{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "QRL0lkko_nqm" }, "source": [ "---\n", "# Drzewa decyzyjne #\n", "---\n", "Autor: Anna Dawid\n", "Korekta: Rafał Masełek\n", "\n", "## 1. Pobranie i analiza danych uczących ##\n", "Będziemy dziś pracować na [zbiorze danych](http://archive.ics.uci.edu/ml/datasets/breast+cancer+wisconsin+%28diagnostic%29) uzyskanych z biopsji (aspiracyjnej cienkoigłowej) piersi. Zadaniem naszym jest wytrenowanie klasyfikatora, który po cechach wyników biopsji będzie klasyfikował guz jako łagodny lub złośliwy." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 1985, "status": "ok", "timestamp": 1611424057830, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "lCoIbcPgJ670", "outputId": "9423184f-8321-4043-90dc-fc081e8217e5" }, "outputs": [], "source": [ "from sklearn.datasets import load_breast_cancer\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "# Gdy znacie zestaw danych i chcecie od razu przejść do treningu, opcja 'return_X_y = True' jest dla Was!\n", "#X, y = load_breast_cancer(return_X_y=True)\n", "# Ale to nasz pierwszy raz z tym zestawem danych, więc sprawdźmy co jest w środku. \n", "\n", "cancer = load_breast_cancer()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "sklearn.utils.Bunch" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 1985, "status": "ok", "timestamp": 1611424057830, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "lCoIbcPgJ670", "outputId": "9423184f-8321-4043-90dc-fc081e8217e5" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ".. _breast_cancer_dataset:\n", "\n", "Breast cancer wisconsin (diagnostic) dataset\n", "--------------------------------------------\n", "\n", "**Data Set Characteristics:**\n", "\n", " :Number of Instances: 569\n", "\n", " :Number of Attributes: 30 numeric, predictive attributes and the class\n", "\n", " :Attribute Information:\n", " - radius (mean of distances from center to points on the perimeter)\n", " - texture (standard deviation of gray-scale values)\n", " - perimeter\n", " - area\n", " - smoothness (local variation in radius lengths)\n", " - compactness (perimeter^2 / area - 1.0)\n", " - concavity (severity of concave portions of the contour)\n", " - concave points (number of concave portions of the contour)\n", " - symmetry\n", " - fractal dimension (\"coastline approximation\" - 1)\n", "\n", " The mean, standard error, and \"worst\" or largest (mean of the three\n", " worst/largest values) of these features were computed for each image,\n", " resulting in 30 features. For instance, field 0 is Mean Radius, field\n", " 10 is Radius SE, field 20 is Worst Radius.\n", "\n", " - class:\n", " - WDBC-Malignant\n", " - WDBC-Benign\n", "\n", " :Summary Statistics:\n", "\n", " ===================================== ====== ======\n", " Min Max\n", " ===================================== ====== ======\n", " radius (mean): 6.981 28.11\n", " texture (mean): 9.71 39.28\n", " perimeter (mean): 43.79 188.5\n", " area (mean): 143.5 2501.0\n", " smoothness (mean): 0.053 0.163\n", " compactness (mean): 0.019 0.345\n", " concavity (mean): 0.0 0.427\n", " concave points (mean): 0.0 0.201\n", " symmetry (mean): 0.106 0.304\n", " fractal dimension (mean): 0.05 0.097\n", " radius (standard error): 0.112 2.873\n", " texture (standard error): 0.36 4.885\n", " perimeter (standard error): 0.757 21.98\n", " area (standard error): 6.802 542.2\n", " smoothness (standard error): 0.002 0.031\n", " compactness (standard error): 0.002 0.135\n", " concavity (standard error): 0.0 0.396\n", " concave points (standard error): 0.0 0.053\n", " symmetry (standard error): 0.008 0.079\n", " fractal dimension (standard error): 0.001 0.03\n", " radius (worst): 7.93 36.04\n", " texture (worst): 12.02 49.54\n", " perimeter (worst): 50.41 251.2\n", " area (worst): 185.2 4254.0\n", " smoothness (worst): 0.071 0.223\n", " compactness (worst): 0.027 1.058\n", " concavity (worst): 0.0 1.252\n", " concave points (worst): 0.0 0.291\n", " symmetry (worst): 0.156 0.664\n", " fractal dimension (worst): 0.055 0.208\n", " ===================================== ====== ======\n", "\n", " :Missing Attribute Values: None\n", "\n", " :Class Distribution: 212 - Malignant, 357 - Benign\n", "\n", " :Creator: Dr. William H. Wolberg, W. Nick Street, Olvi L. Mangasarian\n", "\n", " :Donor: Nick Street\n", "\n", " :Date: November, 1995\n", "\n", "This is a copy of UCI ML Breast Cancer Wisconsin (Diagnostic) datasets.