1466 lines
540 KiB
Text
1466 lines
540 KiB
Text
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "6a53b426-a1c5-485b-807c-02c3bddb5a85",
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import pandas as pd"
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]
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},
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{
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"cell_type": "markdown",
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"id": "a5fd2a1b-ac9e-474a-a04b-d583a48d3b3f",
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"metadata": {},
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"source": [
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"# Dzień 4"
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]
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},
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{
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"cell_type": "markdown",
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"id": "5cdb50f3-a713-4f9d-b58d-5169529cc736",
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"metadata": {},
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"source": [
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"## Najpopularniejsze modele uczenia maszynowego\n",
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"### Regresja liniowa\n",
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" - model przewiduje wartość liczbową na podstawie wartości wejściowych\n",
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"### Regresja logistyczna\n",
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" - mimo nazwy, służy głownie do klasyfikacji binarnej - prawdopodobieństwo przynależności do grupy\n",
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" - np. w jakim stopniu prawdopodobieństwa dane objawy pasują do choroby, albo dane finansowe pasują do grupy \"dostanie kredyt\"\n",
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" - \n",
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"## Drzewa decyzyjne i last losowe\n",
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"### Drzewo decyzyjne\n",
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" - struktura przypominająca drzewo, gdzie każdy węzeł to pytanie o dane a gaęzie to odpowiedzi na to pytanie\n",
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"### Las losowy\n",
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" - grupa wielu drzew decyzyjnych, gdzie każde drzewo jest uczone na losowym podzbiorze cech\n",
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" - końcowa decyzja jest wynikiem głosowania drzew, co poprawia dokładność\n",
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"### Gradient boosting\n",
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" - technika polegająca na tym, że bierzemy słabe modele (zwykle drzewa) i łączymy z innymi modelami, które koncentrują się na poprawie błędów poprzenich modeli\n",
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"\n",
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"## Wzmacnianie \n",
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" - środowisko - przestreń, w której agent działa\n",
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" - agent - autonomiczny program, który podejmuje decyzje na podstawie środowiska\n",
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" - nagroda - sygnał informujący agenta o jakości akcji\n",
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" - akcja - działanie podjęte przez agenta, które wpływa na środowisko\n",
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"Przykład: Środowisko to plansza, duchy, owoce i tabletki, nagroda to owoce, agent to PacMan, akcja to poruszanie się.\n",
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"\n",
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"## Support Vector Machines - SVM \n",
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" - potężne narzędzie do klasyfikacji\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "1edbb5f7-577a-4460-886e-482464157465",
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"metadata": {},
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"outputs": [],
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"source": [
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"from matplotlib.colors import ListedColormap\n",
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"import matplotlib.pyplot as plt\n",
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"\n",
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"# To check recent matplotlib compatibility\n",
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"import matplotlib\n",
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"from distutils.version import LooseVersion\n",
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"\n",
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"\n",
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"def plot_decision_regions(X, y, classifier, test_idx=None, resolution=0.02):\n",
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"\n",
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" # setup marker generator and color map\n",
