Metrics Overview

MetricValue
Total Lines Added16,914
Total Lines Deleted12,651
Net Code Size4,263
Analysis Period2021-11-17 to 2024-12-24
Total Days with Activity126

Top 10 Bulk Changes (by Total Lines Modified)

DateChangesTop Contributor(s)
2022-08-17+861 / -1024 (1885)Cedric Kulbach, Lucas Cazzonelli
2024-08-06+738 / -943 (1681)Lucas Cazzonelli
2021-11-17+1426 / -6 (1432)Cedric Kulbach
2022-07-07+757 / -636 (1393)Lucas Cazzonelli, Cedric Kulbach (combined)
2022-07-22+834 / -432 (1266)Lucas Cazzonelli
2022-08-04+466 / -727 (1193)Cedric Kulbach
2022-11-18+641 / -326 (967)Cedric Kulbach
2021-12-02+816 / -91 (907)Lucas Cazzonelli
2024-07-26+703 / -194 (897)Lucas Cazzonelli, Cedric Kulbach
2022-02-09+351 / -501 (852)Cedric Kulbach

Consolidated Key Contributors

ContributorTotal CommitsLines InsertedLines DeletedFiles ChangedTotal Lines Modified
Cedric Kulbach297 (275+22)9,984 (8,809+1,175)8,535 (7,915+620)178 (139+39)18,519 (16,724+1,795)
Lucas Cazzonelli87 (85+2)6,930 (6,917+13)4,116 (4,083+33)77 (75+2)11,046 (11,000+46)

Detailed Bulk Commit Activity

v0.1.x Initial Development

1. 2021-11-17

  • Total Lines Changed: +1426 / -6
  • Top Contributor: Cedric Kulbach
  • Commits:
    • Hash: 8e22c40, Author: Cedric Kulbach
    • Hash: 05b0f53, Author: Cedric Kulbach
      • Original Message: Refactor setup.py
      • Guessed Type: refactor
      • Changes: +2 / -6
  • Insights:
    • Large initial code drop and a quick setup script refactor.

2. 2021-12-02

  • Total Lines Changed: +816 / -91
  • Top Contributor: Lucas Cazzonelli
  • Commits:
    • Hash: cd3acc8, Author: Lucas Cazzonelli
      • Original Message: -added datasets
      • Guessed Type: feat
      • Changes: +2 / -0
    • Hash: c3c252e, Author: Lucas Cazzonelli
  • Insights:
    • Focus on new datasets, indicating feature expansion.

3. 2022-02-09

4. 2022-07-07

5. 2022-07-22

6. 2022-08-04

  • Total Lines Changed: +466 / -727
  • Top Contributor: Cedric Kulbach
  • Commits (sampling 23 total):
    • Hash: d7d77d5, Author: Cedric Kulbach
      • Original Message: Refactor examples
      • Guessed Type: refactor
      • Changes: +28 / -52
    • Hash: 794be6f, Author: Cedric Kulbach
  • Insights:
    • Significant line removal from dropping datasets or old code.

7. 2022-08-17

8. 2022-11-18

v0.2.x Reorganization and Modularization

9. 2024-07-26

  • Total Lines Changed: +703 / -194
  • Contributors: Lucas Cazzonelli, Cedric Kulbach
  • Commits (sampling 13 total):
  • Insights:
    • 새로운 기능이 생기면서, 오랜만에 큰 변화가 생기었음
    • Emphasis on layer adaptation features and compile scripts.

10. 2024-08-06

  • Total Lines Changed: +738 / -943
  • Top Contributor: Lucas Cazzonelli
  • Commits (2 total):
  • Insights:
    • Large removal of code combined with a new feature for multi-estimator compliance.

Overall Observations & Insights

1. Size and Complexity Over Time

  • Net code size increased by 4,263 lines, reflecting new features.
  • Frequent large removals indicate regular cleanup and reorganizations.
  • Growing complexity managed by modular refactors and reorganized architecture.

2. Architecture, Design, and Functionality Evolution

  • Many “refactor” and “merge” commits show an iterative approach to code structure.
  • Splitting monolithic Python files into multiple submodules improved maintainability.
  • Automated style checks (flake8, black) and docstring expansions enhanced quality.

3. Factors Influencing Changes

  • New features (e.g., layer adaptation, multi-estimator compliance) drove big commits.
  • Parallel development branches culminated in merge commits with broad code overhauls.
  • Continuous improvements in documentation, testing, and CI practices guided refactors.

Conclusion

  • After merging contributor identities (e.g., “kulbach” with Cedric Kulbach, “LCa95” with Lucas Cazzonelli), the project effectively has two primary authors driving most changes.
  • Major spikes in activity often introduce or refine crucial functionalities (e.g., autoencoders, rolling estimators, layer expansion) while re-architecting the codebase for better modularity.
  • Overall, the repository exhibits healthy growth: strong net additions, recurring cleanups, and a structured evolution aligned with increasing feature depth and code quality.