{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Problem Sheet 8 - Ridge and Lasso" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the last exercise we looked at subset selection techniques for linear regression models.\n", "These methods used standard linear regression on all (or a subset of) possible models incorporating different numbers of predictors.\n", "\n", "In this exercise we consider two common shrinkage techniques for feature selection and model regularization.\n", "These techniques have long been well-established in mathematical optimization, and have received interest for data science due to their ability to shrink the coefficients of a linear model.\n", "This becomes advantageous as it enables one to trade off between variance and bias in our model.\n", "\n", "We start this lab by exploring the methods provided in `scikit-learn`.\n", "In the first two problems, we consider the diabetes data set.\n", "The goal of these problems is to understand the two main functions for shrinkage, i.e., `sklearn.linear_model.Ridge` and `sklearn.linear_model.Lasso`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem 8.1 - Ridge regression (aka Tikhonov regularization)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Task**: Execute the following code cell to import the diabetes data set. The command `print(dia.DESCR)`, displays a description of the data set." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import load_diabetes\n", "import pandas as pd\n", "dia = load_diabetes()\n", "df = pd.DataFrame(dia.data, columns=dia.feature_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Solution**:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ".. _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\n", " - Sex\n", " - Body mass index\n", " - Average blood pressure\n", " - S1\n", " - S2\n", " - S3\n", " - S4\n", " - S5\n", " - S6\n", "\n", "Note: Each of these 10 feature variables have been mean centered and scaled by the standard deviation times `n_samples` (i.e. the sum of squares of each column totals 1).\n", "\n", "Source URL:\n", "http://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", "(http://web.stanford.edu/~hastie/Papers/LARS/LeastAngle_2002.pdf)\n" ] } ], "source": [ "from sklearn.datasets import load_diabetes\n", "import pandas as pd\n", "dia = load_diabetes()\n", "df = pd.DataFrame(dia.data, columns=dia.feature_names)\n", "\n", "print(dia.DESCR)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Task**: Split your data randomly into a test and training set.\n", "Use the function\n", "\n", " from sklearn.model_selection import train_test_split\n", " \n", "with `random_state=1`.\n", "\n", "Your test set should contain approx. 30\\% of the data (*Hint*: Use the appropriate optional parameter)." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Solution**:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "X = dia.data\n", "y = dia.target\n", "\n", "X_train,X_test,y_train,y_test = train_test_split(X,y, test_size=0.3, random_state=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following cell applies ridge regression for `m` different regularization parameters $\\alpha$.\n", "As you know from the lecture, ridge regression adds a penalty term to the RSS term in standard linear regression, i.e., instead of considering the optimization problem\n", "\n", "$$ \\min_{\\beta \\in \\mathbb{R}^{p+1}} \\|y - X \\beta\\|_2^2 = \\min_{\\beta \\in \\mathbb{R}^{p+1}} \\sum_{i=1}^n \\left( y_i - \\sum_{j=0}^p x_{i,j} \\beta_j \\right)^2 $$\n", "\n", "we solve in **ridge regression** the regularized problem\n", "\n", "$$ \\min_{\\beta \\in \\mathbb{R}^{p+1}} \\|y - X \\beta\\|_2^2 + \\alpha \\| \\beta \\|_2^2 = \\min_{\\beta \\in \\mathbb{R}^{p+1}} \\sum_{i=1}^n \\left( y_i - \\sum_{j=0}^p x_{i,j} \\beta_j \\right)^2 + \\alpha \\sum_{j=1}^p \\beta_j^2$$\n", "\n", "**Task**: The following code fragment performs ridge regression for different values of $\\alpha$ and stores the coefficients in an array called `Coeffs`.