Top 250 Movies on IMDb.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6f6824d8",
   "metadata": {},
   "source": [
    "## Analysis of Top 250 Movies On IMDb - A Web Scraping Project\n",
    "\n",
    "IMDb(Internet Movies Database) is an online database of information related to films, television series, home videos, video games, and streaming content online – including cast, production crew and personal biographies, plot summaries, trivia, ratings, and fan and critical reviews. IMDb which began as a fan-operated movie database  as grown to be one of the most popular and trusted source for tv, movies reviews etc content.\n",
    "\n",
    "This project explores data of a list of the top 250 movies on IMDb. It seeks to understand the characteristics of these movies / by what criteria IMDb uses to qualify them as 'TOP'.\n",
    "\n",
    "The data used for this project was scrapped from IMDb website, processed and explored to bring about insights."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "89dc9ba1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing Libraries\n",
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "import requests\n",
    "from bs4 import BeautifulSoup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1a18f563",
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('display.max_rows', 500)\n",
    "pd.set_option('display.max_columns', 500)\n",
    "pd.set_option('display.width', 1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2dc4bb2e",
   "metadata": {},
   "source": [
    "### Data Gathering\n",
    "Information to be gathered includes:\n",
    "* movie_name : name of the movie\n",
    "* year : year it was released\n",
    "* runtime : duration of movies in min\n",
    "* genre: category of the film\n",
    "* rating : average rating by the voters\n",
    "* metascore:score given by metacritic\n",
    "* votes: number of users who gave ratings\n",
    "* gross : gross revenue of the movie in dollars(M)\n",
    "* rank : rank of the movie on the list from 1-250"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "258aa402",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Making a list of the urls since they are split into 5 pages\n",
    "urls = ['https://www.imdb.com/search/title/?groups=top_250&sort=user_rating',\n",
    "       'https://www.imdb.com/search/title/?groups=top_250&sort=user_rating,desc&start=51&ref_=adv_nxt',\n",
    "       'https://www.imdb.com/search/title/?groups=top_250&sort=user_rating,desc&start=101&ref_=adv_nxt',\n",
    "       'https://www.imdb.com/search/title/?groups=top_250&sort=user_rating,desc&start=151&ref_=adv_nxt',\n",
    "       'https://www.imdb.com/search/title/?groups=top_250&sort=user_rating,desc&start=201&ref_=adv_nxt']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f0929dfa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<Response [200]>\n",
      "<Response [200]>\n",
      "<Response [200]>\n",
      "<Response [200]>\n",
      "<Response [200]>\n"
     ]
    }
   ],
   "source": [
    "# Making a list to store the scrapped information\n",
    "df_list = []\n",
    "\n",
    "# Looping through each url\n",
    "for url in urls:\n",
    "    response = requests.get(url)\n",
    "    print(response)\n",
    "    soup = BeautifulSoup(response.content, 'html.parser')\n",
    "    movie_data = soup.find_all('div', class_= 'lister-item-content')\n",
    "\n",
    "    #looping through each movie description\n",
    "    for movie in movie_data:\n",
    "        movie_name = movie.h3.a.text\n",
    "        year = movie.h3.find('span', class_ =\"lister-item-year text-muted unbold\").text.replace('(', '').replace(')', '').replace('I', '')\n",
    "        runtime = movie.p.find('span', class_ =\"runtime\").text.replace(' min', '')\n",
    "        genre = movie.p.find('span',  class_ =\"genre\").text.strip()\n",
    "        rating = movie.find('strong').text\n",
    "        metascore = movie.find('span',  class_ =\"metascore\").text.strip() if movie.find('span', class_ = 'metascore') else''\n",
    "        values = movie.find_all('span',  attrs = {'name':\"nv\"} )\n",
    "        votes = values[0].text.replace(',', '')\n",
    "        gross = values[1].text.replace('$', '').replace('M', '') if len(values) >  2 else ''\n",
    "        rank = values[1].text.replace('#', '') if len(values) == 2 else values[2].text.replace('#', '')\n",
    "\n",
    "         #Append to list of dictionaries\n",
    "        df_list.append({'movie_name': movie_name,\n",
    "                            'year': year,\n",
    "                       'runtime(min)': runtime,\n",
    "                       'genre': genre,\n",
    "                       'rating': rating,\n",
    "                       'metascore': metascore,\n",
    "                       'votes': votes,\n",
    "                       'gross($)(M)': gross, \n",
    "                       'rank': rank})\n",
    "    df = pd.DataFrame(df_list, columns = ['movie_name', 'year', 'runtime(min)', 'genre', 'rating', \n",
    "                                          'metascore', 'votes', 'gross($)(M)', 'rank'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "80f99080",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_name</th>\n",
       "      <th>year</th>\n",
       "      <th>runtime(min)</th>\n",
       "      <th>genre</th>\n",
       "      <th>rating</th>\n",
       "      <th>metascore</th>\n",
       "      <th>votes</th>\n",
       "      <th>gross($)(M)</th>\n",
       "      <th>rank</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>L.A. Confidential</td>\n",
       "      <td>1997</td>\n",
       "      <td>138</td>\n",
       "      <td>Crime, Drama, Mystery</td>\n",
       "      <td>8.2</td>\n",
       "      <td>91</td>\n",
       "      <td>586462</td>\n",
