Sample

pyint-7774e07f6af1-I12

Inline all eligible single-use intermediate local variables

Matched original source

Lines17

Scores

MethodScoreScale
Posnett0.9880–1; higher is more readable
Dorn0.8370–1; higher is more readable
Mi0.8190–1; higher is more readable
LLOC7Logical lines; fewer is more readable
DeepSeek V4 Pro170–20; mean of three runs
GPT-6.1 Sol190–20; mean of three runs
BTTF0.7620–1; higher is more readable

Views

Source code

from __future__ import annotations class FrozenError(AttributeError): """ A frozen/immutable instance or attribute have been attempted to be modified. It mirrors the behavior of ``namedtuples`` by using the same error message and subclassing `AttributeError`. .. versionadded:: 20.1.0 """ def __init__(self): msg = "can't set attribute" super().__init__(msg) self.msg = msg

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Source regions

Feature contributions

Feature contributions

FeatureValueContribution
(log-odds)
Source linesThe number of non-empty source lines.17+6.8
Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value.4.447−6.671
Halstead volumeHow much symbolic information the code contains. It combines the total number of operators and values with the number of distinct ones.140.182−4.626

Intercept 8.87 + feature contributions = 4.373 (log-odds).
Score = sigmoid(4.373) = 0.988.

Feature contributions

FeatureValueContribution
(log-odds)
Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *.0.033+0.622
Indentation frequencyHow rapidly indentation changes from line to line.9−0.426
Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code.18+0.399
Number layout frequencyHow rapidly the number of numeric values per line changes through the code.1+0.398
Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right.73.556+0.382
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+0.361
Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom.16.873−0.174

Intercept 0.07 + feature contributions = 1.633 (log-odds).
Score = sigmoid(1.633) = 0.837.

Score0.819
Score7
Run 1

The code is highly readable. Structure is logical and well-organized: a custom exception class with a clear docstring, proper inheritance from AttributeError, and a straightforward __init__ method. Nesting is minimal and flat. Intent is unambiguous—creating a frozen attribute error mirroring namedtuple behavior. Length is concise with no unnecessary code. Each action (creating message, calling super, assigning attribute) is on its own line, following clean action granularity. Reading flow is natural, from class definition to docstring to initialization. Minor deductions: the 'msg' attribute assignment is slightly redundant since the message is already stored by the base exception, and the docstring could be trimmed, but these are trivial and don't hinder comprehension.

Run 2

The code is highly readable. It has a clear, single-purpose class with a logical structure, minimal nesting, and concise implementation. The docstring effectively explains intent and context, while method and variable names are explicit. Action granularity is appropriate, with only the necessary assignments and super() call. Reading flow is natural, following a clear top-to-bottom progression. Minor deductions: the redundant instance attribute `self.msg` duplicates the message already stored in the exception's args, slightly reducing conciseness, and the class docstring could be marginally shorter without losing clarity. Overall, excellent readability.

Run 3

The code is clear, well-structured, and concise. It defines a custom exception with a single-purpose, flat structure. Class and method definitions are minimal and logical. The docstring clearly explains intent, versioning, and design rationale. Variable naming is straightforward, and there is no unnecessary nesting or repetition. Minor point: `self.msg = msg` is slightly redundant since the message is already stored in `args`, but it is a harmless explicit accessor. Overall, very readable.

Run 1

Code Structure: The exception class is logically organized, with documentation followed by a short initializer. Nesting: Minimal nesting makes the code easy to follow. Clarity of intent: The class name, AttributeError inheritance, and docstring clearly communicate its purpose, though the docstring's opening sentence is grammatically awkward. Code length: Concise overall; storing the message in self.msg adds slight redundancy but may serve callers. Action granularity: Each statement performs a single clear action. Reading flow: Natural progression from the class description to message creation, superclass initialization, and attribute assignment.

Run 2

Code Structure: Imports, class documentation, and initialization are logically organized. Nesting: Minimal, with only a class and its constructor. Clarity of intent: The class name, AttributeError inheritance, and docstring clearly communicate the purpose; minor grammatical errors in the docstring slightly reduce polish. Code length: Concise, although storing the message in both the exception and self.msg appears potentially redundant. Action granularity: Each statement performs one action. Reading flow: Natural top-to-bottom progression from context to implementation, with clear spacing and straightforward message initialization.

Run 3

Code Structure: A single, logically organized exception class with a focused initializer. Nesting: Minimal, limited to the class and method. Clarity of intent: The descriptive class name, docstring, and explicit error message clearly communicate its purpose; minor grammatical issues in the docstring slightly reduce polish. Code length: Concise, with documentation proportionate to the functionality, though the future import appears unnecessary in this snippet. Action granularity: Each statement performs one clear action. Reading flow: Natural progression from import to class documentation to initialization, with consistent indentation and useful spacing.