Visualization of IMDB databse.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_excel('akash.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Release Date'] = df['Release Date'].apply(lambda x: str(x).split(' ')[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Movie Name</th>\n",
       "      <th>Director</th>\n",
       "      <th>Country</th>\n",
       "      <th>Language</th>\n",
       "      <th>Release Date</th>\n",
       "      <th>Running Time</th>\n",
       "      <th>IMDB Rating</th>\n",
       "      <th>Release Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Shawshank Redemption</td>\n",
       "      <td>Frank Darabont</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1994-10-14</td>\n",
       "      <td>142</td>\n",
       "      <td>9.3</td>\n",
       "      <td>1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>The Godfather</td>\n",
       "      <td>Francis Ford Coppola</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1972-03-24</td>\n",
       "      <td>175</td>\n",
       "      <td>9.2</td>\n",
       "      <td>1972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The Godfather: Part II</td>\n",
       "      <td>Francis Ford Coppola</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1974-12-20</td>\n",
       "      <td>202</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>2008-07-18</td>\n",
       "      <td>152</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>12 Angry Men</td>\n",
       "      <td>Sidney Lumet</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1957-04-01</td>\n",
       "      <td>96</td>\n",
       "      <td>8.9</td>\n",
       "      <td>1957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Schindler's List</td>\n",
       "      <td>Steven Spielberg</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1994-02-04</td>\n",
       "      <td>195</td>\n",
       "      <td>8.9</td>\n",
       "      <td>1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Pulp Fiction</td>\n",
       "      <td>Quentin Tarantino</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1994-10-14</td>\n",
       "      <td>154</td>\n",
       "      <td>8.9</td>\n",
       "      <td>1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>The Lord of the Rings: The Return of the King</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>2004-02-06</td>\n",
       "      <td>201</td>\n",
       "      <td>8.9</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Il buono, il brutto, il cattivo</td>\n",
       "      <td>Sergio Leone</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Italian</td>\n",
       "      <td>1966-12-23</td>\n",
       "      <td>161</td>\n",
       "      <td>8.9</td>\n",
       "      <td>1966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Fight Club</td>\n",
       "      <td>David Fincher</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1999-10-15</td>\n",
       "      <td>139</td>\n",
       "      <td>8.8</td>\n",
       "      <td>1999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>The Lord of the Rings: The Fellowship of the Ring</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>English</td>\n",
       "      <td>2002-03-15</td>\n",
       "      <td>178</td>\n",
       "      <td>8.8</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Forrest Gump</td>\n",
       "      <td>Robert Zemeckis</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1994-07-06</td>\n",
       "      <td>142</td>\n",
       "      <td>8.8</td>\n",
       "      <td>1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Star Wars: Episode V - The Empire Strikes Back</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1980-06-20</td>\n",
       "      <td>124</td>\n",
       "      <td>8.8</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Inception</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>2010-07-16</td>\n",
       "      <td>148</td>\n",
       "      <td>8.8</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>The Lord of the Rings: The Two Towers</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>2003-03-28</td>\n",
       "      <td>179</td>\n",
       "      <td>8.7</td>\n",
       "      <td>2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>One Flew Over the Cuckoo's Nest</td>\n",
       "      <td>Milos Forman</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1975-11-19</td>\n",
       "      <td>133</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Goodfellas</td>\n",
       "      <td>Martin Scorsese</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1990-09-21</td>\n",
       "      <td>146</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>The Matrix</td>\n",
       "      <td>Lana Wachowski</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1999-03-31</td>\n",
       "      <td>136</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Shichinin no samurai</td>\n",
       "      <td>Akira Kurosawa</td>\n",
       "      <td>Japan</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>1954-04-26</td>\n",
       "      <td>207</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Star Wars</td>\n",
       "      <td>George Lucas</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1978-07-01</td>\n",
       "      <td>121</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Cidade de Deus</td>\n",
       "      <td>Fernando Meirelles</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>Portuguese</td>\n",
       "      <td>2002-08-30</td>\n",
       "      <td>130</td>\n",
       "      <td>8.6</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Se7en</td>\n",
       "      <td>David Fincher</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1995-09-22</td>\n",
       "      <td>127</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>The Silence of the Lambs</td>\n",
       "      <td>Jonathan Demme</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1991-02-14</td>\n",
       "      <td>118</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>It's a Wonderful Life</td>\n",
       "      <td>Frank Capra</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1947-01-07</td>\n",
       "      <td>130</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>La vita è bella</td>\n",
       "      <td>Roberto Benigni</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Italian</td>\n",
       "      <td>1997-12-20</td>\n",
       "      <td>116</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>The Usual Suspects</td>\n",
       "      <td>Bryan Singer</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1995-09-15</td>\n",
       "      <td>106</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Léon</td>\n",
       "      <td>Luc Besson</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1994-09-14</td>\n",
       "      <td>110</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Sen to Chihiro no kamikakushi</td>\n",
       "      <td>Hayao Miyazaki</td>\n",
       "      <td>Japan</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>2001-07-20</td>\n",
       "      <td>125</td>\n",
       "      <td>8.6</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Saving Private Ryan</td>\n",
       "      <td>Steven Spielberg</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1998-07-24</td>\n",
       "      <td>169</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Interstellar</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>2014-11-07</td>\n",
       "      <td>169</td>\n",
       "      <td>8.6</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>Monsters, Inc.</td>\n",
       "      <td>Pete Docter</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>2001-11-02</td>\n",
       "      <td>92</td>\n",
       "      <td>8.1</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>Paper Moon</td>\n",
       "      <td>Peter Bogdanovich</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1973-05-09</td>\n",
       "      <td>102</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Les diaboliques</td>\n",
       "      <td>Henri-Georges Clouzot</td>\n",
       "      <td>France</td>\n",
       "      <td>French</td>\n",
       "      <td>1955-01-29</td>\n",
       "      <td>117</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>Donnie Darko</td>\n",
       "      <td>Richard Kelly</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>2001-10-26</td>\n",
       "      <td>113</td>\n",
       "      <td>8.1</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>Barry Lyndon</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1975-12-18</td>\n",
       "      <td>185</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>Gandhi</td>\n",
       "      <td>Richard Attenborough</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1983-02-17</td>\n",
       "      <td>191</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>Touch of Evil</td>\n",
       "      <td>Orson Welles</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1958-02-01</td>\n",
       "      <td>95</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>The Terminator</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>UK</td>\n",
       "      <td>English</td>\n",
       "      <td>1984-10-26</td>\n",
       "      <td>107</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>Groundhog Day</td>\n",
       "      <td>Harold Ramis</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1993-02-12</td>\n",
       "      <td>101</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>The Wizard of Oz</td>\n",
       "      <td>Victor Fleming</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1952-01-06</td>\n",
       "      <td>102</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>La haine</td>\n",
       "      <td>Mathieu Kassovitz</td>\n",
       "      <td>France</td>\n",
       "      <td>French</td>\n",
       "      <td>1995-05-31</td>\n",
       "      <td>98</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>Annie Hall</td>\n",
       "      <td>Woody Allen</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1977-04-20</td>\n",
       "      <td>93</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>The Bourne Ultimatum</td>\n",
       "      <td>Paul Greengrass</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>2007-09-21</td>\n",
       "      <td>115</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>8½</td>\n",
       "      <td>Federico Fellini</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Italian</td>\n",
       "      <td>1963-02-16</td>\n",
       "      <td>138</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>Dead Poets Society</td>\n",
       "      <td>Peter Weir</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1989-06-09</td>\n",
       "      <td>128</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>Jaws</td>\n",
       "      <td>Steven Spielberg</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1975-12-26</td>\n",
       "      <td>124</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>The Help</td>\n",
       "      <td>Tate Taylor</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>2011-11-25</td>\n",
       "      <td>146</td>\n",
       "      <td>8.1</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>The Best Years of Our Lives</td>\n",