       "      <td>64.62</td>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Ladri di biciclette</td>\n",
       "      <td>1948</td>\n",
       "      <td>89</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.3</td>\n",
       "      <td></td>\n",
       "      <td>165341</td>\n",
       "      <td>0.33</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Pather Panchali</td>\n",
       "      <td>1955</td>\n",
       "      <td>125</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.3</td>\n",
       "      <td></td>\n",
       "      <td>33899</td>\n",
       "      <td>0.54</td>\n",
       "      <td>223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>The Grapes of Wrath</td>\n",
       "      <td>1940</td>\n",
       "      <td>129</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.1</td>\n",
       "      <td>96</td>\n",
       "      <td>94557</td>\n",
       "      <td>0.06</td>\n",
       "      <td>234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Jai Bhim</td>\n",
       "      <td>2021</td>\n",
       "      <td>164</td>\n",
       "      <td>Crime, Drama, Mystery</td>\n",
       "      <td>8.8</td>\n",
       "      <td></td>\n",
       "      <td>203417</td>\n",
       "      <td></td>\n",
       "      <td>235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>Ben-Hur</td>\n",
       "      <td>1959</td>\n",
       "      <td>212</td>\n",
       "      <td>Adventure, Drama</td>\n",
       "      <td>8.1</td>\n",
       "      <td>90</td>\n",
       "      <td>241374</td>\n",
       "      <td>74.70</td>\n",
       "      <td>183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Kimi no na wa.</td>\n",
       "      <td>2016</td>\n",
       "      <td>106</td>\n",
       "      <td>Animation, Drama, Fantasy</td>\n",
       "      <td>8.4</td>\n",
       "      <td>79</td>\n",
       "      <td>272897</td>\n",
       "      <td>5.02</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Rear Window</td>\n",
       "      <td>1954</td>\n",
       "      <td>112</td>\n",
       "      <td>Mystery, Thriller</td>\n",
       "      <td>8.5</td>\n",
       "      <td>100</td>\n",
       "      <td>494941</td>\n",
       "      <td>36.76</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Lawrence of Arabia</td>\n",
       "      <td>1962</td>\n",
       "      <td>218</td>\n",
       "      <td>Adventure, Biography, Drama</td>\n",
       "      <td>8.3</td>\n",
       "      <td>100</td>\n",
       "      <td>296507</td>\n",
       "      <td>44.82</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>La battaglia di Algeri</td>\n",
       "      <td>1966</td>\n",
       "      <td>121</td>\n",
       "      <td>Drama, War</td>\n",
       "      <td>8.1</td>\n",
       "      <td>96</td>\n",
       "      <td>61212</td>\n",
       "      <td>0.06</td>\n",
       "      <td>230</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 movie_name  year runtime(min)                        genre rating metascore   votes gross($)(M) rank\n",
       "150       L.A. Confidential  1997          138        Crime, Drama, Mystery    8.2        91  586462       64.62  117\n",
       "119     Ladri di biciclette  1948           89                        Drama    8.3            165341        0.33  121\n",
       "121         Pather Panchali  1955          125                        Drama    8.3             33899        0.54  223\n",
       "237     The Grapes of Wrath  1940          129                        Drama    8.1        96   94557        0.06  234\n",
       "14                 Jai Bhim  2021          164        Crime, Drama, Mystery    8.8            203417              235\n",
       "225                 Ben-Hur  1959          212             Adventure, Drama    8.1        90  241374       74.70  183\n",
       "71           Kimi no na wa.  2016          106    Animation, Drama, Fantasy    8.4        79  272897        5.02   82\n",
       "51              Rear Window  1954          112            Mystery, Thriller    8.5       100  494941       36.76   49\n",
       "103      Lawrence of Arabia  1962          218  Adventure, Biography, Drama    8.3       100  296507       44.82   96\n",
       "243  La battaglia di Algeri  1966          121                   Drama, War    8.1        96   61212        0.06  230"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sample(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2f6642fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save data to csv file\n",
    "df.to_csv('Top 250 Movies IMDb.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ceaae23",
   "metadata": {},
   "source": [
    "### Data processing / Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "db691134",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_name</th>\n",
       "      <th>year</th>\n",
       "      <th>runtime(min)</th>\n",
       "      <th>genre</th>\n",
       "      <th>rating</th>\n",
       "      <th>metascore</th>\n",
       "      <th>votes</th>\n",
       "      <th>gross($)(M)</th>\n",
       "      <th>rank</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Paths of Glory</td>\n",
       "      <td>1957</td>\n",
       "      <td>88</td>\n",
       "      <td>Drama, War</td>\n",
       "      <td>8.4</td>\n",
       "      <td>90.0</td>\n",
       "      <td>198323</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Mononoke-hime</td>\n",
       "      <td>1997</td>\n",
       "      <td>134</td>\n",
       "      <td>Animation, Action, Adventure</td>\n",
       "      <td>8.4</td>\n",
       "      <td>76.0</td>\n",
       "      <td>395469</td>\n",
       "      <td>2.38</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>La vita è bella</td>\n",
       "      <td>1997</td>\n",
       "      <td>116</td>\n",
       "      <td>Comedy, Drama, Romance</td>\n",
       "      <td>8.6</td>\n",
