{ "metadata": { "name": "", "signature": "sha256:b1eba321ddd49a6c3e626b758ec930a02e3db024516aea721d43e0adb2a7a09b" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Linear Regression" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import time\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "import scipy as sp\n", "import scipy.sparse.linalg as linalg\n", "import scipy.cluster.hierarchy as hr\n", "from scipy.spatial.distance import pdist, squareform\n", "\n", "import sklearn.datasets as datasets\n", "import sklearn.metrics as metrics\n", "import sklearn.utils as utils\n", "import sklearn.linear_model as linear_model\n", "import sklearn.cross_validation as cross_validation\n", "import sklearn.cluster as cluster\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.decomposition import TruncatedSVD\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "import statsmodels.api as sm\n", "\n", "from patsy import dmatrices\n", "\n", "import seaborn as sns\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Basics on Linear Regression" ] }, { "cell_type": "heading", "level": 5, "metadata": {}, "source": [ "The Linear Regression Model " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "$$Y = \\alpha +\\beta X +\\epsilon$$\n", " \n", "We **know**: $X$ and $Y$\n", "\n", "We **do not know **: $\\alpha$, $\\beta$ and $\\epsilon$\n", "\n", "**Goal:** Given $X$ and $Y$ produce estimates of $\\alpha$ and $\\beta$ denoted by $\\widehat{\\alpha}$ and $\\widehat{\\beta}$ \n" ] }, { "cell_type": "heading", "level": 5, "metadata": {}, "source": [ "Input/output" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Input data comes in the form of pairs $\\left(X_i,Y_i\\right)$ for $i=1,\\ldots ,n$\n", "\n", "The **true regression line **: For **every** individual it should hold that:\n", "$$Y_i = \\alpha +\\beta X_i +\\epsilon_i$$\n", "\n", "\n", "**Error** for the $i$-th data point is: $$\\epsilon_i = Y_i-\\alpha-\\beta X_i$$\n", "\n", "\n", "The **estimated regression line ** : $$\\widehat{Y_i}=\\widehat{\\alpha}+\\widehat{\\beta}X_i$$\n", "\n", "\n", "**Residuals** measure distance between each observation from the estimated regression line and are defined as follows: $$\\widehat{\\epsilon_i} = Y_i-\\widehat{Y_i}$$" ] }, { "cell_type": "heading", "level": 5, "metadata": {}, "source": [ "Ordinary Least Squares Regression as an optimization problem" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Question**: How do we find $\\widehat{\\alpha}$ and $\\widehat{\\beta}$?\n", "\n", "**Answer**: By minimizing the residuals, or *sum of squared residuals* :\n", "\n", "\\begin{eqnarray}\n", "\\text{SSR} & = & \\sum_{i=1}^n \\widehat{\\epsilon_i}^2 \\\\\n", "& = & \\sum_{i=1}^n \\left(Y_i-\\widehat{Y_i}\\right)^2\n", "\\end{eqnarray}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$\\alpha,\\beta$ are called **regression coefficients**\n", "\n", "$\\widehat{\\alpha},\\widehat{\\beta}$ are called ** OLS (Ordinary Least Squares} regression coefficients**\n", "\n", "$\\alpha$ (or $\\widehat{\\alpha}$) is not so interesting\n", "\n", "$\\beta$ (or $\\widehat{\\beta}$) is more interesting as it shows the change in $Y$ that can be caused by a unit of change in $X$" ] }, { "cell_type": "heading", "level": 5, "metadata": {}, "source": [ "Measuring the fit of a regression model and $R^2$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The most common measure of fit is referred to as $R^2$\n", "\n", "$R^2$ measures the variability of $Y$ that can be explained by $X$\n", "\n", "Derivation:\n", " $$\\text{Var}(Y) =\\frac{\\sum_{i=1}^n \\left(Y_i-\\overline{Y}\\right)}{n-1}$$\n", "where:\n", "$\\overline{Y}=\\frac{1}{n}\\sum_{i=1}^nY_i$\n", "\n", "Total Sum of Squares (TSS) is:\n", "\n", "$$\\text{TSS} = \\sum_{i=1}^n\\left(Y_i-\\overline{Y}\\right)^2$$\n", "\n", "\n", "Now we can show that:\n", "\n", "$$\\text{TSS} = \\text{SSR} + \\text{RSS},$$\n", "\n", "where Sum of Squares Residuals (SSR) is:\n", "$$\\text{SSR} = \\sum_{i=1}^n \\left(Y_i-\\widehat{Y_i}\\right)^2,$$\n", "\n", "and Regresion Sum of Squares (RSS) is:\n", "\n", "$$\\text{RSS} = \\sum_{i=1}^n \\left(\\widehat{Y_i}-\\overline{Y}\\right)^2,$$\n", "\n", "\n", "Variability in $Y$ can be due to explained (RSS) and unexplained parts (SSR).