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It might look normal but this distribution will ruin your stats

Talkat PyData Global 2022 · 2022-12-01..12-03· [data-visualization]
slides:none on file

Contaminated normals are mixtures that add heavy tails and a few outliers and they cut statistical power dramatically — the demo shows 90% vs 20% power between clean and contaminated groups; classic t tests gain type I error under skewness and lose power under heavy tails. The presenter builds a Deepnote interactive notebook to manipulate skew and tails and releases hypothesize Python library ported from randar Wilcox using trimmed means and bootstrap for robust tests.

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