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"<a href=\"https://colab.research.google.com/gist/brusangues/c6b7705a154fe2d20c8d7952944ca64a/decision_trees.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# Árvores de Decisão\n" | |
], | |
"metadata": { | |
"id": "cWXYm6KUvijz" | |
} | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"## Links do Sklearn\n", | |
"https://scikit-learn.org/stable/modules/tree.html#tree\n", | |
"\n", | |
"https://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeClassifier.html\n", | |
"\n", | |
"https://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeRegressor.html\n", | |
"\n", | |
"## Explicação passo a passo muito boa\n", | |
"https://www.machinelearningnuggets.com/decision-trees-and-random-forests/\n", | |
"\n", | |
"## Cálculo do gini, entropia\n", | |
"https://www.machinelearningnuggets.com/splitting-criteria-in-decision-trees/\n", | |
"\n", | |
"## Explicando como são calculados os predict_probas de múltiplos algoritmos, incluíndo as árvores\n", | |
"https://towardsdatascience.com/predicted-probability-explained-a-visual-guide-with-code-examples-for-beginners-7c34e8994ec2/\n", | |
"\n", | |
"## Decision trees vs random forests\n", | |
"\n", | |
"https://www.machinelearningnuggets.com/decision-trees-and-random-forests/\n", | |
"\n", | |
"\n", | |
"## Mlu explain - explicação visual\n", | |
"https://mlu-explain.github.io/decision-tree/\n" | |
], | |
"metadata": { | |
"id": "lfCNty0xBELc" | |
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{ | |
"cell_type": "markdown", | |
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"\n", | |
"Predição:\n", | |
"* Percorrer a árvore a partir do primeiro nó (nó raiz)\n", | |
"* Aplicar as regras com base nas features até encontrar um nó folha\n", | |
"* A predição será\n", | |
" * classe majoritária em caso de classificação\n", | |
" * média dos exemplos presentes no último nó não folha em caso de regressão\n", | |
"\n", | |
"Treinamento (construção da árvore):\n", | |
"* Começando do nó raiz\n", | |
"* Para cada variável\n", | |
" * Discretizar variável se for numérica.\n", | |
" * Para cada quebra presente na variável discretizada\n", | |
" * Calcular ganho de informação (quão bem aquela regra separa o target)\n", | |
"* Repetir recursivamente até separar perfeitamente o target, ou atingir algum critério de parada\n", | |
"\n", | |
"Medidas de impuridade:\n", | |
"* Gini: 1-prob\\*\\*2-(1-prob)\\*\\*2\n", | |
"* Entropia\n", | |
"* Ganho de informação\n", | |
"* Regressão - MSE ou MAE\n", | |
"\n", | |
"Poda (prunning):\n", | |
"* Critérios de parada\n", | |
" * Ganho mínimo de informação\n", | |
" * Número mínimo de exemplos nos nós que não são folha\n", | |
" * Número mínimo de exemplos nos nós folha\n", | |
" * Altura máxima\n", | |
"* Poda depois de ter a árvore construída\n", | |
" * Cost Complexity Prunning\n", | |
"\n", | |
"Predict proba:\n", | |
"* Proporção de classe do último nó\n", | |
"* Não representa tão bem uma probabilidade quanto o predict proba da regressão logística\n", | |
"\n", | |
"\n" | |
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"metadata": { | |
"id": "IZCCzFF_6ANP" | |
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{ | |
"cell_type": "markdown", | |
"source": [ | |
"## 1. Conceito básico" | |
], | |
"metadata": { | |
"id": "DGWgnUmfbcAa" | |
} | |
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{ | |
"cell_type": "code", | |
"source": [ | |
"import numpy as np\n", | |
"import pandas as pd\n", | |
"import matplotlib.pyplot as plt\n", | |
"from sklearn.datasets import load_iris\n", | |
"from sklearn.tree import DecisionTreeClassifier, plot_tree, DecisionTreeRegressor\n", | |
"from sklearn.model_selection import train_test_split\n", | |
"from sklearn.metrics import accuracy_score, mean_absolute_error, mean_squared_error\n", | |
"\n", | |
"# Load the iris dataset\n", | |
"iris = load_iris(as_frame=True)\n", | |
"X, y = iris.data, iris.target\n", | |
"print(iris.target_names)\n", | |
"print(y.value_counts())\n", | |
"X.head()" | |
], | |
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"['setosa' 'versicolor' 'virginica']\n", | |
"target\n", | |
"0 50\n", | |
"1 50\n", | |
"2 50\n", | |
"Name: count, dtype: int64\n" | |
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" sepal length (cm) sepal width (cm) petal length (cm) petal width (cm)\n", | |