\n", "Afterwards, the coefficients are plotted for different regression parameters.\n", "If you named your training and test data `X_train, X_test` and `y_train, y_test`, the following code cell should be executable." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from sklearn.linear_model import Ridge\n", "%matplotlib inline\n", "\n", "# Get dimensions of X_train\n", "n,p = X_train.shape\n", "m = 50\n", "Alpha = np.logspace(-4,4,m)\n", "Coeffs = np.zeros((m,p+1))\n", "\n", "for (i,a) in enumerate(Alpha):\n", " lmr = Ridge(alpha=a)\n", " lmr.fit(X_train, y_train)\n", " Coeffs[i,0] = lmr.intercept_\n", " Coeffs[i,1:] = lmr.coef_\n", " \n", "# Plot the output\n", "import matplotlib.pyplot as plt\n", "plt.semilogx(Alpha, Coeffs[:,:])\n", "plt.xlabel('Alpha')\n", "plt.ylabel('Coefficients');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem 8.2 - Lasso regression (aka $\\ell^1$-regularization)\n", "\n", "The **Lasso** is another modification of classical linear regression, and uses the $\\ell^1$ norm in the penalization term instead of the $\\ell^2$ norm in ridge regression. The optimization problem reads\n", "\n", "$$ \\min_{\\beta \\in \\mathbb{R}^{p+1}} \\|y - X \\beta\\|_2^2 + \\alpha \\| \\beta \\|_1 = \\min_{\\beta \\in \\mathbb{R}^{p+1}} \\sum_{i=1}^n \\left( y_i - \\sum_{j=0}^p x_{i,j} \\beta_j \\right)^2 + \\alpha \\sum_{j=1}^p |\\beta_j|$$\n", "\n", "Both the lasso and the ridge regression lead to (strictly) convex optimization problems, that are problems with a unique solution.\n", "This is true even in the case of $p > n$, while classical linear regression does not possess a unique solution.\n", "While the coefficients in ridge regression decrease in absolute value in general as the penalty parameter $\\alpha$ increases, they will never be exactly zero.\n", "In contrast to this, the coefficients in the lasso can become zero, when their influence becomes negligible.\n", "\n", "**Task**: Copy the code used for illustrating the influence of the penalty parameter in ridge regression and modify or expand the code to plot the coefficients obtained by the **Lasso** instead." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Solution**:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from sklearn.linear_model import Lasso\n", "\n", "# Get dimensions of X_train\n", "n,p = X_train.shape\n", "m = 50\n", "Alpha = np.logspace(-4,4,m)\n", "Coeffs_Ridge = np.zeros((m,p+1))\n", "Coeffs_Lasso = np.zeros((m,p+1))\n", "\n", "for (i,a) in enumerate(Alpha):\n", " lmr = Ridge(alpha=a)\n", " lmr.fit(X_train, y_train)\n", " Coeffs_Ridge[i,0] = lmr.intercept_\n", " Coeffs_Ridge[i,1:] = lmr.coef_\n", " \n", " lml = Lasso(alpha=a)\n", " lml.fit(X_train, y_train)\n", " Coeffs_Lasso[i,0] = lml.intercept_\n", " Coeffs_Lasso[i,1:] = lml.coef_\n", " \n", "# Plot the output\n", "import matplotlib.pyplot as plt\n", "plt.rcParams['figure.figsize']=(15,10)\n", "fig, ax = plt.subplots(1,2)\n", "ax[0].semilogx(Alpha, Coeffs_Ridge[:,:])\n", "ax[0].set_title('Ridge regression')\n", "ax[0].set_xlabel('Alpha')\n", "ax[0].set_ylabel('Coefficients');\n", "\n", "ax[1].semilogx(Alpha, Coeffs_Lasso[:,:])\n", "ax[1].set_title('Lasso regression')\n", "ax[1].set_xlabel('Alpha')\n", "ax[1].set_ylabel('Coefficients');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem 8.3 Is scaling always important?\n", "In this problem, we consider a new data set.\n", "The data set consists of 1499 samples of a particular red wine from Minho, Portugal, called *Vinho verde*.\n", "The first 11 columns in the csv file contain different measurements, the last column contains an expert rating of the quality.\n", "This set became popular in a kaggle competition, but is also publicly available [here](http://www3.dsi.uminho.pt/pcortez/wine/).\n", "The data set resides also on our [webpage](https://www.tu-chemnitz.de/mathematik/numa/lehre/ds-2018/).\n", "\n", "**Task**: Download the new csv-files from the lecture's webpage.\n", "The following code cell imports the csv-file `wine-train.csv` (adjust the path if necessary).