{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Regressione" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from IPython.display import Image\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import scipy.stats as st\n", "from sklearn.linear_model import LinearRegression, Lasso, Ridge, ElasticNet\n", "from sklearn.preprocessing import StandardScaler, PolynomialFeatures\n", "from sklearn.decomposition import PCA\n", "from sklearn.pipeline import Pipeline\n", "from sklearn.model_selection import train_test_split, cross_validate, cross_val_score, GridSearchCV, KFold, LeaveOneOut\n", "from sklearn.metrics import r2_score, mean_absolute_error, mean_squared_error\n", "from sklearn.feature_selection import mutual_info_regression\n", "from sklearn.linear_model import LassoCV, LassoLarsCV, LassoLarsIC, RidgeCV\n", "import seaborn as sns\n", "import copy" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.colors as mcolors\n", "from matplotlib import cm\n", "\n", "plt.style.use('fivethirtyeight')\n", "\n", "plt.rcParams['font.family'] = 'sans-serif'\n", "plt.rcParams['font.serif'] = 'Ubuntu'\n", "plt.rcParams['font.monospace'] = 'Ubuntu Mono'\n", "plt.rcParams['font.size'] = 10\n", "plt.rcParams['axes.labelsize'] = 10\n", "plt.rcParams['axes.labelweight'] = 'bold'\n", "plt.rcParams['axes.titlesize'] = 10\n", "plt.rcParams['xtick.labelsize'] = 8\n", "plt.rcParams['ytick.labelsize'] = 8\n", "plt.rcParams['legend.fontsize'] = 10\n", "plt.rcParams['figure.titlesize'] = 12\n", "plt.rcParams['image.cmap'] = 'jet'\n", "plt.rcParams['image.interpolation'] = 'none'\n", "plt.rcParams['figure.figsize'] = (16, 8)\n", "plt.rcParams['lines.linewidth'] = 2\n", "plt.rcParams['lines.markersize'] = 8\n", "\n", "colors = ['xkcd:pale orange', 'xkcd:sea blue', 'xkcd:pale red', 'xkcd:sage green', 'xkcd:terra cotta', 'xkcd:dull purple', 'xkcd:teal', 'xkcd:goldenrod', 'xkcd:cadet blue', \n", " 'xkcd:scarlet']\n", "cmap_big = cm.get_cmap('Spectral', 512)\n", "cmap = mcolors.ListedColormap(cmap_big(np.linspace(0.7, 0.95, 256)))\n", "\n", "bbox_props = dict(boxstyle=\"round,pad=0.3\", fc=colors[0], alpha=.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Esame del dataset Housing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Features:\n", " \n", "
\n",
    "1. CRIM      per capita crime rate by town\n",
    "2. ZN        proportion of residential land zoned for lots over 25,000 sq.ft.\n",
    "3. INDUS     proportion of non-retail business acres per town\n",
    "4. CHAS      Charles River dummy variable (= 1 if tract bounds river; 0 otherwise)\n",
    "5. NOX       nitric oxides concentration (parts per 10 million)\n",
    "6. RM        average number of rooms per dwelling\n",
    "7. AGE       proportion of owner-occupied units built prior to 1940\n",
    "8. DIS       weighted distances to five Boston employment centres\n",
    "9. RAD       index of accessibility to radial highways\n",
    "10. TAX      full-value property-tax rate per $10,000\n",
    "11. PTRATIO  pupil-teacher ratio by town\n",
    "12. B        1000(Bk - 0.63)^2 where Bk is the proportion of blacks by town\n",
    "13. LSTAT    % lower status of the population\n",
    "14. MEDV     Median value of owner-occupied homes in $1000s\n",
    "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lettura del dataset in dataframe pandas" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import urllib.request\n", "\n", "filepath = \"../dataset/\"\n", "url = \"https://tvml.github.io/ml2324/dataset/\"\n", "\n", "def get_file(filename):\n", " IS_COLAB = ('google.colab' in str(get_ipython()))\n", " if IS_COLAB:\n", " urllib.request.urlretrieve (url+filename, filename)\n", " return filename\n", " else:\n", " return filepath+filename" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(506, 14)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(get_file('housing.data.txt'), header=None, sep='\\s+')\n", "df.columns = ['CRIM','ZN','INDUS','CHAS','NOX','RM','AGE','DIS','RAD','TAX','PTRATIO','B','LSTAT','MEDV']\n", "df.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizzazione delle caratteristiche del dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matrice delle distribuzioni mutue delle feature. Sulla diagonale, distribuzione delle singole feature" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cols = ['LSTAT', 'RM', 'INDUS', 'AGE', 'MEDV']\n", "\n", "fig = plt.figure(figsize=(16, 8))\n", "sns.pairplot(df[cols], height=4, diag_kind='kde', \n", " plot_kws=dict(color=colors[8]), \n", " diag_kws=dict(shade=True, alpha=.7, color=colors[0]))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualizzazione della matrice di correlazione. Alla posizione $(i,j)$ il coefficiente di correlazione (lineare) tra le feature $i$ e $j$. Valore in $[-1,1]$: $1$ correlazione perfetta, $-1$ correlazione inversa perfetta, $0$ assenza di correlazione" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cm = np.corrcoef(df[cols].values.T)\n", "plt.figure(figsize=(12,4))\n", "hm = sns.heatmap(cm,\n", " cbar=True,\n", " annot=True,\n", " square=True,\n", " fmt='.2f',\n", " annot_kws={'size': 10},\n", " yticklabels=cols,\n", " xticklabels=cols,\n", " cmap = cmap)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Regressione di MEDV rispetto a una sola feature" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Feature utilizzabili: CRIM, ZN, INDUS, CHAS, NOX, RM, AGE, DIS, RAD, TAX, PTRATIO, B, LSTAT\n" ] } ], "source": [ "print(\"Feature utilizzabili: {0}\".format(', '.join(map(str, df.columns[:-1]))))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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mi
LSTAT0.666217
RM0.529658
INDUS0.472124
NOX0.457762
PTRATIO0.432389
TAX0.363236
CRIM0.350990
AGE0.314053
DIS0.296431
RAD0.220153
ZN0.197626
B0.164009
CHAS0.028975
\n", "
" ], "text/plain": [ " mi\n", "LSTAT 0.666217\n", "RM 0.529658\n", "INDUS 0.472124\n", "NOX 0.457762\n", "PTRATIO 0.432389\n", "TAX 0.363236\n", "CRIM 0.350990\n", "AGE 0.314053\n", "DIS 0.296431\n", "RAD 0.220153\n", "ZN 0.197626\n", "B 0.164009\n", "CHAS 0.028975" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mi = mutual_info_regression(df[df.columns[:-1]], df[df.columns[-1]])\n", "dmi = pd.DataFrame(mi, index=df.columns[:-1], columns=['mi']).sort_values(by='mi', ascending=False)\n", "dmi.head(20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Utilizza la feature più significativa" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "feat = dmi.index[0]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "X = df[[feat]].values\n", "y = df['MEDV'].values" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([24. , 21.6, 34.7, 33.4, 36.2, 28.7, 22.9, 27.1, 16.5, 18.9, 15. ,\n", " 18.9, 21.7, 20.4, 18.2, 19.9, 23.1, 17.5, 20.2, 18.2, 13.6, 19.6,\n", " 15.2, 14.5, 15.6, 13.9, 16.6, 14.8, 18.4, 21. , 12.7, 14.5, 13.2,\n", " 13.1, 13.5, 18.9, 20. , 21. , 24.7, 30.8, 34.9, 26.6, 25.3, 24.7,\n", " 21.2, 19.3, 20. , 16.6, 14.4, 19.4, 19.7, 20.5, 25. , 23.4, 18.9,\n", " 35.4, 24.7, 31.6, 23.3, 19.6, 18.7, 16. , 22.2, 25. , 33. , 23.5,\n", " 19.4, 22. , 17.4, 20.9, 24.2, 21.7, 22.8, 23.4, 24.1, 21.4, 20. ,\n", " 20.8, 21.2, 20.3, 28. , 23.9, 24.8, 22.9, 23.9, 26.6, 22.5, 22.2,\n", " 23.6, 28.7, 22.6, 22. , 22.9, 25. , 20.6, 28.4, 21.4, 38.7, 43.8,\n", " 33.2, 27.5, 26.5, 18.6, 19.3, 20.1, 19.5, 19.5, 20.4, 19.8, 19.4,\n", " 21.7, 22.8, 18.8, 18.7, 18.5, 18.3, 21.2, 19.2, 20.4, 19.3, 22. ,\n", " 20.3, 20.5, 17.3, 18.8, 21.4, 15.7, 16.2, 18. , 14.3, 19.2, 19.6,\n", " 23. , 18.4, 15.6, 18.1, 17.4, 17.1, 13.3, 17.8, 14. , 14.4, 13.4,\n", " 15.6, 11.8, 13.8, 15.6, 14.6, 17.8, 15.4, 21.5, 19.6, 15.3, 19.4,\n", " 17. , 15.6, 13.1, 41.3, 24.3, 23.3, 27. , 50. , 50. , 50. , 22.7,\n", " 25. , 50. , 23.8, 23.8, 22.3, 17.4, 19.1, 23.1, 23.6, 22.6, 29.4,\n", " 23.2, 24.6, 29.9, 37.2, 39.8, 36.2, 37.9, 32.5, 26.4, 29.6, 50. ,\n", " 32. , 29.8, 34.9, 37. , 30.5, 36.4, 31.1, 29.1, 50. , 33.3, 30.3,\n", " 34.6, 34.9, 32.9, 24.1, 42.3, 48.5, 50. , 22.6, 24.4, 22.5, 24.4,\n", " 20. , 21.7, 19.3, 22.4, 28.1, 23.7, 25. , 23.3, 28.7, 21.5, 23. ,\n", " 26.7, 21.7, 27.5, 30.1, 44.8, 50. , 37.6, 31.6, 46.7, 31.5, 24.3,\n", " 31.7, 41.7, 48.3, 29. , 24. , 25.1, 31.5, 23.7, 23.3, 22. , 20.1,\n", " 22.2, 23.7, 17.6, 18.5, 24.3, 20.5, 24.5, 26.2, 24.4, 24.8, 29.6,\n", " 42.8, 21.9, 20.9, 44. , 50. , 36. , 30.1, 33.8, 43.1, 48.8, 31. ,\n", " 36.5, 22.8, 30.7, 50. , 43.5, 20.7, 21.1, 25.2, 24.4, 35.2, 32.4,\n", " 32. , 33.2, 33.1, 29.1, 35.1, 45.4, 35.4, 46. , 50. , 32.2, 22. ,\n", " 20.1, 23.2, 22.3, 24.8, 28.5, 37.3, 27.9, 23.9, 21.7, 28.6, 27.1,\n", " 20.3, 22.5, 29. , 24.8, 22. , 26.4, 33.1, 36.1, 28.4, 33.4, 28.2,\n", " 22.8, 20.3, 16.1, 22.1, 19.4, 21.6, 23.8, 