Sample

pyint-7c2bb026b379-I05

Rewrite eligible decimal integer literals in hexadecimal notation

Matched original source

Lines13

Scores

MethodScoreScale
Posnett0.0020–1; higher is more readable
Dorn0.7990–1; higher is more readable
Mi0.480–1; higher is more readable
LLOC11Logical lines; fewer is more readable
DeepSeek V4 Pro18.330–20; mean of three runs
GPT-6.1 Sol18.330–20; mean of three runs
BTTF0.7520–1; higher is more readable

Views

Source code

from django.apps import AppConfig from django.contrib.messages.storage import base from django.contrib.messages.utils import get_level_tags from django.core.signals import setting_changed from django.utils.functional import SimpleLazyObject from django.utils.translation import gettext_lazy as _ class MessagesConfig(AppConfig): name = "django.contrib.messages" verbose_name = _("Messages") def ready(self): setting_changed.connect(update_level_tags)

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Source regions

Feature contributions

Feature contributions

FeatureValueContribution
(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.408.424−13.478
Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value.4.62−6.93
Source linesThe number of non-empty source lines.13+5.2

Intercept 8.87 + feature contributions = -6.338 (log-odds).
Score = sigmoid(-6.338) = 0.002.

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.55.857+1.299
Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right.0−0.804
Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code.14+0.541
Number layout frequencyHow rapidly the number of numeric values per line changes through the code.1+0.398
Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *.0.057+0.393
Indentation frequencyHow rapidly indentation changes from line to line.13−0.287
Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom.12.912−0.229

Intercept 0.07 + feature contributions = 1.379 (log-odds).
Score = sigmoid(1.379) = 0.799.

Score0.48
Score11
Run 1

The code is highly readable with a clear, logical structure. Imports are grouped and ordered conventionally, the class definition is clean and properly extends AppConfig, and the single method `ready` has a clear intent of connecting a signal. Nesting is minimal, with only one level of class-method indentation. Action granularity is appropriate — one action per statement. The reading flow is natural: config metadata first, then behavior. The only minor deduction is that the imported `base`, `get_level_tags`, and `SimpleLazyObject` are unused, and the function `update_level_tags` is not defined in this snippet; these could cause ambiguity about intent. Overall, concise and well-structured code.

Run 2

The code is highly readable due to its clear structure, minimal nesting, concise length, and natural flow. It imports only necessary modules, defines a simple configuration class with a single responsibility, and connects a single signal in one action per line. The intent is unambiguous, and the line length/formatting adheres to common Python style. The only minor deduction is the unused 'base' import, which slightly reduces clarity.

Run 3

The code is concise and logically structured, with clear imports and a straightforward class definition. The class inherits from AppConfig, has descriptive attributes, and a ready() method whose purpose is evident. There is minimal nesting and each line generally performs a single action, preserving a natural reading flow. The only slight ambiguity comes from the signal connection in ready(): while it is concise, connecting setting_changed to update_level_tags without nearby context or a comment may leave a reader wondering about the exact behavior. Nonetheless, the code is very readable overall.

Run 1

Code Structure: Imports and app configuration are logically organized. Nesting: Minimal nesting, limited to a class and its method. Clarity of intent: Descriptive names clearly communicate message-app configuration and signal registration, though update_level_tags is not defined or imported in the snippet. Code length: Very concise, but several unused imports add clutter. Action granularity: Each statement performs a single action. Reading flow: Natural top-to-bottom progression from imports to configuration to initialization; an additional blank line before the class would improve visual separation.

Run 2

Code Structure: Imports and a single AppConfig subclass are logically organized, though several unused imports add clutter. Nesting: Minimal nesting makes the code easy to scan. Clarity of intent: Descriptive class names and attributes clearly identify the messages app configuration; ready() registers a settings-change handler, but update_level_tags is not defined or imported in the snippet. Code length: Very concise, with little unnecessary code beyond the unused imports. Action granularity: Each line contains one declaration or action. Reading flow: Natural progression from imports to configuration attributes to initialization behavior, although an additional blank line before the class would improve conventional formatting.

Run 3

Code Structure: Imports and a single configuration class are logically organized, though several imports are unused in this snippet. Nesting: Minimal, with only one method inside the class. Clarity of intent: The class metadata and signal connection clearly express application initialization, but update_level_tags is neither defined nor imported, leaving the callback unclear. Code length: Very concise, with no unnecessary logic. Action granularity: Each statement performs one action. Reading flow: Natural progression from imports to configuration and initialization; an additional blank line before the class would improve conventional Python formatting.