Data Tool Python
Provides Python like data operations to prototype transformations validate data and build lightweight pipelines without heavy setup.
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About This Tool
Conceptually the tool parses the script, maps it to row wise or column wise operations, and executes in a sandbox with deterministic results. It supports map, filter, and reduce like patterns and simple aggregations. The output includes transformed data and a concise summary including row counts and detected schema.
Who benefits: data scientists validating ideas quickly, engineers building lightweight data pipelines, and analysts performing data cleaning or feature engineering without a full Python setup. Unique value: a Python like transformation engine that runs in browser online with reproducible scripts.
Core features and use cases: dataset input, script editor, evaluation sandbox, per row operations, aggregations, error reporting, and export to CSV or JSON. Use cases include cleaning abnormal text, deriving features, validating data ranges, and preparing data for modeling.
How to Use
- Provide inputs dataset_input and script.
- Optionally set output_format and additional options.
- Run calculation to execute transformations.
- Review outputs including transformed_data, summary, and errors.
- Export results to CSV or JSON if needed.
Frequently Asked Questions
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What formats are supported
Can I use external Python libraries
Is there a size limit
How are errors reported
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