       "      <td>59.0</td>\n",
       "      <td>694745</td>\n",
       "      <td>57.60</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Lawrence of Arabia</td>\n",
       "      <td>1962</td>\n",
       "      <td>218</td>\n",
       "      <td>Adventure, Biography, Drama</td>\n",
       "      <td>8.3</td>\n",
       "      <td>100.0</td>\n",
       "      <td>294945</td>\n",
       "      <td>44.82</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Kimi no Na wa.</td>\n",
       "      <td>2016</td>\n",
       "      <td>106</td>\n",
       "      <td>Animation, Drama, Fantasy</td>\n",
       "      <td>8.4</td>\n",
       "      <td>79.0</td>\n",
       "      <td>269123</td>\n",
       "      <td>5.02</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>The Lord of the Rings: The Two Towers</td>\n",
       "      <td>2002</td>\n",
       "      <td>179</td>\n",
       "      <td>Action, Adventure, Drama</td>\n",
       "      <td>8.8</td>\n",
       "      <td>87.0</td>\n",
       "      <td>1663377</td>\n",
       "      <td>342.55</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>The Sting</td>\n",
       "      <td>1973</td>\n",
       "      <td>129</td>\n",
       "      <td>Comedy, Crime, Drama</td>\n",
       "      <td>8.3</td>\n",
       "      <td>83.0</td>\n",
       "      <td>263426</td>\n",
       "      <td>159.60</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Vertigo</td>\n",
       "      <td>1958</td>\n",
       "      <td>128</td>\n",
       "      <td>Mystery, Romance, Thriller</td>\n",
       "      <td>8.3</td>\n",
       "      <td>100.0</td>\n",
       "      <td>403444</td>\n",
       "      <td>3.20</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Alien</td>\n",
       "      <td>1979</td>\n",
       "      <td>117</td>\n",
       "      <td>Horror, Sci-Fi</td>\n",
       "      <td>8.5</td>\n",
       "      <td>89.0</td>\n",
       "      <td>882244</td>\n",
       "      <td>78.90</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Once Upon a Time in the West</td>\n",
       "      <td>1968</td>\n",
       "      <td>165</td>\n",
       "      <td>Western</td>\n",
       "      <td>8.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>330372</td>\n",
       "      <td>5.32</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                movie_name  year  runtime(min)                         genre  rating  metascore    votes  gross($)(M)  rank\n",
       "83                          Paths of Glory  1957            88                    Drama, War     8.4       90.0   198323          NaN    60\n",
       "72                           Mononoke-hime  1997           134  Animation, Action, Adventure     8.4       76.0   395469         2.38    79\n",
       "24                         La vita è bella  1997           116        Comedy, Drama, Romance     8.6       59.0   694745        57.60    25\n",
       "109                     Lawrence of Arabia  1962           218   Adventure, Biography, Drama     8.3      100.0   294945        44.82    98\n",
       "57                          Kimi no Na wa.  2016           106     Animation, Drama, Fantasy     8.4       79.0   269123         5.02    82\n",
       "10   The Lord of the Rings: The Two Towers  2002           179      Action, Adventure, Drama     8.8       87.0  1663377       342.55    13\n",
       "105                              The Sting  1973           129          Comedy, Crime, Drama     8.3       83.0   263426       159.60   110\n",
       "113                                Vertigo  1958           128    Mystery, Romance, Thriller     8.3      100.0   403444         3.20   100\n",
       "47                                   Alien  1979           117                Horror, Sci-Fi     8.5       89.0   882244        78.90    51\n",
       "48            Once Upon a Time in the West  1968           165                       Western     8.5       80.0   330372         5.32    48"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('Top 250 Movies IMDb.csv')\n",
    "data.sample(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "023132e5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 250 entries, 0 to 249\n",
      "Data columns (total 9 columns):\n",
      " #   Column        Non-Null Count  Dtype  \n",
      "---  ------        --------------  -----  \n",
      " 0   movie_name    250 non-null    object \n",
      " 1   year          250 non-null    int64  \n",
      " 2   runtime(min)  250 non-null    int64  \n",
      " 3   genre         250 non-null    object \n",
      " 4   rating        250 non-null    float64\n",
      " 5   metascore     229 non-null    float64\n",
      " 6   votes         250 non-null    int64  \n",
      " 7   gross($)(M)   220 non-null    float64\n",
      " 8   rank          250 non-null    int64  \n",
      "dtypes: float64(3), int64(4), object(2)\n",
      "memory usage: 17.7+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14457991",
   "metadata": {},
   "source": [
    "### Data Analysis / Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "654c0010",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>runtime(min)</th>\n",
       "      <th>rating</th>\n",
       "      <th>metascore</th>\n",
       "      <th>votes</th>\n",
       "      <th>gross($)(M)</th>\n",
       "      <th>rank</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>250.000000</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>229.000000</td>\n",
       "      <td>2.500000e+02</td>\n",
       "      <td>220.000000</td>\n",
       "      <td>250.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1986.488000</td>\n",
       "      <td>129.008000</td>\n",
       "      <td>8.309600</td>\n",
       "      <td>82.397380</td>\n",
       "      <td>6.382201e+05</td>\n",
       "      <td>98.075000</td>\n",
