{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "0dm_O6B_bVm2"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install statsmodels"
      ],
      "metadata": {
        "id": "Y-j-khgHd_wr"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf"
      ],
      "metadata": {
        "id": "gk1kWgssd_zL"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_data = pd.read_csv(\"/content/DailyDelhiClimateTrain.csv\")\n",
        "test_data = pd.read_csv(\"/content/DailyDelhiClimateTest.csv\")"
      ],
      "metadata": {
        "id": "KjPLODfEd_4L"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "for df in [train_data, test_data]:\n",
        "    df[\"date\"] = pd.to_datetime(df[\"date\"])\n",
        "    df.set_index(\"date\", inplace=True)\n",
        "\n",
        "\n",
        "train_data[\"value\"] = train_data[\"meantemp\"]\n",
        "test_data[\"value\"] = test_data[\"meantemp\"]"
      ],
      "metadata": {
        "id": "Lw8uuP0neNcd"
      },
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_data[\"lag_1\"] = train_data[\"value\"].shift(1)\n",
        "train_data[\"lag_7\"] = train_data[\"value\"].shift(7)\n",
        "\n",
        "\n",
        "train_data[\"rolling_autocorr\"] = (\n",
        "    train_data[\"value\"]\n",
        "    .rolling(window=30)\n",
        "    .apply(lambda x: x.autocorr())\n",
        ")"
      ],
      "metadata": {
        "id": "lrtMCLyEeNe1"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10, 5))\n",
        "plt.plot(train_data.index, train_data[\"value\"], label=\"Train Data\", color=\"steelblue\")\n",
        "plt.plot(test_data.index, test_data[\"value\"], label=\"Test Data\", color=\"orange\")\n",
        "plt.title(\"Daily Mean Temperature (Train vs Test)\")\n",
        "plt.xlabel(\"Date\")\n",
        "plt.ylabel(\"Temperature\")\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "id": "J22HL4exeNkX",
        "outputId": "0a799e73-b974-4ec8-8d1e-a6e76ece12f7"
      },
      "execution_count": 16,
      "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": [
        "plt.figure(figsize=(6, 6))\n",
        "plt.scatter(train_data[\"lag_1\"], train_data[\"value\"], alpha=0.6)\n",
        "plt.xlabel(\"Temperature at time t-1\")\n",
        "plt.ylabel(\"Temperature at time t\")\n",
        "plt.title(\"Lag-1 Scatter Plot (Training Data)\")\n",
        "plt.grid(True)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "collapsed": true,
        "id": "qGLWOc4ceNnU",
        "outputId": "3ffbdd39-00fc-45a3-982b-875af7ea87f4"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10, 4))\n",
        "plt.plot(train_data.index, train_data[\"rolling_autocorr\"], color=\"darkgreen\")\n",
        "plt.axhline(0, linestyle=\"--\", color=\"gray\")\n",
        "plt.title(\"Rolling Autocorrelation (30-Day Window)\")\n",
        "plt.xlabel(\"Date\")\n",
        "plt.ylabel(\"Autocorrelation\")\n",
        "plt.grid(True)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 410
        },
        "id": "cJJmws8we5sO",
        "outputId": "99cedf43-53ba-4533-bdaf-92d634d3779d"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig, ax = plt.subplots(figsize=(8, 4))\n",
        "plot_acf(train_data[\"value\"].dropna(), lags=30, ax=ax)\n",
        "ax.set_title(\"Autocorrelation Function (ACF) – Training Data\")\n",
        "plt.show()\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 391
        },
        "id": "Wt_yeu-Ie9Pt",
        "outputId": "3687ee1e-6a15-4cd3-efc1-d2c1e601f031"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig, ax = plt.subplots(figsize=(8, 4))\n",
        "plot_pacf(train_data[\"value\"].dropna(), lags=30, ax=ax, method=\"ywm\")\n",
        "ax.set_title(\"Partial Autocorrelation Function (PACF) – Training Data\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 391
        },
        "id": "bqABIDQMe5uz",
        "outputId": "4ccddfac-ea4f-447f-ef95-bc758838dd7f"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "YbQGXYj7fCXm"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}