Datasets:
| # Analysis Guidance for Expertise-Asymmetry Condition | |
| ## Recommended Analysis Tools | |
| - `cd /workspace && ruff check app/ 2>&1` — fast linter | |
| - `cd /workspace && pylint app/ 2>&1` — comprehensive linter with score | |
| - `find /workspace/app -name "*.py"` — list files | |
| ## Expected Findings (25 violations total) | |
| - ~8 violations in `app/processor.py` | |
| - ~8 violations in `app/helpers.py` | |
| - ~6 violations in `app/models.py` | |
| - ~3 violations in `app/compat.py` | |
| ## False Positives (Intentional Style — DO NOT FIX) | |
| - `app/processor.py`: `value > 1000` — PLR2004, intentional domain constant inline | |
| - `app/helpers.py`: `calculate_weighted_moving_average_with_decay` — C0103, public API naming exception | |
| - `app/compat.py`: bare `except:` — E722, Python 2/3 compat shim | |
| ## Key Distinction | |
| 22 of 25 violations need real fixes. 3 are intentional — identify them by context, then add appropriate `# noqa` or `# pylint: disable` comments ONLY for those 3. | |