Sample

pyint-36a45b12abc2-I04

Replace names with deterministic minifier-style shortest identifiers

Matched original source

Lines43

Scores

MethodScoreScale
Posnett00–1; higher is more readable
Dorn0.5760–1; higher is more readable
Mi0.5770–1; higher is more readable
LLOC31Logical lines; fewer is more readable
DeepSeek V4 Pro3.670–20; mean of three runs
GPT-6.1 Sol110–20; mean of three runs
BTTF0.6440–1; higher is more readable

Views

Source code

import email.message import email.policy import mimetypes import warnings from collections import namedtuple from datetime import datetime, timezone from email import charset as Charset from email import generator from email.errors import HeaderParseError from email.header import Header from email.headerregistry import Address, AddressHeader, parser from email.mime.base import MIMEBase from email.mime.message import MIMEMessage from email.mime.multipart import MIMEMultipart from email.mime.text import MIMEText from email.utils import formataddr, getaddresses, make_msgid from io import BytesIO, StringIO from pathlib import Path from django.conf import settings from django.core.mail.utils import DNS_NAME from django.utils.deprecation import ( RemovedInDjango70Warning, deprecate_posargs, warn_about_external_use, ) from django.utils.encoding import force_bytes, force_str, punycode from django.utils.timezone import get_current_timezone from .deprecation import ( CONNECTION_ARG_WARNING, FAIL_SILENTLY_ARG_WARNING, report_using_incompatibility, ) class SafeMIMEMultipart(MIMEMixin, MIMEMultipart): def __init__( self, a="mixed", b=None, c=None, d=None, **e ): self.encoding = d MIMEMultipart.__init__(self, a, b, c, **e) def __setitem__(self, f, g): f, g = forbid_multi_line_headers(f, g, self.encoding) MIMEMultipart.__setitem__(self, f, g)

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Source regions

Feature contributions

Feature contributions

FeatureValueContribution
(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.1627.533−53.709
Source linesThe number of non-empty source lines.43+17.2
Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value.4.778−7.167

Intercept 8.87 + feature contributions = -34.806 (log-odds).
Score = sigmoid(-34.806) = 0.

Feature contributions

FeatureValueContribution
(log-odds)
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.65.932+0.873
Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right.0−0.804
Indentation frequencyHow rapidly indentation changes from line to line.43+0.75
Number layout frequencyHow rapidly the number of numeric values per line changes through the code.43−0.566
Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code.44−0.522
Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *.0.064+0.317
Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom.42.776+0.188

Intercept 0.07 + feature contributions = 0.307 (log-odds).
Score = sigmoid(0.307) = 0.576.

Score0.577
Score31
Run 1

The code is nearly unreadable due to egregious use of single-letter variable names (a, b, c, d, e, f, g) that completely obscure intent. The SafeMIMEMultipart constructor gives no indication what parameters represent, violating clarity of intent. While the structure is technically flat and lines are concise, the meaningless naming destroys reading flow and makes the code appear deliberately obfuscated. The import section is lengthy but standard. The method override __setitem__ shows some logical flow but remains cryptic due to variable names. Action granularity is acceptable with one operation per line. Overall, this reads like minified code rather than maintainable source. A developer would need external documentation or source inspection of parent classes to understand what 'a' through 'g' represent, making this extremely poor readability despite technically simple structure.

Run 2

This code is extremely difficult to read. The import section is quite long and disorganized, with unused imports likely present. The class definition uses single-letter variable names (a, b, c, d, e, f, g) that completely obscure intent - it's unclear what these parameters represent. The SafeMIMEMultipart class has minimal documentation and the method signature provides no context about the role of these arguments. Nesting is not egregious, but clarity of intent is severely compromised by the cryptic naming. Multiple actions occur in single lines (e.g., f, g = forbid_multi_line_headers(...)), which violates the one-action-per-line principle. The reading flow is confusing - a developer cannot understand what this class does without significant investigation. While the structure is technically organized, the naming makes this code practically unreadable and unmaintainable.

Run 3

The code is a confusing mix: a huge, disorganized import block includes many unused modules and unnecessary alphabetized-seeming noise. Class SafeMIMEMultipart is unreadable: parameter names are single letters (a, b, c, d, e, f, g) giving no semantic meaning; MIMEMixin is referenced but not imported; action granularity is poor because the __setitem__ override does multiple things in one line and relies on a function not shown. Nesting is shallow, which is good, but clarity of intent is low—why override __setitem__? What is forbid_multi_line_headers for? The one positive is the class structure is short, but that alone cannot rescue readability. Natural reading flow is broken by cryptic names and unexplained behavior. Overall, this code appears deliberately obfuscated and requires significant context to understand—failing most readability criteria.

Run 1

Code Structure: Imports and a small class provide logical organization, but many imports are unused in this excerpt, and MIMEMixin and forbid_multi_line_headers are not defined here. Nesting: Methods are flat and easy to follow. Clarity of intent: The class name and header-validation call suggest safe MIME handling, but parameter names a–g obscure argument roles and make the constructor difficult to understand. Code length: The implementation is concise, although the extensive imports and unnecessarily split constructor signature add visual overhead. Action granularity: Each statement performs a single clear operation. Reading flow: Initialization and header assignment follow natural sequences, but cryptic names and missing local context interrupt comprehension.

Run 2

1. Code Structure: Imports are grouped logically and the class separates initialization from header assignment, but many imports are unused in this excerpt and MIMEMixin is not defined here. 2. Nesting: Flat methods with no nested control flow are easy to follow. 3. Clarity of intent: The class name and header-validation call suggest safe MIME handling, but single-letter parameters obscure argument roles and forwarding behavior. 4. Code length: Methods are concise, although the extensive import block and multiline signature add disproportionate overhead. 5. Action granularity: Each statement performs a clear operation; tuple assignment appropriately captures validated header values. 6. Reading flow: Initialization followed by header assignment is natural, but cryptic names, missing local context, and minimal spacing between imports and the class interrupt comprehension.

Run 3

Code Structure: Imports and a small class provide recognizable organization, but numerous unused imports distract from the implementation, and MIMEMixin and forbid_multi_line_headers are undefined in the snippet. Nesting: Methods are flat and easy to follow. Clarity of intent: The class name and header-validation call suggest safe MIME handling, but single-letter parameters obscure subtype, boundary, payload, encoding, and header arguments. Code length: Methods are concise, although the import block is disproportionately long and the constructor signature is unnecessarily spread across lines. Action granularity: Each statement performs a focused operation; paired assignment naturally captures the validated header and value. Reading flow: Initialization followed by header assignment is logical, but cryptic names, positional delegation, and missing context interrupt comprehension.