\n", "https://goo.gl/U2Uwz2\n", "\n", "Features are computed from a digitized image of a fine needle\n", "aspirate (FNA) of a breast mass. They describe\n", "characteristics of the cell nuclei present in the image.\n", "\n", "Separating plane described above was obtained using\n", "Multisurface Method-Tree (MSM-T) [K. P. Bennett, \"Decision Tree\n", "Construction Via Linear Programming.\" Proceedings of the 4th\n", "Midwest Artificial Intelligence and Cognitive Science Society,\n", "pp. 97-101, 1992], a classification method which uses linear\n", "programming to construct a decision tree. Relevant features\n", "were selected using an exhaustive search in the space of 1-4\n", "features and 1-3 separating planes.\n", "\n", "The actual linear program used to obtain the separating plane\n", "in the 3-dimensional space is that described in:\n", "[K. P. Bennett and O. L. Mangasarian: \"Robust Linear\n", "Programming Discrimination of Two Linearly Inseparable Sets\",\n", "Optimization Methods and Software 1, 1992, 23-34].\n", "\n", "This database is also available through the UW CS ftp server:\n", "\n", "ftp ftp.cs.wisc.edu\n", "cd math-prog/cpo-dataset/machine-learn/WDBC/\n", "\n", ".. topic:: References\n", "\n", " - W.N. Street, W.H. Wolberg and O.L. Mangasarian. Nuclear feature extraction \n", " for breast tumor diagnosis. IS&T/SPIE 1993 International Symposium on \n", " Electronic Imaging: Science and Technology, volume 1905, pages 861-870,\n", " San Jose, CA, 1993.\n", " - O.L. Mangasarian, W.N. Street and W.H. Wolberg. Breast cancer diagnosis and \n", " prognosis via linear programming. Operations Research, 43(4), pages 570-577, \n", " July-August 1995.\n", " - W.H. Wolberg, W.N. Street, and O.L. Mangasarian. Machine learning techniques\n", " to diagnose breast cancer from fine-needle aspirates. Cancer Letters 77 (1994) \n", " 163-171.\n" ] } ], "source": [ "#Wykorzystajcie analizę danych zrobioną dla irysów w notebooku z naiwnym klasyfikatorem Bayesa.\n", "# Sprawdźcie opis zestawu danych\n", "print(cancer['DESCR'])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 1985, "status": "ok", "timestamp": 1611424057830, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "lCoIbcPgJ670", "outputId": "9423184f-8321-4043-90dc-fc081e8217e5" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['malignant' 'benign']\n", "['mean radius' 'mean texture' 'mean perimeter' 'mean area'\n", " 'mean smoothness' 'mean compactness' 'mean concavity'\n", " 'mean concave points' 'mean symmetry' 'mean fractal dimension'\n", " 'radius error' 'texture error' 'perimeter error' 'area error'\n", " 'smoothness error' 'compactness error' 'concavity error'\n", " 'concave points error' 'symmetry error' 'fractal dimension error'\n", " 'worst radius' 'worst texture' 'worst perimeter' 'worst area'\n", " 'worst smoothness' 'worst compactness' 'worst concavity'\n", " 'worst concave points' 'worst symmetry' 'worst fractal dimension']\n" ] } ], "source": [ "# wypiszcie nazwy klas\n", "print(cancer['target_names'])\n", "# wypiszcie nazwy cech (kolumn)\n", "print(cancer['feature_names'])" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 1985, "status": "ok", "timestamp": 1611424057830, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "lCoIbcPgJ670", "outputId": "9423184f-8321-4043-90dc-fc081e8217e5" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "malignant: 212\n", "benign: 357\n" ] } ], "source": [ "# Sprawdźcie ile jest przykładów z obu klas\n", "for ii in range(len(cancer['target_names'])):\n", " print('{}: {}'.format(cancer['target_names'][ii], np.sum(cancer['target'] == ii) ))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 1985, "status": "ok", "timestamp": 1611424057830, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "lCoIbcPgJ670", "outputId": "9423184f-8321-4043-90dc-fc081e8217e5" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Zróbcie violinploty dla wszystkich cech\n", "# Co o nich myślicie? Czy sprawią jakiś problem? Czy powinniśmy coś z nimi zrobić?