16.2, 17.8, 19.8, 23.1,\n", " 21. , 23.8, 23.1, 20.4, 18.5, 25. , 24.6, 23. , 22.2, 19.3, 22.6,\n", " 19.8, 17.1, 19.4, 22.2, 20.7, 21.1, 19.5, 18.5, 20.6, 19. , 18.7,\n", " 32.7, 16.5, 23.9, 31.2, 17.5, 17.2, 23.1, 24.5, 26.6, 22.9, 24.1,\n", " 18.6, 30.1, 18.2, 20.6, 17.8, 21.7, 22.7, 22.6, 25. , 19.9, 20.8,\n", " 16.8, 21.9, 27.5, 21.9, 23.1, 50. , 50. , 50. , 50. , 50. , 13.8,\n", " 13.8, 15. , 13.9, 13.3, 13.1, 10.2, 10.4, 10.9, 11.3, 12.3, 8.8,\n", " 7.2, 10.5, 7.4, 10.2, 11.5, 15.1, 23.2, 9.7, 13.8, 12.7, 13.1,\n", " 12.5, 8.5, 5. , 6.3, 5.6, 7.2, 12.1, 8.3, 8.5, 5. , 11.9,\n", " 27.9, 17.2, 27.5, 15. , 17.2, 17.9, 16.3, 7. , 7.2, 7.5, 10.4,\n", " 8.8, 8.4, 16.7, 14.2, 20.8, 13.4, 11.7, 8.3, 10.2, 10.9, 11. ,\n", " 9.5, 14.5, 14.1, 16.1, 14.3, 11.7, 13.4, 9.6, 8.7, 8.4, 12.8,\n", " 10.5, 17.1, 18.4, 15.4, 10.8, 11.8, 14.9, 12.6, 14.1, 13. , 13.4,\n", " 15.2, 16.1, 17.8, 14.9, 14.1, 12.7, 13.5, 14.9, 20. , 16.4, 17.7,\n", " 19.5, 20.2, 21.4, 19.9, 19. , 19.1, 19.1, 20.1, 19.9, 19.6, 23.2,\n", " 29.8, 13.8, 13.3, 16.7, 12. , 14.6, 21.4, 23. , 23.7, 25. , 21.8,\n", " 20.6, 21.2, 19.1, 20.6, 15.2, 7. , 8.1, 13.6, 20.1, 21.8, 24.5,\n", " 23.1, 19.7, 18.3, 21.2, 17.5, 16.8, 22.4, 20.6, 23.9, 22. , 11.9])" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "results = []" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Regressione lineare standard: la funzione di costo è $$C(\\mathbf{w})=\\frac{1}{2}\\sum_i (y(\\mathbf{w},\\mathbf{x}_i) - t_i)^2$$" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# crea modello di regressione lineare\n", "r = LinearRegression()\n", "# ne apprende i coefficienti sui dati disponibili\n", "r = r.fit(X, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Misura di qualità utilizzata: \n", "- MSE (Errore quadratico medio) definito come $$\\frac{1}{n}\\sum_{i=1}^n (y(\\mathbf{w},\\mathbf{x}_i) - t_i)^2$$" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "p = r.predict(X)\n", "# valuta MSE su dati e previsioni\n", "mse = mean_squared_error(p,y)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "38.48296722989414" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mse" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "w0: 34.554, w1: -0.950, MSE: 38.483\n" ] } ], "source": [ "print('w0: {0:.3f}, w1: {1:.3f}, MSE: {2:.3f}'.format(r.intercept_, r.coef_[0],mse))" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(min(X),max(X),100).reshape(-1,1)\n", "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "plt.scatter(X, y, c=colors[8], edgecolor=\"xkcd:light grey\")\n", "plt.plot(x, r.predict(x), color=colors[2]) \n", "plt.xlabel(feat)\n", "plt.ylabel('MEDV')\n", "plt.title('Regressione su una feature', fontsize=16)\n", "plt.text(0.85, 0.9, 'MSE: {0:.3f}'.format(mse), fontsize=12, transform=ax.transAxes, bbox=bbox_props)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Valuta il modello su test set al fine di evitare overfitting" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# partiziona dataset in training (80%) e test set (20%)\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Crea una pipeline con il solo modello di regressione" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "pipe = Pipeline([('regression', LinearRegression())])\n", "pipe = pipe.fit(X_train, y_train)\n", "p_train = pipe.predict(X_train)\n", "p_test = pipe.predict(X_test)\n", "mse_train = mean_squared_error(p_train,y_train)\n", "mse_test = mean_squared_error(p_test,y_test)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "w0: 34.725, w1: -0.968, MSE-train: 39.408, MSE-test: 34.920\n" ] } ], "source": [ "r = pipe.named_steps['regression']\n", "print('w0: {0:.3f}, w1: {1:.3f}, MSE-train: {2:.3f}, MSE-test: {3:.3f}'.format(r.intercept_, r.coef_[0],mse_train, mse_test))" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "results.append(['Regression, 1 feature', mse_train, mse_test])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(min(X),max(X),100).reshape(-1,1)\n", "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "plt.scatter(X_train, y_train, c=colors[8], edgecolor=\"xkcd:light grey\", label='Train')\n", "plt.scatter(X_test, y_test, c=colors[0], edgecolor='black', label='Test')\n", "plt.plot(x, pipe.predict(x), color=colors[2]) \n", "plt.xlabel(feat)\n", "plt.ylabel('MEDV')\n", "plt.title('Regressione su una feature con test set', fontsize=16)\n", "plt.text(0.9, 0.9, 'MSE\\ntrain {0:.3f}\\ntest {1:.3f}'.format(mse_train, mse_test), fontsize=12, transform=ax.transAxes, bbox=bbox_props)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Aggiungi standardizzazione della feature, modificandone i valori in modo da ottenere media $0$ e varianza $1$. Utilizza le pipeline di scikit-learn per definire una sequenza di task: in questo caso i dati sono normalizzati mediante uno StandardScaler e sui risultati viene applicato il modello di regressione." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "pipe = Pipeline([('scaler', StandardScaler()),('regression', LinearRegression())])\n", "pipe = pipe.fit(X_train, y_train)\n", "\n", "p_train = pipe.predict(X_train)\n", "p_test = pipe.predict(X_test)\n", "mse_train = mean_squared_error(p_train,y_train)\n", "mse_test = mean_squared_error(p_test,y_test)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Scaling: mean: 12.516, var: 49.944, scale: 7.067\n" ] } ], "source": [ "s = pipe.named_steps['scaler']\n", "print('Scaling: mean: {0:.3f}, var: {1:.3f}, scale: {2:.3f}'.format(s.mean_[0], s.var_[0],s.scale_[0]))" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "w0: 22.498, w1: -6.923, MSE-train: 38.169, MSE-test: 39.794\n" ] } ], "source": [ "r = pipe.named_steps['regression']\n", "print('w0: {0:.3f}, w1: {1:.3f}, MSE-train: {2:.3f}, MSE-test: {3:.3f}'.format(r.intercept_, r.coef_[0],mse_train, mse_test))" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "results.append(['Regression, 1 feature, scaled', mse_train, mse_test])" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(min(X),max(X),100).reshape(-1,1)\n", "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "plt.scatter(X_train, y_train, c=colors[8], edgecolor='xkcd:light grey', label='Train')\n", "plt.scatter(X_test, y_test, c=colors[0], edgecolor='black', label='Test')\n", "plt.plot(x, pipe.predict(x), color=colors[2]) \n", "plt.xlabel(feat)\n", "plt.ylabel('MEDV')\n", "plt.text(0.9, 0.9, 'MSE\\ntrain {0:.3f}\\ntest {1:.3f}'.format(mse_train, mse_test), fontsize=12, transform=ax.transAxes, bbox=bbox_props)\n", "plt.title('Regressione su una feature standardizzata, con test set', fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La valutazione potrebbe dipendere eccessivamente dalla coppia training-test set (varianza). \n", "Utilizzo della cross validation per valutare il modello. Si applica un KFold per suddividere il training set $X$ in n_splits coppie (training set, test set)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fold: 0, mean:7.425, scale: 12.688, w0: 22.902, w1: -7.570, MSE test set: 28.353\n", "Fold: 1, mean:7.286, scale: 14.768, w0: 19.533, w1: -5.805, MSE test set: 65.920\n", "Fold: 2, mean:5.952, scale: 10.509, w0: 25.156, w1: -5.817, MSE test set: 38.151\n", "\n", "MSE - media: 44.141, dev.standard: 15.911\n" ] } ], "source": [ "pipe = Pipeline([('scaler', StandardScaler()),('regression', LinearRegression())])\n", "k_fold = KFold(n_splits=3)\n", "mse = []\n", "preds = []\n", "# itera su tutte le coppie (training set - test set)\n", "for train, test in k_fold.split(X):\n", " # effettua l'apprendimento dei coefficienti sul training set\n", " r = pipe.fit(X[train], y[train])\n", " # appende in una lista il modello di regressione appreso\n", " preds.append(copy.deepcopy(r))\n", " mse.append(mean_squared_error(r.predict(X[test]),y[test]))\n", "for i,r in enumerate(preds):\n", " c = [r.named_steps['scaler'].scale_[0], r.named_steps['scaler'].mean_[0], r.named_steps['regression'].intercept_, r\n", " .named_steps['regression'].coef_[0]]\n", " print('Fold: {0:2d}, mean:{1:.3f}, scale: {2:.3f}, w0: {3:.3f}, w1: {4:.3f}, MSE test set: {5:.3f}'.format(i, c[0],c[1],c[2],c[3],mse[i]))\n", "# restituisce le medie dei coefficienti e del MSE su tutti i fold\n", "print('\\nMSE - media: {0:.3f}, dev.standard: {1:.3f}'.format(np.mean(mse), np.std(mse)))" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "plt.scatter(X, y, c=colors[8], edgecolor='xkcd:light grey')\n", "for i, r in enumerate(preds):\n", " plt.plot(X, r.predict(X), color=colors[i%7], linewidth=1) \n", "plt.xlabel(feat)\n", "plt.ylabel('MEDV')\n", "plt.title('Regressione su una feature standardizzata, con CV', fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Utilizza la funzione cross_val_score di scikit-learn per effettuare la cross