{ "cells": [ { "cell_type": "markdown", "id": "7c1c3bab", "metadata": {}, "source": [ "# Aula 7 - Árvores de decisão\n", "\n", "![](img/decision_tree.png)\n", "\n", "\n", "## 7.1 O pacote scikit-learn\n", "Usaremos o pacote `scikit-learn` (https://scikit-learn.org/stable/) para mineração de dados.\n", "Para instalar o pacote use:\n", "\n", "`>> pip install -U scikit-learn`\n", "\n", "As pastas do scikit-learn são organizadas de forma diferente do `pandas` e `numpy`, por exemplo, de forma que faremos a importação especifica do que precisarmos usando a sintaxe `from`. Considere que vamos usar o método `tree`, usaremos a importação:\n", "\n", "`from sklearn import tree`" ] }, { "cell_type": "markdown", "id": "f77dfed2", "metadata": {}, "source": [ "## 7.2 Importando a base de vinhos\n", "Usaremos a base wine.data para esse estudo. A base contém informações a respeito de 3 vinhos diferentes (colunas de 1 a 13), sendo que a coluna é a classificação do vinho (1,2 ou 3). Os atributos são os seguintes (todos numéricos):\n", "\n", "1. Alcohol\n", "2. Malic acid\n", "3. Ash\n", "4. Alcalinity of ash\n", "5. Magnesium\n", "6. Total phenols\n", "7. Flavanoids\n", "8. Nonflavanoid phenols\n", "9. Proanthocyanins\n", "10. Color intensity\n", "11. Hue\n", "12. OD280/OD315 of diluted wines\n", "13. Proline\n", "\n", "Mais informaçoes sobre os dados estão disponíveis em (https://archive.ics.uci.edu/ml/datasets/wine):" ] }, { "cell_type": "code", "execution_count": 2, "id": "dcc0ce31", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
012345678910111213
0114.231.712.4315.61272.803.060.282.295.641.043.921065
1113.201.782.1411.21002.652.760.261.284.381.053.401050
2113.162.362.6718.61012.803.240.302.815.681.033.171185
3114.371.952.5016.81133.853.490.242.187.800.863.451480
4113.242.592.8721.01182.802.690.391.824.321.042.93735
.............................................
173313.715.652.4520.5951.680.610.521.067.700.641.74740
174313.403.912.4823.01021.800.750.431.417.300.701.56750
175313.274.282.2620.01201.590.690.431.3510.200.591.56835
176313.172.592.3720.01201.650.680.531.469.300.601.62840
177314.134.102.7424.5962.050.760.561.359.200.611.60560
\n", "

178 rows × 14 columns

\n", "
" ], "text/plain": [ " 0 1 2 3 4 5 6 7 8 9 10 11 \\\n", "0 1 14.23 1.71 2.43 15.6 127 2.80 3.06 0.28 2.29 5.64 1.04 \n", "1 1 13.20 1.78 2.14 11.2 100 2.65 2.76 0.26 1.28 4.38 1.05 \n", "2 1 13.16 2.36 2.67 18.6 101 2.80 3.24 0.30 2.81 5.68 1.03 \n", "3 1 14.37 1.95 2.50 16.8 113 3.85 3.49 0.24 2.18 7.80 0.86 \n", "4 1 13.24 2.59 2.87 21.0 118 2.80 2.69 0.39 1.82 4.32 1.04 \n", ".. .. ... ... ... ... ... ... ... ... ... ... ... \n", "173 3 13.71 5.65 2.45 20.5 95 1.68 0.61 0.52 1.06 7.70 0.64 \n", "174 3 13.40 3.91 2.48 23.0 102 1.80 0.75 0.43 1.41 7.30 0.70 \n", "175 3 13.27 4.28 2.26 20.0 120 1.59 0.69 0.43 1.35 10.20 0.59 \n", "176 3 13.17 2.59 2.37 20.0 120 1.65 0.68 0.53 1.46 9.30 0.60 \n", "177 3 14.13 4.10 2.74 24.5 96 2.05 0.76 0.56 1.35 9.20 0.61 \n", "\n", " 12 13 \n", "0 3.92 1065 \n", "1 3.40 1050 \n", "2 3.17 1185 \n", "3 3.45 1480 \n", "4 2.93 735 \n", ".. ... ... \n", "173 1.74 740 \n", "174 1.56 750 \n", "175 1.56 835 \n", "176 1.62 840 \n", "177 1.60 560 \n", "\n", "[178 rows x 14 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "\n", "#Lendo a base de dados : o primeiro valor é a classe do vinho (1,2 ou 3), os outros são as caracteristicas\n", "dt = pd.read_csv(r\"G:\\Meu Drive\\Arquivos\\UFPR\\1 - Disciplinas\\2 - Intro Mineração de Dados\\5-Python\\Datasets\\wine.data\", sep = \",\", header = None)\n", "dt" ] }, { "cell_type": "markdown", "id": "dd347e02", "metadata": {}, "source": [ "## 7.3 Ajustando uma árvore\n", "Para fazer o ajuste usando as árvores de decisão, precisamos ter um conjunto com os atributos, sendo um array-like (matriz em que cada registro é uma linha, com n-colunas de atributos), e o vetor\n", "das classes, que deve ter o mesmo número de elementos que as linhas das observações. Por isso usamos o `pandas` para separar os dados em X(atributos) e Y(classes). Para estimarmos um modelo de árvore, basta instanciarmos um classificador com `DecisionTreeClassifier()` e usar o método `fit`, passando X e Y como argumentos:" ] }, { "cell_type": "code", "execution_count": 3, "id": "8c66f7f8", "metadata": {}, "outputs": [], "source": [ "#Devido a estrutura do pacote, não podemos importar dessa forma, temos que importar os recursos individualmente\n", "#import sklearn as sk \n", "\n", "#https://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeClassifier.html\n", "\n", "from sklearn import tree\n", "\n", "\n", "X = dt.iloc[:,1:]\n", "Y = dt.iloc[:,0]\n", "\n", "clf = tree.DecisionTreeClassifier()\n", "clf = clf.fit(X, Y)" ] }, { "cell_type": "markdown", "id": "1a669f85", "metadata": {}, "source": [ "## 7.4 Visualizando\n", "Podemos exportar a árvore em formato de texto e imagem." ] }, { "cell_type": "code", "execution_count": 4, "id": "021c09e1", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|--- feature_12 <= 755.00\n", "| |--- feature_11 <= 2.11\n", "| | |--- feature_10 <= 0.94\n", "| | | |--- feature_6 <= 1.58\n", "| | | | |--- class: 3\n", "| | | |--- feature_6 > 1.58\n", "| | | | |--- class: 2\n", "| | |--- feature_10 > 0.94\n", "| | | |--- feature_1 <= 2.39\n", "| | | | |--- class: 2\n", "| | | |--- feature_1 > 2.39\n", "| | | | |--- class: 3\n", "| |--- feature_11 > 2.11\n", "| | |--- feature_6 <= 0.80\n", "| | | |--- class: 3\n", "| | |--- feature_6 > 0.80\n", "| | | |--- feature_0 <= 