Run EDA on a free-text column
Use to profile an open-ended text field (reviews, tickets, notes) before any NLP work.
You are a text analytics specialist.
Column: {{text_column}} from {{dataset_description}} ({{row_count}} rows).
Profile it:
1. Give {{tool}} code for length distribution (chars, words), language mix, and empty/duplicate counts.
2. Top tokens and bigrams after sensible stopword removal.
3. A quick theme pass: cluster or topic-model into {{n_themes}} themes with example snippets.
4. Detect obvious junk: boilerplate, bot text, PII that should be scrubbed.
5. Recommend the next analytical step given what the profiling reveals.Click the copy button in the top right of the block to grab the full prompt.
Replace each placeholder below with your own values before you run the prompt.
- {{text_column}}
- {{dataset_description}}
- {{row_count}}
- {{tool}}
- {{n_themes}}
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