Project-1:Movie_dataset.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### When we see the movie Dataset the first question that comes onto our mind is 'Ratings'. The following are the Research Questions that I am covering in this notebook\n",
    "\n",
    "\n",
    "   -     1) What is the Film that has higher rating than other films\n",
    "          \n",
    "          \n",
    "   -     2) Which Genre of the film that is likely to be rated high\n",
    "   \n",
    "   \n",
    "   -     3) Which movie is the rated by more no.of.people\n",
    "   \n",
    "   \n",
    "   -     4) The most active user of this dataset (One who rated the most for movies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from os import chdir\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import plotly.express as pltly\n",
    "%matplotlib inline\n",
    "chdir('/home/arsath/Downloads/EDX_ZIP/ml-25m/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies       = pd.read_csv('movies.csv',dtype={'movieId':np.int},index_col='movieId')\n",
    "ratings      = pd.read_csv('ratings.csv',dtype={'userId':np.int,'movieId':np.int,'rating':np.float,'timestamp':np.int},index_col= 'movieId',chunksize= 550000)\n",
    "ratings      = pd.concat(ratings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This Dataset is ranging From 09-01-1995 To 21-11-2019\n",
      "*******************************************************************************************\n"
     ]
    }
   ],
   "source": [
    "movies['genres']     = movies['genres'].str.title() \n",
    "movies.drop_duplicates(subset = ['title'],keep = 'first',inplace = True)\n",
    "ratings['timestamp'] = pd.to_datetime(ratings['timestamp'],unit='s')\n",
    "ratings.rename(columns = {'timestamp': 'DateTime'},inplace = True)\n",
    "data_range = ratings['DateTime'].agg((min,max))\n",
    "print(f\"This Dataset is ranging From {data_range.loc['min'].strftime('%d-%m-%Y')} To {data_range.loc['max'].strftime('%d-%m-%Y') }\")\n",
    "print(91*'*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "This movies csv has 62325 Rows and 2 Columns\n",
      "\n",
      "Does this data contains any null values : False\n",
      "*******************************************************************************************\n"
     ]
    }
   ],
   "source": [
    "print(f\"\\nThis movies csv has {movies.shape[0]} Rows and {movies.shape[1]} Columns\")\n",
    "print(f\"\\nDoes this data contains any null values : {movies.isnull().any().any()}\")\n",
    "print(91*'*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "This ratings csv has 25000095 Rows and 3 Columns\n",
      "\n",
      "Does this data contains any null values : False\n",
      "*******************************************************************************************\n"
     ]
    }
   ],
   "source": [
    "print(f\"\\nThis ratings csv has {ratings.shape[0]} Rows and {ratings.shape[1]} Columns\")\n",
    "print(f\"\\nDoes this data contains any null values : {ratings.isnull().any().any()}\")\n",
    "print(91*'*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "groups      = ratings.groupby('movieId',as_index=True)\n",
    "counts_df   = groups['userId'].count()\n",
    "mean_counts = counts_df.mean()\n",
    "counts_df   = counts_df[counts_df >= mean_counts]\n",
    "rate        = groups['rating'].mean().round(1)\n",
    "counts_df.rename('No.of.People.Rated',inplace = True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "merged_df   = movies.merge(rate,on = 'movieId')\n",
    "merged_df   = merged_df.merge(counts_df,on='movieId').sort_values(by =['rating','No.of.People.Rated'],ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "ratings_mean = merged_df['rating'].mean()\n",
    "merged_df = merged_df[merged_df['rating'] >=  ratings_mean]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Mystery', 'Drama', 'Musical', 'Film-Noir', 'Documentary', 'Fantasy', 'Thriller', 'Sci-Fi', 'War', 'Horror', 'Animation', 'Imax', 'Western', 'Adventure', 'Comedy', 'Crime', 'Children', '(No Genres Listed)', 'Romance', 'Action'} \n",
      "\n",
      "\n",
      "Enter the Genre of film to watch out for this weekend: Imax\n"
     ]
    },
    {
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       "        }</style><table id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >title</th>        <th class=\"col_heading level0 col1\" >genres</th>        <th class=\"col_heading level0 col2\" >rating</th>        <th class=\"col_heading level0 col3\" >No.of.People.Rated</th>    </tr>    <tr>        <th class=\"index_name level0\" >movieId</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
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       "                        <th id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541level0_row0\" class=\"row_heading level0 row0\" >58559</th>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row0_col0\" class=\"data row0 col0\" >Dark Knight, The (2008)</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row0_col1\" class=\"data row0 col1\" >Action|Crime|Drama|Imax</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row0_col2\" class=\"data row0 col2\" >4.200000</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row0_col3\" class=\"data row0 col3\" >41519</td>\n",
