From bf62496f44a92a21d23250d5ed13d2d2e617e0e2 Mon Sep 17 00:00:00 2001 From: Sebastian Raschka Date: Thu, 11 Aug 2022 10:44:35 -0500 Subject: [PATCH] flip axis labels --- ch07/ch07.ipynb | 241 ++++++++++-------------------------------- ch07/ch07.py | 10 +- ch07/images/07_08.png | Bin 97710 -> 89340 bytes ch07/images/07_11.png | Bin 95726 -> 88448 bytes 4 files changed, 62 insertions(+), 189 deletions(-) diff --git a/ch07/ch07.ipynb b/ch07/ch07.ipynb index 5ea844dc..f1889e4d 100644 --- a/ch07/ch07.ipynb +++ b/ch07/ch07.ipynb @@ -41,17 +41,20 @@ "name": "stdout", "output_type": "stream", "text": [ - "Sebastian Raschka \n", - "last updated: 2019-12-05 \n", + "Author: Sebastian Raschka\n", "\n", - "CPython 3.7.1\n", - "IPython 7.10.1\n", + "Last updated: 2022-08-11\n", "\n", - "numpy 1.17.4\n", - "pandas 0.25.3\n", - "matplotlib 3.1.1\n", - "scipy 1.3.1\n", - "sklearn 0.22\n" + "Python implementation: CPython\n", + "Python version : 3.9.7\n", + "IPython version : 8.0.1\n", + "\n", + "numpy : 1.22.1\n", + "pandas : 1.4.2\n", + "matplotlib: 3.5.2\n", + "scipy : 1.7.3\n", + "sklearn : 1.0.2\n", + "\n" ] } ], @@ -239,7 +242,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -657,7 +660,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] @@ -795,49 +798,17 @@ { "data": { "text/plain": [ - "{'pipeline-1': Pipeline(memory=None,\n", - " steps=[('sc',\n", - " StandardScaler(copy=True, with_mean=True, with_std=True)),\n", - " ['clf',\n", - " LogisticRegression(C=0.001, class_weight=None, dual=False,\n", - " fit_intercept=True, intercept_scaling=1,\n", - " l1_ratio=None, max_iter=100,\n", - " multi_class='auto', n_jobs=None,\n", - " penalty='l2', random_state=1,\n", - " solver='lbfgs', tol=0.0001, verbose=0,\n", - " warm_start=False)]],\n", - " verbose=False),\n", - " 'decisiontreeclassifier': DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='entropy',\n", - " max_depth=1, max_features=None, max_leaf_nodes=None,\n", - " min_impurity_decrease=0.0, min_impurity_split=None,\n", - " min_samples_leaf=1, min_samples_split=2,\n", - " min_weight_fraction_leaf=0.0, presort='deprecated',\n", - " random_state=0, splitter='best'),\n", - " 'pipeline-2': Pipeline(memory=None,\n", - " steps=[('sc',\n", - " StandardScaler(copy=True, with_mean=True, with_std=True)),\n", - " ['clf',\n", - " KNeighborsClassifier(algorithm='auto', leaf_size=30,\n", - " metric='minkowski', metric_params=None,\n", - " n_jobs=None, n_neighbors=1, p=2,\n", - " weights='uniform')]],\n", - " verbose=False),\n", + "{'pipeline-1': Pipeline(steps=[('sc', StandardScaler()),\n", + " ['clf', LogisticRegression(C=0.001, random_state=1)]]),\n", + " 'decisiontreeclassifier': DecisionTreeClassifier(criterion='entropy', max_depth=1, random_state=0),\n", + " 'pipeline-2': Pipeline(steps=[('sc', StandardScaler()),\n", + " ['clf', KNeighborsClassifier(n_neighbors=1)]]),\n", " 'pipeline-1__memory': None,\n", - " 'pipeline-1__steps': [('sc',\n", - " StandardScaler(copy=True, with_mean=True, with_std=True)),\n", - " ['clf',\n", - " LogisticRegression(C=0.001, class_weight=None, dual=False, fit_intercept=True,\n", - " intercept_scaling=1, l1_ratio=None, max_iter=100,\n", - " multi_class='auto', n_jobs=None, penalty='l2',\n", - " random_state=1, solver='lbfgs', tol=0.0001, verbose=0,\n", - " warm_start=False)]],\n", + " 