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Amruth

PROFILE

Amruth

Over a three-month period, contributed to the BU-Spark/ds-bcc-liz-breadon-accountability repository by building geospatial analytics and data integration features using Python, Pandas, and Streamlit. Established foundational geolocation workflows in Jupyter Notebooks, enabling address mapping and routing capabilities. Developed a batch geocoding pipeline leveraging the US Census Geocoder API and integrated diverse datasets to support scalable analytics. Delivered an interactive Boston neighborhood violations map with dynamic tooltips, centralized access to combined datasets, and improved project structure for maintainability. Enhanced documentation and asset management, focusing on reproducibility and collaboration. The work emphasized code organization, data visualization, and robust geospatial data processing.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

16Total
Bugs
0
Commits
16
Features
6
Lines of code
134,890
Activity Months3

Work History

December 2024

13 Commits • 4 Features

Dec 1, 2024

December 2024 performance highlights for BU-Spark/ds-bcc-liz-breadon-accountability: Delivered user-facing analytics features and essential repo scaffolding that enhance data accessibility, reproducibility, and business value for accountability initiatives. Notable outcomes include an interactive Boston neighborhood violations map (choropleth) with tooltips showing top violation categories by neighborhood, a centralized link to the final combined dataset hosted on Google Sheets, and comprehensive project structure improvements to streamline data preparation and reporting. Documentation and asset management were updated to support reference materials and visual assets, improving maintainability and collaboration.

November 2024

2 Commits • 1 Features

Nov 1, 2024

Performance summary for 2024-11: Delivered a batch address geocoding workflow and supporting data assets, enabling scalable geocoding and data integration. No defects closed this month; however, introduced notebooks and assets to improve reliability and data readiness for analytics.

October 2024

1 Commits • 1 Features

Oct 1, 2024

Month: 2024-10 Key features delivered: - Geolocation groundwork for addresses in BU-Spark/ds-bcc-liz-breadon-accountability. Implemented a new Jupyter Notebook to support location-based features (mapping, routing, analytics). This is foundational work; no existing files were changed in this commit. Major bugs fixed: - No bugs fixed this month. Focus was on feature groundwork to enable downstream capabilities. Overall impact and accomplishments: - Establishes the geospatial foundation for the product, enabling location-aware analytics and mapping workflows. Sets the stage for scalable geolocation features and improved decision-making with geospatial data. Technologies/skills demonstrated: - Python, Jupyter Notebook, geolocation data processing, version control (Git), and repository contribution hygiene.

Activity

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Quality Metrics

Correctness83.8%
Maintainability83.8%
Architecture83.8%
Performance82.6%
AI Usage20.0%

Skills & Technologies

Programming Languages

CSVGeoJSONJupyter NotebookMarkdownPython

Technical Skills

API IntegrationCode OrganizationData AnalysisData ProcessingData VisualizationDocumentationFile ManagementFoliumGeoPandasGeocodingGeospatial AnalysisPandasProject ManagementRequestsStreamlit

Repositories Contributed To

1 repo

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

BU-Spark/ds-bcc-liz-breadon-accountability

Oct 2024 Dec 2024
3 Months active

Languages Used

Jupyter NotebookPythonCSVGeoJSONMarkdown

Technical Skills

Data AnalysisAPI IntegrationData ProcessingGeocodingPandasRequests