\n", "Have a short look at the data set." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "\n", "df = pd.read_csv('./datasets/wine-train.csv', sep=\";\")\n", "X = df.loc[:, df.columns != 'quality'].values\n", "y = df['quality'].values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we want to look at the coefficient selection for both the scaled and unscaled case.\n", "In this example, *scaled* means that we shift the mean of the features to *zero* and scale the standard deviation to *one*.\n", "This can be easily done by the `scale`-function from `sklearn.preprocessing`.\n", "\n", "**Task**: Normalize your predictor matrix `X` using the function `scale` and store the scaled matrix as `Xscaled`.\n", "You can check this using the methods `mean(axis=0)` and `std(axis=0)` of a numpy array." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Solution**:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mean of X: [ 8.57738654 0.51900235 0.2892723 2.56220657 0.08887011 15.4600939\n", " 46.79733959 0.99697243 3.29981221 0.66388106 10.40023474]\n", "\n", "std of X: [1.76928154e+00 1.77873795e-01 1.96487989e-01 1.31190963e+00\n", " 4.79075502e-02 1.03184606e+01 3.35754413e+01 1.89304730e-03\n", " 1.55134741e-01 1.74043664e-01 1.09567721e+00]\n", "\n", "scaled mean: [ 2.11272488e-16 1.50114662e-16 1.22315651e-16 3.89186162e-17\n", " 1.27875453e-16 -8.06171336e-17 1.11196046e-16 1.54340112e-14\n", " 1.30099374e-15 -4.67023394e-16 -3.11348930e-16]\n", "\n", "scaled std: [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n" ] } ], "source": [ "from sklearn.preprocessing import scale\n", "Xscaled = scale(X)\n", "print('mean of X: ', X.mean(axis=0))\n", "print('\\nstd of X:', X.std(axis=0))\n", "print('\\nscaled mean: ', Xscaled.mean(axis=0))\n", "print('\\nscaled std:', Xscaled.std(axis=0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We want to compare the coefficients obtained for the scaled and unscaled predictors.\n", "\n", "**Task**: When done correctly, you should be able to execute the following code.\n", "It computes the *Lasso* estimates for `m` different values of the regularization parameter $\\alpha$ and stores the coefficients as well as the cross-validation score for each $\\alpha$.\n", "Finally, it plots the coefficients in the upper part of the figure, and the corresponding cv-scores in the lower part." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from sklearn.linear_model import Lasso\n", "from sklearn.preprocessing import scale\n", "from sklearn.model_selection import cross_val_score\n", "\n", "# Get dimensions of X\n", "n,p = X.shape\n", "m = 50\n", "Alpha = np.logspace(-4,1,m)\n", "\n", "cscaled = np.zeros((m,p+1))\n", "corig = np.zeros((m,p+1))\n", "cvscaled = np.zeros((m,))\n", "cvorig = np.zeros((m,))\n", "\n", "for (i,a) in enumerate(Alpha):\n", " lm = Lasso(alpha=a,tol=1e-8)\n", " \n", " lm.fit(Xscaled, y)\n", " cscaled[i,0] = lm.intercept_\n", " cscaled[i,1:] = lm.coef_\n", " \n", " cvscaled[i] = cross_val_score(lm, Xscaled, y, cv=10).mean()\n", " \n", " \n", " lm = Lasso(alpha=a,tol=1e-8)\n", " lm.fit(X, y)\n", " corig[i,0] = lm.intercept_\n", " corig[i,1:] = lm.coef_\n", " \n", " cvorig[i] = cross_val_score(lm, X, y, cv=10).mean()\n", " \n", "# Plot the output\n", "import matplotlib.pyplot as plt\n", "plt.rcParams['figure.figsize']=(15,10)\n", "fig, ax = plt.subplots(2,2)\n", "ax[0][0].semilogx(Alpha, cscaled[:,1:])\n", "ax[0][0].set_title('Scaled predictors')\n", "ax[0][0].set_xlabel('Alpha')\n", "ax[0][0].set_ylabel('Coefficients');\n", "\n", "ax[0][1].semilogx(Alpha, corig[:,1:])\n", "ax[0][1].set_title('Unscaled predictors')\n", "ax[0][1].set_xlabel('Alpha')\n", "ax[0][1].set_ylabel('Coefficients');\n", "\n", "ax[1][0].semilogx(Alpha, cvscaled)\n", "ax[1][0].set_xlabel('Alpha')\n", "ax[1][0].set_ylabel('cv-score');\n", "ax[1][1].semilogx(Alpha, cvorig);\n", "ax[1][1].set_xlabel('Alpha')\n", "ax[1][1].set_ylabel('cv-score');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Task**: What do you observe?