\n", "\n", "\n", "Measure of fit $R^2$:\n", "\n", "\\begin{eqnarray}\n", "R^2 & = & \\frac{\\text{RSS}}{\\text{TSS}} = 1-\\frac{\\text{SSR}}{\\text{TSS}}\n", "\\end{eqnarray}\n", "\n", "\n", "$0\\leq R^2\\leq 1$; the closer the value of $R^2$ is to $1$ the better the fit of the regression; small values of SSR imply that the residuals are small and therefore we have a better fit." ] }, { "cell_type": "heading", "level": 5, "metadata": {}, "source": [ "How accurate are the estimates $\\widehat{\\alpha}$ and $\\widehat{\\beta}$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "95% Confidence interval $[x,y]$ for $\\widehat{\\alpha}$: We are 95% certain that $\\alpha$ lies in $[x,y]$" ] }, { "cell_type": "heading", "level": 5, "metadata": {}, "source": [ "Example - I" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Generate a dataset using the **datasets.makeregression( )** function\n", "\n", "http://scikit-learn.org/stable/modules/generated/sklearn.datasets.make_regression.html#sklearn.datasets.make_regression" ] }, { "cell_type": "code", "collapsed": false, "input": [ "X, y = datasets.make_regression(n_samples=100, n_features=1, bias=0.1, noise=30, random_state=1)\n", "print X.shape, y.shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(100, 1) (100,)\n" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.scatter(X, y, c=\"slategray\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "model = sm.OLS(y, X)\n", "results = model.fit()\n", "print results.summary()\n", "print \"Confidence Intervals:\", results.conf_int()\n", "print \"Parameters:\", results.params" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: y R-squared: 0.876\n", "Model: OLS Adj. R-squared: 0.874\n", "Method: Least Squares F-statistic: 696.8\n", "Date: Thu, 12 Nov 2015 Prob (F-statistic): 1.34e-46\n", "Time: 18:02:36 Log-Likelihood: -475.26\n", "No. Observations: 100 AIC: 952.5\n", "Df Residuals: 99 BIC: 955.1\n", "Df Model: 1 \n", "==============================================================================\n", " coef std err t P>|t| [95.0% Conf. Int.]\n", "------------------------------------------------------------------------------\n", "x1 83.8472 3.176 26.396 0.000 77.544 90.150\n", "==============================================================================\n", "Omnibus: 0.981 Durbin-Watson: 2.083\n", "Prob(Omnibus): 0.612 Jarque-Bera (JB): 0.536\n", "Skew: 0.133 Prob(JB): 0.765\n", "Kurtosis: 3.241 Cond. No. 1.00\n", "==============================================================================\n", "Confidence Intervals: [[ 77.54441973 90.14997789]]\n", "Parameters: [ 83.84719881]\n" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "A more detailed explanation of the results can be found here:\n", "http://connor-johnson.com/2014/02/18/linear-regression-with-python/" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.scatter(X,y, c=\"slategray\")\n", "plt.plot(X,results.predict(X), c='seagreen', alpha=0.8)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "heading", "level": 5, "metadata": {}, "source": [ "Multidimensional data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Input **: $(Y,X_1,X_2,\\ldots , X_k)$\n", "\n", "$Y_i = \\alpha +\\beta_1X_1+\\beta_2X_2+\\ldots + \\beta_k X_k$\n", "\n", "**Output **: Estimates $\\widehat{\\alpha},\\widehat{\\beta_i}$ for $i=1\\ldots k$ that minimize\n", "\n", "$\\text{SSR} = \\sum_{i=1}^n\\left(\\widehat{Y_i} - \\widehat{\\alpha} -\\widehat{\\beta_1}X_1-\\widehat{\\beta_2}X_2-\\ldots - \\widehat{\\beta_k} X_k\\right)^2$\n" ] }, { "cell_type": "heading", "level": 5, "metadata": {}, "source": [ "Example - II" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use again the **datasets.makeregression( )** function\n", "\n", "http://scikit-learn.org/stable/modules/generated/sklearn.datasets.make_regression.html#sklearn.datasets.make_regression" ] }, { "cell_type": "code", "collapsed": false, "input": [ "X, y = datasets.make_regression(n_samples=100, n_features=20, n_informative=5, bias=0.1, noise=30, random_state=1)\n", "print X.shape, y.shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(100, 20) (100,)\n" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "model = sm.OLS(y, X)\n", "results = model.fit()\n", "print results.summary()\n", "print \"Confidence Intervals:\", results.conf_int()\n", "print \"Parameters:\", results.params" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: y R-squared: 0.969\n", "Model: OLS Adj. R-squared: 0.961\n", "Method: Least Squares F-statistic: 123.8\n", "Date: Thu, 12 Nov 2015 Prob (F-statistic): 1.03e-51\n", "Time: 18:08:38 Log-Likelihood: -468.30\n", "No. Observations: 100 AIC: 976.6\n", "Df Residuals: 80 BIC: 1029.