Sample
pyint-7bc8567541c9-I01
Remove comments and docstrings
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0 | 0–1; higher is more readable |
| Dorn | 0.312 | 0–1; higher is more readable |
| Mi | 0.763 | 0–1; higher is more readable |
| LLOC | 33 | 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 | 0.308 | 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. | 1807.429 | −59.645 |
| Source linesThe number of non-empty source lines. | 59 | +23.6 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.273 | −6.41 |
Intercept 8.87 + feature contributions = -33.585 (log-odds).
Score = sigmoid(-33.585) = 0.
Feature contributions
| Feature | Value | Contribution (log-odds) |
|---|---|---|
| Indentation frequencyHow rapidly indentation changes from line to line. | 59 | +1.304 |
| Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code. | 59 | −1.053 |
| Number layout frequencyHow rapidly the number of numeric values per line changes through the code. | 59 | −0.933 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 0 | −0.804 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 58.725 | +0.411 |
| 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. | 78.983 | +0.32 |
| Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *. | 0.108 | −0.104 |
Intercept 0.07 + feature contributions = -0.79 (log-odds).
Score = sigmoid(-0.79) = 0.312.
| Score | 0.763 |
|---|
| Score | 33 |
|---|
Run 1
The code is generally readable with clear intent and logical structure, but has minor inconsistencies. The class uses a clean attrs-based definition with type annotations, and methods are small with focused responsibilities. Error handling via NotImplementedError is consistent. However, readability is somewhat reduced by blank line irregularities (e.g., after the class definition and within methods), sparse docstrings, and slight inconsistencies in helper method length. The _ensure_tuple method handles validation and conversion in one place, which is good, but the repeated try/except blocks could be consolidated. Action granularity is mostly one-per-line, and nesting is minimal. Overall, the code is understandable but could benefit from minor formatting cleanup and more complete documentation.
Run 2
The code is generally readable with clear intent, but has several readability issues. Structure is logical with a simple class definition and helper methods, but unnecessary blank lines disrupt visual flow. Nesting is flat which is good, and action granularity is mostly one action per line. The `_ensure_tuple` method handles validation clearly but repeats NotImplementedError handling in both `__eq__` and `__lt__`, indicating DRY violations. The `_from_version_string` classmethod is concise but the list mutation (appending 'final') is slightly implicit. Magic numbers like '3' for version parts and '4' for tuple length lack named constants. The exception handling pattern using try/except around validation that raises NotImplementedError is slightly awkward — using a boolean check would be more direct. Overall, the code is understandable but could benefit from removing dead spacing, extracting repeated logic, and adding small constants for clarity.
Run 3
The code is well-structured and readable. It uses a clean class definition with clear attribute declarations. Nesting is minimal, with only necessary try/except blocks in comparison methods. Intent is clear through descriptive method names and type hints. Code length is concise without sacrificing clarity. Action granularity is appropriate, with most lines performing a single operation. Reading flow is natural, progressing from class definition to methods in logical order. Minor deductions: the `_from_version_string` method lacks a docstring explaining expected string format, and the `_ensure_tuple` method's logic could be slightly more explicit. The class-level docstring is empty, which could be improved. Overall, this code demonstrates good practices for dataclass-like implementations and comparison operations. The use of `NotImplemented` and `NotImplementedError` is appropriate for Python comparison protocol, though it may be slightly confusing for less experienced developers.
Run 1
Code Structure: Well-organized class with distinct parsing, comparison normalization, equality, ordering, and hashing methods. Nesting: Shallow conditionals and simple try/except blocks keep complexity low. Clarity of intent: Version fields and method names communicate purpose, though abbreviated variables (s, v, us, them), undocumented partial-tuple comparisons, and exception-based signaling obscure some details. Code length: Concise overall, with minor duplication between comparison methods and unnecessary blank lines. Action granularity: Most lines perform one action; the constructor packs several field conversions onto one line but remains understandable. Reading flow: Natural progression from fields to construction and comparison methods, slightly disrupted by excessive whitespace and implicit behavior supplied by decorators.
Run 2
Code Structure: The class logically groups version fields, parsing, comparison normalization, and hashing; the shared helper avoids duplicated validation. Nesting: Methods remain shallow, with simple conditionals and short try/except blocks. Clarity of intent: Most names and operations communicate their purpose, though abbreviated variables, undocumented partial-tuple comparisons, and using NotImplementedError for unsupported operands require interpretation. Code length: The implementation is concise, but excessive blank lines add visual noise. Action granularity: Statements generally perform one action each; the compact constructor call remains readable. Reading flow: Fields followed by construction and comparison methods create a natural progression, although unexplained decorators and subtle comparison behavior slightly interrupt understanding.
Run 3
Code Structure: The class logically groups version fields, parsing, comparison normalization, comparison methods, and hashing. Nesting: Shallow conditionals and simple try/except blocks make control flow easy to follow. Clarity of intent: Method and field names convey purpose, although abbreviated variables and undocumented partial-tuple comparison behavior require interpretation. Using NotImplementedError as an internal control-flow signal is slightly unconventional. Code length: Compact overall, with minor repetition between comparison methods and unnecessary blank lines. Action granularity: Most lines perform one clear action; the constructor arguments and hash tuple remain readable despite sharing lines. Reading flow: Imports, decorators, fields, and methods follow a natural sequence, but inconsistent whitespace and missing explanations for comparison semantics slightly interrupt readability.