13.17\n", "| | | | |--- class: 2\n", "| | | |--- feature_0 > 13.17\n", "| | | | |--- feature_0 <= 13.36\n", "| | | | | |--- class: 1\n", "| | | | |--- feature_0 > 13.36\n", "| | | | | |--- class: 2\n", "|--- feature_12 > 755.00\n", "| |--- feature_6 <= 2.17\n", "| | |--- feature_10 <= 0.80\n", "| | | |--- class: 3\n", "| | |--- feature_10 > 0.80\n", "| | | |--- class: 2\n", "| |--- feature_6 > 2.17\n", "| | |--- feature_9 <= 3.43\n", "| | | |--- class: 2\n", "| | |--- feature_9 > 3.43\n", "| | | |--- class: 1\n", "\n" ] } ], "source": [ "# Exportando a arvore como texto\n", "texto = tree.export_text(clf)\n", "print(texto)" ] }, { "cell_type": "markdown", "id": "68b38ec8", "metadata": {}, "source": [ "Para exportarmos a árvore de forma visual, é necessário ter o pacote `matplotlib` instalado. O código abaixo também exporta a árvore em formato pdf." ] }, { "cell_type": "code", "execution_count": 5, "id": "3a6d71f0", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Exportando visualmente (precisa do matplotlib)\n", "import matplotlib.pyplot as plt\n", "\n", "fig = plt.figure()\n", "fig.set_size_inches(25,12) \n", "im = tree.plot_tree(clf, filled = True)\n", "fig.savefig(\"arvore2.pdf\")" ] }, { "attachments": { "arvore1.png.png": { "image/png": "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" } }, "cell_type": "markdown", "id": "56f2a2f7", "metadata": {}, "source": [ "## 7.5 Como interpretar a árvore\n", "Considere a seguinte imagem:\n", "\n", "![arvore1.png.png](attachment:arvore1.png.png)\n", "\n", "**I - X[12] <= 755.0**: Essa é a condição do nó, ou seja, se o atributo X[12] (como não passamos uma lista de nomes ele indica como elemento do vetor), for menor ou igual a 755.0\n", "\n", "**II - gini=0.658**: A medição *gini* se refere a pureza de um nó. Quanto mais baixo o valor gini, menos heterogeneidade existe nas separações das classes (mostrada em value). Um nó com valor de gini = 0 implica que toda a amostra está somente em uma classe.\n", "\n", "**III - True**: Indica o caminho da condição, ou seja, se X[12] <= 755.0, siga para a esquerda, senão para a direita.\n", "\n", "**IV - Samples = 111**: Indica o número de elementos da amostra que estão separados no nó. Considerando o primeiro nó, temos que samples = 178, o que é a conjunto total. Seguindo o caminho True, ou seja, se X[12] <= 755.0 a amostra cai para 111.\n", "\n", "**V - Value = [2,67,42]**: Esse número indica o número de elementos (da amostra do nó), em cada classe. Ou seja, considerando uma separação dos dados somente pela condição X[12] <= 755.0, a amostra fica com 111 elementos, e destas 2 são da classe 1, 67 da classe 2 e 42 da classe 3. Se quisessemos usar somente essa regra para realizar a classificação, usariamos a classe com a maior das frequências de values, ou seja, usando somente a regra X[12] <= 755.0, o classificador considera que estamos falando do vinho do tipo 2 (devido ao 67)." ] }, { "cell_type": "code", "execution_count": 10, "id": "b665a140", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Podemos passar uma lista com o nome dos atributos e das classes ao se plotar a árvore (https://scikit-learn.org/stable/modules/generated/sklearn.tree.plot_tree.html):\n", "\n", "v_nomes = [\"Vinho 1\",\"Vinho 2\",\"Vinho 3\"]\n", "v_atrib = [\"Alcohol\",\"Malic acid\",\"Ash\",\"Alcalinity of ash\",\"Magnesium\",\"Total phenols\",\"Flavanoids\",\"Nonflavanoid phenols\",\"Proanthocyanins\",\n", " \"Color intensity\",\"Hue\",\"OD280/OD315 of diluted wines\",\"Proline\"]\n", "\n", "fig = plt.figure()\n", "fig.set_size_inches(30,25) \n", "im = tree.plot_tree(clf, filled = True, class_names = v_nomes, feature_names = v_atrib)\n", "fig.savefig(\"arvore.pdf\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "a2bac4ac", "metadata": {}, "outputs": [], "source": [ "# Também é possível determinar o criterio de separação a ser usado (o default é o gini)\n", "clf = tree.DecisionTreeClassifier(criterion = \"entropy\")\n", "clf = clf.fit(X, Y)" ] }, { "cell_type": "markdown", "id": "4bc3952b", "metadata": {}, "source": [ "## 7.6 Usando o modelo para classificação\n", "Uma vez ajustado, podemos usar o modelo para classificar novos registros usando a função `predict`, bastando passar um array-like (matriz). O retorno é um array com uma classificação para cada linhas dos dados de entrada." ] }, { "cell_type": "code", "execution_count": 7, "id": "0bd4f8ac", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Classe novo vinho : [1]\n", "Classe dois novos vinhos : [1 2]\n" ] } ], "source": [ "# Considere o conjunto de atributos (como uma matriz: linhas = numero de instancias a classificar, colunas = atributos):\n", "novo_vinho = [[14,2,2,14.56,120,2.08,3,0.25,3,5.5,1,4,1048]]\n", "classe_novo_vinho = clf.predict(novo_vinho)\n", "\n", "# O resultado é um array com o tamanho das linhas da matriz de previsão, com os elementos classificados:\n", "print(\"Classe novo vinho : \",classe_novo_vinho)\n", "\n", "# Se passarmos 2 valores a serem classificados:\n", "novos_vinhos = [[14,2,2,14.56,120,2.08,3,0.25,3,5.5,1,4,1048],\n", " [14,2,2,14.56,120,2.08,0.8,0.25,3,2,1,4,600]]\n", "classe_novos_vinhos = clf.predict(novos_vinhos)\n", "print(\"Classe dois novos vinhos : \",classe_novos_vinhos)" ] }, { "attachments": { "hold_out.png": { "image/png": "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" } }, "cell_type": "markdown", "id": "e22b918f", "metadata": {}, "source": [ "## 7.8 Separação dos dados\n", "Quando fazemos a estimação de um modelo, usamos uma parte