Performing Decile analysis on the dataset where i have to figure out the defaulter

@a4atul14 wrote:

I am performing Decile analysis on the dataset where i have to figure out defaulters.

ISSUE:
in Default column we can see that defaulter are not in decreasing order across the decile
(e.g. 27 -> 28 and 14 > 18 )

what can be the possible reason for this ?

Special point
1) Dataset does not have missing value .
2) for outliers i have done capping using ( mean +- 3*SD)
3) i have reduced the variable using PCA.
3) most of the variable are categorical variable for which i have created dummy variable

Please guide me in order to correct this .

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