"0 5.1 3.5 1.4 0.2\n", | |
"1 4.9 3.0 1.4 0.2\n", | |
"2 4.7 3.2 1.3 0.2\n", | |
"3 4.6 3.1 1.5 0.2\n", | |
"4 5.0 3.6 1.4 0.2" | |
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" <th>sepal length (cm)</th>\n", | |
" <th>sepal width (cm)</th>\n", | |
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" <th>petal width (cm)</th>\n", | |
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" <th>0</th>\n", | |
" <td>5.1</td>\n", | |
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" <td>4.9</td>\n", | |
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" <tr>\n", | |
" <th>2</th>\n", | |
" <td>4.7</td>\n", | |
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" <th>3</th>\n", | |
" <td>4.6</td>\n", | |
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"metadata": {}, | |
"execution_count": 1 | |
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] | |
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{ | |
"cell_type": "code", | |
"source": [ | |
"# Criando dataset de regressão\n", | |
"X_reg = pd.concat([X.iloc[:, 1:], y], axis=1)\n", | |
"y_reg = X.iloc[:, 0]\n", | |
"X_train_reg, X_test_reg, y_train_reg, y_test_reg = train_test_split(X_reg, y_reg, random_state=0)\n", | |
"\n", | |
"# Classificação só com 2 classes\n", | |
"X = X[y != 0]\n", | |
"y = y[y != 0]\n", | |
"X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)" | |
], | |
"metadata": { | |
"id": "h8HyxSJJqu7Y" | |
}, | |
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"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# --- Demo of a simple tree ---\n", | |
"print(\"--- Simple Decision Tree ---\")\n", | |
"# Train a decision tree classifier with default parameters\n", | |
"clf_simple = DecisionTreeClassifier(random_state=0)\n", | |
"clf_simple.fit(X_train, y_train)\n", | |
"print(f\"Accuracy on test set: {clf_simple.score(X_test, y_test):.2f}\")\n", | |
"\n", | |
"# Visualize the simple tree\n", | |
"plt.figure(figsize=(12, 8))\n", | |
"plot_tree(clf_simple, feature_names=X_train.columns, class_names=['versicolor','virginica'], filled=True)\n", | |
"plt.title(\"Simple Decision Tree (Default Parameters)\")\n", | |
"plt.show()" | |
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}, | |
"id": "Ga_z_ZKHq27d", | |
"outputId": "f02e672b-d7d0-454f-c0a2-209c91268586" | |
}, | |
"execution_count": 3, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"--- Simple Decision Tree ---\n", | |
"Accuracy on test set: 0.88\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 1200x800 with 1 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"\n" | |
], | |
"metadata": { | |
"id": "ZwPOg5s2cX99" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Distribuição do target\n", | |
"df = pd.concat([X_train, y_train], axis=1)\n", | |
"df.target.value_counts(normalize=True)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 0 | |
}, | |
"id": "xY_krP7HX3gP", | |
"outputId": "561a84d0-8aea-4db7-cd6e-102f1b59d12d" | |
}, | |
"execution_count": 4, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"target\n", | |
"2 0.506667\n", | |
"1 0.493333\n", | |
"Name: proportion, dtype: float64" | |
], | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
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"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>proportion</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>target</th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>0.506667</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>0.493333</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div><br><label><b>dtype:</b> float64</label>" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 4 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"gini = 1 - 0.506667**2 - 0.493333**2\n", | |
"gini" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "57D3tYjHZ-3B", | |
"outputId": "fe822805-939c-4a44-8c96-4244ee28e889" | |
}, | |
"execution_count": 5, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"0.49991110222199997" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 5 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Categorizando feature numérica\n", | |
"df[\"petal length (cm)\"].value_counts().sort_index()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 0 | |
}, | |
"id": "0iJqRn2CdJBr", | |