       "      <td>William Wyler</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1947-06-17</td>\n",
       "      <td>170</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>Faa yeung nin wa</td>\n",
       "      <td>Kar-Wai Wong</td>\n",
       "      <td>Hong Kong</td>\n",
       "      <td>Cantonese</td>\n",
       "      <td>2000-09-29</td>\n",
       "      <td>98</td>\n",
       "      <td>8.1</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>Mou gaan dou</td>\n",
       "      <td>Wai-Keung Lau</td>\n",
       "      <td>Hong Kong</td>\n",
       "      <td>Cantonese</td>\n",
       "      <td>2002-12-12</td>\n",
       "      <td>101</td>\n",
       "      <td>8.1</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>Twelve Monkeys</td>\n",
       "      <td>Terry Gilliam</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1996-01-05</td>\n",
       "      <td>129</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>Paris, Texas</td>\n",
       "      <td>Wim Wenders</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1984-08-23</td>\n",
       "      <td>145</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>Beauty and the Beast</td>\n",
       "      <td>Gary Trousdale</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1991-11-22</td>\n",
       "      <td>84</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>Gangs of Wasseypur</td>\n",
       "      <td>Anurag Kashyap</td>\n",
       "      <td>India</td>\n",
       "      <td>Hindi</td>\n",
       "      <td>2012-08-02</td>\n",
       "      <td>321</td>\n",
       "      <td>8.3</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>Ah-ga-ssi</td>\n",
       "      <td>Chan-wook Park</td>\n",
       "      <td>South Korea</td>\n",
       "      <td>Korean</td>\n",
       "      <td>2016-06-01</td>\n",
       "      <td>144</td>\n",
       "      <td>8.1</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>Pirates of the Caribbean: The Curse of the Bla...</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>2003-08-15</td>\n",
       "      <td>143</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>Fanny och Alexander</td>\n",
       "      <td>Ingmar Bergman</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>Swedish</td>\n",
       "      <td>1982-12-17</td>\n",
       "      <td>188</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>Tenkû no shiro Rapyuta</td>\n",
       "      <td>Hayao Miyazaki</td>\n",
       "      <td>Japan</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>1986-08-02</td>\n",
       "      <td>125</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>La battaglia di Algeri</td>\n",
       "      <td>Gillo Pontecorvo</td>\n",
       "      <td>France</td>\n",
       "      <td>French</td>\n",
       "      <td>1967-02-25</td>\n",
       "      <td>121</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>Before Sunset</td>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>2004-07-30</td>\n",
       "      <td>80</td>\n",
       "      <td>8.1</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>250 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            Movie Name               Director  \\\n",
       "1                             The Shawshank Redemption         Frank Darabont   \n",
       "2                                        The Godfather   Francis Ford Coppola   \n",
       "3                               The Godfather: Part II   Francis Ford Coppola   \n",
       "4                                      The Dark Knight      Christopher Nolan   \n",
       "5                                         12 Angry Men           Sidney Lumet   \n",
       "6                                     Schindler's List       Steven Spielberg   \n",
       "7                                         Pulp Fiction      Quentin Tarantino   \n",
       "8        The Lord of the Rings: The Return of the King          Peter Jackson   \n",
       "9                      Il buono, il brutto, il cattivo           Sergio Leone   \n",
       "10                                          Fight Club          David Fincher   \n",
       "11   The Lord of the Rings: The Fellowship of the Ring          Peter Jackson   \n",
       "12                                        Forrest Gump        Robert Zemeckis   \n",
       "13      Star Wars: Episode V - The Empire Strikes Back         Irvin Kershner   \n",
       "14                                           Inception      Christopher Nolan   \n",
       "15               The Lord of the Rings: The Two Towers          Peter Jackson   \n",
       "16                     One Flew Over the Cuckoo's Nest           Milos Forman   \n",
       "17                                          Goodfellas        Martin Scorsese   \n",
       "18                                          The Matrix         Lana Wachowski   \n",
       "19                                Shichinin no samurai         Akira Kurosawa   \n",
       "20                                           Star Wars           George Lucas   \n",
       "21                                      Cidade de Deus     Fernando Meirelles   \n",
       "22                                               Se7en          David Fincher   \n",
       "23                            The Silence of the Lambs         Jonathan Demme   \n",
       "24                               It's a Wonderful Life            Frank Capra   \n",
       "25                                     La vita è bella        Roberto Benigni   \n",
       "26                                  The Usual Suspects           Bryan Singer   \n",
       "27                                                Léon             Luc Besson   \n",
       "28                       Sen to Chihiro no kamikakushi         Hayao Miyazaki   \n",
       "29                                 Saving Private Ryan       Steven Spielberg   \n",
       "30                                        Interstellar      Christopher Nolan   \n",
       "..                                                 ...                    ...   \n",
       "221                                     Monsters, Inc.            Pete Docter   \n",
       "222                                         Paper Moon      Peter Bogdanovich   \n",
       "223                                    Les diaboliques  Henri-Georges Clouzot   \n",
       "224                                       Donnie Darko          Richard Kelly   \n",
       "225                                       Barry Lyndon        Stanley Kubrick   \n",
       "226                                             Gandhi   Richard Attenborough   \n",
       "227                                      Touch of Evil           Orson Welles   \n",
       "228                                     The Terminator          James Cameron   \n",
       "229                                      Groundhog Day           Harold Ramis   \n",
       "230                                   The Wizard of Oz         Victor Fleming   \n",
       "231                                           La haine      Mathieu Kassovitz   \n",
       "232                                         Annie Hall            Woody Allen   \n",
       "233                               The Bourne Ultimatum        Paul Greengrass   \n",
       "234                                                 8½       Federico Fellini   \n",
       "235                                 Dead Poets Society             Peter Weir   \n",
       "236                                               Jaws       Steven Spielberg   \n",
       "237                                           The Help            Tate Taylor   \n",
       "238                        The Best Years of Our Lives          William Wyler   \n",
       "239                                   Faa yeung nin wa           Kar-Wai Wong   \n",
       "240                                       Mou gaan dou          Wai-Keung Lau   \n",
       "241                                     Twelve Monkeys          Terry Gilliam   \n",
       "242                                       Paris, Texas            Wim Wenders   \n",
       "243                               Beauty and the Beast         Gary Trousdale   \n",
       "244                                 Gangs of Wasseypur         Anurag Kashyap   \n",
       "245                                          Ah-ga-ssi         Chan-wook Park   \n",
       "246  Pirates of the Caribbean: The Curse of the Bla...         Gore Verbinski   \n",
       "247                                Fanny och Alexander         Ingmar Bergman   \n",
       "248                             Tenkû no shiro Rapyuta         Hayao Miyazaki   \n",
       "249                             La battaglia di Algeri       Gillo Pontecorvo   \n",
       "250                                      Before Sunset      Richard Linklater   \n",
       "\n",
       "         Country    Language Release Date  Running Time  IMDB Rating  \\\n",
       "1            USA     English   1994-10-14           142          9.3   \n",
       "2            USA     English   1972-03-24           175          9.2   \n",
       "3            USA     English   1974-12-20           202          9.0   \n",
       "4            USA     English   2008-07-18           152          9.0   \n",
       "5            USA     English   1957-04-01            96          8.9   \n",
       "6            USA     English   1994-02-04           195          8.9   \n",
       "7            USA     English   1994-10-14           154          8.9   \n",
       "8            USA     English   2004-02-06           201          8.9   \n",
       "9          Italy     Italian   1966-12-23           161          8.9   \n",
       "10           USA     English   1999-10-15           139          8.8   \n",
       "11   New Zealand     English   2002-03-15           178          8.8   \n",
       "12           USA     English   1994-07-06           142          8.8   \n",
       "13           USA     English   1980-06-20           124          8.8   \n",
       "14           USA     English   2010-07-16           148          8.8   \n",
       "15           USA     English   2003-03-28           179          8.7   \n",
       "16           USA     English   1975-11-19           133          8.7   \n",
       "17           USA     English   1990-09-21           146          8.7   \n",
       "18           USA     English   1999-03-31           136          8.7   \n",
       "19         Japan    Japanese   1954-04-26           207          8.7   \n",
       "20           USA     English   1978-07-01           121          8.6   \n",
       "21        Brazil  Portuguese   2002-08-30           130          8.6   \n",
       "22           USA     English   1995-09-22           127          8.6   \n",
       "23           USA     English   1991-02-14           118          8.6   \n",
       "24           USA     English   1947-01-07           130          8.6   \n",
       "25         Italy     Italian   1997-12-20           116          8.6   \n",
       "26           USA     English   1995-09-15           106          8.6   \n",
       "27           USA     English   1994-09-14           110          8.6   \n",
