{
  "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": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "AW3qWvnBiXIa",
        "outputId": "4cfe9cc3-a734-42aa-b7ea-597a5a65a6ce"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "from sklearn.datasets import make_moons\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import pandas as pd\n",
        "\n",
        "# Create synthetic 2D data\n",
        "X, y = make_moons(n_samples=300, noise=0.3, random_state=42)\n",
        "\n",
        "# Create a DataFrame for plotting\n",
        "df = pd.DataFrame(X, columns=[\"Feature 1\", \"Feature 2\"])\n",
        "df['Target'] = y\n",
        "\n",
        "# Visualize the 2D data\n",
        "plt.figure(figsize=(8, 6))\n",
        "sns.scatterplot(data=df, x=\"Feature 1\", y=\"Feature 2\", hue=\"Target\", palette=\"Set1\")\n",
        "plt.title(\"2D Classification Data (make_moons)\")\n",
        "plt.grid(True)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "\n",
        "# Split into train and test\n",
        "X_train, X_test, y_train, y_test = train_test_split(\n",
        "    X_scaled, y, test_size=0.3, random_state=42, stratify=y\n",
        ")\n",
        "\n",
        "\n",
        "# Normalize the features\n",
        "scaler = StandardScaler()\n",
        "X_scaled = scaler.fit_transform(X)"
      ],
      "metadata": {
        "id": "wTdtRaQ3jHN-"
      },
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.neighbors import KNeighborsClassifier\n",
        "from sklearn.metrics import accuracy_score\n",
        "\n",
        "# Train a k-NN classifier\n",
        "knn = KNeighborsClassifier(n_neighbors=5)\n",
        "knn.fit(X_train, y_train)\n",
        "\n",
        "# Predict and evaluate\n",
        "y_pred = knn.predict(X_test)\n",
        "print(f\"Test Accuracy (k=5): {accuracy_score(y_test, y_pred):.2f}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pd_kpZsrjNhF",
        "outputId": "8b98f984-8e27-46f5-9fae-27a8beb5f47c"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Test Accuracy (k=5): 0.87\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import cross_val_score\n",
        "import numpy as np\n",
        "\n",
        "# Range of k values to try\n",
        "k_range = range(1, 21)\n",
        "cv_scores = []\n",
        "\n",
        "# Evaluate each k using 5-fold cross-validation\n",
        "for k in k_range:\n",
        "    knn = KNeighborsClassifier(n_neighbors=k)\n",
        "    scores = cross_val_score(knn, X_scaled, y, cv=5, scoring='accuracy')\n",
        "    cv_scores.append(scores.mean())\n",
        "\n",
        "# Plot accuracy vs. k\n",
        "plt.figure(figsize=(8, 5))\n",
        "plt.plot(k_range, cv_scores, marker='o')\n",
        "plt.title(\"k-NN Cross-Validation Accuracy vs k\")\n",
        "plt.xlabel(\"Number of Neighbors: k\")\n",
        "plt.ylabel(\"Cross-Validated Accuracy\")\n",
        "plt.grid(True)\n",
        "plt.show()\n",
        "\n",
        "# Best k\n",
        "best_k = k_range[np.argmax(cv_scores)]\n",
        "print(f\"Best k from cross-validation: {best_k}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 504
        },
        "id": "Z1iVjZoWjPE4",
        "outputId": "4ebd1760-60be-41f2-f816-54dc4c2774c5"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Best k from cross-validation: 6\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Train final model with best k\n",
        "best_knn = KNeighborsClassifier(n_neighbors=best_k)\n",
        "best_knn.fit(X_train, y_train)\n",
        "\n",
        "# Predict on test data\n",
        "y_pred = best_knn.predict(X_test)"
      ],
      "metadata": {
        "id": "kTdmQaH8jRnM"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics import confusion_matrix, classification_report, ConfusionMatrixDisplay\n",
        "\n",
        "# Confusion Matrix\n",
        "cm = confusion_matrix(y_test, y_pred)\n",
        "disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=[\"Class 0\", \"Class 1\"])\n",
        "disp.plot(cmap=\"Blues\")\n",
        "plt.title(f\"Confusion Matrix (k={best_k})\")\n",
        "plt.grid(False)\n",
        "plt.show()\n",
        "\n",
        "# Detailed classification report\n",
        "print(\"Classification Report:\")\n",
        "print(classification_report(y_test, y_pred, target_names=[\"Class 0\", \"Class 1\"]))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 646
        },
        "id": "ATypC0sejTZF",
        "outputId": "ba2b0e3e-86f9-455f-aa97-111a80d7ded8"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Classification Report:\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "     Class 0       0.95      0.84      0.89        45\n",
            "     Class 1       0.86      0.96      0.91        45\n",
            "\n",
            "    accuracy                           0.90        90\n",
            "   macro avg       0.91      0.90      0.90        90\n",
            "weighted avg       0.91      0.90      0.90        90\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Create mesh grid\n",
        "x_min, x_max = X_scaled[:, 0].min() - 1, X_scaled[:, 0].max() + 1\n",
        "y_min, y_max = X_scaled[:, 1].min() - 1, X_scaled[:, 1].max() + 1\n",
        "\n",
        "xx, yy = np.meshgrid(\n",
        "    np.linspace(x_min, x_max, 300),\n",
        "    np.linspace(y_min, y_max, 300)\n",
        ")\n",
        "# Predict on mesh grid with best k\n",
        "Z = best_knn.predict(np.c_[xx.ravel(), yy.ravel()])\n",
        "Z = Z.reshape(xx.shape)\n",
        "\n",
        "# Plot decision boundary\n",
        "plt.figure(figsize=(8, 6))\n",
        "plt.contourf(xx, yy, Z, cmap=plt.cm.coolwarm, alpha=0.3)\n",
        "sns.scatterplot(x=X_scaled[:, 0], y=X_scaled[:, 1], hue=y, palette=\"Set1\", edgecolor='k')\n",
        "plt.title(f\"Decision Boundary with Best k = {best_k}\")\n",
        "plt.xlabel(\"Feature 1 (scaled)\")\n",
        "plt.ylabel(\"Feature 2 (scaled)\")\n",
        "plt.grid(True)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "9jwqtnGujU7N",
        "outputId": "9463fb1d-1471-43ce-c189-08cf4541de2d"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "PJPMUGdyjWl8"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}