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2233admin / machine-learning-for-trading

pythonmain4592d5b109.0K linessynced 1mo ago

Code health

8.3out of 10Excellent

This codebase scores 8.3 out of 10 on defect risk, which we rate excellent. It also scores maintainability 8.1 and static performance risk 9.8 out of 10. The three are scored separately and never blended into one number. The files you change most are the weak spot: 1 of 355 files are git hotspots, and they average 5.8.

Full health report →
Score validation2/207.1× baselineOf the 20 lowest-health files, 2 were bug-fixed in the last 6 months — 7.1× the 1% baselineDead code86exportsUnused exports that nothing in the graph reaches
Lines of code
109.0K
Files
355
Symbols
7,147
Modules
75
Languages
6

Recent activity

All commits →

Commits

No commits indexed yet.

Decisions

  • Categorical cyclers for axes.prop_cycle. The print track pairs GRAY_CYCLER with LINESTYLE_CYCLER…proposed · 1mo ago
  • Font (prefer DM Sans, fallback to system sans)proposed · 1mo ago
  • Test mode: redirect to temp directory (prevents overwriting production data)proposed · 1mo ago
  • Legacy: single feature set, join directlyproposed · 1mo ago
  • Filter out constant entity columns (e.g. instrument_id='straddle_30d_atm') that break…proposed · 1mo ago
  • Continuous-return label that classification predictions are scored against. None for regression…proposed · 1mo ago

Needs attention

494 open
  • medium severity. ProposedCategorical cyclers for `axes.prop_cycle`. The print track pairs GRAY_CYCLER with LINESTYLE_CYCLER…Auto-proposed decision awaiting review
  • medium severity. ProposedFont (prefer DM Sans, fallback to system sans)Auto-proposed decision awaiting review
  • medium severity. ProposedTest mode: redirect to temp directory (prevents overwriting production data)Auto-proposed decision awaiting review
  • medium severity. ProposedLegacy: single feature set, join directlyAuto-proposed decision awaiting review
  • medium severity. ProposedFilter out constant entity columns (e.g. instrument_id='straddle_30d_atm') that break…Auto-proposed decision awaiting review

Where the risk concentrates

All 1 hotspots →

Ranked by prior bug fixes and change frequency, mined from full git history rather than from the code alone.

FileChurnPrior fixesMaintainersCommits 90d
download_all.pydata99.6th21bus factor 13

Composition

Open the graph →
python 79%markdown 12%yaml 7%toml 1%dockerfile 1%Other 0%

Explore this codebase

  • Docs0 pages across 75 modules→
  • ChatAsk this codebase a question and get an answer with its sources→
  • Files355 files with per-file docs, health and history→
  • ArchitectureDependency graph, layers, and 0 entry points→
  • Code healthPer-file scores, 1,356 open findings, coverage and refactoring targets→
  • Knowledge graphEntities, communities, and the paths between them→
  • Change couplingFiles that keep changing together, mined from commit history→
  • CommitsChange-risk ranked history with agent provenance→
  • ContributorsBus factor, per-file maintainers, and the human/agent split→
  • StatsSize class, origin, lifetime churn, rhythm and records→
  • CostsWhat indexing this snapshot cost, by model and by run→