       "      <td>125.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>25.225287</td>\n",
       "      <td>29.817112</td>\n",
       "      <td>0.227938</td>\n",
       "      <td>10.898422</td>\n",
       "      <td>5.155909e+05</td>\n",
       "      <td>137.176537</td>\n",
       "      <td>72.312977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1921.000000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>3.033700e+04</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1966.250000</td>\n",
       "      <td>108.000000</td>\n",
       "      <td>8.100000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>2.221732e+05</td>\n",
       "      <td>6.182500</td>\n",
       "      <td>63.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1994.000000</td>\n",
       "      <td>126.500000</td>\n",
       "      <td>8.200000</td>\n",
       "      <td>84.000000</td>\n",
       "      <td>4.922405e+05</td>\n",
       "      <td>41.330000</td>\n",
       "      <td>125.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2006.750000</td>\n",
       "      <td>145.000000</td>\n",
       "      <td>8.400000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>9.573938e+05</td>\n",
       "      <td>140.922500</td>\n",
       "      <td>187.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2022.000000</td>\n",
       "      <td>238.000000</td>\n",
       "      <td>9.300000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>2.673004e+06</td>\n",
       "      <td>858.370000</td>\n",
       "      <td>250.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              year  runtime(min)      rating   metascore         votes  gross($)(M)        rank\n",
       "count   250.000000    250.000000  250.000000  229.000000  2.500000e+02   220.000000  250.000000\n",
       "mean   1986.488000    129.008000    8.309600   82.397380  6.382201e+05    98.075000  125.500000\n",
       "std      25.225287     29.817112    0.227938   10.898422  5.155909e+05   137.176537   72.312977\n",
       "min    1921.000000     45.000000    8.000000   55.000000  3.033700e+04     0.010000    1.000000\n",
       "25%    1966.250000    108.000000    8.100000   75.000000  2.221732e+05     6.182500   63.250000\n",
       "50%    1994.000000    126.500000    8.200000   84.000000  4.922405e+05    41.330000  125.500000\n",
       "75%    2006.750000    145.000000    8.400000   90.000000  9.573938e+05   140.922500  187.750000\n",
       "max    2022.000000    238.000000    9.300000  100.000000  2.673004e+06   858.370000  250.000000"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Summary Statistics\n",
    "data.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ccfa48ba",
   "metadata": {},
   "source": [
    "### Univariate Analysis\n",
    "**Years with the most 'Top' Movies**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e197c9b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1995    8\n",
       "2004    7\n",
       "2009    6\n",
       "2003    6\n",
       "1957    6\n",
       "2019    6\n",
       "1999    6\n",
       "1975    5\n",
       "2007    5\n",
       "2000    5\n",
       "Name: year, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "year_10 = data['year'].value_counts().head(10)\n",
    "year_10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b167554b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWoAAAEXCAYAAACEZA78AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAbqklEQVR4nO3debwcZZ3v8c83G9kIMORcxhgOB4ZFhYGAR0CRRVkMBJAZnLmgoLgQ9SWyjIoMIy6oI1fRAQd1iBteA6iD68DIBa+TOHEBk8gWgooQdsgJe0KQ7Td/PE+TTtPnnD5JV/dD8n2/XueV7qpK1a9r+VbVU9VdigjMzKxco7pdgJmZDc1BbWZWOAe1mVnhHNRmZoVzUJuZFc5BbWZWOAe1bfAkLZF0wBD950l6V+cqevGQ1CtppaTR3a5lY+ag7qK8AdT+npO0uu79W9o0jb+X9CtJT0ia16T/DEmLcv9FkmYMMp4TJS2VtEldty0lLZc0sx21ViUido6IeQCSPi5pbpdLGpakZZIO6nYdEXFnREyOiGe7XcvGzEHdRXkDmBwRk4E7gSPqul3cpsk8BJwHnNPYQ9I44MfAXGAL4FvAj3P3xlq/CtwNfLSu83nAf0bEle0oVNKYdozHbIMTEf4r4A9YBhyUX29CCsF78995wCa53wGkwDwTWJH/31taGP+7gHkN3Q4B7gFU1+1OYOYg4+gDHgZm5P97LyngpwHfBwaA24GT6/7PnsCvgUeA+4ALgHF1/QN4H/DH/H8F/AuwHHgUuAHYpUktrwNurHv/M+DauvcLgKPq5y0wE3gKeBpYCVyf+88DPgn8EngcuAqYOsg8qM3/03ON9wFHAYcBfyDtGM+sG36oZTkVuDzPm4eA/yYdPH0beA5Ynes8veI6lgKH1w07hrRu7ZGXeQBjcr/NgK/n6d0DfAoYnfttD8zPy20F8N1ub1cbyl/XC/BfXhBrB/XZwG+A/wX0AL8CPpn7HQA8A3whb3z7A6uAnYYZf7OgPg34aUO3y4EPDDGe9wOLSaF6VA6WRaQj7XHAdsBtwBvy8K8E9s4bf18OhVPrxhfA1cBfABOAN+TxbU4K7ZcDL2lSx/gcZFPzuO/PAbRpHs9qYMsm8/bjwNyGcc0D/gTsmP/vPOCcQT5/bf5/FBgLnEjaQV2Sp70z8CSwXQvL8jPAv+XxjAX2Je8062vuQB0fBS6uG/cs4Jb8uo+1g/pHwIXApDyua4F3536XAv+U14nxwGu7vV1tKH9u+ijTW4CzI2J5RAwAnwCObxjmrIj4c0TMB64A/n4dpjOZdPRT71HShj6YC0hHpNdFxI+AVwE9EXF2RDwVEbcBXwWOAYiIRRHxm4h4JiKWkTby/RvG+ZmIeCgiVudxbwq8jBRaSyPivsYiIuJJYCGwH9BPOvJeAOxD2jH8MSIebHE+AHwzIv6Qa/ge6axhME8Dn46Ip4HvkHYW50fE4xGxBFgC7JqHHWpZPg28BNgmIp6OiP+OnHgtalcdlwBHSpqY3785d1uLpK2AQ0k72lURsZx09nNMXT3bANMi4smIWDCCz2JDcFCXaRpwR937O3K3mocjYtUQ/Vu1EpjS0G0K6fS/qRwkS0khAHnDlPRI7Y/ULLMVgKQdJV0u6X5JjwH/TAqUenfVjf/npJ3Bl4AHJM2R1FhjzXzSkeV++fU80k5g//x+JO6ve/0EaSc2mAdjzcW11fnfB+r6r677/0Mty88BtwJXSbpN0hkjrLktdUTEraRlekQO6yNpEtSkZT0WuK9uWV9IOrKG1Awj4Np8p807Rvh5bBAO6jLdS9ooanpzt5otJE0aon+rlgC7SlJdt11ZE8KtuAu4PSI2r/vbNCIOy/2/AtwC7BARU0ghroZxrHUUGRFfjIhXkk7fdwQ+NMi0G4N6PsMHdad/LnLQZZmPfD8QEdsBRwD/IOnAPFy76xxunboUOBZ4I3BzDu9GdwF/JrXf15b1lIjYOX+e+yPixIiYBrwb+LKk7dv8OTZKDuoyXQp8RFKPpKmkNsTGW8o+IWmcpH2Bw4F/bzYiSaMljSe1446SNF7S2Nx7HvAscLKkTSSdlLv/fAS1Xgs8JunDkibk6e0i6VW5/6bAY8BKSS8D3jvUyCS9StJeucZVpHbWwW4N+xWwE+mC5bX5dH8bYC/gF4P8nweAPkmdWvcHXZaSDpe0fd5RPkb6nLXP+gCpvb/yOrLvkC4Qv5fmR9PkJqirgM9LmiJplKS/krR//jx/J2l6Hvxh0s7Gt/W1gYO6TJ8itb/eANxIunj3qbr+95M2hHuBi4H3RMQtg4zreNIp8FdIF6tWk9qQiYinSBcE30q68+AdpDslnmq10HzqfQSpTfd20tX+r5HuDgD4IKnN8/E83e8OM8opebiHSafnDwLnDjLtVaR5s6Su5l8Dd+T202ZqO7QHJS0eppZ2GGpZ7kC6W2Ulqe4vR77fm3Sh8SO5ieGDFddRC+FfA69h6GX0VtJF45tJy+gyUjs7pOsV10haCfwEOCUibm9D7Ru92hVme5HI37CbGxHThxnUzDYQPqI2Myucg9rMrHBu+jAzK5yPqM3MClfJj+BMnTo1+vr6qhi1mdkGadGiRSsioqdZv0qCuq+vj4ULF1YxajOzDZKkOwbr56YPM7PCOajNzArnoDYzK5yD2syscA5qM7PCOajNzArXUlBLOi3/EPhNki7NP5tpZmYdMGxQS3opcDLQHxG7AKNZ8+gdMzOrWKtNH2OACZLGABNZt6eJmJnZOhj2m4kRcY+kc4E7ST86f1VEXNU4nKTZwGyA3t7eIcfZd8YV61RsvWXnzFrvcZiZvRi00vSxBek5atuSHoY5SdJxjcNFxJyI6I+I/p6epl9XNzOzddBK08dBpIeXDuTH0v+A9LgeMzPrgFaC+k5gb0kT80M4DyQ9Wt7MzDpg2KCOiGtID7BcTHoo5ihgTsV1mZlZ1tLPnEbEx4CPVVyLmZk14W8mmpkVzkFtZlY4B7WZWeEc1GZmhXNQm5kVzkFtZlY4B7WZWeEc1GZmhXNQm5kVzkFtZlY4B7WZWeEc1GZmhXNQm5kVzkFtZlY4B7WZWeEc1GZmhWvl4bY7Sbqu7u8xSad2oDYzM6OFJ7xExO+BGQCSRgP3AD+stiwzM6sZadPHgcCfIuKOKooxM7MXaumZiXWOAS5t1kPSbGA2QG9v73qWVb2+M65Y73EsO2dWGyoxMxtay0fUksYBRwL/3qx/RMyJiP6I6O/p6WlXfWZmG72RNH0cCiyOiAeqKsbMzF5oJEF9LIM0e5iZWXVaCmpJE4GDgR9UW46ZmTVq6WJiRDwBbFlxLWZm1oS/mWhmVjgHtZlZ4RzUZmaFc1CbmRXOQW1mVjgHtZlZ4RzUZmaFc1CbmRXOQW1mVjgHtZlZ4RzUZmaFc1CbmRXOQW1mVjgHtZlZ4RzUZmaFc1CbmRXOQW1mVrhWH8W1uaTLJN0iaamkV1ddmJmZJS09igs4H7gyIt4kaRwwscKazMyszrBBLWkKsB9wAkBEPAU8VW1ZZmZW08oR9XbAAPBNSbsBi4BTImJV/UCSZgOzAXp7e9td5war74wr1nscy86Z9aKvoZQ6SqihpDqsDK20UY8B9gC+EhG7A6uAMxoHiog5EdEfEf09PT1tLtPMbOPVSlDfDdwdEdfk95eRgtvMzDpg2KCOiPuBuyTtlDsdCNxcaVVmZva8Vu/6eD9wcb7j4zbg7dWVZGZm9VoK6oi4DuivthQzM2vG30w0Myucg9rMrHAOajOzwjmozcwK56A2Myucg9rMrHAOajOzwjmozcwK56A2Myucg9rMrHAOajOzwjmozcwK56A2Myucg9rMrHAOajOzwjmozcwK56A2MytcS094kbQMeBx4FngmIvy0FzOzDmn1mYkAr4uIFZVVYmZmTbnpw8yscK0eUQdwlaQALoyIOY0DSJoNzAbo7e1tX4Vm1hV9Z1yx3uNYds6sDaKObtfQ6hH1PhGxB3Ao8D5J+zUOEBFzIqI/Ivp7enrWuSAzM1tbS0EdEffmf5cDPwT2rLIoMzNbY9igljRJ0qa118AhwE1VF2ZmZkkrbdRbAT+UVBv+koi4stKqzMzsecMGdUTcBuzWgVrMzKwJ355nZlY4B7WZWeEc1GZmhXNQm5kVzkFtZlY4B7WZWeEc1GZmhXNQm5kVzkFtZlY4B7WZWeEc1GZmhXNQm5kVzkFtZlY4B7WZWeEc1GZmhXNQm5kVzkFtZla4loNa0mhJv5N0eZUFmZnZ2kZyRH0KsLSqQszMrLmWglrSdGAW8LVqyzEzs0atHlGfB5wOPDfYAJJmS1ooaeHAwEA7ajMzM1oIakmHA8sjYtFQw0XEnIjoj4j+np6ethVoZraxa+WIeh/gSEnLgO8Ar5c0t9KqzMzsecMGdUT8Y0RMj4g+4Bjg5xFxXOWVmZkZ4PuozcyKN2YkA0fEPGBeJZWYmVlTPqI2Myucg9rMrHAOajOzwjmozcwK56A2Myucg9rMrHAOajOzwjmozcwK56A2Myucg9rMrHAOajOzwjmozcwK56A2Myucg9rMrHAOajOzwjmozcwK56A2MytcK08hHy/pWknXS1oi6ROdKMzMzJJWHsX1Z+D1EbFS0lhggaSfRsRvKq7NzMxoIagjIoCV+e3Y/BdVFmVmZmu01EYtabSk64DlwNURcU2TYWZLWihp4cDAQJvLNDPbeLUU1BHxbETMAKYDe0rapckwcyKiPyL6e3p62lymmdnGa0R3fUTEI8A8YGYVxZiZ2Qu1ctdHj6TN8+sJwEHALRXXZWZmWSt3fbwE+Jak0aRg/15EXF5tWWZmVtPKXR83ALt3oBYzM2vC30w0Myucg9rMrHAOajOzwjmozcwK56A2Myucg9rMrHAOajOzwjmozcwK56A2Myucg9rMrHAOajOzwjmozcwK56A2Myucg9rMrHAOajOzwjmozcwK56A2MytcK89M3FrSf0laKmmJpFM6UZiZmSWtPDPxGeADEbFY0qbAIklXR8TNFddmZma0cEQdEfdFxOL8+nFgKfDSqgszM7NkRG3UkvpID7q9pkm/2ZIWSlo4MDDQpvLMzKzloJY0Gfg+cGpEPNbYPyLmRER/RPT39PS0s0Yzs41aS0EtaSwppC+OiB9UW5KZmdVr5a4PAV8HlkbEF6ovyczM6rVyRL0PcDzweknX5b/DKq7LzMyyYW/Pi4gFgDpQi5mZNeFvJpqZFc5BbWZWOAe1mVnhHNRmZoVzUJuZFc5BbWZWOAe1mVnhHNRmZoVzUJuZFc5BbWZWOAe1mVnhHNRmZoVzUJuZFc5BbWZWOAe1mVnhHNRmZoVzUJuZFa6VZyZ+Q9JySTd1oiAzM1tbK0fUFwEzK67DzMwGMWxQR8QvgIc6UIuZmTXRtjZqSbMlLZS0cGBgoF2jNTPb6LUtqCNiTkT0R0R/T09Pu0ZrZrbR810fZmaFc1CbmRWuldvzLgV+Dewk6W5J76y+LDMzqxkz3AARcWwnCjEzs+bc9GFmVjgHtZlZ4RzUZmaFc1CbmRXOQW1mVjgHtZlZ4RzUZmaFc1CbmRXOQW1mVjgHtZlZ4RzUZmaFc1CbmRXOQW1mVjgHtZlZ4RzUZmaFc1CbmRXOQW1mVriWglrSTEm/l3SrpDOqLsrMzNZo5ZmJo4EvAYcCrwCOlfSKqgszM7OklSPqPYFbI+K2iHgK+A7wxmrLMjOzGkXE0ANIbwJmRsS78vvjgb0i4qSG4WYDs/PbnYDfr0ddU4EV6/H/26WEOkqoAcqoo4QaoIw6SqgByqijhBpg/evYJiJ6mvUY9inkgJp0e0G6R8QcYM4IC2s+QWlhRPS3Y1wv9jpKqKGUOkqooZQ6SqihlDpKqKHqOlpp+rgb2Lru/XTg3iqKMTOzF2olqH8L7CBpW0njgGOAn1RblpmZ1Qzb9BERz0g6Cfh/wGjgGxGxpOK62tKE0gYl1FFCDVBGHSXUAGXUUUINUEYdJdQAFdYx7MVEMzPrLn8z0cyscA5qM7PCOahHKH9Ts9s1NLtlsuNKqKOEGqCcOgwkbdHtGqC968SLIqhL2Agk9UuaFhHPSurKfJM0XdJmpIu6XZPvAJoKbNbFGnaUNCW6fJGllGVS081tpZDt9PXAlyW9tIs1bJ13Fm1bJ4oPaklHAJ/s8grYB/wH8ANJ0yPiuU6HtaQjgW8DXwE+KGlmJ6dfV8cs4FLg34BTJU3t9LKRdAjwI2Df/L4rIVnCMpE0Q9JheYcxMSKiGwcShWynbwC+SfrZi61zt05vp0cB3yP91MZZkg5vy4gjotg/4A3A74CDmvRTh2v5EnAR6b7y7To87V7gemAX0tfzTwPmA2/scB2H5OXxKmA3UlhO61IN/wV8s5PTLm2ZAEcCNwJfA84F/gWYmvuN6mAdXd9O87xYDLwMOB64DviLDq8TU/Py2Bv4a+BtwI+BY9d33K18hbwrJO0GXAicGhE/y6cSfcBDwIqIWCVJkedQhXXU5tFzpA1ib+AiSecDT0dEJ778M5n0mW/KNW0B7A+8TdIjETG/AzVA2gjOjIjfSuoBXg58VtJi4PqI+P9VTjyf1l4IHBUR10u6VtJxETG3yukOYhJdXCaSJgBvBt4WEYslHQB8FjhX0ukRsbzK6dfVsRvp/uFTurmdkrbLD0fELZLuI51t7QH8TNKoiHiu4ukDPEP6jaPrIuJJSXcCjwAnSHo4Iq5c1xGX3PSxArgN6JE0g9T08HHg88A/dap9MiKeiYhngAXALhFxLnA7cAmwJVR/ehURNwOPSpojaRJwBHAr8AvSRtEREfHFiPippImkndY3gPOBp4GjJW1W8anvA6Sjk+vz+4uBHaDz7aMRsRR4RNKFXVomAfwl6ciNiJhHOopcBbyng6f8y4E/AVO7vJ2eGRFX58/9WP57d+7XiZAmIh4BVpPWSyLiUdL68J/AK2E91tNOnhq0ePowFhifX28LXEkK7BNzt/2AucBfV1jDwcD7gPez5ktBBwOfAfYC/phruJH0i1dV1nBqfr8jqW34MuCy3O0gUnvY6A7Mi5Pz+9r8mFY3zM6kZpBNK6phd2B63ftR+d89gGXA6zq0bu4AbFX3fnvg+3kZdGSZ5O1jXH49C/g5cCap6eOyPP25HZgXBwPvzK//ivTN5T91aTtda93MrzcBfgW8owPzoX473Yx01vfFumF2J4X15HWeTtULdIQf+o2kvdFlwKG5218Cb24Y7jLg4IpqeC0wALwT+CXwrzmcJ5EuEDwK/E0e9sPAth2o4Xxgz9xvXC0EgBNIF0/GdGBeLMjzYl9gbO5fC+2/zYHR9jZBUvvnNcDODd1r034/8C1gSgfWzTtJ1yq2aeg3mTU7j8qWScP2cTCpTfQ1OaTPqhvuCmDrCufFQcCDwBPATrnb1sBxDcN1ajutrZuvrZ/vud85Fc6HZlmxL+n6zVdJBy+bA28B5gFbrPO0qvoQ6/Ch+0mnbnsAh5NOGT5FvjhSN9zRpAsXlayIwD8AH8uvx+cazicdIbwZ2Kdu2EoulAxSw78Cr65Nl/Tb39cDu1a4TJrVcV5dHaOBU4FFpGahdk//cOAGYI/G+c2aoN6dtJPYpsL5sBlweQ7E04EvAL1NhqtsmTTZPuYDZzdu/KQLab9bn1AYpo5ZuY69gQ8Bp9Bkp9Sl7fT5dTN33zsvj0p24k1q+DSpyefVwETSzQdzgYXAjPWaVhUfYB0/9NHARXXv35MX9LtIbemjgHcAt9BwdNXmOg4mNbfsmN9vQmryOLdumFFVhfQQNfwzcEHdMG8lH810qw7S0f3ZFYX0KNIp5B/y+8nAOcDXSe3BE+qGPZ8Kzmwa6tkWmEK69evTOaz7GoY5rqpl0mT7eG/ePk6s2z6OJp19VLLzBrbK4XNAfn8icDVrziZqO8+3d2k7XWsbqa03XajhS3XDjAcmrfe0qvoQ6/Ch+0kXpw7O78/MG+UC8lEsqZ12hwqmvXWeyZNJbYDnk05nXlI3s38LvL3Cz99KDddSfZtbq3Wc0IF1YixwAfCbHEAfAk4inUa+qQPT783zYlJD973yBvmFHJB7Un3TSyvbRw/VNnmMATZr6HYl8NmGbjt0cTtda92kzQdUI6jhne2cbldvz5O0J+nDroyIhZKWArMlnQZERMzKj/g6BPhlRPyhghpmAf+HdOFhCikMvk0KBElaEOmWn58Az7Z7+iOs4T9ItwBVYoR1VHIlvW6d+HNELAROkjSXdGT9uTzMQ8BbJf0o0h05VdRRPy82l3RWRPweICKuyRfv9yMF5SuAXUl3GrSzhpFuHwPtnH5DHZsAqyJice42ISJWk+bR/5a0RUQ8LGl0RPyxghrWad2MnJ5dqOHpdk0X6N4RNamt63rSkcnF5KYFYFNgBmsuWH0Y+GgF0xdp73gjcADptO504C7SkVQ/qb1pPmmv+QDw8g2thsLqqF8nvg3MqetXf5HoBNIFu7bfWTHIvPgA6alGjRc0zyPdqllF089Ito+z2j39Qer4v8CFDf2nkc523lvR9Lu+bhZRQ1ULeJgPPhH4KXBgft9Luor89YbhTgZuqiIU8vhHk27Wfylr2tdOI13dn57f70tqJ99+Q62hhDoGWScGSA+qqB/u7aSLM20Px2HmxcnAPaxpj9wiB9juHZoX3dg+mtWxvMkyOZp0e95EKrh20+11s4QaKlnRW/jQk0j3mu5S1+1zwBLg8/n9BNKN87tVMP3tSV+D3hL4LnB6Q/8zSEdsE9o97ZJqKKyOVtaJnUi3PVVyb24L8+J00sW0ifn9+C7Oi8q2j5HUkbttRjW3ZnZ93SyhhogOBzX5aCS//jjpwbl/R7q6fwGwXd4QN8/DVLF3rt3yNT9P80jSlyb+sW6YPtLes6rb77peQyl1jGCdmEy6mDWxy/PiQtYcUbX7QlXXt491qWMDXje7XsPz06ly5E0+9BPAd+u6nQJ8hNRAX2tz+zH5CmoFNbyGdNvQ7vn9HNL9l9NIpzAfIe1BTyCdXrf9XtQSaiiljhGuE5X9+NOLcF5Usn2UUkchy6PrNaxVT5Ujr/vQk0i38cwmnTpeOshwx5Guok+tqI7XsPatOz3AFfn1dqTbn76cZ3xVp9ddr6GEOkpZJzwviqyj69tICTWsVU/VE6j7oNNIp69TSV8tvaSu3xhgJun+wxkV1jCafL9rfj2d9KWB2j2Q29DkXtENrYZS6ihhnfC8KK+OQpZH12uo/+vYr+dFxL0RsTIiVpB+1WqTfH8spJ/PHAccGRHXVVjDsxFRu9dVpJ8gfCgi7pN0HOlLBGMj/erVBltDKXWUsE7kOjwvCqqjkOXR9Rrq1S6KdJzSo5w+RzrFGAXsHxH3dqGOi4D7SF8aOCEibtwYayihjlLWiVzLRXhelFTHRWzE22nXvpkYESsk3QAcSvpabEcXfv5d2LHkX4Mj3Sva9m9UlV5DSXV0e50Az4vS6ihheZRQQ9eCOj8J4jDgkG7sHSOdSjwl6ZPAb7u0MXa9hpLq6PY6AZ4XpdVRwvIooYauNX0ASBofEU92rYBUQyceE1R8DaXUUcI6kevwvCiojkKWR9dq6GpQm5nZ8Ep+ZqKZmeGgNjMrnoPazKxwDmozs8I5qM3MCuegNjMr3P8AHNQjkLsKcSIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "year_10.plot(kind = 'bar', rot = 45)\n",
    "plt.title('Top 10 Years with most movies');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0271a088",
   "metadata": {},
   "source": [
    "The year with the highest top movies was 1995. The years are also random and not mostly from the old or new years."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41eb6ee0",
   "metadata": {},
   "source": [
    "**Distributions**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "6242e821",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAEVCAYAAAD5IL7WAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAR5klEQVR4nO3de7BdZX3G8e/DTaxQhckBIxAiFi/IjEpTS7W1VKBFI5c/imDVphbLYFurFbUR0WprazptmU47Og5VhgAKYrWCgLU0yogV0UCJghGhgBCJJIBcglRBfv1jr8Dh5Jyz97mf9+T7mdmz97q9+/fuBU/es9Zea6eqkCS1Z4e5LkCSNDkGuCQ1ygCXpEYZ4JLUKANckhplgEtSowxwTVqSjyV53zS1tSTJliQ7dtNXJHnzdLTdtffFJCumq70JvO+Hktyd5Eez/d5a+AxwjSrJbUkeTvJgkvuSfD3JKUke/2+mqk6pqr8esK0jxlunqm6vqt2q6ufTUPsHkpw3ov1XVdXqqbY9wTr2A04FDqqqZ05z230/Uy18BrjGc3RV7Q7sD6wC/gL4xHS/SZKdprvNeWJ/4J6q2jTXhWhhMsDVV1XdX1UXAycAK5IcDJDk7CQf6l4vSnJJN1q/N8mVSXZIci6wBPhCd4jk3UmWJqkkJyW5HfjysHnDw/w5Sb6Z5P4kFyXZs3uvw5JsGF7j1hFpkqOA04ATuvdb1y1//JBMV9fpSX6QZFOSc5I8vVu2tY4VSW7vDn+8d6zPJsnTu+03d+2d3rV/BHA58KyujrNH2XZ9ktcMm96pe79DuuljktzQfaZXJHlBN3+bz7Sbf2j3l9J9SdYlOWxY23+Q5JbuL6pbk7y+z25XC6rKh49tHsBtwBGjzL8deEv3+mzgQ93rDwMfA3buHr8BZLS2gKVAAecATwOeOmzeTt06VwA/BA7u1vkscF637DBgw1j1Ah/Yuu6w5VcAb+5e/yFwM3AAsBvwOeDcEbX9a1fXi4CfAi8Y43M6B7gI2L3b9vvASWPVOWLb9wOfHDa9HPhe9/q5wEPAkd3n+e6u5l3G+Ez3Ae4BXk1vYHZkNz3UfX4PAM/r1l0MvHCu/xvzMfWHI3BN1J3AnqPMf4ReMOxfVY9U1ZXVpcU4PlBVD1XVw2MsP7eqrq+qh4D3Aa/depJzil4PnFFVt1TVFuA9wIkjRv8frKqHq2odsI5ekD9JV8sJwHuq6sGqug34R+CNA9bxKeCYJL/QTf9eN4+u3Uur6vKqegT4B3r/oLxsjLbeAFxWVZdV1WNVdTmwll6gAzwGHJzkqVW1sapuGLBGzWMGuCZqH+DeUeb/Pb0R4n92f6qvHKCtOyaw/Af0RqKLBqpyfM/q2hve9k7A3sPmDf/WyE/ojdRHWgTsMkpb+wxSRFXdDKwHju5C/BieCPAn1VhVj9H7PMZqe3/g+O7wyX1J7gN+HVjc/QN4AnAKsDHJpUmeP0iNmt8McA0sya/QC5CvjVzWjUBPraoDgKOBdyQ5fOviMZrsN0Lfb9jrJfRG+XfTO7SwddS6dSQ8NIF276QXeMPbfhS4q892I93d1TSyrR9OoI3zgdcBxwLf7UJ9mxqThN7nsbXtkX28g95fLM8Y9nhaVa0CqKovVdWR9P5K+h69Q0RqnAGuvpL8Yney7QJ6x5a/M8o6r0nyS13QPAD8vHtALxgPmMRbvyHJQd3o9K+Af6ve1wy/D+yaZHmSnYHTgacM2+4uYOnwrzyOcD7w50menWQ34G+BT1fVoxMprqvlQuBvkuyeZH/gHcB542/5JBcAvw28hSdG33TtLk9yeNfHU+kdi/96t3zkZ3oevZH87yTZMcmu3cnefZPs3Z0QfVrXxhae2DdqmAGu8XwhyYP0RnfvBc4A3jTGugcC/0UvHK4CPlpVV3TLPgyc3v1p/84JvP+59E6U/gjYFfgz6H0rBvhj4OP0RqQPAcO/lfKZ7vmeJNeO0u5ZXdtfBW4F/g946wTqGu6t3fvfQu8vk0917Q+kqjbS+7xeBnx62Pwb6R3X/hd6I/2j6X2t82fdKk/6TKvqDnqj+NOAzfT22bvo/T++A71/AO6kd/jrN+l9fmrc1m8JSJIa4whckhplgEtSowxwSWqUAS5JjZrVmwgtWrSoli5dOptvKUnNu+aaa+6uqqGR82c1wJcuXcratWtn8y0lqXlJfjDafA+hSFKjDHBJapQBLkmNMsAlqVEGuCQ1ygCXpEYZ4JLUKANckhplgEtSo2b1Ssy5snTlpVPa/rZVy6epEkmaPo7AJalRBrgkNcoAl6RGGeCS1CgDXJIaZYBLUqMMcElqlAEuSY0ywCWpUQa4JDXKAJekRhngktQoA1ySGmWAS1KjBg7wJDsm+Z8kl3TTeya5PMlN3fMeM1emJGmkiYzA3wasHza9ElhTVQcCa7ppSdIsGSjAk+wLLAc+Pmz2scDq7vVq4LhprUySNK5BR+D/BLwbeGzYvL2raiNA97zX9JYmSRpP359US/IaYFNVXZPksIm+QZKTgZMBlixZMtHNHzfVn0WTpIVmkBH4y4FjktwGXAC8Msl5wF1JFgN0z5tG27iqzqyqZVW1bGhoaJrKliT1DfCqek9V7VtVS4ETgS9X1RuAi4EV3WorgItmrEpJ0jam8j3wVcCRSW4CjuymJUmzpO8x8OGq6grgiu71PcDh01+SJGkQXokpSY0ywCWpUQa4JDXKAJekRhngktQoA1ySGmWAS1KjDHBJapQBLkmNMsAlqVEGuCQ1ygCXpEYZ4JLUKANckhplgEtSowxwSWqUAS5JjTLAJalRBrgkNcoAl6RGGeCS1CgDXJIaZYBLUqMMcElqlAEuSY0ywCWpUQa4JDXKAJekRhngktQoA1ySGmWAS1KjDHBJapQBLkmNMsAlqVEGuCQ1ygCXpEYZ4JLUKANckhrVN8CT7Jrkm0nWJbkhyQe7+XsmuTzJTd3zHjNfriRpq0FG4D8FXllVLwJeDByV5FBgJbCmqg4E1nTTkqRZ0jfAq2dLN7lz9yjgWGB1N381cNxMFChJGt1Ax8CT7JjkOmATcHlVXQ3sXVUbAbrnvWasSknSNnYaZKWq+jnw4iTPAP49ycGDvkGSk4GTAZYsWTKZGufc0pWXTnrb21Ytn8ZKJOkJE/oWSlXdB1wBHAXclWQxQPe8aYxtzqyqZVW1bGhoaGrVSpIeN8i3UIa6kTdJngocAXwPuBhY0a22ArhohmqUJI1ikEMoi4HVSXakF/gXVtUlSa4CLkxyEnA7cPwM1ilJGqFvgFfVt4GXjDL/HuDwmShKktSfV2JKUqMMcElqlAEuSY0ywCWpUQa4JDXKAJekRhngktQoA1ySGmWAS1KjDHBJapQBLkmNMsAlqVEGuCQ1ygCXpEYZ4JLUKANckhplgEtSowxwSWqUAS5JjTLAJalRBrgkNcoAl6RGGeCS1CgDXJIaZYBLUqMMcElqlAEuSY0ywCWpUQa4JDXKAJekRhngktQoA1ySGrXTXBegmbF05aWT3va2VcunsRJJM8URuCQ1ygCXpEYZ4JLUKANckhrlSUxNO0+gSrPDEbgkNapvgCfZL8lXkqxPckOSt3Xz90xyeZKbuuc9Zr5cSdJWg4zAHwVOraoXAIcCf5LkIGAlsKaqDgTWdNOSpFnSN8CramNVXdu9fhBYD+wDHAus7lZbDRw3QzVKkkYxoWPgSZYCLwGuBvauqo3QC3lgrzG2OTnJ2iRrN2/ePMVyJUlbDRzgSXYDPgu8vaoeGHS7qjqzqpZV1bKhoaHJ1ChJGsVAAZ5kZ3rh/cmq+lw3+64ki7vli4FNM1OiJGk0g3wLJcAngPVVdcawRRcDK7rXK4CLpr88SdJYBrmQ5+XAG4HvJLmum3casAq4MMlJwO3A8TNSoSRpVH0DvKq+BmSMxYdPbzmSpEF5JaYkNcoAl6RGGeCS1CjvRjjDpnJnPkkajyNwSWqUAS5JjTLAJalRBrgkNcoAl6RGGeCS1CgDXJIaZYBLUqMMcElqlAEuSY0ywCWpUQa4JDXKAJekRnk3Qm3DOyhKbXAELkmNMsAlqVEGuCQ1ygCXpEYZ4JLUKANckhplgEtSowxwSWqUAS5JjTLAJalRBrgkNcoAl6RGGeCS1CgDXJIaZYBLUqMMcElqlAEuSY0ywCWpUf6kmuaVqfyc222rlk9jJdL85whckhrVN8CTnJVkU5Lrh83bM8nlSW7qnveY2TIlSSMNMgI/GzhqxLyVwJqqOhBY001LkmZR3wCvqq8C946YfSywunu9GjhuesuSJPUz2WPge1fVRoDuea+xVkxycpK1SdZu3rx5km8nSRppxk9iVtWZVbWsqpYNDQ3N9NtJ0nZjsgF+V5LFAN3zpukrSZI0iMkG+MXAiu71CuCi6SlHkjSoQb5GeD5wFfC8JBuSnASsAo5MchNwZDctSZpFfa/ErKrXjbHo8GmuRZI0AV6JKUmNMsAlqVEGuCQ1yrsRasHwToba3jgCl6RGGeCS1CgDXJIaZYBLUqM8iSkxtROg4ElQzQ1H4JLUKANckhplgEtSowxwSWqUAS5JjTLAJalRBrgkNcoAl6RGGeCS1CgDXJIaZYBLUqMMcElqlAEuSY3yboRSw/wZue2bI3BJapQBLkmNMsAlqVEGuCQ1ypOY0hyb6s+5zQV/gm5+cAQuSY0ywCWpUQa4JDXKY+DSNGjxOLYmZj4e93cELkmNMsAlqVEGuCQ1ygCXpEZ5ElPaTrV64tU7MD7BEbgkNWpKAZ7kqCQ3Jrk5ycrpKkqS1N+kAzzJjsBHgFcBBwGvS3LQdBUmSRrfVEbgLwVurqpbqupnwAXAsdNTliSpn6mcxNwHuGPY9AbgV0eulORk4ORuckuSGyfwHouAuyddYRu2hz7C9tHP7aGPMA39zN9NUyUz+77Tuj+n2Of9R5s5lQDPKPNqmxlVZwJnTuoNkrVVtWwy27Zie+gjbB/93B76CPZzPpnKIZQNwH7DpvcF7pxaOZKkQU0lwL8FHJjk2Ul2AU4ELp6esiRJ/Uz6EEpVPZrkT4EvATsCZ1XVDdNWWc+kDr00ZnvoI2wf/dwe+gj2c95I1TaHrSVJDfBKTElqlAEuSY2a8wDvdzl+ev65W/7tJIfMRZ1TNUA/D0tyf5Lrusf756LOqUhyVpJNSa4fY/lC2Zf9+rkQ9uV+Sb6SZH2SG5K8bZR1mt6fA/Zxfu/LqpqzB72Tn/8LHADsAqwDDhqxzquBL9L73vmhwNVzWfMM9vMw4JK5rnWK/XwFcAhw/RjLm9+XA/ZzIezLxcAh3evdge8vtP83B+zjvN6Xcz0CH+Ry/GOBc6rnG8Azkiye7UKnaLu47UBVfRW4d5xVFsK+HKSfzauqjVV1bff6QWA9vauvh2t6fw7Yx3ltrgN8tMvxR36Ag6wz3w3ah19Lsi7JF5O8cHZKm1ULYV8OasHsyyRLgZcAV49YtGD25zh9hHm8L+f6Bx0GuRx/oEv257lB+nAtsH9VbUnyauDzwIEzXdgsWwj7chALZl8m2Q34LPD2qnpg5OJRNmluf/bp47zel3M9Ah/kcvyFcMl+3z5U1QNVtaV7fRmwc5JFs1firFgI+7KvhbIvk+xML9g+WVWfG2WV5vdnvz7O93051wE+yOX4FwO/353xPhS4v6o2znahU9S3n0memSTd65fS2zf3zHqlM2sh7Mu+FsK+7Or/BLC+qs4YY7Wm9+cgfZzv+3JOD6HUGJfjJzmlW/4x4DJ6Z7tvBn4CvGmu6p2sAfv5u8BbkjwKPAycWN1p8FYkOZ/eWftFSTYAfwnsDAtnX8JA/Wx+XwIvB94IfCfJdd2804AlsGD25yB9nNf70kvpJalRc30IRZI0SQa4JDXKAJekRhngktQoA1ySZki/G5+Nsv5rk3y3u7nWp/qu77dQJGlmJHkFsIXePWMO7rPugcCFwCur6sdJ9qqqTeNt4whckmbIaDc+S/KcJP+R5JokVyZ5frfoj4CPVNWPu23HDW8wwCVptp0JvLWqfhl4J/DRbv5zgecm+e8k30hyVL+G5vpmVpK03ehunPUy4DPdFfoAT+med6J3o6zD6N1X5sokB1fVfWO1Z4BL0uzZAbivql48yrINwDeq6hHg1iQ30gv0b43XmCRpFnS3q701yfHw+M/Svahb/Hngt7r5i+gdUrllvPYMcEmaId2Nz64CnpdkQ5KTgNcDJyVZB9zAE7/O9SXgniTfBb4CvKuqxr3zoV8jlKRGOQKXpEYZ4JLUKANckhplgEtSowxwSWqUAS5JjTLAJalR/w8F+DuKQd9njwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# distribution of votes\n",
    "plt.hist(data['votes'], bins = 20)\n",
    "plt.title('Distribution of votes');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94809fcc",
   "metadata": {},
   "source": [
    "Majority of the votes are less than 500,000. We can also see that there are very few movies with votes above 1.5 million. We would see if these movies are the very top movies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "90752aab",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# distribution of runtime\n",
    "sns.histplot(data['runtime(min)'], bins = 15)\n",
    "plt.title('Distribution of Runtime');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dfa833f2",
   "metadata": {},
   "source": [
    "The graph shows that the majority of the movies are around 100 to 150 minutes. The summary statistics also gave us a mean of 125 minutes which is a little above 2hours."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3b03bb1c",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# distribution of gross revenue\n",
    "sns.histplot(data['gross($)(M)'], bins = 30)\n",
    "plt.title('Distribution of Gross Revenue');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18eff168",
   "metadata": {},
   "source": [
    "Majority of the movies grossed less than 100 million with one or two around 600 and 800."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "556ab916",
   "metadata": {},
   "source": [
    "**Are the years with low gross revenues the old years?**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "890480b0",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data = data, x='year', y='gross($)(M)')\n",
    "plt.xlabel('year')\n",
    "plt.ylabel('gross revenue')\n",
    "plt.title('Gross revenue and years');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41eb231b",
   "metadata": {},
   "source": [
    "The graph shows that very high gross revenues were from recent years. This could also be affected by the value of money as it would have been worth it to watch a movie wih a few cents in the old years than now. A data on the budget of the movies would be nice to get a comparison of the profits over the years. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2981b294",
   "metadata": {},
   "source": [
    "#### Comparing the Rankings with other features\n",
    "**Are the highest ranked movies the ones with very high gross revenue?**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "efdaaa6e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data = data, x='rank', y='gross($)(M)')\n",
    "plt.title('Relationship between gross revenue and ranking ')\n",
    "plt.ylabel('gross revenue')\n",
    "plt.xlabel('Rank');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0bc8a8b1",
   "metadata": {},
   "source": [
    "The graph does not really show any pattern relating to high gross revenue and the rank of the movies. One would expect that movies ranked between 1-50 would have higher gross revenue but the data points are widely distributed. We can also see that the 3 movies above 600 and 800 million fall into the middle ranked."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3908c0e",
   "metadata": {},
   "source": [
    "**Relationship between Rank and Runtime**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "5f937ede",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data = data, x='rank', y='runtime(min)')\n",
    "plt.title('Relationship between Rank and runtime ')\n",
    "plt.xlabel('Rank')\n",
    "plt.ylabel('Runtime');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "372c9660",
   "metadata": {},
   "source": [
