validate_schema
Validate data against schema definitions to ensure data quality and compliance using Pandera validation framework.
Instructions
Validate data against a schema definition using Pandera validation framework.
This function leverages Pandera's comprehensive validation capabilities to provide robust data validation. The schema is dynamically converted to Pandera format and applied to the DataFrame for maximum validation coverage and reliability.
For more information on Pandera validation capabilities, see:
Pandera Documentation: https://pandera.readthedocs.io/
Check API: https://pandera.readthedocs.io/en/stable/reference/generated/pandera.api.checks.Check.html
Returns: ValidateSchemaResult with validation status and detailed error information
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| schema | Yes | Schema definition with column validation rules |
Input Schema (JSON Schema)
{
"properties": {
"schema": {
"$ref": "#/$defs/ValidationSchema",
"description": "Schema definition with column validation rules"
}
},
"required": [
"schema"
],
"type": "object"
}