-O-Sitam']\n",
      "\n",
      " ------------------------------------------------------------ \n",
      "\n",
      "Name of Column: Year\n",
      "[nan '(2019)' '(2021)' '(2010)' '(1997)' '(2005)' '(2008)' '(2012)'\n",
      " '(2014)' '(2004)' '(2016)' '(1991)' '(1990)' '(2018)' '(1987)' '(1948)'\n",
      " '(1958)' '(2017)' '(2020)' '(2009)' '(2002)' '(1993)' '(1946)' '(1994)'\n",
      " '(2007)' '(2013)' '(2003)' '(1998)' '(1979)' '(1951)' '(1956)' '(1974)'\n",
      " '(2015)' '(2006)' '(1981)' '(1985)' '(2011)' '(2001)' '(1967)' '(1988)'\n",
      " '(1995)' '(1959)' '(1996)' '(1970)' '(1976)' '(2000)' '(1999)' '(1973)'\n",
      " '(1968)' '(1943)' '(1953)' '(1986)' '(1983)' '(1989)' '(1982)' '(1977)'\n",
      " '(1957)' '(1950)' '(1992)' '(1969)' '(1975)' '(1947)' '(1972)' '(1971)'\n",
      " '(1935)' '(1978)' '(1960)' '(1944)' '(1963)' '(1940)' '(1984)' '(1934)'\n",
      " '(1955)' '(1936)' '(1980)' '(1966)' '(1949)' '(1962)' '(1964)' '(1952)'\n",
      " '(1933)' '(1942)' '(1939)' '(1954)' '(1945)' '(1961)' '(1965)' '(1938)'\n",
      " '(1941)' '(1931)' '(1937)' '(2022)' '(1932)' '(1923)' '(1915)' '(1928)'\n",
      " '(1922)' '(1917)' '(1913)' '(1930)' '(1926)' '(1914)' '(1924)']\n",
      "\n",
      " ------------------------------------------------------------ \n",
      "\n",
      "Name of Column: Duration\n",
      "[nan '109 min' '90 min' '110 min' '105 min' '147 min' '142 min' '59 min'\n",
      " '82 min' '116 min' '96 min' '120 min' '161 min' '166 min' '102 min'\n",
      " '87 min' '132 min' '66 min' '146 min' '112 min' '168 min' '158 min'\n",
      " '126 min' '94 min' '138 min' '124 min' '144 min' '157 min' '136 min'\n",
      " '107 min' '113 min' '80 min' '122 min' '149 min' '148 min' '130 min'\n",
      " '121 min' '188 min' '115 min' '103 min' '114 min' '170 min' '100 min'\n",
      " '99 min' '140 min' '128 min' '93 min' '125 min' '145 min' '75 min'\n",
      " '111 min' '134 min' '85 min' '104 min' '92 min' '137 min' '127 min'\n",
      " '150 min' '119 min' '135 min' '86 min' '76 min' '70 min' '72 min'\n",
      " '151 min' '95 min' '52 min' '89 min' '143 min' '177 min' '117 min'\n",
      " '123 min' '154 min' '88 min' '175 min' '153 min' '78 min' '139 min'\n",
      " '133 min' '101 min' '180 min' '60 min' '46 min' '164 min' '162 min'\n",
      " '171 min' '160 min' '152 min' '62 min' '163 min' '165 min' '141 min'\n",
      " '210 min' '129 min' '156 min' '240 min' '172 min' '155 min' '118 min'\n",
      " '167 min' '106 min' '193 min' '57 min' '108 min' '45 min' '195 min'\n",
      " '174 min' '81 min' '178 min' '58 min' '184 min' '97 min' '98 min'\n",
      " '131 min' '176 min' '169 min' '77 min' '91 min' '84 min' '173 min'\n",
      " '74 min' '67 min' '181 min' '300 min' '79 min' '65 min' '48 min'\n",
      " '183 min' '159 min' '83 min' '68 min' '49 min' '201 min' '64 min'\n",
      " '186 min' '50 min' '69 min' '207 min' '55 min' '61 min' '185 min'\n",
      " '187 min' '216 min' '63 min' '54 min' '198 min' '51 min' '71 min'\n",
      " '73 min' '218 min' '191 min' '321 min' '199 min' '53 min' '56 min'\n",
      " '179 min' '47 min' '206 min' '190 min' '211 min' '247 min' '213 min'\n",
      " '223 min' '2 min' '189 min' '224 min' '202 min' '255 min' '197 min'\n",
      " '182 min' '214 min' '208 min' '21 min' '200 min' '192 min' '37 min'\n",
      " '261 min' '238 min' '204 min' '235 min' '298 min' '217 min' '250 min']\n",
      "\n",
      " ------------------------------------------------------------ \n",
      "\n",
      "Name of Column: Genre\n",
      "['Drama' 'Drama, Musical' 'Comedy, Romance' 'Comedy, Drama, Musical'\n",
      " 'Drama, Romance, War' 'Documentary' 'Horror, Mystery, Thriller'\n",
      " 'Action, Crime, Thriller' 'Horror' 'Horror, Romance, Thriller'\n",
      " 'Comedy, Drama, Romance' 'Thriller' 'Comedy, Drama' nan\n",
      " 'Comedy, Drama, Fantasy' 'Comedy, Drama, Family' 'Crime, Drama, Mystery'\n",
      " 'Horror, Thriller' 'Biography' 'Comedy, Horror' 'Action'\n",
      " 'Drama, Horror, Mystery' 'Comedy' 'Action, Thriller' 'Drama, History'\n",
      " 'Drama, History, Sport' 'Horror, Mystery, Romance' 'Horror, Mystery'\n",
      " 'Drama, Horror, Romance' 'Action, Drama, History' 'Action, Drama, War'\n",
      " 'Comedy, Family' 'Adventure, Horror, Mystery' 'Action, Sci-Fi'\n",
      " 'Crime, Mystery, Thriller' 'War' 'Sport' 'Biography, Drama, History'\n",
      " 'Horror, Romance' 'Crime, Drama' 'Drama, Romance' 'Adventure, Drama'\n",
      " 'Comedy, Mystery, Thriller' 'Action, Crime, Drama' 'Crime, Thriller'\n",
      " 'Horror, Sci-Fi, Thriller' 'Crime, Drama, Thriller'\n",
      " 'Drama, Mystery, Thriller' 'Drama, Sport' 'Drama, Family, Musical'\n",
      " 'Action, Comedy' 'Comedy, Thriller' 'Action, Adventure, Fantasy'\n",
      " 'Drama, Romance, Thriller' 'Action, Drama' 'Drama, Horror, Musical'\n",
      " 'Action, Biography, Drama' 'Adventure, Comedy, Drama' 'Mystery'\n",
      " 'Action, Fantasy, Mystery' 'Adventure, Drama, Mystery'\n",
      " 'Mystery, Thriller' 'Adventure' 'Drama, Musical, Thriller'\n",
      " 'Comedy, Crime, Drama' 'Musical, Romance' 'Documentary, Music'\n",
      " 'Documentary, History, Music' 'Drama, Fantasy, Mystery'\n",
      " 'Drama, Family, Sport' 'Drama, Thriller' 'Documentary, Biography'\n",
      " 'Action, Adventure, Comedy' 'Romance' 'Comedy, Drama, Music'\n",
      " 'Comedy, Horror, Mystery' 'Musical' 'Musical, Romance, Drama'\n",
      " 'Family, Romance' 'Action, Sci-Fi, Thriller' 'Action, Drama, Romance'\n",
      " 'Mystery, Romance' 'Fantasy' 'Family' 'Drama, Family'\n",
      " 'Action, Comedy, Drama' 'Action, Drama, Thriller'\n",
      " 'Drama, Horror, Thriller' 'Drama, Musical, Romance' 'Comedy, Sci-Fi'\n",
      " 'Action, Romance' 'Action, Crime' 'Action, Drama, Crime'\n",
      " 'Drama, Family, Music' 'Action, Mystery, Thriller'\n",
      " 'Action, Drama, Family' 'Action, Mystery' 'Drama, History, Romance'\n",
      " 'Crime, Drama, Music' 'Sci-Fi' 'Animation' 'Crime, Mystery, Romance'\n",
      " 'Action, Adventure, Romance' 'Music, Romance' 'Action, Comedy, Crime'\n",
      " 'Comedy, Family, Fantasy' 'Romance, Drama' 'Drama, Family, Romance'\n",
      " 'Romance, Drama, Family' 'Musical, Romance, Thriller'\n",
      " 'Family, Musical, Romance' 'Action, Drama, Fantasy' 'Family, Drama'\n",
      " 'Crime, Drama, Romance' 'Musical, Drama, Romance' 'Drama, Music, Musical'\n",
      " 'Drama, Mystery' 'Adventure, Comedy, Romance' 'Crime, Drama, Horror'\n",
      " 'Family, Music, Musical' 'Action, Musical, Thriller'\n",
      " 'Action, Romance, Thriller' 'Romance, Thriller' 'Drama, Music'\n",
      " 'Crime, Drama, Musical' 'Action, Crime, Mystery'\n",
      " 'Action, Adventure, Thriller' 'Comedy, Romance, Sci-Fi' 'Crime'\n",
      " 'Action, Drama, Mystery' 'Action, Comedy, Thriller' 'Biography, Drama'\n",
      " 'Action, Comedy, Fantasy' 'Drama, Family, Horror'\n",
      " 'Action, Adventure, Family' 'Documentary, Biography, Musical'\n",
      " 'Action, Drama, Musical' 'Adventure, Thriller' 'Crime, Mystery'\n",
      " 'Drama, Crime' 'Drama, Fantasy, Romance' 'Comedy, Romance, Thriller'\n",
      " 'Musical, Comedy, Drama' 'Biography, History, War'\n",
      " 'Action, Comedy, Romance' 'Drama, History, Musical'\n",
      " 'Action, Crime, Horror' 'Adventure, Fantasy' 'Adventure, Drama, Fantasy'\n",
      " 'Adventure, Fantasy, Romance' 'Action, Adventure, Drama'\n",
      " 'Action, Adventure' 'Comedy, Crime' 'Crime, Drama, Fantasy'\n",
      " 'Adventure, Drama, Romance' 'History' 'Drama, Fantasy, Thriller'\n",
      " 'Musical, Fantasy' 'Documentary, Thriller' 'Mystery, Romance, Musical'\n",
      " 'Family, Drama, Romance' 'History, Musical, Romance'\n",
      " 'Musical, Drama, Crime' 'Adventure, Crime, Romance'\n",
      " 'Musical, Thriller, Mystery' 'Drama, Comedy' 'Biography, Drama, Romance'\n",
      " 'Biography, Music' 'Biography, Drama, Music' 'Drama, Sci-Fi'\n",
      " 'Drama, Family, Thriller' 'Comedy, Musical, Romance'\n",
      " 'Drama, Family, Comedy' 'Action, Thriller, Romance'\n",
      " 'Animation, Adventure' 'Action, Crime, Musical' 'Action, Crime, Romance'\n",
      " 'Animation, Action, Adventure' 'Action, Drama, Sport' 'Comedy, History'\n",
      " 'Documentary, History' 'Drama, Comedy, Family' 'Action, Adventure, Crime'\n",
      " 'Documentary, Biography, Music' 'Comedy, Musical'\n",
      " 'Biography, Crime, Thriller' 'Adventure, Mystery, Thriller'\n",
      " 'Biography, Drama, Sport' 'Action, Comedy, Musical'\n",
      " 'Mystery, Romance, Thriller' 'Action, Adventure, Musical'\n",
      " 'Crime, Musical, Mystery' 'Action, Thriller, Crime'\n",
      " 'Adventure, Comedy, Crime' 'Comedy, Horror, Musical' 'Adventure, Family'\n",
      " 'Family, Thriller' 'Drama, Action, Crime' 'Drama, War'\n",
      " 'Action, Drama, Adventure' 'Adventure, Fantasy, History'\n",
      " 'Fantasy, Musical' 'Comedy, Drama, Thriller' 'Drama, Fantasy'\n",
      " 'Musical, Drama' 'Action, Drama, Horror' 'Biography, Crime, Drama'\n",
      " 'Action, Drama, Music' 'Adventure, Drama, Family'\n",
      " 'Drama, Romance, Musical' 'Comedy, Musical, Drama'\n",
      " 'Adventure, Comedy, Musical' 'Crime, Drama, Family'\n",
      " 'Thriller, Musical, Mystery' 'Documentary, Adventure, Crime'\n",
      " 'Drama, Action, Horror' 'Adventure, Crime, Drama'\n",
      " 'Documentary, Biography, Sport' 'Crime, Fantasy, Mystery'\n",
      " 'Documentary, Biography, Drama' 'Action, Fantasy, Thriller'\n",
      " 'Adventure, Drama, History' 'Animation, Drama, History'\n",
      " 'Comedy, Horror, Thriller' 'Drama, Family, History' 'Animation, History'\n",
      " 'Biography, Drama, Musical' 'Music' 'Family, Comedy' 'Adventure, Mystery'\n",
      " 'Family, Fantasy' 'Documentary, History, News' 'Drama, Mystery, Romance'\n",
      " 'Comedy, Fantasy' 'Action, Crime, Family' 'Drama, Musical, Mystery'\n",
      " 'Action, Thriller, Mystery' 'Drama, Family, Fantasy' 'Action, Family'\n",
      " 'Action, Adventure, Mystery' 'Horror, Fantasy' 'Comedy, Action'\n",
      " 'Adventure, Romance' 'Drama, Adventure' 'Animation, Drama, Romance'\n",
      " 'Comedy, Crime, Romance' 'Adventure, Comedy' 'Comedy, Drama, Sport'\n",
      " 'Documentary, Crime, History' 'Musical, Mystery, Drama'\n",
      " 'Adventure, Drama, Sci-Fi' 'Action, Romance, Western'\n",
      " 'Comedy, Fantasy, Romance' 'Animation, Action, Comedy'\n",
      " 'Drama, Fantasy, Sci-Fi' 'Drama, Horror' 'Family, Drama, Comedy'\n",
      " 'Action, Adventure, History' 'Comedy, Family, Romance'\n",
      " 'Biography, History' 'Animation, Family' 'Drama, Fantasy, History'\n",
      " 'Animation, Adventure, Fantasy' 'Adventure, Comedy, Family'\n",
      " 'Drama, History, War' 'Animation, Drama, Fantasy'\n",
      " 'Action, Musical, Romance' 'Crime, Action, Drama'\n",
      " 'Comedy, Romance, Musical' 'Fantasy, Drama' 'Musical, Action, Crime'\n",
      " 'Documentary, Drama' 'Action, Horror, Thriller' 'Action, Horror, Sci-Fi'\n",
      " 'Mystery, Sci-Fi, Thriller' 'Biography, Family' 'Drama, Action, Comedy'\n",
      " 'Drama, Music, Romance' 'Action, Biography, Crime'\n",
      " 'Adventure, Drama, Musical' 'Family, Music, Romance'\n",
      " 'Fantasy, Mystery, Romance' 'Drama, Crime, Family'\n",
      " 'Drama, Family, Action' 'Romance, Comedy, Drama'\n",
      " 'Animation, Adventure, Comedy' 'Sci-Fi, Thriller'\n",
      " 'Romance, Family, Drama' 'Action, Family, Thriller'\n",
      " 'Adventure, Crime, Thriller' 'Drama, Romance, Sport'\n",
      " 'Comedy, Crime, Mystery' 'Adventure, Comedy, Mystery' 'Action, Fantasy'\n",
      " 'Comedy, Mystery' 'Animation, Adventure, Family'\n",
      " 'Adventure, Drama, Music' 'Biography, Drama, War'\n",
      " 'Documentary, Comedy, Drama' 'Musical, Drama, Family'\n",
      " 'Animation, Comedy, Drama' 'Fantasy, Musical, Drama'\n",
      " 'Adventure, Crime, Mystery' 'Comedy, Drama, Mystery' 'Documentary, News'\n",
      " 'Drama, Musical, Family' 'Action, Romance, Drama'\n",
      " 'Comedy, Crime, Thriller' 'Action, Musical' 'Action, History'\n",
      " 'Action, Comedy, Mystery' 'Drama, Family, Mystery'\n",
      " 'Adventure, Drama, Thriller' 'Documentary, Reality-TV'\n",
      " 'Action, Fantasy, Horror' 'Drama, History, Thriller'\n",
      " 'Documentary, Family' 'Documentary, Biography, Family' 'Comedy, Sport'\n",
      " 'Animation, Comedy, Family' 'Crime, Romance, Thriller'\n",
      " 'Comedy, Musical, Action' 'Action, Mystery, Sci-Fi'\n",
      " 'Comedy, Crime, Musical' 'Drama, Adventure, Action' 'History, Romance'\n",
      " 'Reality-TV' 'Fantasy, History' 'Family, Drama, Thriller'\n",
      " 'Musical, Mystery, Thriller' 'Musical, Comedy, Romance'\n",
      " 'Musical, Action, Drama' 'Action, Musical, War' 'Romance, Comedy'\n",
      " 'Horror, Crime, Thriller' 'Crime, Drama, History' 'Comedy, Drama, Horror'\n",
      " 'Crime, Horror, Thriller' 'Animation, Comedy' 'Romance, Action, Crime'\n",
      " 'Musical, Thriller' 'Action, Romance, Comedy' 'Comedy, Family, Musical'\n",
      " 'Horror, Drama, Mystery' 'Thriller, Mystery, Family'\n",
      " 'Comedy, Drama, Sci-Fi' 'Documentary, Adventure'\n",
      " 'Documentary, Biography, Crime' 'Musical, Action' 'Musical, Mystery'\n",
      " 'Action, Crime, Sci-Fi' 'Action, Horror, Mystery' 'Fantasy, Horror'\n",
      " 'Adventure, Family, Fantasy' 'Fantasy, Sci-Fi' 'Comedy, War'\n",
      " 'Romance, Action, Drama' 'Musical, Family, Romance'\n",
      " 'Romance, Drama, Action' 'Family, Comedy, Drama' 'Comedy, Music, Romance'\n",
      " 'Comedy, Family, Sci-Fi' 'Action, Drama, Western'\n",
      " 'Adventure, Romance, Thriller' 'Biography, Comedy, Drama'\n",
      " 'Action, Mystery, Romance' 'Romance, Sport' 'Crime, Romance'\n",
      " 'Action, Thriller, Western' 'Crime, Musical, Romance'\n",
      " 'Romance, Thriller, Mystery' 'Drama, Crime, Mystery'\n",
      " 'Biography, Drama, Family' 'Action, Family, Mystery'\n",
      " 'Comedy, Mystery, Romance' 'Drama, Thriller, Action' 'Documentary, Short'\n",
      " 'Documentary, Western' 'Musical, Family, Drama' 'Action, Family, Musical'\n",
      " 'Animation, Family, Musical' 'Drama, Fantasy, Horror'\n",
      " 'Action, Adventure, Sci-Fi' 'Drama, Action, Musical'\n",
      " 'Drama, Musical, Sport' 'Action, Comedy, Horror'\n",
      " 'Drama, Fantasy, Musical' 'Action, Fantasy, Musical' 'Animation, Action'\n",
      " 'Comedy, Music' 'Documentary, Drama, Romance' 'Drama, Music, Thriller'\n",
      " 'Fantasy, Musical, Mystery' 'Drama, Fantasy, War' 'Action, War'\n",
      " 'Action, Adventure, War' 'Horror, Musical' 'Fantasy, Mystery, Thriller'\n",
      " 'Adventure, Biography, Drama' 'Family, Romance, Sci-Fi'\n",
      " 'Drama, Romance, Family' 'Animation, Adventure, Drama'\n",
      " 'Family, Romance, Drama' 'Animation, Action, Sci-Fi'\n",
      " 'Adventure, Comedy, Fantasy' 'Comedy, Crime, Family'\n",
      " 'Horror, Musical, Thriller' 'Biography, Drama, Thriller' 'Drama, Western'\n",
      " 'Romance, Sci-Fi, Thriller' 'Comedy, Musical, Family'\n",
      " 'Comedy, Horror, Romance' 'Thriller, Action' 'Fantasy, Thriller, Action'\n",
      " 'Fantasy, Romance' 'Action, Drama, Comedy' 'Family, Fantasy, Romance'\n",
      " 'Comedy, Crime, Horror' 'Horror, Mystery, Sci-Fi'\n",
      " 'Animation, Action, Drama' 'Family, Mystery'\n",
      " 'Adventure, Biography, History' 'Fantasy, Horror, Mystery'\n",
      " 'Family, Musical' 'Drama, Family, Adventure' 'Crime, Horror, Mystery'\n",
      " 'Documentary, Drama, Fantasy' 'Action, Adventure, Biography'\n",
      " 'Biography, History, Thriller' 'Action, Family, Drama'\n",
      " 'Documentary, Drama, Sport' 'Thriller, Mystery' 'Musical, Drama, Comedy'\n",
      " 'Documentary, History, War' 'Adventure, Horror, Thriller'\n",
      " 'Action, Adventure, Horror' 'Action, Crime, War'\n",
      " 'Adventure, Musical, Romance' 'Action, Fantasy, Sci-Fi'\n",
      " 'Drama, Comedy, Action' 'Documentary, Sport'\n",
      " 'Documentary, Adventure, Music' 'Drama, Action, Family'\n",
      " 'Adventure, History, Thriller' 'Adventure, Horror, Romance'\n",
      " 'Adventure, Crime, Horror' 'Mystery, Musical, Romance'\n",
      " 'Action, Crime, History' 'Documentary, Musical'\n",
      " 'Adventure, Fantasy, Musical' 'Documentary, Family, History'\n",
      " 'Documentary, Drama, Family' 'Drama, Mystery, Sci-Fi'\n",
      " 'Animation, Drama, Musical' 'Drama, History, Mystery'\n",
      " 'Drama, Sport, Thriller' 'Action, Crime, Fantasy'\n",
      " 'Comedy, Musical, Mystery' 'Romance, Musical, Action'\n",
      " 'Musical, Drama, Fantasy' 'Animation, Family, History'\n",
      " 'Action, Drama, News' 'Romance, Musical, Comedy'\n",
