Sample
pyint-f8952e499e9b-SRC
Unmodified source class
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0 | 0–1; higher is more readable |
| Dorn | 0.492 | 0–1; higher is more readable |
| Mi | 0.306 | 0–1; higher is more readable |
| LLOC | 37 | Logical lines; fewer is more readable |
| DeepSeek V4 Pro | 18.33 | 0–20; mean of three runs |
| GPT-6.1 Sol | 18 | 0–20; mean of three runs |
| BTTF | 0.609 | 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. | 1995.387 | −65.848 |
| Source linesThe number of non-empty source lines. | 97 | +38.8 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.596 | −6.894 |
Intercept 8.87 + feature contributions = -25.072 (log-odds).
Score = sigmoid(-25.072) = 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. | 96 | −2.363 |
| Indentation frequencyHow rapidly indentation changes from line to line. | 50 | +0.992 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 96.865 | +0.944 |
| Number layout frequencyHow rapidly the number of numeric values per line changes through the code. | 50 | −0.727 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 87.98 | +0.615 |
| Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *. | 0.046 | +0.493 |
| 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. | 87.929 | −0.059 |
Intercept 0.07 + feature contributions = -0.034 (log-odds).
Score = sigmoid(-0.034) = 0.492.
| Score | 0.306 |
|---|
| Score | 37 |
|---|
Run 1
The code is exceptionally readable with clear, logical structure. Each method has a single responsibility and follows consistent patterns. Nesting is minimal and flat, with only simple conditional checks in _prepare_response_obj. Intent is unambiguous through descriptive method names and comprehensive docstrings. Code length is appropriate and concise, avoiding unnecessary verbosity while maintaining clarity. Action granularity is excellent, with one action per line in the implementation methods. Reading flow is natural, progressing from initialization through serialization, deserialization, and response creation in a intuitive order. The use of type hints, proper whitespace, and consistent formatting further enhances readability.
Run 2
The code is well-structured and highly readable. It uses a clear class organization with logical method grouping, flat control flow with minimal nesting, and descriptive docstrings that make intent explicit. Action granularity is appropriate—most lines perform a single conceptual operation. Type hints and dataclass-style imports improve clarity. Minor deductions: some methods like _prepare_response_obj require slight mental parsing due to conditional returns but remain clear; the code is concise for its purpose but not overly compressed. Overall, it follows clean Pythonic patterns with strong readability.
Run 3
The code is well-structured and highly readable. It uses a clear class hierarchy with focused methods, each having a single responsibility. Nesting is flat, with conditionals kept simple and readable. The intent of each method is clearly conveyed through descriptive names and thorough docstrings. Action granularity is appropriate, with one logical action per line. The reading flow is natural, moving from class definition to initialization, serialization, deserialization, and response preparation. Type hints and future annotations improve clarity. The only minor issues are the use of a forward reference to 'App' without import (common for typing) and the slightly defensive 'args or kwargs' expression, which could be clearer with an explicit conditional. Overall, excellent readability.
Run 1
Code Structure: Methods are logically grouped in a cohesive provider class, with argument normalization extracted into a helper. Nesting: Flat control flow and early returns make branches easy to follow. Clarity of intent: Descriptive method names, type annotations, and detailed docstrings clearly explain serialization and response behavior; undefined App and Response types slightly reduce standalone clarity. Code length: Implementations are concise, although extensive documentation dominates the snippet and several imports are unused here. Action granularity: Statements generally perform one clear action, with straightforward delegation in file operations. Reading flow: Consistent formatting and predictable method organization support natural reading; additional spacing between imports and the class would improve visual separation.
Run 2
Code Structure: The provider class groups related JSON operations logically, with a shared helper for response argument handling. Nesting: Shallow conditionals and early returns keep control flow easy to follow. Clarity of intent: Descriptive method names, type annotations, and thorough docstrings clearly explain behavior; however, App and Response are not defined or imported in the snippet. Code length: Implementations are concise, although extensive documentation and several unused imports make the snippet longer than necessary. Action granularity: Statements generally perform one clear action per line, with straightforward method delegation. Reading flow: Methods progress naturally from serialization to deserialization and response construction. Minor formatting issues, such as missing separation between import groups and before the class, slightly reduce polish.
Run 3
Code Structure: Logically organized into a provider class with distinct serialization, file I/O, and response methods. Nesting: Very shallow; guard clauses keep argument preparation flat. Clarity of intent: Descriptive method names, type annotations, and thorough docstrings explain behavior, though App and Response are not defined or imported in the snippet, and several imports are unused. Code length: Implementations are concise; extensive documentation adds length but remains useful. Action granularity: Statements generally perform one clear action, with straightforward delegation between methods. Reading flow: Methods progress naturally from serialization and deserialization to response preparation and creation. Minor import clutter and missing type context slightly detract from otherwise excellent readability.