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Esteban Munoz

PROFILE

Esteban Munoz

During March 2025, Binrock906 developed foundational data science tooling for the mauricioantelis/TC1002S repository, focusing on reproducibility and auditability. They introduced a student activity log to track notebook usage and student progress, supporting transparent auditing. Binrock906 also delivered a comprehensive suite of Jupyter Notebooks for data management, visualization, and machine learning, utilizing Python, Pandas, Seaborn, and Scikit-learn. These notebooks covered workflows such as Iris classification and K-means clustering, as well as data analysis for multiple datasets. Their work established end-to-end, scalable workflows that improved collaboration, enabled basic analytics, and enhanced the repository’s readiness for educational and collaborative use.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

7Total
Bugs
0
Commits
7
Features
3
Lines of code
15,526
Activity Months1

Work History

March 2025

7 Commits • 3 Features

Mar 1, 2025

March 2025 (2025-03) — Delivered foundational data science tooling and auditing capabilities for mauricioantelis/TC1002S. Implemented an initial student activity log to enable auditing of notebook usage and student progress, and released a comprehensive Iris and Data Science Notebook Suite covering data management with Pandas, data visualization with seaborn/matplotlib, Iris classification with scikit-learn, and K-means clustering. Added Data Analysis Notebooks for multiple datasets (cartwheel, iris, digits) to enable loading, inspection, and basic analytics. These contributions establish reproducible, audit-friendly workflows and accelerate learning outcomes while improving collaboration and scalability across datasets.

Activity

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Quality Metrics

Correctness98.6%
Maintainability97.2%
Architecture97.2%
Performance97.2%
AI Usage20.0%

Skills & Technologies

Programming Languages

Jupyter NotebookPython

Technical Skills

Data AnalysisData ManagementData PreprocessingData ScienceData VisualizationJupyter NotebookJupyter NotebooksMachine LearningMatplotlibNumPyPandasPythonScikit-learnSeaborn

Repositories Contributed To

1 repo

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

mauricioantelis/TC1002S

Mar 2025 Mar 2025
1 Month active

Languages Used

Jupyter NotebookPython

Technical Skills

Data AnalysisData ManagementData PreprocessingData ScienceData VisualizationJupyter Notebook

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