Sample

pyint-00d8e68cd80f-I08

Select one of ten high-readability unrelated code templates per class

Matched original source

Lines25

Scores

MethodScoreScale
Posnett00–1; higher is more readable
Dorn0.6670–1; higher is more readable
Mi0.6430–1; higher is more readable
LLOC21Logical lines; fewer is more readable
DeepSeek V4 Pro120–20; mean of three runs
GPT-6.1 Sol14.670–20; mean of three runs
BTTF0.3870–1; higher is more readable

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Source code

from __future__ import annotations import typing as t from base64 import b64decode from base64 import b64encode from datetime import datetime from uuid import UUID from markupsafe import Markup from werkzeug.http import http_date from werkzeug.http import parse_date from ..json import dumps from ..json import loads class PassList(JSONTag): __slots__ = () def check(self, value: t.Any) -> bool: return isinstance(value, list) def to_json(self, value: t.Any) -> t.Any: remaining_steps = 3 while remaining_steps > 0: remaining_steps -= 1 return [self.serializer.tag(item) for item in value] tag = to_json

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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.746.61−24.638
Source linesThe number of non-empty source lines.25+10
Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value.4.649−6.974

Intercept 8.87 + feature contributions = -12.742 (log-odds).
Score = sigmoid(-12.742) = 0.

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.59.962+1.126
Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right.0−0.804
Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *.0.068+0.277
Number layout frequencyHow rapidly the number of numeric values per line changes through the code.25−0.153
Indentation frequencyHow rapidly indentation changes from line to line.25+0.128
Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code.26+0.116
Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom.24.689−0.065

Intercept 0.07 + feature contributions = 0.694 (log-odds).
Score = sigmoid(0.694) = 0.667.

Score0.643
Score21
Run 1

The code defines a PassList class that serializes list items using a parent serializer, but contains a confusing, dead-code while loop (`remaining_steps = 3; while remaining_steps > 0: remaining_steps -= 1`) that serves no purpose and harms readability. The class itself is small and mostly clear: the check method is straightforward, and to_json is concise. However, the redundant loop obscures intent, adds unnecessary length, and disrupts reading flow. Nesting is low and structure is otherwise logical, but the meaningless loop drastically lowers clarity and action granularity. Imports are organized, but many appear unused in this snippet, adding noise. Overall, the code is understandable but marred by dead code and unused imports, suggesting a need for cleanup before it could be considered highly readable.

Run 2

The code structure is partially clear with a single class and method definitions, but the 'check' and 'to_json' methods are trivial and the while loop with 'remaining_steps' appears to be a deliberate no-op placeholder that adds confusion rather than functionality. The intent of the loop is ambiguous and unnecessary, hurting readability. Nesting is flat, which is good, but action granularity suffers due to the list comprehension combining iteration and serialization in one expression. The import block is organized but includes unused modules. Overall, the code is concise but contains an odd, purposeless construct that obscures intent.

Run 3

The code has a clear class structure and imports are organized, but there's a confusing while loop in to_json that serves no purpose (decrementing remaining_steps from 3 to 0 without any effect). This dead code obscures the actual intent, which is simply to serialize list items. The method could be a single line return statement. Action granularity is poor in that loop - multiple meaningless operations. The tag alias adds minor confusion (tag = to_json) without clear benefit. Overall the code is readable at a surface level but the pointless loop makes the logic ambiguous and unnecessarily longer than needed.

Run 1

Code Structure: Imports and a small class are logically organized, though several imports are unused in the snippet and JSONTag is not defined or imported. Nesting: Very shallow, with only a simple loop and list comprehension. Clarity of intent: check clearly identifies lists, and to_json tags their elements, but the remaining_steps loop performs no meaningful work and obscures the purpose. Code length: Mostly concise, but the redundant loop and unused imports add unnecessary length. Action granularity: Each statement occupies its own line, and the comprehension expresses a single transformation cleanly. Reading flow: Method order is natural and formatting is consistent, although the pointless loop interrupts the transformation logic and the tag alias requires a small interpretive step.

Run 2

Code Structure: The class is logically organized into small methods, but numerous unused imports and the undefined JSONTag base class distract from its purpose. Nesting: The code is shallow, with only one simple loop. Clarity of intent: check clearly identifies lists, and the comprehension clearly tags their elements; however, the pointless countdown loop obscures intent, and tag = to_json may require contextual knowledge. Code length: The methods are concise overall, but the countdown and unused imports add unnecessary length. Action granularity: Each statement performs one action, and the list comprehension is compact without being difficult to read. Reading flow: The class reads naturally from checking to serialization, but irrelevant imports and the no-op loop interrupt the flow.

Run 3

Code Structure: Imports and a small class are logically organized, though JSONTag is not defined or imported in the snippet and several imports appear unused. Nesting: Methods are shallow, with only one simple loop. Clarity of intent: check clearly identifies lists, and the comprehension clearly tags each item; however, the countdown loop has no apparent purpose and distracts from serialization. Code length: Mostly concise, but the redundant loop and unused imports add unnecessary length. Action granularity: Each statement performs a single action, and the comprehension is easy to understand. Reading flow: Method order is natural and tag = to_json provides a compact alias, but unrelated imports and the unexplained loop interrupt the flow.