Sample
int-439d17690d60-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 | 0.53 | 0–1; higher is more readable |
| Dorn | 0.482 | 0–1; higher is more readable |
| Mi | 0.48 | 0–1; higher is more readable |
| LLOC | 25 | 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 | 0.463 | 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. | 2415.477 | −79.711 |
| Source linesThe number of non-empty source lines. | 69 | +27.6 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 5.008 | −7.513 |
Intercept 8.87 + feature contributions = -50.753 (log-odds).
Score = sigmoid(-50.753) = 0.
| Score | 0.53 |
|---|
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. | 70 | −1.442 |
| Indentation frequencyHow rapidly indentation changes from line to line. | 60 | +1.338 |
| Number layout frequencyHow rapidly the number of numeric values per line changes through the code. | 60 | −0.956 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 95.914 | +0.743 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 68.835 | +0.552 |
| 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. | 95.957 | −0.399 |
| Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *. | 0.095 | +0.021 |
Intercept 0.07 + feature contributions = -0.073 (log-odds).
Score = sigmoid(-0.073) = 0.482.
| Score | 0.48 |
|---|
| Score | 25 |
|---|
Run 1
The code is well-structured with clear class-level organization: methods are grouped logically, and the singleton pattern is implemented cleanly. Nesting is minimal—only shallow conditional blocks in nullsFirst/nullsLast. Intent is mostly clear, though the unchecked casts and their TODOs introduce some ambiguity about type-safety rationale. Code length is concise; each method is short and focused. Action granularity is good: checkNotNull calls are on separate lines, and result caching follows a clear pattern. Reading flow is natural, with a logical progression from comparison to null-handling to reverse ordering. Minor readability deductions come from the repeated @SuppressWarnings annotations with unresolved TODOs, the dense generic type signatures, and the implicit null-handling in the lazy initialization pattern, which could be extracted into a helper for clarity.
Run 2
The code is well-structured and readable. It follows a logical organization with clear sections for fields, methods, and serialization. Nesting is minimal, with only a few simple if statements for lazy initialization. Intent is clear: implement natural ordering with cached nullsFirst/nullsLast and singleton semantics. Code length is appropriate, though the nullsFirst/nullsLast methods contain slight duplication that could be extracted. Action granularity is good - each line performs one logical action. Reading flow is natural, with methods ordered from primary operations (compare) to auxiliary operations (reverse, toString). The code uses idiomatic Guava style, proper annotations, and informative comments (including TODOs). Minor deductions: the unchecked suppression comments are redundant, and the lazy initialization pattern is repeated. Overall, this is production-quality, maintainable code that would be easy for experienced Java developers to understand.
Run 3
The code is highly readable with clear structure and intent. It is well-organized, with fields, methods, and comments logically placed. Nesting is minimal—only a couple of one-level if statements for lazy initialization. Each method performs a single, focused action, and the reading flow is natural. The use of consistent formatting, naming, and annotations aligns with typical Java conventions. Minor deductions arise from the presence of suppression annotations and TODO comments that imply unresolved type-safety concerns, which could slightly obscure intent for readers unfamiliar with the codebase. Overall, the code is concise yet sufficiently documented, making it easy to understand at a glance.
Run 1
Code Structure: Logically organized around a singleton ordering, with focused methods and closely related caching fields. Nesting: Minimal; the caching methods each contain only one conditional. Clarity of intent: Descriptive method names and comments communicate natural ordering, null handling, and singleton preservation, though complex generic annotations, unchecked casts, and unresolved suppression comments add cognitive overhead. Code length: Concise overall; repeated caching patterns and TODO comments add modest redundancy. Action granularity: Most statements perform one action, but chained assignments update both a local variable and a field on one line, and several declarations combine annotations densely. Reading flow: Methods follow a coherent progression from comparison to ordering variants and utility behavior. Limited spacing around imports and dense type signatures slightly interrupt otherwise natural reading.
Run 2
Code Structure: Well-organized singleton class with focused methods and clearly grouped caching fields. Nesting: Minimal, with only single-level conditionals for lazy initialization. Clarity of intent: Descriptive names and comments make natural ordering, null handling, and singleton preservation understandable; complex annotated generics, unchecked casts, and unresolved TODOs add cognitive overhead. Code length: Compact and appropriate, although the two caching methods and suppression comments are repetitive. Action granularity: Most lines perform one action, but chained assignments combine local assignment and cache updates, while several annotations share declaration lines. Reading flow: Generally natural and consistent, though dense type signatures and annotations interrupt scanning.
Run 3
Code Structure: Well-organized class with focused methods and clearly separated responsibilities. Nesting: Minimal; caching methods contain only one conditional level. Clarity of intent: Descriptive names and the class documentation clearly convey natural ordering, null handling, and singleton preservation, though complex generic annotations and unexplained unchecked casts add cognitive load. Code length: Concise overall; parallel caching methods and repeated suppression comments introduce modest duplication. Action granularity: Most lines perform one action, but chained assignments update both the cache and local variable, while compressed field annotations reduce scanability. Reading flow: Methods follow a coherent progression from comparison to ordering variants and singleton support; dense type signatures, repeated TODOs, and compact import formatting slightly interrupt the flow.