dos dados para a estimação, e outra parte para os testes. Existem diversas formas de se realizar essa separaçai, como o método *holdout* e o *cross-validation*\n", "### 7.8.1 Método *Holdout*\n", "Separar os dados em duas partes: uma de treinamento e testes, com uma definição da porcentagem de quantos registros devem estar em cada uma. O método *holdout* é exemplificado pela figura abaixo:\n", "\n", "\n", "![hold_out.png](attachment:hold_out.png)\n", "\n", "Gerar o modelo a partir dos dados de treinamento para em seguida usar o conjunto de testes para aferir a sua acurácia. Para isso usamos o método `train_test_split` de `sklearn.cross_validation` (https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.train_test_split.html#sklearn.model_selection.train_test_split). Nesse caso passamos os arrays X e Y, o tamanho do teste. `random_state` serve para reproducibilidade dos resultados, enquanto `stratify = Y` faz uma amostragem estratificada, tentando balancear as classes presentes no conjunto de treino e de testes." ] }, { "cell_type": "code", "execution_count": 8, "id": "c44ce012", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elementos no treino : 124\n", "Elementos no teste : 54\n", "[1 1 1 1 2 3 2 3 1 3 1 2 3 1 3 3 1 2 3 2 1 3 2 1 1 2 1 3 1 2 1 3 1 2 2 1 3\n", " 1 1 3 3 2 2 2 1 2 2 3 2 3 2 2 1 1]\n" ] } ], "source": [ "# EXEMPLO USANDO HOLDOUT\n", "# Holdout -> dividindo a base em treinamento (70%) e teste (30%), estratificada\n", "\n", "from sklearn.model_selection import train_test_split\n", "X_treino, X_teste, Y_treino, Y_teste = train_test_split(X, Y, test_size = 0.3, random_state = 0, stratify = Y)\n", "\n", "print(\"Elementos no treino : \", X_treino.shape[0])\n", "print(\"Elementos no teste : \", X_teste.shape[0])\n", "\n", "# Declara o classificador\n", "clf = tree.DecisionTreeClassifier(random_state = 1) #usando o random state para replicabilidade dos resultados\n", "clf.fit(X_treino, Y_treino)\n", "\n", "predicted = clf.predict(X_teste)\n", "print(predicted)" ] }, { "attachments": { "k_fold.png": { "image/png": "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" } }, "cell_type": "markdown", "id": "bc1b8247", "metadata": {}, "source": [ "### 7.8.2 Método *cross-validation (k-fold)*\n", "O método *cross-validation* separa os dados em k subconjuntos e treina k modelos, cada vez usando uma k-1 partes para o treino e 1 para os testes, de forma que ao fim, todos os dados são usados para estimar e para testar o modelo. Uma divisão em k = 5 partes pode ser vista na figura abaixo:\n", "\n", "![k_fold.png](attachment:k_fold.png)\n", "\n", "A eficácia do modelo é medida pelo erro médio de todos os modelos (veja os erros na próxima Seção). Dessa forma, o *k-fold* **não é usado para estimar e usar o modelo**, mas sim para verificar a acurácia de um modelo (ou mesmo comparar a forma de geração de vários modelos). \n", "Diferentemente de quando calculamos o holdout, que primeiro separamos os dados para somente em seguida treinar, testar e coletar a eficacia (erros) do modelo, quando usamos o k-fold **todas essas etapas são feitas de uma só vez.** Existem dois métodos que podemos usar em Python para calcular o k-fold, o `cross_val_score` (https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.cross_val_score.html) ou o `cross_validate` (https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.cross_validate.html), ambos importados de `sklearn.model_selection`. A diferença entre os dois é que o `cross_val_score` calcula a eficácia (erros) para cada fold em relação ao conjunto de *testes*, já com o *cross_val_score* podemos optar por coletar também o erro dos treino (usamos os dois erros para avaliar os modelos). Abaixo é mostrado um exemplo para cada método.\n", "### 7.8.2.1 Usando `cross_val_score` (retorna eficácia de testes)\n", "Por esse motivo a saída dó método é um conjunto de erros (um para cada k).Para isso usamos a função `cross_val_score` importada de `sklearn.model_selection`. Podemos escolher qual tipo de medida queremos que ele calcule com o argumento `scoring`, sendo elas:\n", "\n", "1. ‘accuracy’\n", "2. ‘balanced_accuracy’\n", "3. ‘roc_auc’\n", "4. ‘f1’\n", "5. ‘neg_mean_absolute_error’\n", "6. ‘neg_root_mean_squared_error’\n", "7. ‘r2’\n", "\n", "Usaremos a `accuracy`, que diz respeito a porcentagem de instancias classificadas de forma correta com o modelo." ] }, { "cell_type": "code", "execution_count": 9, "id": "3c09e69e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Acuracia : [0.91666667 0.83333333 0.94444444 0.97142857 0.88571429]\n", "Acurácia média : 0.9103174603174604\n" ] } ], "source": [ "from sklearn.model_selection import cross_val_score\n", "cl_cross = tree.DecisionTreeClassifier(criterion = 'entropy')\n", "folds = 10\n", "scores = cross_val_score(cl_cross, X, Y, cv = 5, scoring='accuracy')\n", "print(\"Acuracia : \", scores)\n", "print(\"Acurácia média : \", scores.mean())" ] }, { "cell_type": "markdown", "id": "4ae8ee30", "metadata": {}, "source": [ "### 7.8.2.1 Usando `cross_validate` (retorna eficácia de testes + treino)\n", "O retorno do método é um dicionário, se passamos o argumento `return_train_score = True` um array com a eficácia em cada conjunto de treino também é retornada." ] }, { "cell_type": "code", "execution_count": 10, "id": "a09bb55a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'fit_time': array([0.00081515, 0. , 0.00500059]),\n", " 'score_time': array([0. , 0.01534843, 0.00396228]),\n", " 'test_score': array([0.81666667, 0.83050847, 0.98305085]),\n", " 'train_score': array([1., 1., 1.])}" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.model_selection import cross_validate\n", "cl_cross_validate = tree.DecisionTreeClassifier(criterion = 'entropy')\n", "folds = 10\n", "cv_results = cross_validate(cl_cross_validate, X, Y, cv = 3, return_train_score = True)\n", "cv_results" ] }, { "cell_type": "markdown", "id": "de5fe98d", "metadata": {}, "source": [ "Podemos então usar a média tanto do dos valores de test_score quanto de train_score para verificarmos se o modelo está com overfitting." ] }, { "cell_type": "code", "execution_count": 11, "id": "1278bc12", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Efic. de treino : 0.88\n", "Efic. de teste: 1.00\n" ] } ], "source": [ "eficacia_media_teste = cv_results[\"test_score\"].mean()\n", "eficacia_media_treino = cv_results[\"train_score\"].mean()\n", "print(\"Efic. de treino : {:.2f}\\nEfic. de teste: {:.2f}\".format(eficacia_media_teste, eficacia_media_treino))" ] }, { "cell_type": "markdown", "id": "02e5860d", "metadata": {}, "source": [ "## 7.9 Avaliando o desempenho do modelo\n", "\n", "Os erros cometidos por um modelo de classificação são geralmente divididos em dois grupos: *erro de treinamento* e *erro de generalização (ou testes)*. Erros de treinamento se referem aos erros de classificação equivocada do modelo cometido no registro de treinamento, enquanto os erros de generalização são os erros do modelo em registros não vistos anteriormente.\n", "\n", "Um bom modelo deve ter baixa quantidade de erros de treinamento assim como de erros de generalização. Isso é importante, pois um modelo com baixo erro de treinamento pode muito bem possuir um alto erro de testes. Isso é conhecido como *overfitting* (o modelo está muito ajustado aos dados de treino, e não generaliza bem para instâncias não vistas).\n", "\n", "### 7.9.1 Erro de treinamento\n", "\n", "Podemos aferir o erro de treinamento pelo próprio modelo, usando o método `score`. Ele mede a acurácia do modelo, ou seja, a porcentagem de classificações corretas." ] }, { "cell_type": "code", "execution_count": 12, "id": "861bf658", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elementos no treino : 124\n", "Elementos no teste : 54\n", "1.0\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.model_selection import train_test_split\n", "X_treino, X_teste, Y_treino, Y_teste = train_test_split(X, Y, test_size = 0.3, random_state = 0)\n", "\n", "print(\"Elementos no treino : \", X_treino.shape[0])\n", "print(\"Elementos no teste : \", X_teste.shape[0])\n", "\n", "# Declara o classificador\n", "clf = tree.DecisionTreeClassifier(random_state = 0)\n", "clf.fit(X_treino, Y_treino)\n", "\n", "print(clf.score(X_treino, Y_treino))\n", "fig = plt.figure()\n", "fig.set_size_inches(25,12) \n", "im = tree.plot_tree(clf, filled = True)\n" ] }, { "cell_type": "markdown", "id": "c0b4778e", "metadata": {}, "source": [ "### 7.9.2 Erro de generalização (de testes)\n", "Usando o mesmo método `score`, porém com o conjunto de testes, temos a porcentagem de classes corretamente classificadas. Um bom modelo deve ter um score \"equiparável\", considerando o erro de testes e de treino." ] }, { "cell_type": "code", "execution_count": 13, "id": "ce4e1612", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9444444444444444\n" ] } ], "source": [ "print(clf.score(X_teste, Y_teste))" ] }, { "cell_type": "markdown", "id": "2a907b92", "metadata": {}, "source": [ "OBS: Note que ao se alterar o parâmetro `test_size` do split, também se alteram os valores de acurácia. Por esse motivo a validação k-fold é mais confiável ao se escolher um modelo. O código abaixo estima um modelo com alguns parâmetros e calcula o erro de generalização usando holdout comum e k-fold:" ] }, { "cell_type": "code", "execution_count": 14, "id": "ad8b1842", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Acuracia holdout: 0.8472222222222222\n", "Acurácia média k-fold: 0.9153594771241831\n" ] } ], "source": [ "X_treino, X_teste, Y_treino, Y_teste = train_test_split(X, Y, test_size = 0.4, random_state = 42)\n", "model = tree.DecisionTreeClassifier(criterion = \"entropy\", random_state = 42)\n", "# Ajustando o modelo\n", "model.fit(X_treino, Y_treino)\n", "\n", "# Calculando o score por holdout\n", "score_holdout = model.score(X_teste, Y_teste)\n", "\n", "# Calculando por k-fold, k = 10\n", "cl_cross = tree.DecisionTreeClassifier(criterion='entropy', random_state = 42)\n", "scores_k_fold = cross_val_score(cl_cross, X, Y, cv = 10, scoring = 'accuracy')\n", "\n", "\n", "print(\"Acuracia holdout: \", score_holdout)\n", "print(\"Acurácia média k-fold: \", scores_k_fold.mean())\n" ] }, { "cell_type": "markdown", "id": "fb10d59f", "metadata": {}, "source": [ "### Exemplo \"toy\" para o cálculo do score (treino e testes)" ] }, { "cell_type": "code", "execution_count": 15, "id": "c9723ea7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Acurácia do treino: 0.8\n", "Acurácia do testes: 1.0\n" ] }, { "data": { "text/plain": [ "array([0, 0, 1, 1, 1])" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_treino = [[17,1,2], [15,1,2], [5,1,2],[5,1,2],[5,1,2]]\n", "Y_treino = [0,0,1,1,0]\n", "\n", "X_testes = [[17,1,2], [15,1,2], [5,1,2],[5,1,2]]\n", "Y_testes = [0,0,1,1]\n", "\n", "mod_pred = tree.DecisionTreeClassifier(criterion = \"entropy\", max_depth = 3)\n", "mod_pred.fit(X_treino, Y_treino)\n", "\n", "fig = plt.figure()\n", "fig.set_size_inches(10,5) \n", "fig = tree.plot_tree(mod_pred, filled = True)\n", "\n", "# Portanto existe erro:\n", "print(\"Acurácia do treino:\",mod_pred.score(X_treino, Y_treino))\n", "print(\"Acurácia do testes:\",mod_pred.score(X_testes, Y_testes))\n", "\n", "mod_pred.predict(X_treino)" ] }, { "cell_type": "markdown", "id": "ea6387af", "metadata": {}, "source": [ "### 7.9.3 Matriz de confusão\n", "A matriz de confusão permite analisar em quais locais o modelo está errando mais (ou acertando mais). Isso é usado para dados desbalanceados, ou em que uma classe tem uma importância maior do que a outra.