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" markers = ('o', 's', '^', 'v', '<')\n",
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" colors = ('red', 'blue', 'lightgreen', 'gray', 'cyan')\n",
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" cmap = ListedColormap(colors[:len(np.unique(y))])\n",
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"\n",
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" # plot the decision surface\n",
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" x1_min, x1_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
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" x2_min, x2_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
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" xx1, xx2 = np.meshgrid(np.arange(x1_min, x1_max, resolution),\n",
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" np.arange(x2_min, x2_max, resolution))\n",
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" lab = classifier.predict(np.array([xx1.ravel(), xx2.ravel()]).T)\n",
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" lab = lab.reshape(xx1.shape)\n",
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" plt.contourf(xx1, xx2, lab, alpha=0.3, cmap=cmap)\n",
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" plt.xlim(xx1.min(), xx1.max())\n",
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" plt.ylim(xx2.min(), xx2.max())\n",
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"\n",
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" # plot class examples\n",
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" for idx, cl in enumerate(np.unique(y)):\n",
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" plt.scatter(x=X[y == cl, 0],\n",
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" y=X[y == cl, 1],\n",
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" alpha=0.8,\n",
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" c=colors[idx],\n",
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" marker=markers[idx],\n",
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" label=f'Class {cl}',\n",
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" edgecolor='black')\n",
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" # highlight test examples\n",
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" if test_idx:\n",
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" # plot all examples\n",
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" X_test, y_test = X[test_idx, :], y[test_idx]\n",
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"\n",
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" plt.scatter(X_test[:, 0],\n",
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" X_test[:, 1],\n",
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" c='none',\n",
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" edgecolor='black',\n",
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" alpha=1.0,\n",
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" linewidth=1,\n",
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" marker='o',\n",
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" s=100,\n",
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" label='Test set')"
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]
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},
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{
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"cell_type": "markdown",
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"id": "1169616f-5bcf-458b-a5a2-12d642840167",
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"metadata": {},
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"source": [
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"## Import danych Irys"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"id": "5987fc03-1a75-45bb-b154-7fb1d8c5c1e9",
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"metadata": {},
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"outputs": [],
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"source": [
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"from sklearn import datasets\n",
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"iris = datasets.load_iris()\n",
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"X = iris.data[:, [2, 3]]\n",
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"y = iris.target"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "0de01538-5c3f-4110-bb9d-ecdbb7f0af1b",
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"metadata": {},
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"outputs": [],
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"source": [
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"from sklearn.model_selection import train_test_split\n",
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"\n",
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"X_train, X_test, y_train, y_test = train_test_split(X,y,test_size=0.3, random_state=4, stratify=y)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 17,
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"id": "00d65b25-a305-4409-8daf-8bd4e3cd8005",
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"metadata": {},
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"outputs": [],
