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David R. MacIver

PROFILE

David R. Maciver

Contributed to the opensafely-core/ehrql repository by building and refining a robust dummy data generation and generative testing framework over two months. Focused on backend development using Python, the work introduced deterministic random seeding, realistic data constraints, and per-instance configuration to ensure reproducible and diverse test data. Enhanced test coverage and reliability by integrating edge-case scenarios, retry logic for categorical data, and improved exception handling. Code refactoring and dead code elimination simplified execution paths, improving maintainability and onboarding. Leveraged tools such as Pytest and Hypothesis to strengthen test-driven development practices, resulting in a more reliable and maintainable codebase.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

21Total
Bugs
0
Commits
21
Features
4
Lines of code
2,213
Activity Months2

Work History

December 2024

10 Commits • 2 Features

Dec 1, 2024

December 2024 performance summary for opensafely-core/ehrql focusing on delivering realistic, diverse, and reproducible dummy data, while tightening test reliability and code quality. Key contributions span feature work in dummy data generation and test coverage improvements, with targeted fixes to randomness handling and data constraints.

November 2024

11 Commits • 2 Features

Nov 1, 2024

November 2024 — Delivered substantial improvements to the generative testing framework and dummy data generation, and performed targeted code cleanup in the query model. These efforts increased test data realism and reliability, reduced maintenance burden, and laid groundwork for future features. Key actions included integrating the nextgen dummy data generator with deterministic RNG seeding and refined event-data distributions, reintroducing edge-case tests, and removing dead code to simplify execution paths.

Activity

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Quality Metrics

Correctness90.0%
Maintainability89.0%
Architecture82.8%
Performance78.6%
AI Usage20.0%

Skills & Technologies

Programming Languages

Python

Technical Skills

Backend DevelopmentCode CoverageCode DocumentationCode IntegrationCode RefactoringConfigurationData GenerationDead Code EliminationGenerative TestingPytestPythonPython DevelopmentQuery OptimizationQuery ProcessingSoftware Design

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

opensafely-core/ehrql

Nov 2024 Dec 2024
2 Months active

Languages Used

Python

Technical Skills

Backend DevelopmentCode CoverageCode IntegrationCode RefactoringConfigurationData Generation