      " 'Adventure, Fantasy, Horror' 'Adventure, History'\n",
      " 'Comedy, Drama, History' 'Mystery, Sci-Fi' 'Action, Thriller, War'\n",
      " 'Documentary, Drama, News' 'Documentary, Crime, Mystery'\n",
      " 'Adventure, Horror' 'Animation, Drama, Adventure'\n",
      " 'Crime, Horror, Romance' 'Documentary, Adventure, Drama'\n",
      " 'Documentary, Biography, History' 'Fantasy, Horror, Romance'\n",
      " 'Comedy, Fantasy, Musical' 'Crime, Musical, Thriller' 'Documentary, War'\n",
      " 'Action, Comedy, War' 'Crime, Drama, Sport' 'Musical, Adventure, Drama'\n",
      " 'Horror, Romance, Sci-Fi' 'Musical, Mystery, Romance'\n",
      " 'Romance, Musical, Drama' 'Adventure, Fantasy, Sci-Fi']\n",
      "\n",
      " ------------------------------------------------------------ \n",
      "\n",
      "Name of Column: Votes\n",
      "[nan '8' '35' ... '70,344' '408' '1,496']\n",
      "\n",
      " ------------------------------------------------------------ \n",
      "\n",
      "Name of Column: Director\n",
      "['J.S. Randhawa' 'Gaurav Bakshi' 'Soumyajit Majumdar' ... 'Mozez Singh'\n",
      " 'Ved Prakash' 'Kiran Thej']\n",
      "\n",
      " ------------------------------------------------------------ \n",
      "\n",
      "Name of Column: Actor 1\n",
      "['Manmauji' 'Rasika Dugal' 'Sayani Gupta' ... 'Meghan Jadhav'\n",
      " 'Roohi Berde' 'Sangeeta Tiwari']\n",
      "\n",
      " ------------------------------------------------------------ \n",
      "\n",
      "Name of Column: Actor 2\n",
      "['Birbal' 'Vivek Ghamande' 'Plabita Borthakur' ... 'Devan Sanjeev'\n",
      " 'Prince Daniel' 'Sarah Jane Dias']\n",
      "\n",
      " ------------------------------------------------------------ \n",
      "\n",
      "Name of Column: Actor 3\n",
      "['Rajendra Bhatia' 'Arvind Jangid' 'Roy Angana' ... 'Shatakshi Gupta'\n",
      " 'Valerie Agha' 'Suparna Anand']\n",
      "\n",
      " ------------------------------------------------------------ \n",
      "\n"
     ]
    }
   ],
   "source": [
    "##Find the typos\n",
    "for col in df.select_dtypes(include = \"object\"):\n",
    "    print(f\"Name of Column: {col}\")\n",
    "    print(df[col].unique())\n",
    "    print('\\n', '-'*60, '\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name          10\n",
       "Year         528\n",
       "Duration    8269\n",
       "Genre       1877\n",
       "Rating      7590\n",
       "Votes       7589\n",
       "Director     525\n",
       "Actor 1     1617\n",
       "Actor 2     2384\n",
       "Actor 3     3144\n",
       "dtype: int64"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "# handling missing values \n",
    "df.dropna(subset=['Name','Year', 'Duration', 'Rating', 'Votes', 'Director', 'Actor 1', 'Actor 2', 'Actor 3'], inplace=True)\n",
    "# Splitting the genre by , to keep only unique genres and replacing the null values with mode\n",
    "df['Genre'] = df['Genre'].str.split(', ')\n",
    "df = df.explode('Genre')\n",
    "df['Genre'].fillna(df['Genre'].mode()[0], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name        0\n",
       "Year        0\n",
       "Duration    0\n",
       "Genre       0\n",
       "Rating      0\n",
       "Votes       0\n",
       "Director    0\n",
       "Actor 1     0\n",
       "Actor 2     0\n",
       "Actor 3     0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "# removing  the brackets in column \"year\"\n",
    "\n",
    "\n",
    "\n",
    "df['Year'] = df['Year'].str.replace('[\\(\\)]', '', regex=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    2019\n",
       "3    2019\n",
       "3    2019\n",
       "5    1997\n",
       "5    1997\n",
       "Name: Year, dtype: object"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Year'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert 'Duration' to numeric and replacing the min, while keeping only numerical part\n",
    "df['Duration'] = pd.to_numeric(df['Duration'].str.replace(r' min', '', regex=True), errors='coerce')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert 'Votes' to numeric and replace the , to keep only numerical part\n",
    "df['Votes'] = pd.to_numeric(df['Votes'].str.replace(',', ''), errors='coerce')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "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>Year</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Votes</th>\n",
       "      <th>Director</th>\n",
       "      <th>Actor 1</th>\n",
       "      <th>Actor 2</th>\n",
       "      <th>Actor 3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Yaaram</td>\n",
       "      <td>2019</td>\n",
       "      <td>110</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>4.4</td>\n",
       "      <td>35</td>\n",
       "      <td>Ovais Khan</td>\n",
       "      <td>Prateik</td>\n",
       "      <td>Ishita Raj</td>\n",
       "      <td>Siddhant Kapoor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Yaaram</td>\n",
       "      <td>2019</td>\n",
       "      <td>110</td>\n",
       "      <td>Romance</td>\n",
       "      <td>4.4</td>\n",
       "      <td>35</td>\n",
       "      <td>Ovais Khan</td>\n",
       "      <td>Prateik</td>\n",
       "      <td>Ishita Raj</td>\n",
       "      <td>Siddhant Kapoor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Aur Pyaar Ho Gaya</td>\n",
       "      <td>1997</td>\n",
       "      <td>147</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>4.7</td>\n",
       "      <td>827</td>\n",
       "      <td>Rahul Rawail</td>\n",
       "      <td>Bobby Deol</td>\n",
       "      <td>Aishwarya Rai Bachchan</td>\n",
       "      <td>Shammi Kapoor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Aur Pyaar Ho Gaya</td>\n",
       "      <td>1997</td>\n",
       "      <td>147</td>\n",
       "      <td>Drama</td>\n",
       "      <td>4.7</td>\n",
       "      <td>827</td>\n",
       "      <td>Rahul Rawail</td>\n",
       "      <td>Bobby Deol</td>\n",
       "      <td>Aishwarya Rai Bachchan</td>\n",
       "      <td>Shammi Kapoor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Aur Pyaar Ho Gaya</td>\n",
       "      <td>1997</td>\n",
       "      <td>147</td>\n",
       "      <td>Musical</td>\n",
       "      <td>4.7</td>\n",
       "      <td>827</td>\n",
       "      <td>Rahul Rawail</td>\n",
       "      <td>Bobby Deol</td>\n",
       "      <td>Aishwarya Rai Bachchan</td>\n",
       "      <td>Shammi Kapoor</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Name  Year  Duration    Genre  Rating  Votes      Director  \\\n",
       "3             Yaaram  2019       110   Comedy     4.4     35    Ovais Khan   \n",
       "3             Yaaram  2019       110  Romance     4.4     35    Ovais Khan   \n",
       "5  Aur Pyaar Ho Gaya  1997       147   Comedy     4.7    827  Rahul Rawail   \n",
       "5  Aur Pyaar Ho Gaya  1997       147    Drama     4.7    827  Rahul Rawail   \n",
       "5  Aur Pyaar Ho Gaya  1997       147  Musical     4.7    827  Rahul Rawail   \n",
       "\n",
       "      Actor 1                 Actor 2          Actor 3  \n",
       "3     Prateik              Ishita Raj  Siddhant Kapoor  \n",
       "3     Prateik              Ishita Raj  Siddhant Kapoor  \n",
       "5  Bobby Deol  Aishwarya Rai Bachchan    Shammi Kapoor  \n",
       "5  Bobby Deol  Aishwarya Rai Bachchan    Shammi Kapoor  \n",
       "5  Bobby Deol  Aishwarya Rai Bachchan    Shammi Kapoor  "
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.groupby(['Name', 'Year']).filter(lambda x: len(x) > 1)\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "        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>Year</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Votes</th>\n",
       "      <th>Director</th>\n",
       "      <th>Actor 1</th>\n",
       "      <th>Actor 2</th>\n",
       "      <th>Actor 3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Yaaram</td>\n",
       "      <td>2019</td>\n",
       "      <td>110</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>4.4</td>\n",
       "      <td>35</td>\n",
       "      <td>Ovais Khan</td>\n",
       "      <td>Prateik</td>\n",
       "      <td>Ishita Raj</td>\n",
       "      <td>Siddhant Kapoor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Aur Pyaar Ho Gaya</td>\n",
       "      <td>1997</td>\n",
       "      <td>147</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>4.7</td>\n",
       "      <td>827</td>\n",
       "      <td>Rahul Rawail</td>\n",
       "      <td>Bobby Deol</td>\n",
       "      <td>Aishwarya Rai Bachchan</td>\n",
       "      <td>Shammi Kapoor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Yahaan</td>\n",
       "      <td>2005</td>\n",
       "      <td>142</td>\n",
       "      <td>Drama</td>\n",
       "      <td>7.4</td>\n",
       "      <td>1086</td>\n",
       "      <td>Shoojit Sircar</td>\n",
       "      <td>Jimmy Sheirgill</td>\n",
       "      <td>Minissha Lamba</td>\n",
       "      <td>Yashpal Sharma</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>A Question Mark</td>\n",
       "      <td>2012</td>\n",
       "      <td>82</td>\n",
       "      <td>Horror</td>\n",
       "      <td>5.6</td>\n",
       "      <td>326</td>\n",
       "      <td>Allyson Patel</td>\n",
       "      <td>Yash Dave</td>\n",
       "      <td>Muntazir Ahmad</td>\n",
       "      <td>Kiran Bhatia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Andheri</td>\n",
       "      <td>2014</td>\n",
       "      <td>116</td>\n",
       "      <td>Action</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11</td>\n",
       "      <td>Biju Bhaskar Nair</td>\n",
       "      <td>Augustine</td>\n",
       "      <td>Fathima Babu</td>\n",
       "      <td>Byon</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Name  Year  Duration   Genre  Rating  Votes  \\\n",
       "3             Yaaram  2019       110  Comedy     4.4     35   \n",
       "5  Aur Pyaar Ho Gaya  1997       147  Comedy     4.7    827   \n",
       "6             Yahaan  2005       142   Drama     7.4   1086   \n",
       "8    A Question Mark  2012        82  Horror     5.6    326   \n",
       "9            Andheri  2014       116  Action     4.0     11   \n",
       "\n",
       "            Director          Actor 1                 Actor 2          Actor 3  \n",
       "3         Ovais Khan          Prateik              Ishita Raj  Siddhant Kapoor  \n",
       "5       Rahul Rawail       Bobby Deol  Aishwarya Rai Bachchan    Shammi Kapoor  \n",
       "6     Shoojit Sircar  Jimmy Sheirgill          Minissha Lamba   Yashpal Sharma  \n",
       "8      Allyson Patel        Yash Dave          Muntazir Ahmad     Kiran Bhatia  \n",
       "9  Biju Bhaskar Nair        Augustine            Fathima Babu             Byon  "
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "df = df.drop_duplicates(['Name'])\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert 'Year' to numeric \n",
    "df['Year'] = pd.to_numeric(df['Year'], errors='coerce')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Outcome after data cleaning \n",
    "1.Find Null values and handle these values by dropping rows and only  \"Genre\" column null values filled by its mode \n",
    "\n",
    "2.convert duration and votes to numeric values \n",
    "\n",
    "3.we also found the typos in the dataset,and correct it accordingly\n",
    "\n",
    "5.find the duplicates rows in the column year and name and drop these duplicates from the columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ***Expolaitry Data Analysis*** "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Votes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3752.000000</td>\n",
       "      <td>3752.000000</td>\n",
       "      <td>3752.000000</td>\n",
       "      <td>3752.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1995.756930</td>\n",
       "      <td>136.839019</td>\n",
       "      <td>5.903998</td>\n",
       "      <td>3607.466418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>19.224101</td>\n",
       "      <td>24.569841</td>\n",
       "      <td>1.356279</td>\n",
       "      <td>16305.282262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1931.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>1.100000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1982.000000</td>\n",
       "      <td>122.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>50.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2001.000000</td>\n",
       "      <td>138.000000</td>\n",
       "      <td>6.100000</td>\n",
       "      <td>260.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2012.000000</td>\n",
       "      <td>153.000000</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>1698.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2021.000000</td>\n",
       "      <td>321.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>591417.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Year     Duration       Rating          Votes\n",
       "count  3752.000000  3752.000000  3752.000000    3752.000000\n",
       "mean   1995.756930   136.839019     5.903998    3607.466418\n",
       "std      19.224101    24.569841     1.356279   16305.282262\n",
       "min    1931.000000    21.000000     1.100000       5.000000\n",
       "25%    1982.000000   122.000000     5.000000      50.000000\n",
       "50%    2001.000000   138.000000     6.100000     260.000000\n",
       "75%    2012.000000   153.000000     6.900000    1698.250000\n",
       "max    2021.000000   321.000000    10.000000  591417.000000"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Year</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Votes</th>\n",
       "      <th>Director</th>\n",
       "      <th>Actor 1</th>\n",
       "      <th>Actor 2</th>\n",
       "      <th>Actor 3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Yaaram</td>\n",
       "      <td>2019</td>\n",
       "      <td>110</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>4.4</td>\n",
       "      <td>35</td>\n",
       "      <td>Ovais Khan</td>\n",
       "      <td>Prateik</td>\n",
       "      <td>Ishita Raj</td>\n",
       "      <td>Siddhant Kapoor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Aur Pyaar Ho Gaya</td>\n",
       "      <td>1997</td>\n",
       "      <td>147</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>4.7</td>\n",
       "      <td>827</td>\n",
       "      <td>Rahul Rawail</td>\n",
       "      <td>Bobby Deol</td>\n",
       "      <td>Aishwarya Rai Bachchan</td>\n",
       "      <td>Shammi Kapoor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Yahaan</td>\n",
       "      <td>2005</td>\n",
       "      <td>142</td>\n",
       "      <td>Drama</td>\n",
       "      <td>7.4</td>\n",
       "      <td>1086</td>\n",
       "      <td>Shoojit Sircar</td>\n",
       "      <td>Jimmy Sheirgill</td>\n",
       "      <td>Minissha Lamba</td>\n",
       "      <td>Yashpal Sharma</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>A Question Mark</td>\n",
       "      <td>2012</td>\n",
       "      <td>82</td>\n",
       "      <td>Horror</td>\n",
       "      <td>5.6</td>\n",
       "      <td>326</td>\n",
       "      <td>Allyson Patel</td>\n",
       "      <td>Yash Dave</td>\n",
       "      <td>Muntazir Ahmad</td>\n",
       "      <td>Kiran Bhatia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Andheri</td>\n",
       "      <td>2014</td>\n",
       "      <td>116</td>\n",
       "      <td>Action</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11</td>\n",
       "      <td>Biju Bhaskar Nair</td>\n",
       "      <td>Augustine</td>\n",
       "      <td>Fathima Babu</td>\n",
       "      <td>Byon</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Name  Year  Duration   Genre  Rating  Votes  \\\n",
       "3             Yaaram  2019       110  Comedy     4.4     35   \n",
       "5  Aur Pyaar Ho Gaya  1997       147  Comedy     4.7    827   \n",
       "6             Yahaan  2005       142   Drama     7.4   1086   \n",
       "8    A Question Mark  2012        82  Horror     5.6    326   \n",
       "9            Andheri  2014       116  Action     4.0     11   \n",
       "\n",
       "            Director          Actor 1                 Actor 2          Actor 3  \n",
       "3         Ovais Khan          Prateik              Ishita Raj  Siddhant Kapoor  \n",
       "5       Rahul Rawail       Bobby Deol  Aishwarya Rai Bachchan    Shammi Kapoor  \n",
       "6     Shoojit Sircar  Jimmy Sheirgill          Minissha Lamba   Yashpal Sharma  \n",
       "8      Allyson Patel        Yash Dave          Muntazir Ahmad     Kiran Bhatia  \n",