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"source": [
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"from sklearn.preprocessing import StandardScaler\n",
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"\n",
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"sc = StandardScaler()\n",
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"sc.fit(X_train)\n",
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"X_train_std = sc.transform(X_train)\n",
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"X_test_std = sc.transform(X_test)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "a1dea55c-bafc-4362-b751-b90d3c8549e9",
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"metadata": {},
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"source": [
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"## Perceptron"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 18,
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"id": "5cecc1db-c8b7-4153-897e-9a4a216e936e",
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"metadata": {
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"scrolled": true
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"-- Epoch 1\n",
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"Norm: 0.18, NNZs: 2, Bias: -0.100000, T: 105, Avg. loss: 0.001261\n",
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"Total training time: 0.00 seconds.\n",
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"-- Epoch 2\n",
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"Norm: 0.18, NNZs: 2, Bias: -0.100000, T: 210, Avg. loss: 0.000000\n",
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"Total training time: 0.00 seconds.\n",
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"-- Epoch 3\n",
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"Norm: 0.18, NNZs: 2, Bias: -0.100000, T: 315, Avg. loss: 0.000000\n",
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"Total training time: 0.00 seconds.\n",
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"-- Epoch 4\n",
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"Norm: 0.18, NNZs: 2, Bias: -0.100000, T: 420, Avg. loss: 0.000000\n",
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"Total training time: 0.00 seconds.\n",
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"-- Epoch 5\n",
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"Norm: 0.18, NNZs: 2, Bias: -0.100000, T: 525, Avg. loss: 0.000000\n",
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"Total training time: 0.00 seconds.\n",
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"-- Epoch 6\n",
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"Norm: 0.18, NNZs: 2, Bias: -0.100000, T: 630, Avg. loss: 0.000000\n",
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"Total training time: 0.00 seconds.\n",
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"-- Epoch 7\n",
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"Norm: 0.18, NNZs: 2, Bias: -0.100000, T: 735, Avg. loss: 0.000000\n",
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"Total training time: 0.00 seconds.\n",
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"Convergence after 7 epochs took 0.00 seconds\n",
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"-- Epoch 1\n",
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"Norm: 0.28, NNZs: 2, Bias: -0.100000, T: 105, Avg. loss: 0.054884\n",
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"Total training time: 0.00 seconds.\n",
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"-- Epoch 2\n",
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"Norm: 0.28, NNZs: 2, Bias: -0.000000, T: 210, Avg. loss: 0.050780\n",
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"Total training time: 0.00 seconds.\n",
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"-- Epoch 3\n",
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"Norm: 0.26, NNZs: 2, Bias: -0.000000, T: 315, Avg. loss: 0.051955\n",
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"Total training time: 0.00 seconds.\n",
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"-- Epoch 4\n",
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"Norm: 0.35, NNZs: 2, Bias: -0.000000, T: 420, Avg. loss: 0.051103\n",
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"Total training time: 0.00 seconds.\n",
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"-- Epoch 5\n",
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"Norm: 0.38, NNZs: 2, Bias: 0.100000, T: 525, Avg. loss: 0.046239\n",
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"Total training time: 0.00 seconds.\n",
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"-- Epoch 6\n",
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"Norm: 0.46, NNZs: 2, Bias: -0.000000, T: 630, Avg. loss: 0.054860\n",
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"Total training time: 0.00 seconds.\n",
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"-- Epoch 7\n",
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"Norm: 0.47, NNZs: 2, Bias: -0.100000, T: 735, Avg. loss: 0.058374\n",
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"Total training time: 0.00 seconds.\n",
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"-- Epoch 8\n",
