{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "**Step 1: Import Necessary Libraries**"
      ],
      "metadata": {
        "id": "CgyuqSLoy6l6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Step 1: Import Necessary Libraries\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns"
      ],
      "metadata": {
        "id": "sVquMInpzAZE"
      },
      "execution_count": 81,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Step 2: Import the Dataset**"
      ],
      "metadata": {
        "id": "ufHX--lsuguB"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 82,
      "metadata": {
        "id": "C5dBqK9buBhT"
      },
      "outputs": [],
      "source": [
        "# Load dataset into a Pandas DataFrame\n",
        "movies_df = pd.read_csv('/content/drive/MyDrive/AAU Job/Transport Research and Analysis/LAB3/movies.csv')\n"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Step 3: Visualize the Raw Data**"
      ],
      "metadata": {
        "id": "gHQtdj8Qx-75"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Display first 5 rows of raw data\n",
        "print(\"Raw Dataset Sample:\")\n",
        "print(movies_df.head())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "D4UYBtU45Psc",
        "outputId": "baa04512-65c7-4231-fca8-5db6553bb981"
      },
      "execution_count": 83,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Raw Dataset Sample:\n",
            "                                MOVIES         YEAR  \\\n",
            "0                        Blood Red Sky       (2021)   \n",
            "1  Masters of the Universe: Revelation     (2021– )   \n",
            "2                     The Walking Dead  (2010–2022)   \n",
            "3                       Rick and Morty     (2013– )   \n",
            "4                      Army of Thieves       (2021)   \n",
            "\n",
            "                                        GENRE  RATING  \\\n",
            "0      \\nAction, Horror, Thriller                 6.1   \n",
            "1  \\nAnimation, Action, Adventure                 5.0   \n",
            "2       \\nDrama, Horror, Thriller                 8.2   \n",
            "3  \\nAnimation, Adventure, Comedy                 9.2   \n",
            "4         \\nAction, Crime, Horror                 NaN   \n",
            "\n",
            "                                            ONE-LINE  \\\n",
            "0  \\nA woman with a mysterious illness is forced ...   \n",
            "1  \\nThe war for Eternia begins again in what may...   \n",
            "2  \\nSheriff Deputy Rick Grimes wakes up from a c...   \n",
            "3  \\nAn animated series that follows the exploits...   \n",
            "4  \\nA prequel, set before the events of Army of ...   \n",
            "\n",
            "                                               STARS    VOTES  RunTime Gross  \n",
            "0  \\n    Director:\\nPeter Thorwarth\\n| \\n    Star...   21,062    121.0   NaN  \n",
            "1  \\n            \\n    Stars:\\nChris Wood, \\nSara...   17,870     25.0   NaN  \n",
            "2  \\n            \\n    Stars:\\nAndrew Lincoln, \\n...  885,805     44.0   NaN  \n",
            "3  \\n            \\n    Stars:\\nJustin Roiland, \\n...  414,849     23.0   NaN  \n",
            "4  \\n    Director:\\nMatthias Schweighöfer\\n| \\n  ...      NaN      NaN   NaN  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Step 2.1: Overview of the dataset\n",
        "print(\"Dataset Information:\")\n",
        "movies_df.info()  # Summary of dataset: column names, types, and missing values\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RhkZZuj-yCbD",
        "outputId": "2dbc7830-6b81-4ba0-998f-b818a14d8cf8"
      },
      "execution_count": 84,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dataset Information:\n",
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 9999 entries, 0 to 9998\n",
            "Data columns (total 9 columns):\n",
            " #   Column    Non-Null Count  Dtype  \n",
            "---  ------    --------------  -----  \n",
            " 0   MOVIES    9999 non-null   object \n",
            " 1   YEAR      9355 non-null   object \n",
            " 2   GENRE     9919 non-null   object \n",
            " 3   RATING    8179 non-null   float64\n",
            " 4   ONE-LINE  9999 non-null   object \n",
            " 5   STARS     9999 non-null   object \n",
            " 6   VOTES     8179 non-null   object \n",
            " 7   RunTime   7041 non-null   float64\n",
            " 8   Gross     460 non-null    object \n",
            "dtypes: float64(2), object(7)\n",
            "memory usage: 703.2+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"\\nSummary Statistics:\")\n",
        "print(movies_df.describe())  # Statistical summary of numeric columns"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Tdw7fX9mDd7V",
