Sample
pyint-001c7dde90a8-I13
Lower every eligible synchronous for loop to a while loop
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0 | 0–1; higher is more readable |
| Dorn | 0.004 | 0–1; higher is more readable |
| Mi | 0.561 | 0–1; higher is more readable |
| LLOC | 220 | Logical lines; fewer is more readable |
| DeepSeek V4 Pro | 16 | 0–20; mean of three runs |
| GPT-6.1 Sol | 15 | 0–20; mean of three runs |
| BTTF | 0.565 | 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. | 14501.617 | −478.553 |
| Source linesThe number of non-empty source lines. | 533 | +213.2 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.42 | −6.63 |
Intercept 8.87 + feature contributions = -263.113 (log-odds).
Score = sigmoid(-263.113) = 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. | 534 | −17.871 |
| Indentation frequencyHow rapidly indentation changes from line to line. | 402 | +13.168 |
| Number layout frequencyHow rapidly the number of numeric values per line changes through the code. | 402 | −8.804 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 532.97 | +7.04 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 97.968 | +0.776 |
| Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *. | 0.044 | +0.511 |
| 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. | 97.972 | −0.484 |
Intercept 0.07 + feature contributions = -5.594 (log-odds).
Score = sigmoid(-5.594) = 0.004.
| Score | 0.561 |
|---|
| Score | 220 |
|---|
Run 1
The code is highly readable with clear class structure, well-organized imports, and logical method grouping. The Response class follows standard Python conventions with comprehensive docstrings. Nesting is generally shallow, though the `iter_content` method has some depth in its error handling. Intent is clear throughout—each method has a focused purpose and explanatory comments where needed. Code length is appropriate for the functionality, though some repetition exists (e.g., similar docstrings in `__bool__` and `__nonzero__`). Action granularity is mostly one-action-per-line with occasional multi-purpose lines. Reading flow is natural and follows a logical progression from initialization through properties to methods. Minor issues: unusual `__import__('builtins')` calls in `__setstate__` and `links` instead of direct builtin usage slightly hinder readability, and certain type-checking comments add noise without contributing significantly to clarity.
Run 2
The code is generally readable but has notable issues. Structure is logical with clear class organization and type hints. However, the imports section is excessively long, and some methods like __setstate__ and links use awkward manual iterator loops with __import__('builtins') instead of standard Python syntax, which hurts clarity and flow. Nesting is mostly flat, though iter_content has multiple indentation levels. Action granularity is good—one action per line in most cases. Intent is clear for most methods due to good docstrings, but some logic (like apparent_encoding fallback and content property edge cases) could be clearer. The code length is justified for a Response class but some methods are verbose. Overall, it maintains professional standards but has inconsistent patterns that reduce readability.
Run 3
The code is generally well-structured and readable, with clear type hints, docstrings, and logical organization. The Response class methods are appropriately separated, and most actions are one per line. However, readability is hampered by a few issues: the __setstate__ and links methods use an unusual manual iterator pattern with __import__('builtins') instead of standard Python loops, disrupting the natural reading flow. Some methods (e.g., iter_content, text, json) have moderately deep nesting and complex conditional logic that require careful reading. The extensive imports and long docstrings add length but are arguably necessary for a library of this size. Overall, it maintains good clarity of intent despite minor inconsistencies in style and a few convoluted implementations.
Run 1
Code Structure: Well-organized Response class with focused methods and properties, although the extensive import block adds clutter. Nesting: Generally moderate, but streaming, JSON decoding, and manual iterator loops introduce deeper control flow. Clarity of intent: Descriptive method names, type annotations, and detailed documentation explain most behavior; content-state sentinels and dynamic builtins imports are less intuitive. Code length: Mostly justified by functionality, but repeated docstrings, verbose comments, overloads, and unnecessarily expanded iteration increase reading effort. Action granularity: Statements generally perform one action per line, making operations easy to follow. Reading flow: Consistent formatting and logical method boundaries support navigation, but explicit iter/next/StopIteration loops in __setstate__ and links interrupt otherwise idiomatic Python. Standard for loops would substantially improve these sections.
Run 2
Code Structure: Well-organized class with focused methods and properties, though numerous unrelated imports add clutter. Nesting: Generally moderate; streaming and JSON decoding introduce deeper but understandable branches, while manually expanded iterator loops add avoidable nesting. Clarity of intent: Descriptive method names, type annotations, and extensive documentation clarify behavior. However, dynamic builtins imports, generic iterator names, sentinel-based content state, and type-ignore annotations complicate interpretation. Code length: Mostly justified by functionality and documentation, but duplicated boolean-method docstrings and verbose replacements for ordinary for loops are unnecessarily long. Action granularity: Statements generally perform one action per line, with no dense multi-statement lines. Reading flow: Consistent formatting and logical progression from initialization to response access and cleanup support navigation. Flow is disrupted by nonidiomatic iteration in __setstate__ and links, lengthy import lists, and complex streaming state transitions.
Run 3
Code Structure: Well-organized class with focused methods and properties, although the extensive import block includes unrelated dependencies. Nesting: Mostly shallow, with moderate nesting in streaming, JSON decoding, and link parsing. Clarity of intent: Descriptive method names, annotations, and documentation explain behavior well; unusual dynamic builtins imports, generic iterator names, and mixed content sentinel states obscure some details. Code length: Generally justified by functionality, but repeated documentation, overloads, and manually expanded iterator loops add verbosity. Action granularity: Statements usually perform one action per line, making individual operations easy to follow. Reading flow: Method boundaries and comments support natural reading, but nonidiomatic while/try/StopIteration loops disrupt otherwise conventional Python flow. Overall, readable and well-documented, with localized complexity and avoidable verbosity.