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"Norm: 0.57, NNZs: 2, Bias: -0.100000, T: 840, Avg. loss: 0.054651\n",
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"Total training time: 0.01 seconds.\n",
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"-- Epoch 9\n",
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"Norm: 0.41, NNZs: 2, Bias: -0.200000, T: 945, Avg. loss: 0.054692\n",
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"Total training time: 0.01 seconds.\n",
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"-- Epoch 10\n",
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"Norm: 0.45, NNZs: 2, Bias: -0.100000, T: 1050, Avg. loss: 0.047006\n",
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"Total training time: 0.01 seconds.\n",
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"Convergence after 10 epochs took 0.01 seconds\n",
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"-- Epoch 1\n",
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"Norm: 0.29, NNZs: 2, Bias: -0.200000, T: 105, Avg. loss: 0.006627\n",
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"Total training time: 0.00 seconds.\n",
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"-- Epoch 2\n",
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"Norm: 0.42, NNZs: 2, Bias: -0.200000, T: 210, Avg. loss: 0.002795\n",
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"Total training time: 0.00 seconds.\n",
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"-- Epoch 3\n",
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"Norm: 0.45, NNZs: 2, Bias: -0.300000, T: 315, Avg. loss: 0.002319\n",
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"Total training time: 0.00 seconds.\n",
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"-- Epoch 4\n",
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"Norm: 0.46, NNZs: 2, Bias: -0.300000, T: 420, Avg. loss: 0.002920\n",
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"Total training time: 0.00 seconds.\n",
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"-- Epoch 5\n",
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"Norm: 0.47, NNZs: 2, Bias: -0.300000, T: 525, Avg. loss: 0.004747\n",
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"Total training time: 0.00 seconds.\n",
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"-- Epoch 6\n",
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"Norm: 0.55, NNZs: 2, Bias: -0.300000, T: 630, Avg. loss: 0.000482\n",
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"Total training time: 0.00 seconds.\n",
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"-- Epoch 7\n",
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"Norm: 0.53, NNZs: 2, Bias: -0.400000, T: 735, Avg. loss: 0.002328\n",
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"Total training time: 0.00 seconds.\n",
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"-- Epoch 8\n",
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"Norm: 0.56, NNZs: 2, Bias: -0.400000, T: 840, Avg. loss: 0.002328\n",
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"Total training time: 0.00 seconds.\n",
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"-- Epoch 9\n",
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"Norm: 0.57, NNZs: 2, Bias: -0.400000, T: 945, Avg. loss: 0.002868\n",
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"Total training time: 0.00 seconds.\n",
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"-- Epoch 10\n",
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"Norm: 0.58, NNZs: 2, Bias: -0.400000, T: 1050, Avg. loss: 0.005004\n",
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"Total training time: 0.00 seconds.\n",
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"-- Epoch 11\n",
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"Norm: 0.49, NNZs: 2, Bias: -0.500000, T: 1155, Avg. loss: 0.004755\n",
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"Total training time: 0.00 seconds.\n",
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"Convergence after 11 epochs took 0.01 seconds\n",
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"Scoring: 0.87\n"
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]
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}
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],
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"source": [
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"print('Scoring: %.2f' % ppn.score(X_test_std, y_test))\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 19,
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"id": "129fcd15-b8c9-4455-9f25-d164ab5cf81c",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<matplotlib.legend.Legend at 0x7d03e4f03cb0>"
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]
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},
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"execution_count": 19,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"X_combined_std = np.vstack((X_train_std, X_test_std))\n",
|
|
"y_combined = np.hstack((y_train, y_test))\n",
|
|
"plot_decision_regions(X=X_combined_std,y=y_combined,\n",
|
|
" classifier=ppn,\n",
|
|
