Sample
pyint-57e80663d14a-SRC
Unmodified source class
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 | 16.67 | 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 well-structured with clear class-level configuration attributes and concise methods. Each method has a focused purpose (dumps, loads, response) and maintains flat nesting with minimal indentation. The docstrings are thorough but not excessive, clearly explaining intent and parameters. Action granularity is appropriate - each line performs a distinct logical operation. The response method has a slightly complex conditional for determining compact vs pretty printing, but remains readable due to clear variable naming and comments. Type hints improve clarity. The code length is appropriate, avoiding unnecessary verbosity while providing enough context. Reading flow is natural, starting with defaults and moving to core serialization methods, with a clean separation between configuration and behavior. Minor room for improvement: the response method could use a named flag for the formatting decision instead of an inline conditional.
Run 3
The code is well-structured and readable due to clear class organization, informative docstrings, and type hints. The methods `dumps`, `loads`, and `response` have distinct roles, and each line focuses on one action, aiding readability. However, minor issues prevent a higher score: the nested conditional in `response` is slightly complex, and the `dumps` method uses multiple `setdefault` calls that could be refactored into a single kwargs update. The `response` method also mixes formatting logic with response construction, which could be separated for clarity. Overall, the code is maintainable and clearly intended but has small areas where structure and flow could be simplified.
Run 1
Code Structure: Clearly organized into configuration attributes and focused serialization, deserialization, and response methods. Nesting: Minimal, with only a straightforward if/else branch. Clarity of intent: Descriptive names, type annotations, and thorough docstrings explain behavior well; externally defined JSONProvider, _default, and Response slightly limit standalone understanding. Code length: Implementation is concise, although extensive documentation and several unused imports add visual bulk. Action granularity: Most lines perform one clear action; the final response construction combines serialization and formatting but remains readable. Reading flow: Natural progression from defaults to basic operations and response generation, with consistent formatting. The compact/debug condition requires a little extra attention but is manageable.
Run 2
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 thorough docstrings clearly explain behavior; however, JSONProvider, _default, and Response are not defined in the snippet, leaving some context implicit. Code length: Executable code is concise, although extensive documentation and several unused imports make the excerpt longer than necessary. Action granularity: Each statement performs one clear operation, and the multiline return is easy to follow. Reading flow: The progression from configuration to dumps, loads, and response is natural. Minor distractions include redundant setdefault calls on a newly created dictionary and a moderately dense compact/debug condition.
Run 3
Code Structure: Configuration attributes and focused serialization, deserialization, and response methods are logically organized. Nesting: Control flow is shallow, with only one simple if/else branch. Clarity of intent: Descriptive names, type annotations, and thorough docstrings explain behavior well, although JSONProvider, _default, and Response are not defined or imported in the snippet, requiring external context. Code length: Implementation is concise; documentation accounts for most of the length and is useful, though somewhat verbose. Action granularity: Each statement performs a single clear action, and the multiline response construction remains easy to follow. Reading flow: The progression from configuration to basic JSON operations to response formatting is natural. Minor distractions include unused imports and the compound compact/debug condition, which takes slightly more effort to parse.