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johnsonjd27

PROFILE

Johnsonjd27

Johnson contributed to the UChicago-PULSE/mission-documentation repository by developing analytical tools and comprehensive documentation for optical systems and camera noise modeling. He implemented Python scripts and Jupyter Notebooks to analyze signal-to-noise ratios, perform Mueller matrix calculations, and model camera noise, leveraging libraries such as Numpy and Matplotlib. His work included creating reproducible workflows for polarization optics and establishing a single source of truth for optical link budgets, with detailed documentation in Markdown and adoc formats. Johnson’s approach emphasized traceable commits, clear technical writing, and robust analytical methods, resulting in maintainable, reproducible resources that support design reviews and cross-team collaboration.

Overall Statistics

Feature vs Bugs

71%Features

Repository Contributions

17Total
Bugs
2
Commits
17
Features
5
Lines of code
493
Activity Months5

Work History

October 2025

1 Commits • 1 Features

Oct 1, 2025

October 2025 monthly summary focused on delivering a reproducible polarization optics workflow in the mission-documentation repository. Introduced a Jupyter Notebook that performs Mueller matrix calculations, including Poisson distribution cutoff, sampling, and linear interpolation between matrices, and demonstrates applying these functions to compute Mueller matrices and Stokes vectors from sampled values. This work provides a concrete analytical toolkit for downstream data processing and documentation validation.

August 2025

8 Commits • 1 Features

Aug 1, 2025

In August 2025, delivered foundational Optical Link Budget Documentation for the UChicago-PULSE/mission-documentation repository. Established a single source of truth for link budgets, including noise modeling, SNR concepts, and path loss considerations. The effort comprises one initial creation and seven subsequent updates to refine content and align with evolving requirements, enabling clearer design reviews and knowledge transfer. No major bugs were reported; the work focused on robust documentation quality and readiness for cross-team collaboration and future engineering work.

July 2025

1 Commits • 1 Features

Jul 1, 2025

July 2025 monthly summary focusing on key accomplishments and business impact for the development work on UChicago-PULSE/mission-documentation.

June 2025

3 Commits • 1 Features

Jun 1, 2025

June 2025 monthly summary for UChicago-PULSE/mission-documentation: Delivered tool-assisted camera noise analysis and improved documentation accuracy, enabling more reliable performance assessment for camera tracking.

May 2025

4 Commits • 1 Features

May 1, 2025

May 2025 monthly summary for UChicago-PULSE/mission-documentation. Focused on delivering Ground Math documentation and improving repo hygiene. Key outcomes include a documented Ground Math area with Readme and CMOS Noise Calculations PDF, and cleanup of an unused temporary file to reduce maintenance overhead. All changes are tracked with commit references for traceability and future audits.

Activity

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Quality Metrics

Correctness88.2%
Maintainability88.2%
Architecture84.8%
Performance84.8%
AI Usage20.0%

Skills & Technologies

Programming Languages

Jupyter NotebookMarkdownMatplotlibNumpyPDFPythonadoc

Technical Skills

Data AnalysisData VisualizationDocumentationLinear AlgebraNumerical MethodsPhysics ModelingProbability and StatisticsScientific ComputingSignal ProcessingTechnical Writingdocumentation

Repositories Contributed To

1 repo

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

UChicago-PULSE/mission-documentation

May 2025 Oct 2025
5 Months active

Languages Used

MarkdownPDFPythonMatplotlibNumpyadocJupyter Notebook

Technical Skills

DocumentationData AnalysisPhysics ModelingScientific ComputingData VisualizationSignal Processing

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