\n", "Df Model: 20 \n", "==============================================================================\n", " coef std err t P>|t| [95.0% Conf. Int.]\n", "------------------------------------------------------------------------------\n", "x1 12.5673 3.471 3.620 0.001 5.659 19.476\n", "x2 -3.8321 2.818 -1.360 0.178 -9.440 1.776\n", "x3 -2.4197 3.466 -0.698 0.487 -9.316 4.477\n", "x4 2.0143 3.086 0.653 0.516 -4.127 8.155\n", "x5 -2.6256 3.445 -0.762 0.448 -9.481 4.230\n", "x6 0.7894 3.159 0.250 0.803 -5.497 7.076\n", "x7 -3.0684 3.595 -0.853 0.396 -10.224 4.087\n", "x8 90.1383 3.211 28.068 0.000 83.747 96.529\n", "x9 -0.0133 3.400 -0.004 0.997 -6.779 6.752\n", "x10 15.2675 3.248 4.701 0.000 8.804 21.731\n", "x11 -0.2247 3.339 -0.067 0.947 -6.869 6.419\n", "x12 0.0773 3.546 0.022 0.983 -6.979 7.133\n", "x13 -0.2452 3.250 -0.075 0.940 -6.712 6.222\n", "x14 90.0179 3.544 25.402 0.000 82.966 97.070\n", "x15 1.6684 3.727 0.448 0.656 -5.748 9.085\n", "x16 4.3945 2.742 1.603 0.113 -1.062 9.851\n", "x17 8.7918 3.399 2.587 0.012 2.028 15.556\n", "x18 73.3771 3.425 21.426 0.000 66.562 80.193\n", "x19 -1.9139 3.515 -0.545 0.588 -8.908 5.080\n", "x20 -1.3206 3.284 -0.402 0.689 -7.855 5.214\n", "==============================================================================\n", "Omnibus: 5.248 Durbin-Watson: 2.018\n", "Prob(Omnibus): 0.073 Jarque-Bera (JB): 4.580\n", "Skew: 0.467 Prob(JB): 0.101\n", "Kurtosis: 3.475 Cond. No. 2.53\n", "==============================================================================\n", "Confidence Intervals: [[ 5.65891465 19.47559281]\n", " [ -9.44032559 1.77614877]\n", " [ -9.31636359 4.47701749]\n", " [ -4.12661379 8.15524508]\n", " [ -9.4808662 4.22965424]\n", " [ -5.49698033 7.07574692]\n", " [-10.22359973 4.08684835]\n", " [ 83.74738375 96.52928603]\n", " [ -6.77896356 6.75226985]\n", " [ 8.80365396 21.73126149]\n", " [ -6.86882065 6.4194618 ]\n", " [ -6.97868351 7.1332267 ]\n", " [ -6.71228582 6.2218515 ]\n", " [ 82.96557061 97.07028228]\n", " [ -5.74782503 9.08465366]\n", " [ -1.06173893 9.85081724]\n", " [ 2.02753258 15.5561241 ]\n", " [ 66.56165458 80.19256546]\n", " [ -8.90825108 5.0804296 ]\n", " [ -7.85545335 5.21424811]]\n", "Parameters: [ 1.25672537e+01 -3.83208841e+00 -2.41967305e+00 2.01431564e+00\n", " -2.62560598e+00 7.89383294e-01 -3.06837569e+00 9.01383349e+01\n", " -1.33468527e-02 1.52674577e+01 -2.24679428e-01 7.72715974e-02\n", " -2.45217158e-01 9.00179264e+01 1.66841432e+00 4.39453916e+00\n", " 8.79182834e+00 7.33771100e+01 -1.91391074e+00 -1.32060262e+00]\n" ] } ], "prompt_number": 8 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Analyzing CA housing dataset" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ca = datasets.fetch_california_housing();" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "print type(ca)\n", "print type(ca.data)\n", "X = ca.data\n", "print X.shape\n", "print ca.feature_names\n", "print ca.keys()\n", "print ca.target\n", "y = ca.target;\n", "print y.shape\n", "plt.scatter(range(len(y)), y, c=\"slategray\", alpha=0.3, linewidths=0.2)\n", "print ca.values()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "\n", "(20640, 8)\n", "['MedInc', 'HouseAge', 'AveRooms', 'AveBedrms', 'Population', 'AveOccup', 'Latitude', 'Longitude']\n", "['data', 'feature_names', 'DESCR', 'target']\n", "[ 4.526 3.585 3.521 ..., 0.923 0.847 0.894]\n", "(20640,)\n", "[array([[ 8.3252 , 41. , 6.98412698, ..., 2.55555556,\n", " 37.88 , -122.23 ],\n", " [ 8.3014 , 21. , 6.23813708, ..., 2.10984183,\n", " 37.86 , -122.22 ],\n", " [ 7.2574 , 52. , 8.28813559, ..., 2.80225989,\n", " 37.85 , -122.24 ],\n", " ..., \n", " [ 1.7 , 17. , 5.20554273, ..., 2.3256351 ,\n", " 39.43 , -121.22 ],\n", " [ 1.8672 , 18. , 5.32951289, ..., 2.12320917,\n", " 39.43 , -121.32 ],\n", " [ 2.3886 , 16. , 5.25471698, ..., 2.61698113,\n", " 39.37 , -121.24 ]]), ['MedInc', 'HouseAge', 'AveRooms', 'AveBedrms', 'Population', 'AveOccup', 'Latitude', 'Longitude'], 'California housing dataset.\\n\\nThe original database is available from StatLib\\n\\n http://lib.stat.cmu.edu/\\n\\nThe data contains 20,640 observations on 9 variables.\\n\\nThis dataset contains the average house value as target variable\\nand the following input variables (features): average income,\\nhousing average age, average rooms, average bedrooms, population,\\naverage occupation, latitude, and longitude in that order.