validation" ] }, { "cell_type": "code", "execution_count": 525, "metadata": {}, "outputs": [], "source": [ "p = Pipeline([('scaler', StandardScaler()),('regression', LinearRegression())])\n", "# apprende il modello su tutto il training set\n", "r = p.fit(X, y)\n", "# calcola costo derivante dall'applicazione del modello su tutto il dataset, quindi con possibile overfitting\n", "mse = mean_squared_error(r.predict(X),y)\n", "# effettua la cross validation, derivando il costo sul test set per tutti i fold\n", "scores = cross_val_score(estimator=p, X=X, y=y, cv=5, scoring='neg_mean_squared_error')\n", "# calcola costo medio su tutti i fold\n", "mse_cv = -scores.mean()" ] }, { "cell_type": "code", "execution_count": 526, "metadata": {}, "outputs": [], "source": [ "results.append(['Regression, 1 feature, scaled, CV', mse, mse_cv])" ] }, { "cell_type": "code", "execution_count": 527, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "plt.scatter(X, y, c=colors[8], edgecolor='xkcd:light grey')\n", "plt.plot(X, r.predict(X), color=colors[2]) \n", "plt.xlabel(feat)\n", "plt.ylabel('MEDV')\n", "plt.title('Regressione su una feature standardizzata, con CV', fontsize=16)\n", "plt.text(0.88, 0.9, 'MSE\\ntrain {0:.3f}\\nmedia CV {1:.3f}'.format(mse, mse_cv), fontsize=12, transform=ax.transAxes, bbox=bbox_props)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Regressione con regolazione" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Utilizza un modello con regolazione L1 (Lasso): la funzione di costo è $$C(\\mathbf{w})=\\frac{1}{2}\\sum_i ((y(\\mathbf{w},\\mathbf{x}_i) - t_i)^2+\\frac{\\alpha}{2}\\sum_j |w_j|$$ " ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "#fissa un valore per l'iperparametro\n", "alpha = 0.5\n", "p = Pipeline([('scaler', StandardScaler()),('regression', Lasso(alpha=alpha))])\n", "r = p.fit(X, y)\n", "mse = mean_squared_error(r.predict(X),y)\n", "scores = cross_val_score(estimator=p, X=X, y=y, cv=10, scoring='neg_mean_squared_error')\n", "mse_cv = -scores.mean()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "results.append(['Regression L1, 1 feature, scaled, CV, alpha=0.5', mse, mse_cv])" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "plt.scatter(X, y, c=colors[8], edgecolor='xkcd:light grey')\n", "plt.plot(X, r.predict(X), color=colors[2]) \n", "plt.xlabel(feat)\n", "plt.ylabel('MEDV')\n", "plt.title(r'Regressione lineare con regolazione L1 ($\\alpha={0:.2f}$)'.format(alpha), fontsize=16)\n", "plt.text(0.88, 0.9, 'MSE\\ntrain {0:.3f}\\nmedia CV {1:.3f}'.format(mse, mse_cv), fontsize=12, transform=ax.transAxes, bbox=bbox_props)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Applica un modello con regolazione L2 (Ridge): la funzione di costo è $$C(\\mathbf{w})=\\frac{1}{2}\\sum_i ((y(\\mathbf{w},\\mathbf{x}_i) - t_i)^2+\\frac{\\alpha}{2}\\sum_j w_j^2$$" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "#fissa un valore per l'iperparametro\n", "alpha = 0.5\n", "p = Pipeline([('scaler', StandardScaler()),('regression', Ridge(alpha=alpha))])\n", "r = p.fit(X, y)\n", "scores = cross_val_score(estimator=r, X=X, y=y, cv=10, scoring='neg_mean_squared_error')\n", "mse = mean_squared_error(r.predict(X),y)\n", "mse_cv = -scores.mean()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "results.append(['Regression L2, 1 feature, scaled, CV, alpha=0.5', mse, mse_cv])" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "plt.scatter(X, y, c=colors[8], edgecolor='xkcd:light grey')\n", "plt.plot(X, r.predict(X), color=colors[2]) \n", "plt.xlabel('Numero medio di locali [RM]')\n", "plt.ylabel('Prezzo in migliaia di $ [MEDV]')\n", "plt.title(r'Regressione lineare con regolazione L2 ($\\alpha={0:.2f}$)'.format(alpha), fontsize=16)\n", "plt.text(0.88, 0.9, 'MSE\\ntrain {0:.3f}\\nmedia CV {1:.3f}'.format(mse, mse_cv), fontsize=12, transform=ax.transAxes, bbox=bbox_props)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Applica un modello con regolazione Elastic Net: la funzione di costo è $$C(\\mathbf{w})=\\frac{1}{2}\\sum_i ((y(\\mathbf{w},\\mathbf{x}_i) - t_i)^2+\\frac{\\alpha}{2}(\\gamma\\sum_j |w_j|+(1-\\gamma)\\sum_j w_j^2)$$" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "alpha = 0.5\n", "gamma = 0.3\n", "p = Pipeline([('scaler', StandardScaler()),('regression', ElasticNet(alpha=alpha, l1_ratio=gamma))])\n", "r = p.fit(X, y)\n", "scores = cross_val_score(estimator=r, X=X, y=y, cv=10, scoring='neg_mean_squared_error')\n", "mse = mean_squared_error(r.predict(X),y)\n", "mse_cv = -scores.mean()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "results.append(['Regression Elastic Net, 1 feature, scaled, CV, alpha=0.5, gamma=0.3', mse, mse_cv])" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "plt.scatter(X, y, c=colors[8], edgecolor='xkcd:light grey')\n", "plt.plot(X, r.predict(X), color=colors[2]) \n", "plt.xlabel('Numero medio di locali [RM]')\n", "plt.ylabel('Prezzo in migliaia di $ [MEDV]')\n", "plt.title(r'Regressione lineare con regolazione Elastic Net ($\\alpha={0:.2f}, \\gamma={1:.2f}$)'.format(alpha, gamma), fontsize=16)\n", "plt.text(0.88, 0.9, 'MSE\\ntrain {0:.3f}\\nmedia CV {1:.3f}'.format(mse, mse_cv), fontsize=12, transform=ax.transAxes, \n", " bbox=bbox_props)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Funzioni base polinomiali" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Regressione lineare standard con funzioni base polinomiali. Utilizza PolynomialFeatures di scikit-learn, che implementa funzioni base polinomiali fino al grado dato" ] }, { "cell_type": "code", "execution_count": 683, "metadata": {}, "outputs": [], "source": [ "deg = 3\n", "pipe_regr = Pipeline([('scaler', StandardScaler()),('bf', PolynomialFeatures(degree=deg)),('regression', LinearRegression())])\n", "r = pipe_regr.fit(X, y)\n", "scores = cross_val_score(estimator=r, X=X, y=y, cv=10, scoring='neg_mean_squared_error')\n", "mse = mean_squared_error(r.predict(X),y)\n", "mse_cv = -scores.mean()" ] }, { "cell_type": "code", "execution_count": 686, "metadata": {}, "outputs": [], "source": [ "results.append(['Regression, Polynomial, 1 feature, scaled, degree={0:d}, CV'.format(deg), mse, mse_cv])" ] }, { "cell_type": "code", "execution_count": 687, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xmin = np.floor(min(X)[0])\n", "xmax = np.ceil(max(X)[0])\n", "x = np.linspace(xmin,xmax,100).reshape(-1, 1)\n", "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "plt.scatter(X, y, c=colors[8], edgecolor='xkcd:light grey')\n", "plt.plot(x, r.predict(x), color=colors[2]) \n", "plt.xlabel('Numero medio di locali [RM]')\n", "plt.ylabel('Prezzo in migliaia di $ [MEDV]')\n", "plt.title(r'Regressione lineare con f.b. polinomiali ($d={0:3d}$)'.format(deg), fontsize=16)\n", "plt.text(0.88, 0.9, 'MSE\\ntrain {0:.3f}\\nmedia CV {1:.3f}'.format(mse, mse_cv), fontsize=12, transform=ax.transAxes, bbox=bbox_props)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualizzazione dei residui: differenze $y_i-t_i$ in funzione di $y_i$" ] }, { "cell_type": "code", "execution_count": 688, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y_pred = r.predict(X)\n", "\n", "mm = min(y_pred)\n", "mx = max(y_pred)\n", "\n", "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "plt.scatter(y_pred, (y_pred - y), c=colors[8], edgecolor='xkcd:light grey')\n", "plt.xlabel(r'Valori predetti ($y_i$)')\n", "plt.ylabel(r'Residui ($y_i-t_i$)')\n", "plt.hlines(y=0, xmin=(int(mm)/10)*10, xmax=(int(mx)/10)*10+10, color=colors[2], lw=2)\n", "plt.text(0.88, 0.9, 'MSE: d = {0:d}\\ntrain {1:.3f}\\nmedia CV {2:.3f}'.format(deg, mse, mse_cv), fontsize=12, transform=ax.transAxes, \n", " bbox=bbox_props)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 689, "metadata": {}, "outputs": [], "source": [ "res = []\n", "for deg in range(1,30):\n", " r = Pipeline([('scaler', StandardScaler()),('bf', PolynomialFeatures(degree=deg)),('regression', LinearRegression())]).fit(X, y)\n", " scores = cross_val_score(estimator=r, X=X, y=y, cv=10, scoring='neg_mean_squared_error')\n", " mse = mean_squared_error(r.predict(X),y)\n", " mse_cv = -scores.mean()\n", " res.append([deg, mse, mse_cv])" ] }, { "cell_type": "code", "execution_count": 690, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "top = 15\n", "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "plt.plot([r[0] for r in res[:top]], [r[1] for r in res[:top]], color=colors[8],label=r'Train') \n", "plt.plot([r[0] for r in res[:top]], [r[2] for r in res[:top]], color=colors[2],label=r'Test') \n", "l=plt.legend()" ] }, { "cell_type": "code", "execution_count": 691, "metadata": {}, "outputs": [], "source": [ "alpha = 1\n", "deg = 3\n", "pipe_regr = Pipeline([('scaler', StandardScaler()),('bf', PolynomialFeatures(degree=deg)),('regression', Lasso(alpha=alpha))])\n", "r = pipe_regr.fit(X, y)\n", "scores = cross_val_score(estimator=r, X=X, y=y, cv=10, scoring='neg_mean_squared_error')" ] }, { "cell_type": "code", "execution_count": 692, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mse = mean_squared_error(r.predict(X),y)\n", "mse_cv = -scores.mean()\n", "xmin = np.floor(min(X)[0])\n", "xmax = np.ceil(max(X)[0])\n", "x = np.linspace(xmin,xmax,100).reshape(-1, 1)\n", "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "plt.scatter(X, y, c=colors[8], edgecolor='white')\n", "plt.plot(x, r.predict(x), color=colors[2]) \n", "plt.xlabel('Numero medio di locali [RM]')\n", "plt.ylabel('Prezzo in migliaia di $ [MEDV]')\n", "plt.title(r'Regressione lineare con f.b. polinomiali e regolazione L2 ($d={0:3d}, \\alpha={1:.3f}$)'.format(deg, alpha), fontsize=16)\n", "plt.text(0.88, 0.9, 'MSE\\ntrain {0:.3f}\\nmedia CV {1:.3f}'.format(mse, mse_cv), fontsize=12, transform=ax.transAxes, \n", " bbox=bbox_props)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 693, "metadata": {}, "outputs": [], "source": [ "res = []\n", "for deg in range(1,20):\n", " r = Pipeline([('scaler', StandardScaler()),('bf', PolynomialFeatures(degree=deg)),('regression', Lasso(alpha=alpha))]).fit(X, y)\n", " scores = cross_val_score(estimator=r, X=X, y=y, cv=10, scoring='neg_mean_squared_error')\n", " mse = mean_squared_error(r.predict(X),y)\n", " mse_cv = -scores.mean()\n", " res.append([deg, mse, mse_cv])" ] }, { "cell_type": "code", "execution_count": 694, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "top = 15\n", "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "plt.plot([r[0] for r in res[:top]], [r[1] for r in res[:top]], color=colors[8],label=r'Train') \n", "plt.plot([r[0] for r in res[:top]], [r[2] for r in res[:top]], color=colors[2],label=r'Test') \n", "l=plt.legend()" ] }, { "cell_type": "code", "execution_count": 695, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y_pred = r.predict(X)\n", "\n", "mm = min(y_pred)\n", "mx = max(y_pred)\n", "\n", "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "plt.scatter(y_pred, (y_pred - y),c=colors[8], edgecolor='white',label='Train')\n", "plt.xlabel(r'Valori predetti ($y_i$)')\n", "plt.ylabel(r'Residui ($y_i-t_i$)')\n", "plt.hlines(y=0, xmin=(int(mm)/10)*10, xmax=(int(mx)/10)*10+10, color=colors[2], lw=2)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Regressione su tutte le feature" ] }, { "cell_type": "code", "execution_count": 696, "metadata": {}, "outputs": [], "source": [ "X = df[df.columns[:-1]]\n", "y = df[df.columns[-1]]" ] }, { "cell_type": "code", "execution_count": 697, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MSE: 21.895\n" ] } ], "source": [ "r = LinearRegression()\n", "r.fit(X, y)\n", "print('MSE: {0:.3f}'.format(mean_squared_error(r.predict(X),y)))" ] }, { "cell_type": "code", "execution_count": 700, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y_pred = r.predict(X)\n", "\n", "mm = min(y_pred)\n", "mx = max(y_pred)\n", "\n", "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "plt.scatter(y_pred, (y_pred - y), c=colors[8], edgecolor='xkcd:light grey')\n", "plt.xlabel(r'Valori predetti ($y_i$)')\n", "plt.ylabel(r'Residui ($y_i-t_i$)')\n", "plt.hlines(y=0, xmin=(int(mm)/10)*10, xmax=(int(mx)/10)*10+10, color=colors[2], lw=2)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 701, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MSE: 21.895\n" ] } ], "source": [ "r = Pipeline([('scaler', StandardScaler()),('regression', LinearRegression())])\n", "r.fit(X, y)\n", "print('MSE: {0:.3f}'.format(mean_squared_error(r.predict(X),y)))" ] }, { "cell_type": "code", "execution_count": 704, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y_pred = r.predict(X)\n", "\n", "mm = min(y_pred)\n", "mx = max(y_pred)\n", "\n", "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "plt.scatter(y_pred, (y_pred - y), c=colors[8], edgecolor='xkcd:light grey')\n", "plt.xlabel(r'Valori predetti ($y_i$)')\n", "plt.ylabel(r'Residui ($y_i-t_i$)')\n", "plt.hlines(y=0, xmin=(int(mm)/10)*10, xmax=(int(mx)/10)*10+10, color=colors[2], lw=2)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Applica cross-validation" ] }, { "cell_type": "code", "execution_count": 721, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MSE\n", "[12.46030057 26.04862111 33.07413798 80.76237112 33.31360656]\n", "media 37.132, dev.standard -23.092\n" ] } ], "source": [ "r = Pipeline([('scaler', StandardScaler()),('regression', LinearRegression())])\n", "scores = cross_val_score(estimator=r, X=X, y=y, cv=5, scoring='neg_mean_squared_error')\n", "print('MSE')\n", "print(-scores)\n", "print('media {0:.3f}, dev.standard {1:.3f}'.format(-scores.mean(), -scores.std()))" ] }, { "cell_type": "code", "execution_count": 722, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MSE\n", "[ 9.32361618 27.30734484 42.23358277 79.26402738 29.088899 ]\n", "media 37.443, dev.standard -23.389\n" ] } ], "source": [ "alpha = 0.5\n", "r = Pipeline([('scaler', StandardScaler()),('regression', Lasso(alpha=alpha))])\n", "scores = cross_val_score(estimator=r, X=X, y=y, cv=5, scoring='neg_mean_squared_error')\n", "print('MSE')\n", "print(-scores)\n", "print('media {0:.3f}, dev.standard {1:.3f}'.format(-scores.mean(), -scores.std()))" ] }, { "cell_type": "code", "execution_count": 730, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MSE\n", "[11.29705923 24.26948196 32.68855808 78.37508886 29.89441072]\n", "media 35.305, dev.standard -22.757\n" ] } ], "source": [ "alpha = 10\n", "r = Pipeline([('scaler', StandardScaler()),('regression', Ridge(alpha=alpha))])\n", "scores = cross_val_score(estimator=r, X=X, y=y, cv=5, scoring='neg_mean_squared_error')\n", "print('MSE')\n", "print(-scores)\n", "print('media {0:.3f}, dev.standard {1:.3f}'.format(-scores.mean(), -scores.std()))" ] }, { "cell_type": "code", "execution_count": 731, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MSE\n", "[10.93665786 27.26068642 41.97544665 68.01123789 21.56551634]\n", "media 33.950, dev.standard -19.760\n" ] } ], "source": [ "alpha = 0.5\n", "gamma = 0.3\n", "r = Pipeline([('scaler', StandardScaler()),('regression', ElasticNet(alpha=alpha, l1_ratio=gamma))])\n", "scores = cross_val_score(estimator=r, X=X, y=y, cv=5, scoring='neg_mean_squared_error')\n", "print('MSE')\n", "print(-scores)\n", "print('media {0:.3f}, dev.standard {1:.3f}'.format(-scores.mean(), -scores.std()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "LassoCV effettua la ricerca del miglior valore per $\\alpha$" ] }, { "cell_type": "code", "execution_count": 630, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Miglior valore di alpha: 0.034\n", "MSE: 36.372\n" ] } ], "source": [ "pipe_regr = Pipeline([('scaler', StandardScaler()),('regression', LassoCV(cv=7))])\n", "r = pipe_regr.fit(X, y)\n", "scores = cross_val_score(estimator=r, X=X, y=y, cv=5, scoring='neg_mean_squared_error')\n", "best_alpha = pipe_regr.named_steps['regression'].alpha_\n", "print(r'Miglior valore di alpha: {0:.3f}'.format(best_alpha))\n", "print('MSE: {0:.3f}'.format(-scores.mean()))" ] }, { "cell_type": "code", "execution_count": 733, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MSE: 34.243\n" ] } ], "source": [ "pipe_regr = Pipeline([('scaler', StandardScaler()),('regression', Lasso(alpha = best_alpha))])\n", "r = pipe_regr.fit(X, y)\n", "scores = cross_val_score(estimator=r, X=X, y=y, cv=10, scoring='neg_mean_squared_error')\n", "print('MSE: {0:.3f}'.format(-scores.mean()))" ] }, { "cell_type": "code", "execution_count": 734, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y_pred = r.predict(X)\n", "\n", "mm = min(y_pred)\n", "mx = max(y_pred)\n", "\n", "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "plt.scatter(y_pred, (y_pred - y), c=colors[8], edgecolor='xkcd:light grey')\n", "plt.xlabel(r'Valori predetti ($y_i$)')\n", "plt.ylabel(r'Residui ($y_i-t_i$)')\n", "plt.hlines(y=0, xmin=(int(mm)/10)*10, xmax=(int(mx)/10)*10+10, color=colors[2], lw=2)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 735, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Miglior valore di alpha: 10.000\n", "MSE: 33.564\n" ] } ], "source": [ "pipe_regr = Pipeline([('scaler', StandardScaler()),('regression', RidgeCV(cv=20))])\n", "r = pipe_regr.fit(X, y)\n", "scores = cross_val_score(estimator=r, X=X, y=y, cv=10, scoring='neg_mean_squared_error')\n", "best_alpha = pipe_regr.named_steps['regression'].alpha_\n", "print(r'Miglior valore di alpha: {0:.3f}'.format(best_alpha))\n", "print('MSE: {0:.3f}'.format(-scores.mean()))" ] }, { "cell_type": "code", "execution_count": 736, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MSE: 