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guppy52

PROFILE

Guppy52

Developed and refined end-to-end biomedical data analysis workflows in the ksgeist/Merrimack_DSE6630 repository, focusing on pneumonia readmission and public health analytics. Built reproducible R Markdown notebooks that integrated data loading, cleaning, cross-dataset standardization, and benchmarking metrics, enabling robust exploratory and statistical analysis. Enhanced project scaffolding to support educational modules, spatial analysis using US Census CSV data, and rapid prototyping for instructional demos. Applied R, Tidyverse, and data visualization techniques to improve data quality, interpretation, and analytic readiness. Expanded documentation and technical writing to reinforce reproducibility, while iteratively improving project structure and analytic content for onboarding and decision-support use cases.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

26Total
Bugs
0
Commits
26
Features
6
Lines of code
12,256
Activity Months2

Work History

June 2025

19 Commits • 5 Features

Jun 1, 2025

June 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.

May 2025

7 Commits • 1 Features

May 1, 2025

May 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

Repositories Contributed To

1 repo

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

ksgeist/Merrimack_DSE6630

May 2025 Jun 2025
2 Months active

Languages Used

RCSVR Markdown

Technical Skills

Data AnalysisData CleaningData VisualizationData WranglingExploratory Data AnalysisR