Sample
pyint-dcc9ec17347b-I13
Lower every eligible synchronous for loop to a while loop
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 a clear, logical structure with a single well-named class, HTTPBasicAuth, representing a single concept. Nesting is minimal, limited to the __eq__ method's 'all' list with a depth of two. The intent is unambiguous, clearly implementing HTTP Basic Authentication. Code length is concise; each method is short and focused. Action granularity is appropriate, with one primary action per line (e.g., setting Authorization header, returning request). The reading flow is natural, following a standard layout: imports, class definition, type hints, overloads, initializer, equality methods, and the main call logic. Minor deductions: the __eq__ method uses a list inside all() unnecessarily when a generator would be cleaner, and the overload definitions add some verbosity. Overall, idiomatic Python with excellent use of type hints and docstrings.
Run 3
The code is well-structured and highly readable. It uses type hints, overloads, and modern Python syntax (e.g., `bytes | str`) effectively. The class has a clear purpose and each method is concise with one action per line. The `__eq__` method is declarative but slightly less readable due to the use of `getattr` and a list inside `all()`. Import organization is standard, though some unused imports may be present (e.g., `hashlib`, `re`), which slightly reduces clarity. Overall, the code is clean, flat, and easy to follow.
Run 1
Code Structure: The class is logically organized, with attributes, constructor overloads, initialization, comparison methods, and request authentication clearly separated. Nesting: Minimal nesting makes the code easy to scan. Clarity of intent: The descriptive class name, docstring, and type annotations communicate its purpose, although AuthBase, PreparedRequest, and _basic_auth_str are not defined or imported in the excerpt. Code length: The implementation is concise, but numerous unused imports add clutter, and the all([...]) comparison is more verbose than a straightforward conjunction. Action granularity: Statements generally perform one action per line. Reading flow: Methods follow a natural progression, though sparse spacing around imports and overload declarations slightly reduces visual clarity.
Run 2
Code Structure: The class is logically organized into annotations, initialization, comparisons, and request authentication, although numerous unrelated imports distract from the focused implementation. Nesting: Methods are flat, with no deeply nested control flow. Clarity of intent: The docstring, method names, and type annotations clearly communicate HTTP Basic authentication behavior; undefined-in-snippet dependencies and the abbreviated parameter name 'r' slightly reduce clarity. Code length: The implementation is concise, though overload declarations and the list passed to all() add some visual overhead. Action granularity: Each statement performs a single clear action, with no compressed multi-action lines. Reading flow: Methods follow a natural progression, and whitespace separates responsibilities effectively; import clutter and tightly spaced overload declarations slightly interrupt the flow.
Run 3
Code Structure: The class is logically organized, separating initialization, equality checks, and request authentication, although numerous unused imports clutter the snippet. Nesting: Minimal nesting makes the methods easy to follow. Clarity of intent: The descriptive class name, docstring, method names, and type annotations communicate purpose clearly; externally defined AuthBase, PreparedRequest, and _basic_auth_str require additional context. Code length: The implementation is concise overall, though all() around a two-element list makes equality checking more verbose than necessary. Action granularity: Statements generally perform one action per line, with compact overload declarations remaining understandable. Reading flow: Methods follow a natural progression, but limited spacing around imports and overloads slightly reduces visual separation.