discrimintools.summaryDA#
- discrimintools.summaryDA(obj, **kwargs)[source]#
-
Printing summaries of Discriminant Analysis model.
- Parameters:
- Return type:
-
NoneType
See also
summaryCANDISC-
Printing summaries of Canonical Discriminant Analysis model.
summaryCPLS-
Printing summaries of Partial Least Squares for Classification model.
summaryDiCA-
Printing summaries of Discriminant Correspondence Analysis model.
summaryDISCRIM-
Printing summaries of Discriminant Analysis (linear and quadratic) model.
summaryGFALDA-
Printing summaries of General Factor Analysis Linear Discriminant Analysis model.
summaryMDA-
Printing summaries of Mixed Discriminant Analysis model.
summaryPLSDA-
Printing summaries of Partial Least Squares Discriminant Analysis model.
summaryPLSLDA-
Printing summaries of Partial Least Squares Linear Discriminant Analysis model.
summarySTEPDISC-
Printing summaries of Stepwise Discriminant Analysis model.
Examples
>>> from discrimintools.datasets import load_heart >>> from discrimintools import DISCRIM, summaryDA >>> D = load_heart("train") # load training data >>> y, X = D["disease"], D.drop(columns=["disease"]) # split into X and y >>> clf = DISCRIM() >>> clf.fit(X,y) Categorical features have been encoded into binary variables. DISCRIM(priors='prop') >>> summaryDA(clf) Discriminant Analysis - Results Summary Information: Infos Value DF DF value 0 Total Sample Size 150 DF Total 149 1 Variables 18 DF Within Classes 148 2 Classes 2 DF Between Classes 1 Class Level Information: Frequency Proportion Prior Probability absence 82 0.5467 0.5467 presence 68 0.4533 0.4533 Linear Discriminant Function for disease: absence presence Constant -124.3546 -127.3863 age 1.1836 1.1914 sexmale 14.2659 15.9123 chestpainatypicalAngina 0.5668 -1.8839 chestpainnonAnginal 3.4872 1.6652 chestpaintypicalAngina -2.8081 -7.4223 restbpress 0.3460 0.3690 cholesteral 0.0407 0.0373 sugarlow 10.4057 11.7146 electrosttAbnormality -15.8118 -12.8213 electroventricHypertrophy -1.8553 -1.2411 maxHeartRate 0.4856 0.4579 ExerciseAnginayes 4.9170 5.9612 oldpeak 3.0652 3.7751 slopeflat 18.6429 19.8215 slopeupsloping 14.7467 15.2526 vesselsColored -2.5087 -1.0308 thalnormal 21.1525 20.1211 thalreversableEffect 14.8540 16.1636