" test_idx=range(105,150))\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "2b636369-1054-49d1-99fd-d76ff3d32e58",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Logistic Regression"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"id": "38b15a6d-67e1-4d45-8dbe-97514e0c490e",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Scoring: 0.96\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.linear_model import LogisticRegression\n",
|
|
"\n",
|
|
"lr = LogisticRegression(random_state=1)\n",
|
|
"lr.fit(X_train_std, y_train)\n",
|
|
"print('Scoring: %.2f' % lr.score(X_test_std, y_test))\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "f0c72b7a-b92b-4678-8bdb-3b6ca4c201ad",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7d03e4aefb10>"
|
|
]
|
|
},
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"X_combined_std = np.vstack((X_train_std, X_test_std))\n",
|
|
"y_combined = np.hstack((y_train, y_test))\n",
|
|
"plot_decision_regions(X=X_combined_std,y=y_combined,\n",
|
|
" classifier=lr,\n",
|
|
" test_idx=range(105,150))\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "e6740e8d-87c5-46a0-bb0f-66764c9e6caf",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Maszyna wektorów nośnych - SVC"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "9e6a3ac4-b047-4ce5-ac19-abbe3817e2f1",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Scoring: 0.98\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.svm import SVC\n",
|
|
"# svm = SVC(kernel='linear', random_state=1, C=1000000.0)\n",
|
|
"# svm = SVC(kernel='poly', degree=3, random_state=1, C=1000000.0)\n",
|
|
"svm = SVC(kernel='rbf', gamma=2, random_state=1, C=50.0)\n",
|
|
"svm.fit(X_train_std, y_train)\n",
|
|
"print('Scoring: %.2f' % svm.score(X_test_std, y_test))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"id": "63579d74-52bf-41ad-b6eb-9b8bf74099d1",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"SVM - Bias: [-0.21518701 -0.3724333 -0.97234964]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(\"SVM - Bias:\", svm.intercept_)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "0486e529-a450-4ce8-964a-925660449fc2",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7d03e29e2c10>"
|
|
]
|
|
},
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Plot the decision regions with SVC\n",
|
|
"plot_decision_regions(X=X_combined_std, y=y_combined,\n",
|
|
" classifier=svm,\n",
|
|
" test_idx=range(105, 150))\n",
|
|
"plt.title(\"Support Vector Machine\")\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "1981b740-80e0-42c5-8375-bfbbf9705a79",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Logistic Regression - Classification Report:\n",
|
|
" precision recall f1-score support\n",
|
|
"\n",
|
|
" 0 1.00 1.00 1.00 15\n",
|
|
" 1 0.93 0.93 0.93 15\n",
|
|
" 2 0.93 0.93 0.93 15\n",
|
|
"\n",
|
|
" accuracy 0.96 45\n",
|
|
" macro avg 0.96 0.96 0.96 45\n",
|
|
"weighted avg 0.96 0.96 0.96 45\n",
|
|
"\n",
|
|
"SVM - Classification Report:\n",
|
|
" precision recall f1-score support\n",
|
|
"\n",
|
|
" 0 1.00 1.00 1.00 15\n",
|
|
" 1 0.94 1.00 0.97 15\n",
|
|
" 2 1.00 0.93 0.97 15\n",
|
|
"\n",
|
|
" accuracy 0.98 45\n",
|
|
" macro avg 0.98 0.98 0.98 45\n",
|
|
"weighted avg 0.98 0.98 0.98 45\n",
|
|
"\n",
|
|
"K-Means - Classification Report:\n"
|
|
]
|
|
},
|
|
{
|
|
"ename": "NameError",
|
|
"evalue": "name 'kmeans' is not defined",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
|
|
"\u001b[31mNameError\u001b[39m Traceback (most recent call last)",
|
|
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[12]\u001b[39m\u001b[32m, line 13\u001b[39m\n\u001b[32m 11\u001b[39m \u001b[38;5;66;03m# Print the classification report for the K-Means model\u001b[39;00m\n\u001b[32m 12\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[33m\"\u001b[39m\u001b[33mK-Means - Classification Report:\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m---> \u001b[39m\u001b[32m13\u001b[39m \u001b[38;5;28mprint\u001b[39m(classification_report(y_test, \u001b[43mkmeans\u001b[49m.predict(X_test_std)))\n",
|
|
"\u001b[31mNameError\u001b[39m: name 'kmeans' is not defined"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.metrics import classification_report\n",
|
|
"\n",
|
|
"# Print the classification report for the Logistic Regression model\n",
|
|
"print(\"Logistic Regression - Classification Report:\")\n",
|
|
"print(classification_report(y_test, lr.predict(X_test_std)))\n",
|
|
"\n",
|
|
"# Print the classification report for the SVM model\n",
|
|
"print(\"SVM - Classification Report:\")\n",
|
|
"print(classification_report(y_test, svm.predict(X_test_std)))\n",
|
|
"\n",
|
|
"# Print the classification report for the K-Means model\n",
|
|
"print(\"K-Means - Classification Report:\")\n",
|
|
"print(classification_report(y_test, kmeans.predict(X_test_std)))\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"id": "45dbacb1-08ba-4e54-94ff-f2347b339a96",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Accuracy: 0.96\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.tree import DecisionTreeClassifier\n",
|
|
"from sklearn.metrics import accuracy_score\n",
|
|
"tree_model = DecisionTreeClassifier(criterion=\"entropy\", max_depth=4, random_state=1)\n",
|
|
"tree_model.fit(X_train, y_train)\n",
|
|
"y_pred = tree_model.predict(X_test)\n",
|
|
"print(f'Accuracy: {accuracy_score(y_test, y_pred):.2f}')\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 32,
