highest-gross-movies-eda.ipynb

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   "source": [
    "# **Exploratory Data Analysis (EDA) on Highest Gross Movies Data** #"
   ]
  },
  {
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   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
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    "tags": []
   },
   "source": [
    "# Initial Analysis #"
   ]
  },
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of data points: 918, number of features: 11\n",
      "\n",
      "--------------------------------------------------\n",
      "\n",
      "List of features: Index(['Unnamed: 0', 'Title', 'Movie Info', 'Distributor', 'Release Date',\n",
      "       'Domestic Sales (in $)', 'International Sales (in $)',\n",
      "       'World Sales (in $)', 'Genre', 'Movie Runtime', 'License'],\n",
      "      dtype='object')\n"
     ]
    },
    {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Title</th>\n",
       "      <th>Movie Info</th>\n",
       "      <th>Distributor</th>\n",
       "      <th>Release Date</th>\n",
       "      <th>Domestic Sales (in $)</th>\n",
       "      <th>International Sales (in $)</th>\n",
       "      <th>World Sales (in $)</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Movie Runtime</th>\n",
       "      <th>License</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens (2015)</td>\n",
       "      <td>As a new threat to the galaxy rises, Rey, a de...</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>December 16, 2015</td>\n",
       "      <td>936662225</td>\n",
       "      <td>1132859475</td>\n",
       "      <td>2069521700</td>\n",
       "      <td>['Action', 'Adventure', 'Sci-Fi']</td>\n",
       "      <td>2 hr 18 min</td>\n",
       "      <td>PG-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Avengers: Endgame (2019)</td>\n",
       "      <td>After the devastating events of Avengers: Infi...</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>April 24, 2019</td>\n",
       "      <td>858373000</td>\n",
       "      <td>1939128328</td>\n",
       "      <td>2797501328</td>\n",
       "      <td>['Action', 'Adventure', 'Drama', 'Sci-Fi']</td>\n",
       "      <td>3 hr 1 min</td>\n",
       "      <td>PG-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Avatar (2009)</td>\n",
       "      <td>A paraplegic Marine dispatched to the moon Pan...</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>December 16, 2009</td>\n",
       "      <td>760507625</td>\n",
       "      <td>2086738578</td>\n",
       "      <td>2847246203</td>\n",
       "      <td>['Action', 'Adventure', 'Fantasy', 'Sci-Fi']</td>\n",
       "      <td>2 hr 42 min</td>\n",
       "      <td>PG-13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0                                              Title  \\\n",
       "0           0  Star Wars: Episode VII - The Force Awakens (2015)   \n",
       "1           1                           Avengers: Endgame (2019)   \n",
       "2           2                                      Avatar (2009)   \n",
       "\n",
       "                                          Movie Info  \\\n",
       "0  As a new threat to the galaxy rises, Rey, a de...   \n",
       "1  After the devastating events of Avengers: Infi...   \n",
       "2  A paraplegic Marine dispatched to the moon Pan...   \n",
       "\n",
       "                           Distributor       Release Date  \\\n",
       "0  Walt Disney Studios Motion Pictures  December 16, 2015   \n",
       "1  Walt Disney Studios Motion Pictures     April 24, 2019   \n",
       "2                Twentieth Century Fox  December 16, 2009   \n",
       "\n",
       "   Domestic Sales (in $)  International Sales (in $)  World Sales (in $)  \\\n",
       "0              936662225                  1132859475          2069521700   \n",
       "1              858373000                  1939128328          2797501328   \n",
       "2              760507625                  2086738578          2847246203   \n",
       "\n",
       "                                          Genre Movie Runtime License  \n",
       "0             ['Action', 'Adventure', 'Sci-Fi']   2 hr 18 min   PG-13  \n",
       "1    ['Action', 'Adventure', 'Drama', 'Sci-Fi']    3 hr 1 min   PG-13  \n",
       "2  ['Action', 'Adventure', 'Fantasy', 'Sci-Fi']   2 hr 42 min   PG-13  "
      ]
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   ],
   "source": [
    "dt_frame = pd.read_csv(\"../input/top-1000-highest-grossing-movies/Highest Holywood Grossing Movies.csv\")\n",
    "\n",
    "print(str.format(\"Number of data points: {0}, number of features: {1}\",dt_frame.shape[0], dt_frame.shape[1]))\n",
    "print('\\n'+'-'*50+'\\n')\n",
    "print(str.format(\"List of features: {0}\",dt_frame.columns))\n",
    "\n",
    "dt_frame.head(3)"
   ]
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   "outputs": [
    {
     "name": "stdout",
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     "text": [
      "Records where the World sales does not matches with the sales of Domestic and International sales: 29\n"
     ]
    }
   ],
   "source": [
    "print(str.format(\"Records where the World sales does not matches with the sales of Domestic and International sales: {0}\", \n",
    "                (dt_frame[dt_frame['World Sales (in $)'] != (dt_frame['Domestic Sales (in $)'] + dt_frame['International Sales (in $)'])].shape[0])))"
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    {
     "name": "stdout",
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     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 918 entries, 0 to 917\n",
      "Data columns (total 11 columns):\n",
      " #   Column                      Non-Null Count  Dtype \n",
      "---  ------                      --------------  ----- \n",
      " 0   Unnamed: 0                  918 non-null    int64 \n",
      " 1   Title                       918 non-null    object\n",
      " 2   Movie Info                  918 non-null    object\n",
      " 3   Distributor                 918 non-null    object\n",
      " 4   Release Date                800 non-null    object\n",
      " 5   Domestic Sales (in $)       918 non-null    int64 \n",
      " 6   International Sales (in $)  918 non-null    int64 \n",
      " 7   World Sales (in $)          918 non-null    int64 \n",
      " 8   Genre                       918 non-null    object\n",
      " 9   Movie Runtime               918 non-null    object\n",
      " 10  License                     744 non-null    object\n",
      "dtypes: int64(4), object(7)\n",
      "memory usage: 79.0+ KB\n"
     ]
    }
   ],
   "source": [
    "dt_frame.info()"
   ]
  },
  {
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    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Title</th>\n",
       "      <th>Movie Info</th>\n",
       "      <th>Distributor</th>\n",
       "      <th>Release Date</th>\n",
       "      <th>Domestic Sales (in $)</th>\n",
       "      <th>International Sales (in $)</th>\n",
       "      <th>World Sales (in $)</th>\n",
       "      <th>Genre</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Black Panther (2018)</td>\n",
       "      <td>T'Challa, heir to the hidden but advanced king...</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>NaN</td>\n",
       "      <td>700426566</td>\n",
       "      <td>647171407</td>\n",
       "      <td>1347597973</td>\n",
       "      <td>['Action', 'Adventure', 'Sci-Fi']</td>\n",
       "      <td>2 hr 14 min</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Avengers: Infinity War (2018)</td>\n",
       "      <td>The Avengers and their allies must be willing ...</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>NaN</td>\n",
       "      <td>678815482</td>\n",
       "      <td>1369544272</td>\n",
       "      <td>2048359754</td>\n",
       "      <td>['Action', 'Adventure', 'Sci-Fi']</td>\n",
       "      <td>2 hr 29 min</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>Spider-Man: No Way Home (2021)</td>\n",
       "      <td>With Spider-Man's identity now revealed, Peter...</td>\n",
       "      <td>Sony Pictures Entertainment (SPE)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>675813257</td>\n",
       "      <td>868642706</td>\n",
       "      <td>1544455963</td>\n",
       "      <td>['Action', 'Adventure', 'Fantasy', 'Sci-Fi']</td>\n",
       "      <td>2 hr 28 min</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>Incredibles 2 (2018)</td>\n",
       "      <td>The Incredibles family takes on a new mission ...</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>NaN</td>\n",
       "      <td>608581744</td>\n",
       "      <td>634507500</td>\n",
       "      <td>1243089244</td>\n",
       "      <td>['Action', 'Adventure', 'Animation', 'Comedy',...</td>\n",
       "      <td>1 hr 58 min</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>Finding Dory (2016)</td>\n",
       "      <td>Friendly but forgetful blue tang Dory begins a...</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>NaN</td>\n",
       "      <td>486295561</td>\n",
       "      <td>542275381</td>\n",
       "      <td>1028570942</td>\n",
       "      <td>['Adventure', 'Animation', 'Comedy', 'Family']</td>\n",
       "      <td>1 hr 37 min</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>891</th>\n",
       "      <td>891</td>\n",
       "      <td>Mr. Holland's Opus (1995)</td>\n",
       "      <td>A frustrated composer finds fulfillment as a h...</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>NaN</td>\n",
       "      <td>82569971</td>\n",
       "      <td>23700000</td>\n",
       "      <td>106269971</td>\n",
       "      <td>['Drama', 'Music']</td>\n",
       "      <td>2 hr 23 min</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>896</th>\n",
       "      <td>896</td>\n",
       "      <td>Bridge to Terabithia (2007)</td>\n",
       "      <td>A preteen's life turns upside down when he bef...</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>NaN</td>\n",
       "      <td>82272442</td>\n",
       "      <td>55314621</td>\n",
       "      <td>137587063</td>\n",
       "      <td>['Drama', 'Family', 'Fantasy']</td>\n",
       "      <td>1 hr 36 min</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>903</th>\n",
       "      <td>903</td>\n",
       "      <td>MASH (1970)</td>\n",
       "      <td>The staff of a Korean War field hospital use h...</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>NaN</td>\n",
       "      <td>81600000</td>\n",
       "      <td>81600000</td>\n",
       "      <td>81600000</td>\n",
       "      <td>['Comedy', 'Drama', 'War']</td>\n",
       "      <td>1 hr 56 min</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>912</th>\n",
       "      <td>912</td>\n",
       "      <td>Congo (1995)</td>\n",
       "      <td>When an expedition to the African Congo ends i...</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>NaN</td>\n",
       "      <td>81022101</td>\n",
       "      <td>71000000</td>\n",
       "      <td>152022101</td>\n",
       "      <td>['Action', 'Adventure', 'Mystery', 'Sci-Fi']</td>\n",
       "      <td>1 hr 49 min</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>914</th>\n",
       "      <td>914</td>\n",
       "      <td>Jimmy Neutron: Boy Genius (2001)</td>\n",
       "      <td>An eight-year-old boy genius and his friends m...</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>December 21, 2001</td>\n",
