Sample
pyint-95110e6ebfc5-I01
Remove comments and docstrings
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0 | 0–1; higher is more readable |
| Dorn | 0.845 | 0–1; higher is more readable |
| Mi | 0.606 | 0–1; higher is more readable |
| LLOC | 91 | Logical lines; fewer is more readable |
| DeepSeek V4 Pro | 17 | 0–20; mean of three runs |
| GPT-6.1 Sol | 17 | 0–20; mean of three runs |
| BTTF | 0.357 | 0–1; higher is more readable |
Views
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Source regions
Feature contributions
Feature contributions
| Feature | Value | Contribution (log-odds) |
|---|---|---|
| Halstead volumeHow much symbolic information the code contains. It combines the total number of operators and values with the number of distinct ones. | 5619.701 | −185.45 |
| Source linesThe number of non-empty source lines. | 152 | +60.8 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.141 | −6.212 |
Intercept 8.87 + feature contributions = -121.992 (log-odds).
Score = sigmoid(-121.992) = 0.
Feature contributions
| Feature | Value | Contribution (log-odds) |
|---|---|---|
| Indentation frequencyHow rapidly indentation changes from line to line. | 152 | +4.52 |
| Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code. | 153 | −4.381 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 151.729 | +1.711 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 0 | −0.804 |
| Number layout frequencyHow rapidly the number of numeric values per line changes through the code. | 1 | +0.398 |
| Identifier layout (horizontal)How rapidly the visual pattern of identifier characters changes from left to right. It measures spatial frequency, not the meaning of the names. | 83.915 | +0.111 |
| Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *. | 0.089 | +0.074 |
Intercept 0.07 + feature contributions = 1.699 (log-odds).
Score = sigmoid(1.699) = 0.845.
| Score | 0.606 |
|---|
| Score | 91 |
|---|
Run 1
The Config class is well-structured and readable. Each method has a single clear purpose, with flat nesting and concise logic. Type hints and docstring-like comments improve clarity. Minor issues: some sections rely on trailing comments (e.g., after try/except) that are slightly terse; error-handling repetition adds minor length but is acceptable. Overall, strong organization, natural reading flow, and clear intent make this highly readable.
Run 2
The code is highly readable with clear structure, minimal nesting, and explicit intent. Each method has a single responsibility and is logically organized. Nesting is shallow, with early returns and clear error handling. The code is concise but not overly compressed; each action is on its own line, promoting readability. Naming is descriptive, and type hints improve understandability. Comments are minimal but sufficient—section headers and inline explanations clarify complex parts without redundancy. The reading flow is natural, with helper methods ordered logically by functionality. Minor improvements could include more detailed docstrings for complex methods like from_prefixed_env, but overall the code is clean, maintainable, and easy to follow.
Run 3
The code is well-structured and readable. It uses clear method names, type hints, and consistent formatting. Nesting is minimal, with early returns and guard clauses improving flow. The logic for nested dict creation in from_prefixed_env is somewhat complex but well-commented. Code length is appropriate for the functionality, and each method has a single responsibility. Action granularity is generally one action per line, though some lines combine string formatting and assignment. Reading flow is natural, with related methods grouped. Minor deductions: some methods like from_object and from_prefixed_env have dense nested operations that require careful reading; placeholder comments are empty; and a few error-handling expressions mix logic and string construction. Overall, this is clean, maintainable configuration-handling code.
Run 1
Code Structure: Well-organized class with distinct methods for each configuration source and namespace extraction. Nesting: Generally shallow; nested environment-variable processing is the most complex section, but early continues keep it manageable. Clarity of intent: Descriptive method names and type annotations communicate purpose, though abbreviated variables such as rv, d, k, and v and missing docstrings obscure some details. Code length: Methods are concise overall, with modest duplication in file-loading error handling and unnecessary blank lines. Action granularity: Most lines perform one clear action; the combined read, compile, and exec expression is denser than the surrounding code. Reading flow: Consistent method patterns and straightforward control flow make the code easy to follow, although irregular whitespace and unexplained parsing fallback slightly interrupt comprehension.
Run 2
Code Structure: Well-organized class with focused methods for distinct configuration sources and namespace extraction. Nesting: Mostly shallow, with early returns and continue statements limiting indentation; nested environment-key handling is slightly more involved. Clarity of intent: Descriptive method names and type annotations communicate purpose, but absent docstrings, abbreviated variables such as rv and d, and unexplained broad exception suppression obscure some behavior. Code length: Methods are reasonably concise, though repeated file-loading error handling and excessive blank lines add minor clutter. Action granularity: Most lines perform one action; the combined read, compile, and exec expression is comparatively dense. Reading flow: Consistent method patterns and straightforward control flow make the class easy to follow, with minor interruptions from whitespace and undocumented conventions such as uppercase-only keys and double-underscore nesting.
Run 3
Code Structure: Well organized into focused methods for loading and filtering configuration, with minor duplication in file-error handling. Nesting: Mostly shallow; environment parsing has moderate nesting but uses early continuation effectively. Clarity of intent: Descriptive method names and type annotations make the purpose clear, though abbreviated variables (rv, d, k, v), missing docstrings, and unexplained double-underscore nesting conventions reduce clarity. Code length: Methods are concise and appropriately sized, but excessive blank lines add visual noise. Action granularity: Most lines perform one action; the combined read/compile/exec expression is denser than surrounding code. Reading flow: Generally natural and sequential, with consistent patterns across loaders; silent exception handling and dynamic execution require extra interpretation.