|
|
"id": "270cffdb-b14d-4517-ad2d-f85415baeb40",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7d03e25aca50>"
|
|
]
|
|
},
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"X_combined = np.vstack((X_train, X_test))\n",
|
|
"X_combined_std = np.vstack((X_train_std, X_test_std))\n",
|
|
"y_combined = np.hstack((y_train, y_test))\n",
|
|
"plot_decision_regions(X=X_combined, y=y_combined,\n",
|
|
" classifier=tree_model,\n",
|
|
" test_idx=range(105, 150))\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"id": "55ff8530-3d52-4234-80da-3901478319ec",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)', 'petal width (cm)']\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"[Text(0.4, 0.9, 'x[1] <= 0.8\\nentropy = 1.585\\nsamples = 105\\nvalue = [35, 35, 35]'),\n",
|
|
" Text(0.3, 0.7, 'entropy = 0.0\\nsamples = 35\\nvalue = [35, 0, 0]'),\n",
|
|
" Text(0.35, 0.8, 'True '),\n",
|
|
" Text(0.5, 0.7, 'x[1] <= 1.65\\nentropy = 1.0\\nsamples = 70\\nvalue = [0, 35, 35]'),\n",
|
|
" Text(0.45, 0.8, ' False'),\n",
|
|
" Text(0.2, 0.5, 'x[0] <= 4.95\\nentropy = 0.406\\nsamples = 37\\nvalue = [0, 34, 3]'),\n",
|
|
" Text(0.1, 0.3, 'entropy = 0.0\\nsamples = 33\\nvalue = [0, 33, 0]'),\n",
|
|
" Text(0.3, 0.3, 'x[1] <= 1.55\\nentropy = 0.811\\nsamples = 4\\nvalue = [0, 1, 3]'),\n",
|
|
" Text(0.2, 0.1, 'entropy = 0.0\\nsamples = 2\\nvalue = [0, 0, 2]'),\n",
|
|
" Text(0.4, 0.1, 'entropy = 1.0\\nsamples = 2\\nvalue = [0, 1, 1]'),\n",
|
|
" Text(0.8, 0.5, 'x[0] <= 4.85\\nentropy = 0.196\\nsamples = 33\\nvalue = [0, 1, 32]'),\n",
|
|
" Text(0.7, 0.3, 'x[0] <= 4.65\\nentropy = 0.918\\nsamples = 3\\nvalue = [0, 1, 2]'),\n",
|
|
" Text(0.6, 0.1, 'entropy = 0.0\\nsamples = 1\\nvalue = [0, 0, 1]'),\n",
|
|
" Text(0.8, 0.1, 'entropy = 1.0\\nsamples = 2\\nvalue = [0, 1, 1]'),\n",
|
|
" Text(0.9, 0.3, 'entropy = 0.0\\nsamples = 30\\nvalue = [0, 0, 30]')]"
|
|
]
|
|
},
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn import tree\n",
|
|
"names = print(iris.feature_names)\n",
|
|
"tree.plot_tree(tree_model, feature_names=names,filled=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "858216bf-d561-476b-85ad-f197eea0c6b7",
|
|
"metadata": {},
|
|
"source": [
|
|
"## las losowy"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"id": "b4c0a6d3-19f1-4f6a-a988-e9add27c5619",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Scoring: 0.98\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.ensemble import RandomForestClassifier\n",
|
|
"\n",
|
|
"rfc = RandomForestClassifier(n_estimators=25, random_state=1, n_jobs=3)\n",
|
|
"rfc.fit(X_train, y_train)\n",
|
|
"print('Scoring: %.2f' % rfc.score(X_test, y_test))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"id": "15c30272-131c-4c2d-8028-af30b557827f",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x70cc2fa79e50>"
|
|
]
|
|
},
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"X_combined = np.vstack((X_train, X_test))\n",
|
|
"y_combined = np.hstack((y_train, y_test))\n",
|
|
"plot_decision_regions(X=X_combined, y=y_combined,\n",
|
|
" classifier=rfc,\n",
|
|
" test_idx=range(105, 150))\n",
|
|
"plt.title(\"Random Forest Classifier\")\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"id": "5a9cde25-eb8c-4a2e-9b43-1844b6ef429b",
|
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"metadata": {},
|
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"outputs": [
|
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{
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"data": {
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"text/plain": [
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"[Text(0.4, 0.9, 'x[1] <= 0.8\\ngini = 0.661\\nsamples = 64\\nvalue = [36.0, 29.0, 40.0]'),\n",
|
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" Text(0.2, 0.7, 'gini = 0.0\\nsamples = 20\\nvalue = [36, 0, 0]'),\n",
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" Text(0.30000000000000004, 0.8, 'True '),\n",
|
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" Text(0.6, 0.7, 'x[1] <= 1.6\\ngini = 0.487\\nsamples = 44\\nvalue = [0, 29, 40]'),\n",
|
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" Text(0.5, 0.8, ' False'),\n",
|
|
" Text(0.4, 0.5, 'x[1] <= 1.35\\ngini = 0.121\\nsamples = 21\\nvalue = [0, 29, 2]'),\n",
|
|
" Text(0.2, 0.3, 'gini = 0.0\\nsamples = 14\\nvalue = [0, 21, 0]'),\n",
|
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" Text(0.6, 0.3, 'x[0] <= 4.95\\ngini = 0.32\\nsamples = 7\\nvalue = [0, 8, 2]'),\n",
|
|
" Text(0.4, 0.1, 'gini = 0.0\\nsamples = 5\\nvalue = [0, 8, 0]'),\n",
|
|
" Text(0.8, 0.1, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 2]'),\n",
|
|
" Text(0.8, 0.5, 'gini = 0.0\\nsamples = 23\\nvalue = [0, 0, 38]')]"
|
|
]
|
|
},
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"tree.plot_tree(rfc.estimators_[0], feature_names=names,filled=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "2b71cd90-c2a9-45eb-8976-915e11e4df8e",
|
|
"metadata": {},
|
|
"source": [
|
|
"## K-Means"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"id": "e0b2c126-95bc-4b25-8e60-77951a381f8d",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Scoring: -5.53\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.cluster import KMeans\n",
|
|
"kmeans = KMeans(n_clusters=3, random_state=1)\n",
|
|
