Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
Gini index can be evaluated to be negative by your code, "The Gini coefficient is double of the area between the Lorenz Curve and the 45◦ diagonal line", so in your code metrics.py::line56, it should be like
raw = df.apply(lambda x: abs(2 * x.sum() / df.shape[0] - 1.))
while I push a mr to you which shows a example of gini can be negative and it pass the unitest .
this case shows a bad model which predict high-life-value users's scores lowest, so it's gini is negative since it's line is under the Lorenz Curve.