alteryx/evalml

Data Health: Sparsity Refactor

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#1,801 opened on 2021/02/09

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enhancementgood first issue

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説明

Currently, the sparsity score is calculated using a discrete count of values as a threshold. It might make more sense to refactor the SparsityDataCheck to use a relative threshold instead of a fixed count threshold.

SparsityDataCheck.sparsity_score(col, relative_count_threshold=0.10):
    <implementation>

Here the new relative_count_threshold should be a percentage of the total length of the column.

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