Sample

pyint-1aab335ba20d-I06

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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 Pro16.670–20; mean of three runs
GPT-6.1 Sol16.670–20; mean of three runs
BTTF0.8370–1; higher is more readable

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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. It has a clear, logical structure: imports are organized with future imports first, then typing, then third-party libraries, then local modules. The class definition is flat with no nesting. Intent is unambiguous—defining a custom HTTPError exception—and the docstring succinctly reinforces it. Code length is minimal, avoiding unnecessary boilerplate. Each line represents one action or definition. Reading flow is natural, moving from dependencies to class declaration. Minor deduction only because the alias names suggest potential confusion (e.g., BaseHTTPError vs HTTPError), but this is acceptable in context.

Run 3

The code is readable but minimal. It demonstrates good structure with clear imports and a straightforward class definition. The docstring explains the purpose concisely. However, the snippet is incomplete for full evaluation: it references undefined names like RequestException, and some imports (TYPE_CHECKING, Any, BaseHTTPError, CompatJSONDecodeError) appear unused, which reduces clarity of intent. The class itself is flat with no nesting, and the code is concise to a fault—it lacks context to assess action granularity or reading flow fully. Scoring reflects solid fundamentals but limited completeness.

Run 1

Code Structure: Imports precede a clearly defined exception class, giving the snippet a logical organization. Nesting: There is no unnecessary nesting. Clarity of intent: The class name and docstring clearly identify an HTTP exception, though RequestException is not defined or imported in the shown code. Code length: The snippet is concise, but several imports are unused within it. Action granularity: Each import and declaration occupies its own line. Reading flow: The sequence is natural and easy to follow, although an additional blank line before the top-level class would improve conventional Python formatting.

Run 2

Code Structure: Imports followed by a single exception class form a logical organization, though RequestException is not imported or defined in the snippet. Nesting: Minimal, with only a class body. Clarity of intent: The class name and docstring clearly identify an HTTP exception, but unused imports obscure dependencies. Code length: Very concise, although several imports appear unnecessary for the shown implementation. Action granularity: Each import and declaration occupies its own line. Reading flow: Straightforward from imports to class definition; clearer import grouping and an additional blank line before the class would improve presentation.

Run 3

Code Structure: Imports followed by a single exception class provide simple, logical organization, though RequestException is not defined or imported in the snippet. Nesting: Only the class body is indented, keeping nesting minimal. Clarity of intent: The HTTPError name and docstring clearly describe its purpose, but unused imports and the unexplained base class add ambiguity. Code length: Very concise, although several imports appear unnecessary for the shown code. Action granularity: Each import and declaration occupies its own line, making individual elements easy to identify. Reading flow: The progression from imports to class definition is natural; better import grouping and an additional blank line before the class would improve presentation.