\n", "\n", "\n", "# tworzymy obiekt typu figure\n", "plt.figure(figsize=(20,20))\n", "# iterujemy po cechach\n", "for f, f_name in enumerate(cancer['feature_names']):\n", " nf = len(cancer['feature_names'])\n", " # dodajemy podwykres\n", " plt.subplot(nf//5+1,5,f+1)\n", " # narysuj wykresy dla wszystkich klas\n", " # użyj parametru \"positions\", żeby właściwie umiejscowić klasy na osi OX\n", " for k in range(len(cancer['target_names'])):\n", " plt.violinplot(cancer.data[cancer.target == k, f], positions = (k,) )\n", " # dodajemy etykiety osi\n", " plt.ylabel(str(f) + ' ' + f_name)\n", " plt.xlabel('Klasy')\n", "# magiczna formułka rozkładająca wykresy w estetyczny sposób tak, żeby nie nachodziły na siebie\n", "plt.tight_layout()\n", "# pokazujemy wykres\n", "plt.show() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### obserwacje: \n", "1. Cechy mają bardzo różne skale wartości, niektóre są rzędu 1e-1, inne 1e3, ale to nie problem, bo używamy drzew.\n", "2. Rozkłady niektórych cech są podobne -> korelacja? " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 830 }, "executionInfo": { "elapsed": 1600, "status": "ok", "timestamp": 1611424139143, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "4V6PhzsbKIP4", "outputId": "73723d6d-8c15-4d7d-8055-5c2249443d32" }, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib import pyplot as plt\n", "import seaborn as sns\n", "import numpy as np\n", "# Zróbcie wykres korelacji między cechami (tym razem prawdziwej korelacji ;) nie jak w irysach!\n", "# X zawiera Wasze dane uczące\n", "X, y = load_breast_cancer(return_X_y=True)\n", "\n", "plt.figure()\n", "f, ax = plt.subplots(figsize=(14,14))\n", "# użyj np.corrcoef aby policzyc współczynniki reprezentujące korelację miedzy cechami\n", "# zwróc uwagę na parametr \"rowvar\"\n", "corr = np.corrcoef(X, rowvar=False)\n", "# użyj sns.heatmap aby graficznie przedstawić korelację\n", "# dla większej czytelności ustaw \"linewidths=.5\"\n", "corr_plot = sns.heatmap(corr, annot=False, linewidths=.5, fmt='.1f', ax=ax)\n", "\n", "# Czego się dowiedzieliście z tego wykresu? (niektóre cechy są mocno skorelowane)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 674, "status": "ok", "timestamp": 1611424146321, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "HoGUGjn6dD6-", "outputId": "6431cc6b-3265-4f23-ece1-f25bdad3884f" }, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "# Podziel dane na treningowe i testowe (80:20)\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "KbCV0TYNJw49" }, "source": [ "## 2. Importujemy klasyfikator w postaci drzewa decyzyjnego ##\n", "W bibliotece scikit-learn drzewa decyzyjne implementowane są przez klasę [DecisionTreeClassifier](http://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeClassifier.html#sklearn.tree.DecisionTreeClassifier). Szczegóły implementacji opisane są [tutaj](https://scikit-learn.org/stable/modules/tree.html#tips-on-practical-use).\n", "\n", "Najprostszy przykład:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "MUxTIfO__3kf" }, "outputs": [], "source": [ "from sklearn import tree\n", "X = [[0, 0], [1, 1]]\n", "Y = [0, 1]\n", "clf = tree.DecisionTreeClassifier()\n", "clf = clf.fit(X, Y)" ] }, { "cell_type": "markdown", "metadata": { "id": "2HXxAKlsA5ig" }, "source": [ "Po dopasowaniu można przewidywać przynależność nowych przykładów:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 886, "status": "ok", "timestamp": 1607685371801, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "SrNHQGZTA6Kf", "outputId": "82e1d2bb-7ad6-4756-a661-7eaf08b3b438" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0\n", "1\n", "0\n", "1\n" ] } ], "source": [ "# punkt blisko (0,0)\n", "print(clf.predict([[0.3, 0.3]])[0])\n", "# punkt blisko (1,1)\n", "print(clf.predict([[0.7, 0.7]])[0])\n", "# punkty blisko środka\n", "print(clf.predict([[0.49, 0.49]])[0])\n", "print(clf.predict([[0.51, 0.51]])[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Poniższa komórka zwizualizuje nam co się tak na prawdę stało." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAEKCAYAAAAMzhLIAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAAAO2klEQVR4nO3dcayddX3H8feHlitMARmdhLQFOleMDS6Ddcg0GWwwU5qlTebiaOIYhtjEDWKmcWHRoMFlixpd4tINu0lQE8DqH+Ym1nWJYkjUmjZhIi1B76rCrS6IItkCUkq/++McvMdL+7vnXu9zzqF9v5Km5znnued+88tt3/c5zz3PTVUhSdKJnDbuASRJk81QSJKaDIUkqclQSJKaDIUkqclQSJKaOgtFkjuTPJ7koRM8niQfTzKT5MEkl3c1iyRp6bo8orgL2NR4/Dpgff/PduBfO5xFkrREnYWiqu4HftrYZSvw6erZC7wyyQVdzSNJWpqVY/zcq4HHBrZn+/f9aP6OSbbTO+pgRU7/3ZevPHckA0otx848HYDnz0jv75f17l/xsuc5e+rnAJy34v/GMps038FvP/dEVf3GUj52nKEYWlXtBHYCnDN1fr3hVX8+5okkeObS1QA8+ZopAP731ccAeMW6p3jThY8A8Bfnfn08w0nz/M5Fsz9Y6seO86eeDgNrB7bX9O+TJE2QcYZiGrih/9NPVwJPVdWLXnaSJI1XZy89JbkHuBpYlWQWeD9wOkBV3QHsBjYDM8DTwNu6mkWStHSdhaKqti3weAF/3dXnlyQtD9+ZLUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlq6jQUSTYleSTJTJJbj/P4hUnuS/JAkgeTbO5yHknS4nUWiiQrgB3AdcAGYFuSDfN2ex+wq6ouA64H/qWreSRJS9PlEcUVwExVHaqqI8C9wNZ5+xRwdv/2OcAPO5xHkrQEKzt87tXAYwPbs8Dr5+3zAeA/k9wCvBy49nhPlGQ7sB3gjBVnLfugkqQTG/fJ7G3AXVW1BtgMfCbJi2aqqp1VtbGqNk6ddubIh5SkU1mXoTgMrB3YXtO/b9BNwC6AqvoGcAawqsOZJEmL1GUo9gHrk6xLMkXvZPX0vH0eBa4BSPJaeqH4cYczSZIWqbNQVNVR4GZgD/AwvZ9uOpDk9iRb+ru9G3h7km8B9wA3VlV1NZMkafG6PJlNVe0Gds+777aB2weBN3Y5gyTpVzPuk9mSpAlnKCRJTYZCktRkKCRJTYZCktRkKCRJTYZCktRkKCRJTYZCktRkKCRJTYZCktRkKCRJTYZCktRkKCRJTYZCktRkKCRJTYZCktRkKCRJTYZCktRkKCRJTYZCktRkKCRJTYZCktRkKCRJTYZCktRkKCRJTYZCktRkKCRJTYZCktRkKCRJTYZCktRkKCRJTYZCktRkKCRJTZ2GIsmmJI8kmUly6wn2eUuSg0kOJLm7y3kkSYu3sqsnTrIC2AH8MTAL7EsyXVUHB/ZZD/wd8MaqejLJq7qaR5K0NF0eUVwBzFTVoao6AtwLbJ23z9uBHVX1JEBVPd7hPJKkJegyFKuBxwa2Z/v3DboEuCTJ15LsTbLpeE+UZHuS/Un2Hzn2TEfjSpKOp7OXnhbx+dcDVwNrgPuTvK6qfja4U1XtBHYCnDN1fo14Rkk6pXV5RHEYWDuwvaZ/36BZYLqqnquq7wHfoRcOSdKE6DIU+4D1SdYlmQKuB6bn7fMFekcTJFlF76WoQx3OJElapM5CUVVHgZuBPcDDwK6qOpDk9iRb+rvtAX6S5CBwH/CeqvpJVzNJkhav03MUVbUb2D3vvtsGbhfwrv4fSdIE8p3ZkqQmQyFJajIUkqQmQyFJajIUkqQmQyFJajIUkqQmQyFJajIUkqQmQyFJajIUkqQmQyFJajIUkqQmQyFJajIUkqSmBUOR5JYk545iGEnS5BnmiOJ8YF+SXUk2JUnXQ0mSJseCoaiq9wHrgU8CNwLfTfIPSV7d8WySpAkw1DmK/q8s/Z/+n6PAucDnk3y4w9kkSRNgwd+ZneSdwA3AE8C/A++pqueSnAZ8F/jbbkeUJI3TgqEAfh3406r6weCdVXUsyZ90M5YkaVIsGIqqen/jsYeXdxxJ0qTxfRSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpKZOQ9H/1amPJJlJcmtjvzcnqSQbu5xHkrR4nYUiyQpgB3AdsAHYlmTDcfY7C3gn8M2uZpEkLV2XRxRXADNVdaiqjgD3AluPs98HgQ8BP+9wFknSEnUZitXAYwPbs/37fiHJ5cDaqvpi64mSbE+yP8n+I8eeWf5JJUknNLaT2f3fuf0x4N0L7VtVO6tqY1VtnDrtzO6HkyT9QpehOAysHdhe07/vBWcBlwJfTfJ94Epg2hPakjRZugzFPmB9knVJpoDrgekXHqyqp6pqVVVdXFUXA3uBLVW1v8OZJEmL1FkoquoocDOwB3gY2FVVB5LcnmRLV59XkrS8Vnb55FW1G9g9777bTrDv1V3OIklaGt+ZLUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpCZDIUlqMhSSpKZOQ5FkU5JHkswkufU4j78rycEkDyb5cpKLupxHkrR4nYUiyQpgB3AdsAHYlmTDvN0eADZW1W8Dnwc+3NU8kqSl6fKI4gpgpqoOVdUR4F5g6+AOVXVfVT3d39wLrOlwHknSEnQZitXAYwPbs/37TuQm4EvHeyDJ9iT7k+w/cuyZZRxRkrSQleMeACDJW4GNwFXHe7yqdgI7Ac6ZOr9GOJoknfK6DMVhYO3A9pr+fb8kybXAe4GrqurZDueRJC1Bly897QPWJ1mXZAq4Hpge3CHJZcAngC1V9XiHs0iSlqizUFTVUeBmYA/wMLCrqg4kuT3Jlv5uHwFeAXwuyX8lmT7B00mSxqTTcxRVtRvYPe++2wZuX9vl55ck/ep8Z7YkqclQSJKaDIUkqclQSJKaDIUkqclQSJKaDIUkqclQSJKaDIUkqclQSJKaDIUkqclQSJKaDIUkqclQSJKaDIUkqclQSJKaDIUkqclQSJKaDIUkqclQSJKaDIUkqclQSJKaDIUkqclQSJKaDIUkqclQSJKaDIUkqclQSJKaDIUkqclQSJKaDIUkqclQSJKaDIUkqclQSJKaDIUkqanTUCTZlOSRJDNJbj3O4y9L8tn+499McnGX80iSFq+zUCRZAewArgM2ANuSbJi3203Ak1X1W8A/AR/qah5J0tJ0eURxBTBTVYeq6ghwL7B13j5bgU/1b38euCZJOpxJkrRIKzt87tXAYwPbs8DrT7RPVR1N8hRwHvDE4E5JtgPb+5vP/sfhf36ok4lfelYxb61OYaNfi8P9v/e8+KFv9//+6Khm+WV+XcxxLea8Zqkf2GUolk1V7QR2AiTZX1UbxzzSRHAt5rgWc1yLOa7FnCT7l/qxXb70dBhYO7C9hrnvwV60T5KVwDnATzqcSZK0SF2GYh+wPsm6JFPA9cD0vH2mgb/s3/4z4CtVVR3OJElapM5eeuqfc7iZ3iu4K4A7q+pAktuB/VU1DXwS+EySGeCn9GKykJ1dzfwS5FrMcS3muBZzXIs5S16L+A28JKnFd2ZLkpoMhSSpaWJD4eU/5gyxFu9KcjDJg0m+nOSiccw5CgutxcB+b05SSU7aH40cZi2SvKX/tXEgyd2jnnFUhvg3cmGS+5I80P93snkcc3YtyZ1JHk9y3Peapefj/XV6MMnlQz1xVU3cH3onv/8b+E1gCvgWsGHePn8F3NG/fT3w2XHPPca1+EPg1/q333Eqr0V/v7OA+4G9wMZxzz3Gr4v1wAPAuf3tV4177jGuxU7gHf3bG4Dvj3vujtbiD4DLgYdO8Phm4EtAgCuBbw7zvJN6ROHlP+YsuBZVdV9VPd3f3EvvPSsno2G+LgA+SO+6YT8f5XAjNsxavB3YUVVPAlTV4yOecVSGWYsCzu7fPgf44QjnG5mqup/eT5CeyFbg09WzF3hlkgsWet5JDcXxLv+x+kT7VNVR4IXLf5xshlmLQTfR+47hZLTgWvQPpddW1RdHOdgYDPN1cQlwSZKvJdmbZNPIphutYdbiA8Bbk8wCu4FbRjPaxFns/yfAS+QSHhpOkrcCG4Grxj3LOCQ5DfgYcOOYR5kUK+m9/HQ1vaPM+5O8rqp+Ns6hxmQbcFdVfTTJ79N7/9alVXVs3IO9FEzqEYWX/5gzzFqQ5FrgvcCWqnp2RLON2kJrcRZwKfDVJN+n9xrs9El6QnuYr4tZYLqqnquq7wHfoReOk80wa3ETsAugqr4BnEHvgoGnmqH+P5lvUkPh5T/mLLgWSS4DPkEvEifr69CwwFpU1VNVtaqqLq6qi+mdr9lSVUu+GNoEG+bfyBfoHU2QZBW9l6IOjXDGURlmLR4FrgFI8lp6ofjxSKecDNPADf2ffroSeKqqfrTQB03kS0/V3eU/XnKGXIuPAK8APtc/n/9oVW0Z29AdGXItTglDrsUe4E1JDgLPA++pqpPuqHvItXg38G9J/obeie0bT8ZvLJPcQ++bg1X98zHvB04HqKo76J2f2QzMAE8DbxvqeU/CtZIkLaNJfelJkjQhDIUkqclQSJKaDIUkqclQSJKaDIUkqclQSJKaDIX0K0rye/1r+5+R5OX93/1w6bjnkpaLb7iTlkGSv6d3WYgzgdmq+scxjyQtG0MhLYP+NYb20fsdGG+oqufHPJK0bHzpSVoe59G73tZZ9I4spJOGRxTSMkgyTe83q60DLqiqm8c8krRsJvLqsdJLSZIbgOeq6u4kK4CvJ/mjqvrKuGeTloNHFJKkJs9RSJKaDIUkqclQSJKaDIUkqclQSJKaDIUkqclQSJKa/h+gxuDH7A6y9AAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "N = 30\n", "points = np.linspace(0.0, 1.0, N)\n", "xx, yy = np.meshgrid(points, points)\n", "zz = np.zeros((N, N))\n", "for ix in range(N):\n", " for iy in range(N):\n", " zz[ix,iy] = clf.predict([[ xx[ix, iy], yy[ix, iy] ]])[0]\n", "\n", "plt.contourf(xx, yy, zz)\n", "plt.xlabel('x')\n", "plt.ylabel('y')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Drzewo dokonało regresji -> podzieliło przestrzeń cech (x i y) na obszary odpowiadające poszczególnym klasom" ] }, { "cell_type": "markdown", "metadata": { "id": "_L4pVDROA7-V" }, "source": [ "Albo estymować prawdopodobieństwo przynależności do klas:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 913, "status": "ok", "timestamp": 1607685374872, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "9sxm8154A-Q5", "outputId": "2fc477c9-9176-4395-be75-b5be8de3a016" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0. 1.]]\n", "[[0. 1.]]\n", "[[1. 0.]]\n" ] } ], "source": [ "print( clf.predict_proba( [[2., 2.]] ) )\n", "print( clf.predict_proba( [[2., 0.]] ) )\n", "print( clf.predict_proba( [[0., 2.]] ) )" ] }, { "cell_type": "markdown", "metadata": { "id": "AAHv_u_OBHm4" }, "source": [ "## 3. Klasyfikacja guzów i wizualizacja drzewa ##" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 1085, "status": "ok", "timestamp": 1607686790662, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "jpVmJ-GOBLvh", "outputId": "17f116d1-3c9f-4f65-fc58-15b6a2a6ebd6" }, "outputs": [ { "data": { "text/plain": [ "DecisionTreeClassifier()" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# stwórz obiekt-klasyfikator drzewa decyzyjnego z domyślnymi parametrami\n", "clf = tree.DecisionTreeClassifier()\n", "# dofituj drzewo do danych o raku piersi\n", "clf.fit(X_train, y_train)" ] }, { "cell_type": "markdown", "metadata": { "id": "ID0_izjhBWnu" }, "source": [ "Po wytrenowaniu można zilustrować wynik za pomocą narzędzia Graphiz (wymaga to zainstalowania w systemie tego narzędzia), oraz doinstalowania do pythona biblioteki pydot:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: graphviz in /Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages (0.15)\n", "Requirement already satisfied: pydotplus in /Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages (2.0.2)\n", "Requirement already satisfied: pyparsing>=2.0.1 in /Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages (from pydotplus) (2.4.7)\n", "\u001b[33mWARNING: You are using pip version 20.2.4; however, version 21.3.1 is available.\n", "You should consider upgrading via the '/Library/Frameworks/Python.framework/Versions/3.8/bin/python3.8 -m pip install --upgrade pip' command.\u001b[0m\n" ] } ], "source": [ "!pip3 install graphviz pydotplus" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "id": "ZI07lpmKBOSc" }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pydotplus\n", "import io\n", "from IPython.display import Image\n", "from sklearn.tree import export_graphviz\n", "\n", "dot_data = io.StringIO()\n", "export_graphviz(clf, out_file=dot_data,\n", " filled=True, rounded=True,\n", " rotate=False,\n", " node_ids = True,\n", " special_characters=True,\n", " leaves_parallel=False,\n", " feature_names = cancer.feature_names,\n", " class_names=cancer.target_names,\n", " )\n", "graph = pydotplus.graph_from_dot_data(dot_data.getvalue())\n", "graph.write_png('tree_hor.png')" ] }, { "cell_type": "markdown", "metadata": { "id": "doq0jo-pB38S" }, "source": [ "Można też podejrzeć wyniki w pythonie:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Display in jupyter notebook\n", "from IPython.display import Image\n", "# from file\n", "# Image(filename = 'tree_hor.png')\n", "# from graph object\n", "Image(graph.create_png())" ] }, { "cell_type": "markdown", "metadata": { "id": "VI84Ra6hCKDk" }, "source": [ "Czym jest \"Gini\", \"samples\", \"value\" oraz \"class\"? Co oznaczają kolory?" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "id": "tpB2b0cYCLUw" }, "outputs": [ { "data": { "text/plain": [ "[Text(217.47692307692307, 206.56799999999998, 'worst concave points <= 0.142\\ngini = 0.462\\nsamples = 455\\nvalue = [165, 290]'),\n", " Text(168.83076923076922, 184.824, 'worst area <= 957.45\\ngini = 0.146\\nsamples = 303\\nvalue = [24, 279]'),\n", " Text(140.2153846153846, 163.07999999999998, 'worst perimeter <= 107.75\\ngini = 0.073\\nsamples = 288\\nvalue = [11, 277]'),\n", " Text(117.32307692307693, 141.336, 'area error <= 91.555\\ngini = 0.036\\nsamples = 269\\nvalue = [5, 264]'),\n", " Text(105.87692307692308, 119.592, 'mean concavity <= 0.141\\ngini = 0.029\\nsamples = 268\\nvalue = [4, 264]'),\n", " Text(74.4, 97.848, 'area error <= 48.975\\ngini = 0.022\\nsamples = 265\\nvalue = [3, 262]'),\n", " Text(45.784615384615385, 76.10399999999998, 'smoothness error <= 0.003\\ngini = 0.015\\nsamples = 262\\nvalue = [2, 260]'),\n", " 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Alternatywą jest użycie wbudowanej metody 'plot_tree', ale wydaje mi się mniej przyjazna:\n", "tree.plot_tree(clf, feature_names=cancer.feature_names)" ] }, { "cell_type": "markdown", "metadata": { "id": "AZwZQFtajlhI" }, "source": [ "Oczywiście oceniamy jakość tej klasyfikacji:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 911, "status": "ok", "timestamp": 1607686804749, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "4qy16AOcjpcz", "outputId": "950ddca2-2427-4e17-e1fd-366886ad4b0a" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Classification report:\n", " precision recall f1-score support\n", "\n", " 0 0.85 0.94 0.89 47\n", " 1 0.95 0.88 0.91 67\n", "\n", " accuracy 0.90 114\n", " macro avg 0.90 0.91 0.90 114\n", "weighted avg 0.91 0.90 0.90 114\n", "\n", "Confusion matrix:\n", "[[44 3]\n", " [ 8 59]]\n", "Accuracy score:\n", "0.9035087719298246\n" ] } ], "source": [ "# Raport jakości klasyfikacji + Wasze ulubione miary jakości.\n", "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n", "y_pred = clf.predict(X_test)\n", "\n", "print(\"Classification report:\")\n", "print(classification_report(y_test, y_pred))\n", "\n", "print(\"Confusion matrix:\")\n", "print(confusion_matrix(y_test, y_pred))\n", "\n", "print(\"Accuracy score:\")\n", "print(accuracy_score(y_test, y_pred))" ] }, { "cell_type": "markdown", "metadata": { "id": "9IsI-AiwkaVv" }, "source": [ "Co o niej myślicie? A sprawdźcie na wszelki wypadek klasyfikację danych treningowych?" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 810, "status": "ok", "timestamp": 1607686810034, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "1dZlSeD0kewy", "outputId": "7ac489e3-a11e-4713-cc4c-541d850eda02" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Classification report:\n", " precision recall f1-score support\n", "\n", " 0 1.00 1.00 1.00 165\n", " 1 1.00 1.00 1.00 290\n", "\n", " accuracy 1.00 455\n", " macro avg 1.00 1.00 1.00 455\n", "weighted avg 1.00 1.00 1.00 455\n", "\n", "Confusion matrix:\n", "[[165 0]\n", " [ 0 290]]\n", "Accuracy score:\n", "1.0\n" ] } ], "source": [ "y_pred = clf.predict(X_train)\n", "\n", "print(\"Classification report:\")\n", "print(classification_report(y_train, y_pred))\n", "\n", "print(\"Confusion matrix:\")\n", "print(confusion_matrix(y_train, y_pred))\n", "\n", "print(\"Accuracy score:\")\n", "print(accuracy_score(y_train, y_pred))" ] }, { "cell_type": "markdown", "metadata": { "id": "t9TmlcP7kmJs" }, "source": [ "#### Co to oznacza? :)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sprawdźmy jeszcze które cechy są najważniejsze przy klasyfikacji" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(3,10))\n", "# clf zawiera pole w którym jest znaczenie (ang. importance) wszystkich cech\n", "# sprawdz w dokumentacji jak nazywa się to pole i wpisz do fi\n", "fi = clf.feature_importances_\n", "# wizualizujemy znaczenie cech\n", "plt.barh(cancer.feature_names, fi)\n", "plt.title('Feature importance')\n", "plt.xlabel('Gini importance')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "1H63F62rCRRz" }, "source": [ "## 4. Regularyzacja drzewa przez przycinanie ##\n", "\n", "A teraz crème de la crème uczenia maszynowego, czyli regularyzacja. Pamiętacie na czym ogólnie polega?\n", "\n", "W przypadku drzew decyzyjnych polega przede wszystkim na:\n", "- przycinaniu gałęzi i liści (czyli zmniejszaniu liczby węzłów) przez kontrolę parametru min_samples_leaf: mianowicie daje dolny limit na jak drobne gałązki może drzewo tworzyć. Jeśli kolejna gałązka miałaby rozpatrywać tylko liczbę przykładów < min_sample_leaf, to nie tworzy się. Domyślnie, min_sample_leaf = ?\n", "- ograniczaniu głębokości drzewa, czyli jak wiele rozgałęzień może się stworzyć. Domyślnie max_depth = None. Co to znaczy? Patrz [tu](https://scikit-learn.org/0.22/modules/generated/sklearn.tree.DecisionTreeClassifier.html#sklearn.tree.DecisionTreeClassifier).