       "28         Japan    Japanese   2001-07-20           125          8.6   \n",
       "29           USA     English   1998-07-24           169          8.6   \n",
       "30           USA     English   2014-11-07           169          8.6   \n",
       "..           ...         ...          ...           ...          ...   \n",
       "221          USA     English   2001-11-02            92          8.1   \n",
       "222          USA     English   1973-05-09           102          8.1   \n",
       "223       France      French   1955-01-29           117          8.1   \n",
       "224          USA     English   2001-10-26           113          8.1   \n",
       "225          USA     English   1975-12-18           185          8.1   \n",
       "226          USA     English   1983-02-17           191          8.1   \n",
       "227          USA     English   1958-02-01            95          8.1   \n",
       "228           UK     English   1984-10-26           107          8.0   \n",
       "229          USA     English   1993-02-12           101          8.0   \n",
       "230          USA     English   1952-01-06           102          8.1   \n",
       "231       France      French   1995-05-31            98          8.1   \n",
       "232          USA     English   1977-04-20            93          8.1   \n",
       "233          USA     English   2007-09-21           115          8.0   \n",
       "234        Italy     Italian   1963-02-16           138          8.1   \n",
       "235          USA     English   1989-06-09           128          8.1   \n",
       "236          USA     English   1975-12-26           124          8.0   \n",
       "237          USA     English   2011-11-25           146          8.1   \n",
       "238          USA     English   1947-06-17           170          8.1   \n",
       "239    Hong Kong   Cantonese   2000-09-29            98          8.1   \n",
       "240    Hong Kong   Cantonese   2002-12-12           101          8.1   \n",
       "241          USA     English   1996-01-05           129          8.0   \n",
       "242          USA     English   1984-08-23           145          8.1   \n",
       "243          USA     English   1991-11-22            84          8.0   \n",
       "244        India       Hindi   2012-08-02           321          8.3   \n",
       "245  South Korea      Korean   2016-06-01           144          8.1   \n",
       "246          USA     English   2003-08-15           143          8.0   \n",
       "247       Sweden     Swedish   1982-12-17           188          8.1   \n",
       "248        Japan    Japanese   1986-08-02           125          8.1   \n",
       "249       France      French   1967-02-25           121          8.1   \n",
       "250          USA     English   2004-07-30            80          8.1   \n",
       "\n",
       "     Release Year  \n",
       "1            1994  \n",
       "2            1972  \n",
       "3            1974  \n",
       "4            2008  \n",
       "5            1957  \n",
       "6            1994  \n",
       "7            1994  \n",
       "8            2004  \n",
       "9            1966  \n",
       "10           1999  \n",
       "11           2002  \n",
       "12           1994  \n",
       "13           1980  \n",
       "14           2010  \n",
       "15           2003  \n",
       "16           1975  \n",
       "17           1990  \n",
       "18           1999  \n",
       "19           1954  \n",
       "20           1978  \n",
       "21           2002  \n",
       "22           1995  \n",
       "23           1991  \n",
       "24           1947  \n",
       "25           1997  \n",
       "26           1995  \n",
       "27           1994  \n",
       "28           2001  \n",
       "29           1998  \n",
       "30           2014  \n",
       "..            ...  \n",
       "221          2001  \n",
       "222          1973  \n",
       "223          1955  \n",
       "224          2001  \n",
       "225          1975  \n",
       "226          1983  \n",
       "227          1958  \n",
       "228          1984  \n",
       "229          1993  \n",
       "230          1952  \n",
       "231          1995  \n",
       "232          1977  \n",
       "233          2007  \n",
       "234          1963  \n",
       "235          1989  \n",
       "236          1975  \n",
       "237          2011  \n",
       "238          1947  \n",
       "239          2000  \n",
       "240          2002  \n",
       "241          1996  \n",
       "242          1984  \n",
       "243          1991  \n",
       "244          2012  \n",
       "245          2016  \n",
       "246          2003  \n",
       "247          1982  \n",
       "248          1986  \n",
       "249          1967  \n",
       "250          2004  \n",
       "\n",
       "[250 rows x 8 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def decade(x):\n",
    "    if x<1930:\n",
    "        return('1920\\'s')\n",
    "    if x<1940 and x>=1930:\n",
    "        return('1930\\'s')\n",
    "    if x<1950 and x>=1940:\n",
    "        return('1940\\'s')\n",
    "    if x<1960 and x>=1950:\n",
    "        return('1950\\'s')\n",
    "    if x<1970 and x>=1960:\n",
    "        return('1960\\'s')\n",
    "    if x<1980 and x>=1970:\n",
    "        return('1970\\'s')\n",
    "    if x<1990 and x>=1980:\n",
    "        return('1980\\'s')\n",
    "    if x<2000 and x>=1990:\n",
    "        return('1990\\'s')\n",
    "    if x<2010 and x>=2000:\n",
    "        return('2000\\'s')\n",
    "    if x<2020 and x>=2010:\n",
    "        return('2010\\'s')\n",
    "df['Decade'] = df['Release Year'].apply(decade)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Movie Name</th>\n",
       "      <th>Director</th>\n",
       "      <th>Country</th>\n",
       "      <th>Language</th>\n",
       "      <th>Release Date</th>\n",
       "      <th>Running Time</th>\n",
       "      <th>IMDB Rating</th>\n",
       "      <th>Release Year</th>\n",
       "      <th>Decade</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Shawshank Redemption</td>\n",
       "      <td>Frank Darabont</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1994-10-14</td>\n",
       "      <td>142</td>\n",
       "      <td>9.3</td>\n",
       "      <td>1994</td>\n",
       "      <td>1990's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>The Godfather</td>\n",
       "      <td>Francis Ford Coppola</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1972-03-24</td>\n",
       "      <td>175</td>\n",
       "      <td>9.2</td>\n",
       "      <td>1972</td>\n",
       "      <td>1970's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The Godfather: Part II</td>\n",
       "      <td>Francis Ford Coppola</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1974-12-20</td>\n",
       "      <td>202</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1974</td>\n",
       "      <td>1970's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>2008-07-18</td>\n",
       "      <td>152</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2008</td>\n",
       "      <td>2000's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>12 Angry Men</td>\n",
       "      <td>Sidney Lumet</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1957-04-01</td>\n",
       "      <td>96</td>\n",
       "      <td>8.9</td>\n",
       "      <td>1957</td>\n",
       "      <td>1950's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Schindler's List</td>\n",
       "      <td>Steven Spielberg</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1994-02-04</td>\n",
       "      <td>195</td>\n",
       "      <td>8.9</td>\n",
       "      <td>1994</td>\n",
       "      <td>1990's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Pulp Fiction</td>\n",
       "      <td>Quentin Tarantino</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1994-10-14</td>\n",
       "      <td>154</td>\n",
       "      <td>8.9</td>\n",
       "      <td>1994</td>\n",
       "      <td>1990's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>The Lord of the Rings: The Return of the King</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>2004-02-06</td>\n",
       "      <td>201</td>\n",
       "      <td>8.9</td>\n",
       "      <td>2004</td>\n",
       "      <td>2000's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Il buono, il brutto, il cattivo</td>\n",
       "      <td>Sergio Leone</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Italian</td>\n",
       "      <td>1966-12-23</td>\n",
       "      <td>161</td>\n",
       "      <td>8.9</td>\n",
       "      <td>1966</td>\n",
       "      <td>1960's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Fight Club</td>\n",
       "      <td>David Fincher</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1999-10-15</td>\n",
       "      <td>139</td>\n",
       "      <td>8.8</td>\n",
       "      <td>1999</td>\n",
       "      <td>1990's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>The Lord of the Rings: The Fellowship of the Ring</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>English</td>\n",
       "      <td>2002-03-15</td>\n",
       "      <td>178</td>\n",
       "      <td>8.8</td>\n",
       "      <td>2002</td>\n",
       "      <td>2000's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Forrest Gump</td>\n",
       "      <td>Robert Zemeckis</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1994-07-06</td>\n",
       "      <td>142</td>\n",
       "      <td>8.8</td>\n",
       "      <td>1994</td>\n",
       "      <td>1990's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Star Wars: Episode V - The Empire Strikes Back</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1980-06-20</td>\n",
       "      <td>124</td>\n",
       "      <td>8.8</td>\n",
       "      <td>1980</td>\n",
       "      <td>1980's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Inception</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>2010-07-16</td>\n",
       "      <td>148</td>\n",
       "      <td>8.8</td>\n",
       "      <td>2010</td>\n",
       "      <td>2010's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>The Lord of the Rings: The Two Towers</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>2003-03-28</td>\n",
       "      <td>179</td>\n",
       "      <td>8.7</td>\n",
       "      <td>2003</td>\n",
       "      <td>2000's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>One Flew Over the Cuckoo's Nest</td>\n",
       "      <td>Milos Forman</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1975-11-19</td>\n",
       "      <td>133</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1975</td>\n",
       "      <td>1970's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Goodfellas</td>\n",
       "      <td>Martin Scorsese</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1990-09-21</td>\n",
       "      <td>146</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1990</td>\n",
       "      <td>1990's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>The Matrix</td>\n",
       "      <td>Lana Wachowski</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1999-03-31</td>\n",
