{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 67,
      "metadata": {
        "id": "KGftS__cd1wP"
      },
      "outputs": [],
      "source": [
        "from mpl_toolkits.mplot3d import Axes3D\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import os\n",
        "import pandas as pd"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def plotPerColumnDistribution(df, nGraphShown, nGraphPerRow):\n",
        "  nunique = df.nunique()\n",
        "  df = df[[col for col in df if nunique[col] > 1 and nunique [col] < 50]]\n",
        "  nRow, nCol = df.shape\n",
        "  columnNames = list(df)\n",
        "  # Calculate nGraphRow before using it in the calculation\n",
        "  nGraphRow = (nCol + nGraphPerRow - 1) // nGraphPerRow  # Use // for integer division to ensure an integer result\n",
        "  plt.figure(num = None, figsize = (6 * nGraphPerRow, 8 * nGraphRow), dpi = 80, facecolor = 'w', edgecolor = 'k')\n",
        "  for i in range(min(nCol, nGraphShown)):\n",
        "    plt.subplot(nGraphRow, nGraphPerRow, i + 1)\n",
        "    columnDf = df.iloc[:, i]\n",
        "    if (not np.issubdtype(type(columnDf.iloc[0]), np.number)):\n",
        "      valueCounts = columnDf.value_counts()\n",
        "      valueCounts.plot.bar()\n",
        "    else:\n",
        "      columnDf.hist()\n",
        "    plt.ylabel('counts')\n",
        "    plt.xticks(rotation = 90)\n",
        "    plt.title(f'{columnNames[i]} (column {i})')\n",
        "  plt.tight_layout(pad = 1.0, w_pad = 1.0, h_pad = 1.0)\n",
        "  plt.show()"
      ],
      "metadata": {
        "id": "8e-f3-j8eFFY"
      },
      "execution_count": 68,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def plotCorrelationMatrix(df, graphWidth):\n",
        "  filename = df.dataframeName\n",
        "  # Drop columns with any NaN values\n",
        "  # df = df.dropna(axis='columns')  # Commented out to potentially improve the result\n",
        "\n",
        "  # Drop rows with missing values in any column\n",
        "  # Drop rows with missing values in any column\n",
        "  df = df.dropna()\n",
        "\n",
        "  # Select only numeric columns\n",
        "  df = df.select_dtypes(include=[np.number])\n",
        "\n",
        "  df = df[[col for col in df if df[col].nunique() > 1]]\n",
        "  if df.shape[1] < 2:\n",
        "    print(f'No correlation plots shown: The number of non-NaN or constant columns ({df.shape[1]}) is less than 2')\n",
        "    return\n",
        "  corr = df.corr()\n",
        "  plt.figure(num=None, figsize=(graphWidth, graphWidth), dpi=80, facecolor='w', edgecolor='k')\n",
        "  corrMat = plt.matshow(corr, fignum=2)\n",
        "  plt.xticks(range(len(corr.columns)), corr.columns, rotation=90)\n",
        "  plt.yticks(range(len(corr.columns)), corr.columns)\n",
        "  plt.gca().xaxis.tick_bottom()\n",
        "  plt.colorbar(corrMat)\n",
        "  plt.title(f'Correlation Matrix for {filename}', fontsize=15)\n",
        "  plt.show()"
      ],
      "metadata": {
        "id": "COTtxITQgIPc"
      },
      "execution_count": 69,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def plotScatterMatrix(df, plotSize, textSize):\n",
        "  df = df.select_dtypes(include=[np.number])\n",
        "  df = df.dropna(axis='columns')  # Changed 'columns' to axis='columns'\n",
        "  df = df[[col for col in df if df[col].nunique() > 1]]\n",
        "  columnNames = list(df)\n",
        "  if len(columnNames) > 10:\n",
        "    columnsNames = columnNames[:10]\n",
        "  df = df[columnNames]\n",
        "  ax = pd.plotting.scatter_matrix(df, alpha=0.75, figsize=[plotSize, plotSize], diagonal=\"kde\")\n",
        "  # Calculate the correlation matrix directly\n",
        "  corrs = df.corr()\n",
        "  for i, j in zip(*plt.np.triu_indices_from(ax, k = 1)):\n",
        "    # Access correlation values using .iloc\n",
        "    ax[i, j].annotate('Corr. coef = %.3f' % corrs.iloc[i, j], (0.8, 0.2), xycoords='axes fraction', ha='center', va='center', size=textSize)\n",
        "    plt.suptitle('Scatter and Density Plot')\n",
        "    plt.show()"
      ],
      "metadata": {
        "id": "DMfXEWWVhViK"
      },
      "execution_count": 70,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "nRowsRead = 1000\n",
        "df1 = pd.read_csv('/content/air_traffic_data.csv', delimiter=',', nrows= nRowsRead)\n",
        "df1.dataframeName = 'air_traffic_data.csv'\n",
        "nRow, nCol = df1.shape\n",
        "print(f'There are {nRow} rows and {nCol} columns')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ErgTeXE6iaJb",
        "outputId": "be6adef1-d70a-4ccd-fbb5-c3ce40f63b41"
      },
      "execution_count": 71,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "There are 1000 rows and 16 columns\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "df1.head(5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 382
        },
        "id": "FHo8RqO7elj7",
        "outputId": "a239e470-e859-4623-de69-ac5c76e46ea0"
      },
      "execution_count": 72,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   Activity Period Operating Airline Operating Airline IATA Code  \\\n",
              "0           200507      ATA Airlines                          TZ   \n",
              "1           200507      ATA Airlines                          TZ   \n",
              "2           200507      ATA Airlines                          TZ   \n",
              "3           200507       Air Canada                           AC   \n",
              "4           200507       Air Canada                           AC   \n",
              "\n",
              "  Published Airline Published Airline IATA Code    GEO Summary GEO Region  \\\n",
              "0      ATA Airlines                          TZ       Domestic         US   \n",
              "1      ATA Airlines                          TZ       Domestic         US   \n",
              "2      ATA Airlines                          TZ       Domestic         US   \n",
