Sample
pyint-2a111e7f467d-I01
Remove comments and docstrings
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0 | 0–1; higher is more readable |
| Dorn | 0.22 | 0–1; higher is more readable |
| Mi | 0.411 | 0–1; higher is more readable |
| LLOC | 31 | 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 | 0.525 | 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. | 1923.903 | −63.489 |
| Source linesThe number of non-empty source lines. | 50 | +20 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.567 | −6.85 |
Intercept 8.87 + feature contributions = -41.469 (log-odds).
Score = sigmoid(-41.469) = 0.
Feature contributions
| Feature | Value | Contribution (log-odds) |
|---|---|---|
| Indentation frequencyHow rapidly indentation changes from line to line. | 50 | +0.992 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 0 | −0.804 |
| Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code. | 51 | −0.769 |
| Number layout frequencyHow rapidly the number of numeric values per line changes through the code. | 50 | −0.727 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 49.876 | +0.287 |
| Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *. | 0.123 | −0.254 |
| 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. | 87.98 | −0.061 |
Intercept 0.07 + feature contributions = -1.266 (log-odds).
Score = sigmoid(-1.266) = 0.22.
| Score | 0.411 |
|---|
| Score | 31 |
|---|
Run 1
The code is generally well-structured and readable. It uses clear imports, type hints, and docstrings. Methods have single responsibilities (dumps, dump, loads, load, response), and the _prepare_response_obj helper cleanly separates argument validation from response creation. Nesting is minimal with no deep indentation. The reading flow is natural, with related methods grouped together. Minor deductions: the duplicated NotImplementedError methods could be abstract methods, and some blank lines feel excessive. The _prepare_response_obj method has multiple conditional returns that could be slightly clearer with comments or restructuring, but the logic remains followable. Overall, the code is clean, purposeful, and easy to understand.
Run 2
The code demonstrates strong readability. Structure is logical, with related methods grouped and helpers separated. Nesting is minimal, with clear early returns in _prepare_response_obj. Intent is mostly clear: type hints, docstring placeholders, and method naming (dumps/loads/response) follow common JSON provider patterns. Code length is concise, avoiding unnecessary verbosity. Each method performs a single responsibility with clean delegation (dump delegates to dumps; load to loads). Reading flow is natural, moving from serialization to deserialization to response preparation. Minor deductions: empty method bodies with only NotImplementedError lack explanatory docstrings, and _prepare_response_obj's final line (return args or kwargs) is slightly terse, though the preceding validation makes it understandable. Overall this is highly maintainable Python code.
Run 3
The code is generally readable with clear class structure and logical organization. Each method has a single responsibility, and type hints improve clarity. Nesting is minimal, with only one level in the conditional checks. However, the score is reduced because two methods raise NotImplementedError without explanatory docstrings, making the abstract intent ambiguous. The `_prepare_response_obj` method has multiple return paths and slightly dense conditionals that interrupt reading flow. Action granularity is mostly good, but some lines combine logic and comments are sparse. Overall, the code is understandable but could benefit from additional documentation and minor refactoring for smoother flow.
Run 1
Code Structure: Methods are logically organized around serialization, deserialization, and response creation, with shared argument handling extracted into a helper. Nesting: Flat control flow and early returns make the code easy to scan. Clarity of intent: Descriptive method names and type annotations convey purpose, although missing documentation leaves argument semantics and subclass expectations implicit; App and Response are not defined in the snippet. Code length: The implementation is concise, but unused imports and excessive blank lines add clutter. Action granularity: Each statement performs a focused action, with no compressed multi-statement lines. Reading flow: Serialization and deserialization pairs lead naturally into response preparation and construction, though inconsistent whitespace interrupts the otherwise clear flow.
Run 2
Code Structure: Methods are logically organized around serialization, file operations, and response creation, with argument normalization separated into a helper. Nesting: Flat control flow and early returns make the code easy to follow. Clarity of intent: Descriptive method names and type annotations communicate purpose, but absent documentation, unexplained App and Response types, and unused imports reduce clarity. Code length: The implementation is concise, although unnecessary imports and empty whitespace add clutter. Action granularity: Statements generally perform one action per line; nested calls in the file and response methods remain straightforward. Reading flow: The progression from basic operations to response handling is natural, but excessive blank lines within methods interrupt the visual flow.
Run 3
Code Structure: Methods are logically organized around serialization, file operations, and response creation, with argument handling isolated in a helper. Nesting: Flat control flow and early returns make branching easy to follow. Clarity of intent: Descriptive names and type annotations communicate purpose, although missing documentation and undefined App and Response types in the snippet reduce context. Code length: The implementation is concise, but unused imports and excessive blank lines add clutter. Action granularity: Statements generally perform one clear action; short composed calls remain readable. Reading flow: Related methods are grouped naturally, and response construction follows argument preparation cleanly. Overall, the code is highly readable with minor contextual and formatting shortcomings.