
Contributed to the ESMAP-World-Bank-Group/EPM repository by developing features that enhance data quality, visualization, and reporting for energy planning models. Built a data validation suite and planning notebooks for Rwanda, integrating Python and Pandas to streamline data cleaning and scenario analysis. Added interactive mapping with JavaScript and Leaflet.js, enabling visualization of marginal costs and infrastructure voltage levels. Authored technical documentation to clarify modeling approaches, supporting onboarding and reproducibility. Delivered an automated Excel summary export using Python scripting, improving reporting efficiency. Focused on code organization and maintainability, the work emphasized transparent workflows and reliable data pipelines without introducing high-severity bugs.
July 2025 monthly summary for EPM repository (ESMAP-World-Bank-Group/EPM): Delivered an automated Excel Summary Export feature for EPM simulations via a new post-processing function. Generated a summary Excel by updating specific sheets from a template, with the new function designed to be optional to minimize disruption to existing workflows.
July 2025 monthly summary for EPM repository (ESMAP-World-Bank-Group/EPM): Delivered an automated Excel Summary Export feature for EPM simulations via a new post-processing function. Generated a summary Excel by updating specific sheets from a template, with the new function designed to be optional to minimize disruption to existing workflows.
In May 2025, delivered GeoJSON data integration for interactive power infrastructure maps in the EPM DWLD documentation. Implemented population of maps with coordinate data and display property configurations to visualize voltage levels. Updated documentation and ensured repo alignment for stakeholder use.
In May 2025, delivered GeoJSON data integration for interactive power infrastructure maps in the EPM DWLD documentation. Implemented population of maps with coordinate data and display property configurations to visualize voltage levels. Updated documentation and ensured repo alignment for stakeholder use.
April 2025 monthly summary for EPM: Delivered documentation for the 'representative days' feature in capacity expansion models, detailing its necessity, selection methods, and an optimization-based approach. This work enhances modeling accuracy, reproducibility, and onboarding for the EPM team. The related commit notes the addition of a representative days note (f5cc596eb323cb1a17d71acb0d51ed087622a2e7).
April 2025 monthly summary for EPM: Delivered documentation for the 'representative days' feature in capacity expansion models, detailing its necessity, selection methods, and an optimization-based approach. This work enhances modeling accuracy, reproducibility, and onboarding for the EPM team. The related commit notes the addition of a representative days note (f5cc596eb323cb1a17d71acb0d51ed087622a2e7).
Month: 2025-03. This period delivered a set of focused features across the EPM repository that improve data quality, planning capabilities, and visualization of energy economics, driving reliability, transparency, and faster decision-making for Rwanda-focused analyses. Major bugs fixed: No high-severity bugs were reported this month. Notebook import issues and data formatting defects encountered during Rwanda notebook and data quality work were resolved as part of feature development, contributing to more stable pipelines and exports.
Month: 2025-03. This period delivered a set of focused features across the EPM repository that improve data quality, planning capabilities, and visualization of energy economics, driving reliability, transparency, and faster decision-making for Rwanda-focused analyses. Major bugs fixed: No high-severity bugs were reported this month. Notebook import issues and data formatting defects encountered during Rwanda notebook and data quality work were resolved as part of feature development, contributing to more stable pipelines and exports.

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