              "3       Air Canada                           AC  International     Canada   \n",
              "4       Air Canada                           AC  International     Canada   \n",
              "\n",
              "  Activity Type Code Price Category Code    Terminal Boarding Area  \\\n",
              "0           Deplaned            Low Fare  Terminal 1             B   \n",
              "1           Enplaned            Low Fare  Terminal 1             B   \n",
              "2     Thru / Transit            Low Fare  Terminal 1             B   \n",
              "3           Deplaned               Other  Terminal 1             B   \n",
              "4           Enplaned               Other  Terminal 1             B   \n",
              "\n",
              "   Passenger Count Adjusted Activity Type Code  Adjusted Passenger Count  \\\n",
              "0            27271                    Deplaned                     27271   \n",
              "1            29131                    Enplaned                     29131   \n",
              "2             5415          Thru / Transit * 2                     10830   \n",
              "3            35156                    Deplaned                     35156   \n",
              "4            34090                    Enplaned                     34090   \n",
              "\n",
              "   Year Month  \n",
              "0  2005  July  \n",
              "1  2005  July  \n",
              "2  2005  July  \n",
              "3  2005  July  \n",
              "4  2005  July  "
            ],
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              "\n",
              "  <div id=\"df-478a5a78-6bd3-4532-b358-e79de52689f8\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Activity Period</th>\n",
              "      <th>Operating Airline</th>\n",
              "      <th>Operating Airline IATA Code</th>\n",
              "      <th>Published Airline</th>\n",
              "      <th>Published Airline IATA Code</th>\n",
              "      <th>GEO Summary</th>\n",
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              "      <th>Price Category Code</th>\n",
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              "      <th>Adjusted Activity Type Code</th>\n",
              "      <th>Adjusted Passenger Count</th>\n",
              "      <th>Year</th>\n",
              "      <th>Month</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>200507</td>\n",
              "      <td>ATA Airlines</td>\n",
              "      <td>TZ</td>\n",
              "      <td>ATA Airlines</td>\n",
              "      <td>TZ</td>\n",
              "      <td>Domestic</td>\n",
              "      <td>US</td>\n",
              "      <td>Deplaned</td>\n",
              "      <td>Low Fare</td>\n",
              "      <td>Terminal 1</td>\n",
              "      <td>B</td>\n",
              "      <td>27271</td>\n",
              "      <td>Deplaned</td>\n",
              "      <td>27271</td>\n",
              "      <td>2005</td>\n",
              "      <td>July</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>200507</td>\n",
              "      <td>ATA Airlines</td>\n",
              "      <td>TZ</td>\n",
              "      <td>ATA Airlines</td>\n",
              "      <td>TZ</td>\n",
              "      <td>Domestic</td>\n",
              "      <td>US</td>\n",
              "      <td>Enplaned</td>\n",
              "      <td>Low Fare</td>\n",
              "      <td>Terminal 1</td>\n",
              "      <td>B</td>\n",
              "      <td>29131</td>\n",
              "      <td>Enplaned</td>\n",
              "      <td>29131</td>\n",
              "      <td>2005</td>\n",
              "      <td>July</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>200507</td>\n",
              "      <td>ATA Airlines</td>\n",
              "      <td>TZ</td>\n",
              "      <td>ATA Airlines</td>\n",
              "      <td>TZ</td>\n",
              "      <td>Domestic</td>\n",
              "      <td>US</td>\n",
              "      <td>Thru / Transit</td>\n",
              "      <td>Low Fare</td>\n",
              "      <td>Terminal 1</td>\n",
              "      <td>B</td>\n",
              "      <td>5415</td>\n",
              "      <td>Thru / Transit * 2</td>\n",
              "      <td>10830</td>\n",
              "      <td>2005</td>\n",
              "      <td>July</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>200507</td>\n",
              "      <td>Air Canada</td>\n",
              "      <td>AC</td>\n",
              "      <td>Air Canada</td>\n",
              "      <td>AC</td>\n",
              "      <td>International</td>\n",
              "      <td>Canada</td>\n",
              "      <td>Deplaned</td>\n",
              "      <td>Other</td>\n",
              "      <td>Terminal 1</td>\n",
              "      <td>B</td>\n",
              "      <td>35156</td>\n",
              "      <td>Deplaned</td>\n",
              "      <td>35156</td>\n",
              "      <td>2005</td>\n",
              "      <td>July</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>200507</td>\n",
              "      <td>Air Canada</td>\n",
              "      <td>AC</td>\n",
              "      <td>Air Canada</td>\n",
              "      <td>AC</td>\n",
              "      <td>International</td>\n",
              "      <td>Canada</td>\n",
              "      <td>Enplaned</td>\n",
              "      <td>Other</td>\n",
              "      <td>Terminal 1</td>\n",
              "      <td>B</td>\n",
              "      <td>34090</td>\n",
              "      <td>Enplaned</td>\n",
              "      <td>34090</td>\n",
              "      <td>2005</td>\n",
              "      <td>July</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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              "            style=\"display:none;\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-478a5a78-6bd3-4532-b358-e79de52689f8 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-478a5a78-6bd3-4532-b358-e79de52689f8');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
