Sample
int-db472a2c30cf-I11
Split eligible integer literals into pairs of short-named intermediate variables
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0 | 0–1; higher is more readable |
| Scalabrino | 0.77 | 0–1; higher is more readable |
| Dorn | 0.623 | 0–1; higher is more readable |
| Mi | 0.312 | 0–1; higher is more readable |
| LLOC | 13 | Logical lines; fewer is more readable |
| DeepSeek V4 Pro | 17 | 0–20; mean of three runs |
| GPT-6.1 Sol | 17 | 0–20; mean of three runs |
| BTTF | 0.653 | 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. | 1782.669 | −58.828 |
| Source linesThe number of non-empty source lines. | 49 | +19.6 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.54 | −6.809 |
Intercept 8.87 + feature contributions = -37.168 (log-odds).
Score = sigmoid(-37.168) = 0.
| Score | 0.77 |
|---|
Feature contributions
| Feature | Value | Contribution (log-odds) |
|---|---|---|
| Indentation frequencyHow rapidly indentation changes from line to line. | 42 | +0.716 |
| Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code. | 49 | −0.699 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 90 | +0.648 |
| Number layout frequencyHow rapidly the number of numeric values per line changes through the code. | 42 | −0.543 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 48.945 | +0.274 |
| Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *. | 0.078 | +0.181 |
| 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. | 89.92 | −0.143 |
Intercept 0.07 + feature contributions = 0.504 (log-odds).
Score = sigmoid(0.504) = 0.623.
| Score | 0.312 |
|---|
| Score | 13 |
|---|
Run 1
The code is generally well-structured and readable. It follows standard Netty server bootstrap patterns with clear separation of concerns. The class has a single responsibility, proper encapsulation with a private constructor, and logical grouping of imports. The main method has a clear flow: setup, bind, wait, cleanup. Nesting is minimal—only one anonymous inner class with a one-line method. The intent is clear through descriptive naming and helpful comments. Code length is appropriate for a server bootstrap example. Each line performs a distinct action, especially in the fluent configuration chain. Reading flow is natural, moving from configuration to execution to shutdown. Minor deductions: the static handler field could be explained, and the anonymous inner class could be a lambda for brevity, but these don't significantly impact readability.
Run 2
The code is well-structured and easy to follow. It uses clear, descriptive variable names and separates the server setup from configuration logically. The nested ChannelInitializer is a common Netty pattern and remains readable due to its single-purpose anonymous class. Indentation and line breaks are consistent. The main method follows a straightforward flow: create event loop group, configure bootstrap, bind, and wait for shutdown. Comments clarify the blocking behavior and shutdown intention without being excessive. However, there are minor readability drawbacks: the static PORT initialization uses a one-liner that combines property retrieval and parsing, slightly reducing clarity. The anonymous inner class adds nesting compared to a lambda or static nested class. Additionally, the handler is a static mutable field, which could be made final and thread-safe but does not significantly hinder readability. Overall, the code is concise, purposeful, and adheres to Netty conventions.
Run 3
The code demonstrates excellent readability through clear package structure, logical imports, and a single-purpose class with a private constructor. The main method follows a clean bootstrap pattern with flat nesting and well-placed comments explaining the bind and shutdown behavior. Each line performs one logical action, and the method chaining is formatted with proper indentation. The anonymous inner class for ChannelInitializer is minimal and purposeful. Variable names are concise yet meaningful ('b' for bootstrap, 'f' for channel future, 'group' for event loop group). The only minor deductions are for 'b' and 'f' being slightly abbreviated, and the try-finally block could potentially be enhanced with try-with-resources in newer Java versions. Overall, this follows idiomatic Netty patterns with clear intent and natural reading flow.
Run 1
Code Structure: Logically separates configuration, initialization, binding, waiting, and cleanup. Nesting: Mostly shallow; the anonymous ChannelInitializer introduces moderate nesting but remains easy to follow. Clarity of intent: Netty API calls and lifecycle comments make the server's purpose clear, although names such as b, f, and ch are terse, and the class documentation is awkwardly worded. Code length: Concise, with little unnecessary code; the shutdown comment could be shortened. Action granularity: Statements generally perform one logical action, and the fluent configuration places each step on its own line. Reading flow: Execution proceeds naturally from setup through shutdown, with consistent indentation and useful spacing inside main. A blank line between the package declaration and imports, plus more descriptive local names, would improve readability.
Run 2
Code Structure: Logically organized into configuration, initialization, binding, waiting, and cleanup, with a clear try/finally lifecycle. Nesting: Mostly shallow, though the anonymous ChannelInitializer introduces additional indentation within the fluent configuration chain. Clarity of intent: Netty API names and lifecycle comments communicate the server's purpose well; abbreviated variables b, f, and ch and the awkward class documentation reduce clarity slightly. Code length: Concise, with little unnecessary code, although the shutdown comment could be shorter. Action granularity: Statements generally perform one logical action, and bootstrap configuration steps occupy separate lines; chained calls remain readable. Reading flow: Execution proceeds naturally from setup to shutdown, with consistent formatting and helpful whitespace. The actual message-discarding behavior is delegated to UptimeServerHandler, so it is not directly visible here.
Run 3
Code Structure: Logically organized into configuration, server setup, binding, waiting, and cleanup; try/finally clearly expresses resource management. Nesting: Mostly shallow, though the anonymous ChannelInitializer adds a moderately nested block inside the fluent configuration chain. Clarity of intent: Netty API calls and lifecycle comments make the purpose clear, but abbreviated names such as b, f, and ch reduce clarity, and the class documentation is awkwardly phrased. Code length: Concise, with little unnecessary code; the shutdown comment could be shorter. Action granularity: Most statements perform one clear action, and chained configuration calls appear on separate lines. Reading flow: Execution proceeds naturally from initialization through shutdown, with consistent indentation and useful spacing.