"outputId": "7237fd37-dd10-487f-f325-5329ffb3173c" | |
}, | |
"execution_count": 6, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"petal length (cm)\n", | |
"3.0 1\n", | |
"3.5 2\n", | |
"3.6 1\n", | |
"3.7 1\n", | |
"3.9 3\n", | |
"4.0 4\n", | |
"4.1 3\n", | |
"4.2 3\n", | |
"4.3 1\n", | |
"4.4 4\n", | |
"4.5 7\n", | |
"4.6 2\n", | |
"4.7 4\n", | |
"4.8 3\n", | |
"4.9 1\n", | |
"5.0 4\n", | |
"5.1 6\n", | |
"5.2 1\n", | |
"5.3 2\n", | |
"5.4 2\n", | |
"5.5 2\n", | |
"5.6 3\n", | |
"5.7 3\n", | |
"5.8 2\n", | |
"5.9 1\n", | |
"6.0 1\n", | |
"6.1 3\n", | |
"6.3 1\n", | |
"6.4 1\n", | |
"6.7 2\n", | |
"6.9 1\n", | |
"Name: count, dtype: int64" | |
], | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
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"\n", | |
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" }\n", | |
"\n", | |
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" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>count</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>petal length (cm)</th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>3.0</th>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3.5</th>\n", | |
" <td>2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3.6</th>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3.7</th>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3.9</th>\n", | |
" <td>3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4.0</th>\n", | |
" <td>4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4.1</th>\n", | |
" <td>3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4.2</th>\n", | |
" <td>3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4.3</th>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4.4</th>\n", | |
" <td>4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4.5</th>\n", | |
" <td>7</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4.6</th>\n", | |
" <td>2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4.7</th>\n", | |
" <td>4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4.8</th>\n", | |
" <td>3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4.9</th>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5.0</th>\n", | |
" <td>4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5.1</th>\n", | |
" <td>6</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5.2</th>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5.3</th>\n", | |
" <td>2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5.4</th>\n", | |
" <td>2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5.5</th>\n", | |
" <td>2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5.6</th>\n", | |
" <td>3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5.7</th>\n", | |
" <td>3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5.8</th>\n", | |
" <td>2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5.9</th>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6.0</th>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6.1</th>\n", | |
" <td>3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6.3</th>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6.4</th>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6.7</th>\n", | |
" <td>2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6.9</th>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div><br><label><b>dtype:</b> int64</label>" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 6 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Distrubuição do target por feature categorizada\n", | |
"df[\"petal length (cm) > 4.75\"] = (df[\"petal length (cm)\"] > 4.75).astype(int)\n", | |
"display(df[\"petal length (cm) > 4.75\"].value_counts().sort_index())\n", | |
"df.groupby(\"petal length (cm) > 4.75\").target.value_counts(normalize=True).sort_index()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 0 | |
}, | |
"id": "diqWiIaVYj9N", | |
"outputId": "ef763a16-c5f2-4c31-d4eb-70318d58709e" | |
}, | |
"execution_count": 7, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"petal length (cm) > 4.75\n", | |
"0 36\n", | |
"1 39\n", | |
"Name: count, dtype: int64" | |
], | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
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"\n", | |
