Sample
pyint-df5bfbb14f73-I12
Inline all eligible single-use intermediate local variables
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0 | 0–1; higher is more readable |
| Dorn | 0.678 | 0–1; higher is more readable |
| Mi | 0.565 | 0–1; higher is more readable |
| LLOC | 31 | Logical lines; fewer is more readable |
| DeepSeek V4 Pro | 17 | 0–20; mean of three runs |
| GPT-6.1 Sol | 17 | 0–20; mean of three runs |
| BTTF | 0.58 | 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. | 1423.286 | −46.968 |
| Source linesThe number of non-empty source lines. | 43 | +17.2 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.628 | −6.942 |
Intercept 8.87 + feature contributions = -27.841 (log-odds).
Score = sigmoid(-27.841) = 0.
Feature contributions
| Feature | Value | Contribution (log-odds) |
|---|---|---|
| Indentation frequencyHow rapidly indentation changes from line to line. | 43 | +0.75 |
| Number layout frequencyHow rapidly the number of numeric values per line changes through the code. | 43 | −0.566 |
| Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code. | 44 | −0.522 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 82 | +0.519 |
| 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. | 81.955 | +0.194 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 42.831 | +0.189 |
| Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *. | 0.086 | +0.108 |
Intercept 0.07 + feature contributions = 0.742 (log-odds).
Score = sigmoid(0.742) = 0.678.
| Score | 0.565 |
|---|
| Score | 31 |
|---|
Run 1
The code is well-structured and highly readable. It has a clear class definition with a single responsibility (HTTP Basic Auth), no unnecessary nesting, and type hints that improve clarity. Each method is concise and focused on one action. The reading flow is natural, with imports, class definition, overloaded constructors, equality methods, and the main __call__ method in logical order. Minor deductions: the __eq__ method uses an unnecessary list inside all(), and the __ne__ method could be omitted in Python 3. The overloaded constructor with ellipsis bodies may add slight complexity for readers unfamiliar with typing overloads. Overall, this is clean, maintainable code that clearly expresses its intent.
Run 2
The code is highly readable. It has clear structure with logical class organization, minimal nesting, and explicit type hints that clarify intent. The class name and docstring make purpose immediately obvious. The `__eq__` method is concise but slightly unusual in using `all([...])` with a list instead of direct boolean operators; while functional, direct comparison would be more idiomatic. The `__ne__` and `__call__` methods are straightforward. The `@overload` decorators add clarity for type checkers. Import statements are organized and purposeful. Overall the code is concise, each method does one thing, and the reading flow is natural.
Run 3
The code is clean and highly readable. Imports are organized, class structure is logical, and type hints improve clarity. The overloaded constructor and equality method are concise and straightforward. The `__call__` method performs a single clear action per line. Minor deductions: the equality method uses an unnecessary nested list with `all()`, and `__ne__` is redundant in Python 3. Otherwise the structure is flat, intent is explicit, and reading flow is natural.
Run 1
Code Structure: The class is logically organized into initialization, comparison, and request authentication methods, though many imports are unused in this excerpt. Nesting: Minimal nesting makes the code easy to scan. Clarity of intent: The class name, docstring, method names, and type annotations clearly communicate its purpose; externally defined AuthBase, PreparedRequest, and _basic_auth_str require additional context. Code length: Mostly concise, although overload declarations and the all-based equality check add some verbosity. Action granularity: Each statement performs a focused action, with no crowded multi-action lines. Reading flow: Methods follow a natural progression, but tightly spaced imports and overload definitions slightly reduce visual separation.
Run 2
Code Structure: The class is logically organized, with annotations, constructor overloads, initialization, comparisons, and request authentication grouped naturally. Nesting: Methods are shallow, with only a small nested expression in __eq__. Clarity of intent: The class name, docstring, type hints, and Authorization assignment clearly convey its purpose; the short parameter name r is less descriptive. Code length: The implementation is concise, but numerous imports are unused in this snippet, and all([...]) makes a simple comparison unnecessarily elaborate. Action granularity: Statements generally perform one action per line, making behavior easy to follow. Reading flow: Method order is natural, although compressed spacing around imports and overloads slightly reduces visual separation. AuthBase, PreparedRequest, and _basic_auth_str are not defined or imported in the excerpt, so understanding their roles requires external context.
Run 3
Code Structure: The class is logically organized into type declarations, initialization, comparisons, and request modification, though numerous unrelated imports add clutter. Nesting: Methods are shallow, with no deeply nested control flow. Clarity of intent: The docstring, descriptive attribute names, and type annotations clearly communicate Basic Authentication behavior; however, AuthBase, PreparedRequest, and _basic_auth_str are not defined or imported in the snippet. Code length: The implementation is concise overall, but constructing a list for all() makes the equality check more verbose than a direct conjunction. Action granularity: Statements generally perform one action per line; compact overload declarations remain understandable. Reading flow: Method ordering is natural and consistent, although missing separation between imports and unused imports slightly distract from the class.