       "      <td>80936232</td>\n",
       "      <td>22056304</td>\n",
       "      <td>102992536</td>\n",
       "      <td>['Action', 'Adventure', 'Animation', 'Comedy',...</td>\n",
       "      <td>1 hr 22 min</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>174 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0                             Title  \\\n",
       "3             3              Black Panther (2018)   \n",
       "4             4     Avengers: Infinity War (2018)   \n",
       "5             5    Spider-Man: No Way Home (2021)   \n",
       "10           10              Incredibles 2 (2018)   \n",
       "16           16               Finding Dory (2016)   \n",
       "..          ...                               ...   \n",
       "891         891         Mr. Holland's Opus (1995)   \n",
       "896         896       Bridge to Terabithia (2007)   \n",
       "903         903                       MASH (1970)   \n",
       "912         912                      Congo (1995)   \n",
       "914         914  Jimmy Neutron: Boy Genius (2001)   \n",
       "\n",
       "                                            Movie Info  \\\n",
       "3    T'Challa, heir to the hidden but advanced king...   \n",
       "4    The Avengers and their allies must be willing ...   \n",
       "5    With Spider-Man's identity now revealed, Peter...   \n",
       "10   The Incredibles family takes on a new mission ...   \n",
       "16   Friendly but forgetful blue tang Dory begins a...   \n",
       "..                                                 ...   \n",
       "891  A frustrated composer finds fulfillment as a h...   \n",
       "896  A preteen's life turns upside down when he bef...   \n",
       "903  The staff of a Korean War field hospital use h...   \n",
       "912  When an expedition to the African Congo ends i...   \n",
       "914  An eight-year-old boy genius and his friends m...   \n",
       "\n",
       "                             Distributor       Release Date  \\\n",
       "3    Walt Disney Studios Motion Pictures                NaN   \n",
       "4    Walt Disney Studios Motion Pictures                NaN   \n",
       "5      Sony Pictures Entertainment (SPE)                NaN   \n",
       "10   Walt Disney Studios Motion Pictures                NaN   \n",
       "16   Walt Disney Studios Motion Pictures                NaN   \n",
       "..                                   ...                ...   \n",
       "891  Walt Disney Studios Motion Pictures                NaN   \n",
       "896  Walt Disney Studios Motion Pictures                NaN   \n",
       "903                Twentieth Century Fox                NaN   \n",
       "912                   Paramount Pictures                NaN   \n",
       "914                   Paramount Pictures  December 21, 2001   \n",
       "\n",
       "     Domestic Sales (in $)  International Sales (in $)  World Sales (in $)  \\\n",
       "3                700426566                   647171407          1347597973   \n",
       "4                678815482                  1369544272          2048359754   \n",
       "5                675813257                   868642706          1544455963   \n",
       "10               608581744                   634507500          1243089244   \n",
       "16               486295561                   542275381          1028570942   \n",
       "..                     ...                         ...                 ...   \n",
       "891               82569971                    23700000           106269971   \n",
       "896               82272442                    55314621           137587063   \n",
       "903               81600000                    81600000            81600000   \n",
       "912               81022101                    71000000           152022101   \n",
       "914               80936232                    22056304           102992536   \n",
       "\n",
       "                                                 Genre Movie Runtime License  \n",
       "3                    ['Action', 'Adventure', 'Sci-Fi']   2 hr 14 min     NaN  \n",
       "4                    ['Action', 'Adventure', 'Sci-Fi']   2 hr 29 min     NaN  \n",
       "5         ['Action', 'Adventure', 'Fantasy', 'Sci-Fi']   2 hr 28 min     NaN  \n",
       "10   ['Action', 'Adventure', 'Animation', 'Comedy',...   1 hr 58 min     NaN  \n",
       "16      ['Adventure', 'Animation', 'Comedy', 'Family']   1 hr 37 min     NaN  \n",
       "..                                                 ...           ...     ...  \n",
       "891                                 ['Drama', 'Music']   2 hr 23 min     NaN  \n",
       "896                     ['Drama', 'Family', 'Fantasy']   1 hr 36 min     NaN  \n",
       "903                         ['Comedy', 'Drama', 'War']   1 hr 56 min     NaN  \n",
       "912       ['Action', 'Adventure', 'Mystery', 'Sci-Fi']   1 hr 49 min     NaN  \n",
       "914  ['Action', 'Adventure', 'Animation', 'Comedy',...   1 hr 22 min     NaN  \n",
       "\n",
       "[174 rows x 11 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt_frame[dt_frame.isna().any(axis=1)]"
   ]
  },
  {
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    {
     "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>Missing Values %</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Title</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Movie Info</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Distributor</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Release Date</th>\n",
       "      <td>12.854031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Domestic Sales (in $)</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>International Sales (in $)</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>World Sales (in $)</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Genre</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Movie Runtime</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>License</th>\n",
       "      <td>18.954248</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            Missing Values %\n",
       "Unnamed: 0                          0.000000\n",
       "Title                               0.000000\n",
       "Movie Info                          0.000000\n",
       "Distributor                         0.000000\n",
       "Release Date                       12.854031\n",
       "Domestic Sales (in $)               0.000000\n",
       "International Sales (in $)          0.000000\n",
       "World Sales (in $)                  0.000000\n",
       "Genre                               0.000000\n",
       "Movie Runtime                       0.000000\n",
       "License                            18.954248"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Calculate percenatge of null value in the respective columns.\n",
    "missing_columns = dt_frame.isnull().sum() / len(dt_frame) * 100\n",
    "pd.DataFrame({'Missing Values %': missing_columns})"
   ]
  },
  {
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    {
     "data": {
      "text/plain": [
       "array(['20th Century Studios', 'Artisan Entertainment',\n",
       "       'Columbia Pictures', 'Dimension Films', 'DreamWorks',\n",
       "       'DreamWorks Distribution', 'FilmDistrict', 'Focus Features',\n",
       "       'Fox Searchlight Pictures', 'IFC Films', 'Lionsgate',\n",
       "       'Metro-Goldwyn-Mayer (MGM)', 'Miramax', 'New Line Cinema',\n",
       "       'Newmarket Films', 'Orion Pictures', 'Paramount Pictures',\n",
       "       'Relativity Media', 'Revolution Studios', 'Roadside Attractions',\n",
       "       'STX Entertainment', 'Screen Gems', 'Sony Pictures Classics',\n",
       "       'Sony Pictures Entertainment (SPE)', 'Summit Entertainment',\n",
       "       'The Weinstein Company', 'TriStar Pictures',\n",
       "       'Twentieth Century Fox', 'USA Films', 'United Artists',\n",
       "       'United Artists Releasing', 'Universal Pictures',\n",
       "       'Walt Disney Studios Motion Pictures', 'Warner Bros.'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Number of unique movie Distributor\n",
    "dt_frame.sort_values(\"Distributor\", inplace = True)\n",
    "dt_frame.Distributor.unique()"
   ]
  },
  {
   "cell_type": "code",
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   },
   "outputs": [
    {
     "data": {
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       "    .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>Unnamed: 0</th>\n",
       "      <th>Title</th>\n",
       "      <th>Movie Info</th>\n",
       "      <th>Distributor</th>\n",
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       "      <th>Genre</th>\n",
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       "      <th>179</th>\n",
       "      <td>179</td>\n",
       "      <td>Saving Private Ryan (1998)</td>\n",
       "      <td>Following the Normandy Landings, a group of U....</td>\n",
       "      <td>DreamWorks Distribution</td>\n",
       "      <td>July 24, 1998</td>\n",
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       "      <td>['Drama', 'War']</td>\n",
       "      <td>2 hr 49 min</td>\n",
       "      <td>R</td>\n",
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       "      <th>701</th>\n",
       "      <td>701</td>\n",
       "      <td>Collateral (2004)</td>\n",
       "      <td>A cab driver finds himself the hostage of an e...</td>\n",
       "      <td>DreamWorks Distribution</td>\n",
       "      <td>August 5, 2004</td>\n",
       "      <td>101005703</td>\n",
       "      <td>119234222</td>\n",
       "      <td>220239925</td>\n",
       "      <td>['Action', 'Crime', 'Drama', 'Thriller']</td>\n",
       "      <td>2 hr</td>\n",
       "      <td>R</td>\n",
       "    </tr>\n",
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      ],
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       "     Unnamed: 0                       Title  \\\n",
       "179         179  Saving Private Ryan (1998)   \n",
       "701         701           Collateral (2004)   \n",
       "\n",
       "                                            Movie Info  \\\n",
       "179  Following the Normandy Landings, a group of U....   \n",
       "701  A cab driver finds himself the hostage of an e...   \n",
       "\n",
       "                 Distributor    Release Date  Domestic Sales (in $)  \\\n",
       "179  DreamWorks Distribution   July 24, 1998              217049603   \n",
       "701  DreamWorks Distribution  August 5, 2004              101005703   \n",
       "\n",
       "     International Sales (in $)  World Sales (in $)  \\\n",
       "179                   265300000           482349603   \n",
       "701                   119234222           220239925   \n",
       "\n",
       "                                        Genre Movie Runtime License  \n",
       "179                          ['Drama', 'War']   2 hr 49 min       R  \n",
       "701  ['Action', 'Crime', 'Drama', 'Thriller']          2 hr       R  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
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   ],
   "source": [
    "dt_frame[dt_frame['Distributor'] == 'DreamWorks Distribution'].head(2)"
   ]
  },
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   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Title</th>\n",
       "      <th>Movie Info</th>\n",
       "      <th>Distributor</th>\n",