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              "\n",
              "\n",
              "<div id=\"df-0f1c4a09-bd82-4d6d-b59f-e971fef5990d\">\n",
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              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
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              "\n",
              "  .colab-df-quickchart {\n",
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              "    border-radius: 50%;\n",
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              "  }\n",
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              "  .colab-df-quickchart:hover {\n",
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              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
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              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
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              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-0f1c4a09-bd82-4d6d-b59f-e971fef5990d button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df1",
              "summary": "{\n  \"name\": \"df1\",\n  \"rows\": 1000,\n  \"fields\": [\n    {\n      \"column\": \"Activity Period\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 42,\n        \"min\": 200507,\n        \"max\": 200604,\n        \"num_unique_values\": 10,\n        \"samples\": [\n          200602,\n          200508,\n          200604\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Operating Airline\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 45,\n        \"samples\": [\n          \"Virgin Atlantic\",\n          \"Korean Air Lines\",\n          \"Lufthansa German Airlines\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Operating Airline IATA Code\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 43,\n        \"samples\": [\n          \"UA\",\n          \"KL\",\n          \"KE\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Published Airline\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 39,\n        \"samples\": [\n          \"United Airlines\",\n          \"Boeing Company\",\n          \"Air New Zealand\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Published Airline IATA Code\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 37,\n        \"samples\": [\n          \"HA\",\n          \"CX\",\n          \"NZ\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"GEO Summary\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"International\",\n          \"Domestic\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"GEO Region\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 7,\n        \"samples\": [\n          \"US\",\n          \"Canada\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Activity Type Code\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"Deplaned\",\n          \"Enplaned\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Price Category Code\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"Other\",\n          \"Low Fare\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Terminal\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 4,\n        \"samples\": [\n          \"International\",\n          \"Other\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Boarding Area\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 7,\n        \"samples\": [\n          \"B\",\n          \"G\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Passenger Count\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 51031,\n        \"min\": 10,\n        \"max\": 443656,\n        \"num_unique_values\": 969,\n        \"samples\": [\n          509,\n          5140\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Adjusted Activity Type Code\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"Deplaned\",\n          \"Enplaned\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Adjusted Passenger Count\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 50966,\n        \"min\": 18,\n        \"max\": 443656,\n        \"num_unique_values\": 971,\n        \"samples\": [\n          7913,\n          3489\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Year\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 2005,\n        \"max\": 2006,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          2006,\n          2005\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Month\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 10,\n        \"samples\": [\n          \"February\",\n          \"August\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 72
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plotPerColumnDistribution(df1, 10, 5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 513
        },
        "id": "-xz3Ygfpi5mv",
        "outputId": "77c48f16-043e-48d2-edc4-6ec858a79362"
      },
      "execution_count": 73,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x1920 with 10 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plotCorrelationMatrix(df1, 8)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 585
        },
        "id": "bUYsHpqVnk9G",
        "outputId": "c0a1dd5e-bd58-4e31-810a-6df750a6242e"
      },
      "execution_count": 74,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x640 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 480x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plotScatterMatrix(df1, 12, 10)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "BdsV0Qc3okfR",
        "outputId": "4fefcd7d-25d2-4337-a176-5b9c09074583"
      },
      "execution_count": 75,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x1200 with 16 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 0 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    }
  ]
}