       "      <td>136</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1999</td>\n",
       "      <td>1990's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Shichinin no samurai</td>\n",
       "      <td>Akira Kurosawa</td>\n",
       "      <td>Japan</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>1954-04-26</td>\n",
       "      <td>207</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1954</td>\n",
       "      <td>1950's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Star Wars</td>\n",
       "      <td>George Lucas</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1978-07-01</td>\n",
       "      <td>121</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1978</td>\n",
       "      <td>1970's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Cidade de Deus</td>\n",
       "      <td>Fernando Meirelles</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>Portuguese</td>\n",
       "      <td>2002-08-30</td>\n",
       "      <td>130</td>\n",
       "      <td>8.6</td>\n",
       "      <td>2002</td>\n",
       "      <td>2000's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Se7en</td>\n",
       "      <td>David Fincher</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1995-09-22</td>\n",
       "      <td>127</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1995</td>\n",
       "      <td>1990's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>The Silence of the Lambs</td>\n",
       "      <td>Jonathan Demme</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1991-02-14</td>\n",
       "      <td>118</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1991</td>\n",
       "      <td>1990's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>It's a Wonderful Life</td>\n",
       "      <td>Frank Capra</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1947-01-07</td>\n",
       "      <td>130</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1947</td>\n",
       "      <td>1940's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>La vita è bella</td>\n",
       "      <td>Roberto Benigni</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Italian</td>\n",
       "      <td>1997-12-20</td>\n",
       "      <td>116</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1997</td>\n",
       "      <td>1990's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>The Usual Suspects</td>\n",
       "      <td>Bryan Singer</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1995-09-15</td>\n",
       "      <td>106</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1995</td>\n",
       "      <td>1990's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Léon</td>\n",
       "      <td>Luc Besson</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1994-09-14</td>\n",
       "      <td>110</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1994</td>\n",
       "      <td>1990's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Sen to Chihiro no kamikakushi</td>\n",
       "      <td>Hayao Miyazaki</td>\n",
       "      <td>Japan</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>2001-07-20</td>\n",
       "      <td>125</td>\n",
       "      <td>8.6</td>\n",
       "      <td>2001</td>\n",
       "      <td>2000's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Saving Private Ryan</td>\n",
       "      <td>Steven Spielberg</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1998-07-24</td>\n",
       "      <td>169</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1998</td>\n",
       "      <td>1990's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Interstellar</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>2014-11-07</td>\n",
       "      <td>169</td>\n",
       "      <td>8.6</td>\n",
       "      <td>2014</td>\n",
       "      <td>2010's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>Monsters, Inc.</td>\n",
       "      <td>Pete Docter</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>2001-11-02</td>\n",
       "      <td>92</td>\n",
       "      <td>8.1</td>\n",
       "      <td>2001</td>\n",
       "      <td>2000's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>Paper Moon</td>\n",
       "      <td>Peter Bogdanovich</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1973-05-09</td>\n",
       "      <td>102</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1973</td>\n",
       "      <td>1970's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Les diaboliques</td>\n",
       "      <td>Henri-Georges Clouzot</td>\n",
       "      <td>France</td>\n",
       "      <td>French</td>\n",
       "      <td>1955-01-29</td>\n",
       "      <td>117</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1955</td>\n",
       "      <td>1950's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>Donnie Darko</td>\n",
       "      <td>Richard Kelly</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>2001-10-26</td>\n",
       "      <td>113</td>\n",
       "      <td>8.1</td>\n",
       "      <td>2001</td>\n",
       "      <td>2000's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>Barry Lyndon</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1975-12-18</td>\n",
       "      <td>185</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1975</td>\n",
       "      <td>1970's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>Gandhi</td>\n",
       "      <td>Richard Attenborough</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1983-02-17</td>\n",
       "      <td>191</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1983</td>\n",
       "      <td>1980's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>Touch of Evil</td>\n",
       "      <td>Orson Welles</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1958-02-01</td>\n",
       "      <td>95</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1958</td>\n",
       "      <td>1950's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>The Terminator</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>UK</td>\n",
       "      <td>English</td>\n",
       "      <td>1984-10-26</td>\n",
       "      <td>107</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1984</td>\n",
       "      <td>1980's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>Groundhog Day</td>\n",
       "      <td>Harold Ramis</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1993-02-12</td>\n",
       "      <td>101</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1993</td>\n",
       "      <td>1990's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>The Wizard of Oz</td>\n",
       "      <td>Victor Fleming</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1952-01-06</td>\n",
       "      <td>102</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1952</td>\n",
       "      <td>1950's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>La haine</td>\n",
       "      <td>Mathieu Kassovitz</td>\n",
       "      <td>France</td>\n",
       "      <td>French</td>\n",
       "      <td>1995-05-31</td>\n",
       "      <td>98</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1995</td>\n",
       "      <td>1990's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>Annie Hall</td>\n",
       "      <td>Woody Allen</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1977-04-20</td>\n",
       "      <td>93</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1977</td>\n",
       "      <td>1970's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>The Bourne Ultimatum</td>\n",
       "      <td>Paul Greengrass</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>2007-09-21</td>\n",
       "      <td>115</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2007</td>\n",
       "      <td>2000's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>8½</td>\n",
       "      <td>Federico Fellini</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Italian</td>\n",
       "      <td>1963-02-16</td>\n",
       "      <td>138</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1963</td>\n",
       "      <td>1960's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>Dead Poets Society</td>\n",
       "      <td>Peter Weir</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1989-06-09</td>\n",
       "      <td>128</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1989</td>\n",
       "      <td>1980's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>Jaws</td>\n",
       "      <td>Steven Spielberg</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1975-12-26</td>\n",
       "      <td>124</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1975</td>\n",
       "      <td>1970's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>The Help</td>\n",
       "      <td>Tate Taylor</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>2011-11-25</td>\n",
       "      <td>146</td>\n",
       "      <td>8.1</td>\n",
       "      <td>2011</td>\n",
       "      <td>2010's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>The Best Years of Our Lives</td>\n",
       "      <td>William Wyler</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1947-06-17</td>\n",
       "      <td>170</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1947</td>\n",
       "      <td>1940's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>Faa yeung nin wa</td>\n",
       "      <td>Kar-Wai Wong</td>\n",
       "      <td>Hong Kong</td>\n",
       "      <td>Cantonese</td>\n",
       "      <td>2000-09-29</td>\n",
       "      <td>98</td>\n",
       "      <td>8.1</td>\n",
       "      <td>2000</td>\n",
       "      <td>2000's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>Mou gaan dou</td>\n",
       "      <td>Wai-Keung Lau</td>\n",
       "      <td>Hong Kong</td>\n",
       "      <td>Cantonese</td>\n",
       "      <td>2002-12-12</td>\n",
       "      <td>101</td>\n",
       "      <td>8.1</td>\n",
       "      <td>2002</td>\n",
       "      <td>2000's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>Twelve Monkeys</td>\n",
       "      <td>Terry Gilliam</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1996-01-05</td>\n",
       "      <td>129</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1996</td>\n",
       "      <td>1990's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>Paris, Texas</td>\n",
       "      <td>Wim Wenders</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1984-08-23</td>\n",
       "      <td>145</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1984</td>\n",
       "      <td>1980's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>Beauty and the Beast</td>\n",
       "      <td>Gary Trousdale</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>1991-11-22</td>\n",
       "      <td>84</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1991</td>\n",
       "      <td>1990's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>Gangs of Wasseypur</td>\n",
       "      <td>Anurag Kashyap</td>\n",
       "      <td>India</td>\n",
       "      <td>Hindi</td>\n",
       "      <td>2012-08-02</td>\n",
       "      <td>321</td>\n",
       "      <td>8.3</td>\n",
       "      <td>2012</td>\n",
