ksgeist/Merrimack_DSE6630
May 2025 – Jun 2025
2 Months active
Languages Used
RCSVR Markdown
Technical Skills
Data AnalysisData CleaningData VisualizationData WranglingExploratory Data AnalysisR
guppy52
PROFILE
Guppy52
During two months on the ksgeist/Merrimack_DSE6630 repository, Guppy developed and refined end-to-end analytics workflows for biomedical and public health data, focusing on pneumonia readmission analysis and educational modules. Guppy established robust data pipelines in R and R Markdown, implementing data cleaning, imputation, standardization, and spatial analysis using Tidyverse. The work included integrating US Census datasets, preparing data for modeling, and enhancing reproducibility through project scaffolding and documentation. By iteratively improving analysis notebooks and educational content, Guppy enabled reproducible, benchmark-ready analytics and instructional demos, demonstrating depth in data preprocessing, statistical modeling, and technical writing without reported bugs during the period.
Overall Statistics
Feature vs Bugs
100%Features
Repository Contributions
26Total
Bugs
0
Commits
26
Features
6
Lines of code
12,256
Activity Months2
Your Network
17 peopleWork History
June 2025
19 Commits • 5 Features
Jun 1, 2025June 2025 monthly summary for ksgeist/Merrimack_DSE6630: Delivered foundational project scaffolding and data workflows for Biomedical & Clinical Informatics education, established data sources for spatial analyses, and expanded demonstrative materials to improve teaching impact and analytic readiness. The work enabled rapid prototyping of instructional demos, improved data quality, and reinforced reproducibility across the repository. A total of 20 commits across the month reflect steady progress and collaboration.
19 Commits • 5 Features
Jun 1, 2025June 2025 monthly summary for ksgeist/Merrimack_DSE6630: Delivered foundational project scaffolding and data workflows for Biomedical & Clinical Informatics education, established data sources for spatial analyses, and expanded demonstrative materials to improve teaching impact and analytic readiness. The work enabled rapid prototyping of instructional demos, improved data quality, and reinforced reproducibility across the repository. A total of 20 commits across the month reflect steady progress and collaboration.
June 2025
May 2025
7 Commits • 1 Features
May 1, 2025May 2025 monthly summary for ksgeist/Merrimack_DSE6630. Delivered end-to-end pneumonia readmission analysis capability via the Demo_1MG.Rmd notebook, including data loading, cleaning, cross-dataset standardization, handling of missing/non-applicable values, prep for categorical encoding, and the addition of benchmarking metrics. Iteratively refined the notebook and project setup to a production-ready state.
May 2025
7 Commits • 1 Features
May 1, 2025May 2025 monthly summary for ksgeist/Merrimack_DSE6630. Delivered end-to-end pneumonia readmission analysis capability via the Demo_1MG.Rmd notebook, including data loading, cleaning, cross-dataset standardization, handling of missing/non-applicable values, prep for categorical encoding, and the addition of benchmarking metrics. Iteratively refined the notebook and project setup to a production-ready state.
Activity
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Quality Metrics
Correctness81.4%
Maintainability81.4%
Architecture68.4%
Performance66.2%
AI Usage24.6%
Skills & Technologies
Programming Languages
CSVRR Markdown
Technical Skills
Data AnalysisData CleaningData ImputationData InterpretationData PreprocessingData ValidationData VisualizationData WranglingDocumentationExploratory Data AnalysisMachine LearningPublic Health AnalyticsRR MarkdownR Programming
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