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Santiago Montes de Oca

PROFILE

Santiago Montes De Oca

Over a three-month period, contributed to the pcamarillor/O2025_ESI3914B repository by developing a suite of data engineering notebooks and utilities focused on big data processing, data cleaning, and real-time analytics. Leveraging Apache Spark, Python, and Jupyter Notebooks, implemented end-to-end pipelines for tasks such as deduplication, feature engineering, and structured streaming log analysis. Delivered hands-on labs covering data ingestion into Neo4j graph databases, operational alerting for server logs, and practical demonstrations of Spark SQL and RDD transformations. Enhanced repository documentation to support onboarding and collaboration, while maintaining traceability through detailed metadata and commit history. No bug fixes were recorded.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

14Total
Bugs
0
Commits
14
Features
9
Lines of code
3,641
Activity Months3

Work History

October 2025

3 Commits • 2 Features

Oct 1, 2025

October 2025 performance summary for repository pcamarillor/O2025_ESI3914B. Delivered end-to-end data ingestion and real-time monitoring enhancements through two notebooks, enabling practical hands-on experience with graph data and operational alerts. Established end-to-end data flow: Spark-based ingestion of IP data to a Neo4j graph with a verification query, and Structured Streaming for server logs with alerting. Added testing and traceability artifacts including a random log generator and updated notebook metadata.

September 2025

10 Commits • 6 Features

Sep 1, 2025

September 2025 performance summary for repository pcamarillor/O2025_ESI3914B. Focused on delivering hands-on data engineering notebooks and utilities that underscore data cleaning, transformation, and analytics capabilities across Spark and Python, while improving maintainability and documentation.

August 2025

1 Commits • 1 Features

Aug 1, 2025

August 2025: pcamarillor/O2025_ESI3914B focused on strengthening contributor onboarding and collaboration visibility through targeted documentation improvements. Delivered a new contributor introduction markdown file (santiago_mdeo.md) that clearly presents contributor identity, nickname origin, and collaboration norms within the repository. The change is recorded under commit 5278cd4bb6ede8158d90b0dc44569917d7fc2fd2, ensuring traceability. No code changes or bug fixes were implemented this month.

Activity

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Quality Metrics

Correctness82.8%
Maintainability81.4%
Architecture80.0%
Performance77.2%
AI Usage22.8%

Skills & Technologies

Programming Languages

JSONJupyter NotebookMarkdownPythonSQL

Technical Skills

Apache SparkBig Data ProcessingClass DesignData AnalysisData CleaningData EngineeringData ProcessingData TransformationDocumentationFeature EngineeringGraph DatabasesJupyter NotebookJupyter NotebooksLog AnalysisMethod Implementation

Repositories Contributed To

1 repo

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

pcamarillor/O2025_ESI3914B

Aug 2025 Oct 2025
3 Months active

Languages Used

MarkdownJSONJupyter NotebookPythonSQL

Technical Skills

DocumentationApache SparkBig Data ProcessingClass DesignData AnalysisData Cleaning