       "      <td>2010's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>Ah-ga-ssi</td>\n",
       "      <td>Chan-wook Park</td>\n",
       "      <td>South Korea</td>\n",
       "      <td>Korean</td>\n",
       "      <td>2016-06-01</td>\n",
       "      <td>144</td>\n",
       "      <td>8.1</td>\n",
       "      <td>2016</td>\n",
       "      <td>2010's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>Pirates of the Caribbean: The Curse of the Bla...</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>2003-08-15</td>\n",
       "      <td>143</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2003</td>\n",
       "      <td>2000's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>Fanny och Alexander</td>\n",
       "      <td>Ingmar Bergman</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>Swedish</td>\n",
       "      <td>1982-12-17</td>\n",
       "      <td>188</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1982</td>\n",
       "      <td>1980's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>Tenkû no shiro Rapyuta</td>\n",
       "      <td>Hayao Miyazaki</td>\n",
       "      <td>Japan</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>1986-08-02</td>\n",
       "      <td>125</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1986</td>\n",
       "      <td>1980's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>La battaglia di Algeri</td>\n",
       "      <td>Gillo Pontecorvo</td>\n",
       "      <td>France</td>\n",
       "      <td>French</td>\n",
       "      <td>1967-02-25</td>\n",
       "      <td>121</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1967</td>\n",
       "      <td>1960's</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>Before Sunset</td>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>USA</td>\n",
       "      <td>English</td>\n",
       "      <td>2004-07-30</td>\n",
       "      <td>80</td>\n",
       "      <td>8.1</td>\n",
       "      <td>2004</td>\n",
       "      <td>2000's</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>250 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            Movie Name               Director  \\\n",
       "1                             The Shawshank Redemption         Frank Darabont   \n",
       "2                                        The Godfather   Francis Ford Coppola   \n",
       "3                               The Godfather: Part II   Francis Ford Coppola   \n",
       "4                                      The Dark Knight      Christopher Nolan   \n",
       "5                                         12 Angry Men           Sidney Lumet   \n",
       "6                                     Schindler's List       Steven Spielberg   \n",
       "7                                         Pulp Fiction      Quentin Tarantino   \n",
       "8        The Lord of the Rings: The Return of the King          Peter Jackson   \n",
       "9                      Il buono, il brutto, il cattivo           Sergio Leone   \n",
       "10                                          Fight Club          David Fincher   \n",
       "11   The Lord of the Rings: The Fellowship of the Ring          Peter Jackson   \n",
       "12                                        Forrest Gump        Robert Zemeckis   \n",
       "13      Star Wars: Episode V - The Empire Strikes Back         Irvin Kershner   \n",
       "14                                           Inception      Christopher Nolan   \n",
       "15               The Lord of the Rings: The Two Towers          Peter Jackson   \n",
       "16                     One Flew Over the Cuckoo's Nest           Milos Forman   \n",
       "17                                          Goodfellas        Martin Scorsese   \n",
       "18                                          The Matrix         Lana Wachowski   \n",
       "19                                Shichinin no samurai         Akira Kurosawa   \n",
       "20                                           Star Wars           George Lucas   \n",
       "21                                      Cidade de Deus     Fernando Meirelles   \n",
       "22                                               Se7en          David Fincher   \n",
       "23                            The Silence of the Lambs         Jonathan Demme   \n",
       "24                               It's a Wonderful Life            Frank Capra   \n",
       "25                                     La vita è bella        Roberto Benigni   \n",
       "26                                  The Usual Suspects           Bryan Singer   \n",
       "27                                                Léon             Luc Besson   \n",
       "28                       Sen to Chihiro no kamikakushi         Hayao Miyazaki   \n",
       "29                                 Saving Private Ryan       Steven Spielberg   \n",
       "30                                        Interstellar      Christopher Nolan   \n",
       "..                                                 ...                    ...   \n",
       "221                                     Monsters, Inc.            Pete Docter   \n",
       "222                                         Paper Moon      Peter Bogdanovich   \n",
       "223                                    Les diaboliques  Henri-Georges Clouzot   \n",
       "224                                       Donnie Darko          Richard Kelly   \n",
       "225                                       Barry Lyndon        Stanley Kubrick   \n",
       "226                                             Gandhi   Richard Attenborough   \n",
       "227                                      Touch of Evil           Orson Welles   \n",
       "228                                     The Terminator          James Cameron   \n",
       "229                                      Groundhog Day           Harold Ramis   \n",
       "230                                   The Wizard of Oz         Victor Fleming   \n",
       "231                                           La haine      Mathieu Kassovitz   \n",
       "232                                         Annie Hall            Woody Allen   \n",
       "233                               The Bourne Ultimatum        Paul Greengrass   \n",
       "234                                                 8½       Federico Fellini   \n",
       "235                                 Dead Poets Society             Peter Weir   \n",
       "236                                               Jaws       Steven Spielberg   \n",
       "237                                           The Help            Tate Taylor   \n",
       "238                        The Best Years of Our Lives          William Wyler   \n",
       "239                                   Faa yeung nin wa           Kar-Wai Wong   \n",
       "240                                       Mou gaan dou          Wai-Keung Lau   \n",
       "241                                     Twelve Monkeys          Terry Gilliam   \n",
       "242                                       Paris, Texas            Wim Wenders   \n",
       "243                               Beauty and the Beast         Gary Trousdale   \n",
       "244                                 Gangs of Wasseypur         Anurag Kashyap   \n",
       "245                                          Ah-ga-ssi         Chan-wook Park   \n",
       "246  Pirates of the Caribbean: The Curse of the Bla...         Gore Verbinski   \n",
       "247                                Fanny och Alexander         Ingmar Bergman   \n",
       "248                             Tenkû no shiro Rapyuta         Hayao Miyazaki   \n",
       "249                             La battaglia di Algeri       Gillo Pontecorvo   \n",
       "250                                      Before Sunset      Richard Linklater   \n",
       "\n",
       "         Country    Language Release Date  Running Time  IMDB Rating  \\\n",
       "1            USA     English   1994-10-14           142          9.3   \n",
       "2            USA     English   1972-03-24           175          9.2   \n",
       "3            USA     English   1974-12-20           202          9.0   \n",
       "4            USA     English   2008-07-18           152          9.0   \n",
       "5            USA     English   1957-04-01            96          8.9   \n",
       "6            USA     English   1994-02-04           195          8.9   \n",
       "7            USA     English   1994-10-14           154          8.9   \n",
       "8            USA     English   2004-02-06           201          8.9   \n",
       "9          Italy     Italian   1966-12-23           161          8.9   \n",
       "10           USA     English   1999-10-15           139          8.8   \n",
       "11   New Zealand     English   2002-03-15           178          8.8   \n",
       "12           USA     English   1994-07-06           142          8.8   \n",
       "13           USA     English   1980-06-20           124          8.8   \n",
       "14           USA     English   2010-07-16           148          8.8   \n",
       "15           USA     English   2003-03-28           179          8.7   \n",
       "16           USA     English   1975-11-19           133          8.7   \n",
       "17           USA     English   1990-09-21           146          8.7   \n",
       "18           USA     English   1999-03-31           136          8.7   \n",
       "19         Japan    Japanese   1954-04-26           207          8.7   \n",
       "20           USA     English   1978-07-01           121          8.6   \n",
       "21        Brazil  Portuguese   2002-08-30           130          8.6   \n",
       "22           USA     English   1995-09-22           127          8.6   \n",
       "23           USA     English   1991-02-14           118          8.6   \n",
       "24           USA     English   1947-01-07           130          8.6   \n",
       "25         Italy     Italian   1997-12-20           116          8.6   \n",
       "26           USA     English   1995-09-15           106          8.6   \n",
       "27           USA     English   1994-09-14           110          8.6   \n",
       "28         Japan    Japanese   2001-07-20           125          8.6   \n",
       "29           USA     English   1998-07-24           169          8.6   \n",
       "30           USA     English   2014-11-07           169          8.6   \n",
       "..           ...         ...          ...           ...          ...   \n",
       "221          USA     English   2001-11-02            92          8.1   \n",
       "222          USA     English   1973-05-09           102          8.1   \n",
       "223       France      French   1955-01-29           117          8.1   \n",
       "224          USA     English   2001-10-26           113          8.1   \n",
       "225          USA     English   1975-12-18           185          8.1   \n",
       "226          USA     English   1983-02-17           191          8.1   \n",
       "227          USA     English   1958-02-01            95          8.1   \n",
       "228           UK     English   1984-10-26           107          8.0   \n",
       "229          USA     English   1993-02-12           101          8.0   \n",