'pipeline-1__steps': [('sc', StandardScaler()),\n", + " ['clf', LogisticRegression(C=0.001, random_state=1)]],\n", " 'pipeline-1__verbose': False,\n", - " 'pipeline-1__sc': StandardScaler(copy=True, with_mean=True, with_std=True),\n", - " 'pipeline-1__clf': LogisticRegression(C=0.001, class_weight=None, dual=False, fit_intercept=True,\n", - " intercept_scaling=1, l1_ratio=None, max_iter=100,\n", - " multi_class='auto', n_jobs=None, penalty='l2',\n", - " random_state=1, solver='lbfgs', tol=0.0001, verbose=0,\n", - " warm_start=False),\n", + " 'pipeline-1__sc': StandardScaler(),\n", + " 'pipeline-1__clf': LogisticRegression(C=0.001, random_state=1),\n", " 'pipeline-1__sc__copy': True,\n", " 'pipeline-1__sc__with_mean': True,\n", " 'pipeline-1__sc__with_std': True,\n", @@ -863,25 +834,17 @@ " 'decisiontreeclassifier__max_features': None,\n", " 'decisiontreeclassifier__max_leaf_nodes': None,\n", " 'decisiontreeclassifier__min_impurity_decrease': 0.0,\n", - " 'decisiontreeclassifier__min_impurity_split': None,\n", " 'decisiontreeclassifier__min_samples_leaf': 1,\n", " 'decisiontreeclassifier__min_samples_split': 2,\n", " 'decisiontreeclassifier__min_weight_fraction_leaf': 0.0,\n", - " 'decisiontreeclassifier__presort': 'deprecated',\n", " 'decisiontreeclassifier__random_state': 0,\n", " 'decisiontreeclassifier__splitter': 'best',\n", " 'pipeline-2__memory': None,\n", - " 'pipeline-2__steps': [('sc',\n", - " StandardScaler(copy=True, with_mean=True, with_std=True)),\n", - " ['clf',\n", - " KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n", - " metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n", - " weights='uniform')]],\n", + " 'pipeline-2__steps': [('sc', StandardScaler()),\n", + " ['clf', KNeighborsClassifier(n_neighbors=1)]],\n", " 'pipeline-2__verbose': False,\n", - " 'pipeline-2__sc': StandardScaler(copy=True, with_mean=True, with_std=True),\n", - " 'pipeline-2__clf': KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n", - " metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n", - " weights='uniform'),\n", + " 'pipeline-2__sc': StandardScaler(),\n", + " 'pipeline-2__clf': KNeighborsClassifier(n_neighbors=1),\n", " 'pipeline-2__sc__copy': True,\n", " 'pipeline-2__sc__with_mean': True,\n", " 'pipeline-2__sc__with_std': True,\n", @@ -920,14 +883,6 @@ "0.983 +/- 0.02 {'decisiontreeclassifier__max_depth': 2, 'pipeline-1__clf__C': 0.1}\n", "0.967 +/- 0.05 {'decisiontreeclassifier__max_depth': 2, 'pipeline-1__clf__C': 100.0}\n" ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/sebastian/miniconda3/lib/python3.7/site-packages/sklearn/model_selection/_search.py:825: FutureWarning: The parameter 'iid' is deprecated in 0.22 and will be removed in 0.24.\n", - " \"removed in 0.24.