33.564\n" ] } ], "source": [ "pipe_regr = Pipeline([('scaler', StandardScaler()),('regression', Ridge(alpha = best_alpha))])\n", "r = pipe_regr.fit(X, y)\n", "scores = cross_val_score(estimator=r, X=X, y=y, cv=10, scoring='neg_mean_squared_error')\n", "print('MSE: {0:.3f}'.format(-scores.mean()))" ] }, { "cell_type": "code", "execution_count": 738, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "r = Pipeline([('scaler', StandardScaler()),('regression', Ridge(alpha=best_alpha))]).fit(X, y)\n", "\n", "y_pred = r.predict(X)\n", "\n", "mm = min(y_pred)\n", "mx = max(y_pred)\n", "\n", "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "plt.scatter(y_pred, (y_pred - y), c=colors[8], edgecolor='xkcd:light grey')\n", "plt.xlabel(r'Valori predetti ($y_i$)')\n", "plt.ylabel(r'Residui ($y_i-t_i$)')\n", "plt.hlines(y=0, xmin=(int(mm)/10)*10, xmax=(int(mx)/10)*10+10, color=colors[2], lw=2)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model selection" ] }, { "cell_type": "code", "execution_count": 162, "metadata": {}, "outputs": [], "source": [ "X = np.array(df[df.columns[:-1]])\n", "y = np.array(df[df.columns[-1]])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Lasso" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ricerca su griglia di valori per alpha in Lasso" ] }, { "cell_type": "code", "execution_count": 163, "metadata": {}, "outputs": [], "source": [ "domain = np.linspace(0,10,100)\n", "cv = 10\n", "scores = []\n", "kf = KFold(n_splits=cv)\n", "# considera tutti i valori di alpha in domain\n", "for a in domain:\n", " # definisce modello con Lasso\n", " p = Pipeline([('scaler', StandardScaler()),('regression', Lasso(alpha=a))])\n", " xval_err = 0\n", " # per ogni coppia train-test valuta l'errore sul test set del modello istanziato sulla base del training set\n", " for k, (train_index, test_index) in enumerate(kf.split(X,y)):\n", " p.fit(X[train_index], y[train_index])\n", " y1 = p.predict(X[test_index])\n", " err = y1 - y[test_index]\n", " xval_err += np.dot(err,err)\n", " # calcola erroe medio \n", " score = xval_err/X.shape[0]\n", " scores.append([a,score])\n", "scores = np.array(scores)" ] }, { "cell_type": "code", "execution_count": 164, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "plt.plot(scores[:,0], scores[:,1]) \n", "plt.xlabel(r'$\\alpha$')\n", "plt.ylabel('MSE')\n", "plt.title(r'MSE al variare di $\\alpha$ in Lasso')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 165, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Miglior valore per alpha: 0.20202. MSE=33.748\n" ] } ], "source": [ "min_index = np.argmin(scores[:,1])\n", "print('Miglior valore per alpha: {0:.5f}. MSE={1:.3f}'.format(scores[min_index,0], scores[min_index,1]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Utilizzo di GridSearchCV" ] }, { "cell_type": "code", "execution_count": 166, "metadata": {}, "outputs": [], "source": [ "domain = np.linspace(0,10,100)\n", "param_grid = [{'regression__alpha': domain}]\n", "p = Pipeline([('scaler', StandardScaler()),('regression', Lasso())])\n", "\n", "clf = GridSearchCV(p, param_grid, cv=5, scoring='neg_mean_squared_error')\n", "clf = clf.fit(X,y)\n", "sc = -clf.cv_results_['mean_test_score']" ] }, { "cell_type": "code", "execution_count": 167, "metadata": {}, "outputs": [ { "data": { "image/png": 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yU626vUeWJpyQIYeNkAAAaBiCAgAAQAuybE+trlzo0W5/VBkpFt14cqZuPDlTWXar2aMBABIMQQEAAKAFMAxD09dXafIqnyKGNKCNQ88XutU23Wb2aACABBWzFB0Oh3XVVVfpzDPP1B//+EdJ0tSpUzVmzBhNnDhRoVAoVocGAADAD/iCUV2x0KO7VtbFhJtOztScMfnEBADAEYlZUJg7d65OPvlkzZ07V36/X4sXL9aiRYv07rvvqlu3bpo3b16sDg0AAIDvfFEe0oi39mnOtwFl2S2aMdytP/d1yW5lrwQAwJGJWVDYsmWLunXrJkk65ZRTtGHDBg0ePFiSVFhYqJUrV8bq0AAAAJA0a1ONRs3dp699YXXNTdHCn7fSWZ3TzB4LAJAkYraHwnHHHaclS5bojDPO0OLFi3X88cfL7XZLkrKzs+X1eg/63pKSkliNFROJNi/QUJzbSEac10hGPz6vg1HpoW/sen23XZL0s1Zh/f64Ghl7fSrZa8aEQOPx9RrJKpHO7YKCgnp/PWZBYezYsSouLtZZZ52lTp06yeVyqbKyUpLk8/nkcrkO+t5DDR1PSkpKEmpeoKE4t5GMOK+RjH58Xm+rCuvahR6tLg3JYZUeOC1HE05Il8XCEgckDr5eI1kl27kdsyUPNptNf/vb3zRnzhzZbDaNGTNGS5YskSQVFxerb9++sTo0AABAi1S0PaChc/ZqdWlIHTNtmj+ula48MYOYAACIiZjdobBz505NnDhRVqtVF198sTp27KiBAwdqzJgx6tChg66//vpYHRoAAKBFiUQN3b+mUg+urZQhaXR7p54amit3Kk9xAADETsyCQrt27X7yJIdJkyZp0qRJsTokAABAi1Meks5fUKYPd9bKIukPp2bp1h5ZsnJXAgAgxmIWFAAAABBbK/bU6vJPU7U3WKv8VKueHZarwnapZo8FAGghCAoAAAAJxjAMPfFFtf64skJhw6r+rR16vtCtdhkscQAANB+CAgAAQALxBaO6aUm53twSkCSNbxfSo6PbyW5liQMAoHkRFAAAABLEl96QLnvfo699YWXZLXpscK66hrYTEwAApiAoAAAAJIA1pUGd916ZPLVRdctN0YzheeriSlFJidmTAQBaKoICAABAnPt4b60uWFAmX9DQGR2cemG4W+kpVrPHAgC0cAQFAACAOPbRrlpdUlSm6rChszun6pmhbjlsLHEAAJiPoAAAABCnirYHdNkHZQpEpIu6pGn64FylsF8CACBOcK8cAABAHHrrW78ueb8uJkw4Pl1PDCEmAADiC0EBAAAgzry6qUYTFnoUikrXd83QwwNzZLUQEwAA8YUlDwAAAHHk5a+qdfMSrwxJv+2epT/0ypKFmAAAiEMEBQAAgDjx9BdVun1FhSTp7l7ZurVHlskTAQBwcAQFAACAODD180r9cZVPkvSXfi7d0C3T5IkAAKgfQQEAAMBkf19bqT+v9ski6eGBOZpwQobZIwEAcEgEBQAAABM9sMan+z6tlEXS9ME5Gl9ATAAAJAaCAgAAgAkMw9BfPq3U39ZWymqRnhiSq4u6pJs9FgAADUZQAAAAaGaGYejPq3166LMq2SzS00Nzdf6xxAQAQGIhKAAAADQjwzA0eZVPU9fVxYTnhrl1zjFpZo8FAECjERQAAACaiWEY+sPKCj2+vlopFun5QrfO6kxMAAAkJoICAABAMzAMQ3esqNDTG6plt0ovFro17mhiAgAgcREUAAAAYixqGLpteYWe+7JaDqs0Y4RbYzoSEwAAiY2gAAAAEENRw9AtS7168asaOW3SP0bkaXSHVLPHAgDgiBEUAAAAYiQSNXTjEq9mfl2jVJv0ysg8jWhPTAAAJAeCAgAAQAyEooau+6hcr2/2Kz3Fopkj8zSsndPssQAAaDIEBQAAgCYWjBi66kOP5m4NKMtu0azReRrQhpgAAEguBAUAAIAmFAgbumJhmeZvr5XLYdHs0/PVu5XD7LEAAGhyBAUAAIAmUhOO6tL3PVq4s1Zup1X/PiNPPfKICQCA5ERQAAAAaAKVoaguWlCmpXuCap1m1Rtn5Ktrrt3ssQAAiBmCAgAAwBGqCEb1i/fK9PG+oNqmWzVnTL4KXMQEAEByIygAAAAcgfLaqM6dX6o1ZSF1yLDprTH5OiabSywAQPLjux0AAMBh2ueP6Jz5pVpfHtYxWTa9OSZfnTK5vAIAtAx8xwMAADgMu2oiOvvdUn1VEVaBK0VvnpGvdhk2s8cCAKDZEBQAAAAaaWtVWGe/W6rNlRF1zU3RG2fkq3UaMQEA0LIQFAAAABrhG19YZ71bqu3VEZ2ab9fro/PkTiUmAABaHoICAABAA33pDemcd0u12x/Vaa0dmjU6Ty6H1eyxAAAwBUEBAACgAT4rC+rc+WUqq41qyFEOzRyVp0w7MQEA0HIRFAAAAA5h1b6gzn+vVBVBQ6PbOzVjRJ7SUixmjwUAgKkICgAAAPVYsrtWFy0oU1XY0JmdUvVcoVtOGzEBAACCAgAAwEEs3BHQ+Pc98kcMXXBsmp4Ykiu7lZgAAIAksfAPAADgAN7d5tdFRWXyRwxdVpCup4gJAADsh6AAAADwI29s9uuy9z0KRqWJJ2Zo6qAc2YgJAADsh6AAAADwA//aVKOrij0KG9JNJ2fqr/1dslqICQAA/Bh7KAAAAHznpY3VmrTUK0PS7T2z9PueWbIQEwAAOCCCAgAAgKQnv6jS71ZUSJKm9M7WpO5ZJk8EAEB8IygAAIAW75HPKjXlE58k6YHTXLq2a6bJEwEAEP8ICgAAoMUyDEP3ranUX9dUyiLpkYE5uuKEDLPHAgAgIRAUAABAi2QYhiav8mnquipZLdITQ3J1UZd0s8cCACBhEBQAAECLEzUM3bG8Qs98Wa0Ui/RcoVtnd04zeywAABIKQQEAALQokaih3yz16h8lNXJYpRkj3BrTkZgAAEBjERQAAECLEYwYuuajcr2xxa80m0WvjHRrePtUs8cCACAhERQAAECL4A8bumJhmd7bXqtsu0X/Gp2nAW2cZo8FAEDCIigAAICkVxmK6uKiMi3ZHZTbadXs0/PUM99h9lgAACQ0ggIAAEhq5bVRXfBeqT4pDaltulX/PiNfJ+bYzR4LAICER1AAAABJa09NROfOL9UX3rCOzrTpzTH56pzF5Q8AAE2B76gAACApbasK65z5pdrki+h4V4reOCNf7TJsZo8FAEDSICgAAICk83VFSOfML9P26oi6u+2afUae8lOJCQAANCWCAgAASCrrPCGd916p9vqj6t/aof8blaccp9XssQAASDoEBQAAkDRW7KnVhUVlqggaGt7OqX+McCvDTkwAACAWCAoAACApvL8joMs/8KgmbOjMTql6rtAtp81i9lgAACQtkj0AAEh4b2z26+KiMtWEDY0/Ll0vDicmAAAQawQFAACQ0F7aWK0rP/QoFJV+3S1Tjw3OUYqVmAAAQKyx5AEAACSsRz6r1JRPfJKku3tl65bumbJYiAkAADSHmAWFmpoaTZgwQdXV1crOztaLL76oKVOmaM2aNerevbseeOCBWB0aAAAkOcMwNGWVT4+uq5JF0oMDXPrViZlmjwUAQIsSsyUPRUVF6t27t+bNm6fevXvr4YcfVk1Njd555x2FQiGtXr06VocGAABJLBI19JulXj26rkopFumZYbnEBAAATBCzoHDMMccoGAxKkioqKiRJhYWFkqRhw4Zp5cqVsTo0AABIUrURQ1cVezTjqxql2Sx6ZWSeLjg23eyxAABokWK25KFLly5atWqV+vfvr/z8fBUWFiorK0uS5HK59OWXXx70vSUlJbEaKyYSbV6goTi3kYw4rxNXTUS6fYNTK7w2ZdoMPdw1oGMC28R/Us5rJCfOaySrRDq3CwoK6v31mAWFmTNnauTIkbr55ps1bdo0VVdXq7KyUpLk8/nkcrkO+t5DDR1PSkpKEmpeoKE4t5GMOK8TV2kgomsXlGm1N6RWqVa9fnqeuuc5zB4rLnBeIxlxXiNZJdu5HbMlD4ZhKCcnR5LkdrslScXFxd//b9++fWN1aAAAkES2VoU19u1SrS4N6ehMm+aPa0VMAAAgDsQsKFxwwQV64403NG7cOL366qu69tpr5XQ6NXbsWFmtVvXu3TtWhwYAAEliQ3lIY+btU0lFWN1yUzR/XCsdm81TrwEAiAcx+46ck5Oj2bNn7/caj4oEAAANtWJPrS4qKpM3aGhgG4deGZmnHGfM/i4EAAA0EokfAADEnfnbApqw0CN/xNC4Tql6dphbaSkWs8cCAAA/QOYHAABx5ZWSao1/v0z+iKHLC9L10nBiAgAA8YigAAAA4sa0zyt1w2KvIoZ0S/dMTR2UoxQrMQEAgHjEkgcAAGC6qGFoyiqfpq6rkiTd18+l67tlmjwVAACoD0EBAACYKhgxdOOScs3a5FeKRXp8SK4u7JJu9lgAAOAQCAoAAMA0laGorvjAow921iojxaKXhrs1qkOq2WMBAIAGICgAAABT7PVH9IsFZVpbFlJ+qlWvjs7TqfkOs8cCAAANRFAAAADNblNFWOcvKNWWyoiOybLp9dPzdWw2lyUAACQSvnMDAIBm9cm+oC5cUKay2qhOzbdr1qg8tUqzmT0WAABoJIICAABoNgu2B3TFQo9qwoZGtnfqpeFuZdp5ijUAAImIoAAAAJrFP0uqdfMSryKGdHGXNE0bnCu71WL2WAAA4DARFAAAQEwZhqG/f1ale1f7JEm3dM/U3b2yZbEQEwAASGQEBQAAEDPhqKE7VlTouS+rZZH0wGkuXdM10+yxAABAEyAoAACAmKgORfWr4nK9uy0gp016eqhbZ3dOM3ssAADQRAgKAACgye3zR3RxUZk+KQ0p12nRKyPzNKCN0+yxAABAEyIoAACAJrWpIqzzF5RqS2VEnTJtem10no7PsZs9FgAAaGIEBQAA0GRW7g3qoqIyeWqj6pFn16xReWqTbjN7LAAAEAMEBQAA0CTmfuvX1cUeBSLS6PZOvTDcrUy71eyxAABAjPBdHgAAHLFnNlTp8g/qYsIvj0/XzFF5xAQAAJIcdygAAIDDFjUMTVnl09R1VZKkO0/N0m09smSxWEyeDAAAxBpBAQAAHJZQ1NCvF5Vr1jd+pVikRwfl6NKCDLPHAgAAzYSgAAAAGs0fNjThQ4/mbwsoI8Wil0e4NaJ9qtljAQCAZkRQAAAAjeILRnXJ+2VasjuoXKdFr43OV+9WDrPHAgAAzYygAAAAGqw0ENEF75VpTVlIbdOtmn16vk7KtZs9FgAAMAFBAQAANMiO6ojOnV+qryrC6pxl0xtn5KtzFpcSAAC0VFwFAACAQ9pUEdbZ80u1vTqirrkpmn16vo5Kt5k9FgAAMBFBAQAA1OtzT0jnzS/VvkBUfVvZNWt0vnKdVrPHAgAAJiMoAACAg1q+p1YXFpXJFzQ0vJ1TL49wK9NOTAAAAAQFAABwEEXbA7r8A4/8EUM/PzpVzw5zy2mzmD0WAACIE/wVAwAA+InXvqnRxUVl8kcMXVqQrhcKiQkAAGB/BAUAALCfp76o0tXF5Qob0o3dMvXYoBylWIkJAABgfyx5AAAAkiTDMPSXTyv1t7WVkqR7+mTr5lOyTJ4KAADEK4ICAABQJGrot8u9emFjjawWaeqgHF1WkGH2WAAAII4RFAAAaOFqI4YmFns059uAUm3S84Vu/axTmtljAQCAOEdQAACgBfMFo7rsA48+2lWrbIdFM0fmadBRTrPHAgAACYCgAABAC7XPH9EFC8q0tiykNmlWvXZ6vk5x280eCwAAJAiCAgAALdCWyrDOm1+qbyojOibLpn+fka/OWVwWAACAhuPKAQCAFuZzT0i/eK9Uu/1RneK26/XT89Q6zWb2WAAAIMEQFAAAaEE+2lWry94vky9kaPBRDv1zZJ5cDqvZYwEAgAREUAAAoIWY/U2NrltUrmBUOrdzmp4cmiunzWL2WAAAIEHxVxIAALQAT6yv0lXFdTHh2pMy9FwhMQEAABwZ7lAAACCJRQ1DU1b5NHVdlSTpT32ydfPJmbJYiAkAAODIEBQAAEhSwYihG5eUa9Ymv1Is0mODc3XxcelmjwUAAJIEQQEAgCRUGYrqig88+mBnrTJWWK8DAAAgAElEQVRSLJoxwq2R7VPNHgsAACQRggIAAElmrz+iXywo09qykPJTrXp1dJ5OzXeYPRYAAEgyBAUAAJLIpoqwzl9Qqi2VER2TZdPrp+fr2Gy+3QMAgKbHFQYAAEni4721urjII09tVD3z7Hp1dJ5apdnMHgsAACQpggIAAElgzha/rvnIo0BEOr2DU88XupVp5+nQAAAgdrjSAAAgwT2xvkpXLKyLCVccn65XRuYREwAAQMxxhwIAAAkqahi6a2WFHl9fLUm6u1e2bumeKYvFYvJkAACgJSAoAACQgAJhQ9cu8ujNLQHZrdJjg3N1UZd0s8cCAAAtCEEBAIAE4wlENP59j5bvDSrbbtHLI/I0rJ3T7LEAAEALQ1AAACCBbKkM64L3yvS1L6z26Ta9enqeuubazR4LAAC0QAQFAAASxCf7grq4qEz7AlF1y03Rq6Pz1S6Dx0ICAABzEBQAAEgAc7b4de1H5fJHDA1v59RLw93KdvAkBwAAYB6uRAAAiGOGYWjaukpdsdAjf8TQ5QXpmjU6j5gAAABMxx0KAADEqXDU0O3LK/T8xrrHQk7una1Jp/BYSAAAEB8ICgAAxCFfMKqrPvSoaEetnDbpySG5OvcYHgsJAADiB0EBAIA4s70qrAuLyvRFeVh5TqtmjnKrX2seCwkAAOILQQEAgDiyprTuSQ67/VEVuFI0a1Sejsnm2zUAAIg/XKEAABAn3tnq16+Ky1UTNjT4KIf+MSJPOU42XwQAAPGJoAAAgMkMw9CTX1Trzo8rZEi6uEuapg7KlcPG5osAACB+ERQAADBRKGro9uVevbCxRpJ056lZuq1HFk9yAAAAcS9mQaGoqEgPP/ywJOnrr7/W3//+d33zzTd6++231bFjRz3++OOy2+2xOjwAAHHPWxvVFQs9Kt5V9ySHxwfn6vxjeZIDAABIDDFbmDlq1CjNmzdP8+bNU4cOHdSzZ08tWrRI7777rrp166Z58+bF6tAAAMS9TRVhjZq7T8W7atU6zaq5Y1oREwAAQEKJ+U5PW7ZsUatWrbR+/XoNHjxYklRYWKiVK1fG+tAAAMSlRbtqNXLuXn3tC6tbboreP7OV+rZ2mD0WAABAo8R8D4W33npLZ555pioqKpSVlSVJys7OltfrPeh7SkpKYj1Wk0q0eYGG4txGMjL7vH5zt033bXIoYlg0ODeie0+oUWCXT/y/DUfC7PMaiAXOaySrRDq3CwoK6v31mAeFd955R//4xz+0cuVK7dq1S5Lk8/nkcrkO+p5DDR1PSkpKEmpeoKE4t5GMzDyvI1FDUz7xadrXVZKkG7tl6k99smWzsvkijgxfr5GMOK+RrJLt3I7pkoc9e/bI4XDI7XarV69eWrJkiSSpuLhYffv2jeWhAQCIG1WhqC77wKNp66qUYpGmDsrRvf1cxAQAAJDQYnqHwttvv62f/exnkqRWrVpp4MCBGjNmjDp06KDrr78+locGACAubK0Ka/z7Hq3zhJTjsGjGiDwNbes0eywAAIAjFtOgcOWVV+7380mTJmnSpEmxPCQAAHFj2Z5aXf6BR6WBqI7LTtG/RuWpiyvmqw0BAACaBVc1AADEwIyvqnXrMq9CUWlEO6eeL3QrxxnzhysBAAA0G4ICAABNKBw1dNfKCj35RbUk6YZuGbqnj0sp7JcAAACSDEEBAIAm4q2N6soPPVq4s1Z2q/TQgBxdfnyG2WMBAADEBEEBAIAmUFIR0sVFZdrkiyg/1aqXR7g1oA2bLwIAgORFUAAA4Ai9vyOgKz/0yBc0dLLbrpkj3eqYybdYAACQ3LjaAQDgMBmGoenrq/THVT5FDemso1P1xJBcZdjZfBEAACQ/ggIAAIfBHzY0aWm5/rXJL0m6o2eW7uiZJauFzRcBAEDLQFAAAKCRtleFddkHHq0pCyk9xaInhuTq7M5pZo8FAADQrAgKAAA0wtLdtfrlQo9KA1EdnWnTKyPz1M1tN3ssAACAZkdQAACgAQzD0PMbq3XH8gqFDamwnVMvFLqV62S/BAAA0DIRFAAAOITaiKHblns146saSdKN3TI1pU+2UqzslwAAAFouggIAAPXYVRPRLz8o08p9IaXapKmDcnVhl3SzxwIAADAdQQEAgINYuTeoyz8o025/VB0ybPrHCLd65jvMHgsAACAuEBQAADiAlzZW67blXgWj0qCjHHqx0K1WaTazxwIAAIgb9e4k5fP5FIlEDvj6unXrYjYUAABmCYQN3bS4XL9ZWhcTJp6UoTfOyCcmAAAA/Ei9QaFz585666235PV61aNHD3388ceSpKKiIg0dOrRZBgQAoLlsqwpr7Dv79HJJjVJt0pNDcvW3/jmys/kiAADAT9S75MEwDBmGoWg0qq1bt8rv9zfXXAAANKvinQFd9WG5ymqj6pRp08sj3OqRx34JAAAAB3PIPRQsFssB/xkAgGRgGIamrqvSnz7xKWpII9s79ewwt3Kd9d7EBwAA0OIdMijcddddyszMlMVi0c0336z09HT5fL7mmA0AgJiqDEX160XlmvNtQJL02x5Z+n3PLNlY4gAAAHBIhwwKO3bs+P6fv/322+//mbsVAACJ7CtvSJd/4NHGirCy7RY9MSRX445OM3ssAACAhFFvUCgvL2+uOQAAaDZztvj168XlqgwZOjEnRf8Y4dZxLrvZYwEAACSUQ96h8EMbN27Ul19+qa5du6qgoCBWMwEAEBPhqPSHjys0fX2VJOmczml6bHCOMu3slwAAANBY9QaFiRMnKhAI6OWXX9bcuXM1YcIERaNRWSwWPfTQQ7riiiuaa04AAI7IrpqIrl/n1BpflVIs0j19Xbq+awZL+AAAAA5TvX8ls3jxYvXu3VuSNH36dEWjUV1yySXq2rWrHn300WYZEACAI/XRrloNfXOv1vhsaptu1dyx+bqhWyYxAQAA4AjUGxQ8Ho/atm0rv9+vVatWqXXr1po+fbquvfZa7dy5s7lmBADgsEQNQw99Vqlz5pdqXyCqPq6IPjqrtfq3cZo9GgAAQMKrd8lD69atNWPGDC1fvlzhcFiFhYWSpNLSUrlcruaYDwCAw+KtjeraReWav+27R0J2z9IFWXvUKs1m8mQAAADJod47FG666SYtXbpUL774ohwOh6677jpJ0ty5c9WjR49mGRAAgMZaUxrUsDl7NX9bQDkOi/41Kk939c6WjRUOAAAATabeOxSuueYaDRo0SCUlJerdu7c6duyocDis//mf/+EpDwCAuGMYhmZ8VaPbV3hVG5F65Nn10nC3Omc16qFGAAAAaIB6r7DcbvdBf81isaisrKzJBwIA4HBUhqK6ZalXr37jlyRdeUK67uuXo9QUbksAAACIhXqDgmEYslgsateunbKzs5trJgAAGmWdJ6QJCz362hdWRopFDw3M0UVd0s0eCwAAIKnVGxTGjx+vOXPmqLS0VP3799ell16q4cOHN9dsAADUyzAMvVxSo9uXexWISF1zUvTicLeOz7GbPRoAAEDSq3dTxunTp2vjxo168MEHtWPHDp1//vk65ZRTVFRU1FzzAQBwQFWhuqc43LykLiZcXpCuop+3IiYAAAA0k3qDgiSlp6erc+fO6tSpkxwOhzwej6qqqppjNgAADmi9J6Thb+3TrE1+padY9OSQXE0bnKv0lEN+WwMAAEATqXfJw9///nf985//1JYtW9SnTx/99a9/1bnnnqusrKzmmg8AgO8daInDC8PdOoG7EgAAAJpdvUHh3nvvlcViUefOneV2u/X222/r7bffllT3lIeZM2c2y5AAAFSGorp1mVezNtU9xeHygnQ90N/FXQkAAAAmOeSDuQ3D0ObNm7V58+b9XrdYeAwXAKB5rCkN6qoPPfqmMqL0FIv+PiBHlxzHUxwAAADMVG9QWLt2bXPNAQDATxiGoSe+qNbkVRUKRaVuuSl6oZCnOAAAAMSDeoNCp06dmmsOAAD2UxaI6IbFXs3fFpAkTTwxQ3/u61JqCnfIAQAAxINDLnkAAKC5LdpVq2s+8mhXTVQ5DoumDc7Vz49OM3ssAAAA/ABBAQAQN8JRQw+sqdSDaytlSBrQxqGnh+aqYybfrgAAAOINV2gAgLiwvSqsiR+Va9meoCySbuuRpTt6ZinFyhIHAACAeERQAACY7s0tfv1mSbm8QUNHpVn19DC3hrZ1mj0WAAAA6kFQAACYpioU1e9XVOjlkhpJ0ukdnHp8SK7yU20mTwYAAIBDISgAAEzxaWlQVxd7tMkXkdMm3dPHpWtOypDFwhIHAACAREBQAAA0q6hhaOrnVbp3tU9hQ+qak6JnhrnVzW03ezQAAAA0AkEBANBsdlRHdN1HHi3aHZQkXXtShqb0cSkthbsSAAAAEg1BAQDQLOZs8evm7zZebJVq1eNDcjW6Q6rZYwEAAOAwERQAADFVHYrqzo8r9NJXdRsvjm7v1PQhuWqdxsaLAAAAiYygAACImTWlQV1dXK6vfWE2XgQAAEgyBAUAQJOLGoamravbeDEUlU7KSdGzbLwIAACQVAgKAIAmtaM6ousXleujXbWSpGtOytCf2HgRAAAg6RAUAABN5scbL04fnKvTO7LxIgAAQDIiKAAAjlh1KKrff1yhGWy8CAAA0GIQFAAAR4SNFwEAAFomggIA4LBEDUPT11Xpnu82Xuyak6Jn2HgRAACgxSAoAAAabU9N3caLH+xk40UAAICWiqAAAGiU93cEdN1H5doXiCrPadX0ITka0zHN7LEAAADQzAgKAIAGCUYM/Xm1T9PWVUmShhzl0NPD3GqbzsaLAAAALRFBAQBwSN/4wvpVsUefloZks0h3npqtSadkymZliQMAAEBLRVAAANRr1qYa3bLUq6qwoY6ZNj03LFf9WjvNHgsAAAAmIygAAA6oKhTVb5d59X+b/JKkczqn6ZGBOcpxWk2eDAAAAPGAoAAA+InV+4K6utijbyojSrNZ9EB/ly4vSJfFwhIHAAAA1IlpUJg5c6ZmzpypSCSiZ555RtOmTdOaNWvUvXt3PfDAA7E8NADgMEQNQ1M/r9K9q30KG1LX3BQ9X+jWiTl2s0cDAABAnInZfas7d+7UkiVLNGfOHM2bN0979+5VTU2N3nnnHYVCIa1evTpWhwYAHIad1RGdM79MUz6piwnXdc3QB2e2JiYAAADggGJ2h8L777+vSCSis846SyeccIKOP/54FRYWSpKGDRumlStXqlevXrE6PACgEeZ+69dNS8pVXmuoVapVjw/J1egOqWaPBQAAgDgWs6Cwb98+hUIhzZkzR5MnT1ZFRYWOOeYYSZLL5dKXX3550PeWlJTEaqyYSLR5gYbi3E5+gYj08Ga7Zu+uuwthQG5EkwtqlOevUrL+5+e8RjLivEYy4rxGskqkc7ugoKDeX49ZUMjOztagQYMkSUOHDtWnn36qyspKSZLP55PL5Troew81dDwpKSlJqHmBhuLcTn6fe0K6+kOPNlaE5bBKU/q4dF3XDFmTeONFzmskI85rJCPOaySrZDu3Y7aHQr9+/bR+/XpJ0ueffy6LxaLi4mJJUnFxsfr27RurQwMA6hE1DD2+vkoj39qrjRVhneBK0fs/b60bumUmdUwAAABA04pZUOjevbtSU1M1btw4rV69WjfddJOcTqfGjh0rq9Wq3r17x+rQAICD2Fkd0XnvlenOjysUjEpXnZChhWe10iluNl4EAABA48T0sZH33nvvfj/nUZEAYJ43Nvs1aWm5vEFDeU6rpg7K0bij08weCwAAAAkqpkEBAGC+imBUdyz36v82+SVJo9s79djgXLVJt5k8GQAAABIZQQEAktjS3bW6dlG5tlVFlGaz6M99s/WrEzNkYa8EAAAAHCGCAgAkoWDE0P1rfHr4syoZknrm2fX00Fwdn8NeCQAAAGgaBAUASDIbvSFd81G51paFZLVIt56Spdt7Zslh464EAAAANB2CAgAkiahh6KkvqvWnTyoUiEidMm16amiuBrRxmj0aAAAAkhBBAQCSwLeVYd2wuFxLdgclSZccl64HTnMp2xGzpwMDAACghSMoAEACMwxDL5fU6M4VFaoKG2qVatUjA3kcJAAAAGKPoAAACWpXTUS/WVKu97bXSpLOOjpVDw3MUX4qj4MEAABA7BEUACDBGIah2Zv9unWZV96gIZfDogf75+iCY9N4HCQAAACaDUEBABJIWSCiW5dV6I0tfknSqPZOTR2Uq3YZ3JUAAACA5kVQAIAEMfdbv25Z5tVef1QZKRb9bz+Xrjg+nbsSAAAAYAqCAgDEubJARLcvr9Drm+vuShjYxqHHh+SqcxZfwgEAAGAerkYBII69sdmv3y73qjQQVXqKRZN7Z2viSRmyclcCAAAATEZQAIA4tNcf0W+XeTXn24AkafBRDj02mLsSAAAAED+4MgWAOGIYhl7f7NftyyvkqY0qM8WiP/XN1pUncFcCAAAA4gtBAQDixO6aiG5Z5tXbW+vuSihs59TUQTnqlMmXagAAAMQfrlIBwGSGYeiVr2v0h48r5A0ayrZbdG8/ly4v4AkOAAAAiF8EBQAw0WZfWJOWelW8q1aSNLq9Uw8PzFEH7koAAABAnOOKFQBMEI4aemJ9lf7yaaX8EUO5Tovu65eji7qkcVcCAAAAEgJBAQCa2dqyoG5e4tXaspAk6RfHpukv/VxqlWYzeTIAAACg4QgKANBM/GFDD6zxadq6KkUMqUOGTQ8PzNHoDqlmjwYAAAA0GkEBAJpB8c5aTVpars2VEVkkXdc1Q3f1ylam3Wr2aAAAAMBhISgAQAyVBSL64yqf/llSI0nqmpOiqYNz1aeVw+TJAAAAgCNDUACAGDAMQ//8ukZ/XOmTpzYqh1W6rUeWfnNKlhw2Nl0EAABA4iMoAEAT+9Ib0i1LvVq6JyhJGtrWqYcGuHScy27yZAAAAEDTISgAQBPxhw09uNanqeuqFIpK+alW/W8/ly48lkdBAgAAIPkQFACgCRRtD+i3y73aUhmRJE04Pl1T+riU42TTRQAAACQnggIAHIHdNRH9fkWF/r3FL0nqmpuihwfk6LQ2TpMnAwAAAGKLoAAAh+nfm2s0aalXFUFD6SkW/a5nlq7vlim7leUNAAAASH4EBQBopIpgVLcv9+pfm+ruShjV3qmHBuaoUyZfUgEAANBycPULAI2wdHetrl1Urm1VEaXZLPrffi5deUI6my4CAACgxSEoAEADBCOG7vvUp0c+r5IhqWeeXc8My1UBj4IEAABAC0VQAIBD2OgNaWJxuT7zhGS1SLeekqU7Ts1irwQAAAC0aAQFADgIwzD07JfVuntlhQIR6ehMm54amqv+PMEBAAAAICgAwIGUBiK6/qNyLdhRK0kaf1y67j/NpWyH1eTJAAAAgPhAUACAH1mxp1ZXfujRzpqocp0WPTIwV2d3TjN7LAAAACCuEBQA4DuGYWj6+ipNWeVT2JD6t3bouUK32mfYzB4NAAAAiDsEBQCQ5K2N6teLyzVva0CSdNPJmfpj72w2XgQAAAAOgqAAoMVbUxrUhA892lIZUbbDoscH5+rMo1niAAAAANSHoACgxTIMQy9urNHvPvaqNiL1yLPrpeFudc7iSyMAAABwKFw1A2iRqkJR/c9Sr179xi9JuuqEDP2ln0upKSxxAAAAABqCoACgxVnvCemqDz3aWBFWRopFjwzM0S+6pJs9FgAAAJBQCAoAWgzDMPTsl9W6a2WFaiPSiTkpemm4Wyfk2M0eDQAAAEg4BAUALUJZIKIbF3v1zra6pzj88vh03dfPpQy71eTJAAAAgMREUACQ9Ip31uq6RR7tqonK5bBo6qBcnd2ZpzgAAAAAR4KgACBphaKG/rLap0c+r5IhaUAbh54emquOmXzpAwAAAI4UV9UAktJmX1hXF3v0SWlIVot0R48s/bZHllKsPMUBAAAAaAoEBQBJZ9amGt26zKvKkKEOGTY9MyxXA9o4zR4LAAAASCoEBQBJw1sb1e3LvZr1jV+SdHbnVD06MFc5TjZeBAAAAJoaQQFAUijeWasbFpVrR01E6SkW3X+aS5cXpMtiYYkDAAAAEAsEBQAJLRA2dM/qiv9v797Do6rvPI5/ZiaZmUwmmSSQhIvhDpUSAoVwERXwUi6mC2ulKuy2dbsrdFe02IpAL+uydrWutevKpVq36rJtxVrF0qbQqquRBoQg10TQRIWChGsymUkmmevZP4bFdrcoQ2Y4yeT9eh4euYXzfXxO8nDe/M7vp7V1bZKk8sJMPXF1gYZ6+PIGAAAApBJ/4wbQbe07E9KiN5p1wBuRzSItG5ujr5ex8SIAAABwKRAUAHQ70ZihVbWt+pfdPoVj0rDcDP1oar7GFdrNHg0AAADoMQgKALqVQ/6I/n5Ls7adCEmSbr88Wysn5MqVwcaLAAAAwKVEUADQLRiGoZ/UB/TNHS3yhw0VZ1m15qp8XX+Z0+zRAAAAgB6JoACgy/uwLaqvVTfrlQ+DkqQ5A516dEqeCpw2kycDAAAAei6CAoAuyzAM/bQhvirBFzKUZ7foXyfn6QtDsjgOEgAAADAZQQFAl3SsLaolW5v1u6PxVQmzS5z6tyl56uNiVQIAAADQFRAUAHQphmHoZw0BrfijVQkPTc7TzaxKAAAAALoUggKALuP/rkqYVRLfK4FVCQAAAEDXQ1AAYDrDMLT+vXYt2+6VL2TIY7fooUl5umUoqxIAAACAroqgAMBU3mBMd2/1asOhdknSzLOrEvqyKgEAAADo0ggKAEzz++NBLapq1oeBqNwZFn1vskd/NczFqgQAAACgG0hZUDh8+LCuv/56jRgxQna7XRs2bNBjjz2m3/zmNyopKdHatWuVmZmZqssD6MJCUUPf2+PTv+1rlSGpvDBTT04t0OBcGicAAADQXVhT+Ydfc801qqys1IYNG3T69Glt2bJFmzdv1qhRo1RZWZnKSwPoohpawpr5m1P6wb5WWSzS0jE52nRDITEBAAAA6GZSGhS2bNmi2bNna82aNXrrrbd01VVXSZKmT5+umpqaVF4aQBdjGIbWvdumqRtPaffpsErcNlXO7q1vjctVppVXHAAAAIDuJmX/JNinTx/t3LlTDodDCxYskN/vV1FRkSQpNzdXXq/3vB9bX1+fqrFSorvNC1yoZN3b3rD0Lw12vX4m/iVnZmFEy4cG5Pb5Ve9LyiWAC8bXbKQj7mukI+5rpKvudG8PHz78Y389ZUHB4XDI4XBIkmbOnKmcnBw1NjZKknw+nzwez3k/9pOG7krq6+u71bzAhUrWvb3jZFC3vdakY4GYcjIteuSKPN081JWECYHE8TUb6Yj7GumI+xrpKt3u7ZS98uD3+899f/v27RoyZIiqq6slSVVVVZowYUKqLg2gCzAMQ08fbFPFptM6FohpYqFdW+YWERMAAACANJGyoLBt2zZNmzZNM2bMUJ8+fVReXq4pU6Zo1qxZ2r9/vyoqKlJ1aQAm64gYuqvaq7u3eRWOSQtHZqvyht4alMPGiwAAAEC6SNnf7mfMmKEZM2b8yc8tWbJES5YsSdUlAXQBR1sj+vJrTXrrdFhOm/TolHzdOoxVCQAAAEC64Z8LASTN74/H90s43RFTidum/7qmQGN7280eCwAAAEAKEBQAdJphGHr87TZ9u6ZFUUOa3s+hp6blq8BpM3s0AAAAAClCUADQKYFITEuqvfr5++2SpCWj3frOuFzZrBaTJwMAAACQSgQFABftsD+iv/7vJu1vCis7w6K1V+dr7qAss8cCAAAAcAkQFABclK3Hg/rifzfpTDCmobk2/eTaXhqZn2n2WAAAAAAuEYICgIT95ztt+sY2ryKGdF1/h348rUB5jpSdQgsAAACgCyIoALhg4Zihb+5o0ZMH2iRJi0e5tbKc/RIAAACAnoigAOCCNHVEddvrzXqjMSi7VXp0Sp4WDM82eywAAAAAJiEoAPhEB5rDmv/qGR3yR1WUZdVPr+2lCUV2s8cCAAAAYCKCAoCPtekP7bq9qlmtEUNje2Xqp9f1Uv9sm9ljAQAAADAZQQHAn2UY0g/2+XX/Wz4Zkm4anKVVV+XJlcHmiwAAAAAICgD+DF8ophUH7Xr1jE+S9J1xufp6mVsWC5svAgAAAIgjKAD4E3VNYX35tSY1+DKUk2nR41fnq2JgltljAQAAAOhiCAoAzlnfENDdW71qjxoa5opp/aw+GubJNHssAAAAAF0QQQGAOiKGVuzw6ul3ApKkW4dm6Y6iM8QEAAAAAOdFUAB6uEP+iG57rUl7zoTlsEn/OilPXxrhUkPDGbNHAwAAANCFERSAHuy3Rzq06I0meUOGBrhtWndNgcb2tps9FgAAAIBugKAA9EDRmKEHdvv0yL5WSdLMEqeeuDpfeQ6OhAQAAABwYQgKQA9ztDWiRVuaVX08JKtF+va4XC0Z7ZaVIyEBAAAAJICgAPQgL74f0N3bvGoJGSrKsuo/phVoal+H2WMBAAAA6IYICkAP4AvFdO+bXq1/r11S/BWH1VfmqTDLZvJkAAAAALorggKQ5nacDOr2qmYdbo0qy2bRdyfm6iufypaFVxwAAAAAdAJBAUhTkZih7+/16+G9fkUNqawgU09Oy9en8jLNHg0AAABAGiAoAGnokD+ihVXN2nEqJIukr5W69a1xubLbWJUAAAAAIDkICkAaMQxDzzYEtGx7i/xhQ/1cVv3w6gJN68fGiwAAAACSi6AApIkTgaiWbPVq05EOSdLcQU49OiVf+Q6ryZMBAAAASEcEBSANvPh+QPe82aKmYEy5mRZ9b5JH84e52HgRAAAAQMoQFIBu7ExHVPdsa9GGQ/HjIK/t59BjV+bpMjef2gAAAABSi6cOoJuqPNyuJVu9OtURU3aGRd+d4NFtn2JVAgAAAIBLg6AAdDPeYEzLtnv13HvxVQlX9rFrzVX5GpTDpzMAAACAS4cnEKAbeeVoh+6sblZjIKYsm0X3ledq4chsWVmVAAAAAId250wAABGJSURBVOASIygA3UBTR1Tf3NGi9WdXJUwozNQPr87XME+myZMBAAAA6KkICkAXZhiGXvigXcu3t+h0R0xOm7TiM7laPMotm5VVCQAAAADMQ1AAuqijrRF9Y5tXvz0alCRd1ceuf5+Sr6EePm0BAAAAmI8nE6CLiRmGfnywTSt3+tQaMZRrj5/g8MXhnOAAAAAAoOsgKABdyDvesO6q9mr7yZAk6XMDnHr4ijz1ddlMngwAAAAA/hRBAegCglFDj+7365G9foViUnGWVQ9PztOcQVlmjwYAAAAAfxZBATDZ68c6dM+2FjX4IpKkL41w6Z/LPcpzWE2eDAAAAADOj6AAmKQxENW3d7TohQ/iR0EO92TokSvyNLWvw+TJAAAAAOCTERSASywSM/TkgTY9sNsnf9hQls2ipWNzdMcotxw2Nl0EAAAA0D0QFIBLaMfJoL6+rUW1TWFJ0uwSp743yaOBOXwqAgAAAOheeIoBLoEzHVH9006f/qs+IEkqcdv00CSPbhjAposAAAAAuieCApBCkZihde8GdP+uFjUHDWVapbtK3frGmBy5Mth0EQAAAED3RVAAUqTqWFArdnj1dnP89IZpfR16eLJHI/IyTZ4MAAAAADqPoAAk2Qe+iL5d06LKP3RIir/ecH+5R3MHOWWxsOkiAAAAgPRAUACSxB+O6ZG9fq2ta1UoJmVnWHR3Wfz0hqwMQgIAAACA9EJQADopZhj6aX1A9+/y6WR7TJJ069As3VfuUV+XzeTpAAAAACA1CApAJ1QfD+qbO1q090z8GMiJhXY9OMmj8YV2kycDAAAAgNQiKAAXYX9TWP+8s0UvfxiUJPV32fRP5bmaNySLfRIAAAAA9AgEBSABh/wRPbDLp+ffb5chyZ1h0eJSt+4sdSs7k2MgAQAAAPQcBAXgApxsj+r7e/16+p02hWOS3Sp95fJs3TMmR72d7JMAAAAAoOchKAAfwxeKaXVdq9bUtqotYsii+IaLKz6Tq4E5fPoAAAAA6Ll4IgL+jEAkpqffCegHe/06E4yf3DCzxKl/HJerUQWZJk8HAAAAAOYjKAB/pDUc01MH27SqtlWnOuIhYXKRXfeV5+qKYofJ0wEAAABA10FQABR/teHJA21aU9eqprMrEj7TO1PLxuZo5mVOTm4AAAAAgP+DoIAezRuM6Ydvt+rxt1vVEjIkSRML7bp3bI6u6+8gJAAAAADAeRAU0COd6YhqbV2rfnSgTf5wPCRc2ceue8fkaGpfQgIAAAAAfBKCAnqUQ/6I1ta16if1AQUi8ZAwvZ9DS8fk6Mo+7JEAAAAAABeKoIAe4a1TIa2qbdXGw+2KxTuCPtvfoaVjczSxiJAAAAAAAIkiKCBtxQxDm490aFVtq7adCEmSMq3SLUNdumOUW6Uc/wgAAAAAF42ggLTTHjH03HsBralrVX1LRJKUa7foK5/K1sKRbvXLtpk8IQAAAAB0fwQFpI3WcEw/Ptim1bWtOtURP/rxsmyb/mGUW18c4VJOptXkCQEAAAAgfaQ8KKxevVq//vWvtXnzZq1YsUJ79uxRWVmZHnrooVRfGj2ELxTTkwfatKauVU3BeEgY0ytTd5a69ZeDspRh5cQGAAAAAEi2lP6TbTAYVG1trSRpz549CgQC2rRpk8LhsHbt2pXKS6MH8AZjemiPT6OfP677d/nUFIxpUpFdL87opdf/olDzhriICQAAAACQIikNCuvWrdP8+fMlSTU1NZo+fbokadq0aaqpqUnlpZHGmoMxPbDbp7JfHNeDu/1qCRm6otiuX87spc039Na1/Z2yWAgJAAAAAJBKKXvlIRwOq7q6WrfffrsefPBBtbS0aPDgwZIkj8ejgwcPnvdj6+vrUzVWSnS3ebsrb1j62YeZ+nljhtqi8WBQ7onq7waENd4TkNq8amgwecg0w72NdMR9jXTEfY10xH2NdNWd7u3hw4d/7K+nLCisX79e8+bNO/djj8cjv98vSfL5fPJ4POf92E8auiupr6/vVvN2Rx+2RbW61q//fDegQMSQJF3Tz6GlY3I0pY/D5OnSF/c20hH3NdIR9zXSEfc10lW63dspCwoNDQ3av3+/nn76aR04cEBnzpxRXV2dbrzxRlVVVWnBggWpujTSxPu+iB7d79ezDQGF43st6rP9HVo6NkcTiwgJAAAAAGCmlAWFlStXnvv+rFmztHz5ci1btkyzZ89WaWmpxo8fn6pLo5urbQrr0f1+vfhBu2KGZJF046AsLSlza0wvu9njAQAAAAB0CY6NlKTNmzdLEkdF4mPVnAzpkX1+bT7SIUnKsEgLhru0ZLRbwzyZJk8HAAAAAPhjlyQoAOcTMwy9fDSox2r9qj4ekiRl2Sz60giXFpe6VeLmFgUAAACAroinNZgiFDX0/PsBrapt1UFvRJKUm2nR7SOz9dVPu1WYZTN5QgAAAADAxyEo4JJqCcX0zDttevztVjUG4jst9nNZ9fej3PryiGzl2q0mTwgAAAAAuBAEBVwSH7ZF9fjbrXrmnTb5w/GjHz+dl6E7R+fopsFZstssJk8IAAAAAEgEQQEpE40ZeqMxqJ81BLThg3ZF4h1BV/Wx62ujc3R9f4csFkICAAAAAHRHBAUk3UFvWOsbAvr5ewEdO/tag9USP/rxrtFufaY3Rz8CAAAAQHdHUEBSnO6I6hfvt2t9Q0B7zoTP/fygHJtuHerSrcNcGpTD7QYAAAAA6YInPFy0QCSml48Gtb4hoJePdpx7pSHXbtHnB2Xp1mEuTSqy81oDAAAAAKQhggIS4g/H9PKRDv3ycLtePhpU4GxFsFmkmSVOzR/q0qwSp5wZRAQAAAAASGcEBXyillBMm4906JeH2vXqhx0KRj/6tfLCTN042KUvDMlSUZbNvCEBAAAAAJcUQQH/j2EYOtwa1ZbGoH51uF2vHQsqHN9bURZJVxT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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "plt.plot(domain,sc) \n", "plt.xlabel(r'$\\alpha$')\n", "plt.ylabel('MSE')\n", "plt.title(r'MSE al variare di $\\alpha$ in Lasso')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 168, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Miglior valore per alpha: 0.20202. MSE=35.791\n" ] } ], "source": [ "min_index = np.argmin(sc)\n", "print('Miglior valore per alpha: {0:.5f}. MSE={1:.3f}'.format(domain[min_index], sc[min_index]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Utilizzo di LassoCV, che ricerca il miglior valore di $\\alpha$ valutando lo score su un insieme di possibili valori mediante cross validation. " ] }, { "cell_type": "code", "execution_count": 169, "metadata": {}, "outputs": [], "source": [ "domain=np.linspace(0,10,100)\n", "p = Pipeline([('scaler', StandardScaler()),('regression', LassoCV(cv=10, alphas=domain))])\n", "r = p.fit(X, y)\n", "scores = np.mean(r.named_steps['regression'].mse_path_, axis=1)" ] }, { "cell_type": "code", "execution_count": 170, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(16, 8))\n", "plt.plot(r.named_steps['regression'].alphas_, scores)\n", "plt.xlabel(r'$\\alpha$')\n", "plt.ylabel('cross validation score')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 171, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Miglior valore di alpha: 0.10101\n", "MSE: 34.11086\n" ] } ], "source": [ "best_alpha = r.named_steps['regression'].alpha_\n", "print(r'Miglior valore di alpha: {0:.5f}'.format(best_alpha))\n", "i, = np.where(r.named_steps['regression'].alphas_ == best_alpha)\n", "print('MSE: {0:.5f}'.format(scores[i][0]))" ] }, { "cell_type": "code", "execution_count": 172, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-0.62930101, 0.70478583, -0. , 0.6572789 , -1.56979387,\n", " 2.82785277, -0. , -2.41484202, 1.18178304, -0.83505174,\n", " -1.92124196, 0.76130577, -3.72616312])" ] }, "execution_count": 172, "metadata": {}, "output_type": "execute_result" } ], "source": [ "r.named_steps['regression'].coef_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Valuta Lasso con il valore trovato per $\\alpha$ sull'intero dataset" ] }, { "cell_type": "code", "execution_count": 173, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MSE: 31.935\n" ] } ], "source": [ "p = Pipeline([('scaler', StandardScaler()),('regression', Lasso(alpha = best_alpha))])\n", "scores = cross_val_score(estimator=p, X=X, y=y, cv=20, scoring='neg_mean_squared_error')\n", "print('MSE: {0:.3f}'.format(-scores.mean()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ridge" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ricerca su griglia di valori per alpha in Ridge" ] }, { "cell_type": "code", "execution_count": 