        "outputId": "1578df92-8344-4dcc-9f55-fd7343ace958"
      },
      "execution_count": 85,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Summary Statistics:\n",
            "            RATING      RunTime\n",
            "count  8179.000000  7041.000000\n",
            "mean      6.921176    68.688539\n",
            "std       1.220232    47.258056\n",
            "min       1.100000     1.000000\n",
            "25%       6.200000    36.000000\n",
            "50%       7.100000    60.000000\n",
            "75%       7.800000    95.000000\n",
            "max       9.900000   853.000000\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Step 2.2: Visualize missing values\n",
        "print(\"\\nVisualizing Missing Data:\")\n",
        "sns.heatmap(movies_df.isnull(), cbar=False, cmap='viridis')  # Heatmap for missing values\n",
        "plt.title(\"Missing Data Heatmap\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 539
        },
        "id": "xM9TfifpDSeg",
        "outputId": "73e7ce8d-4a6b-4560-b81d-2c4473a062a5"
      },
      "execution_count": 86,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Visualizing Missing Data:\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Step 4: Perform Data Standardizing/Harmonizing**"
      ],
      "metadata": {
        "id": "tce-hHBEyEia"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.preprocessing import MinMaxScaler, StandardScaler\n",
        "\n",
        "# Step 3.1: Clean the 'Gross' column to convert it into numeric\n",
        "def convert_gross(value):\n",
        "    if isinstance(value, str):  # Check if it's a string\n",
        "        value = value.replace('$', '').replace(',', '')  # Remove $ and ,\n",
        "        if 'M' in value:\n",
        "            return float(value.replace('M', '')) * 1e6  # Convert millions to numeric\n",
        "        elif 'K' in value:\n",
        "            return float(value.replace('K', '')) * 1e3  # Convert thousands to numeric\n",
        "    return np.nan  # If it's not valid, return NaN\n",
        "\n",
        "# Apply conversion function\n",
        "movies_df['Gross'] = movies_df['Gross'].apply(convert_gross)\n",
        "\n",
        "# Step 3.2: Handle missing values in 'Gross' and 'RunTime'\n",
        "movies_df['Gross'].fillna(movies_df['Gross'].mean(), inplace=True)  # Replace missing Gross with mean\n",
        "movies_df['RunTime'].fillna(movies_df['RunTime'].mean(), inplace=True)  # Replace missing RunTime with mean\n",
        "\n",
        "# Fix Missing Categorical Data\n",
        "movies_df['GENRE'].fillna(\"Unknown\", inplace=True)\n",
        "\n",
        "# Convert 'VOTES' column to numeric (remove commas first)\n",
        "movies_df['VOTES'] = movies_df['VOTES'].astype(str).str.replace(',', '')  # Remove commas\n",
        "movies_df['VOTES'] = pd.to_numeric(movies_df['VOTES'], errors='coerce')  # Convert to numbers\n",
        "\n",
        "# Fill missing values with median\n",
        "movies_df['RATING'].fillna(movies_df['RATING'].median(), inplace=True)\n",
        "movies_df['VOTES'].fillna(movies_df['VOTES'].median(), inplace=True)\n",
        "\n",
        "# Ensure no NaN values before scaling\n",
        "movies_df[['Gross', 'RunTime']] = movies_df[['Gross', 'RunTime']].fillna(movies_df[['Gross', 'RunTime']].median())\n",
        "\n",
        "# Step 3.3: Min-Max Scaling for 'Gross' and 'RunTime'\n",
        "scaler = MinMaxScaler()\n",
        "movies_df[['scaled_gross', 'scaled_runtime']] = scaler.fit_transform(movies_df[['Gross', 'RunTime']])\n",
        "\n",
        "# Step 3.4: Z-Score Standardization for 'RunTime'\n",
        "z_scaler = StandardScaler()\n",
        "movies_df['z_scaled_runtime'] = z_scaler.fit_transform(movies_df[['RunTime']])\n",
        "\n",
        "# ✅ Print results\n",
        "print(\"\\nHarmonized Data (First 5 Rows):\")\n",
        "print(movies_df[['Gross', 'scaled_gross', 'RunTime', 'scaled_runtime', 'z_scaled_runtime']].head())\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ef6h7bGs8Gi8",
        "outputId": "2e27c44d-d883-496c-b28c-db2537a6bd64"
      },
      "execution_count": 87,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Harmonized Data (First 5 Rows):\n",
            "          Gross  scaled_gross     RunTime  scaled_runtime  z_scaled_runtime\n",
            "0  4.370187e+07      0.086708  121.000000        0.140845      1.319207e+00\n",
            "1  4.370187e+07      0.086708   25.000000        0.028169     -1.101751e+00\n",
            "2  4.370187e+07      0.086708   44.000000        0.050469     -6.226034e-01\n",
            "3  4.370187e+07      0.086708   23.000000        0.025822     -1.152188e+00\n",
