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Andrew Howe

PROFILE

Andrew Howe

Over six months, contributed to OpenwaterHealth/OpenLIFU-python by building and refining backend systems for medical imaging workflows. Developed features such as robust DICOM-to-NIfTI conversion, database-backed user management, and protocol access control, emphasizing data integrity and security. Applied Python, YAML, and static typing to improve serialization, enforce type safety, and streamline data modeling. Enhanced maintainability through code refactoring, expanded unit testing, and improved documentation. Integrated context management for safer database operations and introduced structured handling for materials and segmentation methods. These efforts reduced manual intervention, improved reliability, and established a scalable foundation for future enhancements in imaging data pipelines.

Overall Statistics

Feature vs Bugs

88%Features

Repository Contributions

55Total
Bugs
2
Commits
55
Features
14
Lines of code
3,045
Activity Months6

Your Network

11 people

Shared Repositories

11

Work History

November 2025

6 Commits • 2 Features

Nov 1, 2025

November 2025: OpenLIFU-python delivered a robust DICOM-to-NIfTI workflow and improved resource safety, strengthening medical imaging data processing and maintainability. Key features include detection and conversion of DICOM to NIfTI with accurate affine handling, LPS-to-RAS conversions, and automatic integration in the write flow, complemented by expanded test coverage and a dedicated util module for conversion logic. In addition, database resource allocation was refactored to use context management, reducing risks and pylint warnings. Overall, the month delivered tangible business value by streamlining imaging data pipelines, improving reliability, and reducing manual intervention.

May 2025

9 Commits • 3 Features

May 1, 2025

Month 2025-05: Delivered core stability improvements and test coverage for OpenLIFU-python, focusing on material handling and segmentation workflows, plus updated repository metadata stats. Key improvements include cleaning Material model, enforcing robust SegmentationMethod.from_dict/to_dict with type safety and nested Material handling, and refreshing db_dvc statistics to reflect repository changes. These changes improve reliability, reduce maintenance burden, and provide clearer instrumentation for governance.

April 2025

15 Commits • 2 Features

Apr 1, 2025

April 2025 monthly summary for OpenwaterHealth/OpenLIFU-python: Delivered security-conscious protocol access control, robust serialization, and code-quality improvements with expanded test coverage. Implementations focused on enabling proper role-based access in Protocol objects, ensuring consistent serialization to/from dictionaries, and strengthening constraints handling. Resulted in improved data integrity, reduced risk of misconfiguration, and a maintainable foundation for future enhancements in protocol analysis tooling. Overall impact: enhanced security posture, more reliable protocol handling, and higher confidence in serialized data flows across components. The work aligns with business goals of safer, auditable configuration management and faster, safer feature delivery.

March 2025

8 Commits • 3 Features

Mar 1, 2025

March 2025 was anchored by significant improvements in typing/maintainability, targeted import fixes, data-layer enhancements, and documentation improvements for OpenLIFU-python. These changes strengthen reliability, accelerate future development, and enable downstream workflows in mesh generation.

February 2025

14 Commits • 2 Features

Feb 1, 2025

February 2025 — OpenLIFU-python monthly summary: Implemented robust, database-backed user management and a comprehensive User data model, establishing a secure foundation for authentication, RBAC, and scalable user administration. Delivered two primary features with accompanying tests and refactors, fixed key testing infrastructure issues, and set up a maintainable initialization pattern for the database. This work enhances reliability, auditability, and onboarding velocity, while showcasing strong Python design, testing, and DB integration skills.

January 2025

3 Commits • 2 Features

Jan 1, 2025

Monthly performance summary for 2025-01 focusing on OpenLIFU-python enhancements delivering data integrity, safer protocol management, and expanded test coverage. Highlights include timestamp standardization, synchronized date fields, and a protocol deletion capability with robust edge-case handling and tests.

Activity

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Quality Metrics

Correctness91.8%
Maintainability92.6%
Architecture85.8%
Performance82.4%
AI Usage20.0%

Skills & Technologies

Programming Languages

DVCPythonRSTYAML

Technical Skills

API DesignBackend DevelopmentClass DesignClass MethodsCode DocumentationCode OrganizationCode Quality ImprovementCode RefactoringCodebase ManagementData AnalysisData ClassesData ManagementData ModelingData SerializationData Structures

Repositories Contributed To

1 repo

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

OpenwaterHealth/OpenLIFU-python

Jan 2025 Nov 2025
6 Months active

Languages Used

PythonDVCRSTYAML

Technical Skills

Backend DevelopmentData ModelingDatabase ManagementFile System OperationsPythonRefactoring