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Exceeds
Thomas MA

PROFILE

Thomas Ma

Overall Statistics

Feature vs Bugs

75%Features

Repository Contributions

8Total
Bugs
1
Commits
8
Features
3
Lines of code
61,959
Activity Months3

Work History

December 2025

1 Commits

Dec 1, 2025

December 2025 — Quant_RUC monthly summary: No new features or code changes delivered this month. Focus was on milestone readiness and repository hygiene for end-of-term evaluation. A non-functional placeholder commit was recorded to preserve the audit trail and align with evaluation milestones. No critical bugs fixed in this period. Overall, the month maintained stability and prepared the project for the upcoming cycle.

October 2025

5 Commits • 2 Features

Oct 1, 2025

In Oct 2025, Quant_RUC delivered end-to-end real estate analytics capabilities and asset organization improvements. Delivered two main features: Real Estate Data Analysis and Housing Price Prediction pipeline (web scraping, descriptive statistics, linear and nonlinear regression modeling; data preprocessing, feature extraction, model training; notebook visualizations) and Artifact Handling and Documentation Update (upload HW2.zip, improved project organization). Key commits include f801410f9822cac29cfbf6fbef2f2dbf4305ab22; 12d6013f4742bfa87cf0e44107dbdbcbad2a08fb; 9d4e702631f82b102db8b589cefc5b1653140937; 2fbe5c628affd80684573f4c65e755614f5c385c; 069a4e79f112aafdb262b8791cc803a0a200a259. No major bugs reported this month; minor pipeline tweaks as needed. Overall impact: enhanced data-driven decision making for real estate insights, improved asset tracking and documentation, and strengthened reproducibility. Technologies/skills demonstrated: Python data science stack (web scraping, descriptive statistics, regression modeling, feature engineering), model training, notebook-based visualizations, data preprocessing, version control and documentation.

September 2025

2 Commits • 1 Features

Sep 1, 2025

September 2025: Established the foundation for Quant-of-Renmin-University/Quant_RUC with initial repository scaffolding to support rapid feature development and clean onboarding. This work creates a stable baseline for future engineering efforts and stakeholder reviews. Highlights include the creation of a placeholder README and an initial asset image to define project scope and branding, enabling early reviews and consistent contribution guidelines.

Activity

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Quality Metrics

Correctness92.6%
Maintainability92.6%
Architecture90.0%
Performance87.6%
AI Usage25.0%

Skills & Technologies

Programming Languages

Jupyter NotebookMarkdownPython

Technical Skills

Data AnalysisData CleaningData VisualizationJupyter NotebookMatplotlibNumPyPandasPythonRegression AnalysisSeabornSeleniumStatistical ModelingStatsmodelsWeb Scrapingdata analysis

Repositories Contributed To

1 repo

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

Quant-of-Renmin-University/Quant_RUC

Sep 2025 Dec 2025
3 Months active

Languages Used

Jupyter NotebookMarkdownPython

Technical Skills

Data AnalysisData CleaningData VisualizationJupyter NotebookMatplotlibNumPy

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