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"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>count</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>petal length (cm) > 4.75</th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>36</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>39</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div><br><label><b>dtype:</b> int64</label>" | |
] | |
}, | |
"metadata": {} | |
}, | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"petal length (cm) > 4.75 target\n", | |
"0 1 0.972222\n", | |
" 2 0.027778\n", | |
"1 1 0.051282\n", | |
" 2 0.948718\n", | |
"Name: proportion, dtype: float64" | |
], | |
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"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
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" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th>proportion</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>petal length (cm) > 4.75</th>\n", | |
" <th>target</th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th rowspan=\"2\" valign=\"top\">0</th>\n", | |
" <th>1</th>\n", | |
" <td>0.972222</td>\n", | |
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" <tr>\n", | |
" <th>2</th>\n", | |
" <td>0.027778</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th rowspan=\"2\" valign=\"top\">1</th>\n", | |
" <th>1</th>\n", | |
" <td>0.051282</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>0.948718</td>\n", | |
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"</table>\n", | |
"</div><br><label><b>dtype:</b> float64</label>" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 7 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"gini_left = 1 - 0.972222**2 - 0.027778**2\n", | |
"gini_right = 1 - 0.051282**2 - 0.948718**2\n", | |
"print(gini_left, gini_right)\n", | |
"(gini_left * 36 + gini_right * 39) / (36 + 39)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "Um1Syd9paEI6", | |
"outputId": "670df3d6-5eb2-4888-fd03-63a8d78c817f" | |
}, | |
"execution_count": 8, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"0.05401276543199995 0.09730431295200015\n" | |
] | |
}, | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"0.07652437014240004" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 8 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Distrubuição do target por feature categorizada\n", | |
"df[\"petal length (cm) > 5.05\"] = (df[\"petal length (cm)\"] > 5.05).astype(int)\n", | |
"display(df[\"petal length (cm) > 5.05\"].value_counts().sort_index())\n", | |
"df.groupby(\"petal length (cm) > 5.05\").target.value_counts(normalize=True).sort_index()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 0 | |
}, | |
"id": "kY6ijhcGZxfd", | |
"outputId": "78aa9dac-825c-4094-926d-1f28a5a28b7b" | |
}, | |
"execution_count": 9, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"petal length (cm) > 5.05\n", | |
"0 44\n", | |
"1 31\n", | |
"Name: count, dtype: int64" | |
], | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
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" .dataframe tbody tr th {\n", | |
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" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>count</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>petal length (cm) > 5.05</th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>44</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>31</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div><br><label><b>dtype:</b> int64</label>" | |
] | |
}, | |
"metadata": {} | |
}, | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"petal length (cm) > 5.05 target\n", | |
"0 1 0.840909\n", | |
" 2 0.159091\n", | |
"1 2 1.000000\n", | |
"Name: proportion, dtype: float64" | |
], | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th>proportion</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>petal length (cm) > 5.05</th>\n", | |
" <th>target</th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th rowspan=\"2\" valign=\"top\">0</th>\n", | |
" <th>1</th>\n", | |
" <td>0.840909</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>0.159091</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <th>2</th>\n", | |
" <td>1.000000</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div><br><label><b>dtype:</b> float64</label>" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 9 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"gini_left = 1 - 0.840909**2 - 0.159091**2\n", | |
