{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyObTH1C+Jjoarvhr60w0lcs"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","source":["from sklearn.datasets import load_iris\n","from sklearn.model_selection import train_test_split\n","from sklearn.neighbors import KNeighborsClassifier\n","import matplotlib.pyplot as plt"],"metadata":{"id":"DFDVbu1p_bmF","executionInfo":{"status":"ok","timestamp":1701327138982,"user_tz":-420,"elapsed":1372,"user":{"displayName":"152020017 ARYO PRITANTO","userId":"08651730152074962745"}}},"execution_count":1,"outputs":[]},{"cell_type":"code","source":["# Load the iris dataset\n","iris = load_iris()\n","X = iris.data\n","y = iris.target"],"metadata":{"id":"BxVA-XQ0_oMS","executionInfo":{"status":"ok","timestamp":1701327139597,"user_tz":-420,"elapsed":618,"user":{"displayName":"152020017 ARYO PRITANTO","userId":"08651730152074962745"}}},"execution_count":2,"outputs":[]},{"cell_type":"code","execution_count":3,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":524},"id":"2GBvnt3s_Qob","executionInfo":{"status":"ok","timestamp":1701327140241,"user_tz":-420,"elapsed":649,"user":{"displayName":"152020017 ARYO PRITANTO","userId":"08651730152074962745"}},"outputId":"7c31f507-5c3e-4576-d6d4-a5a06d85f5de"},"outputs":[{"output_type":"stream","name":"stdout","text":["Accuracy: 0.9833333333333333\n"]},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}],"source":["# Split the data into training and testing sets\n","X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.4, random_state=42)\n","\n","\n","# Create a KNN classifier with k=7\n","knn = KNeighborsClassifier(n_neighbors=7)\n","\n","\n","# Fit the classifier to the training data\n","knn.fit(X_train, y_train)\n","\n","\n","# Make predictions on the test data\n","y_pred = knn.predict(X_test)\n","\n","\n","# Evaluate the model\n","from sklearn.metrics import accuracy_score\n","accuracy = accuracy_score(y_test, y_pred)\n","print(\"Accuracy:\", accuracy)\n","\n","\n","# Plot data awal dengan warna yang sesuai\n","plt.figure(figsize=(12, 5))\n","plt.subplot(1, 3, 1)\n","plt.scatter(X[:, 0], X[:, 1], c=y, cmap='viridis')\n","plt.xlabel('Sepal Length (cm)')\n","plt.ylabel('Sepal Width (cm)')\n","plt.title('Data Awal')\n","\n","\n","# Plot data hasil latih dengan warna yang sesuai\n","plt.subplot(1, 3, 2)\n","plt.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap='viridis')\n","plt.xlabel('Sepal Length (cm)')\n","plt.ylabel('Sepal Width (cm)')\n","plt.title('Data Hasil Latih')\n","\n","\n","# Plot data yang diprediksi dengan warna yang sesuai\n","plt.subplot(1, 3, 3)\n","plt.scatter(X_test[:, 0], X_test[:, 1], c=y_pred, cmap='viridis')\n","plt.xlabel('Sepal Length (cm)')\n","plt.ylabel('Sepal Width (cm)')\n","plt.title('Hasil Prediksi')\n","\n","\n","plt.tight_layout()\n","plt.show()"]}]}