174, "metadata": {}, "outputs": [], "source": [ "domain = np.linspace(80,120,100)\n", "cv = 10\n", "scores = []\n", "kf = KFold(n_splits=cv)\n", "for a in domain:\n", " p = Pipeline([('scaler', StandardScaler()),('regression', Ridge(alpha=a))])\n", " xval_err = 0\n", " for k, (train_index, test_index) in enumerate(kf.split(X,y)):\n", " p.fit(X[train_index], y[train_index])\n", " y1 = p.predict(X[test_index])\n", " err = y1 - y[test_index]\n", " xval_err += np.dot(err,err)\n", " score = xval_err/X.shape[0]\n", " scores.append([a,score])\n", "scores = np.array(scores)" ] }, { "cell_type": "code", "execution_count": 175, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "plt.plot(scores[:,0], scores[:,1]) \n", "plt.xlabel(r'$\\alpha$')\n", "plt.ylabel('MSE')\n", "plt.title(r'MSE al variare di $\\alpha$ in Ridge')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 176, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Miglior valore per alpha: 98.18182. MSE=30.977\n" ] } ], "source": [ "min_index = np.argmin(scores[:,1])\n", "best_alpha = scores[min_index,0]\n", "print('Miglior valore per alpha: {0:.5f}. MSE={1:.3f}'.format(scores[min_index,0], scores[min_index,1]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Applica sul dataset con il valore trovato per $\\alpha$" ] }, { "cell_type": "code", "execution_count": 177, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "alpha: 98.182, MSE: 31.098\n" ] } ], "source": [ "p = Pipeline([('scaler', StandardScaler()),('regression', Ridge(alpha = best_alpha))])\n", "r = p.fit(X, y)\n", "scores = cross_val_score(estimator=p, X=X, y=y, cv=10, scoring='neg_mean_squared_error')\n", "print('alpha: {0:.3f}, MSE: {1:.3f}'.format(best_alpha, -scores.mean()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Utilizzo di GridSearchCV" ] }, { "cell_type": "code", "execution_count": 178, "metadata": {}, "outputs": [], "source": [ "domain = np.linspace(80,120,100)\n", "param_grid = [{'regression__alpha': domain}]\n", "p = Pipeline([('scaler', StandardScaler()),('regression', Ridge())])\n", "\n", "clf = GridSearchCV(p, param_grid, cv=10, scoring='neg_mean_squared_error')\n", "clf = clf.fit(X,y)\n", "scores = -clf.cv_results_['mean_test_score']" ] }, { "cell_type": "code", "execution_count": 179, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "plt.plot(domain,scores) \n", "plt.xlabel(r'$\\alpha$')\n", "plt.ylabel('MSE')\n", "plt.title(r'MSE al variare di $\\alpha$ in Ridge')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 180, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Miglior valore per alpha: 98.18182. MSE=30.977\n" ] } ], "source": [ "min_index = np.argmin(scores)\n", "print('Miglior valore per alpha: {0:.5f}. MSE={1:.3f}'.format(domain[min_index], scores[min_index]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Applica sul dataset con il valore trovato per $\\alpha$" ] }, { "cell_type": "code", "execution_count": 181, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "alpha: 98.182, MSE: 31.098\n" ] } ], "source": [ "p = Pipeline([('scaler', StandardScaler()),('regression', Ridge(alpha = best_alpha))])\n", "r = p.fit(X, y)\n", "scores = cross_val_score(estimator=p, X=X, y=y, cv=10, scoring='neg_mean_squared_error')\n", "print('alpha: {0:.3f}, MSE: {1:.3f}'.format(best_alpha, -scores.mean()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Utilizza RidgeCV, che ricerca il miglior valore di $\\alpha$ valutando lo score su un insieme di possibili valori mediante cross validation" ] }, { "cell_type": "code", "execution_count": 182, "metadata": {}, "outputs": [], "source": [ "domain = np.linspace(0.1, 10, 100)\n", "p = Pipeline([('scaler', StandardScaler()),('regression', RidgeCV(alphas=domain, store_cv_values = True))])\n", "r = p.fit(X, y)\n", "scores = np.mean(r.named_steps['regression'].cv_values_, axis=0)" ] }, { "cell_type": "code", "execution_count": 183, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(16, 8))\n", "plt.plot(domain, scores)\n", "plt.xlabel(r'$\\alpha$')\n", "plt.ylabel('cross validation score')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 184, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Miglior valore di alpha: 4.700000\n", "score: 23.707\n" ] } ], "source": [ "best_alpha = p.named_steps['regression'].alpha_\n", "print(r'Miglior valore di alpha: {0:.6f}'.format(best_alpha))\n", "i, = np.where(domain == best_alpha)\n", "print('score: {0:.3f}'.format(scores[i][0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Valuta Ridge con il valore trovato per α\n", " sull'intero dataset" ] }, { "cell_type": "code", "execution_count": 185, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "alpha: 4.700, MSE: 34.106\n" ] } ], "source": [ "p = Pipeline([('scaler', StandardScaler()),('regression', Ridge(alpha = best_alpha))])\n", "r = p.fit(X, y)\n", "scores = cross_val_score(estimator=p, X=X, y=y, cv=10, scoring='neg_mean_squared_error')\n", "print('alpha: {0:.3f}, MSE: {1:.3f}'.format(best_alpha, -scores.mean()))" ] }, { "cell_type": "code", "execution_count": 186, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-0.89221393, 1.01585864, 0.04211077, 0.69593044, -1.93339989,\n", " 2.71062672, -0.00773909, -2.98249145, 2.36141959, -1.79897179,\n", " -2.02396325, 0.84723385, -3.68480848])" ] }, "execution_count": 186, "metadata": {}, "output_type": "execute_result" } ], "source": [ "r.named_steps['regression'].coef_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Elastic net" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ricerca su griglia 2d di valori per $\\alpha$ e $\\gamma$" ] }, { "cell_type": "code", "execution_count": 187, "metadata": {}, "outputs": [], "source": [ "scores = []\n", "for a in np.linspace(0,1,10):\n", " for l in np.linspace(0,1,10):\n", " p = Pipeline([('scaler', StandardScaler()),('regression', ElasticNet(alpha=a, l1_ratio=l))])\n", " score = cross_val_score(estimator=p, X=X, y=y, cv=5, scoring='neg_mean_squared_error')\n", " scores.append([a,l,-score.mean()])" ] }, { "cell_type": "code", "execution_count": 188, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Migliore coppia: alpha=0.22, gamma=0.00. MSE=32.151\n" ] } ], "source": [ "scores = np.array(scores)\n", "min_index = np.argmin(scores[:,2])\n", "best_alpha = scores[min_index, 0]\n", "best_gamma = scores[min_index, 1]\n", "print(r\"Migliore coppia: alpha={0:.2f}, gamma={1:.2f}. MSE={2:.3f}\".format(best_alpha,best_gamma, scores[min_index,2]))\n" ] }, { "cell_type": "code", "execution_count": 189, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "alpha: 0.222, gamma: 0.000; MSE: 31.094\n" ] } ], "source": [ "p = Pipeline([('scaler', StandardScaler()),('regression', ElasticNet(alpha = best_alpha, l1_ratio=best_gamma))])\n", "r = p.fit(X, y)\n", "scores = cross_val_score(estimator=p, X=X, y=y, cv=10, scoring='neg_mean_squared_error')\n", "print('alpha: {0:.3f}, gamma: {1:.3f}; MSE: {2:.3f}'.format(best_alpha, best_gamma, -scores.mean()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Utilizza GridsearchCV" ] }, { "cell_type": "code", "execution_count": 190, "metadata": {}, "outputs": [], "source": [ "param_grid = [{'regression__alpha': np.linspace(0,1,10), 'regression__l1_ratio': np.linspace(0,1,10)}]\n", "p = Pipeline([('scaler', StandardScaler()),('regression', ElasticNet(alpha=alpha, l1_ratio=gamma))])\n", "\n", "clf = GridSearchCV(p, param_grid, cv=5, scoring='neg_mean_squared_error')\n", "clf = clf.fit(X,y)\n", "sc = -clf.cv_results_['mean_test_score']" ] }, { "cell_type": "code", "execution_count": 191, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Migliore coppia: alpha=0.22, gamma=0.00. MSE=32.107\n" ] } ], "source": [ "best_alpha = clf.best_params_['regression__alpha']\n", "best_gamma = clf.best_params_['regression__l1_ratio']\n", "print(r\"Migliore coppia: alpha={0:.2f}, gamma={1:.2f}. MSE={2:.3f}\".format(best_alpha,\n", " best_gamma, -clf.best_score_))" ] }, { "cell_type": "code", "execution_count": 192, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "alpha: 0.222, gamma: 0.000; MSE: 31.094\n" ] } ], "source": [ "p = Pipeline([('scaler', StandardScaler()),('regression', ElasticNet(alpha = best_alpha, l1_ratio=best_gamma))])\n", "r = p.fit(X, y)\n", "scores = cross_val_score(estimator=p, X=X, y=y, cv=10, scoring='neg_mean_squared_error')\n", "print('alpha: {0:.3f}, gamma: {1:.3f}; MSE: {2:.3f}'.format(best_alpha, best_gamma, -scores.mean()))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "jupytext": { "formats": "ipynb,py:light" }, "kernelspec": { "display_name": "Python 3.8", "language": "python", "name": "python3.8" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.0" } }, "nbformat": 4, "nbformat_minor": 2 }