{
  "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": 1,
      "metadata": {
        "id": "vDDOW-KiAvds"
      },
      "outputs": [],
      "source": [
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "tips = sns.load_dataset(\"tips\")"
      ],
      "metadata": {
        "id": "bEEHrNAiAzjQ"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "corr_matrix = tips.corr(numeric_only=True)"
      ],
      "metadata": {
        "id": "BxRlGuyEAzll"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(6,4))\n",
        "\n",
        "sns.heatmap(\n",
        "    corr_matrix,\n",
        "    annot=True,\n",
        "    cmap=\"coolwarm\"\n",
        ")\n",
        "\n",
        "plt.title(\"Correlation Heatmap\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 391
        },
        "id": "dpVCFdzzAzoG",
        "outputId": "a54deef3-6d68-4dc3-91bc-838487ee62fc"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x400 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##**Cluster Map**"
      ],
      "metadata": {
        "id": "s0Ya-qNuBED6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sns.clustermap(\n",
        "    corr_matrix,\n",
        "    cmap=\"coolwarm\",\n",
        "    annot=True\n",
        ")\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "1OBL-xPwAzqu",
        "outputId": "6d1f7818-638c-4cfe-c703-d0bc144c02b0"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x1000 with 4 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "ZvYxiFxcAztH"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "CywYK4tHAzvN"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}