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Kaitlyn Johnson

PROFILE

Kaitlyn Johnson

During December 2024, this developer enhanced the CDCgov/wastewater-informed-covid-forecasting repository by building a new WIS bar chart for model performance comparison and refactoring the plotting logic to improve clarity over time. Using R, dplyr, and ggplot2, they updated heatmaps and figure content to provide more readable color gradients, making model evaluation more accessible. They also deprecated an outdated forecasting model, cleaned up documentation, and updated reproducibility guidance in the README. Their work focused on standardizing visualization code and ensuring code quality through pre-commit checks, resulting in improved maintainability and reduced confusion for users navigating the project’s evolving components.

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 Completed documentation cleanup and the deprecation/removal of an outdated forecasting model, updating README/docs for reproducibility guidance.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

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