Sample
pyint-ba2069702f1a-I13
Lower every eligible synchronous for loop to a while loop
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0 | 0–1; higher is more readable |
| Dorn | 0.54 | 0–1; higher is more readable |
| Mi | 0.224 | 0–1; higher is more readable |
| LLOC | 38 | Logical lines; fewer is more readable |
| DeepSeek V4 Pro | 17 | 0–20; mean of three runs |
| GPT-6.1 Sol | 18 | 0–20; mean of three runs |
| BTTF | 0.646 | 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. | 1802.659 | −59.488 |
| Source linesThe number of non-empty source lines. | 102 | +40.8 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.61 | −6.915 |
Intercept 8.87 + feature contributions = -16.733 (log-odds).
Score = sigmoid(-16.733) = 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. | 103 | −2.611 |
| Indentation frequencyHow rapidly indentation changes from line to line. | 52 | +1.061 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 101.838 | +1.014 |
| Number layout frequencyHow rapidly the number of numeric values per line changes through the code. | 52 | −0.772 |
| Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *. | 0.033 | +0.618 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 78.184 | +0.457 |
| 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. | 78.951 | +0.321 |
Intercept 0.07 + feature contributions = 0.159 (log-odds).
Score = sigmoid(0.159) = 0.54.
| Score | 0.224 |
|---|
| Score | 38 |
|---|
Run 1
The code demonstrates clear, organized structure with a single, well-defined class and coherent grouping of attributes and methods. Documentation strings thoroughly explain intent, reducing ambiguity. Nesting is minimal, with only one conditional in the response method, keeping logic flat and readable. Action granularity is appropriate: most lines perform a single operation, especially in dumps and response. The response method is slightly dense but still clear. Overall reading flow is natural, moving from setup (attributes) to core methods. Length is appropriate for the functionality, avoiding unnecessary verbosity.
Run 2
The code is highly readable with clear structure and organization. It defines a single class with well-documented attributes and methods, each separated logically. The docstrings clearly explain purpose and behavior. Nesting is minimal — the deepest logic is a simple if/else in the response method. Intent is unambiguous due to descriptive method names and comprehensive documentation. Length is appropriate; no method feels bloated. Action granularity is good, with one primary action per line, though a few lines like the f-string wrapping in response() combine multiple steps. The reading flow is natural, moving from class-level config, to serialization, deserialization, and then response generation. Minor deductions: the long class docstring may be excessive for simple consumers, and the conditional in response() could be slightly clearer with a helper method, but overall the code is clean and maintainable.
Run 3
The code is highly readable with consistent structure, clear docstrings, and flat nesting. Class-level attributes with documentation make configuration discoverable. The dumps/loads methods are concise and focused, with sensible kwarg passthrough. The response method has mild branching (compact vs pretty) but remains clear. Minor points: the _prepare_response_obj helper reduces complexity but is not shown; the mix of dataclass, datetime, and UUID imports suggests potential length, though not problematic. Overall, intent is explicit, flow is natural, and granularity is appropriate.
Run 1
Code Structure: Well-organized class with configuration attributes followed by focused serialization, deserialization, and response methods. Nesting: Shallow, with only one straightforward conditional. Clarity of intent: Descriptive names, type annotations, and thorough docstrings make behavior clear; undefined external dependencies such as JSONProvider and _default limit standalone understanding. Code length: Implementation is concise, although extensive documentation and imports unused in this snippet add visual length. Action granularity: Statements generally perform one action each; the final response expression combines serialization and response construction but remains readable. Reading flow: Natural progression from configuration to operations, with consistent formatting. The compact/debug condition requires slightly more attention than the surrounding code.
Run 2
Code Structure: Configuration attributes and focused serialization methods are logically organized within one class. Nesting: Methods remain flat, with only a single if/else branch. Clarity of intent: Descriptive names, type annotations, and thorough docstrings clearly explain behavior, although JSONProvider, _default, Response, and inherited helpers are not defined in this excerpt. Code length: Implementation is concise; extensive documentation adds length but is useful, while several unused imports introduce minor clutter. Action granularity: Each statement performs one clear operation, and the multiline response construction is easy to follow. Reading flow: The progression from configuration to serialization, deserialization, and response generation is natural. Minor readability costs include the compound compact/debug condition and using setdefault on an initially empty dictionary where direct assignment would be simpler.
Run 3
Code Structure: Configuration attributes and focused serialization methods are logically organized. Nesting: Control flow is shallow, with only one straightforward if/else. Clarity of intent: Descriptive names, type annotations, and detailed docstrings clearly explain behavior; externally defined JSONProvider, _default, and Response reduce standalone clarity. Code length: Executable code is concise, although extensive documentation and several unused imports make the snippet longer than necessary. Action granularity: Each statement performs a single clear action, without compressed multi-operation lines. Reading flow: The progression from configuration to dumps, loads, and response is natural. The compact/debug condition requires some careful reading but remains manageable.