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       "            <tr>\n",
       "                        <th id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541level0_row1\" class=\"row_heading level0 row1\" >79132</th>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row1_col0\" class=\"data row1 col0\" >Inception (2010)</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row1_col1\" class=\"data row1 col1\" >Action|Crime|Drama|Mystery|Sci-Fi|Thriller|Imax</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row1_col2\" class=\"data row1 col2\" >4.200000</td>\n",
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       "                        <th id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541level0_row2\" class=\"row_heading level0 row2\" >109487</th>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row2_col0\" class=\"data row2 col0\" >Interstellar (2014)</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row2_col1\" class=\"data row2 col1\" >Sci-Fi|Imax</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row2_col2\" class=\"data row2 col2\" >4.100000</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row2_col3\" class=\"data row2 col3\" >22634</td>\n",
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       "                        <th id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541level0_row3\" class=\"row_heading level0 row3\" >91529</th>\n",
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       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row3_col1\" class=\"data row3 col1\" >Action|Adventure|Crime|Imax</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row3_col2\" class=\"data row3 col2\" >4.000000</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row3_col3\" class=\"data row3 col3\" >19912</td>\n",
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       "                        <th id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541level0_row4\" class=\"row_heading level0 row4\" >150</th>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row4_col0\" class=\"data row4 col0\" >Apollo 13 (1995)</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row4_col1\" class=\"data row4 col1\" >Adventure|Drama|Imax</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row4_col2\" class=\"data row4 col2\" >3.900000</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row4_col3\" class=\"data row4 col3\" >48377</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541level0_row5\" class=\"row_heading level0 row5\" >33794</th>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row5_col0\" class=\"data row5 col0\" >Batman Begins (2005)</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row5_col1\" class=\"data row5 col1\" >Action|Crime|Imax</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row5_col2\" class=\"data row5 col2\" >3.900000</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row5_col3\" class=\"data row5 col3\" >30684</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541level0_row6\" class=\"row_heading level0 row6\" >44191</th>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row6_col0\" class=\"data row6 col0\" >V for Vendetta (2006)</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row6_col1\" class=\"data row6 col1\" >Action|Sci-Fi|Thriller|Imax</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row6_col2\" class=\"data row6 col2\" >3.900000</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row6_col3\" class=\"data row6 col3\" >25990</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541level0_row7\" class=\"row_heading level0 row7\" >78499</th>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row7_col0\" class=\"data row7 col0\" >Toy Story 3 (2010)</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row7_col1\" class=\"data row7 col1\" >Adventure|Animation|Children|Comedy|Fantasy|Imax</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row7_col2\" class=\"data row7 col2\" >3.900000</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row7_col3\" class=\"data row7 col3\" >14426</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541level0_row8\" class=\"row_heading level0 row8\" >81834</th>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row8_col0\" class=\"data row8 col0\" >Harry Potter and the Deathly Hallows: Part 1 (2010)</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row8_col1\" class=\"data row8 col1\" >Action|Adventure|Fantasy|Imax</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row8_col2\" class=\"data row8 col2\" >3.900000</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row8_col3\" class=\"data row8 col3\" >14053</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541level0_row9\" class=\"row_heading level0 row9\" >76093</th>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row9_col0\" class=\"data row9 col0\" >How to Train Your Dragon (2010)</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row9_col1\" class=\"data row9 col1\" >Adventure|Animation|Children|Fantasy|Imax</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row9_col2\" class=\"data row9 col2\" >3.900000</td>\n",