\n", "Passando um vetor com as classes ocorridas e outro com as estimadas pelo modelo, podemos calcular a matriz de confusão." ] }, { "cell_type": "code", "execution_count": 16, "id": "04ac8eb0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[1, 0, 1],\n", " [0, 2, 1],\n", " [2, 0, 1]], dtype=int64)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.metrics import confusion_matrix\n", "\n", "# Sejam os vetores v_ocorrido e v_previsto os tipos de vinhos e as classificações que o modelo fez:\n", "v_ocorrido = [1,2,3,3,2,2,1,3]\n", "v_previsto = [1,2,1,1,3,2,3,3]\n", "confusion_matrix(v_ocorrido, v_previsto)" ] }, { "cell_type": "code", "execution_count": 17, "id": "9dbc92af", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[1, 0, 1],\n", " [0, 2, 1],\n", " [2, 0, 1]], dtype=int64)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Podemos também passar uma lista com a ordem das classes na matriz:\n", "v_ocorrido = [1,2,3,3,2,2,1,3]\n", "v_previsto = [1,2,1,1,3,2,3,3]\n", "confusion_matrix(v_ocorrido, v_previsto, labels = [1,2,3])" ] }, { "cell_type": "markdown", "id": "1a636185", "metadata": {}, "source": [ "De forma geral então, para calcular a matriz de confusão precisamos:\n", "1. Ajustar o modelo.\n", "2. Realizar as previsões (geralmente para os testes).\n", "3. Aplicar a matriz no conjunto de previsões e no ocorrido.\n", "\n", "O código abaixo faz isso, usando *holdout* com 30% de testes." ] }, { "cell_type": "code", "execution_count": 18, "id": "dab79e73", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[22, 1, 0],\n", " [ 1, 17, 1],\n", " [ 0, 0, 12]], dtype=int64)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_treino, X_teste, Y_treino, Y_teste = train_test_split(X, Y, test_size = 0.3, random_state = 1)\n", "cl = tree.DecisionTreeClassifier(random_state = 1)\n", "cl.fit(X_treino, Y_treino)\n", "predicao = cl.predict(X_teste)\n", "\n", "from sklearn.metrics import confusion_matrix\n", "confusion_matrix(Y_teste, predicao)" ] }, { "cell_type": "markdown", "id": "51553412", "metadata": {}, "source": [ "### 7.10 Otimização e ajuste de parâmetros (*hyperparameter optimization*)\n", "Vimos como calcular o desempenho de uma árvore de decisão, e como o desempenho é afetado pelos parâmetros escolhidos. Dessa forma surge a pergunta: existe um conjunto de parâmetros capaz de gerar uma árvore melhor do que outra? A resposta é sim. Considere alguns parâmetros possível para o `DecisionTreeClassifier`:\n", "\n", "1. **criterion{“gini”, “entropy”, “log_loss”}, default=”gini”**: Método que define a qualidade da separação dos nós.\n", "2. **splitter{“best”, “random”}, default=”best”**: Método usado para realizar a separação dos nós.\n", "3. **max_depth:int, default=None**: profundidade máxima da árvore.\n", "4. **min_samples_split:int or float, default=2**: Número mínimo de amostras necessária para se expandir um nó.\n", "5. **min_samples_leaf:int or float, default=1**: Numero mínimo de amostras em um nó. Um ponto de separação será considerado, somente se deixar `min_samples_leaf` em cada lado da separação.\n", "\n", "Uma forma para tentarmos otimizar o modelo seria a seguinte:\n", "1. Atualizar parâmetros\n", "2. Ajustar modelo\n", "3. Calcular desempenho\n", "4. Guardar melhores parãmetros até o momento\n", "5. Voltar a 1 se critério de parada não for atingido\n", "\n", "Vamos criar um código que faça isso. Primeiro criaremos uma função que recebe os dados X e Y e os parâmetros, e retorna a acurácia do conjunto de treino e a média das acurácias do conjunto de testes pelo método k-fold com k=5:" ] }, { "cell_type": "code", "execution_count": 19, "id": "33770f00", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1.0, 0.8876190476190476)\n" ] } ], "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn import tree\n", "\n", "def calcula_z(X, Y, criterio):\n", " X_treino, X_teste, Y_treino, Y_teste = train_test_split(X, Y, test_size = 0.3, random_state = 1)\n", " cl = tree.DecisionTreeClassifier(random_state = 1, criterion = criterio)\n", " cl.fit(X_treino, Y_treino)\n", " score_treino = cl.score(X_treino, Y_treino)\n", " scores_k_fold = cross_val_score(cl, X, Y, cv = 5, scoring = 'accuracy')\n", " return (score_treino, scores_k_fold.mean())\n", " \n", "\n", "scores = calcula_z(X,Y, \"gini\")\n", "print(scores)" ] }, { "cell_type": "markdown", "id": "a8ed68ce", "metadata": {}, "source": [ "Note que deixamos um argumento na função referente ao critério de cálculo da qualidade dos nós. Podemos então criar uma lista com os 3 valores possíveis [“gini”, “entropy”, “log_loss”] e verificar qual gera melhores resultados:" ] }, { "cell_type": "code", "execution_count": 20, "id": "c0485714", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1.0, 0.8876190476190476)\n", "(1.0, 0.8934920634920633)\n", "(1.0, 0.8934920634920633)\n" ] } ], "source": [ "crit = [\"gini\", \"entropy\", \"log_loss\"]\n", "\n", "for c in crit:\n", " score = calcula_z(X,Y,c)\n", " print(score)" ] }, { "cell_type": "markdown", "id": "1be7170b", "metadata": {}, "source": [ "Ainda, podemos alterar a função para receber o parâmetro de max_depth:" ] }, { "cell_type": "code", "execution_count": 21, "id": "b004fb7f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(0.6612903225806451, 0.6463492063492063)\n", "(0.9193548387096774, 0.8261904761904761)\n", "(0.9838709677419355, 0.8820634920634921)\n", "(0.9919354838709677, 0.916031746031746)\n", "(0.6209677419354839, 0.562063492063492)\n", "(0.967741935483871, 0.910952380952381)\n", "(0.9919354838709677, 0.9046031746031747)\n", "(1.0, 0.8934920634920633)\n", "(0.6209677419354839, 0.562063492063492)\n", "(0.967741935483871, 0.910952380952381)\n", "(0.9919354838709677, 0.9046031746031747)\n", "(1.0, 0.8934920634920633)\n" ] } ], "source": [ "def calcula_z2(X, Y, criterio, n_depth):\n", " X_treino, X_teste, Y_treino, Y_teste = train_test_split(X, Y, test_size = 0.3, random_state = 1)\n", " cl = tree.DecisionTreeClassifier(random_state = 1, criterion = criterio, max_depth = n_depth)\n", " cl.fit(X_treino, Y_treino)\n", " score_treino = cl.score(X_treino, Y_treino)\n", " scores_k_fold = cross_val_score(cl, X, Y, cv = 5, scoring = 'accuracy')\n", " return (score_treino, scores_k_fold.mean())\n", "\n", "crit = [\"gini\", \"entropy\", \"log_loss\"]\n", "max_prof = [1,2,3,4]\n", "\n", "for c in crit:\n", " for n in max_prof:\n", " score = calcula_z2(X,Y,c,n)\n", " print(score)" ] }, { "cell_type": "markdown", "id": "72c6ca61", "metadata": {}, "source": [ "E dessa forma podemos criar o algoritmo para otimizar os parâmetros da árvore de decisão." ] }, { "cell_type": "markdown", "id": "3acb5b87", "metadata": {}, "source": [ "## 7.11 Dados não balanceados\n", "Considere o banco de dados *WineQT.csv*, que afere a qualidade de vinhos por uma nota (de 1 a 10), com base em um conjunto de atributos do vinho. As notas 3,4 e 8 são muito menos frequêntes do que as outras." ] }, { "cell_type": "code", "execution_count": 23, "id": "d7dde230", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dt_im = pd.read_csv(r\"G:\\Meu Drive\\Arquivos\\UFPR\\1 - Disciplinas\\2 - Intro Mineração de Dados\\5-Python\\Datasets\\WineQT.csv\")\n", "dt_im\n", "\n", "dt_grouped = dt_im.groupby(\"quality\").count()\n", "\n", "fig, ax = plt.subplots(1,1)\n", "ax.bar(dt_grouped.index, dt_grouped[\"Id\"])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 28, "id": "ef80b03f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
fixed acidityvolatile aciditycitric acidresidual sugarchloridesfree sulfur dioxidetotal sulfur dioxidedensitypHsulphatesalcoholId
quality
3666666666666
4333333333333333333333333
5483483483483483483483483483483483483
6462462462462462462462462462462462462
7143143143143143143143143143143143143
8161616161616161616161616
\n", "
" ], "text/plain": [ " fixed acidity volatile acidity citric acid residual sugar \\\n", "quality \n", "3 6 6 6 6 \n", "4 33 33 33 33 \n", "5 483 483 483 483 \n", "6 462 462 462 462 \n", "7 143 143 143 143 \n", "8 16 16 16 16 \n", "\n", " chlorides free sulfur dioxide total sulfur dioxide density pH \\\n", "quality \n", "3 6 6 6 6 6 \n", "4 33 33 33 33 33 \n", "5 483 483 483 483 483 \n", "6 462 462 462 462 462 \n", "7 143 143 143 143 143 \n", "8 16 16 16 16 16 \n", "\n", " sulphates alcohol Id \n", "quality \n", "3 6 6 6 \n", "4 33 33 33 \n", "5 483 483 483 \n", "6 462 462 462 \n", "7 143 143 143 \n", "8 16 16 16 " ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dt_grouped" ] }, { "cell_type": "markdown", "id": "1c384ed1", "metadata": {}, "source": [ "Estimando um modelo de classificação, sem limitar os parâmetros:" ] }, { "cell_type": "code", "execution_count": 24, "id": "5448ffe9", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## demora para rodar mesmo, até estimar ##\n", "\n", "# Gerando um modelo da forma normal\n", "X = dt_im.iloc[:,0:11]\n", "Y = dt_im.iloc[:,11]\n", "\n", "\n", "# Criando um conjunto de treino/testes - holdout 0.3\n", "x_treino, x_teste, y_treino, y_teste = train_test_split(X, Y, test_size = 0.3, random_state = 1, stratify = Y)\n", "clf = tree.DecisionTreeClassifier(criterion = \"entropy\", random_state = 1)\n", "clf.fit(x_treino, y_treino)\n", "\n", "fig = plt.figure()\n", "fig.set_size_inches(20,15)\n", "fig = tree.plot_tree(clf)\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 25, "id": "24acddd9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Score : 0.5422740524781341\n" ] }, { "data": { "text/plain": [ "array([[ 0, 0, 0, 2, 0, 0],\n", " [ 0, 2, 7, 1, 0, 0],\n", " [ 0, 3, 95, 45, 2, 0],\n", " [ 1, 5, 55, 62, 10, 5],\n", " [ 0, 0, 5, 10, 26, 2],\n", " [ 0, 0, 1, 1, 2, 1]], dtype=int64)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Verificando o score e a matriz de confusão para os dados de teste:\n", "score = clf.score(x_teste, y_teste)\n", "print(\"Score : \", score)\n", "v_pred = clf.predict(x_teste)\n", "v_pred\n", "\n", "confusion_matrix(y_teste, v_pred)" ] }, { "cell_type": "markdown", "id": "c452f39c", "metadata": {}, "source": [ "Podemos alterar os parâmetros para tentar deixar o modelo mais generalizado." ] }, { "cell_type": "code", "execution_count": 26, "id": "e324d2f4", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Score : 0.5626822157434402\n" ] }, { "data": { "text/plain": [ "array([[ 0, 0, 1, 1, 0, 0],\n", " [ 0, 0, 4, 6, 0, 0],\n", " [ 0, 0, 91, 54, 0, 0],\n", " [ 0, 0, 36, 102, 0, 0],\n", " [ 0, 0, 1, 42, 0, 0],\n", " [ 0, 0, 0, 5, 0, 0]], dtype=int64)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Podemos