\\n\\nReferences\\n----------\\n\\nPace, R. Kelley and Ronald Barry, Sparse Spatial Autoregressions,\\nStatistics and Probability Letters, 33 (1997) 291-297.\\n\\n', array([ 4.526, 3.585, 3.521, ..., 0.923, 0.847, 0.894])]" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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SkOn1+qxurNNutcnlsoiKhh8McD0fWZIol0pIhOSSCR48f24U3x4GPr1Oh6bd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j6jKEs63QFxHCPLCr6/QRJFHK/DbDpG1lSiJKURFabTKapukhUlL148o6zKtt+r6MxX21cEoV6v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gSQq6YaIb5joH16AuC/JE6OnrskDRDSFtjVdUlcA2DydblHlOGq3w/IC8qnhyfIykaMIpa5ho\ng7EIKa8rFE3n4vQEp9NhtVygqhqPnjylild85913OT9f8b/8r/8HmqpjrAPJNU0TrtQ8p6oKeo6J\nLFmX93s6m3H/3glpVpCmKWcnJ4zHI/bHQz65/ZBeEFz28p+lS32+XCegrRrSImK8tUOepVi2A5LM\nfHqGomrCPJXnSEgkYUi+DpHXNB3dMNetvB5lmWNKLaZhoZs2pu0CEk0Djx+d/MaOP7/uCfKvQ175\nO7W1LUkSr7/+GkWRs1otATE7NkwLy3aEJXwxg6qkF/jsbG8TJ5FgqiCJKL1CxPU5nS60LUkUUdcl\nbdvw6P5PUVWDxfScLE+EzE5TUWSNshTJU0WWIksaaRKLPQBdX9vjPVbLBXmR43j+F/K4n/XKu46D\nbegcn54QZTVWp09RChqjcIS25IkIwva6gUA3OC4/+ejj547luR5i/t9gmRb8vNlcr8fGcIyMgIlJ\nskx/OKZpG1xPBII0TcP1azcuz3VzMuba4SFlsqSMQ37vmx8wGg4vj3nj2nUxwJkWtC1pmmAaJuFi\nRjDe5Pz0KYqkYNku52dHbG/vMJueMp9eYDsu89kFvSDg9qd3+OjOXearmIdPTzg6OaHb9en1AiRJ\nuvQgzMKIH318m7PZgjSOsawOkqqznM9QkFBVoTqxbRPN0PH8gJYWXdepqoIsS9F0HcfzCPrDdXJW\nxXIVkqWRwE5IAl2wnE8xLANNEUCvcD7DME229w8ZjDeJVyF5LgiZkgyzizMkScK0bapMpJlpusjm\ndbqBMDdFEZtbO9y5d5+2bYnXmbaKoYtg+qbGcV0cr4NhWnT6Ix4dn3L70zvcvnOH+SqmluCv/+oH\nxFmO5njcf/SIs0XIdLni//y//w2zMGK+ip8zWT0rWZIxXRdVU1BVhf5wTBLH5GmC3x8SrjlOTVPR\n6QYCPlc1FJkIQFcUhY7fI89FePjm5hbhKkZRFMq8uEQx916Gg1/WrzTQ3759+8Ht27e/+es6md+E\n6vd6LBcLZFlB1XTqqhGY23VgdRpHoveq6SyihLppOo2IEgAAIABJREFUoMjx+wOktqWpq3WilOCM\nK6pOWeYMhhvYtsvZ6TFVmQMShm4SzueUZY2m6oJXXtWAJNDCRUlTN4LS10IcCRndaLJFlud0Oh5N\nWVye+7MeqyRJXDu8ynx6LhQj67q6f5VOt8t4Y3ONEXAZjDZom0aYXoYTZvPPlDz7+7v0/C5q2+KY\nFp2Oi6l+xlD5fE/3WUmSxDfee4c3X7nGGzdv4pgmvt+nyFKKoqAocrJ4xeuv3QKEnPXg4JCruzu8\n+/bXeOvN1/Fs47lVwsHBHkHXw7EFTnh2ccr1W28xuzgjTxN2D24irTf2HMfj6Okj/MEEWTH44Q//\nmt3tbWbzOaskwQ/6zGcXPHr8iDt37zM9P7u8hmcehOVygaabdIMeSRSiayrxakHHD9BMi3WwIIpm\nkiQpFydPCPrixVSXJZIEntsljQVfXVEVeqMx1AUNEoqiCt35YMx8fk5vsIE/GFLVBWWZMdm6gm6Y\nTM+O2dq7SpHnBP0BRZqjqRpnR485P37C66/ewO8NUGVFICdmF/QHE4L+iCfHJ0iqJq4JCUkSKyHV\nsEjTGMO0qasKx/EEDjiKWSUJcSqepzt372D7feEZqBsGk20ePT3iydFTNMvl6PiEMFxdfsbna7Fc\nIq09FLphCrlkuCBaLcniCFVTWIVzmvqZJl6ibiuatqHIUyH/1A2Gow1ct8N8ucSwDIHv1jQ0TSOO\nVliW/av92H+L6qVh6pcsSZKYTafYrkevP6DKClarFUkk/i3mM4zPPWBJloEsY1k2umEQ9EekSUyW\nCZZ4URXCwWjo+L0hcbSiLgqyIsVyO2iqSlEVwmDUlOv4PpEP2tBgOR51XRHH4doZiEgZ6nR5+PAx\n1w+vXqpkflYDvrsjJHamrtMPfK5fv4mpa2xvX8HzXAaTTSGbk0VLJF4t+L1vfevy2oaDAV97/RVu\nXjtg2HV57do+//yP/wN6HfeFz/t8ybLM++++yx/9wfd487XXBIrAdsmTmChcMhkOGA4Gz93z3Z0d\nhj2fYc/n6t7ec8cNwxXvvfseO5tblEWB47jE0RJFVcmzmKYRL1dZUVguZow3tpEk0Ayd0cYODx8K\nz0Hbtpyen/Pg0WNWUcrpxYwfffTRl27qSZKEaVosV0vKPMX1uiiSLFpSWUZdFciSRF3W6xjhlq7f\nFzGMmkq7jgOUZJnReIumaVEkkNdyVyTQZY08iVEVlbqqqEoBAZMkCcO0qMoS27IYDoY4HY+iSPE6\nHjeuXcMfDLAdC9frsJydYdmO6HHToOoG4Uq0NXzfp64rvE4Xy7JQZI1oFYqZuCRB0+C6znPXniQJ\nbVViuS6qooAk00oy8SrhfDolzUuiNOPp8ckLM/pHjx8iK6rQ7ZcF2RrYZxgmZZHjdQOaWgTahOEM\nWZHQNR3L8tB1U2QBZClFkdHQYpgGWZajmSbhci7yCixHgNBeFvByoP9qJYGmGWiaga5r9AYj4UQs\ncvzegKIoL/9rt9tF0oTsUlYUsiyhqkSowvnxY7a2d5EkhVW4pKxKdEVisCWkg01VUlQldZmhGSZV\nVaObDtFiQZaucQN+FzfooygqSAiNdRyhqWID9pnS5fPkwWd17fAqKsLYEq1CTF3h/bfe4Mb1a+zu\nH1JkKVkiAFTnZ8fsb4y4eePGZ7dBkrh57Rpv3rrJt77xLu+/9y6Konzp5z13CyWJ4WDAf/qnf0rg\nd6jKHN006Xa7vPPm65cz9mf6e8HCD+g4zguO3yDwaaoC0zAIeiJkZXp+iqEb9IcbhMsFi+kF2joY\nXFZkNFUTg9jngjGasuLRg3sYtoOiqSiGTo3K3/zw7547l27XpyyEOW04HCA1DbuHN0miFVmeYFk2\n4+1dFFVH0zVM16NpanTTvHR8bu/sM97aJo0iVFo0BbavHFDXLclywWC0wfzilN5oQpZnDMYbGKaH\npEicPn1MVVWYtsvJ04fsXNmlKjIs3WB3d4/RYMDuzjZbG1sMfJ/t7S00RcJ1HKSmpNftYlk286lg\nIb3/9Xcp8oymrtFNi07QI4lXROGSLFoyGfbpeB6ebeNY4rna39+nyBLi5RJF1YiXc2zTwHYtqiK/\nNEvV9YvCvDBcUTUNk62d9curoOv3MAyToBewWiwEIqHrY9suTdWIMB5Vwe0KPIisqqRxTLRYYKga\nsiS4PqZlY1o2eRoxGgxf+Ozf1Xo50H+F2tu5wmIxFTM6t4OiSHSDPt2gj2mZWOZn5D7bsNjcukK5\nloLVVUWepQIFvDa/+P0BRZGzuDgDRSVPIryueEibGiRk2rbG64pNz1ZqhQJHs5BljSic09ByfnqE\n7XpCbfL0Ibu7O//odciyzO//3nco0wjXcXj99bfY373C995/j//yP/sXvPnqdVSlJY9X7I77/Nk/\n/2dfKJf7RQb2L6ubN27wwdtvcn3/Chv9Lm/euMoffv97z608vmxV8qyeGXE8R4R5256H6zjIqkq5\n/vE/w9q6rsfF6TEAuqaxml+wtyfMPVcP9vAcm6oSSN2qbFhGCfPl4rlz6XVc3rh5nc1Bj2sHh4IS\n6Xap6gpNN4mfUUCbRkTxrUJohQFocXFCMJywmE8pipwrB9cwNA3f67A1mSArCnVdUVX12lXbMBpv\noukGlmUQ+D2Gky2OH9/n9OghW7tXCacnfO3tdxgGHeQy54N33uLWtUN2tyYMej7jfsBrN19