       "      <th>Release Date</th>\n",
       "      <th>Domestic Sales (in $)</th>\n",
       "      <th>International Sales (in $)</th>\n",
       "      <th>World Sales (in $)</th>\n",
       "      <th>Genre</th>\n",
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       "      <th>License</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>72</td>\n",
       "      <td>Shrek the Third (2007)</td>\n",
       "      <td>Reluctantly designated as the heir to the land...</td>\n",
       "      <td>DreamWorks</td>\n",
       "      <td>May 17, 2007</td>\n",
       "      <td>322719944</td>\n",
       "      <td>490647436</td>\n",
       "      <td>813367380</td>\n",
       "      <td>['Adventure', 'Animation', 'Comedy', 'Family',...</td>\n",
       "      <td>1 hr 33 min</td>\n",
       "      <td>PG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>74</td>\n",
       "      <td>Transformers (2007)</td>\n",
       "      <td>An ancient struggle between two Cybertronian r...</td>\n",
       "      <td>DreamWorks</td>\n",
       "      <td>June 28, 2007</td>\n",
       "      <td>319246193</td>\n",
       "      <td>390463587</td>\n",
       "      <td>709709780</td>\n",
       "      <td>['Action', 'Adventure', 'Sci-Fi']</td>\n",
       "      <td>2 hr 24 min</td>\n",
       "      <td>PG-13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0                   Title  \\\n",
       "72          72  Shrek the Third (2007)   \n",
       "74          74     Transformers (2007)   \n",
       "\n",
       "                                           Movie Info Distributor  \\\n",
       "72  Reluctantly designated as the heir to the land...  DreamWorks   \n",
       "74  An ancient struggle between two Cybertronian r...  DreamWorks   \n",
       "\n",
       "     Release Date  Domestic Sales (in $)  International Sales (in $)  \\\n",
       "72   May 17, 2007              322719944                   490647436   \n",
       "74  June 28, 2007              319246193                   390463587   \n",
       "\n",
       "    World Sales (in $)                                              Genre  \\\n",
       "72           813367380  ['Adventure', 'Animation', 'Comedy', 'Family',...   \n",
       "74           709709780                  ['Action', 'Adventure', 'Sci-Fi']   \n",
       "\n",
       "   Movie Runtime License  \n",
       "72   1 hr 33 min      PG  \n",
       "74   2 hr 24 min   PG-13  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt_frame[dt_frame['Distributor'] == 'DreamWorks'].head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2aa85031",
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    {
     "data": {
      "text/plain": [
       "529    <class 'str'>\n",
       "411    <class 'str'>\n",
       "408    <class 'str'>\n",
       "137    <class 'str'>\n",
       "519    <class 'str'>\n",
       "Name: Genre, dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt_frame.Genre.apply(type).head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3618eec",
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   },
   "source": [
    "# Observation of initial analysis: #\n",
    "1. 'Unnamed: 0' feature is an index column and can be droped. 'Movie Info' feature can be droped, this feature tell us brief about the story of the movie and is not much relevent.\n",
    "\n",
    "2. Renaming features will be lot easier when we need to refer those column name dataframe\n",
    "    - Rename features to remove spaces. \n",
    "    - Remove **Dollar** sign from all sales features. Since all the 'Sales' are in Dollar we can remove '$' from the column name. \n",
    "    \n",
    "3. 'Genre' feature is string representation of a list. So need to convert it in to list and convert them to wide format for easier analysis\n",
    "\n",
    "4. Seperate 'Release Date' feature as seperate feature as 'Year','Month'.\n",
    "\n",
    "5. In 'Title' feature year in which the moview was release is added. Since we already have that same detail in the 'Release Date' feature column we can remove those from the 'Title'.\n",
    "\n",
    "6. 'World Sales' feature is the total sales of the movie. So they should be sum of 'Domestic Sales' and 'International Sales' \n",
    "        i.e\n",
    "            World Sales = Domestic Sales + International Sales    \n",
    "    Found 29 records where the 'World Sales' does not matches with the sum of 'Domestic' and 'International' sales figure. Need to fix those records.\n",
    "\n",
    "7. 'Movie Runtime' is in format of hours and minute. Convert them to minute.\n",
    "\n",
    "8. Same Distributor different naming convention. \n",
    "    - 'DreamWorks Distribution' and 'DreamWorks' are same. \n",
    "    - 'United Artists' and 'United Artists Releasing' are same.\n",
    "    - 'Sony Pictures Entertainment (SPE)' is parent company of 'Sony Pictures Classic'. So we can consider them as single company as 'Sony Pictures Entertainment (SPE)'\n",
    "\n",
    "9. There are 18.8% of records having null value in 'License'. We can either replace those values based on the 'Genre' type of the moview.\n",
    "\n",
    "10. There are 12.85% records having null in 'Release Date' feature. Since this is an importance feature and we can not simply drop those records. We could get the Year in which moview was release by extracting the year from the 'Title' feature. But we also need the month in which the moview was release, to understand if there is any relationship between the Month a movies are release and there Sales. \n",
    "*For these missing values in 'Release Date' feature, have searched and assigned the right release dates for those moviews and created new file '../input/grossing-movies-moviesmissing-release-date-add/Highest_Holywood_Grossing_Movies_v2.csv' that has no **null** values in that column. For futher analysis will be using this file only*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59e6d027",
   "metadata": {
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     "duration": 0.046076,
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    },
    "tags": []
   },
   "source": [
    "# Data Cleaning\n",
    "Will clean all points that we have observed in the initial analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0466136d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-17T12:20:03.404389Z",
     "iopub.status.busy": "2022-02-17T12:20:03.403777Z",
     "iopub.status.idle": "2022-02-17T12:20:03.425156Z",
     "shell.execute_reply": "2022-02-17T12:20:03.425629Z",
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    },
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "dt_frame = pd.read_csv(\"../input/grossing-movies-moviesmissing-release-date-add/Highest_Holywood_Grossing_Movies_v2.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e87172c5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-17T12:20:03.522771Z",
     "iopub.status.busy": "2022-02-17T12:20:03.522024Z",
     "iopub.status.idle": "2022-02-17T12:20:03.527267Z",
     "shell.execute_reply": "2022-02-17T12:20:03.526765Z",
     "shell.execute_reply.started": "2022-02-17T12:17:09.969870Z"
    },
    "papermill": {
     "duration": 0.055034,
     "end_time": "2022-02-17T12:20:03.527407",
     "exception": false,
     "start_time": "2022-02-17T12:20:03.472373",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Drop 'Unnamed: 0' and 'Movie Info' feature\n",
    "dt_frame.drop(['Unnamed: 0','Movie Info'], axis=1, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7815b389",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-17T12:20:03.626358Z",
     "iopub.status.busy": "2022-02-17T12:20:03.625684Z",
     "iopub.status.idle": "2022-02-17T12:20:03.627658Z",
     "shell.execute_reply": "2022-02-17T12:20:03.628254Z",
     "shell.execute_reply.started": "2022-02-17T12:17:09.979119Z"
    },
    "papermill": {
     "duration": 0.054577,
     "end_time": "2022-02-17T12:20:03.628414",
     "exception": false,
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Rename features, will be lot easier when we need to refer those column name for any analisies.\n",
    "dt_frame.rename(columns={\"Release Date\": \"Release_Date\", \n",
    "                         \"Domestic Sales (in $)\": \"Domestic_Sales\",\n",
    "                         \"International Sales (in $)\": \"International_Sales\",\n",
    "                         \"World Sales (in $)\": \"World_Sales\",\n",
    "                         \"Movie Runtime\": \"Duration_min\",\n",
    "                        } \n",
    "                , inplace = True )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f712542f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-17T12:20:03.732182Z",
     "iopub.status.busy": "2022-02-17T12:20:03.731425Z",
     "iopub.status.idle": "2022-02-17T12:20:03.734511Z",
     "shell.execute_reply": "2022-02-17T12:20:03.734981Z",
     "shell.execute_reply.started": "2022-02-17T12:17:09.997620Z"
    },
    "papermill": {
     "duration": 0.060392,
     "end_time": "2022-02-17T12:20:03.735174",
     "exception": false,
     "start_time": "2022-02-17T12:20:03.674782",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of records having incorrect world sales figure: 0\n"
     ]
    }
   ],
   "source": [
    "# Records where the 'World Sales' does not matches with the sum of 'Domestic' and 'International' sales figure\n",
    "Index = dt_frame[dt_frame['World_Sales'] != (dt_frame['Domestic_Sales'] + dt_frame['International_Sales'])].index\n",
    "dt_frame.iloc[Index,5] = dt_frame.iloc[Index,3] + dt_frame.iloc[Index,4]\n",
    "\n",
    "#Verify if the Sales figure is fixed for World_Sales\n",
    "print(str.format(\"Number of records having incorrect world sales figure: {0}\",dt_frame[dt_frame['World_Sales'] != (dt_frame['Domestic_Sales'] + dt_frame['International_Sales'])].shape[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "3d071c83",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-17T12:20:03.833397Z",
     "iopub.status.busy": "2022-02-17T12:20:03.832381Z",
     "iopub.status.idle": "2022-02-17T12:20:03.924583Z",
     "shell.execute_reply": "2022-02-17T12:20:03.925071Z",
     "shell.execute_reply.started": "2022-02-17T12:17:10.023020Z"
    },
    "papermill": {
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     "exception": false,
     "start_time": "2022-02-17T12:20:03.781923",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
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       "    </tr>\n",
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       "      <td>10,000 BC (2008)</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
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       "      <td>175000000</td>\n",
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       "      <td>1 hr 49 min</td>\n",
       "      <td>PG-13</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2 Fast 2 Furious (2003)</td>\n",
       "      <td>Universal Pictures</td>\n",
       "      <td>[Action, Adventure, Fantasy, Sci-Fi]</td>\n",
       "      <td>127154901</td>\n",
       "      <td>109195760</td>\n",
       "      <td>236350661</td>\n",
       "      <td>1 hr 47 min</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>June 5, 2003</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2012 (2009)</td>\n",
       "      <td>Sony Pictures Entertainment (SPE)</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
       "      <td>166112167</td>\n",
       "      <td>625105659</td>\n",
       "      <td>791217826</td>\n",
