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Kaitlyn Johnson

PROFILE

Kaitlyn Johnson

Worked on the CDCgov/wastewater-informed-covid-forecasting repository to enhance model performance visualization and project maintainability. Developed a new WIS bar chart as the main figure for hub comparison, refactored plotting logic, and improved color scales and heatmaps to clarify model performance trends. Deprecated an outdated forecasting model and updated documentation, including the README, to provide clearer reproducibility guidance. Utilized R, ggplot2, and dplyr for data analysis and visualization, ensuring code quality through pre-commit checks. These updates streamlined the codebase, reduced user confusion around deprecated components, and improved long-term maintainability by standardizing both visualization code and project documentation.

Overall Statistics

Feature vs Bugs

50%Features

Repository Contributions

8Total
Bugs
1
Commits
8
Features
1
Lines of code
671
Activity Months1

Work History

December 2024

8 Commits • 1 Features

Dec 1, 2024

December 2024: Delivered significant improvements to model performance visualization and project maintainability for CDCgov/wastewater-informed-covid-forecasting. Implemented a new WIS bar chart as the main figure in hub comparison, refactored plotting logic, and refined color scales and heatmaps to clarify model performance over time. Completed documentation cleanup and the deprecation/removal of an outdated forecasting model, updating README/docs for reproducibility guidance. These changes enhance decision support, reduce user confusion around deprecated components, and improve long-term maintainability by standardizing visualization code and documentation. Key commits include: b3c4333073059ca75938b7ff780725609fbf98f8; 854d448494f7eeaa571d3255b15503eefba8b35e; 65385c6cf6d38bb636722d510ce832c0168e453b; 124979844ed5574c0d7d1027928797268633b87d; f74d99f42993d25a9f29721b8bf85fbc9a0214a5; b981718148ddde2c90bc802a475500a409ad731e; afe70b4e4a3df0863891b6cbeb73621831f8f9fd; 1d29e23e825c16c34d11d3424acddc73913bcf3f.

Activity

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Quality Metrics

Correctness92.6%
Maintainability95.0%
Architecture92.6%
Performance92.6%
AI Usage20.0%

Skills & Technologies

Programming Languages

MarkdownRSQL

Technical Skills

Data AnalysisData VisualizationDocumentationPlottingRR ProgrammingStatistical Analysisdplyrggplot2

Repositories Contributed To

1 repo

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

CDCgov/wastewater-informed-covid-forecasting

Dec 2024 Dec 2024
1 Month active

Languages Used

MarkdownRSQL

Technical Skills

Data AnalysisData VisualizationDocumentationPlottingRR Programming