Sample

pyint-af478370e5e4-I05

Rewrite eligible decimal integer literals in hexadecimal notation

Matched original source

Scores

MethodScoreScale
Posnett0.4050–1; higher is more readable
Dorn0.9180–1; higher is more readable
Mi0.4960–1; higher is more readable
LLOC6Logical lines; fewer is more readable
DeepSeek V4 Pro170–20; mean of three runs
GPT-6.1 Sol170–20; mean of three runs
BTTF0.8370–1; 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 HTTPError(RequestException): """An HTTP error occurred."""

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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.4.853−7.279
Halstead volumeHow much symbolic information the code contains. It combines the total number of operators and values with the number of distinct ones.144.754−4.777
Source linesThe number of non-empty source lines.7+2.8

Intercept 8.87 + feature contributions = -0.386 (log-odds).
Score = sigmoid(-0.386) = 0.405.

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.59.875+1.129
Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code.8+0.753
Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *.0.024+0.713
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.6.705−0.316
Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right.60+0.164

Intercept 0.07 + feature contributions = 2.416 (log-odds).
Score = sigmoid(2.416) = 0.918.

Score0.496
Score6
Run 1

The code is well-structured and highly readable. It uses a clear import block with forward compatibility and type-checking support. Class definition is concise with a docstring that clearly states intent. Nesting is virtually nonexistent, and each import/logical action is on its own line. One minor deduction for lack of context: the class is empty but inherits from `RequestException`, and `CompatJSONDecodeError` import is not used in the shown snippet, making purpose slightly ambiguous without surrounding code. Overall, very clean.

Run 2

The code is highly readable due to its clean structure and clear intent. It uses explicit relative imports, type checking guards, and a simple class definition with a concise docstring. The nesting is flat, and each action is placed on its own line. The only minor deduction is because the code is incomplete without surrounding context (e.g., RequestException is not imported here, so its origin is ambiguous), but the snippet itself is very clear.

Run 3

The code is clear and well-structured: it uses a future import for annotations, imports only what is needed, and defines a simple exception class with a docstring. Nesting is flat, intent is obvious, and length is concise. However, readability is slightly reduced by the aliasing of imported names (e.g., BaseHTTPError, CompatJSONDecodeError) which, while intentional for compatibility, adds a small layer of indirection. Additionally, there are no type hints on the class or explicit inheritance details beyond the parent class, which could make the API slightly ambiguous in larger contexts. Overall, it is highly readable with minor room for improvement in explicitness and import clarity.

Run 1

Code Structure: Imports followed by a single exception class form a simple, logical organization. Nesting: There is only one shallow class body. Clarity of intent: The class name and docstring clearly identify an HTTP exception, but RequestException is not defined or imported in the snippet, and the other imports have no visible use. Code length: The class is concise, although unused imports add clutter. Action granularity: Each import and declaration occupies its own line. Reading flow: The snippet reads naturally from dependencies to definition, though clearer import grouping and an additional blank line before the class would improve presentation.

Run 2

Code Structure: Imports followed by a small exception class provide logical organization, though RequestException is not imported or defined in the snippet. Nesting: Minimal, with only the class body indented. Clarity of intent: The class name and docstring clearly identify an HTTP exception, but several unused imports obscure dependencies. Code length: Very concise, although the unused imports add unnecessary content. Action granularity: Each statement occupies its own line. Reading flow: Straightforward from imports to class definition; grouping imports and adding the conventional second blank line before the class would improve presentation.

Run 3

Code Structure: Imports followed by a small exception class provide a logical organization, though some imports are unused in this snippet. Nesting: Only a single class body, making it easy to scan. Clarity of intent: The HTTPError name and docstring clearly identify its purpose, but RequestException is not defined or imported in the provided code, leaving its origin unclear. Code length: Very concise, with no unnecessary implementation, although unused imports add clutter. Action granularity: Each import and declaration occupies its own line, with no compound actions. Reading flow: Natural top-to-bottom flow; an additional blank line before the top-level class would improve visual separation.