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Sophie Reed

PROFILE

Sophie Reed

Sophie Reed developed advanced data visualization and analysis tools for the lsst/analysis_tools and related repositories, focusing on publication-quality plotting, robust metric configuration, and scientific pipeline reliability. She engineered features such as publication-style scatter plots, dynamic colormap generation, and PSF analysis toolkits, using Python, Matplotlib, and Astropy to ensure clarity and reproducibility in scientific reporting. Her work addressed edge-case handling, improved YAML configuration parsing, and standardized plotting aesthetics across multiple codebases. By integrating thorough testing and documentation, Sophie enhanced both usability and maintainability, enabling faster, more reliable data exploration and supporting large-scale astronomical survey analysis with consistent, high-quality outputs.

Overall Statistics

Feature vs Bugs

87%Features

Repository Contributions

29Total
Bugs
2
Commits
29
Features
13
Lines of code
6,603
Activity Months8

Work History

August 2025

4 Commits • 1 Features

Aug 1, 2025

August 2025 monthly summary focusing on business impact and technical achievements. Key collaboration and output: - In lsst/rtn-095, delivered comprehensive visualization enhancements: PSF FWHM plots with histograms and ECDFs; visit overlap visualization; and improved temporal sampling plots. Implementations are tied to commits 38a98434088b9b24fcbf7fe3739c22bcfbde3f52, 6dcf0cd3c25d78a9286330f8028bb2104e2c4020, and 5d18a385d4e4de2189a6649dc397688110f343a7. - In lsst/analysis_tools, fixed a YAML metric configuration parsing issue by removing a trailing empty line. This non-functional change reduces risk of YAML parse errors; commit 9f76b864e29e9c6d5559e7ef0ecb8c85dc0ff479. Impact: - Improved data interpretability and reporting via clearer visualizations; faster insight generation for survey analyses; and reduced configuration-related risk across metric pipelines. Technologies/skills demonstrated: - Python-based data visualization, robust YAML handling, Git-based collaboration, and clear change traceability through concise commit messages.

June 2025

3 Commits • 2 Features

Jun 1, 2025

June 2025 monthly summary: Focused feature delivery and quality improvements across two repositories, driving user-facing capabilities and long-term maintainability. In lsst-pst/pstn-019, delivered a new Faro BibTeX entry in the atools section and upgraded the analysis_tools description to designate it as the successor to Faro and analysis_drp, highlighting improvements in consistency, memory usage, and speed performance. In lsst/utils, enhanced plotting accessibility and color handling for SSO and multiband plots by adding tests and updating documentation to reflect the default SSO color and accessibility improvements. These changes reduce maintenance overhead, improve plotting usability, and lay groundwork for faster analysis pipelines. Overall, this month emphasized stable feature delivery with strong emphasis on testing and documentation to support scalable usage.

May 2025

3 Commits • 3 Features

May 1, 2025

May 2025 monthly summary: Focused on publication-ready visualization and PSF/astrometry tooling to support scientific reporting and method evaluation. Key features delivered across three repos include: • Publication-ready CompletenessHist Visualization implemented (commit c0296fbf9f9888e96ea29bb3f7b88f5d90b0d9db): improved labels, color schemes, and data-point display; updated percentile label handling and publication-style grids/lines. • Publication Plotting Style Refinements (commit 702b4066d7f3b211cbf97a6b75d981155dd261f4): new Solar System Object colors and refined colormap generation for consistent figure styling. • PSF Analysis and Visualization Toolkit for Astrometry (commit c2c85b4c500f028c3860c683355b7bef09c0bbfe): Python scripts for PSF-focused analysis, residuals, E/B modes, FOV variations, CCD statistics, and PSFex vs Piff comparison. • Cross-repo alignment of publication visualization standards across lsst/analysis_tools, lsst/utils, and lsst/rtn-095. Technologies/skills demonstrated: Python scripting, data visualization, plotting aesthetics, publication-quality figure standards, PSF/astrometry analysis, and cross-repo collaboration.

April 2025

13 Commits • 3 Features

Apr 1, 2025

April 2025 delivered cross-repo publication-ready visualization capabilities across lsst/analysis_tools, lsst/utils, and pstn-019, with a focus on reproducibility, consistency, and high-quality visuals. Key enhancements include consolidated publication-style plotting, dynamic colormap alpha handling, standardized units and labels, publication-specific maps, a new publication-figures pipeline, and seaborn integration support; plus documentation for reproducible plots and metrics and expanded test coverage. These changes accelerate the creation of publication-ready visuals, improve data storytelling, and strengthen analytics reliability.

March 2025

1 Commits • 1 Features

Mar 1, 2025

March 2025 monthly summary for developer work: Focused on delivering a publication-ready scatter plot option in lsst/analysis_tools, along with clear commit trace for traceability. No major bugs fixed this month. Overall impact: cleaner publication figures, improved user experience, and a measurable boost to data visualization quality.

February 2025

1 Commits • 1 Features

Feb 1, 2025

February 2025 — Concise monthly summary for developer work highlighting business value and technical achievements in the lsst/analysis_tools repository. Delivered a robust catalog matching feature with improved NaN handling and dtype casting, enhancing reliability and data quality for downstream analyses.

January 2025

1 Commits

Jan 1, 2025

January 2025 monthly summary: Fixed a critical build issue in the DebugPSF pipeline for lsst/analysis_tools by moving plotTypes initialization from the base class to the specific EScatter and ESky initializers, ensuring the 'stars' plot type is correctly configured. This stabilization reduces build failures and clarifies initialization order for future changes.

November 2024

3 Commits • 2 Features

Nov 1, 2024

Month 2024-11: Delivered robust visualization and documentation improvements in lsst/analysis_tools, focusing on reliability, edge-case handling, and clarity of metrics. This period emphasized business value through more dependable plots and clearer metric descriptions, enabling faster data exploration and better decision-making for analysts and engineers.

Activity

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Quality Metrics

Correctness86.2%
Maintainability86.2%
Architecture81.4%
Performance74.6%
AI Usage20.0%

Skills & Technologies

Programming Languages

LaTeXMatplotlibNumpyPythonSeabornTeXYAMLpythonrsttext

Technical Skills

AstronomyAstrophysicsAstropyBug FixingButlerCode RefactoringColor TheoryColormap GenerationConfiguration ManagementData AnalysisData Analysis Pipeline ConfigurationData ValidationData VisualizationDebuggingDependency Management

Repositories Contributed To

4 repos

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

lsst/analysis_tools

Nov 2024 Aug 2025
7 Months active

Languages Used

PythonYAMLpythontextyaml

Technical Skills

Bug FixingConfiguration ManagementData VisualizationDocumentationError HandlingNumerical Analysis

lsst/utils

Apr 2025 Jun 2025
3 Months active

Languages Used

MatplotlibNumpyPythonSeabornrst

Technical Skills

Configuration ManagementData VisualizationDependency ManagementMatplotlib StylingPlottingPython

lsst/rtn-095

May 2025 Aug 2025
2 Months active

Languages Used

Python

Technical Skills

AstrophysicsAstropyButlerData AnalysisData VisualizationMatplotlib

lsst-pst/pstn-019

Apr 2025 Jun 2025
2 Months active

Languages Used

LaTeXTeX

Technical Skills

DocumentationTechnical Writing

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