       "230          USA     English   1952-01-06           102          8.1   \n",
       "231       France      French   1995-05-31            98          8.1   \n",
       "232          USA     English   1977-04-20            93          8.1   \n",
       "233          USA     English   2007-09-21           115          8.0   \n",
       "234        Italy     Italian   1963-02-16           138          8.1   \n",
       "235          USA     English   1989-06-09           128          8.1   \n",
       "236          USA     English   1975-12-26           124          8.0   \n",
       "237          USA     English   2011-11-25           146          8.1   \n",
       "238          USA     English   1947-06-17           170          8.1   \n",
       "239    Hong Kong   Cantonese   2000-09-29            98          8.1   \n",
       "240    Hong Kong   Cantonese   2002-12-12           101          8.1   \n",
       "241          USA     English   1996-01-05           129          8.0   \n",
       "242          USA     English   1984-08-23           145          8.1   \n",
       "243          USA     English   1991-11-22            84          8.0   \n",
       "244        India       Hindi   2012-08-02           321          8.3   \n",
       "245  South Korea      Korean   2016-06-01           144          8.1   \n",
       "246          USA     English   2003-08-15           143          8.0   \n",
       "247       Sweden     Swedish   1982-12-17           188          8.1   \n",
       "248        Japan    Japanese   1986-08-02           125          8.1   \n",
       "249       France      French   1967-02-25           121          8.1   \n",
       "250          USA     English   2004-07-30            80          8.1   \n",
       "\n",
       "     Release Year  Decade  \n",
       "1            1994  1990's  \n",
       "2            1972  1970's  \n",
       "3            1974  1970's  \n",
       "4            2008  2000's  \n",
       "5            1957  1950's  \n",
       "6            1994  1990's  \n",
       "7            1994  1990's  \n",
       "8            2004  2000's  \n",
       "9            1966  1960's  \n",
       "10           1999  1990's  \n",
       "11           2002  2000's  \n",
       "12           1994  1990's  \n",
       "13           1980  1980's  \n",
       "14           2010  2010's  \n",
       "15           2003  2000's  \n",
       "16           1975  1970's  \n",
       "17           1990  1990's  \n",
       "18           1999  1990's  \n",
       "19           1954  1950's  \n",
       "20           1978  1970's  \n",
       "21           2002  2000's  \n",
       "22           1995  1990's  \n",
       "23           1991  1990's  \n",
       "24           1947  1940's  \n",
       "25           1997  1990's  \n",
       "26           1995  1990's  \n",
       "27           1994  1990's  \n",
       "28           2001  2000's  \n",
       "29           1998  1990's  \n",
       "30           2014  2010's  \n",
       "..            ...     ...  \n",
       "221          2001  2000's  \n",
       "222          1973  1970's  \n",
       "223          1955  1950's  \n",
       "224          2001  2000's  \n",
       "225          1975  1970's  \n",
       "226          1983  1980's  \n",
       "227          1958  1950's  \n",
       "228          1984  1980's  \n",
       "229          1993  1990's  \n",
       "230          1952  1950's  \n",
       "231          1995  1990's  \n",
       "232          1977  1970's  \n",
       "233          2007  2000's  \n",
       "234          1963  1960's  \n",
       "235          1989  1980's  \n",
       "236          1975  1970's  \n",
       "237          2011  2010's  \n",
       "238          1947  1940's  \n",
       "239          2000  2000's  \n",
       "240          2002  2000's  \n",
       "241          1996  1990's  \n",
       "242          1984  1980's  \n",
       "243          1991  1990's  \n",
       "244          2012  2010's  \n",
       "245          2016  2010's  \n",
       "246          2003  2000's  \n",
       "247          1982  1980's  \n",
       "248          1986  1980's  \n",
       "249          1967  1960's  \n",
       "250          2004  2000's  \n",
       "\n",
       "[250 rows x 9 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x27e0ce7cc50>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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SJAWUoYAkSZIkSQFlKCBJkiRJUkAZCkiSJEmS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\na9dy5MgRJk2axMiRI1m8eDEAffr0Yfr06VSrVo3hw4dz+PBhwuEwU6Z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iRJCihDAUmSJEmSAspQ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22Wepr69n9OjRwM7nBvzjH/8gLS2NLl26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\nExPDkUceyRFHHAHA6NGjyczMZOrUqQCcfPLJxMXF0bx5c2JiduZKJSUldOn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mHz5s38+te/Bij5kv/8889z\n3nnnAVC9enUKCgoAaNq0KXFxcQD86le/YvPmzSXzbNiwgbVr15Zch6KiInbu3ElsbCzVq1cHoEWL\nFnz55Zds2LCBDz/8kMzMzJJzP/vss+N+RkmSJEnSyfFBg6WkTZs2vPnmm0cFA9/+cl6nTp3j9klL\nS2P27NkUFBTQsGFDGjRoQKNGjXjqqafIzc3lhhtuoEmTJgCEQqEfXFtU1P/8WzzzzDOMHTuWOXPm\n8N///d+8++67NGzYkPfffx+AJUuWkJube8I5N27cyIEDBygqKmLdunU0bty45FiDBg3o0KEDubm5\nzJgxg3bt2lGjRg0OHDjA7t27AUp2NTRo0IBLL72U3NxcZs+ezXXXXXfC6yRJkiRJOjnuFCgllStX\nZtq0aeTk5LB3716OHDlCkyZNmDRp0gn7XHLJJWRlZdGvXz/gm1/hW7VqRXp6OoWFhTRv3pykpKTT\nWmeTJk3o2bMnlStXJikpiZSUFP7whz9wzz33MHXqVM466ywmTJjAhx9+eNz+8fHxDB48mN27d9O+\nfXsaNWpUcqxHjx6MGTOGjIwMwuEwPXv2JCoqiqysLO644w7i4uIoLi6mXr16XHPNNaxZs4aePXty\n8OBB2rZtS2xs7Gn9rJIkSZIUNKFIJBIp7SKk73r88ce55ZZbKF++PEOHDqV169Z07dr1B4+X3DXv\n9BWnUrP5ufrs3Lm/tMvQKUpMjHMdywDX8efPNSwbXMeywXUsG37q65iYGHfCY+4U0E9O5cqVSUtL\n46yzzuIXv/gF7du3L+2SJEmSJKlMMhTQT05GRgYZGRmlXYYkSZIklXk+aFCSJEmSpIAyFJAkSZIk\nKaAMBSRJkiRJCihDAUmSJEmSAspQQJIkSZKkgPLtAyrzfL+9JEmSJB2fOwUkSZIkSQooQwFJkiRJ\nkgLKUECSJEmSpIAyFJAkSZIkKaAMBSRJkiRJCijfPqAyL/m9DqVdgk6DzYlLS7sESZIkqcxxp4Ak\nSZIkSQFlKCBJkiRJUkAZCkiSJEmSFFCGApIkSZIkBZShgCRJkiRJAWUoIEmSJElSQBkKSJIkSZIU\nUNGlXYB+XFu3bmX8+PHs3buXw4cP07RpU4YOHUpsbCwjRoygffv2AOzYsYPu3buf8nzFxcWMGzeO\nDRs2UFhYSMWKFbn33nupU6cOb7/9NnFxcTRt2vSU55EkSZIkfX/uFAiQgoIC+vfvz+23305ubi5P\nP/00KSkpDBky5KjzUlNTT0sgAPD666+Tn5/Pk08+ydy5c+nRowc5OTkAPPvss+Tn55+WeSRJkiRJ\n3587BQLk1Vdf5eKLLyYlJaWk7frrr2f+/Pls3bq1pG3RokVs2rSJGjVq8NVXXzFgwAAKCwvp3Lkz\nS5YsYcGCBTz//POEQiHat29P7969GTFiBHv37mXv3r08/vjjxMfHA5CQkMAHH3zACy+8QMuWLWnT\npg2pqal88MEHvP7663z44Yc0atSId955h9mzZ1O+fHnq16/Pfffdx3/+53/y2muvUVBQwKeffsod\nd9zBDTfcwPr167n//vsBqFq1Kjk5OcTFxf24F1OSJEmSygB3CgTI1q1bqVu37jHttWvXZvv27ce0\nd+nShWXLlhGJRFi+fDlXX301n376KS+88ALz5s1j7ty5vPzyy2zatAmAli1b8vTTT5cEAgDNmzfn\nj3/8Iy+//DIdO3bkxhtv5B//+Afnn38+V1xxBcOGDaNixYpMmTKF2bNnM3/+fOLi4liwYAEA4XCY\nxx9/nKlTpzJ9+nQAsrKyuPfee8nNzSU1NZWZM2eeicslSZIkSWWeOwUCJCkpiXXr1h3TvmXLFmrV\nqnVMe3x8PM2aNWPt2rUsXryY4cOHs379erZv387NN98MwL59+9iyZQsAycnJx4zx0UcfkZyczKRJ\nk4hEIqxcuZJBgwaxcuXKknO2bt1Ko0aNiI2NBeDiiy/mjTfeICUlpeR5A+eccw6FhYUAbNy4kbFj\nxwJw+PBh6tev/8MviiRJkiQFmKFAgLRp04Zp06axbt06mjdvDsDChQtJSEigTp06x+2TlpbG7Nmz\nKSgooGHDhhw+fJhGjRoxc+ZMQqEQf/3rX2nSpAl///vfCYVCx/R/6623+OSTT/jjH/9IVFQUjRs3\npmLFioRCIUKhEJFIhNq1a7Nx40YOHjxIpUqVWLNmTUnAcLwxk5OTGTduHLVq1WLt2rXs3LnzNF4l\nSZIkSQoOQ4EAqVy5MtOmTSMnJ4e9e/dy5MgRmjRpwqRJk07Y55JLLiErK4t+/foB0LRpU1q1akV6\nejqFhYU0b96cpKSkE/bPzMxk3LhxdOnShdjYWKKiohg/fjwAKSkpTJw4kYcffpiBAwfSu3dvoqKi\nqFu3LkOHDmXp0qXHHTM7O5vhw4dTVFREKBTigQceOIWrIkmSJEnBFYpEIpHSLkI6k5Lf61DaJeg0\n2JyylJ0795d2GTpFiYlxrmMZ4Dr+/LmGZYPrWDa4jmXDT30dExNP/GB2HzQoSZIkSVJAGQpIkiRJ\nkhRQhgKSJEmSJAWUoYAkSZIkSQFlKCBJkiRJUkAZCkiSJEmSFFCGApIkSZIkBVR0aRcgnWm+316S\nJEmSjs+dApIkSZIkBZShgCRJkiRJAWUoIEmSJElSQBkKSJIkSZIUUIYCkiRJkiQFlG8fUJn3Tt1f\nlnYJOg0SP91Q2iVIkiRJZY47BSRJkiRJCihDAUmSJEmSAspQQJIkSZKkgDIUkCRJkiQpoAwFJEmS\nJEkKKEMBSZIkSZICylBAkiRJkqSAMhSQJEmSJCmgDAV+ZrZu3crAgQPJzMykR48eZGdnEw6HARgx\nYgQrVqxgxYoVLFiw4Lj9d+7cSXZ29veed9u2bZx33nl88MEHJW3z589nypQpJ+yzaNEiJk6c+L3n\n+lZmZiYbN278wf0lSZIkSf+aocDPSEFBAf379+f2228nNzeXp59+mpSUFIYMGXLUeampqXTv3v24\nYyQmJv6gUAAgNjaWkSNHUlhY+IP6S5IkSZJ+WgwFfkZeffVVLr74YlJSUkrarr/+evbs2cPWrVtL\n2r79hf6pp57ikUceAaCwsJB27dqxefNm0tLSAFizZg3p6elkZGQwcuRIDh8+zKJFi+jVqxfp6em8\n9dZbR81fr149rrjiCiZPnnxMbXPmzKF3795069aNPn36HBUc7N69mx49evDWW28RDoe56667uPXW\nW+nYsSPz5s0D4L333qN79+5069aNAQMGUFBQAMCjjz5aMu63n/Ghhx4iPT2d7t27s2zZstNxaSVJ\nkiQpkAwFfka2bt1K3bp1j2mvXbs227dvP6a9S5cuLFu2jEgkwvLly7n66quJiYkBIBKJkJWVxSOP\nPMKcOXNISkpi8eLFAFSpUoX58+fTqlWrY8YcNGgQK1eu5J133ilpKy4uZu/evfz1r39l4cKFHDly\nhPfffx+AXbt20a9fP0aOHEmrVq3YsmULHTp0YNasWTzxxBP89a9/BeCee+4hJyeHhQsXcuWVV5bc\nNnDllVfy1FNPkZqayosvvshrr73Gtm3bmD9/Pk899RTTpk3jq6++OrULK0mSJEkBFV3aBejkJSUl\nsW7dumPat2zZQq1atY5pj4+Pp1mzZqxdu5bFixczfPjwkmO7d+8mPz+fQYMGAd/cmnDZZZdRr149\nkpOTT1hD+fLlefDBBxkyZEjJjoOoqChiYmK4++67qVSpEp9//jlFRUUAvP766yQmJlJcXAxA9erV\nmT17Nv/n//wfYmNjS8778ssvadiwIQDdunUrme/8888v6ffll1+yYcMGPvzwQzIzMwEoKiris88+\no0qVKid5FSVJkiRJ33KnwM9ImzZtePPNN48KBhYuXEhCQgJ16tQ5bp+0tDRmz55NQUFByZdugISE\nBGrWrMljjz1Gbm4uffv2pWXLlsA3X/L/lfPOO4+OHTsyY8YMAD766CNefvllHn74YbKysiguLiYS\niQDQtWtXxo8fz5gxYzh48CCzZs3iggsuYOLEibRr167kvBo1apCXlwfA9OnTeemll447d4MGDbj0\n0kvJzc1l9uzZXHfddSf87JIkSZKkf82dAj8jlStXZtq0aeTk5LB3716OHDlCkyZNmDRp0gn7XHLJ\nJWRlZdGvX7+j2qOiohg9ejR9+vQhEolQuXJlxo8fz44dO06qlr59+/LKK68A3zxroGLFivTo0QP4\n5mGG+fn5Jec2btyYzp078+CDD9KhQwfuv/9+XnjhBeLi4ihXrhyFhYWMHTuWUaNGERUVRWJiIjff\nfDNPPfXUMfNec801rFmzhp49e3Lw4EHatm1LbGzsSdUsSZIkSTpaKPLtT7VSGfVO3V+Wdgk6DVp8\nuoGdO/eXdhk6RYmJca5jGeA6/vy5hmWD61g2uI5lw099HRMT4054zNsHJEmSJEkKKEMBSZIkSZIC\nylBAkiRJkqSAMhSQJEmSJCmgDAUkSZIkSQooQwFJkiRJkgLKUECSJEmSpICKLu0CpDPN99tLkiRJ\n0vG5U0CSJEmSpIAyFJAkSZIkKaAMBSRJkiRJCihDAUmSJEmSAsoHDarMG9/mndIuQdL/94flLUq7\nBEmSJH2HOwUkSZIkSQooQwFJkiRJkgLKUECSJEmSpIAyFJAkSZIkKaAMBSRJkiRJCihDAUmSJEmS\nAspQQJIkSZKkgDIUkCRJkiQpoAwFyrCtW7cycOBAMjMz6dGjB9nZ2YTD4TM656OPPsqMGTNK/r79\n9tv53e9+V/L3lClT+Otf/3rcvtu2bSMtLQ2Aa665hkOHDp3RWiVJkiQp6AwFyqiCggL69+/P7bff\nTm5uLk8//TQpKSkMGTLkjM57+eWXs3btWgC+/vprwuEw27dvp6CgAIDVq1dzxRVXnNEaJEmSJEkn\nJ7q0C9CZ8eqrr3LxxReTkpJS0nb99dczf/58tm7dyqOPPsrevXvZu3cvjz32GIMGDSISiXDo0CHG\njh1Ls2bNmDVrFkuXLiU6OpoWLVowbNgwpkyZwrZt29i1axfbt29n5MiRR33J/9WvfsXHH39MJBLh\nrbfe4pJLLiEcDrN69WpatmzJl19+ScOGDdmxYwdZWVkcOnSIChUq8Mc//vG4n+N455199tncdddd\nhMNhvv76awYPHkzr1q3P+DWVJEmSpLLGUKCM2rp1K3Xr1j2mvXbt2mzfvh2Ali1bcvPNN/Pqq69S\ntWpVxo8fzyeffMLBgwdZv349y5Yt4+mnnyY6OpqBAwfyyiuvAFC+fHlmzpzJypUrmTVr1lGhQLly\n5WjWrBkbNmxgxYoVdOzYkXA4zIoVK6hQoQKXXHIJAOPGjSMzM5Mrr7ySt956i4kTJzJ48OBj6j3e\neX379mXv3r3MnDmTXbt2kZeXdwauoCRJkiSVfYYCZVRSUhLr1q07pn3Lli3UqlULgOTkZABSU1PJ\ny8ujf//+REdH069fPzZt2kRKSgoxMTEAtGjRgo8//hiAZs2aAVCzZk0KCwuPmeOyyy7jnXfe4R//\n+AdZWVkUFhYybdo0qlatSmpqKgAbNmzg8ccfZ+bMmUQiEaKjj/+veLzzGjduTPfu3bn77rspKioi\nMzPzFK+WJEmSJAWToUAZ1aZNG6ZNm8a6deto3rw5AAsXLiQhIYE6deoAEAqFgG/u869RowazZs3i\n3XffZdKkSYwZM4Ynn3ySoqIiypUrx9tvv03Xrl356KOPSvqdyOWXX87IkSOpV68e5cqVo2LFilSp\nUoVVq1Zxyy23ANCgQQNuvfVWLrzwQjZu3Mjbb7993LGOd9769es5cOAA06dPJz8/nx49enD11Vef\nrksnSZIkSYFhKFBGVa5cmWnTppGTk8PevXs5cuQITZo0YdKkScec27RpU+6++27mz59PUVERv//9\n72nSpAnXXXcd6enpFBcXc9FFF9G2bVs++uijfzt3vXr1+Pzzz7nppptK2i677DKWL19ObGwsAMOH\nDyc7O5tDhw5RUFDA6NGjjzvW8c6rX78+jz76KMuWLaO4uJg777zzB14lSZIkSQq2UCQSiZR2EdKZ\nNL7NO6VdgqT/7w/LW7Bz5/7SLkOnKDExznX8mXMNywbXsWxwHcuGn/o6JibGnfCYrySUJEmSJCmg\nDAUkSZIkSQooQwFJkiRJkgLKUECSJEmSpIAyFJAkSZIkKaAMBSRJkiRJCihDAUmSJEmSAiq6