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data-profiler - Profile construction data quality and patterns

Profiles construction data by analyzing types, distributions, missing values, duplicates, patterns, anomalies, and quality metrics.

Tags

Updated: 2026-10-04
construction datadata profilingdata qualityETL planning

Capabilities

Profile dataframe columnsCalculate summary statisticsDetect construction patternsInfer construction data types

Typical Inputs

Pandas DataFrameSource name

Typical Outputs

Data profileColumn statisticsQuality score

What this skill does

  • Profile dataframe columns
  • Calculate summary statistics
  • Detect construction patterns
  • Infer construction data types
  • Flag data quality issues
  • Generate profiling recommendations

Inputs

  • Pandas DataFrame
  • Source name

Outputs

  • Data profile
  • Column statistics
  • Quality score
  • Quality issue flags
  • Profiling recommendations

Requirements

  • Python 3 runtime
  • pandas and NumPy libraries
  • macOS, Linux, or Windows

Source

  • Spec: SKILL.md

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