"kmeans.fit(X_train_std)\n",
|
|
"print('Scoring: %.2f' % kmeans.score(X_test_std, y_test))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"id": "20c0c3e9-71fd-42ea-9077-2a4e3f363b2b",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x70cc2e227250>"
|
|
]
|
|
},
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Plot the decision regions with KMeans\n",
|
|
"plot_decision_regions(X=X_combined_std, y=y_combined,\n",
|
|
" classifier=kmeans,\n",
|
|
" test_idx=range(105, 150))\n",
|
|
"plt.title(\"K-Means Clustering\")\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "6d11ae63-0604-4297-8c1d-fe58b32e11a5",
|
|
"metadata": {},
|
|
"source": [
|
|
"## KNN"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 34,
|
|
"id": "d623920b-103a-4f7f-8a04-6ca5c89ad5bd",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Accuracy: 0.96\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.neighbors import KNeighborsClassifier\n",
|
|
"knn = KNeighborsClassifier(n_neighbors=5, p=2)\n",
|
|
"knn.fit(X_train_std, y_train)\n",
|
|
"\n",
|
|
"# Make predictions on the test data\n",
|
|
"y_pred = knn.predict(X_test_std)\n",
|
|
"print(f'Accuracy: {accuracy_score(y_test, y_pred):.2f}')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 35,
|
|
"id": "b3177642-a4d1-4547-a747-9b28345800c1",
|
|
"metadata": {
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7d03e2356850>"
|
|
]
|
|
},
|
|
"execution_count": 35,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
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}
|
|
],
|
|
"source": [
|
|
"# Plot the decision regions with KNN\n",
|
|
"X_combined_std = np.vstack((X_train_std, X_test_std))\n",
|
|
"y_combined = np.hstack((y_train, y_test))\n",
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"\n",
|
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"plot_decision_regions(X=X_combined_std, y=y_combined,\n",
|
|
" classifier=knn,\n",
|
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" test_idx=range(105, 150))\n",
|
|
"plt.title(\"K-Nearest Neighbors (KNN)\")\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "a521408a-7441-42b6-a91f-4d36fc1c72bf",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "4035ea37-1ea9-4fc7-9a5e-936d666cd576",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Budowanie datasetów z własnych danych"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"id": "ab18d90f-803d-4bed-9bf9-0b407a29ed80",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
" 0 1 2 3\n",
|
|
"0 red M 18.5 class1\n",
|
|
"1 blue L 21.0 class2\n",
|
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"2 green XL 22.1 class2\n",
|
|
"3 yellow S 16.2 class1\n",
|
|
"4 purple XL 24.0 class3\n",
|
|
"5 red M 18.5 class1\n",
|
|
"6 blue L 21.0 class2\n",
|
|
"7 green XL 22.1 class2\n",
|
|
"8 yellow S 16.2 class1\n",
|
|
"9 purple XL 24.0 class3\n",
|
|
"10 red M 18.5 class1\n",
|
|
"11 blue L 21.0 class2\n",
|
|
"12 green XL 22.1 class2\n",
|
|
"13 yellow S 16.2 class1\n",
|
|
"14 purple XL 24.0 class3\n",
|
|
"15 red M 18.5 class1\n",
|
|
"16 blue L 21.0 class2\n",
|
|
"17 green XL 22.1 class2\n",
|
|
"18 yellow S 16.2 class1\n",
|
|
"19 purple XL 24.0 class3\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"\n",
|
|
"# Create a new DataFrame with more data\n",
|
|
"df = pd.DataFrame(\n",
|
|
" [\n",
|
|
" ['red', 'M', 18.5, 'class1'],\n",
|
|
" ['blue', 'L', 21.0, 'class2'],\n",
|
|
" ['green', 'XL', 22.1, 'class2'],\n",
|
|
" ['yellow', 'S', 16.2, 'class1'],\n",
|
|
" ['purple', 'XL', 24.0, 'class3'],\n",
|
|
" ['red', 'M', 18.5, 'class1'],\n",
|
|
" ['blue', 'L', 21.0, 'class2'],\n",
|
|
" ['green', 'XL', 22.1, 'class2'],\n",
|
|
" ['yellow', 'S', 16.2, 'class1'],\n",
|
|
" ['purple', 'XL', 24.0, 'class3'],\n",
|
|
" ['red', 'M', 18.5, 'class1'],\n",
|
|
" ['blue', 'L', 21.0, 'class2'],\n",
|
|
" ['green', 'XL', 22.1, 'class2'],\n",
|
|
" ['yellow', 'S', 16.2, 'class1'],\n",
|
|
" ['purple', 'XL', 24.0, 'class3'],\n",
|
|
" ['red', 'M', 18.5, 'class1'],\n",
|
|
" ['blue', 'L', 21.0, 'class2'],\n",
|
|
" ['green', 'XL', 22.1, 'class2'],\n",
|
|
" ['yellow', 'S', 16.2, 'class1'],\n",
|
|
" ['purple', 'XL', 24.0, 'class3']\n",
|
|
" ]\n",
|
|
")\n",
|
|
"\n",
|
|
"print(df)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"id": "bdd9a5f0-225e-467a-b076-2d710cc8a802",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
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"<div>\n",
|
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"<style scoped>\n",
|
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" .dataframe tbody tr th:only-of-type {\n",
|
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" vertical-align: middle;\n",
|
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" }\n",
|
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"\n",
|
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" .dataframe tbody tr th {\n",
|
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" vertical-align: top;\n",
|
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" }\n",
|
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"\n",
|
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" .dataframe thead th {\n",
|
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" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>2</th>\n",
|
|
" <th>0_blue</th>\n",
|
|
