{ "cells": [ { "cell_type": "code", "execution_count": 79, "id": "94934301-cff6-4dab-84c2-2f36bf4aeb81", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "df_diabetes = pd.read_csv('~/diabetes_binary.csv')" ] }, { "cell_type": "code", "execution_count": 80, "id": "05d853ea-5da8-45c9-92e6-85e5e9ec8a95", "metadata": {}, "outputs": [], "source": [ "df_babies = pd.read_csv('~/babies.csv')\n", "df_babies.drop('Unnamed: 0', axis = 1, inplace = True)" ] }, { "cell_type": "code", "execution_count": 81, "id": "a748f58f-43f8-4ea5-ad3e-3c7f88150779", "metadata": {}, "outputs": [], "source": [ "df_babies = df_babies.dropna() " ] }, { "cell_type": "code", "execution_count": 82, "id": "be48c605-15da-44ca-89d8-832531ac29c7", "metadata": {}, "outputs": [], "source": [ "X = df_babies.drop('bwt', axis = 1)\n", "y = df_babies['bwt']\n", "\n", "from sklearn.model_selection import train_test_split\n", "\n", "train_X, test_X, train_y, test_y = train_test_split(X, y, test_size = 0.25) " ] }, { "cell_type": "code", "execution_count": 84, "id": "954556b7-7e77-474c-bd49-b650324552f8", "metadata": {}, "outputs": [], "source": [ "from sklearn.tree import DecisionTreeRegressor # Now we use the package scikit-learn and import tree module\n", "\n", "reg_model = DecisionTreeRegressor(max_depth = 3).fit(train_X, train_y) # note the order you give it the sets is reversed. This is package-specific stuff" ] }, { "cell_type": "markdown", "id": "f538f2b4-c34d-4167-a481-73e0983af6f7", "metadata": {}, "source": [ "Decision Trees are a non-parametric supervised learning models used for classification and regression. The goal is to create a model that predicts the value of a target variable by learning simple decision rules inferred from the data features. A tree can be seen as a piecewise constant approximation. They work by progressively dividing the input space in subgroups according to a splitting rule that maximizes purity (homogeneity) of the Y values within each obtained group." ] }, { "cell_type": "code", "execution_count": 85, "id": "f7b85811-c75a-4f55-a05b-2310bc7c7ab5", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.tree import plot_tree\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "features = X.columns\n", "classes = 'bwt'\n", "\n", "# code to plot the tree\n", "plt.figure(figsize=(18, 12))\n", "plot_tree(reg_model,\n", " feature_names=features,\n", " class_names=classes,\n", " rounded=True, # Rounded node edges\n", " filled=True, # Adds color accoding to class\n", " proportion=True); # Displays the proportions of class samples instead of the whole number of samples\n" ] }, { "cell_type": "code", "execution_count": 86, "id": "cd8e6551-2403-48f0-bc56-7e71ce25522e", "metadata": {}, "outputs": [], "source": [ "reg_predictions = reg_model.predict(test_X)" ] }, { "cell_type": "code", "execution_count": 87, "id": "9788c4de-00d1-4cb1-ba0a-31c5fefcb3e3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([3234.76377953, 3269.97777778, 3422.63473054, 3422.63473054,\n", " 3269.97777778, 3418.11594203, 3638.77606178, 3638.77606178,\n", " 3638.77606178, 2952.90196078, 3422.63473054, 3422.63473054,\n", " 3638.77606178, 3422.63473054, 3638.77606178, 3638.77606178,\n", " 3234.76377953, 3638.77606178, 2952.90196078, 3422.63473054,\n", " 3234.76377953, 3234.76377953, 3638.77606178, 3638.77606178,\n", " 3638.77606178, 3418.11594203, 2952.90196078, 3422.63473054,\n", " 3269.97777778, 3418.11594203, 3638.77606178, 2699.28571429,\n", " 3638.77606178, 3638.77606178, 3418.11594203, 3638.77606178,\n", " 3638.77606178, 3234.76377953, 3422.63473054, 3638.77606178,\n", " 3638.77606178, 3269.97777778, 2952.90196078, 3269.97777778,\n", " 3418.11594203, 3234.76377953, 3234.76377953, 3638.77606178,\n", " 3638.77606178, 3422.63473054, 3638.77606178, 3418.11594203,\n", " 2952.90196078, 2952.90196078, 3638.77606178, 3418.11594203,\n", " 3418.11594203, 3269.97777778, 2699.28571429, 3234.76377953,\n", " 3638.77606178, 3638.77606178, 3418.11594203, 3422.63473054,\n", " 3234.76377953, 3269.97777778, 3234.76377953, 3422.63473054,\n", " 3418.11594203, 3269.97777778, 2596.44117647, 3422.63473054,\n", " 3269.97777778, 3418.11594203, 3422.63473054, 3418.11594203,\n", " 3269.97777778, 3638.77606178, 3269.97777778, 3418.11594203,\n", " 3418.11594203, 3422.63473054, 3234.76377953, 3418.11594203,\n", " 3234.76377953, 3234.76377953, 3418.11594203, 3418.11594203,\n", " 3638.77606178, 3234.76377953, 3234.76377953, 