diff --git a/doc/pub/week38/ipynb/week38.ipynb b/doc/pub/week38/ipynb/week38.ipynb index 2c5f8e8bd..4d7301d20 100644 --- a/doc/pub/week38/ipynb/week38.ipynb +++ b/doc/pub/week38/ipynb/week38.ipynb @@ -248,9 +248,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", @@ -356,9 +354,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", @@ -419,9 +415,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", @@ -507,9 +501,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -590,9 +582,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -705,9 +695,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "X = np.zeros((n, L ** 2))\n", @@ -771,9 +759,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "X_train_own = np.concatenate(\n", @@ -789,9 +775,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "def ols_inv(x: np.ndarray, y: np.ndarray) -> np.ndarray:\n", @@ -876,9 +860,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "def ols_svd(x: np.ndarray, y: np.ndarray) -> np.ndarray:\n", @@ -889,9 +871,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "beta = ols_svd(X_train_own,y_train)" @@ -907,9 +887,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "J = beta[1:].reshape(L, L)" @@ -925,9 +903,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "fig = plt.figure(figsize=(20, 14))\n", @@ -993,9 +969,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -1101,9 +1075,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "X = np.zeros((n, L ** 2))\n", @@ -1133,9 +1105,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "clf = skl.LinearRegression().fit(X_train, y_train)" @@ -1151,9 +1121,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "J_sk = clf.coef_.reshape(L, L)" @@ -1169,9 +1137,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "fig = plt.figure(figsize=(20, 14))\n", @@ -1226,9 +1192,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "_lambda = 0.1\n", @@ -1279,9 +1243,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "clf_lasso = skl.Lasso(alpha=_lambda).fit(X_train, y_train)\n", @@ -1315,9 +1277,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "lambdas = np.logspace(-4, 5, 10)\n", @@ -1380,9 +1340,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "fig = plt.figure(figsize=(20, 14))\n", @@ -1582,9 +1540,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# Common imports\n", @@ -1655,9 +1611,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "agegroupmean = np.array([0.1, 0.133, 0.250, 0.333, 0.462, 0.625, 0.765, 0.800])\n", @@ -1741,9 +1695,7 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "\"\"\"The sigmoid function (or the logistic curve) is a\n", @@ -2161,11 +2113,34 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(426, 30)\n", + "(143, 30)\n", + "Test set accuracy with Logistic Regression: 0.95\n", + "Test set accuracy Logistic Regression with scaled data: 0.96\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/MortenImac/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:762: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n" + ] + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -2206,11 +2181,48 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 1.33026664e+01 5.69238112e+00 2.83259341e+00 1.99126621e+00\n", + " 1.69095941e+00 1.19614372e+00 7.13037918e-01 5.77804918e-01\n", + " 5.14549644e-01 4.30579019e-01 3.58977964e-01 -1.91269450e-01\n", + " 2.86195387e-01 -1.59310961e-01 -1.38483045e-01 2.44786221e-01\n", + " -8.79318674e-02 1.91811329e-01 1.70896266e-01 -7.17683028e-02\n", + " 1.39860289e-01 1.18721828e-01 -4.83194721e-02 8.92983892e-02\n", + " 6.81402316e-02 6.01968016e-02 3.31819744e-02 1.56432255e-02\n", + " -1.61028757e-02 -6.50565973e-03]\n" + ] + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -2243,6 +2255,7 @@ "correlation_matrix = cancerpd.corr().round(1)\n", "# use the heatmap function from seaborn to plot the correlation matrix\n", "# annot = True to print the values inside the square\n", + "plt.figure(figsize=(15,8))\n", "sns.heatmap(data=correlation_matrix, annot=True)\n", "plt.show()\n", "\n", @@ -2274,10 +2287,8 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": false - }, + "execution_count": 4, + "metadata": {}, "outputs": [], "source": [ "cancerpd = pd.DataFrame(cancer.data, columns=cancer.feature_names)" @@ -2292,10 +2303,8 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": { - "collapsed": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [], "source": [ "correlation_matrix = cancerpd.corr().round(1)" @@ -2317,11 +2326,73 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(426, 30)\n", + "(143, 30)\n", + "Test set accuracy with Logistic Regression: 0.95\n", + "Test set accuracy Logistic Regression with scaled data: 0.96\n", + "[1. 1. 1. 1. 1. 1.\n", + " 1. 1. 0.92857143 0.92857143]\n", + "Test set accuracy with Logistic Regression and scaled data: 0.96\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/MortenImac/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:762: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -2368,9 +2439,34 @@ "skplt.metrics.plot_cumulative_gain(y_test, y_probas)\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], - "metadata": {}, + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, "nbformat": 4, "nbformat_minor": 2 } diff --git a/doc/src/week38/week38.do.txt b/doc/src/week38/week38.do.txt index 7b3cbd496..6dae35fb4 100644 --- a/doc/src/week38/week38.do.txt +++ b/doc/src/week38/week38.do.txt @@ -1043,7 +1043,7 @@ the probability of a given category. This leads us to the logistic function. !split ===== Simple example ===== -The following example on data for coronary heart disease (CHD) as function of age may serve as an illustration. In the code here we read and plot for whether a person has had CHD (output = 1) or not (output = 0) is plotted against age. Clearly, the figure shows that attempting to make a standard lineae regression fit may not be very meaningful. +The following example on data for coronary heart disease (CHD) as function of age may serve as an illustration. In the code here we read and plot whether a person has had CHD (output = 1) or not (output = 0). This ouput is plotted the person's against age. Clearly, the figure shows that attempting to make a standard linear regression fit may not be very meaningful. !bc pycod # Common imports @@ -1494,12 +1494,11 @@ import seaborn as sns correlation_matrix = cancerpd.corr().round(1) # use the heatmap function from seaborn to plot the correlation matrix # annot = True to print the values inside the square +plt.figure(figsize=(15,8)) sns.heatmap(data=correlation_matrix, annot=True) plt.show() -#print eigvalues of correlation matrix -EigValues, EigVectors = np.linalg.eig(correlation_matrix) -print(EigValues) + !ec !split