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Parameterized Reports from Notebooks

Structured brief

Run the same analysis for many inputs.

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Plan a parameterized, repeatable report. The analysis and what changes between runs (date range, region, customer): [ANALYSIS_AND_PARAMETERS]. Output formats and recipients: [OUTPUTS_AND_RECIPIENTS]. Tools available: [TOOLS].

Produce:
1. Design: a parameters cell or a config file, a function-based analysis in a module, and a thin notebook or script that calls it.
2. The parameter table: Name | Type | Default | Allowed values | Validation.
3. Execution options (papermill, nbconvert, scheduled script, report framework) with trade-offs and a recommendation.
4. Output naming with parameters and run date, and a run log of inputs, row counts, and checksums.
5. Validation: stop the run if input data is stale, empty, or fails quality gates, and send an alert.
6. Handling failures and reruns without duplicate emails.
7. Security: no credentials in notebooks, restricted access to outputs with personal data [VERIFY in [JURISDICTION]].
8. A test run plan with two parameter sets, including an edge case with no data.
Provide the code skeleton.

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• parameterized-report
• structured-brief