" <th>0_green</th>\n",
|
|
" <th>0_purple</th>\n",
|
|
" <th>0_red</th>\n",
|
|
" <th>0_yellow</th>\n",
|
|
" <th>1_L</th>\n",
|
|
" <th>1_M</th>\n",
|
|
" <th>1_S</th>\n",
|
|
" <th>1_XL</th>\n",
|
|
" <th>3_class1</th>\n",
|
|
" <th>3_class2</th>\n",
|
|
" <th>3_class3</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>18.5</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>21.0</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>22.1</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>16.2</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>24.0</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>5</th>\n",
|
|
" <td>18.5</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>6</th>\n",
|
|
" <td>21.0</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>7</th>\n",
|
|
" <td>22.1</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>8</th>\n",
|
|
" <td>16.2</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>9</th>\n",
|
|
" <td>24.0</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>10</th>\n",
|
|
" <td>18.5</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>11</th>\n",
|
|
" <td>21.0</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>12</th>\n",
|
|
" <td>22.1</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>13</th>\n",
|
|
" <td>16.2</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>14</th>\n",
|
|
" <td>24.0</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>15</th>\n",
|
|
" <td>18.5</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>16</th>\n",
|
|
" <td>21.0</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>17</th>\n",
|
|
" <td>22.1</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>18</th>\n",
|
|
" <td>16.2</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>19</th>\n",
|
|
" <td>24.0</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>True</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" 2 0_blue 0_green 0_purple 0_red 0_yellow 1_L 1_M 1_S \\\n",
|
|
"0 18.5 False False False True False False True False \n",
|
|
"1 21.0 True False False False False True False False \n",
|
|
"2 22.1 False True False False False False False False \n",
|
|
"3 16.2 False False False False True False False True \n",
|
|
"4 24.0 False False True False False False False False \n",
|
|
"5 18.5 False False False True False False True False \n",
|
|
"6 21.0 True False False False False True False False \n",
|
|
"7 22.1 False True False False False False False False \n",
|
|
"8 16.2 False False False False True False False True \n",
|
|
"9 24.0 False False True False False False False False \n",
|
|
"10 18.5 False False False True False False True False \n",
|
|
"11 21.0 True False False False False True False False \n",
|
|
"12 22.1 False True False False False False False False \n",
|
|
"13 16.2 False False False False True False False True \n",
|
|
"14 24.0 False False True False False False False False \n",
|
|
"15 18.5 False False False True False False True False \n",
|
|
"16 21.0 True False False False False True False False \n",
|
|
"17 22.1 False True False False False False False False \n",
|
|
"18 16.2 False False False False True False False True \n",
|
|
"19 24.0 False False True False False False False False \n",
|
|
"\n",
|
|
" 1_XL 3_class1 3_class2 3_class3 \n",
|
|
"0 False True False False \n",
|
|
"1 False False True False \n",
|
|
"2 True False True False \n",
|
|
"3 False True False False \n",
|
|
"4 True False False True \n",
|
|
"5 False True False False \n",
|
|
"6 False False True False \n",
|
|
"7 True False True False \n",
|
|
"8 False True False False \n",
|
|
"9 True False False True \n",
|
|
"10 False True False False \n",
|
|
"11 False False True False \n",
|
|
"12 True False True False \n",
|
|
"13 False True False False \n",
|
|
"14 True False False True \n",
|
|
"15 False True False False \n",
|
|
"16 False False True False \n",
|
|
"17 True False True False \n",
|
|
"18 False True False False \n",
|
|
"19 True False False True "
|
|
]
|
|
},
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"pd.get_dummies(df[[0,1,2,3]])\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"id": "0ed772b7-34f5-4f6f-915c-c6f8c3ee739b",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
" 0 1 2 3\n",
|
|
"0 3 NaN 18.5 0\n",
|
|
"1 0 NaN 21.0 1\n",
|
|
"2 1 NaN 22.1 1\n",
|
|
"3 4 NaN 16.2 0\n",
|
|
"4 2 NaN 24.0 2\n",
|
|
"5 3 NaN 18.5 0\n",
|
|
"6 0 NaN 21.0 1\n",
|
|
"7 1 NaN 22.1 1\n",
|
|
"8 4 NaN 16.2 0\n",
|
|
"9 2 NaN 24.0 2\n",
|
|
"10 3 NaN 18.5 0\n",
|
|
"11 0 NaN 21.0 1\n",
|
|
"12 1 NaN 22.1 1\n",
|
|
"13 4 NaN 16.2 0\n",
|
|
"14 2 NaN 24.0 2\n",
|
|
"15 3 NaN 18.5 0\n",
|
|
"16 0 NaN 21.0 1\n",
|
|
"17 1 NaN 22.1 1\n",
|
|
"18 4 NaN 16.2 0\n",
|
|
"19 2 NaN 24.0 2\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.preprocessing import LabelEncoder\n",
|
|
"\n",
|
|
"size_mapping = {'XS':0, 'S':1, 'M':2, 'L':3, 'XL':4}\n",
|
|
"df[1] = df[1].map(size_mapping)\n",
|
|
"\n",
|
|
"label_encoder = LabelEncoder()\n",
|
|
"df[3] = label_encoder.fit_transform(df[3])\n",
|
|
"df[0] = label_encoder.fit_transform(df[0])\n",
|
|
"\n",
|
|
"print(df)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "eae17956-14a7-4f6c-a43a-d06e88250b9c",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.12.10"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|