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Stop Using The Describe Method in Pandas. Instead, use Summarytools.
Summarytools is a simple EDA tool that gives a richer summary than describe() method. In a single line of code, it generates a standardized and comprehensive data summary.
The summary includes column statistics, frequency, distribution chart, and missing stats.
Find more info here: Summary Tools.
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Find the code for my tips here: GitHub.