tAuQ\nzjTfi142/NTf/SpJkiT9HLlTQJIkSZKkgDIUkCRJkiQpoAwFJEmSJEkKKEMBSZIkSZICylBAkiRJ\nkqSA8u0DKvPynk8u7RJ0GiR23FzaJUiSJElljjsFJEmSJEkKKEMBSZIkSZICylBAkiRJkqSAMhSQ\nJEmSJCmgDAUkSZIkSQooQwFJkiRJkgLKUECSJEmSpICKLu0CdHyrV69m0KBBNGrUCIBDhw7RqVMn\nMjMzv9c4U6ZMoXr16qSnpx/V/s9//pPJkyezf/9+ypcvT3x8PGPGjCEpKem0fQZJkiRJ0k+bocBP\nWMuWLZk8eTIAhYWFtGvXji5dulClSpVTGjc/P5+hQ4cyZcoUGjZsCMBLL73E+PHjeeihh065bkmS\nJEnSz4OhwM9EOBwmKiqKcuXKsWbNGh555BEikQgHDhzgoYceIiYmhrvvvptnnnkGgLS0NCZNmnTc\nsZ577jm6detWEggAXHvttbRt2xaAzMxMzj77bPbt28f06dPJzs5my5YtFBcXM2jQIC699FLWrFnD\n5MmTKVeuHHXq1OG+++7jP//zP3nttdcoKCjg008/5Y477uCGG25g3bp1jB07lsqVK1OtWjUqVKjA\ngAED6NevH1WrViU1NZWUlJRjPlOtWrW46667CIfDfP311wwePJjWrVszcuRItmzZQkFBAb1796Zr\n165nfgEkSZIkqQwyFPgJW7VqFZmZmYRCIWJiYsjKyqJy5cp8/PHHTJgwgaSkJKZNm8aLL75Ip06d\nTnrcbdu2ceWVVwJQUFDAHXfcAcCOHTt4+eWXAejYsSPXXnst8+bNIyEhgZycHPbs2UNGRgbPP/88\nWVlZzJs3j2rVqvHwww+zePFioqOjCYfDPPHEE+Tl5dG3b19uuOEG7r33XsaPH0/jxo2ZPHkyX3zx\nBQA7d+7k2WefpXz58sydO/eYz9S2bVv27t3LzJkz2bVrF3l5eYTDYd5+++2S8GPlypWn85JLkiRJ\nUqAYCvyEfff2ge9KSkrigQceoFKlSnzxxRdceOGFx5wTiUROOO4555zDtm3bADjrrLPIzc0F4PLL\nLy85Jzk5GYANGzawdu1a1q1bB0BRURG7d+8mPz+fQYMGAd8EC5dddhn16tWjadOmJXMUFhYC39yu\n0LhxYwAuuugiXnjhBQBq165N+fLlT/iZGjduTPfu3bn77rspKioiMzOT2NhYRo0aRVZWFuFwmM6d\nO5/s5ZQkSZIk/S+GAj9DWVlZvPTSS8TGxjJ8+HAikQgVKlRg165dHDlyhAMHDpR86T+erl27cscd\nd5Camlry5f+DDz7g4MGDJeeEQiEAGjRoQM2aNenbty8FBQVMnTqVhIQEatasyWOPPUZcXBzLly+n\nUqVK7Nixo6Tfd9WsWZNPPvmERo0a8d5775W0R0X9z8svjveZ1q9fz4EDB5g+fTr5+fn06NGD8847\njw8//JBHH32UQ4cOceWVV9KlSxeio/1XliRJkqTvy29SP0OdO3emV69eVKxYkerVq5Ofn09iYiKX\nX345N910E3Xq1KFevXon7H/OOecwceJExo0bx4EDBzh06BCxsbE89thjx5zbo0cPxowZQ0ZGBuFw\nmJ49exIVFcXo0aPp06cPkUiEypUrM378eHbs2HHc+e69915GjRpFpUqViImJOe4bDo73merXr8+j\njz7KsmXLKC4u5s477yQxMZGdO3fSo0cPoqKiuPXWWw0EJEmSJOkHCkX+1T5z6TSYO3cu1113HWef\nfTaTJ08mJiaGAQMG/Gjz5z2f/KPNpTOnfsfN7Ny5v7TL0ClKTIxzHcsA1/HnzzUsG1zHssF1LBt+\n6uuYmBh3wmP+xKozrlq1atx6661UqlSJuLg4/vSnP5V2SZIkSZIkDAX0I2jXrh3t2rUr7TIkSZIk\nSf9L1L8/RZIkSZIklUWGApIkSZIkBZShgCRJkiRJAWUoIEmSJElSQBkKSJIkSZIUUL59QGWe77eX\nJEmSpONzp4AkSZIkSQFlKCBJkiRJUkAZCkiSJEmSFFCGApIkSZIkBZShgCRJkiRJAeXbB1TmJa/I\nK+0SdBpsTowr7RIkSZKkMsedApIkSZIkBZShgCRJkiRJAWUoIEmSJElSQBkKSJIkSZIUUIYCkiRJ\nkiQFlKGAJEmSJEkBZSggSZIkSVJARZd2AT8Hq1evZtCgQTRq1AiAQ4cO0alTJzIzM7/XOFOmTKF6\n9eqkp6eXtA0ZMoT8/Hw+++wzYmJiqFGjBr/85S8577zz2LRpE0OHDj2tn+WHmDFjBrNnz2b58uVU\nqFDhpPulpaUxadIkateufQarkyRJkiT9UIYCJ6lly5ZMnjwZgMLCQtq1a0eXLl2oUqXKKY370EMP\nAccGBosWLTq1gk+jJUuW0L59e5YuXcoNN9xQ2uVIkiRJkk4TQ4EfIBwOExUVRbly5VizZg2PPPII\nkUiEAwcO8NBDDxETE8Pdd9/NM888A/zPL+bf13vvvcett97K7t27SU9Pp3v37qxcuZKHH36YChUq\nULVqVXJycvjv//5vpk+fTkxMDJ9//jk9evRg1apVfPTRR/Tu3ZuePXvy4osvMnfuXIqKigiFQjzy\nyCMADBo0iEgkwqFDhxg7dizNmjU7qobVq1dTt25devTowbBhw0pCgczMTJo2bcrHH39MOBzmz3/+\nM7/4xS+YPHkyr7/+OjVr1mTPnj0A7N+/n9GjR5f8PWbMGJo0acLVV19NgwYNaNiwIS1atGDGjBlE\nR0dTo0YNJk+eTDgcZtiwYYTDYY4cOcJdd91Fq1at6NSpE5dccgnr168nFArx2GOPERcX94PXU5Ik\nSZKCylDgJK1atYrMzExCoRAxMTFkZWVRuXJlPv74YyZMmEBSUhLTpk3jxRdfpFOnTqdlzujoaJ54\n4gk+++wz+vTpQ1paGllZWcyfP5+kpCRmz57N1KlTueqqq/j888957rnn+PDDD7nrrrt46aWX+OKL\nLxgwYAA9e/YkLy+P6dOnU7FiRe655x7eeOMNqlSpQtWqVRk/fjyffPIJBw8ePKaGhQsX0q1bNxo0\naED58uV57733SElJAaB58+aMHj2ayZMns3TpUlq1asXbb7/N3/72Nw4ePMhvfvMbAKZNm0bLli1L\n6hg5ciTz589nx44dLFq0iISEBO68805uu+022rVrx3PPPUc4HGbq1Klcdtll/Pa3v+WLL74gPT2d\n5cuXc+DAATp06EBWVhZDhgxhxYoVdOjQ4bRcc0mSJEkKEkOBk/Td2we+KykpiQceeIBKlSrxxRdf\ncOGFFx5zTiQS+UFznnvuuYRCIRITEykoKGDPnj3ExsaSlJQEwMUXX8ykSZO46qqraNy4MTExMcTF\nxVG3bl3Kly9PfHw8hw4dAqBatWoMHz6cypUrs2nTJi644AJSU1PJy8ujf//+REdH069fv6Pm37dv\nHytWrGD37t3k5uYSDoeZM2dOSShw7rnnAlCzZk2+/PJL8vLyOP/884mKiiI2NpZf/vKXAGzYsIFV\nq1axbNmyknEBEhISSEhIAGDkyJE8/vjjzJkzhwYNGtC2bVs2btxYErAkJSURGxvLrl27j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r1qVHjx6ceeaZXHHFFdXdCZIkSZKk7ydU9VU/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\ntzlTQJIkSZKkgDIUkCRJkiQpoAwFJEmSJEkKKEMBS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      "text/plain": [
       "<matplotlib.figure.Figure at 0x27e0cdbf9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(palette='bright')\n",
    "plt.figure(figsize=[15,80])\n",
    "df.groupby('Director').count()\n",
    "sns.barplot(y=df.groupby('Director').count().index, x='Movie Name', data=df.groupby('Director').count(), orient='h', palette='bright')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x27e09cb9cf8>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Y9u498YuPYGLbvBIz+4Nt80r2zWzbvJKdM4eCjl4s+e3d4wMHDlRFRYUkyePxKCkpyV+b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\nAACWINoAAFiCaAMAYAmiDQCAJf4P8SengxRTKwwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x27e098d15f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x='Decade', data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x27e0b3cbf28>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5Mhs3bqRz586OaldERMSpOFWo+PPtj9jYWMqVKwfAtWvXMJvN9OjRA4CkpCSeffZZypQp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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x27e0b3bbe10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(y=df.groupby('Language').count().index, x='Movie Name', data=df.groupby('Language').count(), orient='h')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x27e0cce3c50>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ITExk1KhRTJw4kevXr9+3AEtISGDVqlXMmjXrMUcoIiJiHfJUkISEhFC3bt07\nju3fv79AAiqMtm7dSsWKFTUjJCIiUkAeWJDs3buXnJwcxo0bx+TJk/n1F8JZWVmEhobyxRdfPJYg\njfTLL7+wdu1a7O3tadiwIUlJSaxYsYKsrCxsbGyYM2eO5dxdu3axZs0aZs+eDdze5+Tjjz/Gzc3N\nqPBFRESKhAcWJN9++y27d+/GbDbz8ccf/+9DJUrQp0+fAg+uMHB1daVVq1ZUrFgRT09Pvv32WxYu\nXEipUqUICQlh165dloKjRYsWTJo0ieTkZMxmM+XKlVMxIiIikgcPLEjefPNNANatW8fLL7/8WAIq\n7CpUqEBgYCClS5fm559/plGjRpb3bGxs6N69Oxs3biQxMZFevXoZGKmIiEjRkadnSJo2bcq0adNI\nTk7mtxu7fvjhhwUWWGFiY2NDTk4OKSkpzJ49m6+//hqAN954g99vdPvqq6/yzjvvcOvWLW0YJyIi\nkkd5KkhGjBhBkyZNaNKkyT0by1m7Z555hunTp+Ph4YGXlxd9+vShRIkSlClTBrPZTLVq1Sznurm5\nUbp0aRo1aqSOvyIiInmUp38xs7KyCAwMLOhYCp1q1aqxZs0aANq0aQOAt7f3Pc9t1qyZ5XVubq6W\na0RERB5CngqSxo0bs337dlq2bImDg0NBx1RkpaWl4e/vT7NmzahZs+Yfnr/p1SHqZSMiIkIeC5It\nW7awfPnyO47Z2Nhw+PDhAgmqqHJ0dCQuLs7oMERERIqcPBUku3btKug4REREpBjLU0Hy282/fmv4\n8OH5Gkxx0y12hdEh3GXJi92NDkFERIoh24f9QGZmJtu3b+fKlSsFEc9jZzKZOHHihNFhiIiIFGt5\nmiH5/UzI3//+dwYMGFAgAYmIiEjx80gbZdy4cYOkpKT8jsUw165dY+jQoaSnp3Pp0iVGjBhBhw4d\n6NKlC02aNOHYsWOULVuWf/zjH+Tk5BAcHExKSgpmsxl/f3/8/f0xmUzUr1+fY8eOkZqayscff8wT\nTzxhdGoiIiJFQp4Kknbt2lk2RMvNzeX69esMHDiwQAN7nI4cOcIbb7xBs2bN2LdvH+Hh4XTo0IG0\ntDR8fHxo2rQp06dPZ/Xq1Tz//PN07dqVjh07cvHiRUwmE/7+/gB4enoSHBzMrFmz2LRpE0OGDDE4\nMxERkaIhTwVJdHS05bWNjQ1lypTB2dm5wIIqaDdu3MDBwQF7e3sAmjRpwsKFC4mNjcXGxoasrCzg\ndhPBpk0pXciXAAAgAElEQVSbAuDl5cXOnTvp0qULUVFRbN26FWdnZ8u5AE8//TQA7u7uXL58+TFn\nJSIiUnTl6aHWqlWrsmPHDqZNm8akSZOIi4sjJyenoGMrMEFBQezdu5ecnByuXLnClClT6NGjBzNm\nzKBZs2aW/jRZWVkcOXIEgL1791KnTh0WL15Mo0aNCAsLo1OnTnf1shEREZGHl6cZkunTp3P69Gle\nffVVcnNziYuL4+zZswQHBxd0fAXijTfeYNKkSQD83//9Hx4eHkyfPp2FCxfi7u7OtWvXLOcuWrSI\npKQkqlatysiRI9m3bx+TJk1i8+bNuLi4YGdnR0ZGhlGpiIiIWIU8FSTffPMN69atw9b29oRKmzZt\n8PHxKdDACpKXl9ddO6p269btnudOmTKFkiVLWv729vZm48aNd53322UtPz+/fIpURESkeMjTkk12\ndvYdz0pkZ2djZ2dXYEGJiIhI8ZKnGRIfHx9ee+01unbtCsCmTZvuO6NgTbZv316g42/s1U/N9URE\nRMhDQZKcnIyvry8NGjQgPj6ehIQEXnvtNV5++eXHEZ+IiIgUAw9csjl06BBdu3blhx9+4MUXXyQw\nMJCWLVsyc+ZMy69P5NH5xK5jwI5tDNixzehQREREDPXAgmTatGnMnDmT1q1bW46NGjWKKVOmMHXq\n1AIPTkRERIqHBxYk169fp1mzZncdb9Wq1R0/jS3sEhISqFevHps2bbrjuI+PD0FBQXkeJy4ujm3b\nNJshIiKS3x5YkGRlZd1zA7ScnBwyMzMLLKiCULt27TsKkp9++olbt2491Bg9e/akffv2+R2aiIhI\nsffAgqRp06bMmTPnruNz587lmWeeKbCgCkL9+vVJSkoiJeX2r1rWr19v2Uvl888/p0+fPvj5+REW\nFgb8b7kqJyeH/v378/XXXxMeHs7KlSvJzc1lwoQJ9OrVix49evDVV18BMHXqVHr37k3v3r2Jiooy\nJlEREZEi6IG/shk1ahRDhgxhw4YN/OUvfyE3N5dDhw5Rvnx55s2b97hizDcdO3Zk69at9OzZkwMH\nDjB48GAOHz5MeHg4n332GaVKlWLMmDF88803jBo1in79+hEYGIinpydt2rTh4MGDAHz11Vdcu3aN\n2NhYkpOTWbJkCXZ2diQmJrJmzRqysrLw9/fH29ubevXqGZy1iIhI4ffAgsTZ2ZkVK1YQHx/P4cOH\nsbW1pV+/fjRp0uRxxZevfHx8CA0NpXr16pYcsrOzuXr1qqUz740bNzhz5gwtWrSgf//+BAYG8vXX\nX98xzsmTJ2nUqBEAZcuWZcSIEURERNCkSRNsbGywt7fn2Wef5cSJEypIRERE8uAPd2q1sbGhefPm\nDBgwgNdff73IFiMA1atX5+bNm0RHR9O9e3fgdn5VqlRh8eLFREdHExAQQKNGjUhOTmb+/PkEBQUx\nbty4O8apXbu2ZbYkJSWFgQMH4uHhwd69ewHIzMzk+++/p2bNmo83QRERkSIqTzu1WpMuXbrwz3/+\nk1q1anH27FnKly9P165dMZlMZGdn88QTT9C5c2fGjBnDoEGD6NGjBz/88APLli2zjNG+fXv+85//\n4OfnR3Z2Nn//+9958cUX2b17N3369CEzM5NOnTrRsGFDAzMVEREpOmxyc3NzjQ6iuPKJXWd5vfjF\nov/rnUqVXKxqK3zlU7hZUz7WlAson8LO6HwqVXK55/FiN0NSmGzo9bJVfclFREQeVZ66/YqIiIgU\nJM2QGOjl2P/t+rroxecNjERERMRYmiERERERwxlSkCQkJNC4cWPOnz9vORYWFkZcXNyfHjsqKgqT\nyWT5r1mzZsyYMeOhxoiLi7Ps2Pqo8isfERGR4sCwGRIHBwfGjh1Lfv/Ip3///kRHRxMdHc2bb76J\nq6srAwcOzNdriIiISP4y7BkSb29vcnJyWLFiBQEBAXe8Fx0dzcaNG7GxsaFLly74+Pjw+uuv889/\n/pP9+/czePBgEhISMJvNBAcHExkZedf4SUlJBAUF8cknn1C+fHlSUlIIDg62dCkeN24c9erVY/ny\n5WzdupVbt25Rrly5u3r3zJw5kx9++IFffvmF+vXr8+GHHxIeHk5iYiJXrlwhKSmJsWPH0qpVK774\n4gvmzZtH+fLlyczMpHbt2gV3A0VERKyIoQ+1hoaG0rt3b1q1amU5dvz4cTZv3synn34KwBtvvEHL\nli1xdXXl/Pnz7Ny5kypVqvDDDz9w8OBBOnTocNe46enpDB8+nNGjR9OgQQMA5s+fj7e3N/7+/pw6\ndYqxY8eyYsUKfvnlF5YuXYqtrS0DBw607MAKkJqaSpkyZViyZAk5OTl07dqVixcvArdneCIiIvjm\nm29YvHgx3t7eTJ06lbi4OFxdXS1b0YuIiMgfM7QgKVeuHO+99x6BgYF4eXkBcPToUZKSknj99dcB\nSE5O5vTp07z00kvs2LGD77//niFDhvDNN9/w/fffM2XKlLvGDQkJoXnz5nTt2tVy7OjRo8THx/P5\n559bxrW1tcXe3p5Ro0bh5OTEhQsXyMrKsnymZMmSXL161fL+zZs3yczMBLAUOu7u7mRkZHD16lXK\nli1LuXLlAHjuuefy/4aJiIhYKcN/9tuuXTu+/PJL1q5dy5gxY6hduzZ16tQhIiICGxsbli5dSr16\n9WjQoAHvvPMO5cqVo1WrVgwYMAAXFxcqVqx4x3jLli3j8uXLfPjhh3ccr127Nt27d8fHx4crV64Q\nExPDkSNH+Oqrr4iJieHWrVv07Nnzjmdadu7cyfnz5/noo4+4evUqX375peV9GxubO8avUKEC169f\n5+rVq5QvX56DBw/i7u5eQHdNRETEuhhekAAEBwcTHx8PQP369WnevDl+fn5kZGTg6emJm5sbdnZ2\npKen4+3tTdmyZSlRogRt2rS5a6xp06ZRr149+vfvbznm5eXF0KFDCQ4OZs2aNaSmpjJ8+HBq1qxJ\nqVKl6Nu3LwCVKlXCbDZbPufp6cncuXPp168fNjY2VK9e/Y73f6tEiRKEhIQwcOBAS3wiIiKSN+pl\nYyBr2xjN6P4I+U35FG7WlI815QLKp7AzOh/1simE1vVqb1VfchERkUelnVpFRETEcCpIRERExHBa\nsjFQr8/23XVsXuu6BkQiIiJiLM2QiIiIiOGKzQxJQkICI0aMoE6dOgDcuHGDatWqERYWhoODwyOP\n++teJX369MmvUEVERIqdYlOQwO3+ObNmzbL8PXr0aLZv306nTp0eeczWrVvnR2giIiLFWrFdssnI\nyMBsNlO2bFlGjhxpOd6iRQsAtm7dSu/evfHz8+Ptt98mJyeHvXv34uvri7+/PwMHDiQ1NZW4uDjC\nwsKA24343njjDV555RXGjh1rSF4iIiJFUbGaIYmPj8dkMnHlyhVsbW3x9fXF1vbeNdnGjRsZOHAg\nnTp1Yt26daSmpvLVV1/RuXNn+vfvz/bt27l+/brl/Ps14nNzc3tc6YmIiBRZxWqGxNvbm+joaFas\nWIG9vT3VqlW765xfN64dO3Ys8fHxBAQEsG/fPmxtbRk6dChms5n+/fuzZcuWO7aH/20jvpCQkDsa\n8YmIiMiDFauC5FflypVjxowZjBs3DgcHBy5dugTAuXPnSE5OBmD16tW8+eabLF++HIAvv/yS9evX\n88orrxAdHU3dunVZs2aNZcxfH279xz/+wahRo0hLS0O78ouIiORNsVqy+a06depgMpmIiIjAxcWF\n3r174+HhYZk18fT05K9//SulS5fGycmJNm3acObMGcaNG0epUqWwtbVlwoQJ7Nmzx3L+vRrxVa9e\n3cg0RUREigQ11zOQtW2MZnTDpvymfAo3a8rHmnIB5VPYGZ2PmusVQrGvelnVl1xERORRFctnSERE\nRKRw0QyJgd5ae/aB749v6fqYIhERETGWZkhERETEcIWiIFm4cCGvv/46AQEBmEwmfvjhh4ce45df\nfmHDhg0ABAUFsXPnzvuem5CQcMfurFu2bKFbt24kJSU9fPAiIiLypxm+ZHP8+HG2b9/OypUrsbGx\n4fDhwwQGBrJ+/fqHGuenn35i+/bt+Pj4PNTnNm7cyOLFi1m6dCkVK1Z8qM+KiIhI/jC8IHFxcSEp\nKYnY2Fhat25NgwYNiI2NBeDQoUNMnDgROzs7SpYsycSJE8nJyWHUqFGWTcl8fX35xz/+wfz58zly\n5AirV68Gbm9sFhERQWpqKqGhoXh6et517XXr1rF8+XKWLFlC2bJlH3jNYcOG4erqSuvWrWndujWT\nJk0CwNXVlSlTpuDk5ERISAgXLlzAbDbTrl27O2ZhRERE5P4MX7Jxc3Nj3rx57Nu3jz59+tCpUyf+\n9a9/ATBu3DhCQkJYvnw5fn5+TJ069b7jDB06FG9vb/r06QNAw4YNWbZsGQEBAcTFxd11/nfffcea\nNWtITk4mOzvbcvx+17x06RKRkZEMHjyY8ePH8/777xMdHU3r1q2JiIjg/PnzNGrUiMjISGJjY1m1\nalV+3iYRERGrZvgMyenTp3F2dubDDz8E4ODBgwwePJhmzZphNptp0KABAE2bNmXmzJl3ff5++7o1\nbNgQgIoVK5KWlnbX+5UqVWLJkiXExMQwZswYFi1ahK2t7X2vWa1aNRwcHAA4ceIEH3zwAQCZmZk8\n+eSTuLq6cvDgQeLj43F2diYjI+PP3BYREZFixfAZkp9++okJEyZY/gGvVasWZcqUwc7OjsqVK3Pk\nyBEA9uzZw5NPPknJkiW5cuUK2dnZXL9+ncTERABsbW3JycmxjGtjY/PA69asWZOSJUsSEBCAvb09\n8+bNA7jnNX8d/1e1atVi2rRpREdHM2bMGNq0aUNcXBwuLi7MnDmTAQMGqJeNiIjIQzB8hqRjx46c\nOHGCXr164eTkRG5uLu+++y4uLi5MmjSJiRMnkpubi52dHVOmTKFSpUq0aNGCXr16Ub16dWrWrAlA\njRo1OHr0KEuXLn3oGKZMmcLLL79M48aN73nN3wsNDSUwMJCsrCxsbGyYPHkyHh4ejB49mv379+Pg\n4EDNmjUxm824ubn92VskIiJi9dTLxkDWtjGa0f0R8pvyKdysKR9rygWUT2FndD7qZVMIzX6lulV9\nyUVERB6V4c+QiIiIiKggEREREcNpycZAEXFmy+serUoZGImIiIixNEMiIiIihjO8IPmzjfUuXbpE\naGjofd9PT08nJibmruP3asDXokWLB15r+PDhDxWbiIiI5I2hSzb50VivUqVKDyxILl26RExMDL17\n9/7T8c6ZM+dPjyEiIiJ3M3SG5LeN9S5evHhXYz0/Pz8CAgIYOHAgSUlJLFu2zFIUZGRk0KlTJ06e\nPImvry8Au3fvtnxm7NixZGZmMn/+fI4fP/5QxURQUBAhISEMHDgQHx8ffvzxR+B/Myj3ii0xMZE+\nffrw9ttv07NnT95///38vFUiIiJWzdCC5GEb6/Xo0YPPP/+c3Nxctm3bRtu2bbG3twdu97QZP348\nc+bMYfny5bi5ubF27VqGDh1KnTp18rTc8tvt5qtWrUpkZCQmk8nSQfhX92vAd+rUKSZPnkxMTAw7\nd+7k0qVL+XWrRERErJqhSzYP21ivbNmyNGjQgL1797J27VoCAwMtY129ehWz2cyIESMASEtL44UX\nXrjvtUuWLHlXA7ysrCzL61+v7e7uzr59++44734N+GrUqIGzszNweykpPT394W+KiIhIMWToDMnD\nNtYD8PX1JSoqirS0NDw8PCxjlStXDnd3d+bOnUt0dDRDhw7F29v7rqZ7v2rYsCFffvml5e/vvvuO\nOnXqWP5+UHO++8X2Rw39RERE5N4MnSF52MZ6AM8//zzjx49n2LBhd4xla2tLcHAwQ4YMITc3l9Kl\nSzN9+nScnZ3JzMxkxowZjBkzxnL+K6+8wuHDh+nRowelS5fG3t6eCRMm5CnuvDTgExERkbxTcz0D\nWdvGaEY3bMpvyqdws6Z8rCkXUD6FndH5qLleITSoZ2Wr+pKLiIg8KsM3RhMRERHRDImBPl992fK6\nSbuSBkYiIiJiLM2QiIiIiOGK/QzJwoUL+fbbb8nKysLGxobAwECeeeaZh/q8t7c3np6eBRiliIiI\ndSvWBUl+9NIZMmRIAUYoIiJSPBTrguS3vXRat25t6aVjMpmoVasWJ0+eJDc3l1mzZlG+fHlCQkK4\ncOECZrOZdu3aMXLkSIKCgujSpQuXL19mx44dpKWlcebMGQYPHkzPnj2NTlFERKRIKNbPkDyol46X\nlxfR0dF07tyZBQsWcP78eRo1akRkZCSxsbGsWrXqrvFSU1NZsGAB8+bNY+HChY87HRERkSKrWM+Q\n3K+XTqVKlfD29gZuFybbt2/H1dWVgwcPEh8fj7Oz8119cADq168PQJUqVe75voiIiNxbsZ4heVAv\nnR9++AGAffv2UadOHeLi4nBxcWHmzJkMGDCAtLQ0fr/JrXrZiIiIPJpiPUNyv146UVFRrF27lqVL\nl1KqVCmmT5/O5cuXGT16NPv378fBwYGaNWtiNpv/+CIiIiLyh9TL5h5MJhOhoaF3dBMuCNa2MZrR\n/RHym/Ip3KwpH2vKBZRPYWd0PuplUwh17lPRqr7kIiIij0oFyT1ER0cbHYKIiEixUqwfahUREZHC\nQTMkBtqzJO8PxT7ZrVQBRiIiImIszZCIiIiI4ax2huTPNs27l5EjR9K3b1+aNWuWT1GKiIgIWGlB\nkh9N80REROTxscolm982zbt48SINGjRg+vTp/PWvfwVg06ZN+Pj4ALB3717Gjx9PSkoKb731FiaT\nCZPJxE8//QTAihUrePnllxk8eDCnT58GIDMzk/fee49+/frh5+dHQkICAD4+PkycOJGAgABMJhMp\nKfpJr4iISF5YZUFyr6Z5p0+fJikpiYyMDHbu3ImtrS2XL19m27ZtvPTSS8yfPx9vb2+io6OZOHEi\noaGhXL58mWXLlrFmzRrmzp1LZmYmADExMZQrV44VK1Ywd+5cJkyYAMCNGzfo2rUry5cvp3Llyuzc\nudPI2yAiIlJkWOWSzf2a5rVt25b4+HjOnz+Pj48P3377LXv37mXkyJFER0cTHx/P559/DkBycjJn\nzpyhTp06ODg4AODp6QnA0aNH2bt3LwcOHAAgKyuLq1evAvD0008DtxvspaenP9a8RUREiiqrLEh+\n+uknVq9ezbx583BwcLA0zXvllVcIDw+nfv36tGzZkpCQEGrWrIm9vT21a9eme/fu+Pj4cOXKFWJi\nYnjyySc5fvw4aWlp2Nvbc/jwYbp3707t2rVxd3dn6NChpKWlMW/ePFxdXQE12BMREXkUVlmQ3K9p\nXpMmTTh58iSDBg2ifv36JCUlMXjwYACGDh1KcHAwa9asITU1leHDh1O+fHkGDx5M3759KV++PKVK\n3d4LpG/fvowbN46AgABSU1Px9/fH1tYqV79EREQeCzXXM5C1bYxmdMOm/KZ8CjdryseacgHlU9gZ\nnY+a6xVCTd+obFVfchERkUeldQYRERExnGZIDHTqowt3HSvdr7QBkYiIiBhLMyQiIiJiuGIzQzJ1\n6lR+/PFHLl26RFpaGtWrV6dcuXLMnj37gZ9LSEhg1apVzJo16zFFKiIiUvwUm4IkKCgIgLi4OH7+\n+WfeeecdgyMSERGRXxXrJZuEhARGjhxp+btFixbA7eJl6NCh9O3bl+vXrwNw69YtBg0aZGnQN3Pm\nTPz8/OjTpw+ff/45KSkpdOjQgezsbABmzJjB5s2bH3NGIiIiRVOxLkgexNvbm1WrVlGmTBlu3rzJ\n0KFD8fPzo3v37uzYsYPExERWrlzJsmXLmD9/Prm5uTRu3Jhdu3aRnZ3Nzp076dChg9FpiIiIFAnF\nZskmL367R1ytWrUsr3fv3k29evXIyMgAbvey+fHHHzGZTMDtXjbnzp2jd+/eREdHk5OTwwsvvGDp\ngSMiIiIPVqxnSEqWLMmlS5cAOHfuHMnJyZb3ftuTpk2bNsyZM4ePPvqIixcvUrt2bZo1a0Z0dDRR\nUVF07tyZ6tWr06RJE86ePUtsbCy9evV67PmIiIgUVcW6IHnmmWdwcXGhd+/ehIeHU61atfueW7Fi\nRd58803ee+892rVrh5OTE/7+/vTs2RMAZ2dnAHx8fLh8+TJ169Z9LDmIiIhYA/WyyWcRERG4urrm\naYbE2jZGM7o/Qn5TPoWbNeVjTbmA8insjM5HvWweg6CgIMxmM/Pnz8/T+U+OcLeqL7mIiMijUkGS\nj6ZOnWp0CCIiIkVSsX6GRERERAoHzZAY6MLMI0aHcBe7154wOgQRESmGNEMiIiIihlNB8hB+v9U8\nQFhYGHFxcfj6+lqOfffdd3Ts2JEjRwrfDIiIiEhhpCWbfJaQkMAHH3zAggUL7tjtVURERO5PBUk+\n+vbbb5k0aRIRERFUrVrV6HBERESKDC3Z5IOkpCTOnDnDrFmzSE9PJy0tzeiQREREihQVJA/B0dHR\n0mDvVzdv3qRkyZI4OjqyaNEixo0bx4gRI1SUiIiIPAQVJA/Bw8ODw4cPYzabAUhPT2fPnj107NiR\nypUr4+rqStu2bWnSpAkTJkwwOFoREZGiQ8+QPARnZ2eCgoL461//iqOjI5mZmZhMJuzs7O44LzAw\nkF69erFu3Tpefvllg6IVEREpOlSQPKSOHTvSsWPHu46vWbPG8rpkyZJs2LDhcYYlIiJSpKkgMZD7\n6PpqriciIoKeIREREZFCwCY3NzfX6CCKq4sf/8foEERERO7J1v+ZAhm3UiWXe1+vQK4mIiIi8hD0\nDMk9JCQksGrVKmbNmmU5FhYWRu3atbGxsWHt2rXk5uaSmZnJ8OHDadmypeW8oUOHkpuby4IFC4wI\nXUREpEhSQfIQUlJSWL58OZs2bcLBwYGLFy/Su3dvvv76a2xtbUlKSuLmzZtkZWVx9uxZqlevbnTI\nIiIiRYKWbB6Cg4MDmZmZrFy5kjNnzuDm5sZXX32Fre3t2/jZZ5/Rvn17evTowaeffmpwtCIiIkWH\nCpKH4OjoSFRUFKdPn2bQoEG0bduW2NhYAHJycti4cSM9evSga9eubN68WdvHi4iI5JGWbO7hfj1r\nbGxsSEtLIyQkBICTJ08yaNAgGjduzIULF7hx4wajR48GbhcoGzZsoHfv3o89fhERkaJGMyT3cL+e\nNbVr12bMmDGkpqYC8MQTT1CuXDns7e2JjY1l0qRJREZGEhkZyUcffaRlGxERkTzSDMk93K9njaen\nJyaTiYCAABwdHcnOzqZ3796UKVOG//73v3f8Kqdx48akp6ezb98+vLy8DMxGRESk8NPGaAbSxmgi\nIlJYPe6N0VSQGMyaetlUquSifAox5VN4WVMuoHwKO6Pz0U6tIiIiUmipIBERERHD6aFWA5nnfG55\nbdOn5QPOFBERsW4FMkPSv39/Dhw4AEBGRgaNGzcmIiLC8r7JZOLw4cMPNeby5cvvefzbb7+lf//+\n+Pn5YTKZCAoKIiXFetb6REREioMCKUhatGjBd999B8DevXtp2bIlO3bsAG7v6XHu3Dnq16//UGPO\nmzfvrmNHjhxhxowZTJ8+nZUrVxIdHU39+vXvKH5ERESk8CuQJZsXXniBuXPnMmDAAHbs2EHv3r0J\nCwsjJSWFH3/8keeffx4bGxt2797NrFmzsLOzo3r16kyYMIHExETGjh1LiRIlyMnJYebMmaxbt47k\n5GRCQ0MJDQ21XGflypUMGzYMNzc3y7HXX3/d8vpe42/YsIHPPvuMnJwc3nrrLUJCQnjuuec4deoU\nzZs3JyUlhQMHDlCrVi1mzJjB0aNHmTp1KtnZ2Vy7do3Q0FC8vLzo2LEjXl5enDx5kgoVKhAeHs67\n776Lj48Pbdq04cSJE0ybNo2FCxcWxC0WERGxKgVSkDz99NP8/PPP5ObmsmfPHkaNGkXz5s359ttv\n+emnn2jVqhW5ubmMHz+eTz/9lAoVKvDRRx+xdu1aMjMz8fT0ZMyYMXz33XekpKQwbNgwli9ffkcx\nApCYmEiNGjUAOHv2LO+99x65ublkZ2fz6aef3nP8EiVKUKZMGcuMy7lz54iKiqJSpUo8//zzxMTE\nMH78eNq3b8/169c5fvw4gYGB1KtXjw0bNhAXF4eXlxdnz54lKiqKKlWq0LdvXw4ePEjv3r1ZuXIl\nbdq0ITY2ll69ehXE7RUREbE6BVKQ2NraUr9+fXbu3EmlSpVwcHCgdevWfP311xw5coTXXnuNq1ev\nYjabGTFiBABpaWm88MIL/O1vf2PRokUMGjQIFxcXRo4ced/rVKlShcTEROrXr0/16tWJjo4mPT2d\nzp0733f8mjVrUqtWLcsYrq6uVK1aFQAnJyfq1KkDgIuLC+np6VSuXJm5c+fi6OjIjRs3cHZ2BqBc\nuXJUqVLFEkd6ejrNmjVj0qRJXL16lW+++YZRo0bl/80VERGxQgX2K5sWLVqwYMECunbtCtzeSn3u\n3LnA7SIgJycHd3d35s6di4uLC9u2bcPJyYlt27bRuHFjhg8fzsaNG4mIiODDDz/kXvu39e3bl/ff\nfx9PT08qV64MQHx8PHC7YLjX+OfPn8fW9n+PztjY2Dwwj8mTJxMWFoaHhwezZ8/m3Llz9/2cjY0N\n3bt3Z9KkSbRo0QJ7e/tHuHMiIiLFT4EVJC+88ALjxo1j+vTpADg4OODi4kKDBg2A27MowcHBDBky\nhNzcXEqXLs306dO5ceMGgYGBzJs3j5ycHMaOHQvcbnj3zjvvEBYWZrnGM888w7vvvktQUBCZmZnc\nunULNzc3Zs+efd/xz58//1B5dO/enbfffpsyZcrg7u7OtWvXHnh+z549adOmDf/85z8f6joiIiLF\nmbaOz2cXL17k3XffJSoq6g/PtbZ9SIzejji/KZ/CzZrysaZcQPkUdkbno63jH4OtW7cyaNAg3nrr\nLaNDERERKVK0U2s+6tixIx07dszz+ZWHd7aqqltERORRaclGREREDKclGxEREfn/9u49KKr6jeP4\nW0WxvEsAAAy5SURBVBBoZAVFHdTEmRyVMCWzUCzUZEpgQpnxiuusMjmmiXlJDbkINiF4SWbUEcnL\npHmJzBgVybykhoqYg2mJlxRt8YrhZZAdRdj9/v5gOImSifOrw3Ge11+cc3bPPp+zy+7Ddw/nqztp\nSIQQQgihO2lIhBBCCKE7aUiEEEIIoTtpSIQQQgihO2lIhBBCCKE7aUh04HA4SExMZMSIEVgsFqxW\nq94l1VtlZSUzZ87EbDYzdOhQfvzxR6xWKyNHjsRsNpOUlITD4dC7zHq5efMm/fr1o6ioyPBZAL74\n4gtGjBjB4MGD+fbbbw2bqbKykunTpxMZGYnZbDb083PixAksFgvA32bYtGkTgwcPZvjw4ezbt0/P\ncv/Rw3lOnz6N2WzGYrEwduxYSktLAePmqZGdnc2IESO0ZaPmuXnzJh9++CGjRo0iMjKS4uJioIHl\nUeI/t3PnThUTE6OUUuqXX35REyZM0Lmi+tu8ebNKTk5WSil1+/Zt1a9fPzV+/HiVn5+vlFJq9uzZ\nateuXXqWWC8PHjxQEydOVAMGDFDnz583dBallMrPz1fjx49XdrtdlZeXqyVLlhg20+7du9XkyZOV\nUkodPHhQTZo0yZBZVqxYocLDw9WwYcOUUqrODDdu3FDh4eGqoqJClZWVaT83RI/mGTVqlDp16pRS\nSqmvv/5apaSkGDqPUkoVFhaq0aNHa+uMnCcmJkbl5OQopZQ6fPiw2rdvX4PLIyMkOigoKKBPnz4A\ndO/enZMnT+pcUf2FhoYyZcoUAJRSODs7U1hYSM+ePQHo27cveXl5epZYL/PnzycyMlKbNdrIWQAO\nHjxI586diY6OZsKECbz99tuGzfTSSy9ht9txOByUl5fTuHFjQ2Zp3749S5cu1ZbryvDrr7/y2muv\naZORtm/fnjNnzuhV8hM9mictLU2bPNVut+Pm5mboPLdv3yYtLY24uDhtnZHzHDt2jJKSEqKiosjO\nzqZnz54NLo80JDooLy/HZDJpy87OzlRVVelYUf25u7tjMpkoLy9n8uTJTJ06FaUUjRo10rbfvWuM\ny+JnZWXh5eWlNYmAYbPUuH37NidPnmTx4sV8+umnzJgxw7CZmjRpwpUrVwgLC2P27NlYLBZDZgkJ\nCaFx479m66grQ3l5OU2b/jXxmLu7O+Xl5f95rU/j0Tw1zfyxY8dYv349UVFRhs1jt9uJj48nNjYW\nd3d37TZGzQNw5coVPDw8WLNmDW3atGHlypUNLo80JDowmUzYbDZt2eFw1HrhGMW1a9cYPXo0ERER\nDBw4ECenv15ONpsNDw8PHat7et999x15eXlYLBZOnz5NTEwMt27d0rYbKUuNZs2aERQUhKurKx06\ndMDNza3Wh7aRMq1Zs4agoCB27tzJ1q1bmTVrFpWVldp2I2V5WF2/L4++N9hstlofGA3d999/T1JS\nEitWrMDLy8uweQoLC7FarcyZM4ePP/6Y8+fPM3fuXMPmger3hODgYACCg4M5efJkg8sjDYkOevTo\nQW5uLgDHjx+nc+fOOldUf6Wlpbz//vvMnDmToUOHAtClSxeOHDkCQG5uLm+88YaeJT61DRs2sH79\netatW4efnx/z58+nb9++hsxS4/XXX+fAgQMopSgpKeHevXv07t3bkJk8PDy0N0lPT0+qqqoM+1p7\nWF0Z/P39KSgooKKigrt371JUVGSY94etW7dqv0c+Pj4Ahs3j7+9PTk4O69atIy0tjY4dOxIfH2/Y\nPFD9nvDTTz8BcPToUTp27Njg8hjvz/LnwLvvvsuhQ4eIjIxEKUVKSoreJdVbRkYGZWVlpKenk56e\nDkB8fDzJycmkpaXRoUMHQkJCdK7y2cXExDB79mzDZunfvz9Hjx5l6NChKKVITEykXbt2hswUFRVF\nXFwcZrOZyspKpk2bRteuXQ2Z5WF1vcacnZ2xWCyYzWaUUkybNg03Nze9S/1HdruduXPn0qZNGz76\n6CMAAgICmDx5siHz/J1WrVoZNk9MTAwJCQlkZmZiMplYtGgRnp6eDSqPzPYrhBBCCN3JVzZCCCGE\n0J00JEIIIYTQnTQkQgghhNCdNCRCCCGE0J00JEIIIYTQnTQkQghDKCwsZOHChUD1hZ0e/Vffqqoq\nAgMDmTVrVr33XVJSwrhx45769llZWfTq1UubQA7g8uXL2oWn/g0Oh4Po6OhaF7IS4nkiDYkQwhBS\nU1NrNQ3379/n7Nmz2vLhw4e1S7HXl7e3NytXrqzXfWw2G0lJSc/0eM/CycmJ4cOHs2zZsv/sMYX4\nL8mF0YQQ9XbkyBEyMjJQSlFcXExISAhNmzZlz549AKxYsYKWLVuSm5vLkiVLqKqqol27dnz22Wc0\nb96cHTt28OWXX3L//n0qKipITk4mICAAi8VCt27dKCgo4NatWyQkJNCvXz8OHz5Mq1ataNasmVbD\ngAED2LlzJ76+vkD1ZctDQkK4f/8+ABcvXiQxMZE7d+7QpEkT4uPj8fHxITw8nP379+Pi4sLvv//O\n9OnTWb58OaNHj2bv3r2UlpaSmJjI9evXadSoEdOnT+fNN9987BiEhIRw9uxZsrOzGThwYK1tJSUl\nxMXFcffuXf7880/ee+89ZsyYQVZWFvv37+fGjRtcv36dMWPGcPXqVfLz82nWrBmrVq3Czc2NLVu2\nsHbtWhwOB6+88gpJSUm4ubkRFBREcnIyEydOrDUflhDPAxkhEUI8kxMnTpCamkpOTg6ZmZl4eXmR\nlZWFr68vOTk53Lp1i0WLFrF69Wq2bNlCUFAQn3/+OQ6Hg8zMTDIyMti2bRvjxo1j9erV2n4rKyv5\n5ptviI2NZfHixQDs3bv3scvDh4aGsnv3bgAePHjAmTNn8Pf317bPnDkTi8VCdnY2sbGxTJkyBXd3\nd/z9/Tl48CAAOTk5DBo0qNZ+586dy5AhQ8jKymL58uUkJibWOeGYi4sLqamppKam1vrqBmD79u2E\nh4ezadMmtm3bxsaNG7X5kX777TdWrVrFhg0bmDdvHn379iU7OxuAAwcOcO7cOTZt2kRmZiZbt26l\nRYsW2vFxdnbG19eX/Pz8+j9hQjRwMkIihHgmnTt3pk2bNgA0b96c3r17A9C2bVvKyso4ceKENgEj\nVJ8D4enpiZOTE8uWLWPv3r1cvHiRn3/+udZEczWzLnfq1Ik7d+4AYLVaCQwMrPX43t7emEwmioqK\nKC4u5q233tK22Ww2iouLGTBgAADdu3fH09OTCxcuEBERQU5ODv3792fHjh189dVXtWbbzsvL48KF\nCyxZsgSoPjfl0qVL+Pn5PXYMunXrxrBhw0hKSiI2NlZbP3bsWPLz81m9ejXnzp2jsrKSe/fuAdVz\nWZlMJm2Eo+a4vfjii5SVlXHkyBGsVivDhw8Hqhu0Ll26aPtu27YtVqv1aZ4iIQxFGhIhxDNxcXGp\ntezs7Fxr2W6306NHDzIyMgCoqKjAZrNhs9kYMmQIERERBAQE4Ovry4YNG7T71cyl8fD5IE5OTnXO\niB0aGsoPP/yA1WolKiqKM2fOAKCU4tFZMZRS2O12goODSU1N5ejRo7Ru3ZrWrVtz+fJl7XYOh4O1\na9dqXw+VlJTQsmXLvz0O0dHRDB48mO3bt2vr5s2bx6VLlwgPD+edd94hLy9Pq+fR4/ZoLrvdTlhY\nGAkJCUB1c2W322vd/uEGTojnhbyqhRD/ildffZXjx49z8eJFANLT01mwYAF//PEHTk5OTJgwgcDA\nQHJzc2t94NbFx8eHK1euPLa+piEpKiqqNYpgMpnw8fFh165dQPWs2qWlpXTq1AlXV1f69OlDSkrK\nY1/XAAQGBrJx40YAzp8/z6BBg7TRjbq4urqSmpqqNV4Ahw4dYuzYsYSFhXHt2jVKSkpwOBxPzFij\nV69e7N69m5s3b6KUYs6cOaxdu1bbfvnyZdq3b/9U+xLCSGSERAjxr2jVqhUpKSlMnToVh8OBt7c3\nCxcuxMPDAz8/P8LCwnjhhRcICAjg6tWrT9xXcHAwmZmZmM3mWuu9vb1p2rQpPXv2fOw+CxcuZM6c\nOSxduhQXFxeWLl2Kq6srABEREWzbto3Q0NDH7peQkEBiYqJ2ouqCBQv+8QTSbt26MWbMGO1ckPHj\nx/PJJ5/g4eFBixYt6Nq1a61RmCd5+eWXmTRpEmPGjMHhcODn58cHH3wAVI+enDp1ivnz5z/VvoQw\nEpntVwjR4CmlGDlyJOnp6Xh5eeldjm727NlDQUEBMTExepcixP+dfGUjhGjwGjVqRFxcXL2vFfI8\ncTgcbN68mejoaL1LEeJfISMkQgghhNCdjJAIIYQQQnfSkAghhBBCd9KQCCGEEEJ30pAIIYQQQnfS\nkAghhBBCd9KQCCGEEEJ3/wN2cgHnss0aSQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x27e0ccf6198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(y=df.groupby('Country').count().index, x='Movie Name', data=df.groupby('Country').count(), orient='h')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}