\n", "\n", "Macie dwa wyjścia. Po pierwsze, poszukać optymalnych hiperparametrów ręcznie, jak ostatnio robiliście. Po drugie, skorzystać (z rozwagą!) z gotowej metody cost_complexity_pruning_path, w której bawicie się jednym parametrem 'cost complexity parameter', czyli ccp_alpha. Tutaj macie [tutorial](https://scikit-learn.org/0.22/auto_examples/tree/plot_cost_complexity_pruning.html). Jeśli będziecie korzystać z tej funkcji, to proszę o bogate komentarze, co się po drodze dzieje :)\n", "\n", "Ostatecznym wynikiem ma być uzyskanie optymalnego drzewa oraz jego wizualizacja wraz z raportem klasyfikacji i macierzą pomyłek.\n", "\n", "Powodzenia! :)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# OPCJA ZNAJOMA\n", "# 1. Stwórz klasyfikator drzewa z odpowiednimi parametrami i przetestuj jego działanie\n", "# 2. Zmień parametry i powtórz\n", "# 3. Użyj pętli, aby sprawdzić rózne wartości i znaleźć optymalne, np. dla jakich wartości parametrów accuracy jest największe?\n", "# 4. Narysuj accuracy w funkcji min_sample_leaf i max_depth" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Ellipsis" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "..." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# OPCJA NOWA\n", "# Poprowadzę was krok po kroku" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 312 }, "executionInfo": { "elapsed": 703, "status": "ok", "timestamp": 1607687054316, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "YfXTuqnJK6vf", "outputId": "efafb534-772a-4ec1-92b4-1a8f433df7bc" }, "outputs": [], "source": [ "# użyj funkcji cost_complexity_pruning_path żeby znaleźć ścieżkę przycinania dla zbioru uczącego\n", "path = clf.cost_complexity_pruning_path(X_train, y_train)\n", "# z obiektu path wyjmij wartości parametrów alpha i \"nieczystości\"\n", "ccp_alphas, impurities = path.ccp_alphas, path.impurities" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 312 }, "executionInfo": { "elapsed": 703, "status": "ok", "timestamp": 1607687054316, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "YfXTuqnJK6vf", "outputId": "efafb534-772a-4ec1-92b4-1a8f433df7bc" }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Total Impurity vs effective alpha for training set')" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "# narysuj wykres punktowo-schodkowy (patrz dokumentacja) nieczystości w funkcji alpha\n", "ax.plot(ccp_alphas[:-1], impurities[:-1], marker='o', drawstyle=\"steps-post\")\n", "ax.set_xlabel(\"effective alpha\")\n", "ax.set_ylabel(\"total impurity of leaves\")\n", "ax.set_title(\"Total Impurity vs effective alpha for training set\")" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 828, "status": "ok", "timestamp": 1607687064881, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "p0ff6GKlk46i", "outputId": "00333c33-6474-4b41-c2a9-766bae27101c" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of nodes in the last tree is: 1 with ccp_alpha: 0.32027199074911666\n" ] } ], "source": [ "clfs = []\n", "# iteruj w pętli po wartościach parametrów alpha\n", "# dla każdego alpha stwórz drzewo, dofituj i dodaj model do listy clfs\n", "for ccp_alpha in ccp_alphas:\n", " clf = tree.DecisionTreeClassifier(random_state=0, ccp_alpha=ccp_alpha)\n", " clf.fit(X_train, y_train)\n", " clfs.append(clf)\n", " \n", "print(\"Number of nodes in the last tree is: {} with ccp_alpha: {}\".format(\n", " clfs[-1].tree_.node_count, ccp_alphas[-1]))" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "executionInfo": { "elapsed": 1014, "status": "ok", "timestamp": 1607687073606, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "YTtZa5c7lKl4", "outputId": "e5d3c6c3-793c-4809-8f72-c4afa77cf45f" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "clfs = clfs[:-1]\n", "ccp_alphas = ccp_alphas[:-1]\n", "# policzymy ilość węzłów w naszych modelach\n", "node_counts = [clf.tree_.node_count for clf in clfs]\n", "# i maksymalną \"głębokość\" \n", "depth = [clf.tree_.max_depth for clf in clfs]\n", "# narysujemy powyższe wartości na wykresach punktowo-schodkowych\n", "fig, ax = plt.subplots(2, 1)\n", "# naryj liczbę węzłów w funkcji współczynników alpha\n", "ax[0].plot(ccp_alphas, node_counts, marker='o', drawstyle=\"steps-post\")\n", "ax[0].set_xlabel(\"alpha\")\n", "ax[0].set_ylabel(\"number of nodes\")\n", "ax[0].set_title(\"Number