"gini_right = 1 - 0**2 - 1.000000**2\n", | |
"print(gini_left, gini_right)\n", | |
"(gini_left * 44 + gini_right * 31) / (44 + 31)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "EoOXA9wJbqqc", | |
"outputId": "5eca9b7a-1cbb-4e55-98c7-36a85837002b" | |
}, | |
"execution_count": 10, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"0.2675621074379999 0.0\n" | |
] | |
}, | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"0.15696976969695997" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 10 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"## Alguns parâmetros" | |
], | |
"metadata": { | |
"id": "wDMlyvhldiRO" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# --- Demonstrating the effect of parameters ---\n", | |
"print(\"\\n--- Decision Tree with max_depth=3 ---\")\n", | |
"# Train a decision tree classifier with max_depth=2\n", | |
"clf_depth2 = DecisionTreeClassifier(max_depth=3, random_state=0)\n", | |
"clf_depth2.fit(X_train, y_train)\n", | |
"print(f\"Accuracy on test set (max_depth=3 tree): {clf_depth2.score(X_test, y_test):.2f}\")\n", | |
"\n", | |
"plt.figure(figsize=(12, 8))\n", | |
"plot_tree(clf_depth2, feature_names=X_train.columns, class_names=['versicolor','virginica'], filled=True)\n", | |
"plt.title(\"Decision Tree with max_depth=3\")\n", | |
"plt.show()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 0 | |
}, | |
"id": "LzXLanWpt5lp", | |
"outputId": "34932609-a0d7-4f7c-864c-dbdca52b6f2e" | |
}, | |
"execution_count": 11, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"\n", | |
"--- Decision Tree with max_depth=3 ---\n", | |
"Accuracy on test set (max_depth=3 tree): 0.88\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 1200x800 with 1 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 0 | |
}, | |
"id": "7RYgpcVvqU6-", | |
"outputId": "09ddd5d7-84e6-4b1c-f762-86950f52336e" | |
}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"\n", | |
"--- Decision Tree with min_samples_split=10 ---\n", | |
"Accuracy on test set (min_samples_split=10 tree): 0.80\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 1200x800 with 1 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": {} | |
} | |
], | |
"source": [ | |
"print(\"\\n--- Decision Tree with min_samples_split=10 ---\")\n", | |
"# Train a decision tree classifier with min_samples_split=10\n", | |
"clf_min_split10 = DecisionTreeClassifier(min_samples_split=10, random_state=0)\n", | |
"clf_min_split10.fit(X_train, y_train)\n", | |
"print(f\"Accuracy on test set (min_samples_split=10 tree): {clf_min_split10.score(X_test, y_test):.2f}\")\n", | |
"\n", | |
"# Visualize the tree with min_samples_split=10\n", | |
"plt.figure(figsize=(12, 8))\n", | |
"plot_tree(clf_min_split10, feature_names=X_train.columns, class_names=['versicolor','virginica'], filled=True)\n", | |
"plt.title(\"Decision Tree with min_samples_split=10\")\n", | |
"plt.show()\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"## Predict Proba" | |
], | |
"metadata": { | |
"id": "Q4r_hVoqilv4" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"print(\"\\n--- Decision Tree with min_samples_split=10 ---\")\n", | |
"# Train a decision tree classifier with min_samples_split=10\n", | |
"clf_min_split10 = DecisionTreeClassifier(min_samples_split=10, random_state=0)\n", | |
"clf_min_split10.fit(X_train, y_train)\n", | |
"print(f\"Accuracy on test set (min_samples_split=10 tree): {clf_min_split10.score(X_test, y_test):.2f}\")\n", | |
"\n", | |
"# Visualize the tree with min_samples_split=10\n", | |
"plt.figure(figsize=(12, 8))\n", | |
"plot_tree(clf_min_split10, feature_names=X_train.columns, class_names=['versicolor','virginica'], filled=True)\n", | |
"plt.title(\"Decision Tree with min_samples_split=10\")\n", | |
"plt.show()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 0 | |
}, | |
"id": "6_Zapo7Pl6Gf", | |
"outputId": "445f9345-0a1c-408e-f292-d9d5137360fd" | |
}, | |
"execution_count": 13, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"\n", | |
"--- Decision Tree with min_samples_split=10 ---\n", | |
"Accuracy on test set (min_samples_split=10 tree): 0.80\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 1200x800 with 1 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"proba_1 = 2/8\n", | |
"proba_2 = 6/8\n", | |
"proba_1, proba_2" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "4cdjoZU1mRMa", | |