\", FutureWarning\n" - ] } ], "source": [ @@ -940,7 +895,7 @@ "grid = GridSearchCV(estimator=mv_clf,\n", " param_grid=params,\n", " cv=10,\n", - " iid=False,\n", + " #iid=False,\n", " scoring='roc_auc')\n", "grid.fit(X_train, y_train)\n", "\n", @@ -995,33 +950,11 @@ { "data": { "text/plain": [ - "[Pipeline(memory=None,\n", - " steps=[('sc',\n", - " StandardScaler(copy=True, with_mean=True, with_std=True)),\n", - " ['clf',\n", - " LogisticRegression(C=0.001, class_weight=None, dual=False,\n", - " fit_intercept=True, intercept_scaling=1,\n", - " l1_ratio=None, max_iter=100,\n", - " multi_class='auto', n_jobs=None,\n", - " penalty='l2', random_state=1,\n", - " solver='lbfgs', tol=0.0001, verbose=0,\n", - " warm_start=False)]],\n", - " verbose=False),\n", - " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='entropy',\n", - " max_depth=1, max_features=None, max_leaf_nodes=None,\n", - " min_impurity_decrease=0.0, min_impurity_split=None,\n", - " min_samples_leaf=1, min_samples_split=2,\n", - " min_weight_fraction_leaf=0.0, presort='deprecated',\n", - " random_state=0, splitter='best'),\n", - " Pipeline(memory=None,\n", - " steps=[('sc',\n", - " StandardScaler(copy=True, with_mean=True, with_std=True)),\n", - " ['clf',\n", - " KNeighborsClassifier(algorithm='auto', leaf_size=30,\n", - " metric='minkowski', metric_params=None,\n", - " n_jobs=None, n_neighbors=1, p=2,\n", - " weights='uniform')]],\n", - " verbose=False)]" + "[Pipeline(steps=[('sc', StandardScaler()),\n", + " ['clf', LogisticRegression(C=0.001, random_state=1)]]),\n", + " DecisionTreeClassifier(criterion='entropy', max_depth=1, random_state=0),\n", + " Pipeline(steps=[('sc', StandardScaler()),\n", + " ['clf', KNeighborsClassifier(n_neighbors=1)]])]" ] }, "execution_count": 22, @@ -1050,46 +983,16 @@ { "data": { "text/plain": [ - "MajorityVoteClassifier(classifiers=[Pipeline(memory=None,\n", - " steps=[('sc',\n", - " StandardScaler(copy=True,\n", - " with_mean=True,\n", - " with_std=True)),\n", + "MajorityVoteClassifier(classifiers=[Pipeline(steps=[('sc', StandardScaler()),\n", " ('clf',\n", " LogisticRegression(C=0.001,\n", - " class_weight=None,\n", - " dual=False,\n", - " fit_intercept=True,\n", - " intercept_scaling=1,\n", - " l1_ratio=None,\n", - " max_iter=100,\n", - " multi_class='auto',\n", - " n_jobs=None,\n", - " penalty='l2',\n", - " random_state=1,\n", - " solver='lbfgs',\n", - " tol=0.0001,\n", - " verbose=0,...\n", - " min_weight_fraction_leaf=0.0,\n", - " presort='deprecated',\n", - " random_state=0,\n", - " splitter='best'),\n", - " Pipeline(memory=None,\n", - " steps=[('sc',\n", - " StandardScaler(copy=True,\n", - " with_mean=True,\n", - " with_std=True)),\n", + " random_state=1))]),\n", + " DecisionTreeClassifier(criterion='entropy',\n", + " max_depth=1,\n", + " random_state=0),\n", + " Pipeline(steps=[('sc', StandardScaler()),\n", " ('clf',\n", - " KNeighborsClassifier(algorithm='auto',\n", - " leaf_size=30,\n", - " metric='minkowski',\n", - " metric_params=None,\n", - " n_jobs=None,\n", - " n_neighbors=1,\n", - " p=2,\n", - " weights='uniform'))],\n", - " verbose=False)],\n", - " vote='classlabel', weights=None)" + " KNeighborsClassifier(n_neighbors=1))])])" ] }, "execution_count": 24, @@ -1109,46 +1012,16 @@ { "data": { "text/plain": [ - "MajorityVoteClassifier(classifiers=[Pipeline(memory=None,\n", - " steps=[('sc',\n", - " StandardScaler(copy=True,\n", - " with_mean=True,\n", - " with_std=True)),\n", + "MajorityVoteClassifier(classifiers=[Pipeline(steps=[('sc', StandardScaler()),\n", " ('clf',\n", " LogisticRegression(C=0.001,\n", - " class_weight=None,\n", - " dual=False,\n", - " fit_intercept=True,\n", - " intercept_scaling=1,\n", - " l1_ratio=None,\n", - " max_iter=100,\n", - " multi_class='auto',\n", - " n_jobs=None,\n", - " penalty='l2',\n", - " random_state=1,\n", - " solver='lbfgs',\n", - " tol=0.0001,\n", - " verbose=0,...