       "      <td>2 hr 38 min</td>\n",
       "      <td>PG-13</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>21 (2008)</td>\n",
       "      <td>Sony Pictures Entertainment (SPE)</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
       "      <td>81159365</td>\n",
       "      <td>78649005</td>\n",
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       "      <td>2 hr 3 min</td>\n",
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      "text/plain": [
       "index                    Title                        Distributor  \\\n",
       "                                                                    \n",
       "0             10,000 BC (2008)                       Warner Bros.   \n",
       "1                  1917 (2019)                 Universal Pictures   \n",
       "2      2 Fast 2 Furious (2003)                 Universal Pictures   \n",
       "3                  2012 (2009)  Sony Pictures Entertainment (SPE)   \n",
       "4                    21 (2008)  Sony Pictures Entertainment (SPE)   \n",
       "\n",
       "index                                 Genre  Domestic_Sales  \\\n",
       "                                                              \n",
       "0               [Action, Adventure, Sci-Fi]        94784201   \n",
       "1        [Action, Adventure, Drama, Sci-Fi]       159227644   \n",
       "2      [Action, Adventure, Fantasy, Sci-Fi]       127154901   \n",
       "3               [Action, Adventure, Sci-Fi]       166112167   \n",
       "4               [Action, Adventure, Sci-Fi]        81159365   \n",
       "\n",
       "index  International_Sales  World_Sales Duration_min License  \\\n",
       "                                                               \n",
       "0                175000000    269784201  1 hr 49 min   PG-13   \n",
       "1                225691745    384919389  1 hr 59 min       R   \n",
       "2                109195760    236350661  1 hr 47 min   PG-13   \n",
       "3                625105659    791217826  2 hr 38 min   PG-13   \n",
       "4                 78649005    159808370   2 hr 3 min   PG-13   \n",
       "\n",
       "index       Release_Date  Genre_Action  ...  Genre_Horror  Genre_Music  \\\n",
       "                                        ...                              \n",
       "0          March 5, 2008             1  ...             0            0   \n",
       "1      December 25, 2019             1  ...             0            0   \n",
       "2           June 5, 2003             1  ...             0            0   \n",
       "3      November 11, 2009             1  ...             0            0   \n",
       "4         March 28, 2008             0  ...             0            0   \n",
       "\n",
       "index  Genre_Musical  Genre_Mystery  Genre_Romance  Genre_Sci-Fi  Genre_Sport  \\\n",
       "                                                                                \n",
       "0                  0              0              0             0            0   \n",
       "1                  0              0              0             0            0   \n",
       "2                  0              0              0             0            0   \n",
       "3                  0              0              0             1            0   \n",
       "4                  0              0              0             0            0   \n",
       "\n",
       "index  Genre_Thriller  Genre_War  Genre_Western  \n",
       "                                                 \n",
       "0                   0          0              0  \n",
       "1                   0          1              0  \n",
       "2                   1          0              0  \n",
       "3                   0          0              0  \n",
       "4                   1          0              0  \n",
       "\n",
       "[5 rows x 30 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 'Genre' feature. Convert it to long format\n",
    "import ast \n",
    "dt_frame['index'] = dt_frame['Genre'].apply(ast.literal_eval)\n",
    "dt_temp = dt_frame.explode('index', ignore_index = True)\n",
    "dt_temp['Values'] = 1\n",
    "genre_series = dt_frame['index']\n",
    "\n",
    "pivt = dt_temp.pivot_table(index=['Title', 'Distributor', 'Genre','Domestic_Sales', 'International_Sales','World_Sales', 'Duration_min', 'License', 'Release_Date'], \n",
    "                           columns='index', \n",
    "                           values='Values',\n",
    "                           fill_value=0)\n",
    "dt_frame = pivt.reset_index()\n",
    "dt_frame.index.name = \"\"\n",
    "dt_frame.rename(columns={\n",
    "                         'Action': 'Genre_Action', 'Adventure': 'Genre_Adventure', 'Animation': 'Genre_Animation',\n",
    "                         'Biography' : 'Genre_Biography',\n",
    "                         'Comedy' : 'Genre_Comedy', 'Crime' : 'Genre_Crime', \n",
    "                         'Documentary' : 'Genre_Documentary', 'Drama': 'Genre_Drama', \n",
    "                         'Family': 'Genre_Family', 'Fantasy': 'Genre_Fantasy',\n",
    "                         'History': 'Genre_History', 'Horror': 'Genre_Horror', \n",
    "                         'Music':'Genre_Music', 'Musical':'Genre_Musical', 'Mystery':'Genre_Mystery', \n",
    "                         'Romance':'Genre_Romance', \n",
    "                         'Sci-Fi':'Genre_Sci-Fi', 'Sport':'Genre_Sport', \n",
    "                         'Thriller':'Genre_Thriller', \n",
    "                         'War':'Genre_War', 'Western':'Genre_Western'                         \n",
    "                        } \n",
    "                    , inplace = True )\n",
    "                    \n",
    "dt_frame.Genre = genre_series\n",
    "dt_frame.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "221b21a6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-17T12:20:04.033044Z",
     "iopub.status.busy": "2022-02-17T12:20:04.032314Z",
     "iopub.status.idle": "2022-02-17T12:20:04.040070Z",
     "shell.execute_reply": "2022-02-17T12:20:04.041017Z",
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    "tags": []
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   "outputs": [],
   "source": [
    "# Seperate 'Release Date' feature to seperate columns 'Year', 'Month'\n",
    "\n",
    "dt_frame.Release_Date = pd.to_datetime(dt_frame.Release_Date,format='%B %d, %Y')\n",
    "dt_frame['Release_Year'] = pd.DatetimeIndex(dt_frame.Release_Date).year \n",
    "dt_frame['Release_Month'] = pd.DatetimeIndex(dt_frame.Release_Date).month \n",
    "#dt_frame['Release_Day'] = pd.DatetimeIndex(dt_frame.Release_Date).day\n",
    "dt_frame.drop(['Release_Date'], axis=1, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "fc94a9ce",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-17T12:20:04.140345Z",
     "iopub.status.busy": "2022-02-17T12:20:04.139358Z",
     "iopub.status.idle": "2022-02-17T12:20:04.145914Z",
     "shell.execute_reply": "2022-02-17T12:20:04.146407Z",
     "shell.execute_reply.started": "2022-02-17T12:17:10.174175Z"
    },
    "papermill": {
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Remove release year for Title feature\n",
    "import re\n",
    "dt_frame.Title = dt_frame.Title.apply(lambda x: re.sub(r'\\(\\d+\\)','',x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "2b266ccc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-17T12:20:04.246381Z",
     "iopub.status.busy": "2022-02-17T12:20:04.245429Z",
     "iopub.status.idle": "2022-02-17T12:20:04.288222Z",
     "shell.execute_reply": "2022-02-17T12:20:04.287568Z",
     "shell.execute_reply.started": "2022-02-17T12:17:10.201625Z"
    },
    "papermill": {
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
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       "      <th>Genre_Sport</th>\n",
       "      <th>Genre_Thriller</th>\n",
       "      <th>Genre_War</th>\n",
       "      <th>Genre_Western</th>\n",
       "      <th>Release_Year</th>\n",
       "      <th>Release_Month</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10,000 BC</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
       "      <td>94784201</td>\n",
       "      <td>175000000</td>\n",
       "      <td>269784201</td>\n",
       "      <td>109</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2008</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "index       Title   Distributor                        Genre  Domestic_Sales  \\\n",
       "                                                                               \n",
       "0      10,000 BC   Warner Bros.  [Action, Adventure, Sci-Fi]        94784201   \n",
       "\n",
       "index  International_Sales  World_Sales  Duration_min License  Genre_Action  \\\n",
       "                                                                              \n",
       "0                175000000    269784201           109   PG-13             1   \n",
       "\n",
       "index  Genre_Adventure  ...  Genre_Musical  Genre_Mystery  Genre_Romance  \\\n",
       "                        ...                                                \n",
       "0                    1  ...              0              0              0   \n",
       "\n",
       "index  Genre_Sci-Fi  Genre_Sport  Genre_Thriller  Genre_War  Genre_Western  \\\n",
       "                                                                             \n",
       "0                 0            0               0          0              0   \n",
       "\n",
       "index  Release_Year  Release_Month  \n",
       "                                    \n",
       "0              2008              3  \n",
       "\n",
       "[1 rows x 31 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert 'Movie Runtime' into minute\n",
    "\"\"\"\n",
    "Steps followed are:\n",
    "    1. Split the Duration columns into Hr and min. \n",
    "    2. Since some of the moview do not have min value, will set those to 0\n",
    "    3. Convert the splited output to numeric.\n",
    "    4. Convert Hr to min by multiplying Hr * 60. Then add that with min to get the duration in mins   \n",
    "\"\"\"    \n",
    "dt_frame.Duration_min = ((dt_frame.Duration_min.str.split(expand=True).iloc[:,[0,2]]).fillna(0).apply(pd.to_numeric)).apply(lambda x: (x[0]*60) + x[2],axis =1)\n",
    "dt_frame.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e206c0c1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-17T12:20:04.387983Z",
     "iopub.status.busy": "2022-02-17T12:20:04.387381Z",
     "iopub.status.idle": "2022-02-17T12:20:04.402032Z",
     "shell.execute_reply": "2022-02-17T12:20:04.402550Z",
     "shell.execute_reply.started": "2022-02-17T12:17:10.249967Z"
    },
    "papermill": {
     "duration": 0.065981,
     "end_time": "2022-02-17T12:20:04.402718",
     "exception": false,
     "start_time": "2022-02-17T12:20:04.336737",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Artisan Entertainment', 'Columbia Pictures', 'Dimension Films',\n",
       "       'DreamWorks', 'FilmDistrict', 'Focus Features',\n",
       "       'Fox Searchlight Pictures', 'IFC Films', 'Lionsgate',\n",
       "       'Metro-Goldwyn-Mayer', 'Miramax', 'New Line Cinema',\n",
       "       'Newmarket Films', 'Paramount Pictures', 'Relativity Media',\n",
       "       'Revolution Studios', 'Roadside Attractions', 'STX Entertainment',\n",
       "       'Screen Gems', 'Sony Pictures Entertainment',\n",
       "       'Summit Entertainment', 'The Weinstein Company',\n",