"outputId": "97ce6e34-da08-4af6-9983-80aef7344031" | |
}, | |
"execution_count": 14, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"(0.25, 0.75)" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 14 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"example = {\n", | |
" 'sepal length (cm)': 6.2,\n", | |
" 'sepal width (cm)': 2.8,\n", | |
" 'petal length (cm)': 4.8,\n", | |
" 'petal width (cm)': 1.8\n", | |
"}\n", | |
"proba = float(clf_min_split10.predict_proba([list(example.values())])[0,1])\n", | |
"pred = float(clf_min_split10.predict([list(example.values())])[0])\n", | |
"display(f\"{pred=} {proba=}\")" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 0 | |
}, | |
"id": "t7uIeeZVj-OQ", | |
"outputId": "1cf19346-72d2-4048-99ce-21460be3f203" | |
}, | |
"execution_count": 15, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stderr", | |
"text": [ | |
"/usr/local/lib/python3.11/dist-packages/sklearn/utils/validation.py:2739: UserWarning: X does not have valid feature names, but DecisionTreeClassifier was fitted with feature names\n", | |
" warnings.warn(\n", | |
"/usr/local/lib/python3.11/dist-packages/sklearn/utils/validation.py:2739: UserWarning: X does not have valid feature names, but DecisionTreeClassifier was fitted with feature names\n", | |
" warnings.warn(\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"'pred=2.0 proba=0.75'" | |
], | |
"application/vnd.google.colaboratory.intrinsic+json": { | |
"type": "string" | |
} | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"clf_min_split10.predict(X_train)[:10]" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "mjCIxvwhlkha", | |
"outputId": "91aa5e41-999e-41b5-f409-e433ae7ccfb7" | |
}, | |
"execution_count": 16, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"array([1, 1, 2, 2, 2, 2, 2, 2, 2, 2])" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 16 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"clf_min_split10.predict_proba(X_train)[:10]" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "ozJ6JJkPlba7", | |
"outputId": "4ac7eb6c-b7db-4ba2-af5c-537b297813a7" | |
}, | |
"execution_count": 17, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"array([[1. , 0. ],\n", | |
" [1. , 0. ],\n", | |
" [0. , 1. ],\n", | |
" [0. , 1. ],\n", | |
" [0.25, 0.75],\n", | |
" [0. , 1. ],\n", | |
" [0. , 1. ],\n", | |
" [0. , 1. ],\n", | |
" [0. , 1. ],\n", | |
" [0. , 1. ]])" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 17 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"## Árvore de Regressão" | |
], | |
"metadata": { | |
"id": "0KwNrdqO0icn" | |
} | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"Parameters:\n", | |
"\n", | |
"criterion{“squared_error”, “friedman_mse”, “absolute_error”, “poisson”}, default=”squared_error”\n", | |
"\n", | |
"The function to measure the quality of a split. Supported criteria are “squared_error” for the mean squared error, which is equal to variance reduction as feature selection criterion and minimizes the L2 loss using the mean of each terminal node, “friedman_mse”, which uses mean squared error with Friedman’s improvement score for potential splits, “absolute_error” for the mean absolute error, which minimizes the L1 loss using the median of each terminal node, and “poisson” which uses reduction in the half mean Poisson deviance to find splits." | |
], | |
"metadata": { | |
"id": "vCyOkULNBdTP" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# --- Demo of a simple regression tree ---\n", | |
"print(\"\\n--- Simple Regression Tree ---\")\n", | |
"# Train a decision tree regressor with default parameters\n", | |
"reg_simple = DecisionTreeRegressor(random_state=0, max_depth=2)\n", | |
"reg_simple.fit(X_train_reg, y_train_reg)\n", | |
"print(f\"R2 score on test set: {reg_simple.score(X_test_reg, y_test_reg):.2f}\")\n", | |
"print(f\"MAE score on test set: {mean_absolute_error(y_test_reg, reg_simple.predict(X_test_reg)):.2f}\")\n", | |
"print(f\"RMSE score on test set: {mean_squared_error(y_test_reg, reg_simple.predict(X_test_reg))**(1/2):.2f}\")\n", | |
"\n", | |
"# Visualize the simple regression tree\n", | |
"plt.figure(figsize=(12, 8))\n", | |
"plot_tree(reg_simple, feature_names=X_train_reg.columns, filled=True)\n", | |
"plt.title(\"Simple Regression Tree (Default Parameters)\")\n", | |