alterar os parâmetros da árvore para tentar deixar ela mais genéria (podar)\n", "\n", "# Criando um conjunto de treino/testes - holdout 0.3\n", "x_treino, x_teste, y_treino, y_teste = train_test_split(X, Y, test_size = 0.3, random_state = 1, stratify = Y)\n", "clf = tree.DecisionTreeClassifier(max_depth = 2, criterion = \"entropy\", random_state = 1)\n", "clf.fit(x_treino, y_treino)\n", "\n", "fig = plt.figure()\n", "fig.set_size_inches(15,10)\n", "fig = tree.plot_tree(clf)\n", "\n", "plt.show()\n", "\n", "\n", "# Verificando o score e a matriz de confusão para os dados de teste:\n", "score = clf.score(x_teste, y_teste)\n", "print(\"Score : \", score)\n", "v_pred = clf.predict(x_teste)\n", "v_pred\n", "\n", "confusion_matrix(y_teste, v_pred)\n" ] }, { "cell_type": "markdown", "id": "76c29d0a", "metadata": {}, "source": [ "E se os vinhos com as notas 3 e 8 fossem os mais importantes na correta classificação, pois eles são de alguma forma venenosos? Pela classificação acima (na matriz de confusão), nenhum dos dois foi corretamente classificado. Isso pode ser causa do não-balanceamento dos dados. Podemos tentar corrigir isso estimando um modelo com o argumento `class_weight` como \"balanced\", de forma que um peso é dado a cada classe, inversamente proporcional à sua frequência relativa no banco." ] }, { "cell_type": "code", "execution_count": 28, "id": "8213792f", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Score : 0.14868804664723032\n" ] }, { "data": { "text/plain": [ "array([[ 1, 1, 0, 0, 0, 0],\n", " [ 1, 3, 4, 0, 0, 2],\n", " [22, 56, 43, 0, 0, 24],\n", " [23, 27, 20, 0, 0, 68],\n", " [ 1, 6, 2, 0, 0, 34],\n", " [ 0, 1, 0, 0, 0, 4]], dtype=int64)" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Criando um conjunto de treino/testes - holdout 0.3\n", "clf = tree.DecisionTreeClassifier(max_depth = 2, criterion = \"entropy\", random_state = 1, class_weight = \"balanced\")\n", "clf.fit(x_treino, y_treino)\n", "\n", "fig = plt.figure()\n", "fig.set_size_inches(15,10)\n", "fig = tree.plot_tree(clf)\n", "\n", "plt.show()\n", "\n", "\n", "# Verificando o score e a matriz de confusão para os dados de teste:\n", "score = clf.score(x_teste, y_teste)\n", "print(\"Score : \", score)\n", "v_pred = clf.predict(x_teste)\n", "v_pred\n", "\n", "confusion_matrix(y_teste, v_pred)" ] }, { "cell_type": "markdown", "id": "44adbd3a", "metadata": {}, "source": [ "Repare que o score foi reduzido, porém as classificações corretas do vinho 3 e 8 aumentaram. Dessa forma, nem sempre a acurácia (medida pelo `score`) é a melhor medida de desempenho em uma árvore. Tudo vai depender do que se deseja realizar." ] }, { "cell_type": "markdown", "id": "171d8052", "metadata": {}, "source": [ "## 7.12 Rotina para criação de um modelo\n", "\n", "De forma geral, alguns passos podem ser tomados ao se induzir um modelo de classificação usando árvores de decisão:\n", "\n", "1. Realizar uma análise exploratória dados, verificar se existe classes não balanceadas e se são importantes.\n", "2. Separar os dados em treino e testes.\n", "3. Ajustar uma árvore com os dados de treino.\n", "4. (se factível) Imprimir visualmente a árvore.\n", "5. Verificar a acurácia da classificação, tanto no treino quanto nos teste (evitar overfitting). Escolher uma medida de desempenho adequada ao que se deseja (lembre do desbalancemanto das classes).\n", "6. Tentar otimizar os parâmetros do modelo.\n", "7. Com os parâmetros encontrados, estimar uma nova árvore com todo o conjunto de dados, e usar o modelo no negócio.\n", "\n", "
\n", "

Exercícios

\n", "
\n", "\n", "1. Considere o conjunto de dados *WineQT.csv* utilizado neste Notebook. Finalize a análise dos dados otimizando os parâmetros do modelo. Pense em qual medida será usada para avaliar o desempenho (considere o cenário em que os vinhos com notas 3 e 8 são venenosos...).\n", "2. Considerando o conjunto de dados *IrisDataset.csv*. Este conjunto contém dados sobre três tipos de flores Iris. Cada registro contém dados de largura e cumprimento, tanto da sépala quanto da pétala da Flor, além de uma classificação da flor (dentre uma das três - setosa, virginica e versicolor).\n", " 1. Realize uma análise exploratória sobre os dados, mostrando as descobertas (use as estatísticas e gráficos).\n", " 2. Crie um modelo de classificação por árvores de decisão, otimizando os parâmetros." ] }, { "cell_type": "markdown", "id": "6a3c6cf5", "metadata": {}, "source": [ "## 7.13 Árvores para regressão\n", "Podemos usar árvores de decisão também para a tarefa de regressão. Para isso usamos a importação `DecisionTreeRegressor` (https://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeRegressor.html) de `sklearn.tree`. Considerando o conjunto de dados `diabetes.csv`. Este conjunto conjunto possui 10 características de 442 pacientes com diabetes, como pressão média do sangue, idade, sexo, etc. Além disso, uma variável alvo com uma avaliação quantitativa da doença, 1 anos após a coleta dos dados. O conjunto foi usado originalemnte em ''Least Angle Regression'' por Efron et al., 2004, em Annals of Statistics" ] }, { "cell_type": "code", "execution_count": 29, "id": "a1aaf11c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
AGESEXBMIBPS1S2S3S4S5S6Y
059232.1101.0015793.238.04.004.859887151
148121.687.00183103.270.03.003.89186975
272230.593.0015693.641.04.004.672885141
324125.384.00198131.440.05.004.890389206
450123.0101.00192125.452.04.004.290580135
....................................