       "                        <td id=\"T_15a8319a_55a7_11eb_9638_f77650f9b541row9_col3\" class=\"data row9 col3\" >13833</td>\n",
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       "<pandas.io.formats.style.Styler at 0x7fae60794730>"
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     },
     "metadata": {},
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    }
   ],
   "source": [
    "def weekend_movies():\n",
    "    \n",
    "    user_input = input('Enter the Genre of film to watch out for this weekend: ').title()\n",
    "    return display(merged_df[merged_df['genres'].str.contains(user_input)].iloc[0:10].style.background_gradient(cmap = 'Oranges'))\n",
    "\n",
    "available_gendres = merged_df['genres'].str.split('|')\n",
    "print(set(np.concatenate(available_gendres.values).flat),end = ' ')\n",
    "print('\\n\\n')\n",
    "\n",
    "\n",
    "weekend_movies()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "cnt_of_ratings_per_film = ratings[['userId','rating']].groupby(['rating','movieId']).count()\n",
    "cnt_of_ratings_per_film.rename(columns={'userId':'rating_count'},inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Enter the name of the movie to search for in this dataset: band of brothers\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def access_movie_data(mov_id):  \n",
    "    \n",
    "    rating_per_film = [cnt_of_ratings_per_film.loc[x].loc[mov_id].values for x in range(1,6,1)]\n",
    "    count_of_each_rating = pd.Series(np.concatenate(rating_per_film),index = range(1,6,1))\n",
    "    mov_title = merged_df.loc[mov_id].loc['title']\n",
    "    plt.figure(figsize=(12,6))\n",
    "    plt.title(mov_title)\n",
    "    sns.barplot(x = count_of_each_rating, y = count_of_each_rating.index, orient = 'h');\n",
    "    plt.xlabel('No.of.People.Rated',fontsize = 16)\n",
    "    plt.ylabel('Rating',fontsize = 16)\n",
    "    plt.tick_params(labelsize = 13)\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "get_name = input('Enter the name of the movie to search for in this dataset: ').lower()\n",
    "ret_data = merged_df[merged_df['title'].str.lower().str.contains(get_name,regex = False)]\n",
    "row = ret_data.shape[0]\n",
    "if row > 1:\n",
    "    print(ret_data)\n",
    "    get_id = int(input('Enter the Id of the movie to get data in this dataset: '))\n",
    "  \n",
    "    if ret_data.index.isin([get_id]).any():\n",
    "        access_movie_data(get_id)\n",
    "    else:\n",
    "        print('Invalid Movie Id')\n",
    "        exit(1)\n",
    "\n",
    "elif row == 0:\n",
    "    print('No Data is Available for the film you have asked for! Please try again.')\n",
    "    exit(1)\n",
    "\n",
    "else:\n",
    "    access_movie_data(ret_data.index[0])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1) What is the film that has higher rating than other films"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        }</style><table id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >title</th>        <th class=\"col_heading level0 col1\" >genres</th>        <th class=\"col_heading level0 col2\" >rating</th>        <th class=\"col_heading level0 col3\" >No.of.People.Rated</th>    </tr>    <tr>        <th class=\"index_name level0\" >movieId</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541level0_row0\" class=\"row_heading level0 row0\" >159817</th>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row0_col0\" class=\"data row0 col0\" >Planet Earth (2006)</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row0_col1\" class=\"data row0 col1\" >Documentary</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row0_col2\" class=\"data row0 col2\" >4.500000</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row0_col3\" class=\"data row0 col3\" >1747</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541level0_row1\" class=\"row_heading level0 row1\" >171011</th>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row1_col0\" class=\"data row1 col0\" >Planet Earth II (2016)</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row1_col1\" class=\"data row1 col1\" >Documentary</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row1_col2\" class=\"data row1 col2\" >4.500000</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row1_col3\" class=\"data row1 col3\" >1124</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541level0_row2\" class=\"row_heading level0 row2\" >318</th>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row2_col0\" class=\"data row2 col0\" >Shawshank Redemption, The (1994)</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row2_col1\" class=\"data