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Quenard Stanislas

PROFILE

Quenard Stanislas

Developed foundational data visualization and uncertainty analysis features for the blackSwanCS/Higgs_collaboration_B repository, focusing on the Higgs dataset. Built an integrated pipeline that ingests data, generates pair plots for key features, and configures systematic uncertainty tests using Python, Pandas, and Matplotlib. Introduced utilities for TES and JES uncertainty analysis, enabling per-bin variation studies, histogram generation, and flexible plotting with optional background overlays. Refactored legacy analysis code to improve maintainability and reproducibility across experiments. The work established robust groundwork for future scientific computing tasks, emphasizing clean code practices and reproducible workflows without addressing bug fixes during the development period.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

7Total
Bugs
0
Commits
7
Features
2
Lines of code
6,282
Activity Months1

Work History

June 2025

7 Commits • 2 Features

Jun 1, 2025

June 2025: Delivered foundational visualization and uncertainty-analysis capabilities for the Higgs dataset project. Implemented an integrated visualization and testing pipeline and launched TES/JES uncertainty analysis utilities, with initial data ingestion, robust test configurations, and groundwork for per-bin uncertainty quantification. Cleaned up legacy analysis code and assets to improve maintainability and reproducibility across experiments.

Activity

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Quality Metrics

Correctness85.8%
Maintainability85.8%
Architecture82.8%
Performance80.0%
AI Usage25.8%

Skills & Technologies

Programming Languages

Python

Technical Skills

Code RefactoringData AnalysisData VisualizationMachine LearningMatplotlibPandasPlottingPythonScientific Computing

Repositories Contributed To

1 repo

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

blackSwanCS/Higgs_collaboration_B

Jun 2025 Jun 2025
1 Month active

Languages Used

Python

Technical Skills

Code RefactoringData AnalysisData VisualizationMachine LearningMatplotlibPandas