43760228.2112.00185113.842.04.004.983693178
43847224.975.00225166.042.05.004.4427102104
43960224.999.67162106.643.03.774.127195132
44036130.095.00201125.242.04.795.129985220
44136119.671.00250133.297.03.004.59519257
\n", "

442 rows × 11 columns

\n", "
" ], "text/plain": [ " AGE SEX BMI BP S1 S2 S3 S4 S5 S6 Y\n", "0 59 2 32.1 101.00 157 93.2 38.0 4.00 4.8598 87 151\n", "1 48 1 21.6 87.00 183 103.2 70.0 3.00 3.8918 69 75\n", "2 72 2 30.5 93.00 156 93.6 41.0 4.00 4.6728 85 141\n", "3 24 1 25.3 84.00 198 131.4 40.0 5.00 4.8903 89 206\n", "4 50 1 23.0 101.00 192 125.4 52.0 4.00 4.2905 80 135\n", ".. ... ... ... ... ... ... ... ... ... ... ...\n", "437 60 2 28.2 112.00 185 113.8 42.0 4.00 4.9836 93 178\n", "438 47 2 24.9 75.00 225 166.0 42.0 5.00 4.4427 102 104\n", "439 60 2 24.9 99.67 162 106.6 43.0 3.77 4.1271 95 132\n", "440 36 1 30.0 95.00 201 125.2 42.0 4.79 5.1299 85 220\n", "441 36 1 19.6 71.00 250 133.2 97.0 3.00 4.5951 92 57\n", "\n", "[442 rows x 11 columns]" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd_diabetes = pd.read_csv(r\"G:\\Meu Drive\\Arquivos\\UFPR\\1 - Disciplinas\\2 - Intro Mineração de Dados\\5-Python\\Datasets\\diabetes.csv\", sep = \";\")\n", "pd_diabetes" ] }, { "cell_type": "markdown", "id": "926e8d58", "metadata": {}, "source": [ "Separando os atributos e o valor alvo em X e Y." ] }, { "cell_type": "code", "execution_count": 30, "id": "7b57a94e", "metadata": {}, "outputs": [], "source": [ "X = pd_diabetes.iloc[:,0:10]\n", "Y = pd_diabetes.iloc[:,10:11]" ] }, { "cell_type": "markdown", "id": "64d9469a", "metadata": {}, "source": [ "Separando os dados em treino e teste por holdout 0.3 teste:" ] }, { "cell_type": "code", "execution_count": 31, "id": "1dc2a2b8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(309, 10) (133, 10)\n" ] } ], "source": [ "x_treino, x_teste, y_treino, y_teste = train_test_split(X, Y, test_size = 0.3, random_state = 1)\n", "print(x_treino.shape, x_teste.shape)" ] }, { "cell_type": "markdown", "id": "ba9a26d7", "metadata": {}, "source": [ "Declarando e estimando o regressor:" ] }, { "cell_type": "code", "execution_count": 32, "id": "fc6b56b1", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
DecisionTreeRegressor()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "DecisionTreeRegressor()" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.tree import DecisionTreeRegressor \n", "regressor = DecisionTreeRegressor() \n", "regressor.fit(x_treino, y_treino)" ] }, { "cell_type": "markdown", "id": "feffe376", "metadata": {}, "source": [ "Plotando a árvore:" ] }, { "cell_type": "code", "execution_count": 33, "id": "160075b9", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "fig.set_size_inches(20,15)\n", "fig = tree.plot_tree(regressor, filled = True, feature_names = X.columns)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "86e27e96", "metadata": {}, "source": [ "Como não existem classes, a verificação do erro de predições pelo método `score` é dada pelo coeficiente de determinação $R^2$ (https://pt.wikipedia.org/wiki/Coeficiente_de_determina%C3%A7%C3%A3o, no Python https://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeRegressor.html#sklearn.tree.DecisionTreeRegressor.fit). Um coeficiente de 1 para os testes indica um overfitting do modelo." ] }, { "cell_type": "code", "execution_count": 34, "id": "22ab6d3b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R2 testes : 1.0\n" ] } ], "source": [ "print(\"R2 testes : \", regressor.score(x_treino, y_treino))" ] }, { "cell_type": "markdown", "id": "f5d8bc26", "metadata": {}, "source": [ "O coeficiente está muito alto (=1), o que pode indicar um overfitting aos dados de treino. Verificando o valor nos dados de teste:" ] }, { "cell_type": "code", "execution_count": 35, "id": "46e6e04a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-0.48828738158797713\n" ] } ], "source": [ "print(regressor.score(x_teste, y_teste))" ] }, { "cell_type": "markdown", "id": "6a52ce7c", "metadata": {}, "source": [ "Realmente os dados se ajustaram muito bem ao treino porém não conseguem explicar os dados de teste. Criando um pequeno algoritmo para otimizar os parâmetros: usando a validação k-fold com k = 4, vamos alterar os parâmetros `max_depth`, `criterion`, `splitter`, `min_samples_split`." ] }, { "cell_type": "code", "execution_count": 36, "id": "9e6836e9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Melhor current score : 0.21894383383110033\n", "Melhor current param : (1, 'squared_error', 'best', 2)\n", "Melhor current score : 0.3345696710614511\n", "Melhor current param : (2, 'squared_error', 'best', 2)\n", "Melhor current score : 0.3446130872434291\n", "Melhor current param : (2, 'poisson', 'best', 2)\n", "Melhor current score : 0.35375360294288943\n", "Melhor current param : (3, 'poisson', 'best', 2)\n", "Melhor score : 0.35375360294288943\n", "Melhor score : (3, 'poisson', 'best', 2)\n" ] } ], "source": [ "# Parâmetros variados:\n", "criterio = [\"squared_error\", \"friedman_mse\", \"absolute_error\", \"poisson\"]\n", "split = [\"best\", \"random\"]\n", "min_samples = range(2,5)\n", "param_otimos = ()\n", "\n", "best_s = 0\n", "for i in range(1,20):\n", " for c in criterio:\n", " for s in split:\n", " for m in min_samples: \n", " regressor = DecisionTreeRegressor( random_state = 42, max_depth = i, criterion = c, splitter = s, min_samples_split = m) \n", " mean_score = cross_val_score(regressor, X, Y, cv = 4).mean()\n", " if mean_score > best_s:\n", " best_s = mean_score\n", " param_otimos = i,c,s,m\n", " print(\"Melhor current score : \", best_s)\n", " print(\"Melhor current param : \", param_otimos)\n", "\n", "print(\"Melhor score : \", best_s)\n", "print(\"Melhor score : \", param_otimos)" ] }, { "cell_type": "markdown", "id": "514865ec", "metadata": {}, "source": [ "Portanto os melhores parametros são : `max_depth = 3`, `criterion = 'poisson'`, `splitter = 'best'`, `min_samples_split = 2`, com um $R^2$ médio de 0.3537 (o que é ainda muito baixo). Ajustando um novo modelo com esses parâmetros e plotando a arvore:" ] }, { "cell_type": "code", "execution_count": 37, "id": "7a40989f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Erro no teste (k-fold) 0.35375360294288943\n", "Erro no treino 0.14051298340566853\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regressor = DecisionTreeRegressor( random_state = 42, max_depth = 3, criterion = 'poisson', splitter = 'best', min_samples_split = 2) \n", "regressor.fit(x_treino, y_treino)\n", "mean_score = cross_val_score(regressor, X, Y, cv = 4).mean()\n", "print(\"Erro no teste (k-fold)\",mean_score)\n", "print(\"Erro no treino\",regressor.score(x_teste, y_teste))\n", "\n", "fig = plt.figure()\n", "fig.set_size_inches(20,15)\n", "fig = tree.plot_tree(regressor, filled = True, feature_names = X.columns)\n", "plt.show()" ] } ], "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": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 5 }