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Apply safe dtype mapping rules for HDF5 to Parquet conversion.
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Based on SOC occupation classification
Compare scientific variables with units, ranges, and quality caveats.
Inspect dataset structure before analysis or visualization.
Evaluate data quality from observed structure and summary evidence.
Choose visual checks that match the inspected data.
Route dataset questions to structure, analysis, or visualization experts.
Choose a plot that confirms numeric conversion integrity.
| name | dtype_mapping_rules |
| title | Dtype Mapping Rules |
| description | Apply safe dtype mapping rules for HDF5 to Parquet conversion. |
Use this skill when deciding how scientific source dtypes map into Parquet. Preserve float64 and integer arrays when safe, preserve strings as strings, and handle datetime logical types explicitly.
Skip or require confirmation for dtypes that are lossy, unsupported, or likely to hide scientific meaning.