       "       'TriStar Pictures', 'Twentieth Century Fox', 'United Artists',\n",
       "       'Universal Pictures', 'Walt Disney Studios', 'Warner Bros.'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Set same names for Distributor \n",
    "    \n",
    "dt_frame.sort_values(\"Distributor\", inplace = True)\n",
    "dt_frame.reset_index(drop=True, inplace=True)\n",
    "dt_frame.loc[dt_frame.Distributor == 'DreamWorks Distribution', 'Distributor'] = 'DreamWorks' \n",
    "dt_frame.loc[dt_frame.Distributor == 'United Artists Releasing', 'Distributor'] = 'United Artists' \n",
    "dt_frame.loc[dt_frame.Distributor == 'Sony Pictures Classics', 'Distributor'] = 'Sony Pictures Entertainment' \n",
    "\n",
    "dt_frame.loc[dt_frame.Distributor == 'Sony Pictures Entertainment (SPE)', 'Distributor'] = 'Sony Pictures Entertainment'\n",
    "dt_frame.loc[dt_frame.Distributor == 'Metro-Goldwyn-Mayer (MGM)', 'Distributor'] = 'Metro-Goldwyn-Mayer'\n",
    "dt_frame.loc[dt_frame.Distributor == 'Walt Disney Studios Motion Pictures', 'Distributor'] = 'Walt Disney Studios'\n",
    "\n",
    "dt_frame.Distributor.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "4baa4ad0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-17T12:20:04.503379Z",
     "iopub.status.busy": "2022-02-17T12:20:04.502719Z",
     "iopub.status.idle": "2022-02-17T12:20:04.543303Z",
     "shell.execute_reply": "2022-02-17T12:20:04.544054Z",
     "shell.execute_reply.started": "2022-02-17T12:17:10.273974Z"
    },
    "papermill": {
     "duration": 0.09268,
     "end_time": "2022-02-17T12:20:04.544290",
     "exception": false,
     "start_time": "2022-02-17T12:20:04.451610",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of records left after drop: 745\n"
     ]
    }
   ],
   "source": [
    "# Handel null value in License feature. \n",
    "# Here I am assuming that license issued for the similar 'Genre' can be applied to missing rows that has same 'Genre'\n",
    "unique_genre_license_null_records = dt_frame[dt_frame.isna().any(axis=1)].Genre.unique()\n",
    "null_index_rows = dt_frame[dt_frame.isna().any(axis=1)].index\n",
    "filter_col = [col for col in dt_frame if col.startswith('Genre_')]\n",
    "filter_col += ['License']\n",
    "#groupby_df = dt_frame.dropna().groupby(by=['Genre','License'])\n",
    "groupby_df = dt_frame.dropna().groupby(by=filter_col)\n",
    "\n",
    "gb = groupby_df.groups\n",
    "dict_genre_license= {}\n",
    "for key in gb.keys():\n",
    "    dict_genre_license[key[0]] = key[1]\n",
    "\n",
    "dt_frame.iloc[null_index_rows,7] = dt_frame.iloc[null_index_rows,5].apply(lambda x: dict_genre_license[x] if x in dict_genre_license else np.nan)\n",
    "\n",
    "#if null value still exists in the 'Licenes' feature drop those records\n",
    "dt_frame.dropna(inplace = True)\n",
    "\n",
    "print(str.format(\"Number of records left after drop: {0}\", dt_frame.shape[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "01c561a6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-17T12:20:04.646705Z",
     "iopub.status.busy": "2022-02-17T12:20:04.646097Z",
     "iopub.status.idle": "2022-02-17T12:20:04.668648Z",
     "shell.execute_reply": "2022-02-17T12:20:04.669238Z",
     "shell.execute_reply.started": "2022-02-17T12:17:10.324776Z"
    },
    "papermill": {
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     "exception": false,
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     "status": "completed"
    },
    "tags": []
   },
   "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>index</th>\n",
       "      <th>Title</th>\n",
       "      <th>Distributor</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Domestic_Sales</th>\n",
       "      <th>International_Sales</th>\n",
       "      <th>World_Sales</th>\n",
       "      <th>Duration_min</th>\n",
       "      <th>License</th>\n",
       "      <th>Genre_Action</th>\n",
       "      <th>Genre_Adventure</th>\n",
       "      <th>...</th>\n",
       "      <th>Genre_Musical</th>\n",
       "      <th>Genre_Mystery</th>\n",
       "      <th>Genre_Romance</th>\n",
       "      <th>Genre_Sci-Fi</th>\n",
       "      <th>Genre_Sport</th>\n",
       "      <th>Genre_Thriller</th>\n",
       "      <th>Genre_War</th>\n",
       "      <th>Genre_Western</th>\n",
       "      <th>Release_Year</th>\n",
       "      <th>Release_Month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Birds of Prey</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>[Action, Adventure]</td>\n",
       "      <td>84158461</td>\n",
       "      <td>117700000</td>\n",
       "      <td>201858461</td>\n",
       "      <td>109</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2020</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Joker</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>[Adventure, Comedy, Crime, Family]</td>\n",
       "      <td>335451311</td>\n",
       "      <td>738968073</td>\n",
       "      <td>1074419384</td>\n",
       "      <td>122</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2019</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>It Chapter Two</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>[Horror, Mystery, Thriller]</td>\n",
       "      <td>211593228</td>\n",
       "      <td>261500000</td>\n",
       "      <td>473093228</td>\n",
       "      <td>169</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2019</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Shazam!</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>[Action, Adventure, Fantasy, Thriller]</td>\n",
       "      <td>140371656</td>\n",
       "      <td>225600000</td>\n",
       "      <td>365971656</td>\n",
       "      <td>132</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2019</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pokémon Detective Pikachu</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>[Drama, Romance]</td>\n",
       "      <td>144105346</td>\n",
       "      <td>289409488</td>\n",
       "      <td>433514834</td>\n",
       "      <td>104</td>\n",
       "      <td>PG</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2019</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "index                       Title   Distributor  \\\n",
       "0                  Birds of Prey   Warner Bros.   \n",
       "1                          Joker   Warner Bros.   \n",
       "2                 It Chapter Two   Warner Bros.   \n",
       "3                        Shazam!   Warner Bros.   \n",
       "4      Pokémon Detective Pikachu   Warner Bros.   \n",
       "\n",
       "index                                   Genre  Domestic_Sales  \\\n",
       "0                         [Action, Adventure]        84158461   \n",
       "1          [Adventure, Comedy, Crime, Family]       335451311   \n",
       "2                 [Horror, Mystery, Thriller]       211593228   \n",
       "3      [Action, Adventure, Fantasy, Thriller]       140371656   \n",
       "4                            [Drama, Romance]       144105346   \n",
       "\n",
       "index  International_Sales  World_Sales  Duration_min License  Genre_Action  \\\n",
       "0                117700000    201858461           109       R             1   \n",
       "1                738968073   1074419384           122       R             0   \n",
       "2                261500000    473093228           169       R             0   \n",
       "3                225600000    365971656           132   PG-13             1   \n",
       "4                289409488    433514834           104      PG             1   \n",
       "\n",
       "index  Genre_Adventure  ...  Genre_Musical  Genre_Mystery  Genre_Romance  \\\n",
       "0                    1  ...              0              0              0   \n",
       "1                    0  ...              0              0              0   \n",
       "2                    0  ...              0              0              0   \n",
       "3                    1  ...              0              0              0   \n",
       "4                    1  ...              0              1              0   \n",
       "\n",
       "index  Genre_Sci-Fi  Genre_Sport  Genre_Thriller  Genre_War  Genre_Western  \\\n",
       "0                 0            0               0          0              0   \n",
       "1                 0            0               1          0              0   \n",
       "2                 0            0               0          0              0   \n",
       "3                 0            0               0          0              0   \n",
       "4                 1            0               0          0              0   \n",
       "\n",
       "index  Release_Year  Release_Month  \n",
       "0              2020              2  \n",
       "1              2019             10  \n",
       "2              2019              9  \n",
       "3              2019              4  \n",
       "4              2019              5  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Final Output\n",
    "dt_frame.sort_values(['Distributor','Release_Year'], inplace = True, ascending = False)\n",
    "dt_frame.reset_index(drop=True, inplace=True)\n",
    "dt_frame.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "9b4de6ea",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-17T12:20:04.772828Z",
     "iopub.status.busy": "2022-02-17T12:20:04.772237Z",
     "iopub.status.idle": "2022-02-17T12:20:04.777155Z",
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Title', 'Distributor', 'Genre', 'Domestic_Sales',\n",
       "       'International_Sales', 'World_Sales', 'Duration_min', 'License',\n",
       "       'Genre_Action', 'Genre_Adventure', 'Genre_Animation', 'Genre_Biography',\n",
       "       'Genre_Comedy', 'Genre_Crime', 'Genre_Documentary', 'Genre_Drama',\n",
       "       'Genre_Family', 'Genre_Fantasy', 'Genre_History', 'Genre_Horror',\n",
       "       'Genre_Music', 'Genre_Musical', 'Genre_Mystery', 'Genre_Romance',\n",
       "       'Genre_Sci-Fi', 'Genre_Sport', 'Genre_Thriller', 'Genre_War',\n",
       "       'Genre_Western', 'Release_Year', 'Release_Month'],\n",
       "      dtype='object', name='index')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt_frame.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "9371c63e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-17T12:20:04.882241Z",
     "iopub.status.busy": "2022-02-17T12:20:04.881629Z",
     "iopub.status.idle": "2022-02-17T12:20:04.886388Z",
     "shell.execute_reply": "2022-02-17T12:20:04.886961Z",
     "shell.execute_reply.started": "2022-02-17T12:17:10.371476Z"
    },
    "papermill": {
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     "exception": false,
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1977"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt_frame.Release_Year.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "404f69fb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-17T12:20:04.992863Z",
     "iopub.status.busy": "2022-02-17T12:20:04.992268Z",
     "iopub.status.idle": "2022-02-17T12:20:04.996957Z",
     "shell.execute_reply": "2022-02-17T12:20:04.997581Z",
     "shell.execute_reply.started": "2022-02-17T12:17:10.397469Z"
    },
    "papermill": {
     "duration": 0.059261,
     "end_time": "2022-02-17T12:20:04.997742",
     "exception": false,