row2 col1\" >Crime|Drama</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row2_col2\" class=\"data row2 col2\" >4.400000</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row2_col3\" class=\"data row2 col3\" >81482</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541level0_row3\" class=\"row_heading level0 row3\" >170705</th>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row3_col0\" class=\"data row3 col0\" >Band of Brothers (2001)</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row3_col1\" class=\"data row3 col1\" >Action|Drama|War</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row3_col2\" class=\"data row3 col2\" >4.400000</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row3_col3\" class=\"data row3 col3\" >1356</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541level0_row4\" class=\"row_heading level0 row4\" >50</th>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row4_col0\" class=\"data row4 col0\" >Usual Suspects, The (1995)</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row4_col1\" class=\"data row4 col1\" >Crime|Mystery|Thriller</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row4_col2\" class=\"data row4 col2\" >4.300000</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row4_col3\" class=\"data row4 col3\" >55366</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541level0_row5\" class=\"row_heading level0 row5\" >858</th>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row5_col0\" class=\"data row5 col0\" >Godfather, The (1972)</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row5_col1\" class=\"data row5 col1\" >Crime|Drama</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row5_col2\" class=\"data row5 col2\" >4.300000</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row5_col3\" class=\"data row5 col3\" >52498</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541level0_row6\" class=\"row_heading level0 row6\" >1221</th>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row6_col0\" class=\"data row6 col0\" >Godfather: Part II, The (1974)</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row6_col1\" class=\"data row6 col1\" >Crime|Drama</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row6_col2\" class=\"data row6 col2\" >4.300000</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row6_col3\" class=\"data row6 col3\" >34188</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541level0_row7\" class=\"row_heading level0 row7\" >2019</th>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row7_col0\" class=\"data row7 col0\" >Seven Samurai (Shichinin no samurai) (1954)</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row7_col1\" class=\"data row7 col1\" >Action|Adventure|Drama</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row7_col2\" class=\"data row7 col2\" >4.300000</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row7_col3\" class=\"data row7 col3\" >13367</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541level0_row8\" class=\"row_heading level0 row8\" >179135</th>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row8_col0\" class=\"data row8 col0\" >Blue Planet II (2017)</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row8_col1\" class=\"data row8 col1\" >Documentary</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row8_col2\" class=\"data row8 col2\" >4.300000</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row8_col3\" class=\"data row8 col3\" >659</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541level0_row9\" class=\"row_heading level0 row9\" >163809</th>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row9_col0\" class=\"data row9 col0\" >Over the Garden Wall (2013)</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row9_col1\" class=\"data row9 col1\" >Adventure|Animation|Drama</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row9_col2\" class=\"data row9 col2\" >4.300000</td>\n",
       "                        <td id=\"T_32a8e9e2_55a7_11eb_9638_f77650f9b541row9_col3\" class=\"data row9 col3\" >546</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fae5f2b2d60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def top_10_films():\n",
    "    \n",
    "    highly_rated = merged_df.iloc[0:10]\n",
    "    return display(highly_rated.style.background_gradient())\n",
    "\n",
    "\n",
    "top_10_films()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### BBC's Planet Earth is secured top 2 places of this dataset\n",
    "### Shawshank Redemption is the First movie that secured 3 rd place in our dataset "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2) Which Gendre of the Film is likely to be rated high"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Drama                                    482\n",
       "Drama|Romance                            174\n",
       "Comedy|Drama                             166\n",
       "Comedy                                   155\n",
       "Comedy|Drama|Romance                     116\n",
       "                                        ... \n",