\n", - " min_weight_fraction_leaf=0.0,\n", - " presort='deprecated',\n", - " random_state=0,\n", - " splitter='best'),\n", - " Pipeline(memory=None,\n", - " steps=[('sc',\n", - " StandardScaler(copy=True,\n", - " with_mean=True,\n", - " with_std=True)),\n", + " random_state=1))]),\n", + " DecisionTreeClassifier(criterion='entropy',\n", + " max_depth=1,\n", + " random_state=0),\n", + " Pipeline(steps=[('sc', StandardScaler()),\n", " ('clf',\n", - " KNeighborsClassifier(algorithm='auto',\n", - " leaf_size=30,\n", - " metric='minkowski',\n", - " metric_params=None,\n", - " n_jobs=None,\n", - " n_neighbors=1,\n", - " p=2,\n", - " weights='uniform'))],\n", - " verbose=False)],\n", - " vote='classlabel', weights=None)" + " KNeighborsClassifier(n_neighbors=1))])])" ] }, "execution_count": 25, @@ -1356,7 +1229,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1404,11 +1277,11 @@ "\n", " axarr[idx].set_title(tt)\n", "\n", - "axarr[0].set_ylabel('Alcohol', fontsize=12)\n", + "axarr[0].set_ylabel('OD280/OD315 of diluted wines', fontsize=12)\n", "\n", "plt.tight_layout()\n", "plt.text(0, -0.2,\n", - " s='OD280/OD315 of diluted wines',\n", + " s='Alcohol',\n", " ha='center',\n", " va='center',\n", " fontsize=12,\n", @@ -1556,7 +1429,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1593,11 +1466,11 @@ " c='green', marker='o')\n", " axarr[idx].set_title(tt)\n", "\n", - "axarr[0].set_ylabel('Alcohol', fontsize=12)\n", + "axarr[0].set_ylabel('OD280/OD315 of diluted wines', fontsize=12)\n", "\n", "plt.tight_layout()\n", "plt.text(0, -0.2,\n", - " s='OD280/OD315 of diluted wines',\n", + " s='Alcohol',\n", " ha='center',\n", " va='center',\n", " fontsize=12,\n", @@ -1648,7 +1521,7 @@ "output_type": "stream", "text": [ "[NbConvertApp] Converting notebook ch07.ipynb to script\n", - "[NbConvertApp] Writing 22375 bytes to ch07.py\n" + "[NbConvertApp] Writing 22374 bytes to ch07.py\n" ] } ], @@ -1660,7 +1533,7 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1674,7 +1547,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.1" + "version": "3.9.7" }, "toc": { "nav_menu": {}, diff --git a/ch07/ch07.py b/ch07/ch07.py index b57fe79b..cde162a7 100644 --- a/ch07/ch07.py +++ b/ch07/ch07.py @@ -652,17 +652,17 @@ def get_params(self, deep=True): axarr[idx].set_title(tt) -axarr[0].set_ylabel('Alcohol', fontsize=12) +axarr[0].set_ylabel('OD280/OD315 of diluted wines', fontsize=12) plt.tight_layout() plt.text(0, -0.2, - s='OD280/OD315 of diluted wines', + s='Alcohol', ha='center', va='center', fontsize=12, transform=axarr[1].transAxes) -#plt.savefig('images/07_08.png', dpi=300, bbox_inches='tight') +plt.savefig('images/07_08.png', dpi=300, bbox_inches='tight') plt.show() @@ -742,11 +742,11 @@ def get_params(self, deep=True): c='green', marker='o') axarr[idx].set_title(tt) -axarr[0].set_ylabel('Alcohol', fontsize=12) +axarr[0].set_ylabel('OD280/OD315 of diluted wines', fontsize=12) plt.tight_layout() plt.text(0, -0.2, - s='OD280/OD315 of diluted wines', + s='Alcohol', ha='center', va='center', fontsize=12, diff --git a/ch07/images/07_08.png b/ch07/images/07_08.png index 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