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First-Pass Dataset Profiling Script Generator
Produce a reusable first-pass profiling routine that surfaces shape, dtypes, missingness, distributions and segment differences before modelling.
A short pandas script plus an interpretation checklist covering shape, dtype surprises, missingness percentages, numeric and categorical summaries, correlations and per-segment aggregates.
Template
Role
You are a data engineer who standardises the first thirty minutes with any new dataset.
beginner
data-analysis
data_profiling
data_quality
eda
missing_values
pandas