       "9  Biju Bhaskar Nair        Augustine            Fathima Babu             Byon  "
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "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",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Director</th>\n",
       "      <th>Actor 1</th>\n",
       "      <th>Actor 2</th>\n",
       "      <th>Actor 3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3752</td>\n",
       "      <td>3752</td>\n",
       "      <td>3752</td>\n",
       "      <td>3752</td>\n",
       "      <td>3752</td>\n",
       "      <td>3752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>3752</td>\n",
       "      <td>18</td>\n",
       "      <td>1653</td>\n",
       "      <td>1227</td>\n",
       "      <td>1521</td>\n",
       "      <td>1754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>Yaaram</td>\n",
       "      <td>Action</td>\n",
       "      <td>David Dhawan</td>\n",
       "      <td>Amitabh Bachchan</td>\n",
       "      <td>Rekha</td>\n",
       "      <td>Pran</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>1</td>\n",
       "      <td>1362</td>\n",
       "      <td>32</td>\n",
       "      <td>87</td>\n",
       "      <td>36</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Name   Genre      Director           Actor 1 Actor 2 Actor 3\n",
       "count     3752    3752          3752              3752    3752    3752\n",
       "unique    3752      18          1653              1227    1521    1754\n",
       "top     Yaaram  Action  David Dhawan  Amitabh Bachchan   Rekha    Pran\n",
       "freq         1    1362            32                87      36      39"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#summary of statistics for columns with categorical data.\n",
    "df.describe(include = 'O')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Let's Do the  univariate, bivariate and multivariate descriptive statistics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Descriptive analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Movie With Highest Votes: Life of Pi\n",
      "Number of votes for the movie with highest votes: 591417\n"
     ]
    }
   ],
   "source": [
    "# row with the highest number of votes\n",
    "max_votes_row = df[df['Votes'] == df['Votes'].max()]\n",
    "\n",
    "# name of the movie with the highest votes\n",
    "movie_highest_vote = max_votes_row['Name'].values[0]\n",
    "\n",
    "# number of votes for the movie with the highest votes\n",
    "votes_highest_votes = max_votes_row['Votes'].values[0]\n",
    "\n",
    "print(\"Movie With Highest Votes:\", movie_highest_vote)\n",
    "print(\"Number of votes for the movie with highest votes:\", votes_highest_votes)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Movie With lowest Votes: Bhai-Bahen\n",
      "Number of votes for the movie with lowest votes: 5\n"
     ]
    }
   ],
   "source": [
    "# row with the lowest number of votes\n",
    "min_votes_row = df[df['Votes'] == df['Votes'].min()]\n",
    "\n",
    "# name of the movie with the lowest number of votes votes\n",
    "movie_lowest_vote = min_votes_row['Name'].values[0]\n",
    "\n",
    "# number of votes for the movie with the highest votes\n",
    "votes_lowest_votes = min_votes_row['Votes'].values[0]\n",
    "\n",
    "print(\"Movie With lowest Votes:\", movie_lowest_vote)\n",
    "print(\"Number of votes for the movie with lowest votes:\", votes_lowest_votes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Movie With Highest Rating: Love Qubool Hai\n",
      "Number of votes for the movie with the highest Rating: 5\n"
     ]
    }
   ],
   "source": [
    "# row with the highest number of Rating\n",
    "max_Rating_row = df[df['Rating'] == df['Rating'].max()]\n",
    "\n",
    "# name of the movie with the highest Rating\n",
    "movie_highest_Rating = max_Rating_row['Name'].values[0]\n",
    "\n",
    "# number of votes for the movie with the highest Rating\n",
    "votes_highest_Rating = max_Rating_row['Votes'].values[0]\n",
    "\n",
    "print(\"Movie With Highest Rating:\", movie_highest_Rating)\n",
    "print(\"Number of votes for the movie with the highest Rating:\", votes_highest_Rating)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of votes for the movie with the lowest Rating: 5\n",
      "Number of votes for the movie with the lowest Rating: Sadak \n"
     ]
    }
   ],
   "source": [
    "# Find the row with the lowest rating\n",
    "\n",
    "min_Rating_row = df[df['Rating'] == df['Rating'].min()]\n",
    "\n",
    "# name of the movie with the highest Rating\n",
    "movie_lowest_Rating = min_Rating_row['Name'].values[0]\n",
    "\n",
    "votes_lowest_Rating = min_Rating_row['Votes'].values[0]\n",
    "print(\"Number of votes for the movie with the lowest Rating:\", votes_highest_Rating)\n",
    "print(\"Number of votes for the movie with the lowest Rating:\", movie_lowest_Rating)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name of the director with most movie directed: David Dhawan\n",
      "Number of movies directed: 32\n"
     ]
    }
   ],
   "source": [
    "#Group datasets by the director column to find the and count the number of movies each director has directed\n",
    "director_counts=df['Director'].value_counts()\n",
    "\n",
    "#find the director column and count the number of movies each director has directed\n",
    "director =director_counts.idxmax()\n",
    "num_movies_directed=director_counts.max()\n",
    "print(\"Name of the director with most movie directed:\",director)\n",
    "print(\"Number of movies directed:\",num_movies_directed)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name of the director with least movie directed: Rajasekar\n",
      "Number of movies directed: 1\n"
     ]
    }
   ],
   "source": [
    "director_counts=df['Director'].value_counts()\n",
    "l_director=director_counts.idxmin()\n",
    "num_movies_directed=director_counts.min()\n",
    "print(\"Name of the director with least movie directed:\",l_director )\n",
    "print(\"Number of movies directed:\",num_movies_directed)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Univariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "# Create histogram\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.hist(df['Year'], bins=20, density=True, color='orange', edgecolor='black')\n",
    "\n",
    "# Customize plot\n",
    "plt.title('Distribution of Year', pad=20, fontsize=20)\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Probability Density')\n",
    "plt.grid(False)\n",
    "\n",
    "# Show plot\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "# Set figure size\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "# Create histogram\n",
    "plt.hist(df['Duration'], bins=40, density=True, color='green', edgecolor='white')\n",
    "\n",
    "# Customize plot\n",
    "plt.title('Distribution of Duration')\n",
    "plt.xlabel('Duration')\n",
    "plt.ylabel('Probability Density')\n",
    "plt.grid(False)\n",
    "\n",
    "# Show plot\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "\n",
    "# Set figure size\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "# Create histogram with adjusted bar width\n",
    "plt.hist(df['Rating'], bins=20, density=True, color='skyblue', edgecolor='black', rwidth=0.8)\n",
    "\n",
    "# Customize plot\n",
    "plt.title('Distribution of Duration')\n",
    "plt.xlabel('Rating')\n",
    "plt.ylabel('Probability Density')\n",
    "plt.grid(False)\n",
    "\n",
    "# Show plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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uL1y4sHDyV5v33nuv8KTydU/q2rRpU/i5vpG91vek5821DyrrW7hwYZ1Ps46IWL16deHkcVNPVDdW1fU+8cQT9bZ98skna50vl9LS0jj22GMjYu2xMXv27Hj88cfjlVdeiYi190yUlFT/G19ZWVnhJvr1bc+sWbNi9erVEVFzexr6Wdh3330LbR977LEGzdNQDT12ge2TwAFssJUrV8aJJ54YKaWIiLjgggtqnExtqsq/nEZUv1ckYu3NtxFrb7ptDCml+OMf/1jn9IkTJxb2zZgxY6pNqzpS1syZM+tcxq233lpvDZX7IGLT9kNlfSmleoe7veOOO+Ljjz+uNs+Wtt9++xXugbjpppvqvEK0fPnyuP322yMiYq+99qo2slJOVb8y9ac//alws/i606qq3JfPP/98tZC0rsrhgKvOU6mhn4WOHTvGgQceGBERf/7zn+sNmJuivmMX2D4JHMAGmTdvXowYMaLw1+5Ro0bV++Tp2syePbveJ3ynlKoN17rucLaVJ5Cvvvpq4cR+S/vpT38aL730Uo33X3jhhbj88ssjYm2d6z71uV27doURsyZMmFDrDcDTp0+PX//61/Wuv+pJ9IIFCza4/kpHHXVU4Snll19+ea2jar3xxhtxwQUXRMTar+KMGzduo9e3KcrKyuJf/uVfImLtVYSf/vSnNdqklOLss88unOieffbZW6y+Aw88sPA1rz//+c+F0NOvX78YNGhQrfOceeaZha/ZnXbaabFs2bIabR566KH4j//4j4iI2H///WPIkCHVprdv377wfJP1fRYqn06/bNmyOProowvDDNfm888/j2uvvbbaDeCbeuwC2yf3cADVLFmypNqwmytWrIgPP/wwnnvuuZg8eXJMmjSpcJJ/4IEHxh133FEYrrOhZs+eHePGjYshQ4bE2LFjY9CgQdGlS5dYvXp1LFy4MCZMmFC4P+RrX/tajb9QDxs2LCZMmBBLliyJ73//+/Htb3+78IyI5s2bR8+ePTdlF6zX7rvvHu+9914ceOCBMX78+Dj44IMjYu0IRVdddVXhSsBvf/vbWh+Ad9ZZZ8Xpp58e7777bowcOTIuvvji2HPPPQsPiLvuuuti8ODBhdGNajNw4MBo0aJFfPbZZ3HxxRcXtrvy5HXnnXeOli1brndbSktL4/e//32MHTs2li1bFsOHD48f/OAHMXr06GjWrFnMmDEjrrrqqsIIR1dffXW9QwLndskll8Rdd90Vr776alx22WUxZ86cGDduXHTt2jUWLlwY11xzTeFZE0OHDo3TTjtti9Z3wgknxMUXX1ztHpL6bhYfMGBAnH/++fGLX/winn322Rg0aFCMHz8+Bg4cGCtWrIj/+q//it/85jdRUVERpaWlccMNN9RYRklJSQwZMiQee+yx+MMf/hADBw6Mfffdt3Bc7rTTToX7Pg4//PA455xz4te//nU8+uij0bdv3zjjjDNixIgR0b59+1ixYkW88sorMW3atLjrrrviww8/rPbMmU09doHtVKM94xzYakyZMiVFRINfHTt2TJdffnlavXp1vcutbH/ppZdWe3/ChAkNWs+wYcPS0qVLayx3+fLladddd611np49ezaohtpUrWvhwoU1po8aNSpFRBo1alS69957U6tWrWqtobi4OF199dV1rqeioiIdddRRdW73gAED0uLFi9db+w9/+MM6lzFlypRCu0svvbTwfl0mTpyYysrK6lxes2bN0hVXXFHn/A3dz1X34cZauHBh6tOnT72fneHDh6f333+/zvkr202YMGGj66jNokWLUlFRUbXPwltvvVXvPBUVFem73/1uvduz4447pgcffLDOZdx7773V1lv1tW6frFmzJv3v//2/U0lJyXqPwR122CF9+umnhXk39dgFtk++UgXUqbi4OHbcccfo0aNHjBw5Ms4999y48847480334wLL7xwo+/bOO644+L++++P8847L0aMGBG9e/eOVq1aRWlpaeyyyy7xta99LW655ZaYNm1atZF1KrVu3TpmzJgR55xzTvTt23e9z37I4YgjjoiZM2fGuHHjomfPnlFaWhqdOnWKb37zmzF9+vQ4//zz65y3uLg47rjjjrj22mtjyJAhscMOO8QOO+wQe++9d1x++eXxxBNPVHuORF2uuuqq+Pd///cYOXJk7LTTTps09O9JJ50UL774YmGf7rDDDtGyZcvYbbfd4jvf+U7MmjUrfvzjH2/08jenXr16xbPPPhvXXHNNjBo1Ktq3bx/NmzePzp07x6GHHhp/+tOf4tFHH22U0bR69uwZo0aNKvx79OjRha+s1aW4uDiuvfbaePTRR+P444+PHj16RFlZWZSXl8e+++4bF154YcyfPz+++tWv1rmMI444IiZPnhxf//rXo1u3bvVedSwqKopLLrkkXn755fjhD38YgwcPLnx+2rRpE3vttVccf/zxcdNNN8XixYurXSnb1GMX2D4VpdRIX4AGAAC2ea5wAAAA2QgcAABANgIHAACQjcABAABkI3AAAADZCBwAAEA2AgcAAJCNwAEAAGQjcAAAANkIHAAAQDYCBwAAkI3AAQAAZCNwAAAA2QgcAABANgIHAACQjcABAABkI3AAAADZCBwAAEA2AgcAAJCNwAEAAGQjcAAAANkIHAAAQDYCBwAAkI3AAQAAZCNwAAAA2QgcAABANiUNabRmzZp4++23o02bNlFUVJS7JgAAYCuVUorly5dHt27dorh4/dcvGhQ43n777ejevfsmFwcAAGwb3njjjdhll13W265BgaNNmzaFhZaXl29aZQAAQJO1bNmy6N69eyEjrE+DAkfl16jKy8sFDgAAoMG3WrhpHAAAyEbgAAAAshE4AACAbAQOAAAgG4EDAADIRuAAAACyETgAAIBsBA4AACAbgQMAAMhG4AAAALIROAAAgGwEDgAAIBuBAwAAyEbgAAAAshE4AACAbAQOAAAgG4EDAADIRuAAAACyETgAAIBsBA4AACAbgQMAAMhG4AAAALIROAAAgGwEDgAAIBuBAwAAyEbgAAAAshE4AACAbAQOAAAgG4EDAADIRuAAAACyETgAAIBsBA4AACAbgQMAAMhG4AAAALIROAAAgGwEDgAAIBuBAwAAyEbgAAAAshE4AACAbAQOAAAgG4EDAADIRuAAAACyETgAAIBsBA4AACAbgQMAAMhG4AAAALIROAAAgGwEDgAAIBuBAwAAyEbgAAAAshE4AACAbAQOAAAgG4EDAADIRuAAAACyETgAAIBsBA4AACAbgQMAAMhG4AAAALIROAAAgGwEDgAAIBuBAwAAyEbgAAAAshE4AACAbAQOAAAgG4EDAADIRuAAAACyETgAAIBsBA4AACAbgQMAAMhG4AAAALIROAAAgGwEDgAAIBuBAwAAyEbgAAAAshE4AACAbAQOAAAgG4EDAADIRuAAAACyETgAAIBsBA4AACAbgQMAAMhG4AAAALIROAAAgGwEDgAAIBuBAwAAyEbgAAAAshE4AACAbAQOAAAgG4EDAADIRuAAAACyETgAAIBsBA4AACAbgQMAAMhG4AAAALIROAAAgGwEDgAAIBuBAwAAyEbgAAAAshE4AACAbAQOAAAgG4EDAADIRuAAAACyETgAAIBsBA4AACAbgQMAAMhG4AAAALIROAAAgGwEDgAAIBuBAwAAyEbgAAAAshE4AACAbAQOAAAgG4EDAADIRuAAAACyETgAAIBsBA4AACAbgQMAAMhG4AAAALIROAAAgGwEDgAAIBuBAwAAyEbgAAAAshE4AACAbAQOAAAgG4EDAADIRuAAAACyETgAAIBsBA4AACAbgQMAAMhG4AAAALIROAAAgGwEDgAAIBuBAwAAyEbgAAAAshE4AACAbAQOAAAgG4EDAADIRuAAAACyETgAAIBsBA4AACAbgQMAAMhG4AAAALIROAAAgGwEDgAAIBuBAwAAyEbgAAAAshE4AACAbAQOAAAgG4EDAADIRuAAAACyETgAAIBsBA4AACAbgQMAAMhG4AAAALIROAAAgGwEDgAAIBuBAwAAyEbgAAAAshE4AACAbAQOAAAgG4EDAADIRuAAAACyETgAAIBsBA4AACAbgQMAAMhG4AAAALIROAAAgGwEDgAAIBuBAwAAyEbgAAAAshE4AACAbAQOAAAgG4EDAADIRuAAAACyETgAAIBsBA4AACAbgQMAAMhG4AAAALIROAAAgGwEDgAAIBuBAwAAyEbgAAAAshE4AACAbAQOAAAgG4EDAADIRuAAAACyETgAAIBsBA4AACAbgQMAAMhG4AAAALIROAAAgGwEDgAAIJuSxi5gY7z++uuxdOnS6NChQ/To0aOxywEAAOrQ5K5wvP7663Hw4L7x1+8Pi4MH943XX3+9sUsCAADq0OQCx9KlS6Nts8/isoPLom2zz2Lp0qWNXRIAAFCHJhc4AACApkPgAAAAshE4AACAbAQOAAAgG4EDAADIRuAAAACyETgAAIBsBA4AACAbgQMAAMhG4AAAALIROAAAgGwEDgAAIBuBAwAAyEbgAAAAsmlygWPlypU13vv000/jmWeeiU8//bQRKgIAAOrS5ALHokWLarz34osvxn777Rcvvvjili8IAACoU5MLHAAAQNMhcAAAANkIHAAAQDYCBwAAkI3AAQAAZCNwAAAA2QgcAABANgIHAACQjcABAABkI3AAAADZCBwAAEA2AgcAAJBNSWMXsKnmzZsXJ5xwQkRE7Lffflt03cXFxdGsWbNo3rx5VFRUREopSkpKokWLFlFRURHt2rWLMWPGxIgRI+Ldd9+NBx54IObMmROfffZZNGvWLHbeeecYNmxYtG/fPt5444147733YocddoiRI0fGuHHj4sQTT4ypU6fGqlWrokWLFlFeXh7NmjWL1q1bR//+/WO//faLTp06xVNPPRUVFRXRrFmzOOCAA6Jbt26xZs2aePTRRyMiYtiwYTFv3rxYtGhR9OjRIyIiXn/99ejdu3cMGDAgli5dGl27do2RI0dGRMQjjzwSf//732PmzJmxYsWKaNGiRaSUYvXq1dGrV6848cQTY/To0dGsWbPCvqioqIhp06bF4sWLC8uqOn1zaMg6qrbp1KlTREQsWbIkW02Nob5tHDZsWMyYMaPB+2h9+2VL9OumqqioiEceeSQeeeSRiIg4+OCD4+CDD97q6mT70RSOG6BpafK/V1IDfPzxxyki0scff9yQ5lndfPPNaWCX4pQuLU8DuxSniPDaTK9OnTql8vLyBrUtLy9Pd955Z0oppTvvvDP16tWr2vRevXoVpm8ODVlHbW1y1tQY1reNJSUlG7yP6tovW6JfN9Wdd96ZOnbsWOtneWuqk+1HUzhugKZla/y9sqHZQODYil4NPdlvyLxlZWWFn5s3b174uWXLlqlly5YpIlLHjh1Tu3btUkSkkSNHbtR6f/CDH6SioqI0duzY9Pjjj6fly5enxx9/PI0dOzYVFRVtloPhzjvvXO86qra58sorU0SkESNGpBEjRqSioqJ05ZVXbtaaGsP6tjEiUufOnVNEpJtvvrnefbS+vtqQto3lzjvvLHwOR4wYkSZPnpwmT56cRowYkSJiq6mT7UdTOG6ApmVr/b0icGzlr+bNmxdODtd9FRdv/PZ07969ECRKSkpScXFxKioqSs2aNUsfffRRYZ3du3dPPXv2TKWlpalZs2ZpxYoVhZPU0tLSGiGluLg4derUKbVo0aKwzLKysmrLP/LII1NFRUW1fqqoqEhjx45NvXv3Tl988cVG9/cXX3yRevXqlcaOHVvnOnr16lVos2rVqmrtq9axatWqzVJTY6i6H9bdxlWrVqWWLVumVq1apc8++6zaNlbd/p49e9a7Hyvnacg+b+x9+MUXX6SePXumli1b1vj8VVRUpCOPPDK1atWq0etk+9EUjhugadmaf68IHFv5a+DAgRs975AhQxrU7rjjjqv277POOqtGm/Hjx6eISL/85S/T97///XqX9/vf/77e6ddee22tfTVjxowUEWnKlCkb3d9TpkxJEZEef/zxetdR2aa29lXr2Bw1NYaq27XuNlb+u65tXHcf1abqPA3d5425D6tuc211Vt3mptbXNE1N4bgBmpat+ffKhmYDo1RtYa1atdroeQ877LAGtRsyZEi1f8+fP79Gm1NPPTUiIhYsWBC77rprvcs78sgj653esmXLWt/v379/REQsXry43vnrUzlv5bLqWkflz7W1r1rH5qipMVTdrnW3seq21LaNte2LdVWdp6H7vDH3YdV111Zn1feaWl/TNDWF4wZoWral3ysCxxb26aefbvS8DzzwQIPaPfXUU9X+vccee9Ro8x//8R8REbHbbrvFq6++Wu/y7r333nqnr1y5stb3586dGxERXbt2rXf++lTOW7msutZR+XNt7avWsTlqagxVt2vdbay6LbVtY237Yl1V52noPm/MfVh13bXVWfW9ptbXNE1N4bgBmpZt6vdKjssmOTX1r1S5h2PDuIdjLfdwVOceDrY2TeG4AZqWrfn3ins4mvBrS41S1aJFixQRqUOHDpt1lKoZM2akZcuWpRkzZmQbpaqudVRtc8UVV6SISMOHDy+M4HTFFVc0+ogOm2p92xhRfZSq+vbR+vpqQ9o2lnVHqZo0aVKaNGlSGj58eIowShVbXlM4boCmZWv9vSJweG30a3M+h6N3797Zn8Ox7jrW94yKzV1TY9jQ53A0ZB/VtV+2RL9uKs/hYGvTFI4boGnZGn+vbGg2KEoppViPZcuWxY477hgff/xxlJeXr695Vrfcckv82wUnxjOnt45BN3wS3//FTYUnjW9pnjTuSeONwZPGq/OkcbY2TeG4AZqWre33yoZmgyYfOG68b+0N0vvtt188/fTTMWjQoEatDwAAtmUbmg2MUgUAAGQjcAAAANkIHAAAQDYCBwAAkI3AAQAAZCNwAAAA2QgcAABANgIHAACQjcABAABkI3AAAADZCBwAAEA2TS5w9OrVq8Z7ffr0iaeffjr69Omz5QsCAADqVNLYBWyoli1b1nivVatWMWjQoEaoBgAAqE+Tu8IBAAA0HQIHAACQjcABAABkI3AAAADZCBwAAEA2AgcAAJCNwAEAAGQjcAAAANkIHAAAQDYCBwAAkI3AAQAAZCNwAAAA2QgcAABANgIHAACQTZMLHB06dIiPKlrEZY98Hh9VtIgOHTo0dkkAAEAdShq7gA3Vo0ePeGTmC7F06dI4pUOH6NGjR2OXBAAA1KHJBY6ItaFD0AAAgK1fk/tKFQAA0HQIHAAAQDYCBwAAkI3AAQAAZCNwAAAA2QgcAABANgIHAACQjcABAABkI3AAAADZCBwAAEA2AgcAAJCNwAEAAGQjcAAAANkIHAAAQDYCBwAAkI3AAQAAZCNwAAAA2QgcAABANgIHAACQjcABAABkI3AAAADZCBwAAEA2AgcAAJCNwAEAAGQjcAAAANkIHAAAQDYCBwAAkI3AAQAAZCNwAAAA2QgcAABANgIHAACQjcABAABkI3AAAADZCBwAAEA2AgcAAJCNwAEAAGQjcAAAANkIHAAAQDYCBwAAkI3AAQAAZCNwAAAA2QgcAABANgIHAACQjcABAABkI3AAAADZCBwAAEA2AgcAAJCNwAEAAGQjcAAAANkIHAAAQDYCBwAAkI3AAQAAZCNwAAAA2QgcAABANgIHAACQjcABAABkI3AAAADZCBwAAEA2AgcAAJCNwAEAAGQjcAAAANkIHAAAQDYCBwAAkI3AAQAAZCNwAAAA2QgcAABANgIHAACQjcABAABkI3AAAADZCBwAAEA2AgcAAJCNwAEAAGQjcAAAANkIHAAAQDYCBwAAkI3AAQAAZCNwAAAA2QgcAABANgIHAACQjcABAABkI3AAAADZCBwAAEA2AgcAAJCNwAEAAGQjcAAAANkIHAAAQDYCBwAAkI3AAQAAZCNwAAAA2QgcAABANgIHAACQjcABAABkI3AAAADZCBwAAEA2AgcAAJCNwAEAAGQjcAAAANkIHAAAQDYCBwAAkI3AAQAAZCNwAAAA2QgcAABANgIHAACQjcABAABkI3AAAADZCBwAAEA2AgcAAJCNwAEAAGQjcAAAANkIHAAAQDYCBwAAkI3AAQAAZCNwAAAA2QgcAABANgIHAACQjcABAABkI3AAAADZCBwAAEA2AgcAAJCNwAEAAGQjcAAAANkIHAAAQDYCBwAAkI3AAQAAZCNwAAAA2QgcAABANgIHAACQjcABAABkI3AAAADZCBwAAEA2AgcAAJCNwAEAAGQjcAAAANkIHAAAQDYCBwAAkI3AAQAAZCNwAAAA2QgcAABANgIHAACQjcABAABkI3AAAADZCBwAAEA2AgcAAJCNwAEAAGQjcAAAANkIHAAAQDYCBwAAkI3AAQAAZCNwAAAA2QgcAABANgIHAACQjcABAABkI3AAAADZCBwAAEA2AgcAAJCNwAEAAGQjcAAAANkIHAAAQDYCBwAAkI3AAQAAZCNwAAAA2QgcAABANgIHAACQjcABAABkI3AAAADZCBwAAEA2AgcAAJCNwAEAAGQjcAAAANkIHAAAQDYCBwAAkI3AAQAAZCNwAAAA2QgcAABANgIHAACQjcABAABkI3AAAADZCBwAAEA2AgcAAJCNwAEAAGQjcAAAANkIHAAAQDYCBwAAkI3AAQAAZCNwAAAA2QgcAABANgIHAACQjcABAABkI3AAAADZCBwAAEA2AgcAAJCNwAEAAGQjcAAAANmUNKRRSikiIpYtW5a1GAAAYOtWmQkqM8L6NChwLF++PCIiunfvvpFlAQAA25Lly5fHjjvuuN52RakB0WTNmjXx9ttvR5s2baKoqGizFLixli1bFt27d4833ngjysvLG7UWNi99u+3St9s2/bvt0rfbLn277doSfZtSiuXLl0e3bt2iuHj9d2g06ApHcXFx7LLLLptc3OZUXl7uANlG6dttl77dtunfbZe+3Xbp221X7r5tyJWNSm4aBwAAshE4AACAbJpc4CgrK4tLL700ysrKGrsUNjN9u+3St9s2/bvt0rfbLn277doa+7ZBN40DAABsjCZ3hQMAAGg6BA4AACAbgQMAAMhG4AAAALJpcoHj2muvjV69ekWLFi3igAMOiCeffLKxS9quPProozF27Njo1q1bFBUVxX/+539Wm55SiksuuSS6du0aLVu2jDFjxsT8+fOrtfnggw/i+OOPj/Ly8mjbtm2ceuqp8cknn1Rr89xzz8XIkSOjRYsW0b179/j5z39eo5a//OUv0adPn2jRokUMGDAg7r///g2uhbWuvPLKGDJkSLRp0yY6deoURx11VLz00kvV2nz22Wdx1llnRfv27aN169bxzW9+M959991qbV5//fU44ogjolWrVtGpU6f4wQ9+EF988UW1No888kgMGjQoysrKYvfdd4+JEyfWqGd9x3lDamGt66+/Pvbee+/CA6CGDh0aDzzwQGG6ft12XHXVVVFUVBTnnntu4T3923RddtllUVRUVO3Vp0+fwnR927S99dZb8e1vfzvat28fLVu2jAEDBsTMmTML07e586nUhNx2222ptLQ0/eEPf0jPP/98+s53vpPatm2b3n333cYubbtx//33p3/9139Nd911V4qIdPfdd1ebftVVV6Udd9wx/ed//md69tln09e+9rXUu3fvtHLlykKbQw89NO2zzz7pH//4R5o2bVrafffd03HHHVeY/vHHH6fOnTun448/Ps2dOzfdeuutqWXLlumGG24otHnsscdSs2bN0s9//vM0b968dNFFF6XmzZunOXPmbFAtrHXIIYekCRMmpLlz56bZs2enww8/PPXo0SN98sknhTZnnHFG6t69e5o8eXKaOXNmOvDAA9OwYcMK07/44ovUv3//NGbMmDRr1qx0//33pw4dOqQf//jHhTavvvpqatWqVfr+97+f5s2bl37729+mZs2apb/97W+FNg05ztdXC//tr3/9a7rvvvvSyy+/nF566aV04YUXpubNm6e5c+emlPTrtuLJJ59MvXr1SnvvvXc655xzCu/r36br0ksvTf369UuLFy8uvN57773CdH3bdH3wwQepZ8+e6eSTT05PPPFEevXVV9ODDz6YXnnllUKbbe18qkkFjv333z+dddZZhX9XVFSkbt26pSuvvLIRq9p+rRs41qxZk7p06ZJ+8YtfFN776KOPUllZWbr11ltTSinNmzcvRUR66qmnCm0eeOCBVFRUlN56662UUkrXXXddateuXfr8888LbcaPH5/23HPPwr+POeaYdMQRR1Sr54ADDkinn356g2uhbkuWLEkRkaZOnZpSWrvvmjdvnv7yl78U2rzwwgspItLjjz+eUlobRouLi9M777xTaHP99den8vLyQl/+8Ic/TP369au2rmOPPTYdcsghhX+v7zhvSC3Ur127dunGG2/Ur9uI5cuXpz322CNNmjQpjRo1qhA49G/Tdumll6Z99tmn1mn6tmkbP358GjFiRJ3Tt8XzqSbzlapVq1bF008/HWPGjCm8V1xcHGPGjInHH3+8ESuj0sKFC+Odd96p1kc77rhjHHDAAYU+evzxx6Nt27YxePDgQpsxY8ZEcXFxPPHEE4U2Bx10UJSWlhbaHHLIIfHSSy/Fhx9+WGhTdT2VbSrX05BaqNvHH38cERE77bRTREQ8/fTTsXr16mr7s0+fPtGjR49qfTtgwIDo3Llzoc0hhxwSy5Yti+eff77Qpr5+a8hx3pBaqF1FRUXcdtttsWLFihg6dKh+3UacddZZccQRR9ToA/3b9M2fPz+6desWu+66axx//PHx+uuvR4S+ber++te/xuDBg+Nb3/pWdOrUKQYOHBj//u//Xpi+LZ5PNZnAsXTp0qioqKh24EREdO7cOd55551GqoqqKvuhvj565513olOnTtWml5SUxE477VStTW3LqLqOutpUnb6+WqjdmjVr4txzz43hw4dH//79I2Lt/iwtLY22bdtWa7vuPt/Yflu2bFmsXLmyQcd5Q2qhujlz5kTr1q2jrKwszjjjjLj77rtjr7320q/bgNtuuy2eeeaZuPLKK2tM079N2wEHHBATJ06Mv/3tb3H99dfHwoULY+TIkbF8+XJ928S9+uqrcf3118cee+wRDz74YJx55pnxve99L2666aaI2DbPp0oa3BLYLpx11lkxd+7cmD59emOXwmay5557xuzZs+Pjjz+OO+64I0466aSYOnVqY5fFJnrjjTfinHPOiUmTJkWLFi0auxw2s8MOO6zw89577x0HHHBA9OzZM26//fZo2bJlI1bGplqzZk0MHjw4rrjiioiIGDhwYMydOzd+97vfxUknndTI1eXRZK5wdOjQIZo1a1Zj1IN33303unTp0khVUVVlP9TXR126dIklS5ZUm/7FF1/EBx98UK1Nbcuouo662lSdvr5aqOnss8+Oe++9N6ZMmRK77LJL4f0uXbrEqlWr4qOPPqrWft19vrH9Vl5eHi1btmzQcd6QWqiutLQ0dt9999hvv/3iyiuvjH322Sd+/etf69cm7umnn44lS5bEoEGDoqSkJEpKSmLq1Knxm9/8JkpKSqJz5876dxvStm3b+NKXvhSvvPKKY7eJ69q1a+y1117V3uvbt2/hK3Pb4vlUkwkcpaWlsd9++8XkyZML761ZsyYmT54cQ4cObcTKqNS7d+/o0qVLtT5atmxZPPHEE4U+Gjp0aHz00Ufx9NNPF9o8/PDDsWbNmjjggAMKbR599NFYvXp1oc2kSZNizz33jHbt2hXaVF1PZZvK9TSkFv5bSinOPvvsuPvuu+Phhx+O3r17V5u+3377RfPmzavtz5deeilef/31an07Z86car8AJ02aFOXl5YVfrOvrt4Yc5w2phfqtWbMmPv/8c/3axI0ePTrmzJkTs2fPLrwGDx4cxx9/fOFn/bvt+OSTT2LBggXRtWtXx24TN3z48BpDz7/88svRs2fPiNhGz6cafHv5VuC2225LZWVlaeLEiWnevHnptNNOS23btq02AgN5LV++PM2aNSvNmjUrRUT6v//3/6ZZs2al1157LaW0dui0tm3bpnvuuSc999xz6etf/3qtw7gNHDgwPfHEE2n69Olpjz32qDaM20cffZQ6d+6cTjjhhDR37tx02223pVatWtUYxq2kpCRdffXV6YUXXkiXXnpprcO4ra8W1jrzzDPTjjvumB555JFqQzB++umnhTZnnHFG6tGjR3r44YfTzJkz09ChQ9PQoUML0yuHYPzqV7+aZs+enf72t7+ljh071joE4w9+8IP0wgsvpGuvvbbWIRjXd5yvrxb+249+9KM0derUtHDhwvTcc8+lH/3oR6moqCg99NBDKSX9uq2pOkpVSvq3KTv//PPTI488khYuXJgee+yxNGbMmNShQ4e0ZMmSlJK+bcqefPLJVFJSki6//PI0f/78dMstt6RWrVqlm2++udBmWzufalKBI6WUfvvb36YePXqk0tLStP/++6d//OMfjV3SdmXKlCkpImq8TjrppJTS2uHTLr744tS5c+dUVlaWRo8enV566aVqy3j//ffTcccdl1q3bp3Ky8vTuHHj0vLly6u1efbZZ9OIESNSWVlZ2nnnndNVV11Vo5bbb789felLX0qlpaWpX79+6b777qs2vSG1sFZtfRoRacKECYU2K1euTN/97ndTu3btUqtWrdI3vvGNtHjx4mrLWbRoUTrssMNSy5YtU4cOHdL555+fVq9eXa3NlClT0r777ptKS0vTrrvuWm0dldZ3nDekFtY65ZRTUs+ePVNpaWnq2LFjGj16dCFspKRftzXrBg7923Qde+yxqWvXrqm0tDTtvPPO6dhjj632nAZ927T913/9V+rfv38qKytLffr0Sb///e+rTd/WzqeKUkqp4ddDAAAAGq7J3MMBAAA0PQIHAACQjcABAABkI3AAAADZCBwAAEA2AgcAAJCNwAEAAGQjcAAAANkIHADbgbFjx8ahhx5a67Rp06ZFUVFRPPfcc/Uuo1evXvGrX/0qQ3UAbMsEDoDtwKmnnhqTJk2KN998s8a0CRMmxODBg2PvvfduhMoA2NYJHADbgSOPPDI6duwYEydOrPb+J598En/5y1/i1FNPjTvvvDP69esXZWVl0atXr/i3f/u3QruDDz44XnvttTjvvPOiqKgoioqKCtOmT58eI0eOjJYtW0b37t3je9/7XqxYsaIw/brrros99tgjWrRoEZ07d46jjz46+/YCsPUQOAC2AyUlJXHiiSfGxIkTI6VUeP8vf/lLVFRURN++feOYY46Jf/7nf445c+bEZZddFhdffHEhoNx1112xyy67xE9+8pNYvHhxLF68OCIiFixYEIceemh885vfjOeeey7+3//7fzF9+vQ4++yzIyJi5syZ8b3vfS9+8pOfxEsvvRR/+9vf4qCDDtri2w9A4ylKVf/nAWCb9eKLL0bfvn1jypQpcfDBB0dExEEHHRQ9e/aMNWvWxHvvvRcPPfRQof0Pf/jDuO++++L555+PiLX3cJx77rlx7rnnFtr8y7/8SzRr1ixuuOGGwnvTp0+PUaNGxYoVK+L++++PcePGxZtvvhlt2rTZItsJwNbFFQ6A7USfPn1i2LBh8Yc//CEiIl555ZWYNm1anHrqqfHCCy/E8OHDq7UfPnx4zJ8/PyoqKupc5rPPPhsTJ06M1q1bF16HHHJIrFmzJhYuXBhf+cpXomfPnrHrrrvGCSecELfcckt8+umnWbcTgK2LwAGwHam8V2P58uUxYcKE2G233WLUqFEbvbxPPvkkTj/99Jg9e3bh9eyzz8b8+fNjt912izZt2sQzzzwTt956a3Tt2jUuueSS2GeffeKjjz7afBsFwFZN4ADYjhxzzDFRXFwcf/7zn+OPf/xjnHLKKVFUVBR9+/aNxx57rFrbxx57LL70pS9Fs2bNIiKitLS0xtWOQYMGxbx582L33Xev8SotLY2ItfePjBkzJn7+85/Hc889F4sWLYqHH354y2wwAI1O4ADYjrRu3TqOPfbY+PGPfxyLFy+Ok08+OSIizj///Jg8eXL89Kc/jZdffjluuummuOaaa+KCCy4ozNurV6949NFH46233oqlS5dGRMT48eNjxowZcfbZZ8fs2bNj/vz5cc899xRuGr/33nvjN7/5TcyePTtee+21+OMf/xhr1qyJPffcc4tvOwCNQ+AA2M6ceuqp8eGHH8YhhxwS3bp1i4i1Vypuv/32uO2226J///5xySWXxE9+8pNCIImI+MlPfhKLFi2K3XbbLTp27BgREXvvvXdMnTo1Xn755Rg5cmQMHDgwLrnkksJy27ZtG3fddVd8+ctfjr59+8bvfve7uPXWW6Nfv35bfLsBaBxGqQIAALJxhQMAAMhG4AAAALIROAAAgGwEDgAAIBuBAwAAyEbgAAAAshE4AACAbAQOAAAgG4EDAADIRuAAAACyETgAAIBsBA4AACCb/w970JJSaw8u5QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "\n",
    "# Set figure size\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "# Create box plot\n",
    "plt.boxplot(df['Votes'], vert=False, patch_artist=True, boxprops=dict(facecolor='skyblue'))\n",
    "\n",
    "# Customize plot\n",
    "plt.title('Distribution of Votes', pad=20, fontsize=20)\n",
    "plt.xlabel('Votes')\n",
    "plt.yticks([])  # Removed 'Probability Density', as y-axis is hidden in boxplot\n",
    "plt.grid(False)\n",
    "\n",
    "# Show plot\n",
    "plt.show()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bivariate Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### ***group year data and calculate the average rating***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "# Group data by Year and calculate the average rating\n",
    "average_rating_by_year = df.groupby('Year')['Rating'].mean().reset_index()\n",
    "\n",
    "# Create the line plot with Matplotlib\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(average_rating_by_year['Year'], average_rating_by_year['Rating'], color='#559C9E', marker='o')\n",
    "\n",
    "# Customize the x-axis ticks to include only every 10th year\n",
    "plt.xticks(range(min(average_rating_by_year['Year']), max(average_rating_by_year['Year'])+1, 10))\n",
    "\n",
    "# Customize the plot\n",
    "plt.title('Are there any trends in ratings across year?', fontsize=20, pad=20)\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Rating')\n",
    "plt.grid(True, linestyle='--', alpha=0.7)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "average_rating_by_year = df.groupby('Year')['Votes'].mean().reset_index()\n",
    "\n",
    "# Create the line plot with Matplotlib\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(average_rating_by_year['Year'], average_rating_by_year['Votes'], color='#559C9E', marker='o')\n",
    "\n",
    "# Customize the x-axis ticks to include only every 10th year\n",
    "plt.xticks(range(min(average_rating_by_year['Year']), max(average_rating_by_year['Year'])+1, 10))\n",
    "\n",
    "# Customize the plot\n",
    "plt.title('Are there any trends in votes across year?', fontsize=20, pad=20)\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Votes')\n",
    "plt.grid(True, linestyle='--', alpha=0.7)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "year_avg_rating = df.groupby('Year')['Rating'].mean().reset_index()\n",
    "\n",
    "# Get top 10 years\n",
    "top_10_years = year_avg_rating.nlargest(10, 'Rating')\n",
    "\n",
    "# Create a bar plot with 'Year' as hue\n",
    "plt.figure(figsize=(10, 6))\n",
    "bar_plot = sns.barplot(x='Year', y='Rating', data=top_10_years, hue='Year', palette='viridis', dodge=False, legend=False)\n",
    "\n",
    "# Set titles and labels\n",
    "plt.title('Top 10 Years by Average Rating')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Average Rating')\n",
    "\n",
    "# Show the plot\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "# Assuming 'average_rating_by_year' is the DataFrame with the grouped data\n",
    "average_rating_by_year = df.groupby(['Year', 'Genre'])['Rating'].mean().reset_index()\n",
    "# Get the top 3 genres\n",
    "top_3_genres = df['Genre'].value_counts().head(3).index\n",
    "\n",
    "# Filter the data to include only the top 3 genres\n",
    "average_rating_by_year = average_rating_by_year[average_rating_by_year['Genre'].isin(top_3_genres)]\n",
    "\n",
    "# Create a figure and axis\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# Create a dictionary to map genre to colors\n",
    "genre_colors = {'Action': '#559C9E', 'Drama': '#0B1F26', 'Comedy': '#00CC96'}\n",
    "\n",
    "# Plot each genre separately\n",
    "for genre, data in average_rating_by_year.groupby('Genre'):\n",
    "    ax.plot(data['Year'], data['Rating'], label=genre, color=genre_colors[genre])\n",
    "\n",
    "# Customize the layout\n",
    "ax.set_title('Average Rating by Year for Top 3 Genres')\n",
    "ax.set_xlabel('Year')\n",
    "ax.set_ylabel('Average Rating')\n",
    "ax.legend()\n",
    "ax.grid(False)\n",
    "fig.patch.set_facecolor('white')\n",
    "\n",
    "# Show the plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "\n",
    "# Create a scatter plot with seaborn\n",
    "fig_dur_rat, ax = plt.subplots(figsize=(10, 6))\n",
    "sns.scatterplot(x='Duration', y='Rating', hue='Rating', data=df, palette='viridis', ax=ax)\n",
    "\n",
    "# Add a trendline using numpy.polyfit\n",
    "z = np.polyfit(df['Duration'], df['Rating'], 1)\n",
    "p = np.poly1d(z)\n",
    "ax.plot(df['Duration'], p(df['Duration']), color='black', linestyle='--')\n",
    "\n",
    "# Customize the layout\n",
    "ax.set_title('Does the length of the movie have any impact on rating?', fontsize=20, pad=20)\n",
    "ax.set_xlabel('Duration of Movie in Minutes')\n",
    "ax.set_ylabel('Rating of a movie')\n",
    "ax.legend(title='Rating', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "ax.grid(False)\n",
    "fig_dur_rat.patch.set_facecolor('white')\n",
    "\n",
    "# Show the plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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qyqzTpEkT1alTRwkJCZKkhIQEtWjRwkwASFJ0dLSsVqvZmyAhIcGuDVsdWxtZWVlKTEy0q+Pk5KSoqCizTkliAQAAAADgWudS2hm8vb2VlZUlSapZs6Z++eUXNWvWTJJ06tSpUgewZ88eRUZGKiMjQz4+PlqyZIkiIiK0e/duubm5KSAgwK5+SEiIkpOTJUnJycl2CQBbua2sqDpWq1UXL17U2bNnlZOTU2CdgwcPmm0UF0tBMjMzlZmZaf5vtVqL2RoAAAAAAFScUicBOnXqpE2bNqlp06a6++67NXbsWO3Zs0dffvllibvF59W4cWPt3r1baWlp+uKLLzRw4EDFx8eXup1r0SuvvKKpU6c6OgwAAAAAACRdRRLgzTff1Pnz5yVJU6dO1fnz57VgwQI1bNhQb775ZqkDcHNzU4MGDSRJbdu21fbt2zV9+nT17dtXWVlZSk1NtfsF/sSJEwoNDZUkhYaG5hvF3zZif946V47if+LECfn5+cnT01POzs5ydnYusE7eNoqLpSATJ060e2KC1WpVWFhYSTYLAAAAAADlrtRjAtSvX18tW7aUdPnWgNmzZ+vHH3/U4sWLVbdu3TIHlJubq8zMTLVt21aurq5au3atWXbo0CEdOXJEkZGRkqTIyEjt2bPHbhT/NWvWyM/PTxEREWadvG3Y6tjacHNzU9u2be3q5Obmau3atWadksRSEHd3d/Pxh7YXAAAAAACOUuqeAOVp4sSJuuuuu1SnTh2dO3dO8+fP14YNG7Rq1Sr5+/tr8ODBGjNmjAIDA+Xn56eRI0cqMjLSvO2gR48eioiI0COPPKJp06YpOTlZzz//vIYPHy53d3dJ0tChQzVz5kyNGzdOjz32mNatW6eFCxdqxYoVZhxjxozRwIED1a5dO3Xo0EFvv/220tPTNWjQIEkqUSwAAAAAAFzrHJoEOHnypAYMGKDjx4/L399fLVu21KpVq/TXv/5VkvTWW2/JyclJvXv3VmZmpqKjo/XOO++Y8zs7O2v58uUaNmyYIiMj5e3trYEDB+rFF18064SHh2vFihUaPXq0pk+frtq1a+uDDz5QdHS0Wadv375KSUnRpEmTlJycrNatWysuLs5usMDiYgEAAAAA4FpnMQzDcHQQVQXPAgUAAAAgcW0AxynRmAA82g4AAAAAgOtfiZIA1apVMwffu/3225WamlqRMQEAAAAAgApQoiSAj4+PTp8+LUnasGGDsrOzKzQoAAAAAABQ/ko0MGBUVJS6d++upk2bSpLuu+8+ubm5FVh33bp15RcdAAAAAAAoNyVKAnzyySeaN2+efvnlF8XHx6tZs2by8vKq6NgAAAAAAEA5KvXTAbp3764lS5YoICCggkK6cTECKAAAAACJawM4Tol6AuS1fv16829b/sBisZRfRAAAAAAAoEKUaGDAK3300Udq0aKFPD095enpqZYtW+rjjz8u79gAAAAAAEA5KnVPgDfffFMvvPCCRowYoS5dukiSNm3apKFDh+rUqVMaPXp0uQcJAAAAAADKrtRjAoSHh2vq1KkaMGCA3fR58+ZpypQpSkpKKtcAbyTc9wMAAABA4toAjlPq2wGOHz+uzp0755veuXNnHT9+vFyCAgAAAAAA5a/USYAGDRpo4cKF+aYvWLBADRs2LJegAAAAAABA+Sv1mABTp05V3759tXHjRnNMgO+//15r164tMDkAAAAAAACuDaXuCdC7d29t3bpVNWrU0NKlS7V06VLVqFFD27Zt03333VcRMQIAAAAAgHJQ6oEBcfUY/AMAAACAxLUBHKfUPQEAAAAAAMD1iSQAAAAAAABVBEkAAAAAAACqCJIAAAAAAABUEWVOAlitVi1dulQHDhwoj3gAAAAAAEAFKXUS4MEHH9TMmTMlSRcvXlS7du304IMPqmXLllq8eHG5BwgAAAAAAMpHqZMAGzduVNeuXSVJS5YskWEYSk1N1YwZM/TSSy+Ve4AAAAAAAKB8lDoJkJaWpsDAQElSXFycevfuLS8vL8XExOjw4cPlHiAAAAAAACgfpU4ChIWFKSEhQenp6YqLi1OPHj0kSWfPnpWHh0e5BwgAAAAAAMqHS2lnGDVqlPr37y8fHx/VqVNHt912m6TLtwm0aNGivOMDAAAAAADlpNRJgH/+85/q0KGD/vjjD/31r3+Vk9PlzgT169dnTAAAAAAAAK5hFsMwjKuZMSsrS0lJSbrpppvk4lLqXEKVZLVa5e/vr7S0NPn5+Tk6HAAAAAAOwrUBHKXUYwJcuHBBgwcPlpeXl5o1a6YjR45IkkaOHKlXX3213AMEAAAAAADlo9RJgIkTJ+qHH37Qhg0b7AYCjIqK0oIFC8o1OAAAAAAAUH5K3Y9/6dKlWrBggTp16iSLxWJOb9asmX755ZdyDQ4AAAAAAJSfUvcESElJUXBwcL7p6enpdkkBAAAAAABwbSl1EqBdu3ZasWKF+b/twv+DDz5QZGRk+UUGAAAAAADKValvB3j55Zd11113af/+/bp06ZKmT5+u/fv3a/PmzYqPj6+IGAEAAAAAQDkodU+AW265Rbt379alS5fUokULrV69WsHBwUpISFDbtm0rIkYAAAAAAFAOLIZhGI4OoqrgWaAAAAAAJK4N4Dil7gng7OyskydP5pt++vRpOTs7l0tQAAAAAACg/JU6CVBYx4HMzEy5ubmVOSAAAAAAAFAxSjww4IwZMyRdfhrABx98IB8fH7MsJydHGzduVJMmTco/QgAAAAAAUC5KnAR46623JF3uCTB79my7rv9ubm6qV6+eZs+eXf4RAgAAAACAclHiJEBSUpIkqXv37vryyy9VrVq1CgsKAAAAAACUvxInAWzWr19v/m0bH8BisZRfRAAAAAAAoEKUemBASfroo4/UokULeXp6ytPTUy1bttTHH39c3rEBAAAAAIByVOqeAG+++aZeeOEFjRgxQl26dJEkbdq0SUOHDtWpU6c0evTocg8SAAAAAACUncUo7Jl/hQgPD9fUqVM1YMAAu+nz5s3TlClTzLEDkJ/VapW/v7/S0tLk5+fn6HAAAAAAOAjXBnCUUt8OcPz4cXXu3Dnf9M6dO+v48ePlEhQAAAAAACh/pU4CNGjQQAsXLsw3fcGCBWrYsGG5BAUAVUXWpUs6mXZeKdbzupST4+hwAAAAcIMr9ZgAU6dOVd++fbVx40ZzTIDvv/9ea9euLTA5AAAo2NHTaZoXn6g1uw/LxdlJ93Vspt6dWig0wNfRoQF2MrIv6UTqOa358bCSTp5Rp4Z11Pam2qpVje6rAABcb0o8JsDevXvVvHlzSVJiYqLeeustHThwQJLUtGlTjR07VjfffHPFRXoD4L4fADZ/nk7Tw9M/05nzF+2m1wuqpveH9SYRgGtGdk6Othw6opEffqWc3P87Zaju46W5Ix5QeHCgA6MDgOsX1wZwlBL3BGjZsqXat2+vxx9/XP369dMnn3xSkXEBwA0rOydHCzb/mC8BIEm/pZzV9p+P6p52TR0QGZBfStp5jf1ouV0CQJJOn7+gyQvW6L+P/U3+3p4Oig4AAJRWiccEiI+PV7NmzTR27FjVrFlTjz76qL777ruKjA0Abkip6Rla88PhQsu/3r5fFzOzKzEioHC/njiji1mXCizblXRMZ9MzKjkiAABQFiVOAnTt2lUffvihjh8/rv/+979KSkpSt27d1KhRI/3nP/9RcnJyRcYJADcMJ4tFbq7OhZZ7urvIyclSiREBhUvPzCqy/FJubiVFAgAAykOpnw7g7e2tQYMGKT4+Xj/99JMeeOABzZo1S3Xq1NHf/va3iogRAG4ogT6eeuiWVoWWP9SltdxdSz1uK1AhGtUKKrQs2N9bfp7ulRgNAAAoq1InAfJq0KCBnn32WT3//PPy9fXVihUryisuALhhWSwW3d68gVrVq5mv7M7WjdSoVg0HRAUUrLqPl3p3bF5g2cT7uivIz7uSIwIAAGVx1T81bdy4UR9++KEWL14sJycnPfjggxo8eHB5xgYAN6xgfx+9ObCnDv6Zoi+37pW7q7MeiGyp8OBAVff1cnR4gMnPy0Mj7+6iZnVC9MG323Ui7Zya1g7WmJ5d1bR2sCwWbl0BAOB6UuJHBErSsWPHFBsbq9jYWP3888/q3LmzBg8erAcffFDe3vwSUBweAwKgIJdyc+UkycmpTJ2zgAqXYk1XTm6u3F1dVI0nAgBAmXBtAEcpcU+Au+66S99++61q1KihAQMG6LHHHlPjxo0rMjYAqBJcuPjHdYKu/wAAXP9KnARwdXXVF198oZ49e8rZufBRrQEAAAAAwLWpxEmAr7/+uiLjAAAAAAAAFYw+qAAAAAAAVBEkAQAAAAAAqCIcmgR45ZVX1L59e/n6+io4OFi9evXSoUOH7OpkZGRo+PDhql69unx8fNS7d2+dOHHCrs6RI0cUExMjLy8vBQcH65lnntGlS5fs6mzYsEFt2rSRu7u7GjRooNjY2HzxzJo1S/Xq1ZOHh4c6duyobdu2lToWAAAAAACuVQ5NAsTHx2v48OHasmWL1qxZo+zsbPXo0UPp6elmndGjR2vZsmVatGiR4uPjdezYMd1///1meU5OjmJiYpSVlaXNmzdr3rx5io2N1aRJk8w6SUlJiomJUffu3bV7926NGjVKjz/+uFatWmXWWbBggcaMGaPJkydr586datWqlaKjo3Xy5MkSxwIAAAAAwLXMYhiG4eggbFJSUhQcHKz4+HjdeuutSktLU1BQkObPn68+ffpIkg4ePKimTZsqISFBnTp10sqVK9WzZ08dO3ZMISEhkqTZs2dr/PjxSklJkZubm8aPH68VK1Zo79695rL69eun1NRUxcXFSZI6duyo9u3ba+bMmZKk3NxchYWFaeTIkZowYUKJYikOzwIFAAAAIHFtAMe5psYESEtLkyQFBgZKkhITE5Wdna2oqCizTpMmTVSnTh0lJCRIkhISEtSiRQszASBJ0dHRslqt2rdvn1knbxu2OrY2srKylJiYaFfHyclJUVFRZp2SxHKlzMxMWa1WuxcAAAAAAI5yzSQBcnNzNWrUKHXp0kXNmzeXJCUnJ8vNzU0BAQF2dUNCQpScnGzWyZsAsJXbyoqqY7VadfHiRZ06dUo5OTkF1snbRnGxXOmVV16Rv7+/+QoLCyvh1gAAAAAAoPxdM0mA4cOHa+/evfr8888dHUq5mThxotLS0szXH3/84eiQAAAAAABVmIujA5CkESNGaPny5dq4caNq165tTg8NDVVWVpZSU1PtfoE/ceKEQkNDzTpXjuJvG7E/b50rR/E/ceKE/Pz85OnpKWdnZzk7OxdYJ28bxcVyJXd3d7m7u5diSwAAAAAAUHEc2hPAMAyNGDFCS5Ys0bp16xQeHm5X3rZtW7m6umrt2rXmtEOHDunIkSOKjIyUJEVGRmrPnj12o/ivWbNGfn5+ioiIMOvkbcNWx9aGm5ub2rZta1cnNzdXa9euNeuUJBYAAAAAAK5lDu0JMHz4cM2fP19fffWVfH19zXvr/f395enpKX9/fw0ePFhjxoxRYGCg/Pz8NHLkSEVGRpqj8ffo0UMRERF65JFHNG3aNCUnJ+v555/X8OHDzV/hhw4dqpkzZ2rcuHF67LHHtG7dOi1cuFArVqwwYxkzZowGDhyodu3aqUOHDnr77beVnp6uQYMGmTEVFwsAAAAAANcyhz4i0GKxFDh97ty5evTRRyVJGRkZGjt2rD777DNlZmYqOjpa77zzjl0X/N9//13Dhg3Thg0b5O3trYEDB+rVV1+Vi8v/5Tg2bNig0aNHa//+/apdu7ZeeOEFcxk2M2fO1Guvvabk5GS1bt1aM2bMUMeOHc3yksRSFB4DAgAAAEDi2gCO49AkQFXDBx0o2Ln0DF3MypaHm6v8vD0cHQ4AAECF49oAjnJNDAwIoGo6fzFTh/9I0eyvNivp+BmFBQfoH/d2VpO6wfLzIhkAAAAAlLdr5hGBAKqWSzk5it/1i56YtlCJh47qjPWCfvj5mP75xhdatfWgsrIvOTpEAAAA4IZDEgCAQ6SkpmvaZ+sKLHt70UadTkuv5IgAAACAGx9JAAAOkXruotIvZhVYlpl1SadIAgAAAADljiQAAIdwcir46SA2zs4cngAAAIDyxlk2AIeo5uul4Go+BZb5+3ioup93JUcEAAAA3PhIAgBwiKAAb/37ibvl6uJsN93Z2UkvD4lRjQCSALh2nU5N189/pGjPz8f1x4nUQm9tAQAAuNbwiEAADmGxWNS8fk0tmDpA3yTs176kE2oUFqS/3dJMNav7ydmJHCWuTb8dP6NxM77Wb8fPSJKcLBb1uq2FnugVqer+JK8AAMC1jSQAAIdxdXFWnZBqGvK3zsrOyZGrs3OxYwUAjnTizDkN/88XSkk9b07LNQx9uf5HBfp56bG/dZSLs3MRLQAAADgWP7UBcDgnJ4vcXV1IAOCa9/vxM3YJgLw+W71Tp1J5qgUAALi2kQQAAKCEbLcAFCT9YpYysy5VYjQAAAClx+0AAIDrXm6uobPWC8o1DPl7e8jNrWK+3sJrVS+0zMfLXe4VtFwAAIDywtkKAOC6lnLmvL7dekiLv/1BGZnZ6taugR66q63+Euwvi6V8bzGpG1pNwYE+Onkm/y0Bf7+zrYJ4qgUAALjGWQzDMBwdRFVhtVrl7++vtLQ0+fn5OTocALjupZw9rwlvf619vyTbTffz9tCHLz6k2iHVrqrdzMxsWZwscnPNnys/knxW42cu0y9HT0m6/FjLPt1b6tF7OvJ0AABAiXFtAEehJwAA4Lr1028n8yUAJMmanqGPl+3QmAHdS9VF/+SZc/rx0J9avnGfXF2d1eevrdUgLEjV8/zCXye0mmaN66Oz1gvKyMqWv4+nAv285OXhVi7rBAAAUJFIAgAACpWdnSNreoacnCyq5ufl6HDs5Obm6ptN+wotX7/9sAbf30nBgb4lau/kmXMa89qX+vnIKXPad4m/6Lb2DTVu0B0KzPMrf6CflwKvse0BAABQEiQBAAD5GIahYyfTtGj1Lm3c8bM83Fz1QPTN6tr2JtWo5uPo8CRJFotF7m6uhZa7uTqXeEyA3FxDaxIO2iUAbDZsP6z772ilDi3o6g8AAK5/PCIQAJDPnydT9dgLn2rByp06nmJV0p+nNe3DbzVp5gqdPpt/UDxHsFgs6tW9RaHl93ZvoUA/zxK1ddZ6QUvX/lho+eJvdys7m8f/AQCA6x9JAACAncysS/r4q22yns/IV7brwFH9evS0A6IqWJ2a1XRPt+b5pterFai/3dZCzs7OJWrHMAxl5+QUWp6VfUm5uYyjCwAArn/cDgAAsJN27qLWbTtcaPmKjXvVrnmdcn/83tUI8PXSP/veoru7Rmjxmt26kJmtu2+JUMtGtUo8FoAk+ft6KqpTY32yfEeB5T27tZC7e+G3HgAAAFwvSAIAAOxYLBa5OBfeUczN1eWaSADYVPPzUjU/L7VoWEu5ubkFPtavOK4uzro/qrW++W6/zqRdsCtrWDdILRvWLK9wAQAAHIrbAQAAdgL8PBXTrVmh5X8r4j58R3JxdrqqBIBNrSB/fTD1YT1yT3uF1vBVWGg1PflwN73x9H0KKkWvAgAAgGsZPQEAAHZcXZzVp8fNit/+s46eSLUru/vWZvpLSIBD4qoMtYL8NaRPF/W9s40sFouq+XrJyena6fUAAABQVhbDMBjpqJJYrVb5+/srLS1Nfn5+jg4HAIp04rRVO/b+oVXf75enh5sejL5Z9WvXUDV/L0eHBgDAdY9rAzgKSYBKxAcdwPXoYkaWnMvY1R4AANjj2gCOwhkdAKBInh5ujg4BAAAA5YSBAQEAAAAAqCJIAgAAAAAAUEWQBAAAAAAAoIogCQAAAAAAQBVBEgAAAAAAgCqCJAAAAAAAAFUESQAAAAAAAKoIkgAAAAAAAFQRJAEAAAAAAKgiSAIAAAAAAFBFkAQAAAAAAKCKIAkAAAAAAEAVQRIAAAAAAIAqgiQAAAAAAABVBEkAAAAAAACqCJIAAAAAAABUESQBAAAAAACoIkgCAAAAAABQRZAEAAAAAACgiiAJAAAAAABAFUESAAAAAACAKsLF0QEAQEW6eDFL585lSJJ8fT3k6enm4IgAAAAAxyEJAOCG9eefZzQ39jvFxx+SJHXt2kiPDbpVf/lLNVksFgdHBwAAAFQ+kgAAbkjHk1M1YuTHSku7aE7bsOGgdu78Te++86hq1gxwXHC4IWVnXzLfb/7+nnJ15SsWAABcezhDAXDDycnJ1Zo1++wSADZWa4bi4n7UgAFd5Ozs7IDocCNKTk7Vl1/u0JrVeyVJd0Q1U5/e7RVKsgkAAFxjGBgQwA0nPT1T33//U6Hl32/+WefOZ1ZiRLiRnTiRplFPfaLFX2yX1XpRVutFLflyh5566mOdOJHm6PAAAADskAQAcMNxcXGSj49HoeU+Pu5ycebwh7LLzTUUH39QKSnn8pWdOnVe69buV05OrgMiAwAAKBhnwQBuOF5e7nrwgQ6Flj/4QIcikwRASZ0/n6EN6w8UWr5+/X6dP59RiREBAAAUjSQAgBtSo0ahio5ukW/6X6OaqWnTWg6ICDciZ2cnubsXPryOh4ernOl1UqXl5OTo7Jl0paVdcHQoAABIYmBAADeoatW8NfQf3dWrV1vFxx+QYUi3dWuikBB/BQR4OTo83CC8vd3Vu3d7/fjjHwWW9+7dnl4nVVjy8VTFffODNsYflLu7q3rd307t2tdX9Ro+jg4NAFCFkQQAcMPy9/eSv7+XGjcKdXQouIFFNPuLIiMbKCHhZ7vpHTrWV4sWYQ6KCo6WfDxVI/85T2fPpJvTXnt1uW5uU1cTnr9X1auTCAAAOAZJAAAAyiAw0Edjn75bR46c1jcrdsswDN19d2vVrVtd1QK50KuKsrIu6YuF2+wSADa7dv6u35JSSAIAAByGJAAAAGVUrZq3qlXzVsuWl3/5t1gsDo4IjmRNu6j1a/cXWr5yxW7d3KaunJwYLwIAUPlIAgAAUE64+IeNxanw94KTs5Mk3isAAMdwaAp648aNuueee1SrVi1ZLBYtXbrUrtwwDE2aNEk1a9aUp6enoqKidPjwYbs6Z86cUf/+/eXn56eAgAANHjxY58+ft6vz448/qmvXrvLw8FBYWJimTZuWL5ZFixapSZMm8vDwUIsWLfTNN9+UOhYAAAD/AC/deVf+p5PYxPS8WU5FJAkAAKhIDk0CpKenq1WrVpo1a1aB5dOmTdOMGTM0e/Zsbd26Vd7e3oqOjlZGxv89c7l///7at2+f1qxZo+XLl2vjxo0aMmSIWW61WtWjRw/VrVtXiYmJeu211zRlyhTNmTPHrLN582Y99NBDGjx4sHbt2qVevXqpV69e2rt3b6liAQAAcHV11j292qpmzYB8Zbd2a6I6datXflAAAPx/FsMwDEcHIV3uQrlkyRL16tVL0uVf3mvVqqWxY8fq6aefliSlpaUpJCREsbGx6tevnw4cOKCIiAht375d7dq1kyTFxcXp7rvv1tGjR1WrVi29++67eu6555ScnCw3NzdJ0oQJE7R06VIdPHhQktS3b1+lp6dr+fLlZjydOnVS69atNXv27BLFUhJWq1X+/v5KS0uTn59fuWw3AABwbTp5Ik1bt/ystWv2yd3dVfc/0F4NG4UqkAEjAYhrAzjONTsiTVJSkpKTkxUVFWVO8/f3V8eOHZWQkCBJSkhIUEBAgJkAkKSoqCg5OTlp69atZp1bb73VTABIUnR0tA4dOqSzZ8+adfIux1bHtpySxFKQzMxMWa1WuxcAAKgagkP8dc+9bfXSqw9qyku91bFTAxIAAACHu2aTAMnJyZKkkJAQu+khISFmWXJysoKDg/8fe2cdHsXV9uF73ZJsXEiCBHd3d3d3d4cCRVqsFCm0QItboWhxK+7uDiFoiLvLZu37I7CwzQZov7bQt3P34irMeebMmdnNZp/fecRqXCqV4uzsbGVja453r5GdzbvjH1qLLWbPno1Wq7X88fUV+kULCAgICAj817CzU6JSyT9sKCAgICAg8A/w2YoA/wtMnDiRhIQEy5+goKBPvSQBAQEBAQEBAQEBAQGB/zCfrQjg6ekJQEREhNXxiIgIy5inpyeRkZFW4waDgdjYWCsbW3O8e43sbN4d/9BabKFQKHBwcLD6IyAgICAgICAgICAgICDwqfhsRYA8efLg6enJiRMnLMcSExO5cuUKlStXBqBy5crEx8dz48YNi83JkycxmUxUrFjRYnP27Fn0er3F5tixYxQsWBAnJyeLzbvXeWPz5jofsxYBAQEBAQEBAQEBAQEBgc+dTyoCJCcnc/v2bW7fvg1kFuC7ffs2r169QiQSMWrUKL755hv27dvHvXv36NGjBzly5LB0EChcuDCNGjWif//+XL16lQsXLjBs2DA6depEjhw5AOjSpQtyuZy+ffvy4MEDtm3bxqJFixgzZoxlHSNHjuTw4cMsWLAAf39/pk2bxvXr1xk2bBjAR61FQEBAQEBAQEBAQEBAQOBz55O2CDx9+jS1a9fOcrxnz578/PPPmM1mpk6dysqVK4mPj6datWosXbqUAgUKWGxjY2MZNmwY+/fvRywW07ZtWxYvXoyd3dvqu3fv3mXo0KFcu3YNV1dXhg8fzoQJE6yuuX37dqZMmcLLly/Jnz8/8+bNo0mTJpbxj1nLhxDagAgICAgICAgICAh8GmKikkhPy0Aqk+DkYodcLv2k6xF8A4FPxScVAf5rCD/oAgICAgICAgICAv8sSYlp3L76nFWLjhERFo9CIaNx6zK071EVV/dP951c8A0EPhWfbU0AAQEBAQEBAQEBAQGB/w9ms5kbl57yzZfbiQiLB0Cn07Nn6xXmTNlJfGzyp12ggMAnQBABBAQEBAQEBAQEBAT+J4mJSmLVomM2x+7dDCQqIvEfXpGAwKdHEAEEBAQEBAQEBAQEBP4nSUvNIDoye0f/yaPQf3A1AgKfB5+2GoaAgIDAf5CkxDTiY1NIiE1BY6/EyUWDo7Pdh08UEBAQEBAQ+EPIZBIkEjFGo8nmuJOL8PtX4L+HIAIICAgI/INERyby4zf7uXL2seVY3oKeTFnQCS8f5yz2ZrOZ6IhEIkLjiI9NwSeXK06udmidNP/kst9LeloG8bEpGPRGVBoFLm72f/s1DQYj+gwDcoUUiUTyt14rJiqJ8OBYnvmH4ZHDiTwFPHD1cEAsFoLpBAQEBD53tE4aqtcrwukj97OMKZQy/PJ7foJVCQh8WgQRQEBAQOAfIjVFx5ofjlgJAADPHoczbeQm5qzshZPLWwfabDbz/HE4kwevJz42xXK8bJV8jJ7e+pNWNH5DZFg8P/94nDNH7mE0mPD0dmLQ+CYUL5sbjb3yL79eeloG4SFxHNh2lVcvoihU3IeGrcrg4e2IVPrX/0qLCI3nq6EbePU8ynLMzl7J7JW9yVvIUxACBAQEBD5zVGo5fYfX5+WzSF4+jbQclyukfLOoKy7uQiSAwH8PoUXgP4jQBkRA4PMiMT6VpIRUzGYzGnvV3x4SGBoUQ7+WizGZbH/s/rR1MPkKeVn+HRkWz9COS0lKSMti27R9eQaOa4xcIfvb1vshYqISmTRwPYHPIrOMzVzSnfLVCvyl19PrjVw548+sL7bx7q+udr2qUb1+US6eeEhKcjrV6xfD188NZ1d7khPTiQqP58SB2yQmpFG9flH8Cnri4vbhz+CUpHTmTtzO1XMBuHtp8fJ1JiE2lZdPI9A6a/hpy2DcPLV/6T0KCAgICPw9xEYnERIUi/+9YNw8HChUzAdXD/u/RUD+WATfQOBTIUQCCAgI/OcwmUwEPo1k0Yy9+N8NAiB3fg9GfNWS/EVyIJP/PR+NaakZ2QoAALFRifCOCPDqeZRNAQDg6N5btO9dHU9vp798nR9L0ItomwIAwMr5h8lXOMdfKqzERicxf8qu3wkAVTHoDYzsstxy7MC2qxQrk4vxc9pzYv9t1v943DJ2dPcN8hbyYvqP3XD1eL8DHx+XQuCzSCZ/15GE+BReBERQuqIWvwL1+XXdOcJD4gQRQEBAQOBfgrOrPc6u9hQvnetTL0VA4JMjiAACAgL/OSJC4hnbcxWpKTrLsZdPIhjfZw1Ltg8lV173v+W6ao0CiVSM0WC7ONHvndI3/Yxtoc8woM8w/JXL+8Pcu/4i27GgF1Ho0jL+0utFhcWT/s6cSpWcwsV9mTlmSxbbx/dDiApLsBIA3vDMP4wDv16l2+A6SKXZ1xMwZBgYMaUFP0zbTfQ7LaRkcinjZrXFoP+0z19AQEBAQEBA4M8gJDMKCAj8pzAaTZw4cNtKAHiDwWDk1zVn0aXp/5ZrO7nY0bBlGZtjBYp64+xqvWueJ79HtnM5OKpRquR/6fr+KG6ejtmOqdRyxNK/9leM4XfiSemKflw+89imbbEyufC/G0TrbpVp0q48Lu7WxQoPbLtqVWfBFkq1nC2rz1gJAJApwCycvueDkQQCAgICAgICAp8jggggICDwnyI9LYPbV59nO/7gViApKel/y7WVKjndBtWmfovSiMUiy/HSFf2YMr9jljaBnjmcyJ3PthDQdWBtnP+BKvzvo2T5PNnupDftUOEvr7Hg6e2ETPb2egqVjFQbr5W7lyNdBtQiQ2cg4F4IkSHx9BpWnwFfNLI897RUHeb3pGYAZGQYuH/jpc2x1GQdUeEJf/5mBAQEBAQEBAQ+EUI6gICAwH8KmVyK23t2cF3cHZDJ/76Wc85u9gye0ITO/WuSnJiGSiPH0UmDvVZt03bGT91YMvsAV88GYDabUdsp6DKgFrUaF0ci+Wt1XKPBSFxMMphBY69EpVG8197Fw4Gpi7syY9Rmq9SE4uVy07prZWSyv/ZXjKOzhj6jGrDiu0MABDwIoVWXylw4/tBiI5NJGPl1S+aO/9VqB//6+QCqNyxG9yF1WP/TCcpVyY/a7v33Z9Ab3ztuK5rkcyMjXU9sdBKpKTqUKjmOLnaoP/C6CggICAgICPxvI4gAAgIC/ynkcimtu1fm1G93bI536lcDe4esDvlfiVqj+GhHzN3LkfHftiMhNgWdzoBao8DF3f69uex/huiIBA7vuMbBrVdJS9VRvnpBug+vh3cuFyTZXEsul1KqfB5W7RnB4/vBxMckU7hkTty8tDg5//WdFpQqOfValMavgCebVpwmPCQW71yu+OR2JfhlNABV6xXh1ME7WUL4Ac4duU+NhsVwcNLQe2R9NHbvb2FoZ69C66QmIS7V5vjfVTviryIuOomd686xf/NlMnQGxGIRVesXY8CEJrgKBQ0FBAQEBAT+swgtAv9BhDYgAgKfBylJaRzff5sV836zqtbfvlc12vWujtZJ8wlX988TE5nItMEbePoo1Oq4Qilj8fah5PwMnd3kxDQydAaUajnJiWns+uUih3deZ/hXLfhx+l7SU20XJWzcoTyd+tXA2d3hg5EKRqOJUwfvMH/KzixjdZuVZNCEpjYjOD4lCXEppCSlIyIzUmLx17uzRCyUqJCHST90QeukITE+FV26HolE/MnTSwQEBAT+awi+gcCnQogEEBAQ+M+hsVfRoFVZylcvQMC9EAxGI4WK++LoYoed/ft3h/8Xef44LIsAAKBL1/PLj8cZPavtZxdCbuegsvxdrVHQd1QD2vWsSobOgMlou/sCgAgRHt7OH3UNiURMxVqFmLqoK2t+OELwy2i0Tmra9apO3ealPisBICPDwAv/MJbM2MuTByGIxSLK1SjIpB868+P0vUSExFls7159QVJ8Cq+eRrJm/iGePQrFxd2BjgNrU6lOIZxcBDFAQEBAQEDgfxlBBBAQEPhPolLLUaldyOHr8qmX8sk5c/ButmNXz/iTkpT+t4sARqORtJQMZHIpCqXsD58vk0tx9dCSnpZB9YbFOLHvtk27us1L/qF57R1UVK5dmILFfdDrDEikYpxc7f/yegz/X0JeRPNFtxWWOgYmk5mrp/158iCEYV+3ZOaITRbb/EVy8Nw/nNnvtFaMCIlj8de7CLhXnr5fNLYSWQQEBAQEBAT+t/i8vsUICAgICPzjvM/hU6kViETZDv+/MZlMhAXFsmXpSb7uv47547fx6FYgSQm28/A/hFIlp+vgOthrs95TxVoFyZHL9U/N6+xqj4e3E64e2s9OAEhN0bFxyXGbhQzjopIIeh5F3sJelmNNO1dk1dyDNuc6vP0a8THJf9taBQQEBAQEBD49QiSAgICAwL+A9LQMMnR61BolUtlfWxSwXqsy7N140eZYk45/fau/d3n1NJKxnZaRmvy21d/5w/foPbYRzbpWRv2B4n228PJ1ZvGvQzi0/RoXTzxErVHQukdVSlbw+1vv5VORmpzOvWsvsh1/dPsVefJ78uxRGABaJ43NwolvePooFJ88bn/5OgUEBAQEBAQ+DwQRQEBAQOAzJik+lcCnEexYfYbYiERKVMpLk04V8fB2yrZq/x/Fw9uRjgNqsW3laavjeQp60rhDhb/sOr8nKT6Vn6btthIA3vDz90eo2rD4B0WAmIgEUpLSkcmlODhp0NgrEYlEePk402NYPVr3qIpEIsbB8fPJ3/+rkUglaJ00JMXbjp7QOqlJSkgDMgUSD5/310RQ/ol0DAEBAQEBAYF/D4IIICAgIPCZkpqczsEtl1n//WHLsSf3gzm4+RLztwwmbxHvv+Q69lo1bXtXo1qDYhzbfYOkhDRqNS1B3sI5cHH/+6oVJyWk8eD6S5tjZrOZBzde4p3bdvh+SlI6ty89ZfnMvUSHJyASiShfqyCDv2qFp2+mkyuVSf4nd/5/j5OLHe361mChjS4GAE06VSQ+JpmOA2rh6qlFl55B4VI5eXT7VRZbhVKGm6fj37xiAQEBAQEBgU+JIAIICAgIfKbERSex4YcjWY6np2aw+KtdjF/QGWd3e1Tq/3/RPnutGnutmnxFcvy/5/pYPtSh1mjMmuP+Bv/bgXwzdIPVXFdP+RP4ZAXztwzB1VP7l63z30CFmgWp0bg4Zw/dsxwTiUQMnNQMn9yuFCzuazkeHZHAkCktmDJgHQmxKZbjYomYMd+2Q64UvhoICAgICAj8LyP8phcQEBD4TPG//SpbRzngbhAvA8J48TiUEhXzYjKaUWsUyD8Qyp0Un0pifAomoxk7ByVObp+uL7Gdg4r8xbx5cj/E5nixcnlsHo+PTmb1HNuF7SKC43j2MOSjRYDEuBQS41LI0Bmw06pw8XBAIvl70h/+Tpxc7RnyVUs6DqjNrUtPUarklKqUFyc3+yydHcQiERsWHmHEtFaEBcXy9GEIrh5aSlTw49DWK+Qd3+QT3YWAgICAgIDAP4EgAggICPxnMZlMmZXQzeDgpPnLC+79f/nQTrmLuwNhr2KYO2oz0aHxFC6Tizb9auKZ0wW5POvHe9CzSH6cvIN7V58D4J3HjeHftKVQqZwoVPK/5R5skZKUTvLr6v/jvuvE+G4rslSkb927Ok6utvvV63R6XgaEZzv/nSvPqFinyAfXEfw8kgXjtuF/KxAAO62KfpOaU6V+Mewd1aQkp5MQk4xeZ0Bjr8TZwwGx+J/tDGA0GImLTsZszhRtVJrsayRonTRonTT4FfLK1gYgJSmNa6cece3UI3Ll98A7jxv+N1+yc+VpzGYz9duWw1soDCggICAgIPA/iyACCAgI/CeJCovn9N6bHNp6GaPBSO2WZWjcufIHi6b9kxQqlSvbsU6D63DzbAC/LHybLvDqaQQndt9gzqZBFP3dLnpEcCxfdPiJxLi3xeNCXkQxqfsKFu0dRb6if019gfdhMpkIeR7Fqm/3cf20PwAV6hRm9s/9OHf4HmcO3sHR1Y6OA2tToLgPGnsl+gwDst8JGhKJGHtHdbaF8LxyunxwLVGhcYzvvIy4qCQUShlt+9eiUKmcJCemEREcS1J8Kitn7eXqiYeYzWYcXe3o+2VzKtYtiv0/VGQwOiyeg5sucmjLJdJTMyhfuzDdxzTGO7fr/6tY47vaUuCTCAKfRFiNm4ymPz23gICAgICAwOePIAIICAj854gOi2dKzxW8esf52bb0BCd2XWf+9uGfjRDg5GpPl2F12fzTCavjcoWU6o1LMLnXKvqMb0LOfB5k6PTIlTJungtg8aTtzNk0GCe3tzvpV089shIA3mAymdmw4BATFnVDY//H2/EZDEbEYpHVDnl8dBJx0UmEPI9CJAbfvB44utqTkpTO6DaLSEl62w3gyomHPLj2gsX7RtOsa2VkcilSmZjI4Dh+XXqC4OeRlKicj6oNS+Du44RYLMbJzY7WvavbrJcgkYopV70gkFlTIDk+DYlMjJ2DteMecDeIuKgk5AopXy7uxt6fz7J5ceZ8Y+d3ZstPxwh9Gf3OPSWz4IstTPypBzWalvrDz+mPEh0ez9d9VvHCP7Otn6unFp88bjy49hypTEyOXH9+p95OqyJHLldCA6OzjInFIvJ8IJIgISaZmIgEnj0MwcnVnpz5PXDx0P5tXSQEBAQEBAQE/loEEUBAQOA/x+2LT6wEgDdEhydwbMc1Og+v91nkhWvslbTsUY1i5fzYvuo0cVFJFCjuQ51WZXjxOIwvvuvI+u9+48m9ICDTgavRrDSdhtYjKT7VIgIY9AZunHmc7XUe3QokLUX3h0SAmIgEntwN4tiOqyhUcpp2rYKPnztms5nAgHAe3njBlRMPkEgkVGtSkuKV/Dh74I6VAPCG5MQ0ju28RtcRDTCaTFw98ZDZQ9djMmVuWV89+ZDNi48y/9fh5CmcA4lEQsN25Qm4G8TlEw8t88gVUr5a2hMXTy0RQbEc3XGVi0fuotYoad2vJkXL+VmeycMbLwFo3KkSx7Zf5faFJwBoX3cTeFcAeJe1cw5QtJwfLh5/by2Fp/dDLAJAqz41KFDcl/0bzhP6MgrvPO70GNuYvMW8s4gbH4OzmwOj57Tny+4rMBqsd/27jWyAo4vtNAzIfN0XjN3MrfMBlmNqOwUz1g2gYOlcSAUhQEBAQEBA4LNHEAEEBAT+U6Sm6Di+81q246f33aRp18qftGDeuzg4aShdNT8OzmouHXtI4JNw5n+xlUmLu/H9uC0EP4u02JpMZk7vu4lKo6BQmbepBBKpxNI2zxYuHto/VA8hOjyeGf3X8OpJBLkLeWHQmxjfaQl1Wpelw+C6/PTVDqt1PbzxgiEz23L9jH+2c149+ZBWvWuQlqLju1GbLALAG1KT0lnwxWZmbRiE1sUOZ3cHRs1uT2xkIk/uBePgpCZPQS+c3R2IDotndJtFJLxTZ+DhjRdUaVic4bPa4+hqj28+DwBKVc3PzIFrLXZeOV14+Tgs23VGBMeSkZ7x0c/qz2A2Z76OABVqF8bJ1Z55ozZaxhNiX/Bll6WMmtuROq3LZUmX+BgKlPBlyf7R/Lr8FP63X+HqqaXTkLrkLZoDtZ3tbhP6DD07Vp6yEgAAUpN1TO6xguVHx+Pp++FUjH8akylT6Pin6zkICAgICAh8rggigICAwH8KsViEVJb9R59MLkX0GToL3rldKV+rEA+uPycjw4Beb7BytN/l+K5rtB1Q2/JvkUhEo86V2Lv+vE37joPr4Ph6B/xDmEwmzu6/TZWGJeg01INHN14gU0jpObYxL/xDuXD4ns11hb6Iwl6b/a611tkOqVxK8N0gMnR6mzbPHoSQGJdi2a1/UwgvT8G34eu6tAw2/3jUSgB4w8Uj92g7oDaOrvaUqpIPuUKKQW+wEhwS41Jw8ci+s4BKo0CSjWBiNptJjE3BDDg4qf+00ykSibDTqgBo0KEi343eZNNuxYw9lK5WAHfvP56+IlfIyJXfkxHftCU1WYdcIUXjoHrvOXFRyRzafMnmmC4tg8e3X31WIkBsVCKBj8M4vPlS5s9Al8rkKuD52Qh8AgICAgICnwpBBBAQEPhPoVTJad6jKjfO2t6Vbtq1ClpnzT+8qg+jVCkoWMKXyT/1ICNdz+2LAdna6nUG9BkGq2Me3k58Mb8TP3z5q1UIeJPOlShdrcBHryM+OhlnDwdO77nB+rkHrMa6jWmEJBuB5fyhu/Qe35S7l5/aHG/bvxZqjQJdNgLAG4wfKFqXGJ/KuQO3sx0/ufsGRcrmwdXLkW9/GUhyQhoSqdjyTEJfRpMjtysKpQxdeta1NOte1aYTGRUWz4Xf7nBk62XATP0OFanetBRuOZzeu97saNihIgc3XsRsMqNLsx15kJaiIz46+U+JAG9QqOQf3RlCrzdkuxaAyJDYP72Ov5rYyER++GIz1089shw7s+8m5esWYdS8zji7C0KAgICAgMB/l89vu0tAQEDgb6ZAiZxUrJu1hVyBEr5Uql8MkUj0CVb1cdg5qHB2d3hvYTiZQopSbe3YqTQKqjUuwarjE5j0U3fGzOvIyqPj6D2+yUdHAQCIJSJiwuO5cux+lrGN3x8md0GvLNeGzGKMIrGIxp0rZxlr2rUyeQrlACB3Ac9sn7+rl+MHK/OLAN7z+onFmWNSqYRCpXORu6AndVqVtbLZtvQEY+Z3zhIWX75WYVr1roHsd5EA0WFxTOm6lBXTdvHSP5SX/mGsmrGHSV2WEhUa9971ZoenrzMdBtdFLHn/e1Es/ed+jStVcty9sxc1Cr6nm8U/zb3LT60EgDdcO/GQRzdefIIVCQgICAgIfD4IkQACAgL/OZzc7Bk5uwPPH4Wyf8MFjAYjjTpVolCpXLh4Zh8K/jnhlsMR7zxuhLyIshwrWjY3uQvnoEDJnDZ3OhUqOV45XT6qhd7vMeiNxMckodcZOLrtSrZ2Fw7doVHHSpzad9MSki+VSWjZqzo+fu54+TrToH0Frp16iF5vpEiZ3Dy+FUhyQmYhQ62LPe0G1Wb7spNW84pEIobPav/BHVx7JzW1WpbmyFbba6zT+q3DL5GI8fBxpuOQulRuUIwrJx5yet8tHt18Sd6iOVi4ZzQRwbEkxiaTp3AOnN0d0DpnFUyunnxos9Bk8LNILh+7T82WZYgJS+Dy0XsY9AYqNSiOu7ezJa3B5n04amg3oBbx0ck4utoRH501vcHZ3eEPCTj/X1w8tPSZ0Iw5I37JMuab1x1vP/d/bC3vIzkhlX3rzmY7vmfNGUpVLfDB9AcBAQEBAYH/VQQRQEBA4D+Jk5sDZd0cKFExLyYzKJSyT72kP4SLh5aZPw9g1pD1pKfpGDC5Jf43X/Dw2gtS4lPJlc+DHH7u783D/1iiw+I5uOEcB9afo+eE5iTGpmRrmxCdTOUGxchd0BOVnZLNPx6l89D6nNt/kxGN5gGZkQpVGpWgVb/azB+1kZAXUSTFpzBwWhs09kra9q9N4dK5uHkuAKPRhFwupXbrcuTM7/HBKA2FUk6nIfW5euIRcVGJVmO1WpbBK6er5d+xEZmO+e41pyldtSB1WpShUYeKKDVy1HYqzJjR2MkRo0EqFVuiCN4lKT6VY+8RRUQi2Lb4KLtWnrIc27zwCDWal2bQjLbvzU+3d9SgcVAx8aceTO6+AoPeaBmTySV8+WOP99YvyA6jwUhcVBImowmFWm5T2MiOMjUKMXZ+Z9bOPUBcVBJisYhKDYoxYEorXD6TEHuj0fTetAVdWsYH00oEBAQEBAT+lxFEAAEBgf80MsW/y/l/F69crsz6ZSBxkYlMaLeYxLi3zvnp3dfpPbEFTXtWQ2P/53c8YyISmNl3FQF3XgHw7H4wxSr4cf63Ozbti5TLzZaFR3h6LwgHJw1T1vTjzrnHXHjHXq8zcGbvTR7deEm3sU34fuxm/G++JC1Zh8xZikIlwyePOw+vPifkWQQlqhRA66RB+ZG56545Xfhh90jOHrjF+UN3UWsUNOxYEZVaTsCdl/gV8UEilfDDF5u5efoRYxZ2496lp0zpuhR9hgGxWETlRiVp2Lky3w5cQ3pqpkNZo0UZBk5vaxWNIBKByIY4AJmdHRxd7FgyaXuWsbP7b1GlcUlqtijz3nsRi8UULpOH5UcncHznVZ7dDyFfCR/qti6Pu7fzH05diYlI4LdfzrNv7RmSE9LIX8KXAdPakLeYLyqN7a4A72LvqKZOm3KUrFqAtOR0ZHIpWhc71HYf317y78beUU2NFmV49iDE5nitlmUthRcFBAQEBAT+iwgigICAgMC/GJlMwtpZe60EgDesm72PKo1L/L9EgKAn4RYBAOD0nutMXtWPKyceoNdZFx909nAgV0EvS8HAxLgUZg9aR7+vWtmcOzI4FplcitpOgVcuV+RKKfoMAzdP+zOr3ypL1f5Lh++ycf5BvtszmjyFvUmMTSY+JpnUpDTstWq0rvbY/S7iwcPHmSZdq5Arnwc3Tj9i3Td7iAzOLFxXpLwffaa04vrJh9TvUJG7F59wdOtly7kmk5kLv90mMTaZDsPqs2HeQQDO7ruJb153Oo9qhESaWRfATqumafdqPLrxMsv9VapfjFO7b2T7bHetOEnpagVw+MBOvEwuxTuPGz3GNkGfYcjsYPEn6lbERycxb9h67l58Yjn25G4Q49suZva2YZSs+nEFIsViMW5ejn/4+v8UYrGYWi3LsH/dWaLDE6zG3HI4Ua1pSaFdoICAgIDAfxrht6CAgIDAv5jEuBSbBdDecOtc9l0EPobLR60LAKanZvDrj0eZvKw3RcrmBkAsEVO5QTHGzO/Ciqm7rOzjIhORSCXIs0m3iA6Lw95JQ7vBdVGqFcSEJzBv6Dqrtn0AKYlpLBj5C+GB0czovZKBNWYyuul8+lefyaIvNhEdHp9l7oigGKZ2X8a+NactAgBk1ii4cCgzMqFSwxKc3HnN5truXX6KX1EfK4d7z5ozxEZapxmUqlqAQmVyZznfJ687SfGpNueGzFQCg+Hjw9JFIhFyhcymAGA2m8nQ6TGZsp8vIijWSgB499ylU7ZnSZ/4N+Pu7cz8XaNo87olpJObPW0H1uG7nSP+X90UBAQEBAQE/hcQIgEEBAQEPiNMJhMx4Qno0jKQyaU4uTlk60ADmE1mzGZztuOG37UK/BiSE1NJiEpCIhNj55g1iuDe5acEP4+kWY/qjFrQBbPJzL61Z5g1YA1pKbqs8yWkolIryLDRcs/Dx4UuIxvi87qoXOjzSHRpttsEPrsXRPDzSB5cfWY5ZjabOX/gNjKFjGFzOqG2UxIbkYBYLOJUNs690WCyONImo9Eq1/73JEQnodIoSE1OBzLFiN8/UxdPLVNW9OH+1Wf8tvECZjM06VqFktXyI5GKuZdNW8SSVfKTmpSK2l6BUvXhUHxbGPQGYiMSOLH9Cg+vPSdPEW/qd6qMh49LlvdNdusAeBUQTlqyDqfsm0786/DwdabXhGa07l8bEeDgYpels4OAgICAgMB/EUEEEBAQ+E9iNJqIjUggLioRs8mMk5sDTu4OyOSf7mMxMTaZi7/dZsOc/cRFJSJXymjUtSodRjTExdMRk8mUJYxZo1VTqGwe/LNpe1a6RsEPXjcjXU9SfCoSqRiz2czisZuwc1RTtGI+CpXObfOcuMhEUhJT8fR1IS4ykZM7r9kUAABy5vckKT5ruoJ3XndyF86Bu7eTpVd9enr2Bd0ATNkUdDuz+zrdxzXj4sFb/PLdAfIU8cHeSWPT9vGtl3QY3oBdK04ilWWG1mcnpNg5akh/p8icaw5Hm6KMi6eWmi3KUL5OZuvJNznyVZuUYseyE8RFJVnZqzQKqjcrxdA63/L1+kGUrZW1ZeX70KVnEBeRyP0rT4kIiiFPEW/EEjEbvzvIruUnmL5xCKWqFbSkLQA4ONt+HpAZHfGu7f8KMrkU139Jxw8BAQEBAYF/CiEdQEBA4D+HLj2DW2ceMazuLEY2mMOoRnMZVGMGZ/dcJzUp7ZOsyWg0cmbPdRaN3WQJy85I15MUl0LQk3BWTd3Bt31XcWDtaUKfR1rOc3DSMHRWe2SKrOJFg06VcH5P9Xij0UTw0wiWT97GqIZzmNDqe05uv0LttuWp1LAEi8Zs5Pz+m3T/okmWc/MUzkGr/rUzoxU8HOg0oqHNa1SoVxQHZw2Nu1VF8k5P+0JlcjPkm/akJqdbBACAXAW8ss13d/VyRKVRMP6nnlnEmtptynN08wUWjNhAZFAsT+8EUrxyfpvzGPRGIoJi6DCsPvcvP6Vc7cI27XzyehATHm8lPPSa0Py9z1Rtp8SQYSDoSThP7gQiwsx3u0ZSo0UZxBIxIpGIMjUKMnFZL9bN2kOGzsCisZuIsZHOkB3paTquHX9A/6rTWDB8PRvnHWBmrxXcu/iEMYt6YDSYmDt4HTER1vnwxSvlQyyx/Wu/RouyaF2yFwn+V0lLSbdEeQgICAgICPxXECIBBAQE/nNEBMYwtdtSK+cuLUXH/OHr+f7gOAqX8/vH1xQTnsCGufutjlVqWIICpXMzqe0iy071hQO3cHSzZ86u0Tg422EymfDJ586Ph8ezfckx7l16ioOzHe0G16VYxbykJKQSGx6Pyk6Js7uDVTeE4KfhjGk0z8oJWj11J6VqFKJBlyoAHNl0gUbdqjLt5wHcPh9ASmIaFesXo1DZPLh4aDGbzchkUhp2qYxcKWXLwiMkxqUgV8po2KkyHYbV5+DPZzBkGJiysi8GvRGlRkF6agYBt17SsGtVq3t2dLOnzaA67Fx2Issz6vZFU1Z+vQMHJw09JjRjzcw9lrHqzcvwTZ8VVs8Ts5m8Rb2zVImXKaR45nQlPiKRguX9qNK4JMmJaTy6/jaawievByPmdWLOkHUAaBxU9BjflPJ1i763KF94YDTfDVnHw9cpCxKpmJYD6tDjiyZUbVQCsVjEo+vPmTdkHcmv6wVEhcSRGJeCi6djtvO+S3RoPLP7r8pSN+HGqYfkK5GTElXyc/fiE+IiE63y3509tExY0pO5Q362Otfbz42e45uiVP+5lIR/I7ERCfhff87+tWcwm8w07FaV4lUK4PoZFzwUEBAQEBD4qxBEAAEBgf8Uer2BfWtPZxtWvnnBb0xc2Q+1/T/b8iw1Kd3iFL6hcfdqzOixLEuoenxUEssnbaN+l8rYO2pQO6g4tOEcIpGYln1qkJ6SgZOrHWum7+TM7usYDUYUajlth9Sned/aOLk5kJqUxvpv99rcBb191p9G3api76QhKS6FwxsvcGzrJYpUyItSreDuOX8KlcnN9ZP3ObHtMgq1gvqdKuPsas+Aqa2RK2SYzWZunHpAQnQSLfvXYcPc/Xw3fD2DZrQjLjKBy4duA+Cb151C5fwsDrDGXkX7ofXJXzIXWxceJio0Dr+iPrTsW4sLB2/x9G5mp4ImPaujVCtIT9VlOuUisuT2r/hqO+OW9ObOhQBO7bpGalI6ZWoWomnPGmz74TceXHmGSqOgctNStB1QG/eZ7YiLSsLZzR5nT0fkCilzt48kQ6fHzkGFs6cD8ZFJPA+JRSQS4eBsh8s7TmNseAJfd/6JoCfhlmNGg4ldS48jkUoIexnF+YO3szxvlUbxhzo4XDh4K4sA8IYjmy/Qc2JL7l58kuV5KJQyKtQrysozU7hy7D5RYXGUqVEIvyLeHy1A/C8QG5HAvEFruXP+seXYnfOPyVvcl2kbh+CawwnITM8xm83YO2mEbgICAgICAv9TCCKAgIDAf4bUpDRCnkfy8lFotjbBzyJIT9X94yLAm6rvbxx+d19nQp9HYsymevztc49p1rcWW74/SOexTTmx7YplrPuE5myefxC9Ts+weZ2x06qJDovn8MbzGPVGuo5rTnxMMleP3st2PbfPPaZg6dxcP/kAyHRm772uLP/9wXHM7LUc/+vPLfaHfzlH3faV8MnvyYbZ+yzHrx27z6JjE+k3tQ3thtTjuyFreXTt7Xk3Tj2kUqMSDJnTBZEIJFIJUrkEtxxa2gysjVQuJSNdj8peQfI7dQX8b7wgZwFPntx5RZUmJXFyc8hyD6lJ6czouZyytYvw3Z7RSKUSjmy+wNwBq0lJzEz7SEvRcfLXK5z89QqtBtRhwDftrXb67bRqEqKTSIzLfF4/jd9M7Ou2cx6+LnyxtDeFyvohk0uJDI6xEgDeZf+a04z5saeVCCASieg0qhH5S+bk18WHSE/NoE67iuQu7I29s4aU+FQkMgn2jtZh+hFBsWRHQnQyGnslcqXMpmOvVCnw9nOnzcA62c7xv87Da8+sBIA3PLsXxLUT96lQvzg3Tj1k/5pTGDIM1G5XkVptyuPu4/IJVisgICAgIPDXI4gAAgIC/xnuX37K4V/O4e3nxoMrtiul5yzgiVIttzn2IXRpGUgkYqR/orig1tWOig2Kc/nIXQBkMqlVQTpbmIwmHl59Tka6AYVKhi5Nj1gsIm8JXxzd7ImLTOCX2fuIjUjAO68HbYfWJzIklvBX0ZnrlEmyFRmUagVGQ9aq+UUr5uXh1WdWAsAbTmy/zMRV/S0RBJBZQDAqOBa3Cnm5ePCWlQAAULVZaeq2r8T8wWt5dP0ZTXrWQOtmbyUkQKY4MG5ZHyKCYngVEI6rlxOjvu+aWZPA3YG0ZB2uXo5Eh8UDULlxSeq2r4jJaEKhlCGTSVCoFPz28zmLAPAGdx9nen/VCrPJzNHNF8hbzBeTyYxMIUWpVrDl+4NUbVqGb3otR6aQUaRCXswmM0/vvmJimx9Yfm4qPvk8CXkRSXakp+hw8dRaCT3dxjUl7EUkm797mwZyfOslilfOT++vWvPDiPXYadW0GdqAYpXy4eSeWYugbO0iHNpwzuZ1CpTOxauAcHpPbomTu3226/mvkpqczsG1Z7Idt9OqmdV3BQ+vvO1A8WLGLg6sPc38/eNw9xWEAAEBAQGBfz9CfJuAgMB/gtiIBJZN2srVY/eo1ryMVZG6d+kypgnqPxCaDRAVEsuJbZeY0X0Jcweu5t7FABKik9BnGEiOTyVDZ7vlHWQW/4sOjSM9RcfAb9qTq5AXAOGvoslT2Dvb87zzehD7upjcK/9Qyy6l2kGFXCnj4ZWnFgEAIORZBIvHbESlUaJL1ZGRrqdGq3LZzl+5cUly5HGz2hVXqOUMmNGOgz9n70Rd/O02IxZ0tSrclxibTHJCCgfWnray9cnnQfXmZZnZYxl3LzxGrzNQtk5RNs47kGVeo8HI+ll7aNanFiKRiHJ1i+LiqcWoN3Lt6F3CXkQyaU1/VBoFncc0JndBL+YNWM2sXsv5utOPTGixgKiQWFoPrGs1r9bVnhELurJ66g6uHr2H2WTmq46LGVF3FoOrTWdyu4XUbFWeB1ee0GVsUyYs70vhsnkoWjEfk9cOpNWAOhxYexq93oCnr2u2z0WmyGz3uOTEJBp3q0aFBsXIXyInx7ZcBMDOUU2fr9swfdNQmvWuBUCL/nV5fj+YWb2Ws2ziVuKjMzsMFCiVC3df273uO45oRIlqBajbriIK5Z8Ts/6XMZvMGLNJBfLI6UJKQpqVAPCGyOBYDm86b1MYExAQEBAQ+LchRAIICAj8azAajMSExfMqIIyE6CT8ivni7KlF6/LhHc+05HTCXkQBsH/1KUYv7M7q6buIf926TeOgYtjczvjm9/xDa4oMjmFCiwWEvbMLnJ6io9PoJpzaeYVnd1/hWzAHrQfVwyuPm1XxtbCXUez88Qhn91zHM7cr/Wd2oM2AushVMl49CUepUVC7XQVO7bhqdU2xWETXcU3ZPD/TWXZ0d7Dsbqen6LB31HBi22Wb692+6DCVGpbg2NZLtBvWgDvnA4gMirGyad63FpHBMWidNaw49xXJ8alIZRIc3RwwGk2kp9puBQivn3NgJGN/6sm8QWsxmcx45XHDZDRj+J0D1bRXTTbO22/ZGde62pOcmErd9hURiUTcvRhAeGC01fNy93Fm4sq+yORSfhq7ibO7r1nGy9Qpyk8nJpEcl0JEUAyT1w7kwdWn7Fl+goigGCa0nM/iE1PYveIESXEpqO2VjPy+Gxtm70WXmkH1lpmCxLs1GEKfRzKj+1IWHp3I5vkH2DjnbYTCjsWHadyzBvlL50aXmoFnLlfcfZyJDM4art+oW1VcPLXIlXIGz+6A0WBi3cxdANg7aZiwvC+/zN7L2ndaPZatU5SJq/vzbd+VnN19nbZDG+Doao9KJWfWthGsnbmbK0fuYjKZ8fZzZ9CsDuQt5ouTe9bUCIFMNA4qGnSpYklteZcSVQtw8dCtbM89se0yzXrXem93CAEBAQEBgX8DggggICDwr8BgMOB/7Tlfd1xMatLbYnYVGhRn1KKeOH+gsNmbPuhGg5Grx+4RF5VI369ao7JTgjlzFzBPEe8/1Ctdn2Fg7/ITVgJA3uK+1OlQifEt5lt2DR9de86xTReYvH4QlRqVQiqTEB4Yxah6s0iISQagw6jGLBm3iZcPQ9A4qHD3deHoL+foMakVRSvkZffyE8RFJpK/VC5aDqjN8W2XCXotFOQp4mPZ8Veo5IQHRmM2mxFLxJSqUQgnN3tCX0bz6OozkhNSSUvR8eBiAKe2X+aLZX0JeR7Bpd/uoLJTUq1ZaZLiUihSIS95i/lwaN0Zrh+/j0Itp37XqlRoWIKytYpwbOslm8+kTK3CHFx7hkqNStKkZw2iQuNwcnPA3klDvQ6VeXrnlcXWr5gP7Yc3RG2nJCI4BhdPR+RKGUnRSZhMZtoPrY9cKWfJxK2kp2QKDxp7JU+uP8PBSUPRSvkoXM4P1xxOSKRinNwdWPHlFhzdHHDN4URkUAzJCalMXN2f2f1WkZas4845f5acmszBn89SsmoBAB7feEHLgXU5uO5MliKMAM6eWp7de8W5PdezjB1af5by9YsjV8oyQ8m3j2R696UEP42w2NRoVZaOoxojlooJfxnFrTOPCH4SRp7C3kxeM4CE2BTWf7ObJ7cDrea+cfIBMoWUZr1rsmvZcQJuByISwbLxWwh8FEyDbtWZvWMkWld7FCoFMpkEk8mE2Wx+bwcDy/tXpyc2IoGUxDSUajlaN4c/VKDw30qp6oXIU8SbFw+tu0Y4ONuREJOU7Xki8YefqYCAgICAwL8BQQQQEBD4VxAdEs/ktgvR/S5P/urRe+xdcYJuk1oik2X/kaZ1tadW2/KWHfIntwOZPzSz/ZtUJmH15Zl/SAAASIhO4simC1bHWg6sx6qvfs0SNpy7cA4MGQYe33hOeooOlb2SWu0qsn/Vyczd8txuvHztlKQkpvHiQTBaV3tcPLRcPnybL1f2JexlFI9vvWThqA0kxCSjUMsZs6gnrx6H0m18M3YuOYY+w4DaXknFhiVo1qcW14/dJeJVDKWqFqDzmCZsmLWHhJgkWg2ux4E1p5jYagGjFvWgaMW8hDwN56cvNiFXSilRrQATWy4gPirRcg9Pbr3k6uG79JrWlou/3c6SW++TzxNHNweCAsKICY/n252jUWrkiMViRCIRNVqVJS46kbDnkVRpUpoHl56wd9lxEmKS+HLNQI5tucCN4/ffvrZH7lCwrB+jvu/GnIFryFnAiyc3X77ejd9HzTYVqNy0NLN6LmXY9915+TCYRj1qcHzLBQJuvsAnvyeNe9Uk8FEIfae1YemErfhff46jqx0lqxZg4YifGb6gOx1HN6Z0zSKcSr1iEYrepXqLshz8XSrDuxzdfJ6ytYu8fgYezN0zhvjoJFIS03Byd8DRxR6VvZJHV54yqfUCMtLfpoc4e2iZumUEP/1OAHjDlcN3+WbHSI5tvUTugl6MrvetZX17lh3DTqtG62bPrp+OEPYiCtccTnT9sgWVm5bB0TX7CJn4qEQOrD7J9sWH0aVmIBKJqNy0FIPmdvnXFMBLiktGl5qBRCax1Ev4GFxzODFjyzAuHLzFoQ3nMRlN1OtYiTodKvHifhBXXtfl+D0Nu1ZF+55nKiAgICAg8G9BEAEEBAT+FTy69iyLAPCG/WtO0bRvbdx9bOdJQ2ahu54TW/L09isyMvTkLuRNSmIqj66/YMq6gTh7frwTkRSXQlJcMiaTGX2Gdb6/RquyVI9/Q4HSuek0pgmLRvxMwuu8bpFIRJ2OlRjxQ3cWjtxg2YF2cLajbqfK+OTzIGeBHCwetZ6ggDBO/XqZPtPaka9ETmRyKTn83PHJ58nFg7coUbUg5esXp0HnyqSn65FKxVRrXoapHRZaWiFe/u0WanslkzYMIfR5JKsmb2PKhqHcu/iEXxcdpkmvmhaB5Iulvdmx+IiVACCRSihcIS9ms5n0FB3zD4xj++IjXD5yF7lSSs1W5ShbuyjzB68FIDUxjaiQWG6dekC7EY2Ii0zg9I7LBFx9SpPetTi14woX998EwCOXK6lJaVYCwBse33hOxKsYCpXzo/2wBqyess0ydmbXVQqVz8u0LcNxz+nKg0tPmN7lR8v4iwfBXNh3gy/XDiJfiZx8u3MUQU/COfLLOao2L0P3Sa1IiEni9qkHnN99lZI1CjNj6zBWT93Biwdvd4lVdkpLoUNbJEQno9cbeZPo4eyhzRIyHhkcw7TOi60EAMgUfMJfRmU7t9lsRiqXUb9zFbYvOoy9k4aUhFT0GQYqNy2NyWRiydiNFvvo0DgWjVhP6LNIuoxvnhnp8jv0egMH1562Sm0wm81cPnSHHHncadKnNiJRZg0IZw/HbNdmNJqICYsjISoJo8GIk4cWZ09Hq3oQfwepSWk8vxfE2qnbeXbvFe4+LnSZ0IIytYugdf24VAjXHE606Febmq3Lg9mMvbMdEokYsVhEmVpFuHn6oZW9d1536nWsjEQilFISEBAQEPj3I4gAAgIC/wre5yilJqVj0Bs+OIe7jwtTNw7B/9ozrh+7R858uRn8bUfcvJ2RK2TEhMXxyj+UGyfu4+zpSIVGJXH1ckKpeZvHH/QkjB9Hrufu+cc07F6dig1LcHb3O2HiNtq3dxnXjDl9lltC2iHT6Tqx9RIeudwoUbUAsREJNO9Xm3J1i7Fn2VEu7r1K/1mdCQoIAyA5PpXFozag0arwzOWG0WRi+tYR9JzUEl1qBknxKehSM7hz9hGlaxdl6RcbLQLAu89p1cStDJ7XFYVawcuHweQqnIPY8ARUdpn36OyhJXcRH5Z/ucVyXoNu1ajaoix3Tj8kOSGV6OBY9K52NOxWlVLVC2HQG7h86DbTVp609K/3yuNObHg8h34+S9M+tZnR9UciAqORyiS0HFTfIgDI5FL6z+rIwTWnsn3dzu66yqgfe7H8yy2Wug5vOLrpPC0G1MHVx5l103dkOddkMrNk7EYGf9cFsURM2TpFsHNQ4VciJ5vn7LUK8Q95GsHpHVeYvH4I3/ZdaYl0eH7vFWVqF7EK8X+Xig1LfLClZERgNMnxqVmO69IyrN5fv0csFmGnVVGvc2XCn0dSrl5RXLyciAmPxyOnK9/2WmbzvJ0/HaFJ75o2RYDY8Hh2LD5sdUyulDF+1QBunbzP4MpTSE/RkcPPnf7fdqZE9YLYaa3bFGak67l73p+5/VaQFJspkCg1CgbP7ULVVuWwc1C/93n8WUwmEzdO3GdWj6WWY0EBYcztu4J2IxrReUKLj05pEIlEWaIlnD20fLGkF4+uPWfv6lPodXrqd6pC+XrFcPPOXmQUEBAQEBD4NyGIAAICAv8KCpX3y3bMI6crCtWHK6GHvYxkQpM5VoXwts0/wPjVAyhWtSBft/2BFw+CLGMrJ27hy7WDqNSkNEqNgoigaL5oONuym396xxW+3jKcGyceWBxGXVoGWhc7S66/T35Pgp+EWwkA73JwzSn6zOjApUO3adStGlPb/4DZbMa3oBeBj0Oxc9LQon8d8pfOjV6nRywRE/Q4jFyFvQl5Ek7gwxBkChnndl8lMTaZJr1rERkUQ1pyus3rBfqHYjQambh2IPcuBKB1tse3gBeeuVxZdHwSKYlpSKRiS055/a7V8Mzlytdtv7fMcWTDWfyK+TJ+zUAWj/qFkGdZneP2Ixqyb8VxzGYzIc/CMRqMqB1UFK2Uz/L8xRIx41cNIC4sHr0uexFHrzNw/fh9HlzKWswtMSYJBxd7UhPTrGpFvEtCTBJSqYQ5fZaz+PTXvHgQhL2TxmaOf2piGntXHKdex8rsXXUSlZ2Cmm0r4Jvfk2NbLpKWbP06al3sqNK0tM1aAu+SFJ99JMHLh8EUrZSPB5eztq2s2qwMMrmUb7r9ROCjt9EJuYv68OXaQcgVMnSpWSNkTEYT0aFxeOVxzzKWlqzL8v7oM60d+5Yd4865R5Zjoc8jmd5pEZM3DKVGmwpW9uGBUXzdfqGV0JSeouOHYevwzu9JscoFsr3f/w8xYfEs/WKjzbFdPx2hSZ9a/++6Bs4ejlRtVobSNYtgMpmw0/49goaAgICAgMCnQohrExAQ+FfgW8CLHH5ZHRqAvtPb4vKBwoCpSWmsnrwtSyV8s9nMdwNWER0cayUAvBmb23c5Ma9b8d0+/cgiAECmw79q0jYmrRtIw27VcM3hxKNrz5i6aejrPPPCeOZ0ISY0Ltt1JUQnobZTULttBZaO/cXiTCbGJOPt586Xqwdw58xDprX/gVndfuLGsbs4OGmY3XMJE5vP46s2C/iq9XzcfV1w9tDyba9lWULOf09aso4fhqyhavMyRIbE0HZoA7Z+t4+LB25g0Ok5vvkC1VqWQyKVUL1lWdbP2Jlljuf3g9i/8iTjV/SjbJ2iFtHAyd2B4d93IzggzFLjQKNV031iK0Ys7EHBMnlwcNYw5ZchtB3RkHvn/Tn082nK1y+e7XqrtijD3fP+NseKVsqPu48TRv37W7eJRCIMeiOXfrtN4141uX3mUba214/epVGP6sw/OI7vD3/JoytPuHr4DpPWDqR0rSKIRCLEYhEVG5Vg3Ip+PLgUQEp8GsFPwjmy4QyH158hKCCM5IRUjEYTz+6+wsXLiT7T29H/mw6Ub1Ac8TtF5g6uPc3oxb0oXauw1XprtC5Hq8H1CHsZZSUAALx8EMzCYetoM7RBtvdhyDAQ8So6y3GFSmapfyGWiOk3sz35SuayEgDeZeXELUS/fg/HRSYQFRzDq8ehOLrZDr3fNHsvKYlZox7+CpLjU4iLTLQ5ZjKZLZEzfwVqe6UgAAgICAgI/E8iRAIICAj8K3D1cuLbXWNY/uUWrhy5i9lsxtHNgb7T21K6ZpEPnp8Yk8zF/TdsjpmMJh5cDsA7nwchvwv5NpnM3DhxDyd3B64fv5fl3JjwONZM+ZWiVfIz78A4Xj4I4uevt5OSlEa5+iWo27kKgf6h7F56FGcPLZWblUFtr+Tp7UBun3mEe04XJDIpbh4OVg5bQnQS3nk9mNN7GcFPwoHM3PTyDUqyafZuhi/shdohM9Rbl5rB3uXHaDeyCSd/vYRCLUcsEWdJBwBwdHMgPVVHVHAskUExjPmxN6snb6VZvzrkKerLpYM3kUoltBnagKTY5GwdQ4CT2y5SonpBchXwpGnvmhgNRjRaNTdP3mfXkqMAOLlrcfVyYuWXm3n5INhyrqu3E3MPTiT4SRjFqxbAJ78XxzZdIPhpuNU1XL2dqNupCkc2nMtyfZlCSuNeNUlP1ZOalI7aQUXq74oVQmZRyDf1JMJeRHJ+93VMJtu94gFEYjEaBxUOzhpG1/uGDmOaIpVJkcmkDJ7TCZPRhNFgIj0lnV++3U1Guh6/4jn5stlcq+t3mdCC+t2qExUcw5NbLzm57SJGg5FKTUozfdtIFo/eQFRwLK0G1yfseQQFS+ak1cC6ZKTrkStl3D7ziOSEFLQu9lRsWJIrR+5YrdP/2jO6T25t8x6cPR2JConlh6FrWHB0Mm7vFPtzcnOgZtsKnNx2iSHzuvDyQRAZ2dTbAIgKiSU5PoVbJ++z5bv9RIfEkrdkLgbN6cyVw7c58btOEcFPw9GlZqD5G1ICPlS8U6HOPrVCQEBAQEBAIBNBBBAQEPjsSYpLJjokDv9rT2k9uB69v26DyWzGTqvBxUuLWPw2qMlgMGLIMKBQya3apBkNRku+ui1MJjOD53Uj4OYLjmw4S8SraOwc1bQf2Ri/or48vvGcTmOb0nZYA+KjEomPSsLe2Y6014XdytYrzobpOzi17a1D9PTWSw6tO83sAxMYOr8bSrWC079eJCkuheLVCtF2eEOMRhPlG5SwcpAB1A4qwl5GWQQAgKotyxH4KJg2wxuzetIWSwFCrZsDfWd2IOhJGLXaVuTUtku0H92YbfMPZrnPbhNbcmDVCQAeXHpCvc5V6DC6CeEvohhUfhJms5kcfu7kKe5Lr6/bsnfFsWyfWVpyOmKxmF1LjrJryVFEIhHTto1g7/LM+SVSCVO3DGPd9O1W96d1tWf0kr4sHrGOO68LsLl6OzNl83CuHb/PyW2XMBlN1GhdnnqdqxD6PIKxy/qyb8Vxrh27h8lkpkiFvHQY05Tn917hVzwn6ak6hn/fnXn9V1mF5ovFIvpOb8feFccBKFIhH6d+vUibYY3Ys9T2vdVoXR4HZzvCXkZStXlZ1BoFG2ftIeRpOFpXexr3roVPAS9WTdxC3286EhGc6SQP+74HYomYLXP3EugfyuMbLyhXvwRrv/7Vaid/77JjXNh7nS9WDiD0RRR+xXz5stkcmykjZ3dcpseUNlRoWBKJTMLFAzetxpVqOXZOGpLfKVyo1CgYtqAbP0/bTkRgNHfP+1O3U9V3xpX0mdYWMGM2mbm4/yZdJrTI9nUWS8QkxaYwf+AqAIpXLUijXjUBMy0G1CVXYW+2fHfAkmKQs5A3it/VOYiPSkSfoUeukH108T5bOLjYkbdETp7dfZVlTGWnxCu325+eW0BAQEBA4L+CIAIICAh8tujSdMSGJ3B+91XcfV2xd9SQHJdM+MtIxBIJlZuWsQgAyQmphD2PYP/yY0QFx1CufgmqtiqPRy43RCIRagcVOQvl4JV/qM1r5S7sw7ddF5Mjnwc9v2rD0zuBlK1bjI2zdrPu6+0Wu3L1i9O0f132LjlC31mdWD9tB1FB0eQvndtKAHhDQlQiL+4F8vJBEAdWnrAcf3z9OUc2nGXB8SmEPAlHrpRRtl4x9Do9ZWoXJXcRH1R2KgqW9SMmLI4abSpQqlYRXHI4MabON+hSdVbXWDhkDTP3fMGzu69YO3U7yy7NJF+JXGz5bj8Rr6LJXdSHlgPrc+3oHR5dfQaAm48Th9aconGfWnzd5m3Of5N+dXD3deHprRcUr1qQfcuP23xmxasV5Pn9zBQKmULKyMW9MBnNVG5WGo9crpSrXQyFSs6Vg7eQyiRUaVYG34I5KFq5AMvHbbR6LaJDYhlVczojf+pDz8mtiItMpFCFvFw9fJsKjUqxaMR68pXMyaSfBwOZ6QjrZ+xkysZhJMcls+qHA+Qs7M2CoxPZt+IEwU/C8MnvRZ0OlTiy4RyPrz/H3lmDbyEvVBol/teeUb9bNY5tPG91T45uDnT9siUJ0YnI5FJcczgxt/fyt886Oomt3+2nWuvyNOpVi4VD1vDD6anM67uckCeZIsGY5f1ZN+1XStYozJPbL7OE8kNmFf/bZx6SFJuMnYMq25oR0aFx2Dlp+KbzYqbvGsulg7csIodIJMJoMDF79xjuX35C4KNQcuRxJ2dBLzbN3mO57tmdV6nZpiLSd6r2m4FG3Wuwbtp2YsLicPFyQqGS2+zAUbVFWU5vz3xvdxzbDAcnDSsnbCIhKhGRSESFxqWYvH4w3w1YTUJMEt2+bGnJy0+ISeLeOX82zNhB2PMIchbypveMjhQs74e9k53Ne34fjq4OjFvZny8azbYqtCiWiJn48yCcP5AWJCAgICAgIAAi84eqGQn8ZSQmJqLVaklISMDB4c/vhAgI/BeIDY/nyPrT5C2Vm9CnEfwyc4flS7+rtzMD5nQlZ2Fv8hTzJS05nWO/nGXJ6PVWc9g72/H9ya/JWcgbgDtnHzGh6dwsRdzK1i1GyWoFWfvV2/ZzY1YM4MHlAI78fDbL2io3K4NnHneO/XKWL1YO4MCqk/jk92TP0qNZbGUKGVM2DWNqux9s3meVFmWp0rw0jm5aMtL1RIfE4ZXHjaCAMA6tPcmwRb3RpWawc9FvxIbFUahSfmp3qMLmOXu4fyHAaq7qrctTtmFJIl5GUatdRVT2SgIfhRITGkfoi0iObzpPbESCZV3fH5uM/9UnRAbFsv37zKiBmu0q0np4Q3YtPkzgw2D6zurEL7P28OT2S6trSaQSvt3zBUaDkcigGIpUyofJZEahkmM2mzFkGHl25yVisRi3nC6IEHF801ncfF0pUjE/4xvNtvk81A4qRizuzcY5e5iwdhAHV57AwcWeet2qcW73NU5su4ReZ6Byk1I07VsbXaqOiU3nkJKQ+d74csNQDAYTzp6OXNx3g+NbLqJLyyBfyVz0/KoNDy8H8PR2INeO3qXX1La4+bpydtdVkuNTKVe/OOXqFSMjLQO1vQpEIi7su87epUdJfF3o8V1m7v6CqW0X0KBHDRp0q07Q03BObr3Ii3uvGLawJ6nJ6ZzZcZmXD0NIS07P4uh75/Nk3KoBANy/8JhdPx0hNjwesURMpSalKFDWD11qBsWrFWRSs3l0m9yap3dfcevUA3RpGdTuUBlHFzvcfJwzU1VEImLC4gh8aC06NOxRg5E/9bG0t0tLTueHIWvwLeDFuT3XCHwUQrEqBWg2oC4LBq1Br3tbU8K3oBeTNwxlZK3p5CrkTb3OVVg6ZkOWZ+FbwIvOk9ogEouo1LgUansV6ak6dv94iJ+nbs9iP3JJXxr0qIlU9v7wfluYzWYiX8Vw9dhd7px5RK7C3tTuUAl3HxfkStkfnk9A4L+OwWAgLS2N9PT0zK4Zjo5IpVLS09Px9/cnPDyc9PR00tPTSUtLs9jmyJGDxo0bo9VqiYuLY926dVy/ft3K9s3/S5UqxYwZM8iZMycREREMHDiQvXv32lyPq6srx44do1SpUoSHh1OiRAmiorLvEHT48GEaNmxIZGQkHh4e773XNWvW0KdPn//X8/orEXwDgU+FEAkgICDw2aFL1bF13l7cfFww6AwsG2vtdESHxPJd32V8d2wKBr2BuIj4LDYAKQmpLBm9nq+2jMTOUUPekjlZcHQSa6dt59GVZ2hd7WnUowY5C3oxv99yfAt40aRfHdx8XBCLxdTpVJWTmy+iz7CuXH/54C2mbR/N7h8PE/o8guLVC5IYk0zhivnISNfz/O4ri9CQv3RuHl3NWvXdMteBm/T4qi0nt1xg23f7qNGuIs5ejvjk92LSxhGEvYggMjCaNiMao9fpkSllXNh7jbYjGhMZFEPkq7eFDpPjUylcLi93Tt5nSIVJmIxmZu4dx42T9zm3+5rFTm2vZNRPfchI1+Ps5cTD11Xpi1bOT6laRRhdc7pl/XN6LmHCz0O5e96fQz+fIS0pneLVCtLpi+bsWXKEjuOas33BAYYu7EnkqyhcfVww6o1cO3KHM9svo3ZQMeT7HkSHxlGpaVniIxOyjcaAzOr8do5qhi/sSejTCM7uusqY5f0YWXM6XSe2ZMLqAYhEIoL8Qzi98woOjmqLAADw4EIA6boMwp5H0bRvbUrVKoJUKiHQP4Qfhqxh9JI+7Fl2DLPZzLppO/Ar5suYZf04t/sq8eFxRARGsXHWbp7fCQSgZM0ijF8ziOXjNxH8u6JzYS8i0Lo5EPgohMfXn7Fl7l4a96lNo5410OuNOHtq6fRFcwIfheDgbAciEVu+22dx0mUKKTdP3GP91O34lczFmGV92bPsGK2HNODC7qsc/fk0dloNuYv4sPDMVJLjUvDM5UqboQ1QahTYu9jTr8R4CpTNQ7kGJfhl1m4kUgk58npg1BstNSaa9qtj1d8+PjKBc7uuUr5BCUrWKETgoxDuXwxALBHz1cZhvHocSlxEPMWqFqJAmdwE+YeiS82gUa+abJmzx+brFhQQhrOHAyWqF7bk7cdFJLDxm1027VdN3Ey5+iVwz+ma7XshO0QiER65XGnerw5N+9SySgcSEPgrMBqNpKSkkJqaatP5dXd3p1ixYgCEh4dz/PhxwsLCrBzfN38qVqxI//79EYvFPHz4kJkzZ/LgwYMsc6anp9O+fXvWrl2LSqXi8uXLNGvWjJiYGJtrdHNz4+HDh7i6unLy5Enq1q373nt69uwZfn5+HD58mMaNG7/X9tatW5QqVYqLFy9+cN7z589TtWpVAgICGDt2bLZ2d+7coXPnzuTMmZOoqKhsBQCA6OhoXrx4QalSpUhLS3uvAAB8cPxdMjKyr38iIPBfQhABBAQEPjtiIxI4uOoE03d9wfbvD9i00WcYOL/nGu45XXn5MIgKjUvj6u2MVx53chf1wd7ZjshX0UjlUhJjkkiKSyYuIoE5PZZQp3MVWg2qj4uXE2umbGXzt7uo17UaZeoWZ/OcPQT5hyJTyKjbtSpTt49ido+lVo6m2WxGn5G5WxryNIIabSsgkYoxG42o7JT0ntaOk9sucXLrRSRSMWJJ9k6K2ZzZ5k6ukjF911hun3rAvF5L0aVlWEKt245qwvT2P5CSkIpEKqF+9+oYDUaa9avL2q9/tczV+csWTGw626obwdet59NlUis6npuG/7Vn+BbMgZ1WjUj0JiXhDM0H1ufUtku0G9OUhxcf03ZUEx5decKDiwGkJqYxvd0CqretyLyDXxL2PIL0VB3nd13h0oGbNOlTm8ELuqPRqslTPCcHlh8j4MYz3HxdGb64FxqtGolUwsFVx3l2OxA7Rw1DFvbM9nnIFDIcXOzQOGrY/eNhUhPTCLjxnCa9a7F68rbX84lp2rcO5eoXJzIwmsmbhmcW6kvNQGOvwMnTiW97LmVun+VWc9doUwH3XK7YadWWAn51OlVhwYAVhL2IZMqmEUxtuwDDO50G7px5yPN7rxi/brBVygRkdj3QpWXgU8AL30LefLN3HP7XnnHzxD3aj2nOqi83cfXQbYu91tWeMSsHsmHWLp7ffUW9zlUpWjk/14/c4cHFAOb3Xc7cw5P4ru9y6nauSpm6xZEppDi42jOv91JC3qkP4VswB9N2jqF2x8okxaXgV8yXIfO74ZnbjRf3XyFXyPHO70lSXIpVVw2D3kBKYhomo4lrR+4wc88XnNp+haTYZO6e8+fuOf/MlpF53Gk1tCGuOZwx6o0oVHLsnTREBdl2SACe3HxB6drFLP+OCYuzepbvkpqYRkJ00p8SAd7l7xQA0pLTMZlMf0uBw38TZrMZnU5Heno6CoUClSoz1SMmJoaAgABSUlJsOrS1atWiRIkSQKZTuX79emJjY2061aNGjaJbt24AHDx4kEGDBhEcHGxzPSNGjGDRokUArFu37r27uqVLl+bmzcw6GvPnz2fcuHEfvFeAmTNnMn369I+y3bBhAxMmTMjWbt26dfTs2ROlUsnp06fZunVrtrZbt27lp59+QqVS8fjx42wFAMh0fFNSUnB1dSU2Nva9awVIT0+3Wvf7MBgyhW+5/MOtd9/YfMwutrt75meRi4sLxYsX5969rMV2RSIRNWrUoHDhzG4prq6ujB49mrNnz6JSqVAqlVb/L1iwILVq1QLAycmJ/fv38/z5c8v4G1ulUomLiwv58+f/4DoFBP4LCCKAgIBAtqQmppKalI5UJsHRXfv/mkuXlkF6ig6VnQK5MvNLgz5DjyHDgMrOuq93SkIqBn1mgb+gx9nvGj+/G8jeJYep26U6zfrXJTIomn3LjhIXHk+hivlpNqAee346TERgFJM2jyQlMRU7JzXHN57j5YNg6nSuyv3z/uTI60GZusWZ22upZW69Ts/htacJuPaMoT/0YN47DqVYLEImzww7btynFqsnbuLWifuWcZFIRO+ZHek2pTUymZQy9YtzcPUpWgyqR96SOTEbTGToDBxefwaZQopcKePl/SCMeiO7fzxsmcdsNnPlt1vEhsXTc2o7lo7ZgNFg5PC602i0aqq2LGfpAlCwnB9Pb73M0o7QaDDyy4ydZOgyaNi9JuGB0aQmpmIymfHO58GoJX2RyiQsuTiDsBeRBFx/TnpqOmXqFKfD2OYsGb2eyFfRnNl+mRptKjKr208MmNuFgJsvKFatIPcvPib0SThN+tVmcvO5GA2ZTt/LB8FcO3ybQQt6oNcZeHY7c2c9OT4FsViEs6eWxJhkStcphr2zBqVagUQqIV+pXCTFp6BP19N7egdSElJJS06nRruKNOxZgyD/UJQaOR653TFmGAlMSefXafuIDYujXrfqVGpWliUj1/LlukEY9EaMeiMSqQSZUorZBGKRiGE/9MD/+nNun3qIX3FfVt8PolHvWvy29pRNpzUpNhn/K08pXCkfj15HTagdVChUctJTdNRsW5FpbRfQ99vOPLz0mPZjm3No7UkrAQAy6wnM7bWEBae+5tS2S3jkdGF8/ZlM2jiCuIgEQp9F8PzuK7pMbMXaKVsI8g9lwLxunJixw0oAAChVqwgRgdE4udmByYjRYMQnvyezOi8iOT6zSKBEKmHU8v6WnXl9hoH75/1JjElGba8kNSmdFeM3MXHdYH5bc5JLv91GJIL8ZfLQfXJr3F93FHDydGTiz0PQpelQahTZ1i/w/F1Rvjc/I9kh+ROpAP8EseHxPL72jL1LDqPPMNCgew3K1C9h6bBgMpmy3SE2m83ky5cPF5dM24sXLnHu5DmiImIwmPSIZSJEUtDpdCiVSrp3707JkiUB2LRpE0uWLMkyZ1paGhqNhqVLl9KqVSsAvvnmG7766qts72HevHkWh3fYsGEsWbIkW9u+ffuyevVqANq0acPu3buzta1VqxanTp0CoFevXhw4YFukBShTpgw3bmR2ZJk7dy7btm3L1nbixIkWEWDnzp3ZCgAAK1assIgAt27dytbu9+Pvc6h/j1T64a/HJpMJsViMk5PTe+2USqXF8fbz83uvbfXq1S1OdcmSJSlTpgx37tzJ4syqVCoaN25suXalSpWYOnUqr169srJ5c06hQoXIkycPADVq1ODKlSukpqZabN+112g0qNWZwle1atU+SjQAKFy48Efbenl5cffu3Y+ytbe35/vvv/+wISCTyWjWrNlH2QoI/NcRRAABAYEs6NIzCH4cxvqp27h/4TFOHlo6f9mKsvVL4uTxYTFAn6EnOS4ViUyCXCkjOCCM7Qv28+pRCDXbVaJa24pkpGVwcvM5okPjqNqyPEWqFMTFy4mUhFQcXOzoOqk1mM3k8PMgI11P96/akL90HsxmM9eO3GHXokN4+Xnw4l4QW+bspmyDkiwastqyhssHbvDyQRCTN40kLiKeyFfROHs5Mv7nITy79ZJ75x7hkcsVtb2KJv3qsO27fTbv5fm9IBzd7Jn72wTUDpk7yGazGV26nlodK3Pj2F0rAQCgfONSFKqUn6BHoUQERpGelM68IxMxG01EBccQG5mISw4nWg1pQI68HiTFpdByaEOmtJhnNU/uoj6Uql0Us9mMX8lcyBQyS772oTWnqN+9BhN/HozSTomTh5bjm87TcmgDUhLSuHzgpsXhbjW8EY161CI+OonlY9YT+DDzC7aTh5YhP/Qib6nc3D3nj0arpMWQBphNZgwZBo79coYxK/ozpcU8DHojYqmE/rM7U6xKARxd7fEp4EVyfApl6hTl+4ErLQLAu6z+chNTd1iHiG6YsZPpO8ZgNBg5/etFwl9EUrBMbgpXKsCprRfQOKh4dCmAGu0q0e/bTvhffcqrB8Es/2IDvWZ2RCIW89PwdYS9iCRPMV+6Tm7D09sv2fPjIYICwhi3djARr2JYNX4jwQFhiMUiKjQpQ785XZArZWgcVFRvVZ6iFfOh1ChfP2tffp2/P8v6lWoFCrWcx9efkaeoL48uP0WulDF2RX9U9kqWXJzBq8ehuPq68Nuak/Sa3h6jwchvq05mmcvNx5kuk1qTHJNM/lK5cPLQ0nVKWzZ+s5Ouk1qzZ+kRzCYjYc8iyJHPk9TENHIV9rYIKG9oNqAu9k4aJjX51nLs2C9nyVMiJwtOTuXJrRcYDUbMJhMp8anEhcejtlcRGxZHclwK9k5qRvzYmx8Gr+GVfyjfdP2RUUv60H1KG0RiMU4eWhyc7UhNSiM1MQ2TyUTuoj6YjGYa9qrJ3iVva1+YzWbMmJBrZHjkdiM6NBalnYLHDx4TFhaOUwkVAbeeYsKECSNGjEiRUSRPMRzd7ElPT2fbtm1cuXLFyvlNTkohLS0Vv7x+TJ48mUKFCll2jDdt2kRaWhpGo/X7zcHBgb1791KrVi0MBgMVK1a07ALbYuPGjXTt2hXI3M3U6/U27b4/BWXcq3D4xj7cfFyQSN4vXowdO5b58+eTGJNE1WpV3mubkpLCsmXLgExnPT4+3qZdYmIiu3btsogAGzdufO+8ly69LVL6IUc5KCjI8vfk5Ky1L97lzQ4xgELx/naM7+Zm58uX7722tWvXISY0FqlCRs2aNVm3bl22tpMnT7b8vV27dty7d4+EhASbzm/Lli0ttv3798fX19ciwLzrVCuVSisHfezYsfTr1w+pVIpKpUKhUGQrDPTv35/+/fu/9/7e0KhRo492lEuVKmURUT6Ej48P06ZN+yhbjUZDhQoVPspWQEDgfxehMOA/iFD8438Lo9FIXHgCRoMRhVqOo9sf2ylPiE4kJiyOZ7df4uBiT+6ivrjkcEIq++e0uQydntiwONJTdJmtu9zs0Wg1vLj3iuvH7hL4IIgzv14i/XUl+gY9azJoQY9sq3qbTCbCn0eyb9lRrh66hZ2jhhZDG5KWlMbFPdfoPKk1d848xKg3UqNdJdKS09Hr9Di6a9Gl6TC/buEnQoRYJiEjLQOJTIJSreDczitc2HsNmVxKve41KFGjCMmxSXzV6jtqdqhM25FNiI9K5LfVJzi36yp5S+Wi84RW/DJjB4kxyXSd3Ab3nK7odXo0jmrEYjGRr6IRSzLD9X8csQ5HNweigmOtQv8B2oxsjP/lJ4Q+C6f18MZI5VKObzzHhPVDuXroFvoMA5Gv86+bD6zPywdBRARGUbJWUVIT0ziy/gx1u1Rj4aCVJEQnWeat27UaHce15N75R5RtUIKIl9FIZRIkMil2jmrun/fn5ObzIBLRqFct8pbKzXd9l/Psdb761B1jeHrjOTU7VkIqlXJu5xWuHbmD1s2eRr1rk56qQ+vmwL1zD6nZtgrz+y0jPjKRsOcRQGZLtXZjm1G1ZXlCnoShUMlx8XYmLjwes8mMXKVA7ZC5i6XXGXDydGThwJXcPvXAcg95S+Vm0qYRGPQGUhPTiItM4P55fyJeRnHtyB3yl8nDgHndiAyM5umdQI5uOEO5hiUpXbMI3/VZZvWFWOtqz7e/TeKr5nMYvLAXfiVyERwQimced3YvPoSTh5aU+FT2LTuKWCxC/nonXqNVM2nTCLSu9shVcmRyKaHPI4gPT+DohjPcOZPZhtDNx4Vv9k9An2FgdtfFhDwNZ/KWUSwevpbWwxtxad8Nnr4ugJinuC+dxmW2zUuKSyZPsZyYEfHKP4SSNQqTnJDK1jm7iYtIoFjVQjTsXQu5Skbgg2AUGjlft/8OlVZBUmIydi4qJAox7Ue0YM/so4Q/j0JvziCBGFwLaKnRviLRETHoMnRIFRLS0tLInz8/jWo3QaVU8+DWQ76ZPouY9EhEMpBrZCQnJqPL0JGakoqD0YVS9lXw8vIkb3UfNp9dh3/AI5s/oxKkVJY1pHnXxpRpW5j6zd+f7zulzwxSnhup0r0U7fu2fq/tuuU/U6VcdVbO/JkFe2e+1/bbyfMYM3kksfEx5MiR472282bN54uJY0hMTMTR0fG9tjOmzGTY8OGo7BWo1Kr32s6aNYtJkyYBWLUTtUUeUWG+nf0t7b9ogVT6fhFg3LhxzJs3j0v7r1OnRU3SSc3Wds6cOZZQ8q5du7J58+ZsbdeuXUvv3r0BWLhwIaNHjwbI4tA6OzvzzTff0KhRIwCOHDnC8iXLEYskqFQqtE4O2GvtUSqVqNVqmjVrRpEiRQAIDAzk/v37yOVyq5DrN393dnZGqVS+9/7/CBk6PaFPwtg0axf3LzzG2dORzhNbUaxaYRzdhO9JAv/7CL6BwKdCEAH+IEuWLOG7774jPDyckiVL8uOPP360ovq5/KCnp+pIiErEbDKj1qpwcLb/ZGv5O0hJTCEmNJ70lHRUGiXOOZwsOZ1ms5mYsDj06XpEIhFSuRSjwYjW1R6lRkl0aCz6dD1SuRRnL8dsd3xiwuK4c/oBYrEIO0cNGq0ahUaBXCEjPjKB+OhEchXyQaaSkZGmJzEmCYVSjoObPc6ejkS+iibseSSxYXGc3X4Jt5yulK1XgtzFfBCJxZhMZsQSMXKFDJPJhKObAxlpGcRHJWLIMCJTSFHZK9GnG5DIxBj0RlR2KjRaFbFh8cRHJiCWiNE4qJEqpBj0RuRKKQadkYz0DBCJUKjkGA1GkuNSiAqKxtPPw5K/fvf0Q64fvUO97jXwKZADk9HE/fP+aF3s0DhpkCtlOHk4odfpkcokyBRSpAoZaUnpBD4MJik2mcNrT/LoSmbodPev21Gnc1V0qRmIpWLEiEiKT8be2R6T0YhEJiUiMJLZXReTFJu5E+Wd34sp20aj0ihJjE1Go1WTnpwOIhFisYgTm87RclgjzEYTCTFJyORSxBIxMqUMuTLTOdSlZaDSKDAaTUQFxfDgoj+/rTxObHg8dbtWp/WIJuj1RrQu9ty/4E9UUDS+Bb0xGU2EPA3Hr0QuzGYzWld7PHK5kZGWkXkthQw7RzUisYhHFwM4tPYkWjcHWo9owoHlRzmx6Rz2znaMWzuUaW3nM233OL7tvMgiprxLv9ldqNi0NLsX/cbxjeeo3LwsbUc3Q2mnRCqXorZX8fjaMx5efMzze68YsrAXagcVulQdupQM7Jw0pCWnYTSYMiuti0QYMgyZO8GYUdtlVrmPDY0l4MYz/ErmwdlDi9mcWZguNTGNl/eDOPbLGW4ev4vKTsnYNUOQK2XYOWkQi0XsX3aMVsMbYzabyEjXo1DJuXfeH9cczkikEhRqOVoXe1aM/wVXLyeaDWqA/5UnVGxWllf+wRgNRqRSKRk6Pc6+jiSmxjOx+TdkGPSYMFp2iE0YKVW6FN/9OoP0FB3Pnj3l+LljhEdEkJqSigmjJQw7IyODSiUq071TT1T2SmaN+I69l3eQShImkQmT2XqXuFyRikwaPJVSNYty5PgRBo8ZkO1niEKi5Mi2kywetIqA6Ifc58p7P3NqilqhddBScXghJn8z8b22u1btQ25WsXbVOnZdy97hA9j1814K5CvAtftX6D2o13ttt63egZ3ZkaD4Fwwa9/5dyS1rtlK1WnVu3LxO684t32vbt8EQpv04mSsXrtCuT5v32s6e9B3nFt4mIS2eC+aD77X9ZvwcuvXsSmpGCkVKF3qvbcNcrVl7fCm6DB1tOrfi9t3bNu3U2FFKVZVJC8ciEovYd3knR08cQSaVo5ArUGvUqNUqlEoVBQrlZ9CgQRQqVIi4iHh2/rqLh48fcO/MY4IehiFGjFQkJX9JPyo1KE/hAoVRKzWUrV+CDLOOlJQUK+dYJpNZCQnxUQlMbDKbZ7/rqvGGblPa0mNq+/fe9x8lJiyO9JR0pDIpTh5a5Eo5SbHJXNh7lVXjN5IYkylA1u1Wnd7fdCY1MY3UpDQ0Dmoc3exxdHf8w9dLjktBIhXj4GKPg8sf/y7x4OJjxtaeniWKqOXQhvSc3uFPtZEUEPg38bn4BgL/PYR0gD/Atm3bGDNmDMuXL6dixYosXLiQhg0b8vjxY0uxk8+d8BeRrJ+6jdPbLmLQGyhatRBDFvYiT/GcH8zf/DcQ/iKSHQv2c2jtSTLSM1Co5DTuV5e2o5uhslNycd91NkzdRnRILI5uDjQb3ABXb5dMR9Fg4uevtxL5Khp7Zzvaf9GChr1qZ+k7nRCdyKtHwTy6HIBEKiFXUV9+GrGWkCdhqOyUNOhVi5I1izKk3ATaf9ECo8HI5m93IZVJ+XrHWPYs/o0DK46TnpJO3lJ5GL1yAFvn7CY+KpFTWy+yb+kR4iMTcPV2ps2opphNZnIW9ibseSRbZu8mLiIeR3ct7cc2p3j1wuxcfJBGPWvzyj8EuULGyvG/kJacWQDI2dORQd/3QqmR45LDmdUTNnLr5H3EEjEVm5ahzzeduXb0NgXK5GXF2PXcOnkfkUhE2fol6DWzE5u+2cml/ddR2Slp3K8uJWrU4eWjYMSJIr7vvyJz91itYMae8Ty8HMCuHw6SFJeMS47MtVduXg6NVk1iTBKja3xNfGQCtTpWoef0juxbdpRzOy5j0BvIX8aP/nO70WFcS9ZM3ARAk/71uHrwJmEvoyhetRDrvtpCdEhm8aOchX0Yu3oQUrmEmJBE1k3Zyq0T9xCJRJRvUoreMztzbsclClcqyJbZu3hw8TEARSoXYPTKQZzZfpGa7auwbe4eGvSqzdct5liJDyOX9uf4L2fYOGM7ZrOZEUv7ce/sQzZ/uztTRAG8/DyYvGUUIc/DaTOyKfuWHmZMja8ZuXwAEYFR5C/rx76lR/ApkIPgx6EWAcBkzgyL1pOBET3L56wmNKU+21btZ8zSIaQkpTC01RiiIqKQKiUUrpYfk2MGNy7cQuWoYEfD9TSs15DQG9E06lObjau24H/fnwxjBhK5mJiMSKv3a/68BXA1epEYm0yENJDo2Ohsf37aNexI/NF05nRbjF9XN5au+9EyNvF30cfF85VkyoAZrJrwC4/NtwnibQeEKW9Sf7/M/J8UGbVELclVxIdIz5fsP7En2zU8vHmNCSGjEIlEbN21lbUbV2dre/HKBXr37MvXLedyLewCibwujmVD2r7+8AoBV5+yfPTPvDDY3iV/g86Yzrxei8lIMWDgw5WkzZhJTUrj9skHH7RFLCLiWSQV65f9oAiwoNdy1GI7vMo7v9fOQaElNTqdVROXk2pOxkXubnkfiBAjRoIECUqlkiqVqpArZ26iQ2I4ufwiLWu24+KZS5SoWoTnNwPRpxktZ/h656Jj3/YsGbWOq4dvUk5UizYTmvDyThA3j9xHZMqc3cPHnS/XjOD0pitkpOtRoqaeuIPVGr/aNpoFfZeSmpRZkFGd6IhULuX69ju0du5FUlwydo4aWg1vTKXm5RhZZQpGo4mSNYvQZmQTvu26iMfXnuIuLsDXLTszYH53kmKSGV55kvXDSIdFg1cxY+8Eovaks2XDDr7vt4zYZ/HYO9vRf153nt56Qdk6JfD1yknI0zCmtppH4MNgGvWpgzqPOyL/W4glYsasHEjgg1f8tuIER+Mv4OLlRPdp7anWuiJuv6t/8C5xkQkEB4RaIm5s8eLeK4wGo6Vew/+H5PgU7p17xPIx6wl9Fo5cKadRn9p0+rI1AdeesKDvMoutp58Hnb9szeZZuzj+y1ky0jPbYTYf3ICmA+vjlef97dUA0lPSeXAxgEWDV1rusXClAoxZNYhcRXw+GFXxhrjIBBYOXmUzjWjvkiO0GNJQEAEEBAQE/iaESIA/QMWKFSlfvjw//fQTkBn67Ovry/Dhw/nyyy8/eP6nVvsig6IZU+NrIgKtW6lIZVKWXp9LnuI5//E1/ZXEhMWxavwGTmw6n2WsQc9aNBtUnxGVJ2cZazqgHuUalmJ62/k2zxv8Qy/sHDWWY6/8g/lx6BpSE1Np1Lcui4esynJeiZpFqNi0LKvG/8LEjSNZNuZnmvSry4t7r7i0/7rFbtqucfw4bA2VmpXBZDJzaPWJLHNN+GU4T28+Z+cPWXfWWg1vTO6ivhxee4oeU9szqem3WWwc3Rz47uQ0hleaRHpKutWY1tWBH87NYFiFiZYv529QO6j5attoJjedjclkyryvGoUZOL8nQyu8fb+3Hd2M2LA4Tm29kOXaPaZ1wMHZjp9GrLUcW/toIVOazSH0WfjrfOLM/0RimLF/AivGr8c9pwvuedzYt+EgLUc2ZOO3OzCaDciQI0ORmYOslDHkp978NGI1aanpRBGKEQNGjIhlIpp2asT1Xx+g12UAIowYMGNCIpMQonhOcvLbsHwVGlzwxIyZys3Kce34TXTpOsyYiSBrgSpHXDBjJoEPV2SWSxSYRWb0hs+/LZGPW06GNBjDyc3nSSoSypUHF7O1VaBiy+IdHF5zkgN3dhLKy2xtRYioK2oLkEUw+D0SZNw6e4ddCw8Sow3hx3ULs7V1VbmzftEmfhi4gkhzCHe5lK1tyVxlcQ3MjUgkIsEcyxPuoiMNtZ0aZzdnIl9EI0GCSq2iResWPN4UglgkJt2cSiQh6MmwONJ1O9fk6bUX5Cmam6u/3sUOR8QiMWPXDWTh6GUkxSZbHG/xa5e6ZvvK2DvbER+VSIMetZjael6WNeYu6suEDcMZXHZ8ljE3X1fmHJnCgBJjbTpN49YOZe2ULcSEZr4nfQrk4OvtYxlQyroa+ldbR3F252UKV8pPUmwylw/cJDIohkHzu/Nd77fF40QiEbMOTuLbLgsthQbLNSxF3lK52TZ3T5brO7jYM3LZAGZ2/MHm8289vBFPb73g3rlMAWbM6sE8vfmcfUuPZLFtOrA+hSsVYMmIdXy1bTRTW83N0qbTycORiZtGML7eDJvXq9e9BnqdgejgGErXLc7GmTuAzG4CM/ZO4JuO37Pg9HRmdV5I6LPMootefh60G9uCn0aspc3IJsSGxtr8XOs3pxttRjWxKZzrUnWsn/YrcqWMmyfv43/F9nu9/5yutB/b3ObYH+XCnqtMa/NdluOFK+WnyYD6LOjztuDpvONfs+enQ1zccy2Lfcuhjeg+tT1a1/d/Pwm4/oxhFSdmyW23d7Jj6fW5eOb5uE2RoIBQ+hQene34mFUDadynzkfNJSDwb+VT+wYC/12ESICPJCMjgxs3bjBx4ttQT7FYTL169awK8HzO3Dv7MIsAAJkto9ZP3cb49cNQ278/h/JzJik2mVNbbDstx385S5uRTW2OHVp9kqqtKtocO7r+NJ2/bG0lAsRHJnL71H3GrBrEL9O32zzv7pmHtB7RFLlSzpGfT1GrUxWKVinI5m/f9sx+k+8cExpL5ebl+brlXEuRLQMGSyGtiPhQtvy48/UOsgkwY8KEGTPrl2ykwehqhCqfMXzQSMLNkdihRYoU8+vt0OKN8jBxyBQeJ98lnCCr8GvXKC9GDxlLhGMoUYmxFkdZTwZhCYHsa7TBsl4VGu6eucT14ed4Kn6BzpiOGTPB+x7g/zTrzqoaOy5OO4yHrzsh5tBMR18KOQvtsPnMMMGFFr+hM+rgnQ3VC7OO2jSXpsu42O+Y7bn0sO6Xt8KDFBkG9JYxflf/K40UgnkGwG/Hw0lNzz6HFyCej68ynWG0XUndFpLXH8lGDB+whFLFS/Py3quPWksh5xLkLOTDiYtHs8wtQYJcrkBjp8E5Pgc12lXm5ObzlPatQFpqGnK1jKAHoYiRvP6T6d664sXuRb/RemQTHo54hAueAFRvVQmFQknxyoVZPmpD5vy8zSEuQElq5W3I5K2jGVbxd7u4gHc+TxRqBSVqFWHvj4HM77ME38LerBqftRBanTbVuHoos+iZu8iberSzGlc7qBn0fU/yl8nD0HJfYhJlillakTPlqJVplAJLz8xlSLnMvOzCJQtQwqcwT0SZPayVIjU5eaellA7aNGnHzJ8X0OXbzjzZHYbRYMTOUYMECcY4UIuy7l6e332Vr34dS/jLSNZMsh0B8PJBEEEBoWhdHUiITrQaiwqKJuDaUxr1rs3BVceznHvj+B0KVcjHhT1XAQgOCCVDZ/1Gl0glmM1mzvx6kQY9avLgUkBmIUB3LZFB1hEiZeoV58axOxYBAKBul+osGbkWWyTGJJEYm4Srt7MlYudd5Eq5VeeFAmX8WDRopc25Dq0+QfNBDajTuSq/rTqWRQAAiIuIx//KEwqUy0vA9WdZxsNfRJK/jB9nfr1IuzFvnW2TycTxjWeo1bEKkUExFgEAIOx5BEqVnALl/ChTtxhTms2xub6NM3dQq2MVPHJljQaIDY9n96LfcHR3YMB3PZh95ccsNkqNgmqt/5rCbDFhcSwfu97m2KPLT2g3ujlqexWpSWmIRJnpa7YEAIDfVh2nxdCG7xUBkhNSWDdli83idklxyVzad43W2fyu/T2S97ROBVCoPtyeTkBAQEDgzyGIAB9JdHQ0RqPRqtotZFa/9ff3t3mOTqdDp3vrACQmJtq0+ycwGU2c35V9XuvtU/dJSUj97EQAk8mEwWCw/NHr9RgMBuLj4wkPD7fqSUyShDhjtMX5NWHEjIk0Ukk0xjL8i6HcMd/GhAl3cgAizJgQGUX8vHktQeInJBjjiCDIMgfA0BF6chbwxWAwIJPJuH/1EY/MAfSfcpmQcOtdYjX2yF/vVA8c60+4KYJLZ48SdywaFv3u5u7A+gdLMJgNNO56kjij7V3li8MOW/3byqE1wrX5p7J9flJk3N2QvUgVygt2nnyRdV4bpJFCGilEXg5BLlaQQeZ7O/ZppE37VJLBDFExIjJ4HYHwAd/WaMx00iRiCWaT+bXoYY0SNSLEyJAht5OhUCpIik4mkbgstiXylib8WSQSZJmvdWbJQUJ5YWWnwQF3vMlfJi/GVCOB/sEWW3VRMc8fvHy9qytBgz1aXBAhJpFYcpfwwSuXJzeP3CNneU/uX/CncuPyvLgeRMv2LQi8Hk6HsS34YdhyEqKTXrvQmV9+xUgZt3IoB5YeZfiSfoyqOiXbZ/PF2iHcOXWfV/6hdJzQkpSEVKsw39/z1bYxIBIxs8MC6jWrQUp8KiaR7X7n9vZ2zNz3JaOqTcH42lGr17Au+X0KAmYOPcxa6R4ynSYXTyeUIjVKMufW6lyp37EmEYHROIiyts4SiUSEPY+w6QCIxSK6f92OpJgkXDydCHkaTueJbTi1NWt0D0ByfOp7+8w7uTuQEp9CSkKaJZrFFkmxyUilEgwGI+EvImnav162tm4+LiTGZkaRRARGoXW1JzY8HjtHNYlx2VdWNxlNmAxG3H1cePUo+/Zn/lee4FMwRxYRAOD+BX8KVy5gUwRQqBUkx1uLV8lxyWhd7EiIyVxXlRZluXE8sy1XdGgsDy8+plrr8mxfcIAcfp5W5+YtlZs7px9aHZMrZVaiwO+JDo7B2dPRpghQrFohdnz/tvtCcnyKzYgGyHxWSbHJ+JXIxS8zbAutAPfP++NXIpdNESB3sZzZhuMHPQ6lZocqRIdkFdB+GrGGL9YORZeWkW0V9/SUdJJik22KAIkxSRj0BqJDYrl//hGD5vdg4zc7Lc8tR14PJm0cgbuNc/8MacnphL+w/RkM8PxeIF5+Hjy78xJ7Jw0xYVk/J9+gzzCQHPd+ATQ9WcdjG8/7DTdP3KPZ4AYflV5o72RHieqFuXsuq4gsFosoVOH9HQUEBAQEBP48ggjwNzJ79mymT5/+qZcBgFgixtnL+gt5tDkcA3rMmNAZU2jYvAF6Qwbp6emW/sVvnG+JREJycjIGg4GdO3fy4oW1E9WlSxeLrUKhID4+HoPBwLFjWXdqixUrZnHoNRoNMTExGAwGIiKyz58ELOFSH4Mthzb0xEvL32MIt7J99Ev2baT2Hd0LR22sITyrbSpJpJLpIBjCdaTosv/CDKAzZDrHekP2zvcbMsvpiZEiszioFuf6dzjgjAgRMmTkLuFLxMtoEhIT3uZMv8YOLQVyF0ShVBDqH5G5W48IM2Ze8QSJWIpcJseoM+FGDuxwoHbHatw5/pCEmCQkEgmthjVm1aI1FidZjBg7tChRI0bMkJl9WD5mPSJEdJvSnqcBTzn36xVLuLQUOVKkiBDh7OHEtJ3jSIxOZmrreXSZ1IZbJ+/z6HKAzfts0qUeCVGJlt3Pd6nUvCxOHo4cep41xaJr3V7kLupLmXol+KrF292+KnkqorZXcfTxacux4UP6sn3+fsJfZv2i7U4Ohg3oS1RwNNyxo2Pnlmx4/CtDu/Vh9uFFlChUitxuSaSG6Zj1yxR+nvorj69lfoHWaNW0H9uMAqX9ePUwGLkis7BYdo6H1tWBoCdhOHk48OzOSwpXLGDTDjIdbYlMQsjTcHIXy0laUjoOLtnn1jq42KN7XbNAppDh6K7FI5c7h9ecpG63Gtme55HLjfgo659JLz+PzAKExXNne55UJkWukjNoQQ9+W32CmNA4Cpbzo9Wwxtw5fR8nT0fcfV1RqhWkJKRkuzN56/hdZuydwIHltqNFGvWty8nN5ylZq2i2a4HM18Lw2iGNi4hHoZbjkcvNZuRU2zHNLGk7Ds72lvobSXEpFK6QP4v9G+yd7Cw74UqNMktqzhuc3LVZulO8wSuvJ8/vvLQ5VqFxGeb2sN51dvJwtAgALl5ONOlX15L2ZO9sz4ML/jQf3BB3XxcydHq883kS8jTzgy01MQ2tq3Wht/QUHY5uDsRH2Ra0C5bPx+WDWdvRtRvdlOtHb1s5/Qr1+9vLKdRyUhJSM68Xaftz38nTyeazksmlVGlRninNZ1O8emGe3HxuNe5TIAchT0Kp1LRclnPTktP5tstCpu364r3rk2ezS/3ufe1beoSStYoy/Mc+SGQSJFIJvgVzkLOQ93vn/iNIZRJkcqnNaAkAj5xulmeUFJfywRx7ld37XxepXIqrt7OlhsrvyZHP86M73Ng72zFiaT9GVf86i7g0dHFvnDwcP2oeAQEBAYE/jiACfCSurq5IJJIsjmpERASenp42z5k4cSJjxoyx/DsxMRFfX9+/dZ3vo3G/ulb5lwHcsTisJAG3re3ftC2CDzvg77Y1cnR0zLbXMcD9+/c/2vaP4Kh1xJBqwqg3IkOOESMiRCSTdd1aXJAhR4QYO7WGvGVy8+D8Y5JJIAnr9XTv0oNcfjmRSqXY2dkRGx7HroW/4VXUlQcv7pGeqLPk/brjjQwFcrmMLuPasfnbXfSe0Zm1UzdRqlVhbh25R1qiDgkSHBXODPu+Hz8OXcOg6T3Z+f1B4kIz12rGZAm/nvDzcLbO3kNwQGiW+8iR15Px64cys8MPjF09yKpv+BvKeJag/riaWRyEN8xZOYVZnReiEVlHuRSgJOPWDmXNxE3Ehmc+E5lCxtBhQxj969doRM5gguplavLYK8hi8y4Fy+dDK3HGXuQIwOEfzvDD+Znc3/48iy1Ai0GNOL31Ilo3BwpXKsDxjWfpMbWDTRFAJBLRuG8dxtT42vZcQxoxt7vte24zsik/DFiOnZOG8o1Kce3wbQCuHbrFpM2jOLr+tMX20JqTtBzemBU2Qm7V9ipK1ylG36Kj6fZVO05vu8CQhb3YtzQzemP/0qOMXz8UpUbJhPozaT6kAV0mtsaQYcBsNnN43SnkShnj1g8jIjCK0vWKc/PY3SzX0WjVeOfzxP/yE779bTLzev5InU7VsHPU2NyZLVOvOPcv+HPtt1sM+K47Mzt8z5cbR3Dk59NZbCEzF3j/8qPkL+NHQnQi438expIRawh5Gk6uIj6o7JQWZ/ddWg1vzOG1byNRJFIJFZuWZeGglTTuWy9b56Rmh8okRidyeO1JGvSogYOLPa8eBbN46CqG/diXZaN/pnj1wjTqW4dt3+1l8uZRnNySNRpAn2HADAz6vhcrv9hgtdtfpWV5HN0diAmNRWWnpETNItw98zDLHAXK+mUJmw99FsFXv45h5fhfLOfYOWpoN7Y5yfEpBFx/hqObAxpHNa7ezhStUpBWwxohEosoXDE/j648yXKd1iObcGzDaeycNDTqU5s9Px7KYiORSihVp5jNdAGJVEKlpmWZ2WFBlrEm/evx5MYzK2GhWpsKKDQKytQrTokaRfArnpOFg1aSnqrD0V2LZ243DHojPwxYzqjlA0iISWLM6sGsmbiJh5cCOL/7KoMW9LSkWwAc3XCalsMas37qtixrcMnhjGced8atHcy9c4+4eug29s52NBtQj3vnHrJuylaLrU+BHGgcVOQq4kPgw6xREb4FcyAWiwl8FEzLYY1YNDhr3RWAFkMakBCdxIML/pbPH8887vSf251t8/agVCvoOL4V8/u+zYkXiUTU61aDWZ1+oFKzcviVyMXzu4FW8xoNRpRqJS5eTjZ3zguWz5dFIHmDo5uD1Zx3Tj/gzunM/CbvfJ58f9Z2DYM/i5O7ljpdq3NkXdaIMJlCRvEahcl/xI/wl5GYzWYy0jPIkdfTKg3iDUWrFsLR/f2tbh3dHOgyuS2zOmWt/ZD5mVz3owsDAuQs7M2yG3M4s/0yN47dxd3XhZbDGpHDzwOV3V/XilBAQEBAwBqhMOAfoGLFilSoUIEff8x0LEwmEzlz5mTYsGH/isKAyfEpHF57khVfZOZ5PzBfI51UHF21vIjOWryoZ8+eSKVSZDIZdnZ2GAwGpFIpp06d4saNG0gkmT2HnZycGD16NFKpFKlUikajwWQyIZVKefLkCU+ePLH0L1ar1TRp0sRiq1AoEIlEyGQyEhMTSUxMtOp37OPjg0wms9hLpdJs2/YBBD4K5qvmc6zCQL3zeTJj75dI5BJGVZ1itauk0aqZuHEkagcV33ZZaBXGqrJTMu/41xQolxex+G3ocnqqjjunHzC3+2ImbhrFstHrCHr81kGXyaWMXTOEq7/dpG7X6uxafJAbR+/iWzAHg3/oxexub9vgtRzaCK2bAyc3n2fg/B7M6b7YamfL0c2BKdvGYMgwMLvbYqsQYXtnO2YfmszysespW78knnnciItIYMO07RZnwNFdy5AfepGvdB42TPuV079a10xoO7oZjfvWYcf3Bzi81jrku+mAenjkdmfta4dEKpPy1a9jyF3Uh1ldFxHwekc7Z2Ef+s/txuxui0lNfLt2V29npu0ej1gsYny9GRZndfruccSExfPj0NVWu94lahXhi9VDeHDxMRp7Fe653Jjaeh4NetUiPUXHzh8O0uerlQAAIMlJREFUYHqdLqBQyRmxtD9FKhdk48xfsxSDbDW8CXW6VOPUlvPsXvyb1Vj7L1rQpF9drh+9w+oJGxn/8zBuHL/LiY1n0aVl0G5sc5w9nVg1/hfL+vrN7UZidBK7Fh7EoM90at18XZm0aQSPrz3lysGbdJ7UFpWdghf3X2Gn1WA2mYmNiCcxJonanapx98wDFg9ZbeWoFiyflwHzerB17h46T2qN1sWeKb97/ypUcmbun8iz288JfxlFqf9r786jorrStYE/h6GKsZihikFmQRAIqEE0mqgk4hQSzXXiSyQmXuPQxiSamNyORjNoGzP52Un7xVZMf5o4xCnp4IoDYGuQiC2OyCQIMipzMUPt+wdttaWgaAzQ1PNbi7Xk7F377FNvnYPnrb33GTUQ+emFKC+pxMjJ4fjjxDU6jx509lbiDxtewprn12PuulnwDOqHq5cKUJRdgtbWNmz/8N/rUgBA+IQwzPyfKfhg2mf48O9vQ2gEPpzxuXbIum+YF154byrWz/8a16+Vaz8Lk1+bABtHK+31xNKm/Vs9Y7kxjGRGKLt6HXYutlj13Cc63wC7B7hi5b72he+KskuxZ/3fceNaBfyGeGPUtOH4/x/sRu75fLz1zR9gq7TGX97Yimf+MB65F/Kx7X3d9SRGTAnHfy2JRvrJTDwyaiAu/5qFuuoGBET0R215LSrLqmFhYw7Pgf3Q1qbBx7F/Rsapf1/rvEM8sOxvf8CfYjcg+5/to5tCxwzE/M9mY/mza7Fq31Jo2gRKcsvQ1NCMn+MSkPrzWVhYm+PDv78NdVU9bJTWkCQJ/zyUBp8wLzi5OyLu3W/xj+9T0NbaBksbC0xePAFGMiP8beUuLN08D1YOVtiy/DukJ/87uWVkbIRX/zIHbn7O2PXpjzhxy/QtmYkM//PdYjj7OEESEi7/mo1fDpyCuZUZxs+JRFVZNdbO2oAGdSNkJjJEvjAS//X6JFjaWWDXugM4c+SCdsi8mcIMq/a9iV8OnMIjTwzE/i/jkZl6BaFjgvD0/LEwU5ihqrQKkoEEBzd7xG86gu8/+1Hbl3mfxaK8sAJ7/288Wv6VPPEO8cCbWxfC0tYckCQkfncCNeW1kCQDhIwKgLOXEjcKy1GSWwaVd/s3xXHLv8PLq2Pwx4mrdW60bZys8eHf30ZawgUEjRgAe1c7/L8l39yxQN/cdS8gavZomFuZobyoApWl1WhrbcONokokbP8HVN5KjJo+HBsW/RUX/tE+Zc/C2hwv/+n/4GxC+/vxp8PLAY3Ax7P/rJ36YGhkiHEvjcasVdNwvaAcS8es1LkmO7jaYe2RFXD1VaEzBRlFeDNypc7fE2tHK6w7sgLugQ//i4CyghtYHv0nnccRGsuN8f6BtxD8eAAa1I2oLK7C1fRrsHO2hZmlCd4e95F2EUmgPTHz/g/L7npcN1Vdr8a2D77XSWQZy4ywdMsCDH16MEzN7//mXQiBpvomGMmNYfQQnphA9J+ip+8NSH8xCXAfduzYgVmzZmHjxo149NFH8fnnn2Pnzp24fPnyHWsFdKQ3nOh1NfWoKKrEr/H/RF1NAx4dFwYnDwfY3CP7/59CCIGinBJcLyhHYVYxXPs7w8HVDs4+7aM1yvJvIOvMFWSm5qCfvyucfZxQcLkIgcP8YWhsgKsXC3D512y4+bsgIMIPDm62HSYdGuoacKOgAhd/yYCztxPq1Y3I+DUbDq52CBzuDwNDA6gr1aitaH9cXn1tA2SmMtgqrSA0QO6FfBTltD+HXunhiAZ1AzJTr8DN3wWFmUW4ml4I7xB3OPZzQFF2MYJGDEBrSxsyT1/BlXN58Axyh3eIO/IvF8LRzR4leWVwcLWDykuJ5oYmVJRWQ5IAIYDM0zlw8VZC5e30r9XAT8PQyBARTw+GzETWPgdcAlqbW/HPw+chGUgIiwyCibkcxTllOHfsEuxU1gh7MgQm5u3PnTYxM8GNogqc/0c67JQ2CBkdCE2bwOWULBRkFMI3zAueA9ufNtFY3whjuQxZp3Nw5Xw+fEI9ETDUF411TUj9+SxqK9QY9FQI7FW2qKmqxan4NJiYy/FoVCgMjQ1xLaMYLU0tUHk7oSS3DAZGBnDxUUFuJkNJbhlMzU0ghEDK30/DwMgQ4RPCYGRshNbmVrQ0t0JuKsOlXzKgEQLBIwJgYi6HuqoO1zKL4OKrQlF2CawdrWCrtEZbqwaGxgbt6xFoBNKTM9HU0IyAiP6wclCgqb4J5UWVkJnKYGWvQFn+dcjN5LCwNodk0D6EWoKEpsZm1FXVQ+XlCFNLU1TfqEFhVglcfVVIT8lC1fUaDBzuByOZEQyNDKGws0RLUwsc3OxQW6FGfnoh0k9mQuXlhMDh/qivrQcEUJJ3HSZmMvQLcEVLUyvUVXVQ2FggPSULpVevo/9gb1hYmaE0/zqcfVTIO18A9wAXKOz/NdxfkiABSP35LOprGjAk6hEYGhuisqQaKm8nFGYWw9lHCU2bBvmXC3HlbB7cA90QOMwPba1tqCiuRGNdM+xdbWGhMEN9XSNK867DWG4MBzc7yEyN0drcikZ1ExrrGuHo4YD6qnqcSbiAG9cqEDxyAFx8VWisb0bGqSwEDvOHsdwIbS1taGvVID0lE9YOVnDsZw8DAwkN9U0wMZWjXt0AyUCC3ESGUwfT0NzYjCFRobC0MUdrSxsa6xvR0tQKpacD2lrakHfxGm5cq4CDqy1UXk6oLKuGo5sd2lrb55pfv1YOexdbWDsqYGBgiLOJF1F9owaBj/nD1MIEhZnFcPNzRnlxJawcFJAkCbUVauSevwond0covRwhNAJF2SUoL6qAb5gX7F3sUHWjGtaOCkBIaFA3orW5FYbGhrh6qQCaNg3cA9xQWVYNe2dbGMna3/eLJy7DVmkN71BPVF+vgZ2LLUxMZaiprENWak57EiPYHRAC9TUNsLSzgJGxMRpq6yEA2LvYoK6qHjXlatTXNMDM0hSWdhYwsZSjsbYJhoYGyLtYgKzTV+Dsq4KbnzMkQwNkpeZAXVmHkFED2x+R2qbBpeQMqKvqEDRiAKqu10AmN4bCzgJtrRqcOXoBQqPBo+PCYOVgibqqelRdr4GJuRwKWws4ujtok6UtTS1QV9XDSGbY4fDzxvom3LhWjsLsYig9HFGYXYK8iwVwH+AKN39n1Nc2wtpBATtnGxjLjFF9owY3Civwz8PnIDeTI2x0EGydrWFmeecaFw11jWhpamlf30YCKoqqUFlaBU1b+5NBsk5fgdLTEe4BbrB3aX/0Yk1FLarLatCgboSlrQWsnaxgam4CjUaD6wXlyEjNQcHlQvQf5AWPgf3g4Gp3z79F16+VIz/9GvIuFqCfvwvcA93g6Nb5+hW/VUVxJYpySnDhRAbsXdtHp9i72HY6N780/zoKs4pRfKUM/fydofJSat+PrlBX1aGqtBpZZ65AbiqHV7A7bJRWkJvefToBEenqDfcGpJ+YBLhPGzZswMcff4ySkhI88sgjWL9+PcLDO15Z/nY80YmIiIiICOC9AfUcJgG6EU90IiIiIiICeG9APefuD2klIiIiIiIioj6DSQAiIiIiIiIiPcEkABEREREREZGeYBKAiIiIiIiISE8wCUBERERERESkJ5gEICIiIiIiItITTAIQERERERER6QkmAYiIiIiIiIj0BJMARERERERERHqCSQAiIiIiIiIiPcEkABEREREREZGeYBKAiIiIiIiISE8wCUBERERERESkJ5gEICIiIiIiItITTAIQERERERER6QkmAYiIiIiIiIj0hFFPd0CfCCEAADU1NT3cEyIiIiIi6kk37wlu3iMQdRcmAbpRbW0tAMDNza