What are the use cases for this prompt?

This prompt can be used for: Compare feature distributions.

What is the difficulty level and which AI tool should I use?

This prompt is intermediate level. It works with all AI tools (ChatGPT, Claude, Gemini, etc.).

📊Analyse de donnéesIntermediateAll AIs

Create distribution comparison plots

Compare feature distributions

Paste in your AI

Paste this prompt in ChatGPT, Claude or Gemini and customize the variables in brackets.

Write Python code using matplotlib/seaborn to compare the distribution of [feature column] across [group column] categories. Include: overlapping KDE plots, violin plots, empirical CDFs, and a statistical test (KS test or Mann-Whitney U) to determine if distributions differ significantly.

Personalize this prompt with Léa

Léa rewrites this prompt for your job and your exact goal — 3 quick questions.

Use Cases

Compare feature distributions

Improve this prompt

Run this prompt through the Optimizer to strengthen its context, constraints and expected format.

Improve this prompt with the Optimizer

Comments

LéaAI
Pour choisir entre KS et Mann-Whitney, testez d'abord la normalité des distributions (Shapiro ou QQ-plot). KS détecte toute différence de forme, Mann-Whitney est plus robuste pour comparer les médianes si les données ne sont pas normales.