Sample
pyint-1482e4eecc88-I02
Shorten method, parameter, and local names without collisions
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0.001 | 0–1; higher is more readable |
| Dorn | 0.861 | 0–1; higher is more readable |
| Mi | 0.359 | 0–1; higher is more readable |
| LLOC | 17 | Logical lines; fewer is more readable |
| DeepSeek V4 Pro | 11.33 | 0–20; mean of three runs |
| GPT-6.1 Sol | 11.67 | 0–20; mean of three runs |
| BTTF | 0.527 | 0–1; higher is more readable |
Views
Loading feature diagnosis…
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. | 618.286 | −20.403 |
| Source linesThe number of non-empty source lines. | 27 | +10.8 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.525 | −6.787 |
Intercept 8.87 + feature contributions = -7.521 (log-odds).
Score = sigmoid(-7.521) = 0.001.
Feature contributions
| Feature | Value | Contribution (log-odds) |
|---|---|---|
| Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *. | 0.034 | +0.611 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 80.071 | +0.487 |
| Number layout frequencyHow rapidly the number of numeric values per line changes through the code. | 1 | +0.398 |
| 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. | 82.893 | +0.154 |
| Indentation frequencyHow rapidly indentation changes from line to line. | 24 | +0.093 |
| Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code. | 28 | +0.045 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 26.893 | −0.034 |
Intercept 0.07 + feature contributions = 1.825 (log-odds).
Score = sigmoid(1.825) = 0.861.
| Score | 0.359 |
|---|
| Score | 17 |
|---|
Run 1
The code is difficult to read due to several critical issues. The method named 'fai' lacks an 'l', so it should likely be 'fail', while the alias assignment at the bottom references '_fail', which does not exist, causing a NameError at class definition time. This inconsistency severely harms clarity. The imports are scattered and contain unused or redundant aliases (e.g., collections.abc imported twice in different styles). The class overall is short, which helps length and nesting (flat structure), but the action granularity is poor: the __setitem__ assignment line crams many operations into one logical action, obscuring intent. Reading flow is broken by the naming mismatch and the misplaced 'del _fail' appearing after class-level assignments. The intent of NullSession is documented, but the implementation fails to match its own documentation and aliases, making it untrustworthy and hard to follow.
Run 2
The code has clear intent (a session class that fails on modification) and logical structure, but suffers from a critical bug: the method is defined as 'fai' but referenced as '_fail', and the reference is deleted afterward with 'del _fail'. This breaks readability and correctness. Nesting is flat and action granularity is generally fine, but the mutation of dunder methods through assignment is terse and may confuse readers unfamiliar with this pattern. The import block is slightly cluttered with unused or redundant imports (e.g., both 'collections.abc as c' and 'from collections.abc import MutableMapping'). Overall, the code is concise but ambiguous due to naming inconsistency and unconventional method assignment, lowering clarity and reading flow.
Run 3
The code is generally readable with clear intent and good structure. The class name and docstring clearly explain the purpose. Using a helper method to raise a consistent error is clean. However, the method name 'fai' appears to be a typo for 'fail', and the final line references '_fail' inconsistently, which introduces confusion. Assigning multiple dunder methods on one line reduces granularity and harms readability. Overall the code is concise and reasonably organized, but these naming inconsistencies and the condensed method assignments prevent a higher score.
Run 1
Code Structure: Imports and the session class are logically separated, but numerous unused imports add clutter, and SecureCookieSession is not defined or imported in the snippet. Nesting: Minimal nesting makes the code easy to scan. Clarity of intent: The docstring and RuntimeError clearly explain read-only behavior when a secret key is missing. However, the method is named fai while the assignments and deletion reference _fail, creating a confusing inconsistency that prevents the class from being defined as shown. Code length: The class is concise, though its import block is disproportionate to the implementation. Action granularity: Most lines perform one action, but the long chained assignment binds seven methods at once and requires more attention. Reading flow: The progression from documentation to failure handler to method bindings is natural, but the naming mismatch and unexplained base class disrupt understanding.
Run 2
Code Structure: Imports and a small class are logically organized, but numerous unused imports add clutter, and SecureCookieSession is not defined or imported in the snippet. Nesting: Minimal nesting makes the code easy to scan. Clarity of intent: The docstring and error message clearly explain read-only session behavior, but the method is named fai while assignments and deletion reference _fail, creating a confusing inconsistency. Code length: The implementation is concise, though the import list is disproportionate to its functionality. Action granularity: Most lines perform one action, but the chained assignment binds seven methods at once, reducing immediate readability. Reading flow: The progression from documentation to error handling to method bindings is natural, but the naming mismatch and undefined references interrupt comprehension.
Run 3
Code Structure: The class is logically organized, but numerous unused imports add clutter, and SecureCookieSession is not defined or imported in the snippet. Nesting: Minimal nesting makes the code easy to scan. Clarity of intent: The docstring and error message clearly explain the read-only fallback behavior, but the method name 'fai' is unclear and conflicts with the undefined '_fail' used below. Code length: The implementation is concise, although the imports are excessive for the shown code. Action granularity: Most lines perform one action, but the chained assignment binds seven methods at once, reducing readability. Reading flow: The progression from documentation to error handling to method overrides is natural, but the naming mismatch and deletion of undefined '_fail' interrupt comprehension.