       "Comedy|Drama|Fantasy|Romance|Thriller      1\n",
       "Drama|Mystery|War                          1\n",
       "Action|Comedy|Romance|War                  1\n",
       "Drama|Horror|Romance|Thriller              1\n",
       "Drama|Horror|Sci-Fi|Thriller               1\n",
       "Name: genres, Length: 549, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def most_rated_category():\n",
    "    top_genre = merged_df.loc[:,'genres'].value_counts(ascending = False)\n",
    "    plt.figure(figsize=(16,10))\n",
    "    plt.title('Most Rated Genre')\n",
    "    most_liked_genre = sns.barplot(x = top_genre.index[:10] ,y = top_genre[:10])\n",
    "    plt.xlabel('Genre',fontsize = 16)\n",
    "    plt.ylabel('No.of.Ratings',fontsize = 16)\n",
    "    plt.tick_params(labelsize = 16,rotation = 70)\n",
    "    plt.show()\n",
    "    return top_genre\n",
    "\n",
    "most_rated_category()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The films which come under Drama Gendre are likely to be rated high"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3) Which movie is rated by more no.of.people"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "        }</style><table id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >title</th>        <th class=\"col_heading level0 col1\" >genres</th>        <th class=\"col_heading level0 col2\" >rating</th>        <th class=\"col_heading level0 col3\" >No.of.People.Rated</th>    </tr>    <tr>        <th class=\"index_name level0\" >movieId</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541level0_row0\" class=\"row_heading level0 row0\" >356</th>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row0_col0\" class=\"data row0 col0\" >Forrest Gump (1994)</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row0_col1\" class=\"data row0 col1\" >Comedy|Drama|Romance|War</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row0_col2\" class=\"data row0 col2\" >4.000000</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row0_col3\" class=\"data row0 col3\" >81491</td>\n",
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       "            <tr>\n",
       "                        <th id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541level0_row1\" class=\"row_heading level0 row1\" >318</th>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row1_col0\" class=\"data row1 col0\" >Shawshank Redemption, The (1994)</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row1_col1\" class=\"data row1 col1\" >Crime|Drama</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row1_col2\" class=\"data row1 col2\" >4.400000</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row1_col3\" class=\"data row1 col3\" >81482</td>\n",
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       "            <tr>\n",
       "                        <th id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541level0_row2\" class=\"row_heading level0 row2\" >296</th>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row2_col0\" class=\"data row2 col0\" >Pulp Fiction (1994)</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row2_col1\" class=\"data row2 col1\" >Comedy|Crime|Drama|Thriller</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row2_col2\" class=\"data row2 col2\" >4.200000</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row2_col3\" class=\"data row2 col3\" >79672</td>\n",
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       "            <tr>\n",
       "                        <th id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541level0_row3\" class=\"row_heading level0 row3\" >593</th>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row3_col0\" class=\"data row3 col0\" >Silence of the Lambs, The (1991)</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row3_col1\" class=\"data row3 col1\" >Crime|Horror|Thriller</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row3_col2\" class=\"data row3 col2\" >4.200000</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row3_col3\" class=\"data row3 col3\" >74127</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541level0_row4\" class=\"row_heading level0 row4\" >2571</th>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row4_col0\" class=\"data row4 col0\" >Matrix, The (1999)</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row4_col1\" class=\"data row4 col1\" >Action|Sci-Fi|Thriller</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row4_col2\" class=\"data row4 col2\" >4.200000</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row4_col3\" class=\"data row4 col3\" >72674</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541level0_row5\" class=\"row_heading level0 row5\" >260</th>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row5_col0\" class=\"data row5 col0\" >Star Wars: Episode IV - A New Hope (1977)</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row5_col1\" class=\"data row5 col1\" >Action|Adventure|Sci-Fi</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row5_col2\" class=\"data