            "4  4.370187e+07      0.086708   68.688539        0.079447     -3.583738e-16\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-87-3dffc6f66125>:17: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n",
            "The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n",
            "\n",
            "For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n",
            "\n",
            "\n",
            "  movies_df['Gross'].fillna(movies_df['Gross'].mean(), inplace=True)  # Replace missing Gross with mean\n",
            "<ipython-input-87-3dffc6f66125>:18: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n",
            "The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n",
            "\n",
            "For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n",
            "\n",
            "\n",
            "  movies_df['RunTime'].fillna(movies_df['RunTime'].mean(), inplace=True)  # Replace missing RunTime with mean\n",
            "<ipython-input-87-3dffc6f66125>:21: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n",
            "The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n",
            "\n",
            "For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n",
            "\n",
            "\n",
            "  movies_df['GENRE'].fillna(\"Unknown\", inplace=True)\n",
            "<ipython-input-87-3dffc6f66125>:28: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n",
            "The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n",
            "\n",
            "For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n",
            "\n",
            "\n",
            "  movies_df['RATING'].fillna(movies_df['RATING'].median(), inplace=True)\n",
            "<ipython-input-87-3dffc6f66125>:29: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n",
            "The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n",
            "\n",
            "For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n",
            "\n",
            "\n",
            "  movies_df['VOTES'].fillna(movies_df['VOTES'].median(), inplace=True)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Step 5: Clean the Data**"
      ],
      "metadata": {
        "id": "VGK4UNPNyLgE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Step 4.1: Remove duplicate rows\n",
        "print(\"Number of duplicate rows:\", movies_df.duplicated().sum())\n",
        "movies_df = movies_df.drop_duplicates()  # Drop duplicates\n",
        "print(\"Dataset after removing duplicates:\")\n",
        "\n",
        "# Step 4.2: Handle missing values\n",
        "# For 'Gross' (replace missing values with 0)\n",
        "movies_df['Gross'] = movies_df['Gross'].fillna(0)  # Replace missing Gross values with 0\n",
        "\n",
        "# For 'RunTime' (replace missing values with the mean runtime)\n",
        "movies_df['RunTime'] = movies_df['RunTime'].fillna(movies_df['RunTime'].mean())  # Replace missing RunTime with mean\n",
        "\n",
        "# For categorical data like 'YEAR', replace missing values with the most frequent year (mode)\n",
        "movies_df['YEAR'] = movies_df['YEAR'].fillna(movies_df['YEAR'].mode()[0])\n",
        "\n",
        "# Step 4.3: Handle outliers using Z-Score\n",
        "from scipy.stats import zscore\n",
        "\n",
        "# Calculate Z-Score for the 'Gross' column\n",
        "movies_df['z_gross'] = zscore(movies_df['Gross'])\n",
        "movies_df = movies_df[(movies_df['z_gross'] > -3) & (movies_df['z_gross'] < 3)]  # Keep rows with Z-Score within [-3, 3]\n",
        "\n",
        "print(\"\\nCleaned Data (First 5 Rows):\")\n",
        "print(movies_df.head())\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "X_3oWGsFyOB7",
        "outputId": "b5a26fdf-8f14-44c9-91a6-c9ccdc67da40"
      },
      "execution_count": 88,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Number of duplicate rows: 431\n",
            "Dataset after removing duplicates:\n",
            "\n",
            "Cleaned Data (First 5 Rows):\n",
            "                                MOVIES         YEAR  \\\n",
            "0                        Blood Red Sky       (2021)   \n",
            "1  Masters of the Universe: Revelation     (2021– )   \n",
            "2                     The Walking Dead  (2010–2022)   \n",
            "3                       Rick and Morty     (2013– )   \n",
            "4                      Army of Thieves       (2021)   \n",
            "\n",
            "                                        GENRE  RATING  \\\n",
            "0      \\nAction, Horror, Thriller                 6.1   \n",
            "1  \\nAnimation, Action, Adventure                 5.0   \n",
            "2       \\nDrama, Horror, Thriller                 8.2   \n",
            "3  \\nAnimation, Adventure, Comedy                 9.2   \n",
            "4         \\nAction, Crime, Horror                 7.1   \n",
