Sample
pyint-57b33ec7bedb-I10
Deterministically remove some optional blank lines and bracketed line breaks
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0 | 0–1; higher is more readable |
| Dorn | 0.38 | 0–1; higher is more readable |
| Mi | 0.268 | 0–1; higher is more readable |
| LLOC | 37 | Logical lines; fewer is more readable |
| DeepSeek V4 Pro | 15 | 0–20; mean of three runs |
| GPT-6.1 Sol | 17 | 0–20; mean of three runs |
| BTTF | 0.575 | 0–1; higher is more readable |
Views
Loading feature diagnosis…
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. | 1995.387 | −65.848 |
| Source linesThe number of non-empty source lines. | 88 | +35.2 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.593 | −6.89 |
Intercept 8.87 + feature contributions = -28.667 (log-odds).
Score = sigmoid(-28.667) = 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. | 87 | −2.044 |
| 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. | 109.921 | −0.991 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 109.978 | +0.97 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 87.784 | +0.817 |
| Indentation frequencyHow rapidly indentation changes from line to line. | 44 | +0.785 |
| Number layout frequencyHow rapidly the number of numeric values per line changes through the code. | 44 | −0.589 |
| Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *. | 0.046 | +0.493 |
Intercept 0.07 + feature contributions = -0.489 (log-odds).
Score = sigmoid(-0.489) = 0.38.
| Score | 0.268 |
|---|
| Score | 37 |
|---|
Run 1
The code is generally clear and follows reasonable naming conventions, with docstrings explaining intent. However, readability is hampered by inconsistent spacing between methods and classes, and some method signatures are awkwardly formatted (e.g., _prepare_response_obj). The class docstring is informative but long. Nesting is minimal, and actions are mostly one per line. Structure is logical but could benefit from more whitespace separation. Overall, it is readable but not exceptionally polished.
Run 2
The code is generally well-structured with clear class-level organization and docstrings, but has readability issues. There's inconsistent spacing between methods and imports, making it harder to scan. The `_prepare_response_obj` method signature is unnecessarily broken across lines and has awkward indentation. Some methods are missing blank lines between the docstring and implementation (e.g., `dump`, `loads`, `load`), while others have them, creating inconsistent visual rhythm. The reading flow is disrupted by the file operation methods being duplicated (dump/load vs dumps/loads) without clear grouping. Nesting is flat and action granularity is acceptable, but the line length in the class docstring is excessive. The code is concise for its purpose but would benefit from more consistent PEP 8 formatting and better visual separation between methods.
Run 3
The code is generally well-structured and readable. It uses clear method names, docstrings, and type hints, which aid clarity of intent. However, some methods (e.g., `_prepare_response_obj`) have a long, awkwardly formatted signature, and the parameter lists are sometimes overly verbose. The nesting is shallow but the code is verbose due to many small methods and long docstrings, which slightly hurts conciseness. Action granularity is mostly good, but the multi-line `if` condition and the signature formatting disrupt reading flow. Overall, it is maintainable but could be tightened for better readability.
Run 1
Code Structure: Methods are logically grouped within a cohesive JSON provider abstraction, although inconsistent blank lines weaken visual separation. Nesting: Flat methods and early returns make control flow easy to follow. Clarity of intent: Descriptive names, type annotations, and detailed docstrings clearly explain serialization and response behavior; undefined App and Response references slightly reduce standalone clarity. Code length: Implementations are concise, though documentation accounts for much of the snippet and several imports appear unused. Action granularity: Statements generally perform one clear action per line, with straightforward composition in file and response helpers. Reading flow: The progression from serialization to file handling and response generation is natural, but the unusually spaced _prepare_response_obj signature and cramped boundaries between some methods interrupt readability.
Run 2
Code Structure: Logically organized around a JSON provider, with separate serialization, file I/O, argument preparation, and response methods. Nesting: Shallow conditionals and early returns keep control flow easy to follow. Clarity of intent: Descriptive method names, type annotations, and detailed docstrings clearly explain behavior, although App and Response are not defined or imported in the snippet. Code length: Implementations are concise; documentation is extensive but useful. Action granularity: Statements generally perform one clear action per line, with straightforward composition in file and response operations. Reading flow: Methods follow a natural progression from serialization to response construction, but inconsistent blank lines and excessive spacing in the _prepare_response_obj signature interrupt scanning.
Run 3
Code Structure: Methods are logically grouped in a cohesive JSON provider class, with argument preparation separated into a helper. Nesting: Shallow conditionals and early returns keep control flow simple. Clarity of intent: Descriptive method names, type annotations, and detailed docstrings clearly communicate behavior; unexplained App and Response types and unused imports slightly distract. Code length: Implementations are concise, although documentation dominates this short excerpt. Action granularity: Each statement performs a focused operation, with straightforward serialization and file handling. Reading flow: Methods progress naturally from serialization to deserialization and response creation, but inconsistent blank lines and excessive spacing in the helper signature interrupt scanning.