Sample

pyint-3bb22d343f3b-I06

Invert eligible conditions and exchange their branches

Matched original source

Lines12

Scores

MethodScoreScale
Posnett0.8240–1; higher is more readable
Dorn0.9160–1; higher is more readable
Mi0.4720–1; higher is more readable
LLOC6Logical lines; fewer is more readable
DeepSeek V4 Pro14.330–20; mean of three runs
GPT-6.1 Sol17.330–20; mean of three runs
BTTF0.850–1; higher is more readable

Views

Source code

from __future__ import annotations from typing import TYPE_CHECKING, Any from urllib3.exceptions import HTTPError as BaseHTTPError from .compat import JSONDecodeError as CompatJSONDecodeError class Timeout(RequestException): """The request timed out. Catching this error will catch both :exc:`~requests.exceptions.ConnectTimeout` and :exc:`~requests.exceptions.ReadTimeout` errors. """

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Source regions

Feature contributions

Feature contributions

FeatureValueContribution
(log-odds)
Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value.4.855−7.282
Halstead volumeHow much symbolic information the code contains. It combines the total number of operators and values with the number of distinct ones.146.719−4.842
Source linesThe number of non-empty source lines.12+4.8

Intercept 8.87 + feature contributions = 1.546 (log-odds).
Score = sigmoid(1.546) = 0.824.

Feature contributions

FeatureValueContribution
(log-odds)
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.60+1.124
Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *.0.015+0.797
Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code.13+0.576
Indentation frequencyHow rapidly indentation changes from line to line.7−0.495
Number layout frequencyHow rapidly the number of numeric values per line changes through the code.1+0.398
Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom.11.639−0.247
Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right.59.923+0.162

Intercept 0.07 + feature contributions = 2.385 (log-odds).
Score = sigmoid(2.385) = 0.916.

Score0.472
Score6
Run 1

The code is highly readable with a clear, logical structure. It imports only necessary components, groups them logically (standard typing, third-party, local), and defines a single, well-named exception class. Nesting is non-existent, and the class purpose is explicit through a descriptive name and a succinct docstring that explains what the error represents and how to catch it. Code length is minimal and appropriate, with one action per line where applicable. Reading flow is natural: imports, then class definition, then documentation. Minor points deducted only because the class body is entirely documentation with no custom logic, which might initially confuse some readers about its necessity, though this is common for exception classes. Overall, it adheres well to clean-code principles.

Run 2

The code is a short class definition with a clear docstring, but it has several readability issues. The imports appear unrelated to the class, creating ambiguity about dependencies and purpose. The class inherits from RequestException, but that base class is not imported or defined in the snippet, making the code incomplete and unclear. The docstring is helpful but references exceptions that are not shown. Overall structure is minimal, nesting is flat, and lines are concise, but the lack of context and missing imports harm clarity. The single class definition is logically placed, but the code cannot be fully evaluated without surrounding context. Action granularity is fine, but reading flow is disjointed due to unused or unrelated imports.

Run 3

The code is a short, well-documented class definition with clear intent. The structure is logical, and the docstring explains the purpose succinctly. However, the presence of unused imports and the overly broad exception inheritance from RequestException without showing the base class context makes the snippet ambiguous. Nesting is minimal, and action granularity is acceptable for a class definition. The reading flow is natural, but the code lacks surrounding context (e.g., RequestException definition), which slightly hampers clarity. Unused imports suggest potential dead code or incomplete refactoring. Overall, it is readable but could be improved by removing unused imports or clarifying their purpose.

Run 1

Code Structure: Imports followed by a single exception class provide clear organization, though RequestException is not defined or imported in this snippet. Nesting: Minimal, with only a class-level docstring. Clarity of intent: The Timeout name and docstring clearly explain its purpose and related exceptions. Code length: Concise, although several imports are unused in the shown code. Action granularity: Each import and declaration occupies its own line. Reading flow: Natural top-to-bottom progression, with readable spacing and documentation.

Run 2

Code Structure: A simple, logically organized exception declaration follows grouped imports, though RequestException is not defined or imported in the snippet. Nesting: Minimal, with only a class-level docstring. Clarity of intent: The Timeout name and docstring clearly explain its purpose and relationship to connection and read timeouts. Code length: Concise, although several imports appear unused in this excerpt. Action granularity: Each import and declaration occupies its own line, with no bundled actions. Reading flow: Natural progression from imports to class documentation; an additional blank line before the top-level class would improve conventional formatting.

Run 3

Code Structure: Imports followed by a single exception class provide logical organization, though RequestException is not defined or imported in the snippet. Nesting: Minimal nesting makes the code easy to scan. Clarity of intent: The Timeout name and descriptive docstring clearly communicate its purpose and relationship to connection and read timeouts. Code length: Concise overall, but several imports appear unused in the provided snippet. Action granularity: Each import and declaration occupies its own line, with no packed operations. Reading flow: Natural top-to-bottom progression; an additional blank line before the class would improve standard Python formatting.