November 2017
Intermediate to advanced
374 pages
10h 19m
English
Content preview from scikit-learn Cookbook , Second Edition - Second Edition
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How to do it...
- Continuing with the Boston dataset, run the following commands:
X[:, :3].mean(axis=0) #mean of the first 3 featuresarray([ 3.59376071, 11.36363636, 11.13677866])X[:, :3].std(axis=0)array([ 8.58828355, 23.29939569, 6.85357058])
- There's actually a lot to learn from this initially. Firstly, the first feature has the smallest mean but varies even more than the third feature. The second feature has the largest mean and standard deviation—it takes the widest spread of values:
X_2 = preprocessing.scale(X[:, :3])X_2.mean(axis=0)array([ 6.34099712e-17, -6.34319123e-16, -2.68291099e-15])X_2.std(axis=0)array([ 1., 1., 1.])
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