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guillemette7

PROFILE

Guillemette7

Nicolas Guillemette developed and enhanced energy modeling capabilities for the Houjio/HarmoniQ repository, focusing on solar, nuclear, and thermal production analytics. He designed and integrated modules for solar energy production, including cost and CO2 emissions calculations, leveraging Python, pandas, and pvlib for data processing and simulation. His work included expanding data models, refining calculation logic, and implementing robust validation and visualization features such as heatmaps and trend plots. By consolidating multi-year, multi-plant scenarios and improving code maintainability through refactoring and schema enhancements, Nicolas delivered scalable, data-driven tools that support accurate forecasting and environmental impact assessment for energy infrastructure planning.

Overall Statistics

Feature vs Bugs

93%Features

Repository Contributions

58Total
Bugs
1
Commits
58
Features
14
Lines of code
66,796
Activity Months4

Work History

April 2025

18 Commits • 5 Features

Apr 1, 2025

April 2025 performance summary for Houjio/HarmoniQ focused on delivering scalable solar and nuclear analytics, expanding multi-year horizon capabilities, and strengthening data quality and visualization to support business decisions.

March 2025

16 Commits • 5 Features

Mar 1, 2025

March 2025 performance highlights for Houjio/HarmoniQ: Delivered end-to-end energy modeling enhancements across nuclear, thermal, and solar domains, expanded data ingestion pipelines and schemas, and strengthened testing assets. Business value delivered includes more accurate production forecasts, richer weekly planning visuals, and robust validation datasets enabling higher confidence in model-driven decisions.

February 2025

16 Commits • 2 Features

Feb 1, 2025

February 2025 — Houjio/HarmoniQ: Delivered major feature enhancements and refactors to energy production estimation with a focus on accuracy, scalability, and maintainability. Key items include: 1) Solar energy calculation module refinements and enhancements: removed altitude dependency, added residential solar energy production estimation, introduced power-to-surface and surface-to-power utilities, multi-plant support, clarified parameter naming, added performance timing, and incorporated regional population weighting for accurate solar yield estimation. 2) Nuclear power production estimation: added annual nuclear production calculation with maintenance windows, hourly production data integration, and weekly trend visualization. 3) Code cleanup and maintainability improvements: removed deprecated functions (e.g., residential_solar_energy), updated naming conventions and population dictionaries, adjusted coordinates, and introduced a performance timer. 4) Business impact: improved accuracy of solar yield estimates, scalability for multi-plant planning, and the ability to perform trend-based forecasting for better decision making.

January 2025

8 Commits • 2 Features

Jan 1, 2025

January 2025 monthly summary for Houjio/HarmoniQ: Delivered a complete Solar Energy Production Module integrated into the Solaire package, enabling end-to-end solar production modeling. The feature includes dependency setup, project scaffolding, calculations using pvlib, data fetching, visualization, and seamless integration into the solaire module. In addition, repository hygiene improvements were completed with a new .gitignore to prevent common build artifacts from being tracked. A targeted refactor of the production calculation code was performed, including renaming fct_production_solaire.py to calculs_production_solaire.py and updating related invocation points to align naming and API usage. pyproject.toml was updated to reflect new dependencies and packaging considerations. These efforts advance production-readiness, improve maintainability, and reinforce data-driven decision support for solar production analytics.

Activity

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Quality Metrics

Correctness82.0%
Maintainability82.8%
Architecture79.0%
Performance71.6%
AI Usage20.8%

Skills & Technologies

Programming Languages

C++CSVGit ConfigurationPythonSQLTOML

Technical Skills

API DesignAPI DevelopmentBackend DevelopmentC++Code RefactoringData AnalysisData EngineeringData ManagementData ModelingData ProcessingData VisualizationDatabase DesignDatabase ManagementDatabase Schema DesignDependency Management

Repositories Contributed To

1 repo

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

Houjio/HarmoniQ

Jan 2025 Apr 2025
4 Months active

Languages Used

Git ConfigurationPythonTOMLC++CSVSQL

Technical Skills

Backend DevelopmentData AnalysisData VisualizationDependency ManagementFull Stack DevelopmentPV System Simulation

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