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Christopher M. Karwin

PROFILE

Christopher M. Karwin

Contributed to the cositools/cosipy repository by developing advanced astrophysical data analysis features and improving scientific workflows. Built the GalpropHealpixModel for spectral interpolation of GALPROP HEALPix data, enabling 3D integration for extended sources and supporting robust spatial and energy calculations. Enhanced spectral fitting pipelines with Earth occultation logic and coordinate-aware scattering maps, while refining data path management and notebook reliability. Addressed critical bugs in livetime slicing and stabilized altitude data handling. Leveraged Python, Astropy, and Jupyter Notebooks to implement unit tests, data visualization, and configuration management, ensuring reproducible results and improved onboarding for researchers working with complex astrophysical datasets.

Overall Statistics

Feature vs Bugs

83%Features

Repository Contributions

28Total
Bugs
2
Commits
28
Features
10
Lines of code
4,065
Activity Months4

Your Network

35 people

Shared Repositories

35
Abhijeet NardeleMember
Koothodil Abhijith AugustintineMember
abhijeet nardeleMember
Alberto SciaccalugaMember
Andreas ZoglauerMember
Ashwin AravindarajMember
Gus ThomasMember
Christopher M. KarwinMember
Christopher M. KarwinMember

Work History

April 2025

11 Commits • 4 Features

Apr 1, 2025

April 2025: Delivered a foundational GalpropHealpixModel for reading GALPROP data, interpolating energy spectra at sky positions, scaling with a normalization constant K, setting coordinate frames, and computing spatial integrals across energies. Implemented comprehensive unit tests and data support to validate initialization, data loading, evaluation across coordinate frames and energies, and saving/loading within an astromodels configuration. Enabled 3D integration for extended sources via get_integrated_extended_model_3d and extended-source updates, with accompanying tests for 3D spatial integration and expectation calculations. Released Galactic diffuse continuum tutorials and improved example notebooks with aligned configurations and better plotting/data presentation. Addressed a merge discrepancy in tutorials and data pipelines to improve consistency. Repository: cositools/cosipy.

March 2025

4 Commits • 1 Features

Mar 1, 2025

March 2025 monthly summary for cositools/cosipy: Delivered targeted test coverage and critical livetime fixes to improve data processing reliability and reporting accuracy. Implemented energy-based filtering unit tests for UnBinnedData, strengthening robustness of energy range selection and clarifying existing time-selection tests. Fixed livetime slicing off-by-one stop index errors in the source interval method and addressed related edge cases to ensure correct segment inclusion and accurate livetime reporting.

November 2024

10 Commits • 4 Features

Nov 1, 2024

In 2024-11, cosipy delivered substantial feature enhancements and reliability improvements that advance the realism and reproducibility of spectral fitting workflows for Crab, GRB, and other sources. The work emphasizes business value by improving fit accuracy, reducing operational risk, and accelerating researcher onboarding through clearer data paths and notebooks.

October 2024

3 Commits • 1 Features

Oct 1, 2024

Oct 2024 monthly summary for cositools/cosipy: Implemented default Earth occultation handling in detector response calculations and hardened Earth occultation logic to improve measurement reliability and sky coverage.

Activity

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Quality Metrics

Correctness86.0%
Maintainability87.6%
Architecture82.6%
Performance76.4%
AI Usage21.4%

Skills & Technologies

Programming Languages

JSONJupyter NotebookPythonYAMLreStructuredText

Technical Skills

3MLAstroModelsAstromodelsAstrophysicsAstropyBackend DevelopmentBug FixingCode RefactoringConfiguration ManagementCosipyData AnalysisData InterpolationData ManagementData Path ConfigurationData Slicing

Repositories Contributed To

1 repo

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

cositools/cosipy

Oct 2024 Apr 2025
4 Months active

Languages Used

PythonJSONJupyter NotebookYAMLreStructuredText

Technical Skills

Backend DevelopmentBug FixingData InterpolationUnit TestingAstrophysicsAstropy