Sample
pyint-99e7f7bf57f1-I13
Lower every eligible synchronous for loop to a while loop
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0 | 0–1; higher is more readable |
| Dorn | 0.705 | 0–1; higher is more readable |
| Mi | 0.495 | 0–1; higher is more readable |
| LLOC | 19 | Logical lines; fewer is more readable |
| DeepSeek V4 Pro | 13 | 0–20; mean of three runs |
| GPT-6.1 Sol | 18 | 0–20; mean of three runs |
| BTTF | 0.74 | 0–1; higher is more readable |
Views
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Source regions
Feature contributions
Feature contributions
| Feature | Value | Contribution (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. | 722.67 | −23.848 |
| Source linesThe number of non-empty source lines. | 29 | +11.6 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.687 | −7.03 |
Intercept 8.87 + feature contributions = -10.409 (log-odds).
Score = sigmoid(-10.409) = 0.
Feature contributions
| Feature | Value | Contribution (log-odds) |
|---|---|---|
| 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 *. | 0.043 | +0.522 |
| 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. | 75.9 | +0.45 |
| Number layout frequencyHow rapidly the number of numeric values per line changes through the code. | 1 | +0.398 |
| Indentation frequencyHow rapidly indentation changes from line to line. | 29 | +0.266 |
| Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code. | 30 | −0.026 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 28.896 | −0.006 |
Intercept 0.07 + feature contributions = 0.87 (log-odds).
Score = sigmoid(0.87) = 0.705.
| Score | 0.495 |
|---|
| Score | 19 |
|---|
Run 1
The code imports many modules that are not used within the provided snippet, which adds clutter and obscures the actual functionality. The class definition is short and follows a standard validator pattern, which is good, but the purpose is only clear if the reader knows the BaseValidator API. The message uses ngettext_lazy correctly for pluralization, but the string format is verbose. The nesting is minimal and each method contains a single action, which supports readability. Overall, the structure is logical but the unused imports and lack of surrounding context reduce clarity. The code is concise in length, but the presence of irrelevant imports makes it less readable than it could be. Action granularity is appropriate, and reading flow is natural once the validator pattern is understood.
Run 2
The code is moderately readable. It has a clear structure with imports separated from the class definition, and the validator class is concise with clear intent. The class extends a base validator with minimal logic: compare, clean, and attribute definitions. However, readability suffers from the lack of context for the parent class `BaseValidator`, and some imports such as `math`, `re`, `ipaddress`, `urlsplit`, and `MAX_URL_LENGTH` appear unused, which can confuse intent. The code is largely flat and each method does one thing, which is good. But the long translation strings and missing docstrings reduce clarity. Overall, the fragment is understandable but includes irrelevant imports and unexplained inheritance, lowering its score.
Run 3
The code is clean and readable with good structure: logical imports, a clear class definition, and sensible use of Django's deconstructible and validator base classes. Nesting is minimal, and each method performs a single, clear action. Intent is evident from the names and the validator pattern. The code is concise—only necessary methods are overridden. Reading flow is natural and linear. Minor deductions: the imports include some unrelated items (e.g., math, urlsplit, MAX_URL_LENGTH) which could confuse intent, and the ngettext_lazy plural messages could be slightly simplified, but these do not significantly harm readability.
Run 1
Code Structure: The validator is logically organized, separating message metadata from comparison and length calculation. Nesting: The code is flat, with only standard class and method indentation. Clarity of intent: The class name, error message, and simple methods clearly communicate minimum-length validation, though generic parameters (a, b, x) and the undefined BaseValidator slightly reduce standalone clarity. Code length: The implementation is concise, but numerous unused imports add clutter. Action granularity: Each statement performs one clear action; multiline message formatting remains readable. Reading flow: Metadata followed by short methods creates a natural progression, although the unrelated imports distract from the validator.
Run 2
Code Structure: The validator class is logically organized, with configuration attributes followed by small methods, though BaseValidator is not defined or imported in the snippet. Nesting: Minimal nesting makes the code easy to scan. Clarity of intent: The class name, validation message, and straightforward comparisons clearly communicate minimum-length validation; generic parameter names slightly reduce clarity. Code length: The implementation is concise, but numerous unused imports add clutter. Action granularity: Each statement performs a single action, and the multiline message call is formatted clearly. Reading flow: The progression from imports to class configuration to behavior is natural, with only the excess imports distracting from the core logic.
Run 3
Code Structure: Clearly organized into imports and a focused validator class, though several imports are unused in this snippet and BaseValidator is not imported. Nesting: Minimal, with only class and method scopes. Clarity of intent: The class name, validation message, and short methods clearly express minimum-length validation; generic parameter names a, b, and x are less descriptive. Code length: The implementation is concise, although unused imports add clutter. Action granularity: Each statement performs a single clear action; the multiline translation call is appropriately formatted. Reading flow: Class metadata followed by comparison and length extraction reads naturally, with consistent indentation and whitespace.