     "start_time": "2022-02-17T12:20:04.938481",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2021"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt_frame.Release_Year.max()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2798a1e",
   "metadata": {
    "papermill": {
     "duration": 0.050913,
     "end_time": "2022-02-17T12:20:05.101024",
     "exception": false,
     "start_time": "2022-02-17T12:20:05.050111",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Summary:\n",
    "\n",
    "1. In original data there where 173 records that had null value in 'License' feature. We had to dropped 55 records since we where not able to find any past moview licenses with same genre. Now we have 863 unique records.\n",
    "2. Add new columns that might help in out analysis. Like now we have seperate column for each Genre type.\n",
    "3. We have movies records from year 1953 to 2021."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0454ee2a",
   "metadata": {
    "papermill": {
     "duration": 0.050623,
     "end_time": "2022-02-17T12:20:05.202872",
     "exception": false,
     "start_time": "2022-02-17T12:20:05.152249",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Exploratory Data Analysis (EDA)  #"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "c07ee247",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-17T12:20:05.310386Z",
     "iopub.status.busy": "2022-02-17T12:20:05.309736Z",
     "iopub.status.idle": "2022-02-17T12:20:06.274315Z",
     "shell.execute_reply": "2022-02-17T12:20:06.273710Z",
     "shell.execute_reply.started": "2022-02-17T12:17:10.416796Z"
    },
    "papermill": {
     "duration": 1.018235,
     "end_time": "2022-02-17T12:20:06.274479",
     "exception": false,
     "start_time": "2022-02-17T12:20:05.256244",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "96d8b343",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-17T12:20:06.380993Z",
     "iopub.status.busy": "2022-02-17T12:20:06.380043Z",
     "iopub.status.idle": "2022-02-17T12:20:06.384122Z",
     "shell.execute_reply": "2022-02-17T12:20:06.384668Z",
     "shell.execute_reply.started": "2022-02-17T12:17:11.676651Z"
    },
    "papermill": {
     "duration": 0.058793,
     "end_time": "2022-02-17T12:20:06.384830",
     "exception": false,
     "start_time": "2022-02-17T12:20:06.326037",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "sns.set_style(\"whitegrid\")\n",
    "pd.set_option('display.max_rows', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "4cdebd3e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-17T12:20:06.490976Z",
     "iopub.status.busy": "2022-02-17T12:20:06.489958Z",
     "iopub.status.idle": "2022-02-17T12:20:06.496835Z",
     "shell.execute_reply": "2022-02-17T12:20:06.497410Z",
     "shell.execute_reply.started": "2022-02-17T12:17:11.682843Z"
    },
    "papermill": {
     "duration": 0.061539,
     "end_time": "2022-02-17T12:20:06.497580",
     "exception": false,
     "start_time": "2022-02-17T12:20:06.436041",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "dt_frame[['Domestic_Sales','International_Sales','World_Sales']] = dt_frame[['Domestic_Sales','International_Sales','World_Sales']].div(1000000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "6ef4bcc3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-17T12:20:06.603756Z",
     "iopub.status.busy": "2022-02-17T12:20:06.602797Z",
     "iopub.status.idle": "2022-02-17T12:20:06.679012Z",
     "shell.execute_reply": "2022-02-17T12:20:06.679540Z",
     "shell.execute_reply.started": "2022-02-17T12:17:11.706575Z"
    },
    "papermill": {
     "duration": 0.131082,
     "end_time": "2022-02-17T12:20:06.679710",
     "exception": false,
     "start_time": "2022-02-17T12:20:06.548628",
     "status": "completed"
    },
    "tags": []
   },
   "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>index</th>\n",
       "      <th>Domestic_Sales</th>\n",
       "      <th>International_Sales</th>\n",
       "      <th>World_Sales</th>\n",
       "      <th>Duration_min</th>\n",
       "      <th>Genre_Action</th>\n",
       "      <th>Genre_Adventure</th>\n",
       "      <th>Genre_Animation</th>\n",
       "      <th>Genre_Biography</th>\n",
       "      <th>Genre_Comedy</th>\n",
       "      <th>Genre_Crime</th>\n",
       "      <th>...</th>\n",
       "      <th>Genre_Musical</th>\n",
       "      <th>Genre_Mystery</th>\n",
       "      <th>Genre_Romance</th>\n",
       "      <th>Genre_Sci-Fi</th>\n",
       "      <th>Genre_Sport</th>\n",
       "      <th>Genre_Thriller</th>\n",
       "      <th>Genre_War</th>\n",
       "      <th>Genre_Western</th>\n",
       "      <th>Release_Year</th>\n",
       "      <th>Release_Month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>745.000000</td>\n",
       "      <td>745.000000</td>\n",
       "      <td>745.000000</td>\n",
       "      <td>745.000000</td>\n",
       "      <td>745.000000</td>\n",
       "      <td>745.000000</td>\n",
       "      <td>745.000000</td>\n",
       "      <td>745.000000</td>\n",
       "      <td>745.00000</td>\n",
       "      <td>745.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>745.000000</td>\n",
       "      <td>745.000000</td>\n",
       "      <td>745.000000</td>\n",
       "      <td>745.000000</td>\n",
       "      <td>745.000000</td>\n",
       "      <td>745.000000</td>\n",
       "      <td>745.000000</td>\n",
       "      <td>745.000000</td>\n",
       "      <td>745.000000</td>\n",
       "      <td>745.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>170.124151</td>\n",
       "      <td>236.860401</td>\n",
       "      <td>406.984553</td>\n",
       "      <td>117.190604</td>\n",
       "      <td>0.461745</td>\n",
       "      <td>0.456376</td>\n",
       "      <td>0.132886</td>\n",
       "      <td>0.049664</td>\n",
       "      <td>0.41745</td>\n",
       "      <td>0.153020</td>\n",
       "      <td>...</td>\n",
       "      <td>0.044295</td>\n",
       "      <td>0.095302</td>\n",
       "      <td>0.159732</td>\n",
       "      <td>0.255034</td>\n",
       "      <td>0.029530</td>\n",
       "      <td>0.257718</td>\n",
       "      <td>0.028188</td>\n",
       "      <td>0.012081</td>\n",
       "      <td>2007.962416</td>\n",
       "      <td>7.193289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>105.381707</td>\n",
       "      <td>219.998353</td>\n",
       "      <td>310.287215</td>\n",
       "      <td>20.874398</td>\n",
       "      <td>0.498869</td>\n",
       "      <td>0.498428</td>\n",
       "      <td>0.339679</td>\n",
       "      <td>0.217397</td>\n",
       "      <td>0.49347</td>\n",
       "      <td>0.360249</td>\n",
       "      <td>...</td>\n",
       "      <td>0.205889</td>\n",
       "      <td>0.293829</td>\n",
       "      <td>0.366603</td>\n",
       "      <td>0.436173</td>\n",
       "      <td>0.169401</td>\n",
       "      <td>0.437672</td>\n",
       "      <td>0.165621</td>\n",
       "      <td>0.109319</td>\n",
       "      <td>7.800688</td>\n",
       "      <td>3.209564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>80.360843</td>\n",
       "      <td>2.450488</td>\n",
       "      <td>86.086881</td>\n",
       "      <td>78.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1977.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>102.561004</td>\n",
       "      <td>94.700000</td>\n",
       "      <td>207.305509</td>\n",
       "      <td>101.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2003.000000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>133.668525</td>\n",
       "      <td>171.401870</td>\n",
       "      <td>312.296056</td>\n",
       "      <td>116.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2009.000000</td>\n",
       "      <td>7.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>195.330621</td>\n",
       "      <td>304.203888</td>\n",
       "      <td>487.287646</td>\n",
       "      <td>130.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2014.000000</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>936.662225</td>\n",
       "      <td>2086.738578</td>\n",
       "      <td>2847.246203</td>\n",
       "      <td>201.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2021.000000</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "index  Domestic_Sales  International_Sales  World_Sales  Duration_min  \\\n",
       "count      745.000000           745.000000   745.000000    745.000000   \n",
       "mean       170.124151           236.860401   406.984553    117.190604   \n",
       "std        105.381707           219.998353   310.287215     20.874398   \n",
       "min         80.360843             2.450488    86.086881     78.000000   \n",
       "25%        102.561004            94.700000   207.305509    101.000000   \n",
       "50%        133.668525           171.401870   312.296056    116.000000   \n",
       "75%        195.330621           304.203888   487.287646    130.000000   \n",
       "max        936.662225          2086.738578  2847.246203    201.000000   \n",
       "\n",
       "index  Genre_Action  Genre_Adventure  Genre_Animation  Genre_Biography  \\\n",
       "count    745.000000       745.000000       745.000000       745.000000   \n",
       "mean       0.461745         0.456376         0.132886         0.049664   \n",
       "std        0.498869         0.498428         0.339679         0.217397   \n",
       "min        0.000000         0.000000         0.000000         0.000000   \n",
       "25%        0.000000         0.000000         0.000000         0.000000   \n",
       "50%        0.000000         0.000000         0.000000         0.000000   \n",
       "75%        1.000000         1.000000         0.000000         0.000000   \n",
       "max        1.000000         1.000000         1.000000         1.000000   \n",
       "\n",
       "index  Genre_Comedy  Genre_Crime  ...  Genre_Musical  Genre_Mystery  \\\n",
       "count     745.00000   745.000000  ...     745.000000     745.000000   \n",
       "mean        0.41745     0.153020  ...       0.044295       0.095302   \n",
       "std         0.49347     0.360249  ...       0.205889       0.293829   \n",
       "min         0.00000     0.000000  ...       0.000000       0.000000   \n",
       "25%         0.00000     0.000000  ...       0.000000       0.000000   \n",
       "50%         0.00000     0.000000  ...       0.000000       0.000000   \n",
       "75%         1.00000     0.000000  ...       0.000000       0.000000   \n",
       "max         1.00000     1.000000  ...       1.000000       1.000000   \n",
       "\n",
       "index  Genre_Romance  Genre_Sci-Fi  Genre_Sport  Genre_Thriller   Genre_War  \\\n",
       "count     745.000000    745.000000   745.000000      745.000000  745.000000   \n",
       "mean        0.159732      0.255034     0.029530        0.257718    0.028188   \n",
       "std         0.366603      0.436173     0.169401        0.437672    0.165621   \n",
       "min         0.000000      0.000000     0.000000        0.000000    0.000000   \n",
       "25%         0.000000      0.000000     0.000000        0.000000    0.000000   \n",
       "50%         0.000000      0.000000     0.000000        0.000000    0.000000   \n",
       "75%         0.000000      1.000000     0.000000        1.000000    0.000000   \n",
       "max         1.000000      1.000000     1.000000        1.000000    1.000000   \n",
       "\n",
       "index  Genre_Western  Release_Year  Release_Month  \n",
       "count     745.000000    745.000000     745.000000  \n",
       "mean        0.012081   2007.962416       7.193289  \n",