hMgi4\ndeMGgeeShDN2toTO/PTsgl6vT1XmOE6HxfwCy3boBj6WabAzGV0GlNw4PCTwHN569VVeuXYVy1SQ\n2pJex+XWwRV2xmO+9uYbOKaGbahc2d5+4ftSVJn59GS9r+ViOy6LxRTDsjANm+FwTFUJRISq6siK\nhCTLpGnMYnrO1s4+8SoURkXd4MGDu7SAYViXYTqm5RI/86y8rH961c1vY51Pp5imTZLEOF6H85Mj\nxlu7AMzOTvmTP/g+gSeWupsbGxiGhtMJ6ARioJYkwQHpWhaLVUiSJJehHU1VU5QVWRQy2thidn6K\nsl6a0swwTAtZVaGRqZuGJw/vQdOiqYLlfXr0WLBn3C7LZchkPH7h/J8pR0CYfoLegHAVslzO8f2A\nXsfl+rVD9g82+cnt+wBsjSeMR6Ofe28+f+wvUlz8bMmyzB/9/ve4c/ceAIdXD770ZfJl9cyI8+MP\nP+TpdIlpmrRAmRUkaYqRxgyGYxRNo8wyhoMBTRYRDDu8/f3vXzLT+70eVZUTR0t6A3HflrML2rp9\n7rP6vR4f//Sn3L3/iEUYsrm9x/07H3Pt1huslkvupwnT8yOkFkzb5fz8iKos1vsxJeF8it8f0PF7\nTE+fsndllyu7e/zg/31KI7WoikIaL0FWKOuaJIkxLRvP81E0nSyJ2drdhxYWF2d845vvk6QJigR5\nXfLk8SPe/ZM/YTLxURWT+XyB/9brTOdzVnHC0ckJW1vbyJpxuVkqujQytDWmYSJLErIks729RVpV\nzOeLy5f5oN/nYjrl/a+/z6d37xLFEftXrnCwu8Og3+f2p3cu79cX7dMoikJdVEThEtsVubiKopAl\nMYYm0xuIfQVaCUmRaaqGWmnIkxjD0JlPTxmMJgDkWUrdCDSGLMuXbaK2bXDt59tNv8v1ckb/Fcp1\nHYosZXt7lyDoo+sWxw/vcvb0IRsbG4yGw8tZ7s72JkVa4DouZVFQ1zVuxxcES82gbRrSJMG0TGRF\npcwyVosZeR4zm55SVyVtXZPGS9I0pSwLkiTCNGxkGqqqEAHShZgBDSdbDMYbFGVB3dQvnPsz5ch8\nFTMLI/6fv/xL7tx/wDLOeHxywcPHjy95Nq+/+gpvvfoqb736KjevX/u5g/bnj/1liosvKlmWv9Rg\n84uWJEn4XZ/NjW2OHj+krmuqMmNje5c0imkaERPYArLUcHh4jbffegOpqS+NZZ/evYeq6rhuZ93K\nqPB7Pkn2vJX+7Pycf/OXf8U8yTk6m9L1e9iOR7RcUBYZfs9nvCHaErquoxkOg/EGi9m5YPevs1Sn\np0c4nS6T0QBNbjk9P6EtKkxHSAVpa9q6YrWYIisS/Y1t8lSY5tI4IY5C/I7D4+MT7jx4wt2nR9S6\nw9E84n/4H/9nmqZhOBhw/doho+GQm9eu4bsuO1s7bG1urINJdDzbJYqW9Efrc9REyLrl2KyiiEWY\nsErz577Ptm05Oj3F6/psbG6T5MXnvgzWlE31C33zQRAga6rYN5EVZucnlFVFtJxzeHBIXaT4vT6K\nqlJVJYqu0VQF0CJrGmka0zQtdd0QRSF10xKlCdEqRNN0NFUnXC1ZvKRXXtbLgf4r1Lc++ADL0Ghp\n6fT6uK7Hlf1DDq/dZDKZEAT+5f998vSYje0dZrNz0jgS4K41oTKOQ0zLptvro0gKq+VcRPCVGS0N\nWZKiaAqyJKNLQopG26ArOkUS09QNlmXTNBVZmqCoGoosIysysqrz8NGLYLNnyhGA5XKBbrpU681G\nWRYuzWf1y7ZlPn9s4Dms7b+LevXWTT756ENUVQzo0tp0NtrcoqpLykIQN13TYnPYZ9TzLltBz879\n4OAAyzQwDQNDU7EMk1uvvPLc5/z4w3/A8nziWBAd0zRm//A6MhKe18W2Haq6Is4iyqJEkRRm03Oa\nqqY/2qTj99aOVhVDN+h4HjevX2M6nSK1LbpuEy8WAk+dxAwnWyKsO0vp9oa4rocmgWtpbG5tES5D\n8rxgNNqCpgVJoVEN/vIHf/UL3bdVGpFnYsM/GIyRJInl/IJ4uQJJpi4LPM997vsUnKYVSZKKoJp1\nL346m6FowkfR6XgomvHCMzDsDQUHp6zIshTXFyZBPwjY2trk1o1X0DUZ3RADvCRL5GWOrKgoskLX\nHxKv5hRZLKitRU5VFpiWzXIxZbmcYpoOd+/deeFaf1fr5UD/FUrTNP7zP/9zyGMcU2djMsYyVHZ3\nNrh59YB+/7Ol6rP9vrosMS2HpqnExm2eUeapWELTIikqVVkh6TqqaqDrNjUVbSNcjY0iU1QVbdOi\nmwZJlSEhkWcZTdtSVgW6YRIup6yWSyzb5uzs7OdeiyQJO7uhKRiawmT0ItPlN6V+9OMPaWUFVTex\nHBcJhfn0DNOyaWrhpmybBt9zLme5P3ute7v7TIYBXc+h1+1wY3eLG9euPfd/XMfl5OSYrCgxXY+q\nLKnylOGgj2frHOzvcXH8BBqZNIuRaGnbhiQNGW/uMD09wnY8eoMxn97+Bw4PDoSKxjCQDR2n4xOt\nQqqiJBgJj4HleKiaRtDvYekqt269wv7uVco0pdfvIeJXRNWfg8k9q7ZtuX3nDmGS8fT4mKfHx7Rt\nS1MWNHXLKlyiqs94Ni1lUVIWCY5jY/0Mh79tW+4/eESn61NXBeFizs7W1i/83ORFTlVWXBw/xXE9\ner0hluUIA2JdceuVG/jdLobpUJU1YbhAaqGsRAC5pmt0un3quqEqcoaDAaZpCYf6YEJ/MKGpy0uZ\n78t6OdB/peoFAUdHT/jDP/oDru3vojQFv//tb3N9/4DN8eC5fvIbr7/GwwefoqgqbdMgSQLRq2o6\nk9EQU4Od7W3kpiYvUtS16afT7VGvZ6CW16FFOCvzsiCOI9qmQTdMqjX3PM8z5hcndIMh3aDP7PyU\n4ReoDp4pRwC6XR9dkdAUCcdxsUwT1zJe6Kn+LC/ny+rzxwbRn+0FwS/0t7+O+rc/+LeoioJhmrie\nD6qC3xtz8vQRbVOTpSnz82M++Pq7lwaoZ+fWCwJBdgyXXD/YZ28y5Jtfe4M//P73Xmgndf2O6A3X\nFZou0qxkWhzXZffKFX7/298m8ANcz6U/mKAqGpblkMcp84tTguGE6dkx925/yGo2RWoqfNfm+sFV\nLMPBNA10S0fTNLxOwPTshCQKqcqC2dkZN65fx7NNHEvnzddfw7VNPM/h5MkDmqalaRqWF6e8//X3\nLs/5Yjrl+HxGlArJ4Z1PP2V2fsa1qwecn5+RJhF5nlEWJfEqwnZd8rJEaUqRtbtaXfbbp7MZwWBw\nmR/cDXos5lP6vd4XPgM/+zyNBkPktmK4sYGmGSRRiNvtkhdCXSXLMm/eepW2ER4DmhZZVtFURfhH\nspyqrpFVjeV8StDrU5cpbsdntZyzWs7XfKCClyXq5WbsV6jZfM7u3j51nXPtYJ933noLqa7o9YIX\nNiBlWSaLE1TLwfE8yiIniUJkRaUfTPgv/tW/5K//5m/54Y/+nr+hRZVkHK+L43nUj0FuG3w/IA6X\nFGVGlsTIqoKEjON1WEULyjJjMJwQ9MbEqxDalqA/eK6F9KyeKUeeLacPv/ddprMZ8/mCIPBfaNM8\n67s/a8lMZ/Mv1cf/7LF7wTaf3r33C/3tr6NUVSOezzAtmzQK6fWGpOkK23IuDUGV6XDv/gM2JhN+\n8vHtNSICLqYzIb2UVWQZdnd3uH54+IXnGq1iXnnlVR4+uEeWxGxsbuPYFqosCKIM+/SGQ87Pp8iK\njGmbFEWO7rhISIIj37bYdofgsMOj4yNm8wV//Md/xPFsQdO26IaDalicHD2i3x8hKwqGaZHFK7qu\nReALvPD1w6tcO9jnb//uR9yxLIoix7M8ruwciHaUJGbj8/kCSVY4OTlhFScYXsDjkzP8u3dJspS6\nLkSY+XCMJMlUVUme5Uw2t2nritn0jK9993k11JXtbZZrRdLe9mcz+s8/A/3ezgv3MEpiJFkBJJIo\nxO8Jz8QCGPd9As9hGa3Y2t5jtVoRzqYorkZT5rStJJLdilTgqG2XaLVgNBgxvzhhsr0HwMmTh0ju\n87m1v8v1ckb/FUuSJHq9AN8PkGWZXi/4wl72YrFEVsUgkyQiYKQbCM6757ooisL733iPq3v7KIpO\n2YqAZ8MwkZSWhoayKtAMg7osUeoax+nQ0JIkEXVeUmelgF/JMqqqCg047WVIxBed+7PeuyzLlxt2\nw8HghfP/Zfvunz/2s1SpX/Rvf9Xa292nKguyTMxau0GPZLWkG/Q+++f3+MFf/5U4D+Wzc1slCUlW\n/qO95We1u7vD+clTRpNNIf9TVQb9AYPhCL8/5Mf/8CG23WE4HnNxekQwHIMkMRpvrF2nJkggKRLj\njS1WacXj8ylRkvP+N76B1LYYukpbNRiGxWC8gabr2LbLxs4uJ0+fsr+zzY315vVoOORgf4/XX3+d\nd955l+vXb2BaznPnHwQ+89kFVV1jrOWmjtchTguaukZTNFyvI1ASmiCLDieb5HmB4zjs7V19jl/z\nj3kbft7ejqIodII+Z08fY1jCzRyvQrFJK8kM+n2G/QFVlTMYDMW+Q12BLBOvlmtO/hhVN2mamq3d\nq2RZhu14lzN623VJ4/SFz/5drZcD/VeoX2R5+qyCwMc0TeF0bGG1Wgp7d1NxZfsznXsYhWRRCBVE\n0VIwbnQdfzgWjG0kVF2jBKqyFu2EtkExDbwgoCwKZhen1E1FkeWoNM8hgn8X6tHjhxxcfxXH88iL\njDyNUdT/r707j5HsqA84/n3v9X2fc9/H1h547/Wud9fetb1eDMiywUlEIBE4HAZZKJYSoQgikCIE\nSJHJIQGRiBOCyKEYxcqBYqOExFgGgR0cHGNc3sP2er327twzPXcf+eO9nunp6Z2dmZ6z/ftII02/\nft2vquv171VX1aty22PbM2OMj4/h9fnsOXmqYI8S6mUqM4aRz+O25m+8mpmaJBgIEolEqG9sxnK5\nyM3Oks9mSdc34fH6mJwYZ3J8jGA4QkOjPZbd5bIXKt+7S3H04AG627vwuC1mZ2bI5+yA7/J4mJ6c\nwh/wLwqi8XiMfG6WiYlJJiYmyedmF5yTqWSSxlQKt9vCbZlEgkECzgIxV69dw/L67Hb5WXvFMMty\nMTE2TDwSormxYcGxbnRvw42a+k7ccoyAz16usJAvMDYyjOV2E4/F597n5PFbMAsF/H4fBctifHzU\nXjfXtAgE7Xly8vlZookkb155k0Q8gcfvx7QsTMvC4wtQt4zhwO8UEuhXoXii1yXCS97qD/YXrLuj\nk0g0bs8X73ziHgOOHD44t18+Z3fYBaNhQhG7ySUcjFLX2IppGaQamsCwKJgGk1NjeN0e8s7wSa/P\nx8TEmL183PQME5PjdHZ1zdXAqrGSi9pavnY1CoUC+Zz9mbR17iBV1wT5AkMDVwmGI/aMoIP93Hry\nuJ2O3HzaSu/6rJTW0uCVz+fp6+snHI3S1tnJdCaDaRRwmxAPB7jrzjvIZqfI5mbo6t1FJmOXzchQ\nP+FIjFAoQiwWIxGJ2GPXse9nCIdD9HZ1cvb0Se6/5z2cPHYz/oCPvmtvMjmeYXJ8jMH+qxUXlUkm\nEsxOTVEo5CgUcnP3CxQZhsHNhw/S3tRA0OchmYhTyOcI+j00NzYRCkfJjNoLv4yPDtvt3F4P4XCI\nsbEMudnpBZ/H9WrtyxliW19Xx63HbsY0CsxOTxFNpHBZFh6zMFc5cbvdfPAD76elvo5oOIrL62Mm\nO0UhnwNMJicm5+bZGRkc5OTxkwxee4tAIEQgEGKo7y3O3nXnak6jmiRt9KtkGAbpdBoD3w33u/++\ne/nO9/4Z0wwwMjiAYZg89Du/PXejDsDAQD9unw+/x08wHGV6apx0UyvjoyOYpkUsGSUUijGW78fl\n8hKJpexmnRlnhSZ/EK/PR4EC4UgEfyDM0NDwgi/7avN5ozbX9XjtavT09PDDH/+Etm57OOTszBTt\nra2E4kkKuSwuy6S9vYP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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "X, y = utils.shuffle(X, y, random_state=1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Split the data into training and testing" ] }, { "cell_type": "code", "collapsed": false, "input": [ "X_train, X_test, y_train, y_test = cross_validation.train_test_split(X, y, test_size=0.4, random_state=0)\n", "print(X_train.shape), y_train.shape\n", "print(X_test.shape), y_test.shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(12384, 8) (12384,)\n", "(8256, 8) (8256,)\n" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "subX_train = X_train[:,0]\n", "subX_test = X_test[:,0]\n", "plt.scatter(subX_train, y_train, c=\"slategray\", alpha=0.4, linewidths=0.3)\n", "# plt.scatter(subX_test, y_test, c=\"seagreen\", alpha=0.2, linewidths=0.3)\n", "plt.xlabel('Data')\n", "plt.ylabel('Target');\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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XdvjKV7/B7Pwib7/5IxqV4l0NZeBq+fkjCAzfJ59nIOh2gdW7yXSjfTqdJp1O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\n563Av9FaP6CUmgH+sBXX88CntNb7PoLkppiOAb8LmFjfwZ/RW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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axes = plt.subplots(2,4,figsize=(15,10))\n", "\n", "for i in range(8):\n", " plt_i = i // 4\n", " plt_j = i % 4\n", " subX_train = X_train[:,i]\n", " # plt.subplot(2, 4, 1 + i)\n", " axes[plt_i][plt_j].scatter(subX_train, y_train, c=\"slategray\", alpha=0.4, linewidths=0.3)\n", " #plt.scatter(subX_test, y_test)\n", " axes[plt_i][plt_j].set_xlabel('Data')\n", " axes[plt_i][plt_j].set_ylabel('Target'); " ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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UG/pd1a97meDd091DpZRD13V0XadSyq0kXX29ffT19t32y1tRFN765jfhdVjo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\nbrCxcwN7OkJTMp/Hbfel15mqqty5fYOMnsW2Z2QyBnGUsH6tRX25yWTUJ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Vzf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7Ayy4TPMi3SmTTVaoVKpUb3/Jij+++QzhYwMins+YTW2SmHd2+jqCpxEtG+XPro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qj06rQW6xiKKq+PwBTMNgMh4iygo+v5+5PqPTrFEoniERj6GILhsb5/BJMJubyIoPRbCJ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\n7cjKtkrlivWBWvaNSs8dx4wew9BBA9h4WCsNHatYtng+O++w3Tqz6cUGaIW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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "http://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LinearRegression.html" ] }, { "cell_type": "code", "collapsed": false, "input": [ "regr = linear_model.LinearRegression()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fit the model" ] }, { "cell_type": "code", "collapsed": false, "input": [ "print X_train.shape\n", "regr.fit(X_train, y_train);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(12384, 8)\n" ] } ], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The coefficients and the bias are now computed" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# The mean square error\n", "print(\"Training error: \", metrics.mean_squared_error(regr.predict(X_train),y_train))\n", "print(\"Test error: \", metrics.mean_squared_error(regr.predict(X_test),y_test))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "('Training error: ', 0.52754181203352157)\n", "('Test error: ', 0.52051240706233159)\n" ] } ], "prompt_number": 18 }, { "cell_type": "heading", "level": 5, "metadata": {}, "source": [ "The score( ) function of python's LinearRegression" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Returns the coefficient of determination R^2 of the prediction.\n", "\n", "The coefficient $R^2$ is defined as $(1 - u/v)$, where u is the regression sum of squares ((y_true - y_pred)^2).sum( ) and v is the residual sum of squares ((y_true - y_true.mean( ))^2).sum( ). Best possible score is 1.0, lower values are worse." ] }, { "cell_type": "code", "collapsed": false, "input": [ "train_score = regr.score(X_train,y_train)\n", "test_score = regr.score(X_test,y_test)\n", "print(\"Training score: \", train_score)\n", "print(\"Test score: \", test_score)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "('Training score: ', 0.60287337967623889)\n", "('Test score: ', 0.61046203035785307)\n" ] } ], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "coefficients = regr.coef_\n", "for i in range(len(coefficients)):\n", " print ca.feature_names[i],\"\\t\",coefficients[i]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "MedInc \t0.434607955392\n", "HouseAge \t0.00950445587652\n", "AveRooms \t-0.0984144774159\n", "AveBedrms \t0.572666355184\n", "Population \t-5.91918952669e-06\n", "AveOccup \t-0.00311182140052\n", "Latitude \t-0.419807153764\n", "Longitude \t-0.432621984922\n" ] } ], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "print pd.DataFrame(zip(ca.feature_names, np.transpose(coefficients)))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " 0 1\n", "0 MedInc 0.434608\n", "1 HouseAge 0.009504\n", "2 AveRooms -0.098414\n", "3 AveBedrms 0.572666\n", "4 Population -0.000006\n", "5 AveOccup -0.003112\n", "6 Latitude -0.419807\n", "7 Longitude -0.432622\n" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "regr = linear_model.LinearRegression()\n", "scores = cross_validation.cross_val_score(regr, X, y, cv=5)\n", "print scores" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[ 0.59659684 0.61690815 0.60101299 0.6211753 0.58218925]\n" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "print(\"Regression score: %0.2f (+/- %0.2f)\" % (scores.mean(), scores.std() * 2))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Regression score: 0.60 (+/- 0.03)\n" ] } ], "prompt_number": 23 }, { "cell_type": "heading", "level": 5, "metadata": {}, "source": [ "Visualizing the results of linear regression" ] }, { "cell_type": "code", "collapsed": false, "input": [ "subX_train = X_train[:,0]\n", "subX_test = X_test[:,0]\n", "plt.scatter(subX_train, y_train, c=\"slategray\", alpha=0.4, linewidths=0.3)\n", "plt.plot(subX_train, coefficients[0]*subX_train, color='seagreen', linewidth=3, alpha=.8);\n", "plt.xlabel('Data')\n", "plt.ylabel('Target');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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JuNtEIUkS46kUkmAjCTaxaBzhLnrJu0s+COBW3QiCjSSKBPx+nhg/ct8b/2vd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\nDwSxLItIPMlo0KPZOESWFURRJBqP0+90w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"text": [ "" ] } ], "prompt_number": 24 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Food for thought: Analyzing Boston housing dataset" ] }, { "cell_type": "code", "collapsed": false, "input": [ "boston = datasets.load_boston()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "print boston.data.shape\n", "print type(boston.data)\n", "X = boston.data\n", "print X.shape\n", "print boston.feature_names\n", "print boston.target\n", "y = boston.target;\n", "print y.shape\n", "plt.scatter(range(len(y)), y, c=\"slategray\", alpha=0.4, linewidths=0.3)\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(506, 13)\n", "\n", "(506, 13)\n", "['CRIM' 'ZN' 'INDUS' 'CHAS' 'NOX' 'RM' 'AGE' 'DIS' 'RAD' 'TAX' 'PTRATIO'\n", " 'B' 'LSTAT']\n", "[ 24. 