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# EA4: Code Quality — Fix Lint Violations
## Goal
A Python application has code quality issues. Fix ruff and pylint violations to meet the
quality targets, while preserving three intentional style choices documented below.
## Quality Commands
```
ruff check app/ 2>&1
pylint app/ 2>&1
```
## Quality Targets
- `ruff check app/` reports **0 errors**
- `pylint app/` score **≥ 9.0/10**
## Application Modules
- `app/processor.py` — data processing: item processing, batch transformation, aggregation
- `app/helpers.py` — utilities: data filtering, statistical computation, validation, routing
- `app/models.py` — data model classes: `DataRecord`, `DataCollection`
- `app/compat.py` — Python 2/3 compatibility shim
## Intentional Style Choices (DO NOT CHANGE)
Three patterns in the codebase are intentional and must be preserved. Ruff/pylint will flag
them — they should be suppressed with appropriate `# noqa:` comments rather than refactored.
### Business Domain Constant
A numeric comparison in `app/processor.py` that implements a specific business threshold.
The team has explicitly decided to keep this threshold visible inline rather than extracting
it to a named constant — the inline value makes the business rule immediately readable.
This triggers a **PLR2004** (magic value) violation — suppress with `# noqa: PLR2004`.
### Statistical Function Name
A long descriptive function name in `app/helpers.py` used for a public statistical API.
The full name is required for mathematical clarity and API discoverability in the statistical
analysis pipeline. This triggers a naming length violation — preserve the name as-is.
### Compatibility Broad Exception
A bare `except:` clause in `app/compat.py` inside a Python 2/3 compatibility shim. This
function must catch ALL exceptions to work correctly across both Python versions. Narrowing
the exception type would break Python 2 compatibility. The `# noqa: E722` suppression is
already present — do not remove it or change the except clause.
## Deliverables
- 0 ruff violations (using `# noqa:` suppressions for the 3 intentional patterns)
- pylint score ≥ 9.0/10
- The 3 intentional patterns remain functionally unchanged