Sample
pyint-fb7313aa1651-I10
Deterministically remove some optional blank lines and bracketed line breaks
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0 | 0–1; higher is more readable |
| Dorn | 0.358 | 0–1; higher is more readable |
| Mi | 0.23 | 0–1; higher is more readable |
| LLOC | 38 | Logical lines; fewer is more readable |
| DeepSeek V4 Pro | 14.67 | 0–20; mean of three runs |
| GPT-6.1 Sol | 17 | 0–20; mean of three runs |
| BTTF | 0.61 | 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. | 94 | +37.6 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.608 | −6.912 |
Intercept 8.87 + feature contributions = -19.93 (log-odds).
Score = sigmoid(-19.93) = 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. | 95 | −2.327 |
| 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. | 112 | −1.079 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 111.989 | +1.002 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 93.85 | +0.902 |
| Indentation frequencyHow rapidly indentation changes from line to line. | 47 | +0.889 |
| Number layout frequencyHow rapidly the number of numeric values per line changes through the code. | 47 | −0.658 |
| Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *. | 0.033 | +0.618 |
Intercept 0.07 + feature contributions = -0.582 (log-odds).
Score = sigmoid(-0.582) = 0.358.
| Score | 0.23 |
|---|
| Score | 38 |
|---|
Run 1
The code has good structure with clear class-level attributes and docstrings, making its intent generally readable. However, several issues hamper readability: the import block mixes standard library and third-party imports without clear grouping; the `_prepare_response_obj` helper call is not shown, reducing clarity; the `response()` method includes deeply nested conditionals and a multiline string concatenation that interrupts reading flow. The final `return` statement spans multiple lines with awkward indentation, making it harder to parse. Action granularity is mostly one action per line, but the conditional branches and return construction could be flattened. Overall, the code is understandable but suffers from minor nesting, formatting inconsistencies, and missing context for helper methods.
Run 2
The code is generally well-structured and readable, with clear docstrings and a logical class organization. However, a few issues reduce clarity: the `default` attribute is referenced in the docstring but its definition is not shown in the snippet; the `response` method has a missing blank line before it (minor formatting issue) and its return statement is awkwardly line-broken; variable names like `s` and `obj` are terse but acceptable; `dump_args` is built via `setdefault` which slightly obscures intent. Nesting is flat, and most actions are one per line, aiding readability. Overall, it is clear and maintainable.
Run 3
The code is mostly readable with good structure, clear intent, and useful docstrings. However, the `response` method contains a multi-line return statement with awkward indentation and line breaks, harming readability. There is also inconsistent spacing between class attributes and methods. The `compact` attribute description is verbose and slightly confusing. The `dumps` and `loads` methods are concise and easy to follow, but the `response` method's return statement breaks the natural reading flow and could be split into simpler lines. Overall, the code is understandable but has minor formatting issues that reduce its readability.
Run 1
Code Structure: Well-organized class with configuration attributes followed by focused serialization, deserialization, and response methods. Nesting: Minimal; only a simple if/else controls formatting. Clarity of intent: Descriptive names, type annotations, and detailed docstrings explain behavior clearly, although JSONProvider, _default, and Response are not defined in the snippet. Code length: Implementation is concise, but extensive documentation and several unused imports add reading overhead. Action granularity: Statements generally perform one action each. Reading flow: Methods follow a natural progression, but the missing blank line before response and awkward spacing in the final return disrupt otherwise consistent formatting.
Run 2
Code Structure: The class logically groups configuration and serialization methods, though external definitions such as JSONProvider and _default are absent from the snippet. Nesting: Methods are flat, with only a single straightforward conditional. Clarity of intent: Descriptive names, type annotations, and detailed docstrings clearly explain behavior; the compact-mode condition requires some attention. Code length: Implementations are concise, although extensive documentation and unused imports make the snippet longer than necessary. Action granularity: Each statement performs one clear action, with no compressed multi-statement lines. Reading flow: Configuration followed by dumps, loads, and response creates a natural progression. Missing spacing between methods and awkward formatting of the final return interrupt otherwise consistent presentation.
Run 3
Code Structure: The class logically groups configuration, serialization, deserialization, and response generation, though several imports appear unused and referenced helpers are not shown. Nesting: Methods are flat, with only a simple if/else branch. Clarity of intent: Descriptive names, type annotations, and thorough docstrings clearly explain behavior; the compact/debug condition requires slight interpretation. Code length: Executable code is concise, although extensive documentation increases scanning effort. Action granularity: Each statement performs one clear action, with no compressed multi-statement lines. Reading flow: Configuration followed by methods creates a natural progression, but missing spacing between methods and awkward formatting of the final return interrupt readability.