Sample
pyint-a61a3782232b-I01
Remove comments and docstrings
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0 | 0–1; higher is more readable |
| Dorn | 0.992 | 0–1; higher is more readable |
| Mi | 0.507 | 0–1; higher is more readable |
| LLOC | 135 | Logical lines; fewer is more readable |
| DeepSeek V4 Pro | 14.33 | 0–20; mean of three runs |
| GPT-6.1 Sol | 15 | 0–20; mean of three runs |
| BTTF | 0.461 | 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. | 11428.291 | −377.134 |
| Source linesThe number of non-empty source lines. | 395 | +158 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.247 | −6.371 |
Intercept 8.87 + feature contributions = -216.634 (log-odds).
Score = sigmoid(-216.634) = 0.
Feature contributions
| Feature | Value | Contribution (log-odds) |
|---|---|---|
| Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code. | 396 | −12.985 |
| Indentation frequencyHow rapidly indentation changes from line to line. | 395 | +12.925 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 394.932 | +5.111 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 0 | −0.804 |
| 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 *. | 0.088 | +0.086 |
| 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. | 86.975 | −0.019 |
Intercept 0.07 + feature contributions = 4.782 (log-odds).
Score = sigmoid(4.782) = 0.992.
| Score | 0.507 |
|---|
| Score | 135 |
|---|
Run 1
The code has a clear class structure and uses type hints extensively, which aids comprehension. However, the __init__ method contains excessive comment blocks that are mostly empty placeholders, creating visual noise and making the method appear longer than necessary. The dictionary type annotations for error_handler_spec and similar attributes are complex and span many lines, reducing readability. The nesting level is low, which is positive, but the import section is somewhat disorganized with duplicated imports from jinja2 and werkzeug.exceptions. The method naming and decorator patterns are consistent, showing good intent clarity. Action granularity is mostly one action per line, though some dictionary annotations could be broken down further. The reading flow is acceptable but interrupted by the numerous empty comment blocks. Overall, the code is maintainable but could be improved by removing placeholder comments, consolidating imports, and potentially extracting complex type annotations into type aliases for better readability.
Run 2
The code is generally readable but has some issues. Structure and typing are good, making the code clear and maintainable. However, the long type annotations (especially in the `__init__` method) create visual noise and reduce readability. There are many empty comment blocks (e.g., `#`) which add clutter without providing useful information. The nesting level is low, and methods are broken down into small, single-purpose units, which improves clarity and action granularity. The reading flow is natural, but the verbose type definitions and repetitive structure of the route methods (get, post, put, delete, etc.) could be condensed. Overall, it is readable but would benefit from simplified type annotations and removal of empty comments.
Run 3
The code has clear structure with logical grouping of related methods and consistent naming. However, readability is hurt by excessive comments—many blank inline comments replace documentation where meaningful docstrings should exist. Some type annotations are very long, adding visual noise. Nesting is generally flat, which is good, but the number of similar registration methods makes the class feel verbose. Action granularity is mostly one action per line, but the long type annotations reduce scanability. Reading flow is moderate: methods follow a predictable order, but the repeating pattern of empty comments and lengthy type hints makes it harder to skim. The code is maintainable for experienced developers but would benefit from cleaner docstrings and less redundant commentary.
Run 1
Code Structure: Related functionality is logically grouped into initialization, properties, routing, lifecycle hooks, and error handling. Nesting: Mostly shallow, with straightforward decorator closures and modest branching in exception validation. Clarity of intent: Descriptive names and type annotations make most operations clear, but missing documentation and externally defined symbols such as setupmethod and T_route reduce standalone comprehensibility. Code length: Individual methods are concise, but excessive blank lines greatly inflate the snippet and repeated routing wrappers add some verbosity. Action granularity: Statements generally perform one action per line; chained registry updates remain understandable. Reading flow: Consistent method patterns and logical ordering support navigation, but large whitespace gaps, complex registry annotations, and unexplained dependencies interrupt otherwise natural reading.
Run 2
Code Structure: Methods are logically grouped around configuration, routing, request hooks, and error handling, with shared behavior extracted into helpers. Nesting: Mostly flat; decorators and exception handling introduce only shallow nesting. Clarity of intent: Descriptive names and type annotations make most operations clear, but missing documentation and undefined names such as setupmethod, Group, and type variables reduce standalone comprehension. Code length: Individual methods are concise, but excessive blank lines substantially inflate the listing; repeated convenience methods add some length while keeping the API explicit. Action granularity: Statements generally perform one action per line, and chained registration operations remain understandable. Reading flow: Consistent method patterns support predictable reading, but large whitespace gaps interrupt continuity, and some dense nested type annotations require extra attention.
Run 3
Code Structure: Methods are logically grouped around configuration, routing, request hooks, and error handling, with shared helpers reducing duplication. Nesting: Mostly flat, with modest nesting for decorators and exception validation. Clarity of intent: Descriptive names and type annotations communicate purpose well, but missing definitions such as setupmethod and generic type variables, plus absent documentation, limit standalone understanding. Code length: Individual methods are concise, but excessive blank lines substantially inflate the snippet and repetitive route wrappers add length. Action granularity: Statements generally perform one clear action per line; chained registry operations remain understandable. Reading flow: Method ordering and consistent patterns support natural reading, but large whitespace gaps repeatedly interrupt it. Overall, the implementation is reasonably readable despite distracting formatting and incomplete context.