Sample
pyint-82f810058f55-I01
Remove comments and docstrings
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0.007 | 0–1; higher is more readable |
| Dorn | 0.826 | 0–1; higher is more readable |
| Mi | 0.559 | 0–1; higher is more readable |
| LLOC | 17 | Logical lines; fewer is more readable |
| DeepSeek V4 Pro | 14.67 | 0–20; mean of three runs |
| GPT-6.1 Sol | 16.67 | 0–20; mean of three runs |
| BTTF | 0.684 | 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. | 533.397 | −17.602 |
| Source linesThe number of non-empty source lines. | 27 | +10.8 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.636 | −6.954 |
Intercept 8.87 + feature contributions = -4.887 (log-odds).
Score = sigmoid(-4.887) = 0.007.
Feature contributions
| Feature | Value | Contribution (log-odds) |
|---|---|---|
| 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. | 58.893 | +1.171 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 0 | −0.804 |
| Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *. | 0.044 | +0.517 |
| Number layout frequencyHow rapidly the number of numeric values per line changes through the code. | 1 | +0.398 |
| Indentation frequencyHow rapidly indentation changes from line to line. | 27 | +0.197 |
| Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code. | 28 | +0.045 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 26.817 | −0.035 |
Intercept 0.07 + feature contributions = 1.558 (log-odds).
Score = sigmoid(1.558) = 0.826.
| Score | 0.559 |
|---|
| Score | 17 |
|---|
Run 1
The code is generally readable due to its simple class structure, type hints, and descriptive naming, but it suffers from inconsistent formatting and unnecessary blank lines. The inheritance from Werkzeug's Response is clear, and properties are logically ordered. However, the excessive vertical whitespace between the property definition and its body (three blank lines) disrupts reading flow, and the indentation of the return statements is inconsistent. The `json_module` and `autocorrect_location_header` attributes are understandable but lack immediate context. Overall, the structure is sound, but formatting inconsistencies and minor verbosity reduce clarity.
Run 2
The code is generally readable but has some issues. The imports and class definition are clear, though the blank spacing is inconsistent (extra blank lines after class declaration and before method). The docstring is missing, which hurts clarity of intent. The method has good flat structure with minimal nesting, but the conditional return could be clearer. Action granularity is good - one action per line. Naming is clear for max_cookie_size and the config key. The use of type hints and future annotations shows good practice. However, the inconsistent whitespace and lack of explanatory comments for the config value or the autocorrect_location_header flag reduce readability. Overall, it's comprehensible but could benefit from minor cleanup and documentation to reach higher readability.
Run 3
The code is generally readable and well-structured. It uses type hints, clear imports, and logical class organization. The nesting is minimal, action granularity is appropriate, and intent is mostly clear. However, there are minor issues: excessive blank lines disrupt reading flow, the `max_cookie_size` property logic could be clearer (e.g., a comment explaining the fallback), and the `if current_app:` check is somewhat implicit about what `current_app` being falsy means. These slightly reduce clarity and flow but do not significantly harm readability.
Run 1
Code Structure: The class is logically organized, with configuration attributes followed by a property, although several imports are unused. Nesting: A single conditional keeps nesting shallow. Clarity of intent: Descriptive names and type annotations make the cookie-size lookup and superclass fallback clear. Code length: The implementation is concise, but excessive blank lines and unused imports add clutter. Action granularity: Each statement performs one action, making individual operations easy to follow. Reading flow: The flow from class defaults to application configuration and then fallback is natural; inconsistent whitespace slightly disrupts visual readability.
Run 2
Code Structure: The Response subclass logically groups configuration attributes and a related property, but unused imports add clutter. Nesting: A single conditional keeps the code flat and easy to follow. Clarity of intent: Descriptive names make the cookie-size configuration lookup and fallback clear, though the class-level settings lack context. Code length: The implementation is concise, but excessive blank lines and unnecessary imports reduce compactness. Action granularity: Each statement performs one clear action. Reading flow: The property naturally checks application configuration before falling back to the superclass, but inconsistent whitespace and spacing between imports and the class interrupt an otherwise straightforward flow.
Run 3
Code Structure: The imports, class attributes, and property are logically organized, though several imports appear unused. Nesting: A single conditional keeps the method shallow and easy to follow. Clarity of intent: Descriptive names make the response configuration and cookie-size override understandable, although the application-context check requires framework knowledge. Code length: The implementation is concise, but excessive blank lines and trailing whitespace add visual clutter. Action granularity: Each statement performs one action, with no compressed or compound operations. Reading flow: The property naturally checks application configuration before falling back to the superclass; inconsistent spacing slightly disrupts an otherwise straightforward flow.