       "std         0.109319      7.800688       3.209564  \n",
       "min         0.000000   1977.000000       1.000000  \n",
       "25%         0.000000   2003.000000       5.000000  \n",
       "50%         0.000000   2009.000000       7.000000  \n",
       "75%         0.000000   2014.000000      10.000000  \n",
       "max         1.000000   2021.000000      12.000000  \n",
       "\n",
       "[8 rows x 27 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt_frame.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08d6630a",
   "metadata": {
    "papermill": {
     "duration": 0.051895,
     "end_time": "2022-02-17T12:20:06.784254",
     "exception": false,
     "start_time": "2022-02-17T12:20:06.732359",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "**Question 1**: How are the sales of each distributer per year?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "d76266f8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-17T12:20:06.900393Z",
     "iopub.status.busy": "2022-02-17T12:20:06.899741Z",
     "iopub.status.idle": "2022-02-17T12:20:08.535119Z",
     "shell.execute_reply": "2022-02-17T12:20:08.534574Z",
     "shell.execute_reply.started": "2022-02-17T12:17:11.797581Z"
    },
    "papermill": {
     "duration": 1.698349,
     "end_time": "2022-02-17T12:20:08.535276",
     "exception": false,
     "start_time": "2022-02-17T12:20:06.836927",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1800x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_WS = plt.figure(num = 1, \n",
    "                    figsize = (9,10), \n",
    "                    dpi = 200, \n",
    "                    clear = True,\n",
    "                    constrained_layout =  True\n",
    "                    )\n",
    "\n",
    "ax = sns.boxplot(y = 'World_Sales', \n",
    "                x = 'Distributor', \n",
    "                data = dt_frame)\n",
    "\n",
    "ax.set_title(\"Sales per Distributor for last 15 Years\", \n",
    "             loc='center' ,\n",
    "             fontfamily = 'sans-serif',\n",
    "             fontsize = 'x-large',\n",
    "             fontweight = 'bold',\n",
    "             color = 'red'\n",
    "             )\n",
    "\n",
    "#X- Axis\n",
    "ax.set_xticklabels(ax.get_xticklabels(), \n",
    "                   rotation = 90                   \n",
    "                   )\n",
    "\n",
    "ax.set_xlabel(\"Distributor\",\n",
    "              fontfamily = 'sans-serif',\n",
    "              fontsize = 'large',\n",
    "              fontweight = 'bold',\n",
    "              color = 'red'\n",
    "             )\n",
    "\n",
    "#Y- Axis\n",
    "ylable = np.arange(85,2950,100)\n",
    "ax.set_yticks(ylable)\n",
    "ax.set_ylabel(\"World Sales in million ($)\",\n",
    "              fontfamily = 'sans-serif',\n",
    "              fontsize = 'large',\n",
    "              fontweight = 'bold',\n",
    "              color = 'red'\n",
    "            )\n",
    "ax.set_ylim((85, 2950))\n",
    "\n",
    "plt.show()\n",
    "fig_WS.clf()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd0795bf",
   "metadata": {
    "papermill": {
     "duration": 0.060233,
     "end_time": "2022-02-17T12:20:08.656374",
     "exception": false,
     "start_time": "2022-02-17T12:20:08.596141",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "**Observation:**\n",
    "1. We can say there are only few distributor movies have eared more then 500 million in last 15 year.\n",
    "2. In initial observation it looked like records has outlier. But it is possible that those are not outlier, since it is possible that movie actually made those sales world wide."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9e714ea",
   "metadata": {
    "papermill": {
     "duration": 0.060436,
     "end_time": "2022-02-17T12:20:08.777468",
     "exception": false,
     "start_time": "2022-02-17T12:20:08.717032",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "**Question 2:** Is there any relationship between the month these movies where release to the sales?\n",
    "It is possible that if the movie are release during holidays time they are like to earn more."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "f4ca4150",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-17T12:20:08.908167Z",
     "iopub.status.busy": "2022-02-17T12:20:08.907083Z",
     "iopub.status.idle": "2022-02-17T12:20:09.741846Z",
     "shell.execute_reply": "2022-02-17T12:20:09.741257Z",
     "shell.execute_reply.started": "2022-02-17T12:17:13.481530Z"
    },
    "papermill": {
     "duration": 0.904104,
     "end_time": "2022-02-17T12:20:09.741980",
     "exception": false,
     "start_time": "2022-02-17T12:20:08.837876",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import datetime\n",
    "fig_WS_Month = plt.figure(num = 2, \n",
    "                    figsize = (10,10), \n",
    "                    dpi = 200, \n",
    "                    clear = True,\n",
    "                    constrained_layout =  True\n",
    "                    )\n",
    "\n",
    "months_choices = []\n",
    "for i in range(1,13):\n",
    "    months_choices.append(datetime.date(2022, i, 1).strftime('%B'))\n",
    "\n",
    "ax = sns.scatterplot(x = 'Release_Month', \n",
    "                     y = 'World_Sales', \n",
    "                     data = dt_frame\n",
    "                    )\n",
    "\n",
    "#Title\n",
    "ax.set_title(\"Sales based on months\", \n",
    "             loc='center' ,\n",
    "             fontfamily = 'sans-serif',\n",
    "             fontsize = 'x-large',\n",
    "             fontweight = 'bold',\n",
    "             color = 'red'\n",
    "             )\n",
    "\n",
    "#X- Axis\n",
    "ax.set_xticks(range(1,13))\n",
    "ax.set_xticklabels(months_choices,\n",
    "                   rotation = 90)\n",
    "\n",
    "ax.set_xlabel(\"Month\",\n",
    "              fontfamily = 'sans-serif',\n",
    "              fontsize = 'large',\n",
    "              fontweight = 'bold',\n",
    "              color = 'red'\n",
    "             )\n",
    "\n",
    "#Y- Axis\n",
    "ylable = np.arange(85,2950,100)\n",
    "ax.set_yticks(ylable)\n",
    "ax.set_ylabel(\"World Sales in million ($)\",\n",
    "              fontfamily = 'sans-serif',\n",
    "              fontsize = 'large',\n",
    "              fontweight = 'bold',\n",
    "              color = 'red'\n",
    "            )\n",
    "ax.set_ylim((85, 2950))\n",
    "\n",
    "plt.show()\n",
    "fig_WS_Month.clf()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "a7c375ea",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-17T12:20:09.883026Z",
     "iopub.status.busy": "2022-02-17T12:20:09.882401Z",
     "iopub.status.idle": "2022-02-17T12:20:09.892778Z",
     "shell.execute_reply": "2022-02-17T12:20:09.893282Z",
     "shell.execute_reply.started": "2022-02-17T12:17:14.408660Z"
    },
    "papermill": {
     "duration": 0.082318,
     "end_time": "2022-02-17T12:20:09.893470",
     "exception": false,
     "start_time": "2022-02-17T12:20:09.811152",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Distributor                  Release_Month\n",
       "Artisan Entertainment        7                 1\n",
       "Columbia Pictures            7                 1\n",
       "                             11                1\n",
       "                             12                1\n",
       "Dimension Films              2                 1\n",
       "                             4                 1\n",
       "                             7                 1\n",
       "                             8                 1\n",
       "                             10                1\n",
       "                             12                2\n",
       "DreamWorks                   2                 1\n",
       "                             3                 3\n",
       "                             5                 6\n",
       "                             6                 5\n",
       "                             7                 5\n",
       "                             8                 2\n",
       "                             9                 3\n",
       "                             10                5\n",
       "                             11                2\n",
       "                             12                2\n",
       "FilmDistrict                 3                 1\n",
       "                             9                 1\n",
       "Focus Features               9                 1\n",
       "                             12                1\n",
       "Fox Searchlight Pictures     11                1\n",
       "                             12                2\n",
       "IFC Films                    4                 1\n",
       "Lionsgate                    3                 4\n",
       "                             5                 2\n",
       "                             6                 1\n",
       "                             8                 2\n",
       "                             10                1\n",
       "                             11                5\n",
       "                             12                1\n",
       "Metro-Goldwyn-Mayer          2                 1\n",
       "                             7                 1\n",
       "                             11                3\n",
       "Miramax                      2                 1\n",
       "                             3                 1\n",
       "                             7                 1\n",
       "                             8                 1\n",
       "                             10                1\n",
       "                             12                3\n",
       "New Line Cinema              3                 1\n",
       "                             5                 1\n",
       "                             6                 2\n",
       "                             7                 3\n",
       "                             8                 3\n",
       "                             9                 2\n",
       "                             10                1\n",
       "                             11                1\n",
       "                             12                3\n",
       "Newmarket Films              2                 1\n",
       "Paramount Pictures           1                 1\n",
       "                             2                 4\n",
       "                             3                 4\n",
       "                             4                 5\n",
       "                             5                11\n",
       "                             6                13\n",
       "                             7                 7\n",
       "                             8                 3\n",
       "                             9                 2\n",
       "                             10                5\n",
       "                             11                8\n",
       "                             12               14\n",
       "Relativity Media             11                1\n",
       "Revolution Studios           1                 1\n",
       "                             4                 1\n",
       "                             5                 1\n",
       "                             6                 1\n",
       "                             7                 1\n",
       "                             8                 1\n",