3422.63473054,\n", " 3638.77606178, 3638.77606178, 3418.11594203, 3422.63473054,\n", " 3638.77606178, 3269.97777778, 3234.76377953, 3418.11594203,\n", " 3638.77606178, 3638.77606178, 2952.90196078, 2596.44117647,\n", " 3418.11594203, 2952.90196078, 2952.90196078, 3422.63473054,\n", " 3638.77606178, 2596.44117647, 3422.63473054, 3638.77606178,\n", " 3269.97777778, 3638.77606178, 3422.63473054, 3638.77606178,\n", " 3418.11594203, 3234.76377953, 3269.97777778, 3269.97777778,\n", " 3638.77606178, 3234.76377953, 3422.63473054, 3269.97777778,\n", " 3422.63473054, 3234.76377953, 3234.76377953, 3269.97777778,\n", " 2952.90196078, 3638.77606178, 3422.63473054, 3422.63473054,\n", " 3422.63473054, 3269.97777778, 3422.63473054, 3234.76377953,\n", " 2952.90196078, 3638.77606178, 3638.77606178, 3422.63473054,\n", " 3234.76377953, 3638.77606178, 3418.11594203, 3418.11594203,\n", " 3422.63473054, 2952.90196078, 3638.77606178, 3422.63473054,\n", " 2596.44117647, 3234.76377953, 3422.63473054, 3638.77606178,\n", " 3422.63473054, 3422.63473054, 3638.77606178, 3234.76377953,\n", " 3422.63473054, 3418.11594203, 3269.97777778, 3418.11594203,\n", " 3422.63473054, 3638.77606178, 3638.77606178, 3269.97777778,\n", " 3422.63473054, 3269.97777778, 3269.97777778, 2952.90196078,\n", " 3234.76377953, 3638.77606178, 3638.77606178, 3422.63473054,\n", " 3638.77606178, 2596.44117647, 3638.77606178, 3269.97777778,\n", " 3638.77606178, 3418.11594203, 3234.76377953, 3638.77606178,\n", " 3422.63473054, 3638.77606178, 3638.77606178, 3269.97777778,\n", " 3422.63473054, 3234.76377953, 2952.90196078, 3638.77606178,\n", " 3638.77606178, 3638.77606178, 3234.76377953, 3638.77606178,\n", " 2699.28571429, 3638.77606178, 3418.11594203, 3269.97777778,\n", " 3418.11594203, 3418.11594203, 3269.97777778, 2952.90196078,\n", " 3422.63473054, 3234.76377953, 3422.63473054, 3422.63473054,\n", " 3418.11594203, 3269.97777778, 3638.77606178, 3422.63473054,\n", " 2952.90196078, 3638.77606178, 3638.77606178, 3234.76377953,\n", " 3234.76377953, 3422.63473054, 3422.63473054, 3422.63473054,\n", " 3422.63473054, 3638.77606178, 3418.11594203, 2596.44117647,\n", " 3269.97777778, 3638.77606178, 2952.90196078, 3269.97777778,\n", " 3422.63473054, 3638.77606178, 3269.97777778, 3638.77606178,\n", " 3422.63473054, 3234.76377953, 3422.63473054, 3638.77606178,\n", " 3269.97777778, 3638.77606178, 3269.97777778, 3422.63473054,\n", " 3638.77606178, 3422.63473054, 3638.77606178, 3418.11594203,\n", " 3638.77606178, 3422.63473054, 3422.63473054, 3638.77606178,\n", " 3418.11594203, 2596.44117647, 3422.63473054, 3638.77606178,\n", " 2952.90196078, 3234.76377953, 3638.77606178, 3422.63473054,\n", " 3418.11594203, 3234.76377953, 3638.77606178, 2952.90196078,\n", " 3638.77606178, 2596.44117647, 2596.44117647, 3269.97777778,\n", " 3422.63473054, 3422.63473054, 3234.76377953, 3418.11594203,\n", " 3269.97777778, 3638.77606178, 3234.76377953, 3418.11594203,\n", " 3418.11594203, 3418.11594203, 3418.11594203, 3638.77606178,\n", " 3638.77606178, 2596.44117647, 3269.97777778, 3234.76377953,\n", " 3422.63473054, 3422.63473054, 3638.77606178, 3638.77606178,\n", " 3638.77606178, 3638.77606178, 3422.63473054, 3234.76377953,\n", " 3638.77606178, 3638.77606178, 3638.77606178, 3418.11594203,\n", " 3638.77606178, 3422.63473054, 3234.76377953, 3638.77606178,\n", " 3422.63473054, 3418.11594203])" ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reg_predictions" ] }, { "cell_type": "code", "execution_count": 88, "id": "b701f8bd-d7e8-4586-9a8e-bd4b3869fc0f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "368.50002033980417" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.metrics import mean_absolute_error\n", "\n", "mean_absolute_error(reg_predictions, test_y) # with linear regression it was 305" ] }, { "cell_type": "code", "execution_count": null, "id": "928ee619-9035-4b03-b23d-3d019371a069", "metadata": {}, "outputs": [], "source": [ "# Now classification" ] }, { "cell_type": "code", "execution_count": 89, "id": "4fe28fbe-bbc6-42d1-86c7-1f0bab496370", "metadata": {}, "outputs": [], "source": [ "X = df.drop('Diabetes_binary', axis = 1)\n", "y = df['Diabetes_binary']\n", "\n", "train_X, test_X, train_y, test_y = train_test_split(X, y, test_size = 0.20)" ] }, { "cell_type": "code", "execution_count": 109, "id": "1675934c-c4ed-441c-ba2e-676fad8e969d", "metadata": {}, "outputs": [], "source": [ "from sklearn.tree import DecisionTreeClassifier\n", "\n", "clf_model = DecisionTreeClassifier(max_depth = 3).fit(train_X, train_y)" ] }, { "cell_type": "code", "execution_count": 105, "id": "4ce16817-e27e-4718-9634-27145b660b4f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "features = X.columns\n", "\n", "\n", "# code to plot the tree\n", "plt.figure(figsize=(18, 12))\n", "plot_tree(clf_model,\n", " feature_names=features,\n", " rounded=True, # Rounded node edges\n", " filled=True, # Adds color accoding to class\n", " proportion=True); # Displays the proportions of class samples instead of the whole number of samples\n" ] }, { "cell_type": "code", "execution_count": 110, "id": "27a84381-fb2d-4996-8366-93048211e91f", "metadata": {}, "outputs": [], "source": [ "clf_predictions = clf_model.predict_proba(test_X)[:,1]" ] }, { "cell_type": "code", "execution_count": 111, "id": "8cda2b87-4da8-4fbb-bfa9-c422e77dbf17", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1., 1., 1., ..., 0., 0., 0.])" ] }, "execution_count": 111, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clf_predictions" ] }, { "cell_type": "code", "execution_count": 112, "id": "94fa002f-58c1-45fe-9af2-45cd52dfc13f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.6732127007637588" ] }, "execution_count": 112, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.metrics import roc_auc_score\n", "\n", "roc_auc_score(test_y, clf_predictions) # it was 0.8174 with logistic regression" ] }, { "cell_type": "markdown", "id": "229f9b8e-7273-4687-b2bb-dc659eebce25", "metadata": {}, "source": [ "Trees too deep can easily overfit the training data, meaning they won't generalize well to new data. There are some techniques to ease the problem, like cost complexity pruning, where you remove splits that do not achieve a relevant increase in node purity. \n", "However, there are better techniques, based on the aggregation of many simpler learners (in this case, trees), which average the results to get to a final decision. These models, called ensemble models for obvious reason, are able to lower the variance thanks to the averaging of results, and are often very performing.\n", "We will see the Random Forest model as an example. Another very good model is XGBoost" ] }, { "cell_type": "code", "execution_count": 113, "id": "a41df360-41fc-468c-a965-72596028a8c5", "metadata": {}, "outputs": [], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "\n", "rf_model = RandomForestClassifier(n_estimators = 500, criterion = 'log_loss', max_depth = 10).fit(train_X, train_y)\n" ] }, { "cell_type": "code", "execution_count": 114, "id": "b0a0fdb7-b06f-475d-8c6b-59ce0c975d0a", "metadata": {}, "outputs": [], "source": [ "rf_predictions = rf_model.predict_proba(test_X)[:,1] # I obtain predictions and select the second column, probability of diabetes" ] }, { "cell_type": "code", "execution_count": 115, "id": "3acfed35-f632-4db4-a496-2f7a2b515d41", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.67554719, 0.21525971, 0.73611807, ..., 0.15394655, 0.07863777,\n", " 0.4350857 ])" ] }, "execution_count": 115, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rf_predictions" ] }, { "cell_type": "code", "execution_count": 116, "id": "19cb7809-2e10-40e3-b33e-d36583e1f084", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.8239602860320676" ] }, "execution_count": 116, "metadata": {}, "output_type": "execute_result" } ], "source": [ "roc_auc_score(test_y, rf_predictions)" ] }, { "cell_type": "code", "execution_count": 117, "id": "bb2f8509-1567-4a0b-94f5-27331ee8490f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "features = X.columns\n", "importances = rf_model.feature_importances_\n", "indices = np.argsort(importances)\n", "\n", "plt.title('Feature Importances')\n", "plt.barh(range(len(indices)), importances[indices], color='b', align='center')\n", "plt.yticks(range(len(indices)), [features[i] for i in indices])\n", "plt.xlabel('Relative Importance')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "8b2e553e-f3c3-4c13-8fae-1fb452d66390", "metadata": {}, "source": [ "This graph shows which variables generated, on average, the most relevant splits. It is built directly from the inner workings of the model, thus is model specific. We will see in the next lecture how Explainable AI models get to a similar output in a more robus, model-agnostic way." ] } ], "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": "3.9.15" } }, "nbformat": 4, "nbformat_minor": 5 }