"plt.show()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 762 | |
}, | |
"id": "QBTUE8VP0kgA", | |
"outputId": "ddd46a73-0b89-48de-972e-be06d2e222f3" | |
}, | |
"execution_count": 18, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"\n", | |
"--- Simple Regression Tree ---\n", | |
"R2 score on test set: 0.55\n", | |
"MAE score on test set: 0.35\n", | |
"RMSE score on test set: 0.45\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 1200x800 with 1 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Predição e erro da raiz - MSE\n", | |
"print(y_train_reg.mean())\n", | |
"((y_train_reg - y_train_reg.mean())**2).sum()/len(y_train_reg)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "71i5m7Ood69_", | |
"outputId": "b3ae65fc-5a7b-4c7c-f8ca-0e9f47c5ef57" | |
}, | |
"execution_count": 19, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"5.886607142857143\n" | |
] | |
}, | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"np.float64(0.7524099170918367)" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 19 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# --- Demo of a simple regression tree ---\n", | |
"print(\"\\n--- Simple Regression Tree ---\")\n", | |
"# Train a decision tree regressor with default parameters\n", | |
"reg_simple = DecisionTreeRegressor(random_state=0, max_depth=2, criterion=\"absolute_error\")\n", | |
"reg_simple.fit(X_train_reg, y_train_reg)\n", | |
"print(f\"R2 score on test set: {reg_simple.score(X_test_reg, y_test_reg):.2f}\")\n", | |
"print(f\"MAE score on test set: {mean_absolute_error(y_test_reg, reg_simple.predict(X_test_reg)):.2f}\")\n", | |
"print(f\"RMSE score on test set: {mean_squared_error(y_test_reg, reg_simple.predict(X_test_reg))**(1/2):.2f}\")\n", | |
"\n", | |
"# Visualize the simple regression tree\n", | |
"plt.figure(figsize=(12, 8))\n", | |
"plot_tree(reg_simple, feature_names=X_train_reg.columns, filled=True)\n", | |
"plt.title(\"Simple Regression Tree (Default Parameters)\")\n", | |
"plt.show()" | |
], | |
"metadata": { | |
"id": "iIPGVHnUMk75", | |
"outputId": "915ba70e-00bb-46dc-bdc8-e85bbcc9a0ac", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 762 | |
} | |
}, | |
"execution_count": 30, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"\n", | |
"--- Simple Regression Tree ---\n", | |
"R2 score on test set: 0.49\n", | |
"MAE score on test set: 0.36\n", | |
"RMSE score on test set: 0.48\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 1200x800 with 1 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Predição e erro da raiz - MAE\n", | |
"print(y_train_reg.median())\n", | |
"((y_train_reg - y_train_reg.median())**2).sum()/len(y_train_reg)" | |
], | |
"metadata": { | |
"id": "ZeUpCEO9M269", | |
"outputId": "6c3d6f4e-7a3d-4b77-9441-ca1222186e9f", | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
} | |
}, | |
"execution_count": 31, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"5.8\n" | |
] | |
}, | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"np.float64(0.7599107142857144)" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 31 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"## Feature importance" | |
], | |
"metadata": { | |
"id": "a3uLudbol2Ln" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# --- Demo of a simple tree ---\n", | |
"print(\"--- Simple Decision Tree ---\")\n", | |
"# Train a decision tree classifier with default parameters\n", | |
"clf_simple = DecisionTreeClassifier(random_state=0)\n", | |
"clf_simple.fit(X_train, y_train)\n", | |
"print(f\"Accuracy on test set: {clf_simple.score(X_test, y_test):.2f}\")\n", | |
"\n", | |
"# Visualize the simple tree\n", | |
"plt.figure(figsize=(12, 8))\n", | |
"plot_tree(clf_simple, feature_names=X_train.columns, class_names=['versicolor','virginica'], filled=True)\n", | |
"plt.title(\"Simple Decision Tree (Default Parameters)\")\n", | |
"plt.show()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 710 | |
}, | |
"id": "1U3ymD1JinRd", | |
"outputId": "4ba61791-d8a7-49ed-9737-794df5f43a34" | |
}, | |
"execution_count": 20, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"--- Simple Decision Tree ---\n", | |
"Accuracy on test set: 0.88\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 1200x800 with 1 Axes>" | |
], | |
"image/png": 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