row5 col2\" >4.100000</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row5_col3\" class=\"data row5 col3\" >68717</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541level0_row6\" class=\"row_heading level0 row6\" >480</th>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row6_col0\" class=\"data row6 col0\" >Jurassic Park (1993)</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row6_col1\" class=\"data row6 col1\" >Action|Adventure|Sci-Fi|Thriller</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row6_col2\" class=\"data row6 col2\" >3.700000</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row6_col3\" class=\"data row6 col3\" >64144</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541level0_row7\" class=\"row_heading level0 row7\" >527</th>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row7_col0\" class=\"data row7 col0\" >Schindler's List (1993)</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row7_col1\" class=\"data row7 col1\" >Drama|War</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row7_col2\" class=\"data row7 col2\" >4.200000</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row7_col3\" class=\"data row7 col3\" >60411</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541level0_row8\" class=\"row_heading level0 row8\" >110</th>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row8_col0\" class=\"data row8 col0\" >Braveheart (1995)</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row8_col1\" class=\"data row8 col1\" >Action|Drama|War</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row8_col2\" class=\"data row8 col2\" >4.000000</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row8_col3\" class=\"data row8 col3\" >59184</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541level0_row9\" class=\"row_heading level0 row9\" >2959</th>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row9_col0\" class=\"data row9 col0\" >Fight Club (1999)</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row9_col1\" class=\"data row9 col1\" >Action|Crime|Drama|Thriller</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row9_col2\" class=\"data row9 col2\" >4.200000</td>\n",
       "                        <td id=\"T_6e14eb20_55a7_11eb_9638_f77650f9b541row9_col3\" class=\"data row9 col3\" >58773</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fae5e89f640>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def rated_by_many():\n",
    "    \n",
    "    more = merged_df.sort_values(by = 'No.of.People.Rated',ascending = False).iloc[0:10]\n",
    "    plt.figure(figsize=(12,6))\n",
    "    plt.title('No.of.People Rated')\n",
    "    sns.pointplot(x = more['title'] , y = more['No.of.People.Rated'],data = more)\n",
    "    plt.tick_params(rotation = 90,axis = 'x')\n",
    "    plt.tick_params(labelsize = 16)\n",
    "    plt.xlabel('Movie Name ',fontsize = 16)\n",
    "    plt.ylabel('No.of.People.Rated', fontsize = 16)\n",
    "    plt.grid(True)\n",
    "    plt.show()\n",
    "    return more.style.background_gradient(cmap='Oranges')\n",
    "\n",
    "\n",
    "rated_by_many()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The Above plot and data clearly shows us that Forrest Gump and Shawshank Redemption got more people's attention to rate in our dataset\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4) The most active user of this dataset (One who rated the most for movies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "userId\n",
       "72315     32202\n",
       "80974      9178\n",
       "137293     8913\n",
       "33844      7919\n",
       "20055      7488\n",
       "          ...  \n",
       "129586       20\n",
       "57943        20\n",
       "129589       20\n",
       "87801        20\n",
       "56219        20\n",
       "Name: times_rated, Length: 162541, dtype: int64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def most_active_user(): \n",
    "    \n",
    "    active_user       = ratings.groupby('userId')['rating'].count().sort_values(ascending = False)\n",
    "    active_user.rename('times_rated',inplace = True);\n",
    "    \n",
    "    plt.figure(figsize=(12,6))\n",
    "    plt.title('UserId who have rated for many films')\n",
    "    sns.barplot(x = active_user.index[0:10]  ,y = active_user.iloc[0:10])\n",
    "    plt.tick_params(labelsize = 13,axis = 'both')\n",
    "    plt.xlabel('UserId',fontsize = 16)\n",
    "    plt.ylabel('No.of.Times_rated',fontsize = 14)\n",
    "    plt.show()\n",
    "    return active_user\n",
    "\n",
    "most_active_user()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The Above Series shows that the user 72315 is the most active user among others and \n",
    "### he is rated for 32202 films"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Thanks for watching my first ever project hopefully many more to come in the upcoming days..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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