            "\n",
            "                                            ONE-LINE  \\\n",
            "0  \\nA woman with a mysterious illness is forced ...   \n",
            "1  \\nThe war for Eternia begins again in what may...   \n",
            "2  \\nSheriff Deputy Rick Grimes wakes up from a c...   \n",
            "3  \\nAn animated series that follows the exploits...   \n",
            "4  \\nA prequel, set before the events of Army of ...   \n",
            "\n",
            "                                               STARS     VOTES     RunTime  \\\n",
            "0  \\n    Director:\\nPeter Thorwarth\\n| \\n    Star...   21062.0  121.000000   \n",
            "1  \\n            \\n    Stars:\\nChris Wood, \\nSara...   17870.0   25.000000   \n",
            "2  \\n            \\n    Stars:\\nAndrew Lincoln, \\n...  885805.0   44.000000   \n",
            "3  \\n            \\n    Stars:\\nJustin Roiland, \\n...  414849.0   23.000000   \n",
            "4  \\n    Director:\\nMatthias Schweighöfer\\n| \\n  ...     789.0   68.688539   \n",
            "\n",
            "          Gross  scaled_gross  scaled_runtime  z_scaled_runtime       z_gross  \n",
            "0  4.370187e+07      0.086708        0.140845      1.319207e+00  4.127094e-16  \n",
            "1  4.370187e+07      0.086708        0.028169     -1.101751e+00  4.127094e-16  \n",
            "2  4.370187e+07      0.086708        0.050469     -6.226034e-01  4.127094e-16  \n",
            "3  4.370187e+07      0.086708        0.025822     -1.152188e+00  4.127094e-16  \n",
            "4  4.370187e+07      0.086708        0.079447     -3.583738e-16  4.127094e-16  \n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-88-489af64f9e4e>:8: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  movies_df['Gross'] = movies_df['Gross'].fillna(0)  # Replace missing Gross values with 0\n",
            "<ipython-input-88-489af64f9e4e>:11: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  movies_df['RunTime'] = movies_df['RunTime'].fillna(movies_df['RunTime'].mean())  # Replace missing RunTime with mean\n",
            "<ipython-input-88-489af64f9e4e>:14: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  movies_df['YEAR'] = movies_df['YEAR'].fillna(movies_df['YEAR'].mode()[0])\n",
            "<ipython-input-88-489af64f9e4e>:20: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  movies_df['z_gross'] = zscore(movies_df['Gross'])\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(movies_df.describe())  # Statistical summary of numeric columns"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PFkGoRa2cWdE",
        "outputId": "fead71ed-4f60-4246-e61a-067602937ca5"
      },
      "execution_count": 89,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "            RATING         VOTES      RunTime         Gross  scaled_gross  \\\n",
            "count  9508.000000  9.508000e+03  9508.000000  9.508000e+03   9508.000000   \n",
            "mean      6.945635  1.044529e+04    68.496178  4.259251e+07      0.084507   \n",
            "std       1.130547  4.795033e+04    40.327381  7.380098e+06      0.014643   \n",
            "min       1.100000  5.000000e+00     1.000000  0.000000e+00      0.000000   \n",
            "25%       6.400000  2.220000e+02    45.000000  4.370187e+07      0.086708   \n",
            "50%       7.100000  7.890000e+02    68.688539  4.370187e+07      0.086708   \n",
            "75%       7.600000  2.795000e+03    86.000000  4.370187e+07      0.086708   \n",
            "max       9.900000  1.552311e+06   853.000000  9.769000e+07      0.193826   \n",
            "\n",
            "       scaled_runtime  z_scaled_runtime       z_gross  \n",
            "count     9508.000000      9.508000e+03  9.508000e+03  \n",
            "mean         0.079221     -4.851014e-03 -6.145041e-02  \n",
            "std          0.047333      1.016989e+00  4.088051e-01  \n",
            "min          0.000000     -1.706991e+00 -2.420774e+00  \n",
            "25%          0.051643     -5.973851e-01  4.127094e-16  \n",
            "50%          0.079447     -3.583738e-16  4.127094e-16  \n",
            "75%          0.099765      4.365659e-01  4.127094e-16  \n",
            "max          1.000000      1.977902e+01  2.990560e+00  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Step 6: Visualize and Compare the Final Data**"
      ],
      "metadata": {
        "id": "soUqylZ0yQnS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Visualize missing values\n",
        "print(\"\\nVisualizing Missing Data:\")\n",
        "sns.heatmap(movies_df.isnull(), cbar=False, cmap='viridis')  # Heatmap for missing values\n",
        "plt.title(\"Missing Data Heatmap After Clenning\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 594
        },
        "id": "--S8XiXQwT9q",
