{ "cells": [ { "cell_type": "markdown", "id": "0196542b", "metadata": {}, "source": [ "# Ejercicio \n", "\n", "Trabajar con el dataset de Diabetes" ] }, { "cell_type": "code", "execution_count": 1, "id": "aad4f607", "metadata": {}, "outputs": [], "source": [ "# Imports\n", "from sklearn.datasets import load_diabetes\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "markdown", "id": "624eff31", "metadata": {}, "source": [ "Cargamos el dataset y mostramos su descripción" ] }, { "cell_type": "code", "execution_count": 2, "id": "91107542", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dict_keys(['data', 'target', 'frame', 'DESCR', 'feature_names', 'data_filename', 'target_filename', 'data_module'])\n", ".. _diabetes_dataset:\n", "\n", "Diabetes dataset\n", "----------------\n", "\n", "Ten baseline variables, age, sex, body mass index, average blood\n", "pressure, and six blood serum measurements were obtained for each of n =\n", "442 diabetes patients, as well as the response of interest, a\n", "quantitative measure of disease progression one year after baseline.\n", "\n", "**Data Set Characteristics:**\n", "\n", ":Number of Instances: 442\n", "\n", ":Number of Attributes: First 10 columns are numeric predictive values\n", "\n", ":Target: Column 11 is a quantitative measure of disease progression one year after baseline\n", "\n", ":Attribute Information:\n", " - age age in years\n", " - sex\n", " - bmi body mass index\n", " - bp average blood pressure\n", " - s1 tc, total serum cholesterol\n", " - s2 ldl, low-density lipoproteins\n", " - s3 hdl, high-density lipoproteins\n", " - s4 tch, total cholesterol / HDL\n", " - s5 ltg, possibly log of serum triglycerides level\n", " - s6 glu, blood sugar level\n", "\n", "Note: Each of these 10 feature variables have been mean centered and scaled by the standard deviation times the square root of `n_samples` (i.e. the sum of squares of each column totals 1).\n", "\n", "Source URL:\n", "https://www4.stat.ncsu.edu/~boos/var.select/diabetes.html\n", "\n", "For more information see:\n", "Bradley Efron, Trevor Hastie, Iain Johnstone and Robert Tibshirani (2004) \"Least Angle Regression,\" Annals of Statistics (with discussion), 407-499.\n", "(https://web.stanford.edu/~hastie/Papers/LARS/LeastAngle_2002.pdf)\n", "\n" ] } ], "source": [ "diabetes = load_diabetes(as_frame=True)\n", "df = diabetes.frame\n", "\n", "print(diabetes.keys()) # Para saber que obtenemos al descargar el conjunto de datos\n", "\n", "print(diabetes.DESCR)" ] }, { "cell_type": "markdown", "id": "1ed1f15a", "metadata": {}, "source": [ "Mostramos la matriz de correlación" ] }, { "cell_type": "code", "execution_count": 3, "id": "f0d8d8be", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,10))\n", "cm = np.corrcoef(df[df.columns].values.T)\n", "sns.set(font_scale=1.5)\n", "hm = sns.heatmap(cm, cbar=True,annot=True, square=True, fmt='.2f',\n", " annot_kws={'size': 15}, yticklabels=df.columns, xticklabels=df.columns)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "21f932f8", "metadata": {}, "source": [ "### Ejercicio\n", "- Realiza una regresión Lasso con todas las características. Debes seleccionar el mejor valor para el hiperparàmetro _alpha_ en el rango $10^{-6}$, 100.\n", "\n", "- Muestra por pantalla el mejor _alpha_ y el mejor _score_\n", "\n", "- Realiza un plot donde muestres los residuos (la diferencia entre los valores reales y la predicción) frente a los valores predichos. ¿Cómo es esta distribución?" ] }, { "cell_type": "code", "execution_count": 3, "id": "0dce0c6e", "metadata": {}, "outputs": [], "source": [ "from sklearn.linear_model import Lasso" ] }, { "cell_type": "code", "execution_count": 4, "id": "eeaef6bc", "metadata": {}, "outputs": [], "source": [ "X = diabetes.data\n", "y = diabetes.target\n", "\n", "alphas = np.linspace(0.000001, 100, 100)\n", "\n", "for a in alphas:\n", " \n", " lasso = Lasso(alpha= 0)#...TODO\n", " # ...\n", " " ] }, { "cell_type": "markdown", "id": "9d190c95", "metadata": {}, "source": [ "**Ejercicio 2**\n", "\n", "Vamos a hacer una segunda versión sobre este ejercicio usando una Regresión polinómica:\n", "\n", "- Crea un polinomio de grado 1 y compara el resultado con el obtenido con la regressión LASSO. Que sucede?\n", "- Crea polinómios de grados mayores, que sucede con el _score_ ?" ] }, { "cell_type": "code", "execution_count": null, "id": "22cbdf7b", "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import PolynomialFeatures\n", "from sklearn.linear_model import LinearRegression" ] }, { "cell_type": "code", "execution_count": null, "id": "75460b61", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "46d3ad05", "metadata": {}, "source": [ "**Ejercicio 3**\n", "\n", "Evidentemente parece que lo que estamos consiguiendo es realizar overfitting sobre el conjunto de datos. Los dividimos en dos conjuntos usando la función `train_test_split` y de esta manera obtendremos un conjunto de test. Ver documentación [enlace](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.train_test_split.html?highlight=train_test#sklearn.model_selection.train_test_split)\n", "\n", "Trabajaremos con una métrica diferente: MSE [enlace](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_squared_error.html?highlight=mean%20squared%20error#sklearn.metrics.mean_squared_error)\n", "\n", "- Dividir el conjunto de datos y los valores objetivo en 2 conjuntos. Nos quedaremos el 70% para entrenamiento.\n", "- Probar regresiones polinómicas con diferentes grados. Nos quedaremos con la que tenga mejor MSE en el conjunto de test. \n", "- Realiza un plot donde se vea la evolución del MSE en el conjunto de test.\n", "- Añade el MSE del conjunto de entrenamiento. Que podemos observar?\n", "\n", "_Nota:_ Intenta automatizar el proceso realizando un bucle sobre el grado del polinómio\n", "\n" ] }, { "cell_type": "code", "execution_count": 156, "id": "3d714599", "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import mean_squared_error" ] }, { "cell_type": "code", "execution_count": null, "id": "cbe5ad96", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "44637ab0", "metadata": {}, "source": [ "[![License: CC BY 4.0](https://img.shields.io/badge/License-CC_BY_4.0-lightgrey.svg)](https://creativecommons.org/licenses/by/4.0/)
\n", "Isaac Lera and Gabriel Moya
\n", "Universitat de les Illes Balears
\n", "isaac.lera@uib.edu, gabriel.moya@uib.edu" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.10" } }, "nbformat": 4, "nbformat_minor": 5 }