Sample
pyint-74f2850b1320-I13
Lower every eligible synchronous for loop to a while loop
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0 | 0–1; higher is more readable |
| Dorn | 0.874 | 0–1; higher is more readable |
| Mi | 0.266 | 0–1; higher is more readable |
| LLOC | 36 | Logical lines; fewer is more readable |
| DeepSeek V4 Pro | 16.33 | 0–20; mean of three runs |
| GPT-6.1 Sol | 17 | 0–20; mean of three runs |
| BTTF | 0.469 | 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. | 1919.799 | −63.353 |
| Source linesThe number of non-empty source lines. | 84 | +33.6 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.73 | −7.096 |
Intercept 8.87 + feature contributions = -27.979 (log-odds).
Score = sigmoid(-27.979) = 0.
Feature contributions
| Feature | Value | Contribution (log-odds) |
|---|---|---|
| Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code. | 85 | −1.973 |
| Indentation frequencyHow rapidly indentation changes from line to line. | 61 | +1.373 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 83.862 | +0.762 |
| Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *. | 0.041 | +0.547 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 77.165 | +0.441 |
| 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. | 78.976 | +0.32 |
Intercept 0.07 + feature contributions = 1.938 (log-odds).
Score = sigmoid(1.938) = 0.874.
| Score | 0.266 |
|---|
| Score | 36 |
|---|
Run 1
The code is generally readable and well-organized. The class has a clear purpose, the docstring is helpful, and the method logic is logically structured. The assertion statement, however, is somewhat complex and hard to parse, reducing clarity. Nesting is minimal, and most code is at the method level. The `__init__` method contains a few multi-step operations (e.g., building the base URL and path) that are reasonably concise but could be slightly clearer with helper methods. Action granularity is mostly one action per line, but the assertion and URL-building lines bundle multiple operations, slightly reducing readability. Reading flow is natural overall, with imports and method ordering following common patterns.
Run 2
The code is well-structured and readable. The class has a clear purpose, inheriting from werkzeug's EnvironBuilder and adding Flask-specific configuration. The __init__ method is logically organized with clear conditional blocks for URL construction. Docstrings are thorough and helpful. Type hints improve clarity. The assert statement is somewhat complex but includes an explanatory message. Variable names are descriptive. The json_dumps method is concise and delegates properly. Minor readability concerns include the multi-condition assert being slightly dense and the base_url f-string spanning multiple lines with mixed string concatenation, which could be simplified. Overall, the code maintains flat nesting, one logical action per line, and follows a natural reading flow.
Run 3
The code is generally well-structured and readable, with good separation of concerns and docstrings. However, it is docked points for over-nesting and multi-action lines. The conditional logic in the constructor is nested three levels deep, making the flow harder to follow. Lines like `assert not (base_url or subdomain or url_scheme) or ...` combine several boolean checks into one expression, reducing clarity. Similarly, the URL construction line packs multiple actions (checking scheme, netloc, app_root lstrip) into a single f-string. The class itself is cohesive, and the `json_dumps` method is clear and concise, but the constructor complexity is a readability hurdle. The use of type hints and consistent formatting improves clarity. Overall, it scores above average due to good naming and docstring quality, but loses points for unnecessary nesting and compact expressions.
Run 1
Code Structure: Well organized into a focused class with initialization and JSON serialization clearly separated; several unused imports add clutter. Nesting: Shallow conditionals keep the control flow easy to follow. Clarity of intent: Descriptive names, type annotations, and detailed docstrings explain the purpose, but the compound assertion is unnecessarily difficult to parse, and Flask is not imported in the snippet. Code length: The implementation is concise; documentation is useful but lengthy relative to the logic. Action granularity: Most lines perform one clear action, with sensible multiline formatting for signatures and URL construction. Reading flow: Configuration lookup, URL assembly, and superclass initialization follow a natural sequence, although the initial assertion interrupts that flow.
Run 2
Code Structure: Well organized into a focused class with initialization and serialization methods, although several imports appear unused in this snippet. Nesting: Shallow conditional nesting keeps control flow easy to follow. Clarity of intent: Descriptive names, type annotations, and detailed documentation explain application-derived URL defaults; however, the compound assertion is difficult to parse, and Flask is not imported in the excerpt. Code length: Implementation is reasonably concise, though the documentation and import list occupy substantial space. Action granularity: Statements generally perform one action per line, with sensible multiline formatting for signatures and expressions. Reading flow: Configuration lookup, URL construction, and superclass initialization follow a natural sequence; the dense validation expression briefly interrupts that flow.
Run 3
Code Structure: Logically organized into a focused class with initialization and serialization methods, although numerous unused imports add clutter. Nesting: Shallow, with straightforward conditionals inside one main branch. Clarity of intent: Descriptive names, type annotations, and documentation explain the purpose well; the compound assertion is harder to interpret than a direct conditional. Code length: Implementation is reasonably concise, though the extensive docstring and unused imports increase reading overhead. Action granularity: Statements generally perform one action per line, with multiline expressions formatted clearly. Reading flow: Configuration lookup, URL construction, and superclass initialization follow a natural sequence. The dense assertion and Flask annotation without a visible import slightly interrupt comprehension.