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Twinkle

PROFILE

Twinkle

Developed and delivered an end-to-end Gun Violence Data Pipeline for the INST767-Sp25 repository, focusing on scalable ingestion, transformation, and storage of firearm incident data from multiple sources. Migrated the ingestion process to modular Google Cloud Functions and Pub/Sub, enabling reliable, cloud-native data flows and removing legacy code to reduce technical debt. Leveraged Python, SQL, and BigQuery for data engineering and analysis tasks, while enhancing public API documentation, sample analytical queries, and IAM role guidance. Updated the README and technical notes to improve developer onboarding and project adoption, ensuring production readiness for researchers and policy stakeholders working with gun violence data.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

6Total
Bugs
0
Commits
6
Features
2
Lines of code
95,769
Activity Months1

Work History

May 2025

6 Commits • 2 Features

May 1, 2025

May 2025: Delivered a robust end-to-end Gun Violence Data Pipeline and enhanced project documentation for INST767-Sp25, focusing on reliability, scalability, and developer accessibility. Key outcomes include migrating ingestion to modular Google Cloud Functions and Pub/Sub, storing transformed data in BigQuery, and removing legacy ingest.py as part of a refactor. Also improved public API docs, sample analytical queries, IAM role guidance, and README for better developer experience and adoption.

Activity

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Quality Metrics

Correctness88.4%
Maintainability90.0%
Architecture88.4%
Performance86.8%
AI Usage20.0%

Skills & Technologies

Programming Languages

CSVGeoJSONJSONMarkdownPythonSQL

Technical Skills

API IntegrationBigQueryCloud FunctionsCloud StorageData AnalysisData EngineeringData IngestionData WarehousingDocumentationETLFile HandlingGoogle Cloud PlatformJupyter NotebookPandasPub/Sub

Repositories Contributed To

1 repo

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

Prof-Drake-UMD/INST767-Sp25

May 2025 May 2025
1 Month active

Languages Used

CSVGeoJSONJSONMarkdownPythonSQL

Technical Skills

API IntegrationBigQueryCloud FunctionsCloud StorageData AnalysisData Engineering