code-generation Prompts
Statistical Test Selector and Interpreter
Identifies the correct statistical test for your data and research question, then generates complete analysis code with proper assumptions checking, test execution, and plain-language interpretation.
Data Quality Checker and Profiler
Generate a comprehensive data quality profiling and validation system that detects anomalies, enforces schema constraints, and produces detailed quality reports for any dataset.
ETL Pipeline Designer
Generate a complete ETL (Extract, Transform, Load) pipeline with data extraction from multiple sources, transformation logic, error handling, and loading into target data stores.
A/B Test Statistical Analyzer
Generate a complete A/B test analysis pipeline with sample size calculation, statistical testing, confidence intervals, and decision-ready visualizations for experiment evaluation.
Feature Engineering Guide and Transformer
Generate a feature engineering pipeline with automated transformations, encoding strategies, and feature selection techniques tailored to your dataset type and ML task.
ML Model Evaluation and Comparison Framework
Generate a comprehensive model evaluation framework with cross-validation, metrics computation, statistical significance tests, and visual comparison dashboards for multiple ML models.
Data Visualization Chart Selector and Code Generator
Recommends the optimal chart type for your data and generates publication-ready visualization code with proper styling, annotations, and accessibility considerations.
Pandas Data Pipeline Builder
Generate complete pandas data pipelines with loading, cleaning, transformation, and export stages. Produces modular, well-documented Python code ready for production data workflows.
Code Complexity Analyzer and Simplifier
Analyzes code complexity using cyclomatic complexity, cognitive complexity, and nesting depth metrics, then refactors complex functions into simpler, more maintainable alternatives.
Error Handling Audit and Improvement
Audits your codebase for error handling gaps, inconsistent patterns, swallowed exceptions, and missing user feedback, then generates standardized error handling code.
Database Schema Review Checklist
Reviews database schema design for normalization issues, indexing gaps, relationship integrity, naming conventions, and migration safety with specific ALTER statements for improvements.
Accessibility Compliance Code Reviewer
Reviews frontend code for WCAG accessibility compliance, identifying aria attribute issues, keyboard navigation gaps, screen reader problems, and color contrast failures with fix code.