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observation**:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Solution**:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observation**:\n", "- the ranges of the coefficients differ by a magnitude of 10\n", "- in the unscaled model, some predictors don't enter the model even for the smallest regularization parameter\n", "- the order of variables entering/leaving the model differ" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Task**:\n", "Compute the values of $\\alpha$, for which the cv-scores are maximized." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Solution**:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Alpha orig: 0.0008286427728546842\n", "Alpha scaled: 0.01757510624854793\n" ] } ], "source": [ "alphascaled = Alpha[cvscaled.argmax()]\n", "alphaorig = Alpha[cvorig.argmax()]\n", "print('Alpha orig:', alphaorig)\n", "print('Alpha scaled:', alphascaled)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Task**: Now we want to compare the mean squared errors for both regressions using the value of $\\alpha$ which maximizes the cv-score.\n", "What do you observe?" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observation**:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Solution**:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MSE orig: 0.4161264558967955\n", "MSE scaled: 0.41860838196477046\n" ] } ], "source": [ "lmorig = Lasso(alpha=alphaorig,tol=1e-8)\n", "lmorig.fit(X,y)\n", "yhat = lmorig.predict(X)\n", "print('MSE orig: ', (np.power(y-yhat,2)).mean())\n", "\n", "lmscaled = Lasso(alpha=alphascaled,tol=1e-8)\n", "lmscaled.fit(Xscaled,y)\n", "yhat = lmscaled.predict(Xscaled)\n", "print('MSE scaled: ', (np.power(y-yhat,2)).mean())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observation**: In this case, the scaling does not improve the mean squared error on the training data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You should observe, that the mean squared errors are very close. Indeed, the MSE for the unscaled problem is even slightly lower than the MSE of the scaled problem.\n", "\n", "**Task**: Import now the csv-file `wine-test.csv` and store the predictors as a numpy array `Xtest` and the target variables as `ytest`." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Solution**:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "dftest = pd.read_csv('./datasets/wine-test.csv', sep=\";\")\n", "Xtest = dftest.loc[:, dftest.columns != 'quality'].values\n", "ytest = dftest['quality'].values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Task**: Compute the mean squared errors on the test set using the Lasso models from above for the scaled and unscaled version. Don't forget to scale the predictors for your scaled model." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Solution**:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test error on orig set:\n", "\t 0.4355191921680158\n", "Test error on scaled set:\n", "\t 0.4523824992704775\n", "Test error on scaled set (training scaling):\n", "\t 0.4395328212927196\n" ] } ], "source": [ "print('Test error on orig set:\\n\\t ', (np.power(ytest-lmorig.predict(Xtest),2)).mean())\n", "print('Test error on scaled set:\\n\\t ', (np.power(ytest-lmscaled.predict(scale(Xtest)),2)).mean())\n", "\n", "# If we use the same scaling as for the training data, we can improve these estimates\n", "# This would also be the better way in terms of data snooping bias.\n", "# The implementation is as follows:\n", "from sklearn.preprocessing import StandardScaler\n", "stdScaler = StandardScaler()\n", "stdScaler.fit(X)\n", "Xnew = stdScaler.transform(Xtest)\n", "print('Test error on scaled set (training scaling):\\n\\t ', (np.power(ytest-lmscaled.predict(Xnew),2)).mean())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Task**: Interpret the results. What could be the reason, why the unscaled model behaves better than the scaled model? Are your predictions good or bad?" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Solution**: We first look at the coefficients in the scaled and unscaled model:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 8.23858884e-03 -1.05070651e+00 -1.22879625e-01 9.23374676e-04\n", " -1.28507323e+00 3.65129095e-03 -3.73046065e-03 -0.00000000e+00\n", " -3.24482101e-01 7.03484515e-01 3.03838588e-01]\n", "[ 0. -0.17807427 -0. 0. -0.06188803 0.\n", " -0.08724688 -0. -0.03232754 0.11259326 0.31776127]\n" ] } ], "source": [ "print(lmorig.coef_)\n", "print(lmscaled.coef_)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We observe that the scaled model sets more coefficients to zero than the unscaled one. Thus, it could be better interpretable.\n", "\n", "Next, we have a look at the scatter matrix and observe very small linear relationships between the data." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pd.plotting.scatter_matrix(df);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A look at the summary/description of the data set also reveals a high concentration on wines of medium quality. There are no very bad or very good wines in the data set (the range is from quality 3 - 8)." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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fixed acidityvolatile aciditycitric acidresidual sugarchloridesfree sulfur dioxidetotal sulfur dioxidedensitypHsulphatesalcoholquality
count1278.0000001278.0000001278.0000001278.0000001278.0000001278.0000001278.0000001278.0000001278.0000001278.0000001278.0000001278.000000
mean8.5773870.5190020.2892722.5622070.08887015.46009446.7973400.9969723.2998120.66388110.4002355.663537
std1.7699740.1779430.1965651.3124230.04792610.32250033.5885850.0018940.1551950.1741121.0961060.812645
min4.6000000.1200000.0000000.9000000.0120001.0000006.0000000.9900702.7400000.3300008.4000003.000000
25%7.3000000.3900000.1200001.9000000.0710007.00000021.0000000.9959003.2000000.5600009.5000005.000000
50%8.2000000.5000000.2800002.2000000.08000013.00000038.0000000.9970003.3000000.62000010.1000006.000000
75%9.6000000.6300000.4500002.6000000.09200021.00000063.0000000.9980303.3975000.73000011.1000006.000000
max15.9000001.3300001.00000015.5000000.61100072.000000289.0000001.0032003.9000002.00000014.9000008.000000
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" ], "text/plain": [ " fixed acidity volatile acidity citric acid residual sugar \\\n", "count 1278.000000 1278.000000 1278.000000 1278.000000 \n", "mean 8.577387 0.519002 0.289272 2.562207 \n", "std 1.769974 0.177943 0.196565 1.312423 \n", "min 4.600000 0.120000 0.000000 0.900000 \n", "25% 7.300000 0.390000 0.120000 1.900000 \n", "50% 8.200000 0.500000 0.280000 2.200000 \n", "75% 9.600000 0.630000 0.450000 2.600000 \n", "max 15.900000 1.330000 1.000000 15.500000 \n", "\n", " chlorides free sulfur dioxide total sulfur dioxide density \\\n", "count 1278.000000 1278.000000 1278.000000 1278.000000 \n", "mean 0.088870 15.460094 46.797340 0.996972 \n", "std 0.047926 10.322500 33.588585 0.001894 \n", "min 0.012000 1.000000 6.000000 0.990070 \n", "25% 0.071000 7.000000 21.000000 0.995900 \n", "50% 0.080000 13.000000 38.000000 0.997000 \n", "75% 0.092000 21.000000 63.000000 0.998030 \n", "max 0.611000 72.000000 289.000000 1.003200 \n", "\n", " pH sulphates alcohol quality \n", "count 1278.000000 1278.000000 1278.000000 1278.000000 \n", "mean 3.299812 0.663881 10.400235 5.663537 \n", "std 0.155195 0.174112 1.096106 0.812645 \n", "min 2.740000 0.330000 8.400000 3.000000 \n", "25% 3.200000 0.560000 9.500000 5.000000 \n", "50% 3.300000 0.620000 10.100000 6.000000 \n", "75% 3.397500 0.730000 11.100000 6.000000 \n", "max 3.900000 2.000000 14.900000 8.000000 " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, a look at the scatter matrix who plots the predicted qualities against the true ones reveals that we primarily predict a quality between 5 and 6.5." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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