of nodes vs alpha\")\n", "# naryj głębokość w funkcji współczynników alpha\n", "ax[1].plot(ccp_alphas, depth, marker='o', drawstyle=\"steps-post\")\n", "ax[1].set_xlabel(\"alpha\")\n", "ax[1].set_ylabel(\"depth of tree\")\n", "ax[1].set_title(\"Depth vs alpha\")\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 295 }, "executionInfo": { "elapsed": 966, "status": "ok", "timestamp": 1607687082825, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "-X2FEelnlW5h", "outputId": "4c9aee9a-33dc-46e4-d60c-053415e034c8" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Teraz rusyjemy accuracy w funkcji alpha dla zbiorów uczącego i testowego\n", "train_scores = [clf.score(X_train, y_train) for clf in clfs]\n", "test_scores = [clf.score(X_test, y_test) for clf in clfs]\n", "\n", "fig, ax = plt.subplots()\n", "ax.set_xlabel(\"alpha\")\n", "ax.set_ylabel(\"accuracy\")\n", "ax.set_title(\"Accuracy vs alpha for training and testing sets\")\n", "# narysuj accuracy dla zbioru uczącego\n", "ax.plot(ccp_alphas, train_scores, marker='o', label=\"train\",\n", " drawstyle=\"steps-post\")\n", "# narysuj accuracy dla zbioru testowego\n", "ax.plot(ccp_alphas, test_scores, marker='o', label=\"test\",\n", " drawstyle=\"steps-post\")\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "UFzG0ozVLsSh" }, "source": [ "## Zadanie 1.\n", "Bazując na powyższym kodzie, zbadaj zależność miary F1 od parametru:\n", "- głębokości drzewa (DEPTH),\n", "- liczby cech wykorzystanych w klasyfikacji (MAX_FEAT).\n", "\n", "Co powinniśmy mieć z tyłu głowy dobierając rozmiar drzewa?" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Ellipsis" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "..." ] }, { "cell_type": "markdown", "metadata": { "id": "S-m3-s6LL7Vh" }, "source": [ "## Zadanie 2.\n", "Stwórz drzewo z optymalnymi parametrami znalezione wcześniej. Ustaw wagi dla próbek tak, żeby ważona suma wszystkich próbek obu klas była taka sama, tzn. jeżeli masz 10 próbek klasy A i 5 próbek klasy B, to możesz dać próbkom z klasy A wagę 0.5 a próbkom z klasy B wagę 1.0. \n", "Dla takiego drzewa sprawdź jakość klasyfikacji i porównaj z drzewem bez wag." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Ellipsis" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "..." ] }, { "cell_type": "markdown", "metadata": { "id": "S-m3-s6LL7Vh" }, "source": [ "## Zadanie 3. ##\n", "Na podstawie [tutorialu](https://scikit-learn.org/stable/auto_examples/tree/plot_unveil_tree_structure.html#sphx-glr-auto-examples-tree-plot-unveil-tree-structure-py), proszę przeanalizować strukturę drzewa." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Ellipsis" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "..." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "ename": "AttributeError", "evalue": "columns", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m~/Library/Python/3.8/lib/python/site-packages/sklearn/utils/__init__.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 95\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 96\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 97\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mKeyError\u001b[0m: 'columns'", "\nDuring handling of the above exception, another exception occurred:\n", "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcancer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m~/Library/Python/3.8/lib/python/site-packages/sklearn/utils/__init__.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 96\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 97\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 98\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mAttributeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 99\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 100\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__setstate__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstate\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mAttributeError\u001b[0m: columns" ] } ], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "08M_Drzewa_decyzyjne_tutorial.ipynb", "provenance": [ { "file_id": "1HivAOxW2Q3XXsug-ZEicFkuLU5i0JjcK", "timestamp": 1607683292832 } ] }, "kernelspec": { "display_name": "Python 3", "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": "3.8.6" } }, "nbformat": 4, "nbformat_minor": 2 }