2He0JERERERL1BbW0trKyserobpEckwdRTt9FoNCgqKoKlpSUkSerp7tAtampq4ObmhoKCAigUip7uDj0kjGvfw5j2TYxr38OY9j2M6cMnhEBtbS2cnZ1hYMBZ2tR9OBKgGxkYGMDV1bWnu0F3oVAo+IetD2Jc+x7GtG9iXPsexrTvYUwfLo4AoJ7AlBMRERERERGRnmASgIiIiIiIiEhPMAlABEAul2PFihWQy+U93RV6iBjXvocx7ZsY176HMe17GFOivoMLAxIRERERERHpCY4EICIiIiIiItITTAIQERERERER6QkmAYiIiIiIiIj0BJMARERERERERHqCSQDSK++99x4kSdL58ff315Y3NjZiwYIFsLOzg4WFBaZMmYLS0tIe7DHd7tixY5g0aRKcnZ0hSRL27dunUy6EwPLly6FSqWBqaorIyEhkZWXp1KmoqEBMTAwUCgWsra3x0ksvQa1Wd+NR0K3uFdPY2Ng7ztuoqCidOoxp77J69WoMGTIElpaWcHR0xDPPPIOMjAydOl253ubn52PChAkwMzODo6Mjli5ditbW1u48FLpFV+L6xBNP3HG+vvLKKzp1GNfe46uvvkJwcDAUCgUUCgUiIiIQHx+vLed5StQ3MQlAeicwMBDFxcXan+PHj2vLXnvtNfzwww/YtWsXkpKSUFRUhMmTJ/dgb+l2dXV1CAkJwZ///OcOy9euXYv169fjL3/5C1JSUmBubo6xY8eisbFRWycmJgYXL17EoUOH8OOPP+LYsWP47//+7+46BLrNvWIKAFFRUTrn7bfffqtTzpj2LklJSViwYAFOnjyJQ4cOoaWlBU899RTq6uq0de51vW1ra8OECRPQ3NyMX375BVu3bkVcXByWL1/eE4dE6FpcAWDOnDk65+vatWu1ZYxr7+Lq6oo1a9bg9OnTSE1NxejRoxEdHY2LFy8C4HlK1GcJIj2yYsUKERIS0mFZVVWVMDY2Frt27dJuS09PFwBEcnJyN/WQ7gcAsXfvXu3vGo1GKJVK8fHHH2u3VVVVCblcLr799lshhBCXLl0SAMSpU6e0deLj44UkSaKwsLDb+k4duz2mQggxa9YsER0d3elrGNPer6ysTAAQSUlJQoiuXW9/+uknYWBgIEpKSrR1vvrqK6FQKERTU1P3HgB16Pa4CiHE448/Ll599dVOX8O49n42NjZi06ZNPE+J+jCOBCC9k5WVBWdnZ3h5eSEmJgb5+fkAgNOnT6OlpQWRkZHauv7+/ujXrx+Sk5N7qrt0H3Jzc1FSUqITQysrK4SHh2tjmJycDGtrawwePFhbJzIyEgYGBkhJSen2PlPXJCYmwtHREX5+fpg3bx7Ky8u1ZYxp71ddXQ0AsLW1BdC1621ycjKCgoLg5OSkrTN27FjU1NRov6WknnV7XG/atm0b7O3tMXDgQLz99tuor6/XljGuvVdbWxu+++471NXVISIigucpUR9m1NMdIOpO4eHhiIuLg5+fH4qLi7Fy5UqMGDECFy5cQElJCWQyGaytrXVe4+TkhJKSkp7pMN2Xm3G69T8jN3+/WVZSUgJHR0edciMjI9ja2jLOvVRUVBQmT54MT09P5OTk4J133sG4ceOQnJwMQ0NDxrSX02g0WLx4MYYPH46BAwcCQJeutyUlJR2eyzfLqGd1FFcAmDlzJtzd3eHs7Ixz587hrbfeQkZGBvbs2QOAce2Nzp8/j4iICDQ2NsLCwgJ79+5FQEAA0tLSeJ4S9VFMApBeGTdunPbfwcHBCA8Ph7u7O3bu3AlTU9Me7BkRdWb69OnafwcFBSE4OBje3t5ITEzEmDFjerBn1BULFizAhQsXdNZfof98ncX11rU4goKCoFKpMGbMGOTk5MDb27u7u0ld4Ofnh7S0NFRXV2P37t2YNWsWkpKSerpbRPQ74nQA0mvW1tbo378/srOzoVQq0dzcjKqqKp06paWlUCqVPdNBui8343T7ysW3xlCpVKKsrEynvLW1FRUVFYzzfwgvLy/Y29sjOzsbAGPamy1cuBA//vgjEhIS4Orqqt3eleutUqns8Fy+WUY9p7O4diQ8PBwAdM5XxrV3kclk8PHxwaBBg7B69WqEhITgiy++4HlK1IcxCUB6Ta1WIycnByqVCoMGDYKxsTGOHDmiLc/IyEB+fj4iIiJ6sJfUVZ6enlAqlToxrKmpQUpKijaGERERqKqqwunTp7V1jh49Co1Go/3PKvVu165dQ3l5OVQqFQDGtDcSQmDhwoXYu3cvjh49Ck9PT53yrlxvIyIicP78eZ0Ez6FDh6BQKBAQENA9B0I67hXXjqSlpQGAzvnKuPZuGo0GTU1NPE+J+rKeXpmQqDu98cYbIjExUeTm5ooTJ06IyMhIYW9vL8rKyoQQQrzyyiuiX79+4ujRoyI1NVVERESIiIiIHu413aq2tlacOXNGnDlzRgAQn376qThz5oy4evWqEEKINWvWCGtra7F//35x7tw5ER0dLTw9PUVDQ4O2jaioKBEaGipSUlLE8ePHha+vr5gxY0ZPHZLeu1tMa2trxZIlS0RycrLIzc0Vhw8fFmFhYcLX11c0NjZq22BMe5d58+YJKysrkZiYKIqLi7U/9fX12jr3ut62traKgQMHiqeeekqkpaWJgwcPCgcHB/H222/3xCGRuHdcs7OzxapVq0RqaqrIzc0V+/fvF15eXmLkyJHaNhjX3mXZsmUiKSlJ5ObminPnzolly5YJSZLEzz//LITgeUrUVzEJQHpl2rRpQqVSCZlMJlxcXMS0adNEdna2tryhoUHMnz9f2NjYCDMzM/Hss8+K4uLiHuwx3S4hIUEAuONn1qxZQoj2xwS+++67wsnJScjlcjFmzBiRkZGh00Z5ebmYMWOGsLCwEAqFQrz44ouitra2B46GhLh7TOvr68VTTz0lHBwchLGxsXB3dxdz5szReRyVEIxpb9NRPAGILVu2aOt05Xqbl5cnxo0bJ0xNTYW9vb144403REtLSzcfDd10r7jm5+eLkSNHCltbWyGXy4WPj49YunSpqK6u1mmHce09Zs+eLdzd3YVMJhMODg5izJgx2gSAEDxPifoqSQghum/cARERERERERH1FK4JQERERERERKQnmAQgIiIiIiIi0hNMAhARERERERHpCSYBiIiIiIiIiPQEkwBEREREREREeoJJACIiIiIiIiI9wSQAERERERERkZ5gEoCIiHqFuLg4WFtb93Q3AAD79u2Dj48PDA0NsXjx4p7uDgAgMTERkiShqqrqgdt477338Mgjjzy0PvXWfRIREVHnmAQgItIjsbGxkCQJkiTB2NgYTk5OePLJJ7F582ZoNJpu64eHhwc+//xznW3Tpk1DZmZmt/XhbubOnYvnnnsOBQUFeP/99zus4+HhAUmS8N13391RFhgYCEmSEBcX99D6NGzYMBQXF8PKyuqB21iyZAmOHDnym/oRFxcHSZIwYMCAO8p27doFSZLg4eHxUPd5u7y8PEiShLS0tIfaLhERkT5gEoCISM9ERUWhuLgYeXl5iI+Px6hRo/Dqq69i4sSJaG1tfeB2hRC/6fWmpqZwdHR84Nc/LGq1GmVlZRg7diycnZ1haWnZaV03Nzds2bJFZ9vJkydRUlICc3Pzh9ovmUwGpVIJSZIeuA0LCwvY2dn95r6Ym5ujrKwMycnJOtv/+te/ol+/fr/LPomIiOjhYBKAiEjPyOVyKJVKuLi4ICwsDO+88w7279+P+Ph47TfXHX3TWlVVBUmSkJiYCODfw9Pj4+MxaNAgyOVyHD9+HDk5OYiOjoaTkxMsLCwwZMgQHD58WNvOE088gatXr+K1117TjkoAOp4O8NVXX8Hb2xsymQx+fn7429/+plMuSRI2bdqEZ599FmZmZvD19cWBAwfuevyVlZV44YUXYGNjAzMzM4wbNw5ZWVnaY7p50z969Gid4+1ITEwMkpKSUFBQoN22efNmxMTEwMjISKdufn4+oqOjYWFhAYVCgalTp6K0tBQAkJmZCUmScPnyZZ3XfPbZZ/D29tZ5v2+dDnD8+HGMGDECpqamcHNzw6JFi1BXV9dpf28fmh8bG4tnnnkG69atg0qlgp2dHRYsWICWlpbO30AARkZGmDlzJjZv3qzddu3aNSQmJmLmzJm/eZ+SJGHfvn067VhbW2s/n56engCA0NBQSJKEJ554Qltv06ZNGDBgAExMTODv748vv/xSW9bc3IyFCxdCpVLBxMQE7u7uWL169V2PlYiIqK9hEoCIiDB69GiEhIRgz5499/3aZcuWYc2aNUhPT0dwcDDUajXGjx+PI0eO4MyZM4iKisKkSZOQn58PANizZw9cXV2xatUqFBcXo7i4uMN29+7di1dffRVvvPEGLly4gLlz5+LFF19EQkKCTr2VK1di6tSpOHfuHMaPH4+YmBhUVFR02t/Y2FikpqbiwIEDSE5OhhAC48ePR0tLC4YNG4aMjAwAwPfff4/i4mIMGzas07acnJwwduxYbN26FQBQX1+PHTt2YPbs2Tr1NBoNoqOjUVFRgaSkJBw6dAhXrlzBtGnTAAD9+/fH4MGDsW3bNp3Xbdu27Y6b6ptycnIQFRWFKVOm4Ny5c9ixYweOHz+OhQsXdtrfjiQkJCAnJwcJCQnYunUr4uLiujSNYfbs2di5cyfq6+sBtCdxoqKi4OTk9Lvt86Zff/0VAHD48GEUFxdrP7fbtm3D8uXL8eGHHyI9PR0fffQR3n33XW181q9fjwMHDmDnzp3IyMjAtm3bdKYuEBER6QMmAYiICADg7++PvLy8+37dqlWr8OSTT8Lb2xu2trYICQnB3LlzMXDgQPj6+uL999+Ht7e39ht6W1tbGBoawtLSEkqlEkqlssN2161bh9jYWMyfPx/9+/fH66+/jsmTJ2PdunU69WJjYzFjxgz4+Pjgo48+glqt1t4k3i4rKwsHDhzApk2bMGLECISEhGDbtm0oLCzEvn37IJPJtFMSbG1toVQqIZPJ7nr8s2fPRlxcHIQQ2L17N7y9ve9YCO/IkSM4f/48tm/fjkGDBiE8PBzffPMNkpKScOrUKQDtowq+/fZb7WsyMzNx+vRpxMTEdLjf1atXIyYmBosXL4avry+GDRuG9evX45tvvkFjY+Nd+3wrGxsbbNiwAf7+/pg4cSImTJjQpTn8oaGh8PLywu7duyGEQFxc3B3Jj4e9z5scHBwAAHZ2dlAqlbC1tQUArFixAp988gkmT54MT09PTJ48Ga+99ho2btwIoH00hq+vLx577DG4u7vjsccew4wZM7q8XyIior6ASQAiIgLQPqf/QeabDx48WOd3tVqNJUuWYMCAAbC2toaFhQXS09O1IwG6Kj09HcOHD9fZNnz4cKSnp+tsCw4O1v7b3NwcCoUCZWVlnbZpZGSE8PBw7TY7Ozv4+fnd0W5XTZgwAWq1GseOHcPmzZs7vBFOT0+Hm5sb3NzctNsCAgJgbW2t3e/06dORl5eHkydPAmj/VjssLAz+/v4d7vfs2bOIi4uDhYWF9mfs2LHQaDTIzc3tcv8DAwNhaGio/V2lUnX6/t1u9uzZ2LJlC5KSklBXV4fx48f/7vvsTF1dHXJycvDSSy/pvCcffPABcnJyALQnjNLS0uDn54dFixbh559//k37JCIi+k9kdO8qRESkD9LT07VzrQ0M2nPEQghteWfzxG9fAG/JkiU4dOgQ1q1bBx8fH5iamuK5555Dc3Pz79JvY2Njnd8lSerWJx0YGRnh+eefx4oVK5CSkoK9e/c+UDtKpRKjR4/G9u3bMXToUGzfvh3z5s3rtL5arcbcuXOxaNGiO8puX5zvbn7L+xcTE4M333wT7733Hp5//vk71kF40H1KkqTz2QM6//zdpFarAQBff/21TpIHgDbhEBYWhtzcXMTHx+Pw4cOYOnUqIiMjsXv37i71m4iIqC/gSAAiIsLRo0dx/vx5TJkyBcC/h1vfOl+/q49jO3HiBGJjY/Hss88iKCgISqXyjmkGMpkMbW1td21nwIABOHHixB1tBwQEdKkfnbXZ2tqKlJQU7bby8nJkZGT8pnZnz56NpKQkREdHw8bGpsP9FhQU6CwgeOnSJVRVVensNyYmBjt27EBycjKuXLmC6dOnd7rPsLAwXLp0CT4+Pnf83GsKw8Nia2uLp59+GklJSV2eCtAVDg4OOp+9rKws7doDALTHd+tnyMnJCc7Ozrhy5cod78fN5BYAKBQKTJs2DV9//TV27NiB77///q5rSBAREfU1HAlARKRnmpqaUFJSgra2NpSWluLgwYNYvXo1Jk6ciBdeeAFA++P6hg4dijVr1sDT0xNlZWX44x//2KX2fX19sWfPHkyaNAmSJOHdd9+945tlDw8PHDt2DNOnT4dcLoe9vf0d7SxduhRTp05FaGgoIiMj8cMPP2DPnj06Txq4X76+voiOjsacOXOwceNGWFpaYtmyZXBxcUF0dPQDtztgwADcuHEDZmZmHZZHRkYiKCgIMTEx+Pzzz9Ha2or58+fj8ccf15lOMXnyZMybNw/z5s3DqFGj4Ozs3Ok+33rrLQwdOhQLFy7Eyy+/DHNzc1y6dAmHDh3Chg0bHvhY7ldcXBy+/PLLh/oYwNGjR2PDhg2IiIhAW1sb3nrrLZ3RA46OjjA1NcXBgwfh6uoKExMTWFlZYeXKlVi0aBGsrKwQFRWFpqYmpKamorKyEq+//jo+/fRTqFQqhIaGwsDAALt27YJSqbzjqRRERER9GUcCEBHpmYMHD0KlUsHDwwNRUVFISEjA+vXrsX//fp152ps3b0ZraysGDRqExYsX44MPPuhS+59++ilsbGwwbNgwTJo0CWPHjkVYWJhOnVWrViEvLw/e3t7aUQe3e+aZZ/DFF19g3bp1CAwMxMaNG7Flyxadx8E9iC1btmDQoEGYOHEiIiIiIITATz/9dMcQ9ftlZ2cHU1PTDsskScL+/fthY2ODkSNHIjIyEl5eXtixY4dOPUtLS0yaNAlnz57tdEHAm4KDg5GUlITMzEyMGDECoaGhWL58+V0TB78HU1PTh5oAAIBPPvkEbm5uGDFiBGbOnIklS5boJFiMjIywfv16bNy4Ec7OztoEzssvv4xNmzZhy5YtCAoKwuOPP464uDjtSABLS0usXbsWgwcPxpAhQ5CXl4effvpJO/2FiIhIH0ji9kl3RERERERERNQnMfVNREREREREpCeYBCAiIiIiIiLSE0wCEBEREREREekJJgGIiIiIiIiI9ASTAERERERERER6gkkAIiIiIiIiIj3BJAARERERERGRnmASgIiIiIiIiEhPMAlAREREREREpCeYBCAiIiIiIiLSE0wCEBEREREREekJJgGIiIiIiIiI9MT/Auq0Ir8XzObfAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Create a scatter plot with seaborn\n",
    "fig_dur_votes, ax = plt.subplots(figsize=(10, 6))\n",
    "sns.scatterplot(x='Duration', y='Votes', hue='Votes', data=df, palette='viridis', ax=ax)\n",
    "\n",
    "# Add a trendline using numpy.polyfit\n",
    "z = np.polyfit(df['Duration'], df['Votes'], 1)\n",
    "p = np.poly1d(z)\n",
    "ax.plot(df['Duration'], p(df['Duration']), color='black', linestyle='--')\n",
    "\n",
    "# Customize the layout\n",
    "ax.set_title('Does the length of the movie have any impact on Votes?', fontsize=20, pad=20)\n",
    "ax.set_xlabel('Duration of Movie in Minutes')\n",
    "ax.set_ylabel('Votes of a movie')\n",
    "ax.legend(title='Votes', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "ax.grid(False)\n",
    "fig_dur_votes.patch.set_facecolor('white')\n",
    "\n",
    "# Show the plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a scatter plot with seaborn\n",
    "fig_dur_votes, ax = plt.subplots(figsize=(10, 6))\n",
    "sns.scatterplot(x='Rating', y='Votes', hue='Votes', data=df, palette='viridis', ax=ax)\n",
    "\n",
    "# Add a trendline using numpy.polyfit\n",
    "z = np.polyfit(df['Rating'], df['Votes'], 1)\n",
    "p = np.poly1d(z)\n",
    "ax.plot(df['Rating'], p(df['Rating']), color='black', linestyle='--')\n",
    "\n",
    "# Customize the layout\n",
    "ax.set_title('Does the length of the movie have any impact on Votes?', fontsize=20, pad=20)\n",
    "ax.set_xlabel('Rating of the movie ')\n",
    "ax.set_ylabel('Votes of a movie')\n",
    "ax.legend(title='Votes', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "ax.grid(False)\n",
    "fig_dur_votes.patch.set_facecolor('white')\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data preprocessing\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "#drop non essentail column\n",
    "df.drop('Name',axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "genre_mean_rating = df.groupby('Genre')['Rating'].transform('mean')\n",
    "df['Genre_mean_rating'] = genre_mean_rating\n",
    "\n",
    "director_mean_rating = df.groupby('Director')['Rating'].transform('mean')\n",
    "df['Director_mean_rating'] = director_mean_rating\n",
    "\n",
    "actor1_mean_rating = df.groupby('Actor 1')['Rating'].transform('mean')\n",
    "df['Actor1_mean_rating'] = actor1_mean_rating\n",
    "\n",
    "actor2_mean_rating = df.groupby('Actor 2')['Rating'].transform('mean')\n",
    "df['Actor2_mean_rating'] = actor2_mean_rating\n",
    "\n",
    "actor3_mean_rating = df.groupby('Actor 3')['Rating'].transform('mean')\n",
    "df['Actor3_mean_rating'] = actor3_mean_rating\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "#splitting into training and testing\n",
    "X = df[[ 'Year', 'Votes', 'Duration', 'Genre_mean_rating','Director_mean_rating','Actor1_mean_rating', 'Actor2_mean_rating', 'Actor3_mean_rating']]\n",
    "\n",
    "y = df['Rating']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.model_selection import train_test_split, cross_val_score\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.metrics import accuracy_score, mean_absolute_error, mean_squared_error, r2_score\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Building + Evalution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The performance evaluation of Logistic Regression is below:  \n",
      "\n",
      "Mean squared error:  0.43598520634870763\n",
      "Mean absolute error:  0.47778240975736186\n",
      "R2 score:  0.7596766316418925\n"
     ]
    }
   ],
   "source": [
    "Lr = LinearRegression()\n",
    "Lr.fit(X_train,y_train)\n",
    "Lr_pred=Lr.predict(X_test)\n",
    "\n",
    "\n",
    "#Evalution\n",
    "print('The performance evaluation of Logistic Regression is below: ', '\\n')\n",
    "print('Mean squared error: ',mean_squared_error(y_test, Lr_pred))\n",
    "print('Mean absolute error: ',mean_absolute_error(y_test, Lr_pred))\n",
    "print('R2 score: ',r2_score(y_test, Lr_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The performance evaluation of Random Forest Regressor is below:  \n",
      "\n",
      "Mean squared error:  0.3695831078561917\n",
      "Mean absolute error:  0.39832756324900104\n",
      "R2 score:  0.7962787358954134\n"
     ]
    }
   ],
   "source": [
    "rf = RandomForestRegressor()\n",
    "rf.fit(X_train,y_train)\n",
    "rf_pred=rf.predict(X_test)\n",
    "\n",
    "#Evaluation \n",
    "\n",
    "print('The performance evaluation of Random Forest Regressor is below: ', '\\n')\n",
    "print('Mean squared error: ',mean_squared_error(y_test, rf_pred))\n",
    "print('Mean absolute error: ',mean_absolute_error(y_test, rf_pred))\n",
    "print('R2 score: ',r2_score(y_test, rf_pred))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluation result\n",
    "\n",
    "#### on the basis of  **r**2_score, RandomForestRegressor perform well"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "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>Votes</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Genre_mean_rating</th>\n",
       "      <th>Director_mean_rating</th>\n",
       "      <th>Actor1_mean_rating</th>\n",
       "      <th>Actor2_mean_rating</th>\n",
       "      <th>Actor3_mean_rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019</td>\n",
       "      <td>35</td>\n",
       "      <td>110</td>\n",
       "      <td>5.883505</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>5.025000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>4.450000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1997</td>\n",
       "      <td>827</td>\n",
       "      <td>147</td>\n",
       "      <td>5.883505</td>\n",
       "      <td>5.507143</td>\n",
       "      <td>4.814286</td>\n",
       "      <td>5.786667</td>\n",
       "      <td>6.066667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2005</td>\n",
       "      <td>1086</td>\n",
       "      <td>142</td>\n",
       "      <td>6.128085</td>\n",
       "      <td>7.383333</td>\n",
       "      <td>5.412500</td>\n",
       "      <td>6.750000</td>\n",
       "      <td>6.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2012</td>\n",
       "      <td>326</td>\n",
       "      <td>82</td>\n",
       "      <td>4.704255</td>\n",
       "      <td>5.600000</td>\n",
       "      <td>5.600000</td>\n",
       "      <td>5.600000</td>\n",
       "      <td>5.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2014</td>\n",
       "      <td>11</td>\n",
       "      <td>116</td>\n",
       "      <td>5.612408</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.550000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Year  Votes  Duration  Genre_mean_rating  Director_mean_rating  \\\n",
       "3  2019     35       110           5.883505              4.400000   \n",
       "5  1997    827       147           5.883505              5.507143   \n",
       "6  2005   1086       142           6.128085              7.383333   \n",
       "8  2012    326        82           4.704255              5.600000   \n",
       "9  2014     11       116           5.612408              4.000000   \n",
       "\n",
       "   Actor1_mean_rating  Actor2_mean_rating  Actor3_mean_rating  \n",
       "3            5.025000            4.400000            4.450000  \n",
       "5            4.814286            5.786667            6.066667  \n",
       "6            5.412500            6.750000            6.900000  \n",
       "8            5.600000            5.600000            5.600000  \n",
       "9            4.000000            4.550000            4.000000  "
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3    4.4\n",
       "5    4.7\n",
       "6    7.4\n",
       "8    5.6\n",
       "9    4.0\n",
       "Name: Rating, dtype: float64"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creating a new dataframe with values close to the 3rd row according to the sample above "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "data = {'Year': [2019], 'Votes': [50], 'Duration': [110], 'Genre_mean_rating': [3.5], 'Director_mean_rating': [6.8], 'Actor1_mean_rating': [5.9], 'Actor2_mean_rating': [5.9], 'Actor3_mean_rating': [5.900]}\n",
    "df1= pd.DataFrame(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted Rating: 6.0189999999999975\n"
     ]
    }
   ],
   "source": [
    "# Predict the movie rating\n",
    "predicted_rating = rf.predict(df1)\n",
    "\n",
    "# Display the predicted rating\n",
    "print(\"Predicted Rating:\", predicted_rating[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ***Insights***\n",
    "\n",
    "1. first movie released in 1931 and the movie duration is just 45 minutes \n",
    "2. The most movies Directed by David Dahawan \n",
    "3. The least Movie Directed by  Rajasekar  \n",
    "4. The analysis also reveals about the best performing and worst movies based on votes and ratings as can be seen above\n",
    "5. Most movies directed between 4 years , 2015 to mid 2020.\n",
    "6. The number votes have many Outliers.\n",
    "7. The ratio has guassian dustribution with high concentration of 6.6 to 6.7\n",
    "8. Genere, Darama has the highest rating since it's start\n",
    "9. The shorter length of the movie got more votes and Rating\n"
   ]
  }
 ],
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