       "                             12                2\n",
       "Roadside Attractions         3                 1\n",
       "STX Entertainment            1                 1\n",
       "                             7                 1\n",
       "                             9                 1\n",
       "Screen Gems                  2                 1\n",
       "                             4                 1\n",
       "                             8                 1\n",
       "Sony Pictures Entertainment  1                 3\n",
       "                             2                 7\n",
       "                             3                 4\n",
       "                             5                 7\n",
       "                             6                15\n",
       "                             7                17\n",
       "                             8                 8\n",
       "                             9                 7\n",
       "                             10                8\n",
       "                             11                3\n",
       "                             12               18\n",
       "Summit Entertainment         6                 1\n",
       "                             10                1\n",
       "                             11                3\n",
       "The Weinstein Company        8                 2\n",
       "                             11                2\n",
       "                             12                1\n",
       "TriStar Pictures             3                 1\n",
       "                             4                 1\n",
       "                             5                 1\n",
       "                             6                 2\n",
       "                             7                 1\n",
       "                             8                 2\n",
       "Twentieth Century Fox        1                 3\n",
       "                             2                10\n",
       "                             3                 7\n",
       "                             4                 6\n",
       "                             5                17\n",
       "                             6                16\n",
       "                             7                12\n",
       "                             8                 2\n",
       "                             9                 6\n",
       "                             10                4\n",
       "                             11                7\n",
       "                             12               13\n",
       "United Artists               10                1\n",
       "                             12                1\n",
       "Universal Pictures           1                 6\n",
       "                             2                 6\n",
       "                             3                 5\n",
       "                             4                 7\n",
       "                             5                14\n",
       "                             6                21\n",
       "                             7                15\n",
       "                             8                 7\n",
       "                             10                5\n",
       "                             11                7\n",
       "                             12               14\n",
       "Walt Disney Studios          1                 1\n",
       "                             2                 2\n",
       "                             3                10\n",
       "                             4                 8\n",
       "                             5                11\n",
       "                             6                13\n",
       "                             7                11\n",
       "                             8                 8\n",
       "                             9                 3\n",
       "                             10                6\n",
       "                             11               17\n",
       "                             12                9\n",
       "Warner Bros.                 1                 3\n",
       "                             2                 5\n",
       "                             3                13\n",
       "                             4                 3\n",
       "                             5                17\n",
       "                             6                19\n",
       "                             7                17\n",
       "                             8                 6\n",
       "                             9                 6\n",
       "                             10                9\n",
       "                             11               11\n",
       "                             12               17\n",
       "dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt_frame.groupby(by = ['Distributor','Release_Month']).size()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db686bf5",
   "metadata": {
    "papermill": {
     "duration": 0.072231,
     "end_time": "2022-02-17T12:20:10.035264",
     "exception": false,
     "start_time": "2022-02-17T12:20:09.963033",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "**Observation:**\n",
    "1. Many moview are release in month of May, June, July, November, December. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bda0499b",
   "metadata": {
    "papermill": {
     "duration": 0.068767,
     "end_time": "2022-02-17T12:20:10.173950",
     "exception": false,
     "start_time": "2022-02-17T12:20:10.105183",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "**Question 3:** Which year had highest number of moview that had highest gross sales?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "59a5a4b2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-17T12:20:10.319528Z",
     "iopub.status.busy": "2022-02-17T12:20:10.314944Z",
     "iopub.status.idle": "2022-02-17T12:20:11.492974Z",
     "shell.execute_reply": "2022-02-17T12:20:11.493489Z",
     "shell.execute_reply.started": "2022-02-17T12:17:14.426099Z"
    },
    "papermill": {
     "duration": 1.25039,
     "end_time": "2022-02-17T12:20:11.493679",
     "exception": false,
     "start_time": "2022-02-17T12:20:10.243289",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 2000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_WS_Month = plt.figure(num = 3, \n",
    "                        figsize = (10,10), \n",
    "                        dpi = 200, \n",
    "                        clear = True,\n",
    "                        constrained_layout =  True\n",
    "                    )\n",
    "\n",
    "ax = sns.countplot(data = dt_frame, \n",
    "                   x = 'Release_Year', \n",
    "                   palette = 'tab10')\n",
    "\n",
    "#Title\n",
    "ax.set_title(\"Moview per Year\", \n",
    "             loc='center' ,\n",
    "             fontfamily = 'sans-serif',\n",
    "             fontsize = 'x-large',\n",
    "             fontweight = 'bold',\n",
    "             color = 'red',\n",
    "           \n",
    "             )\n",
    "\n",
    "#X- Axix\n",
    "ax.set(xlabel=\"Release Year\", ylabel = \"Counts\")\n",
    "ax.set_xticklabels(ax.get_xticklabels(),\n",
    "                   rotation=90)\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d34d833",
   "metadata": {
    "papermill": {
     "duration": 0.07153,
     "end_time": "2022-02-17T12:20:11.637022",
     "exception": false,
     "start_time": "2022-02-17T12:20:11.565492",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "**Observartion:**\n",
    "1. In Year 2014 and 2013 we had higest number of moview that had made hit moview.\n",
    "2. Due to Covid lockdown there was not movies release in year 2020 and 2021. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "590e1028",
   "metadata": {
    "papermill": {
     "duration": 0.071433,
     "end_time": "2022-02-17T12:20:11.781124",
     "exception": false,
     "start_time": "2022-02-17T12:20:11.709691",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "**Question 4:** Which moview had the higest sales in year 2014?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "b7b17e02",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-17T12:20:11.928370Z",
     "iopub.status.busy": "2022-02-17T12:20:11.927722Z",
     "iopub.status.idle": "2022-02-17T12:20:13.057095Z",
     "shell.execute_reply": "2022-02-17T12:20:13.058034Z",
     "shell.execute_reply.started": "2022-02-17T12:17:15.714684Z"
    },
    "papermill": {
     "duration": 1.204921,
     "end_time": "2022-02-17T12:20:13.058319",
     "exception": false,
     "start_time": "2022-02-17T12:20:11.853398",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_Movie_Released_On_2014 = dt_frame[dt_frame.Release_Year == 2014]\n",
    "df_Movie_Released_On_2014 = df_Movie_Released_On_2014.sort_values(by = 'World_Sales', ascending = False)\n",
    "\n",
    "ylabel = np.arange(100,1110,50)\n",
    "\n",
    "ax = (df_Movie_Released_On_2014[['Title','Domestic_Sales','International_Sales']]).plot(\n",
    "                                                                                            x = 'Title', \n",
    "                                                                                            kind = 'bar', \n",
    "                                                                                            stacked = True, \n",
    "                                                                                            color = ['tab:blue', 'tab:cyan'], \n",
    "                                                                                            width = 0.5 ,\n",
    "                                                                                            figsize = (14,5),\n",
    "                                                                                            title =\"Movies released in year 2014 and its sales\",\n",
    "                                                                                            xlabel = \"Movie\",\n",
    "                                                                                            yticks = ylabel,\n",
    "                                                                                            ylabel = \"Sales in million ($)\",\n",
    "                                                                                            ylim = 50,\n",
    "                                                                                                                                                   \n",
    "                                                                                        )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4355655",
   "metadata": {
    "papermill": {
     "duration": 0.075098,
     "end_time": "2022-02-17T12:20:13.220982",
     "exception": false,
     "start_time": "2022-02-17T12:20:13.145884",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "**Observation:**\n",
    "1. Movie \"Transformers: Age of Extinction\" had maximum sales in year 2014. Highest sales came from the internationally  "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.12"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 21.523427,
   "end_time": "2022-02-17T12:20:14.006204",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2022-02-17T12:19:52.482777",
   "version": "2.3.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}