Sample
pyint-afebac86b09b-I12
Inline all eligible single-use intermediate local variables
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0.882 | 0–1; higher is more readable |
| Dorn | 0.82 | 0–1; higher is more readable |
| Mi | 0.504 | 0–1; higher is more readable |
| LLOC | 19 | Logical lines; fewer is more readable |
| DeepSeek V4 Pro | 18.33 | 0–20; mean of three runs |
| GPT-6.1 Sol | 18.33 | 0–20; mean of three runs |
| BTTF | 0.727 | 0–1; higher is more readable |
Views
Loading feature diagnosis…
Source regions
Feature contributions
Feature contributions
| Feature | Value | Contribution (log-odds) |
|---|---|---|
| Source linesThe number of non-empty source lines. | 46 | +18.4 |
| Halstead volumeHow much symbolic information the code contains. It combines the total number of operators and values with the number of distinct ones. | 550.225 | −18.157 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.734 | −7.101 |
Intercept 8.87 + feature contributions = 2.011 (log-odds).
Score = sigmoid(2.011) = 0.882.
Feature contributions
| Feature | Value | Contribution (log-odds) |
|---|---|---|
| Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *. | 0.017 | +0.774 |
| Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code. | 47 | −0.628 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 86.83 | +0.597 |
| Number layout frequencyHow rapidly the number of numeric values per line changes through the code. | 1 | +0.398 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 45.886 | +0.232 |
| Indentation frequencyHow rapidly indentation changes from line to line. | 24 | +0.093 |
| 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 | −0.02 |
Intercept 0.07 + feature contributions = 1.515 (log-odds).
Score = sigmoid(1.515) = 0.82.
| Score | 0.504 |
|---|
| Score | 19 |
|---|
Run 1
The code is highly readable, with clear and logical structure. It imports modules explicitly, defines a response class with a single-focused purpose, and keeps nesting flat. The docstring clearly communicates the class's role and version changes. The `max_cookie_size` property is concise, with a natural reading flow: it first checks the app context, then falls back to the parent class. Variable and method names are descriptive, and type hints are used effectively. The code avoids unnecessary complexity and multiple actions per line, making it easy to follow and maintain.
Run 2
The code is highly readable with a clear class structure and logical organization. It uses flat nesting with minimal indentation, making it easy to follow. The intent is explicit through descriptive naming and comprehensive docstrings that explain the class purpose and version changes. Code length is concise for the functionality provided, avoiding unnecessary verbosity. Action granularity is appropriate, with each statement on its own line. Reading flow is natural, starting with imports, then class definition, attributes, and methods. The property method is straightforward with a clear conditional and early return, avoiding nesting. Type hints improve clarity. Overall, the code follows idiomatic Python and Flask conventions, maintaining high readability with only minor complexity from type ignore comments.
Run 3
The code is well-structured and highly readable. It follows clear logical organization with imports at the top, a single class definition, and a docstring explaining the class purpose. Nesting is minimal, with only one level inside the property method. Intent is clear: this defines a Flask Response class with HTML defaults and a read-only max_cookie_size property. Code length is concise and appropriate—no unnecessary verbosity. Action granularity is excellent, with one logical action per line. Reading flow is natural: class definition, docstring, attributes, then the property method. Small improvements could include adding a return type annotation to the property, but overall this is exemplary readable code.
Run 1
Code Structure: Imports, class configuration, and the property are logically organized. Nesting: A single conditional keeps the implementation shallow and easy to follow. Clarity of intent: Descriptive names, type annotations, docstrings, and the fallback comment clearly explain the response customization and configuration lookup. Code length: Executable code is concise, although the lengthy class docstring and version-history notes slightly slow scanning. Action granularity: Each statement performs one action, with no compound lines. Reading flow: The progression from imports to defaults to context-dependent behavior is natural; the early return makes the fallback clear. Minor readability drawbacks include limited spacing between import groups and documentation that outweighs the implementation.
Run 2
Code Structure: The Response subclass clearly groups default settings and a configuration-backed property, although several imports are unused in this snippet. Nesting: A single conditional keeps nesting minimal. Clarity of intent: Descriptive names, type annotations, docstrings, and the fallback comment clearly explain behavior; inherited functionality requires some Werkzeug context. Code length: Implementation is concise, but extensive documentation and version-history notes outweigh the executable code. Action granularity: Each statement performs one action, with no compressed or compound operations. Reading flow: Imports, class documentation, attributes, and property implementation follow a natural sequence. Limited spacing between import groups and the class slightly reduces visual organization.
Run 3
Code Structure: A logically organized response subclass separates class defaults from a single property, although several imports are unused in this snippet. Nesting: Minimal nesting, with one conditional and an early return. Clarity of intent: Descriptive names, type annotations, docstrings, and a fallback comment clearly explain behavior; inherited framework details require some external knowledge. Code length: The implementation is concise, but the lengthy class documentation and version-history notes outweigh the executable code. Action granularity: Each statement performs one action, with no compressed multi-action lines. Reading flow: Imports, documentation, defaults, and property implementation follow a natural order. Minor spacing improvements between imports and the class would enhance visual separation.