    "As seen with the histogram chart, most movies duration are between 100 and 150 minutes which is a little less than 2 hours to 2 hours and 30 mins. There is also very little correlation. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e81c519",
   "metadata": {},
   "source": [
    "**Relationship Between Metascore and Rank**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "734d2fe9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data = data, x='rank', y='metascore')\n",
    "plt.title('Relationship between Rank and Metascore ')\n",
    "plt.xlabel('Rank')\n",
    "plt.ylabel('Metascore');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "941effad",
   "metadata": {},
   "source": [
    "**Relationship between Rank and Votes**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f64a60dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data = data, x='rank', y='votes')\n",
    "plt.xlabel('Rank')\n",
    "plt.ylabel('votes')\n",
    "plt.title('Relationship between rank and votes');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06c0b8c9",
   "metadata": {},
   "source": [
    "There is a pattern here. The top ranked movies have more votes compared to those further down the rank."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75a0d965",
   "metadata": {},
   "source": [
    "**Relationship between Rank and Rating**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "287b3709",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data = data, x='rank', y='rating')\n",
    "plt.xlabel('Rank')\n",
    "plt.ylabel('Rating')\n",
    "plt.title('Relationship between Rank and rating');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1715d17",
   "metadata": {},
   "source": [
    "Here, we also see that there is a high correlation between rank and rating."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "756b471e",
   "metadata": {},
   "source": [
    "**Relationship Between Rating and votes**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "05ca61c5",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data = data, y='rating', x='votes')\n",
    "plt.ylabel('Rating')\n",
    "plt.xlabel('Votes')\n",
    "plt.title('Relationship between Votes and Rating');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "874870ad",
   "metadata": {},
   "source": [
    "All these movies are highly rated but we see those above 8.8 correlates with those also around 1.5 million votes.  \n",
    "Lastly, let's see the relationship between these three variables."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d663ce5",
   "metadata": {},
   "source": [
    "**Relationship between Rank, Rating and Votes**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "06c9d67c",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(data = data, x='rank', y='votes', hue = 'rating')\n",
    "plt.xlabel('Rank')\n",
    "plt.ylabel('Votes')\n",
    "plt.title('Relationship between Rank, Rating and votes');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "267c8f49",
   "metadata": {},
   "source": [
    "As expected the very top ranked movies have the highest rating expect for an oulier around 200-250 rank and also have the highest votes."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1cdbbbd3",
   "metadata": {},
   "source": [
    "**Heatmap showing correlation between variables**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "bb98c6b6",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (10, 5))\n",
    "sns.heatmap(data.corr(),annot=True,cmap='vlag_r', fmt='.2f', center = 0);\n",
    "plt.title('Correlation of numeric variables', fontsize = 12);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f95c379f",
   "metadata": {},
   "source": [
    "This heatmap gives us a numerical representaion of the graphs above"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3fd3adf",
   "metadata": {},
   "source": [
    "### Findings\n",
    "* The data spanned movies released in a wide range of years (1921 – 2022). The year with the highest top movies was 1995. \n",
    "* The top 250 movies are high rated movies with a minimum of 8 and a maximum of 9.3. 75% of the data are rated around 8.\n",
    "* The above cannot really be said for the metascore. The metascore has a minimum of 55 and a maximum of 100.\n",
    "* The gross revenue of more than half of the movies are below 50M dollars and 25% of the movies are well above 140M dollars with the maximum over 800M dollars. These movies do well in revenue considering that most of these movies are from way old back where inflation had not taken over, so the money had a lot of value.\n",
    "* Majority of the movies are above 100 min and below 175 min duration.\n",
    "* High ranked movies have higher ratings.\n",
    "* There is a positive correlation between ratings and votes which is no surprise since the ratings are the average of the total  ratings the voters gave.\n",
    "* Votes and rank have the same relationship as rank and ratings. This can also be understood from the relationship between ratings and votes.\n",
    "* There is no significant relationship between rankings and the metascore.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b55ca26c",
   "metadata": {},
   "source": [
    "### Conclusion"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73778a39",
   "metadata": {},
   "source": [
    "The top 250 movies on IMDb are mostly dependent on the ratings which are done by voters(users) compared to the metascore which are done by the metacritics (movie critics)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15e652c5",
   "metadata": {},
   "source": [
    "### Limitation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30cbb746",
   "metadata": {},
   "source": [
    "The data was not enough to make concrete conclusions regarding the relationships between variables."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}