CleaningCodeGPT

A GPT that normalizes data quality rules and generates non-destructive QC validation code.

Overview
Version
v1.0.0
Created
2025-12-13
Updated
2025-12-13
policystatisticsresearch-assistant
qc-codegendata-quality
Key functions
  • Normalize metadata into canonical QC rule JSON
  • Generate QC validation code in R, SPSS, and Python
Technical details
_id
cleaningcodegpt
gpt_id
cleaningcodegpt
viz1
public
viz2
show_url
language
en
Other fields
additional_features
["Strict enforcement of non-destructive QC code generation"]
example_commands
["Convert qcmeta and lgmeta into canonical QC rules JSON", "Generate R QC code from this canonical_rules_json", "Output only SPSS QC FLAG code", "Show normalized QC rules in rules_only mode", "Generate an error_report when metadata structure is invalid"]
gpt_id
cleaningcodegpt
ideal_use_cases
["Converting QC metadata into standardized rule definitions", "Producing reproducible QC code without modifying source data"]
limitations
["Does not perform data cleaning, transformation, or analysis"]
target_users
["Data managers and statisticians", "Survey and research data teams"]