        "outputId": "9f26c179-1a55-40e9-e0f7-aa6a1e851f7a"
      },
      "execution_count": 90,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Visualizing Missing Data:\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Compare Gross (Before vs After Cleaning)\n",
        "plt.figure(figsize=(12, 5))\n",
        "\n",
        "plt.hist(movies_df['Gross'], bins=30, alpha=0.5, label='Original Gross', color='blue')\n",
        "plt.hist(movies_df['scaled_gross'] * movies_df['Gross'].max(), bins=30, alpha=0.5, label='Scaled Gross', color='green')\n",
        "\n",
        "plt.xlabel(\"Gross Revenue ($)\")\n",
        "plt.ylabel(\"Frequency\")\n",
        "plt.title(\"Distribution of Gross Revenue (Before & After Cleaning)\")\n",
        "plt.legend()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "id": "kNMR-n6zvsij",
        "outputId": "c749ab2e-6ad7-41ae-ad5c-7751fadce62c"
      },
      "execution_count": 91,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import seaborn as sns\n",
        "\n",
        "# Set figure size\n",
        "plt.figure(figsize=(15, 6))\n",
        "\n",
        "# RunTime Comparison\n",
        "plt.subplot(1, 3, 1)\n",
        "sns.boxplot(data=movies_df, x='RunTime', color='blue')\n",
        "plt.title(\"RunTime Distribution\")\n",
        "\n",
        "# Votes Comparison\n",
        "plt.subplot(1, 3, 2)\n",
        "sns.boxplot(data=movies_df, x='VOTES', color='green')\n",
        "plt.title(\"Votes Distribution\")\n",
        "\n",
        "# Ratings Comparison\n",
        "plt.subplot(1, 3, 3)\n",
        "sns.boxplot(data=movies_df, x='RATING', color='red')\n",
        "plt.title(\"Ratings Distribution\")\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 574
        },
        "id": "DyPjCLqxAHdj",
        "outputId": "0dd5e082-e788-49cb-8c1a-e69aff856a21"
      },
      "execution_count": 92,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x600 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10, 5))\n",
        "\n",
        "plt.scatter(movies_df.index, movies_df['Gross'], alpha=0.5, label=\"Original Gross\", color='blue')\n",
        "plt.scatter(movies_df.index, movies_df['scaled_gross'] * movies_df['Gross'].max(), alpha=0.5, label=\"Scaled Gross\", color='green')\n",
        "\n",
        "plt.xlabel(\"Index\")\n",
        "plt.ylabel(\"Gross Revenue ($)\")\n",
        "plt.title(\"Original vs Cleaned Gross Revenue\")\n",
        "plt.legend()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "id": "jrYnJoOWwAg9",
        "outputId": "38e3fd73-f2d0-4160-eca5-39376af9ef07"
      },
      "execution_count": 93,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Compare the original vs cleaned data\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.figure(figsize=(12, 6))\n",
        "\n",
        "# Original Gross Data Visualization (Before Cleaning and Scaling)\n",
        "plt.subplot(1, 2, 1)\n",
        "sns.boxplot(data=movies_df, x='Gross', color='blue')  # Boxplot for the original Gross column\n",
        "plt.title(\"Original Gross Data (Before Cleaning)\")\n",
        "\n",
        "# Cleaned and Scaled Gross Data Visualization\n",
        "plt.subplot(1, 2, 2)\n",
        "sns.boxplot(data=movies_df, x='scaled_gross', color='green')  # Boxplot for the scaled Gross column\n",
        "plt.title(\"Scaled Gross Data (After Cleaning)\")\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n",
        "\n",
        "# Visualizing the relationship between RunTime and Gross\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.scatterplot(data=movies_df, x='RunTime', y='Gross', hue='scaled_runtime', palette='viridis')\n",
        "plt.title(\"Relationship Between Runtime and Gross\")\n",
        "plt.xlabel(\"RunTime (Minutes)\")\n",
        "plt.ylabel(\"Gross Revenue ($)\")\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "YlMO_sbXySgN",
        "outputId": "509c312b-2013-49dd-eb6b-c3c7cebea5f5"
      },
      "execution_count": 94,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Step 7: Save cleaned dataset**"
      ],
      "metadata": {
        "id": "CsQu5lGzSjZB"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Save cleaned dataset (optional)\n",
        "cleaned_file_path = \"/content/drive/MyDrive/AAU Job/Transport Research and Analysis/LAB3/movies_cleaned.csv\"\n",
        "movies_df.to_csv(cleaned_file_path, index=False)\n",
        "print(f\"Cleaned dataset saved to: {cleaned_file_path}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DYIzd3XPShBP",
        "outputId": "1a84e643-f8e1-4f38-a471-be27c96d033e"
      },
      "execution_count": 95,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cleaned dataset saved to: /content/drive/MyDrive/AAU Job/Transport Research and Analysis/LAB3/movies_cleaned.csv\n"
          ]
        }
      ]
    }
  ]
}