21.6 34.7 33.4 36.2 28.7 22.9 27.1 16.5 18.9 15. 18.9\n", " 21.7 20.4 18.2 19.9 23.1 17.5 20.2 18.2 13.6 19.6 15.2 14.5\n", " 15.6 13.9 16.6 14.8 18.4 21. 12.7 14.5 13.2 13.1 13.5 18.9\n", " 20. 21. 24.7 30.8 34.9 26.6 25.3 24.7 21.2 19.3 20. 16.6\n", " 14.4 19.4 19.7 20.5 25. 23.4 18.9 35.4 24.7 31.6 23.3 19.6\n", " 18.7 16. 22.2 25. 33. 23.5 19.4 22. 17.4 20.9 24.2 21.7\n", " 22.8 23.4 24.1 21.4 20. 20.8 21.2 20.3 28. 23.9 24.8 22.9\n", " 23.9 26.6 22.5 22.2 23.6 28.7 22.6 22. 22.9 25. 20.6 28.4\n", " 21.4 38.7 43.8 33.2 27.5 26.5 18.6 19.3 20.1 19.5 19.5 20.4\n", " 19.8 19.4 21.7 22.8 18.8 18.7 18.5 18.3 21.2 19.2 20.4 19.3\n", " 22. 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 15.6\n", " 11.8 13.8 15.6 14.6 17.8 15.4 21.5 19.6 15.3 19.4 17. 15.6\n", " 13.1 41.3 24.3 23.3 27. 50. 50. 50. 22.7 25. 50. 23.8\n", " 23.8 22.3 17.4 19.1 23.1 23.6 22.6 29.4 23.2 24.6 29.9 37.2\n", " 39.8 36.2 37.9 32.5 26.4 29.6 50. 32. 29.8 34.9 37. 30.5\n", " 36.4 31.1 29.1 50. 33.3 30.3 34.6 34.9 32.9 24.1 42.3 48.5\n", " 50. 22.6 24.4 22.5 24.4 20. 21.7 19.3 22.4 28.1 23.7 25.\n", " 23.3 28.7 21.5 23. 26.7 21.7 27.5 30.1 44.8 50. 37.6 31.6\n", " 46.7 31.5 24.3 31.7 41.7 48.3 29. 24. 25.1 31.5 23.7 23.3\n", " 22. 20.1 22.2 23.7 17.6 18.5 24.3 20.5 24.5 26.2 24.4 24.8\n", " 29.6 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 32.\n", " 33.2 33.1 29.1 35.1 45.4 35.4 46. 50. 32.2 22. 20.1 23.2\n", " 22.3 24.8 28.5 37.3 27.9 23.9 21.7 28.6 27.1 20.3 22.5 29.\n", " 24.8 22. 26.4 33.1 36.1 28.4 33.4 28.2 22.8 20.3 16.1 22.1\n", " 19.4 21.6 23.8 16.2 17.8 19.8 23.1 21. 23.8 23.1 20.4 18.5\n", " 25. 24.6 23. 22.2 19.3 22.6 19.8 17.1 19.4 22.2 20.7 21.1\n", " 19.5 18.5 20.6 19. 18.7 32.7 16.5 23.9 31.2 17.5 17.2 23.1\n", " 24.5 26.6 22.9 24.1 18.6 30.1 18.2 20.6 17.8 21.7 22.7 22.6\n", " 25. 19.9 20.8 16.8 21.9 27.5 21.9 23.1 50. 50. 50. 50.\n", " 50. 13.8 13.8 15. 13.9 13.3 13.1 10.2 10.4 10.9 11.3 12.3\n", " 8.8 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 27.9\n", " 17.2 27.5 15. 17.2 17.9 16.3 7. 7.2 7.5 10.4 8.8 8.4\n", " 16.7 14.2 20.8 13.4 11.7 8.3 10.2 10.9 11. 9.5 14.5 14.1\n", " 16.1 14.3 11.7 13.4 9.6 8.7 8.4 12.8 10.5 17.1 18.4 15.4\n", " 10.8 11.8 14.9 12.6 14.1 13. 13.4 15.2 16.1 17.8 14.9 14.1\n", " 12.7 13.5 14.9 20. 16.4 17.7 19.5 20.2 21.4 19.9 19. 19.1\n", " 19.1 20.1 19.9 19.6 23.2 29.8 13.8 13.3 16.7 12. 14.6 21.4\n", " 23. 23.7 25. 21.8 20.6 21.2 19.1 20.6 15.2 7. 8.1 13.6\n", " 20.1 21.8 24.5 23.1 19.7 18.3 21.2 17.5 16.8 22.4 20.6 23.9\n", " 22. 11.9]\n", "(506,)\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 27, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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OmvzbxWYz/cFOjhMr9n2mvuqTJBmT2YrBYCSfz2Ew1+q7L0Yj2J0djVWh2eYg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\n164593q7mD1uD8l05q5VQPtg/EhVzF5QmHrOTE/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"text": [ "" ] } ], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "X, y = utils.shuffle(X, y, random_state=1)\n", "X_train, X_test, y_train, y_test = cross_validation.train_test_split(X, y, test_size=0.4, random_state=0)\n", "print(X_train.shape), y_train.shape\n", "print(X_test.shape), y_test.shape" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "regr = linear_model.LinearRegression()\n", "print X_train.shape\n", "regr.fit(X_train, y_train);\n", "# The mean square error\n", "print(\"Training error: \", np.mean((regr.predict(X_train) - y_train) ** 2))\n", "print(\"Test error: \", np.mean((regr.predict(X_test) - y_test) ** 2))" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "train_score = regr.score(X_train,y_train)\n", "test_score = regr.score(X_test,y_test)\n", "print(\"Training score: \", train_score)\n", "print(\"Test score: \", test_score)" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "coefficients = regr.coef_\n", "for i in range(len(coefficients)):\n", " print boston.feature_names[i],\"\\t\",coefficients[i]" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "# Code for setting the style of the notebook\n", "from IPython.core.display import HTML\n", "def css_styling():\n", " styles = open(\"theme/custom.css\", \"r\").read()\n", " return HTML(styles)\n", "css_styling()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\r\n", "\r\n", "\r\n", "\r\n", "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 28, "text": [ "" ] } ], "prompt_number": 28 } ], "metadata": {} } ] }