Replication package for the manuscript "Using Personality Detection Tools for Software Engineering Research: How Far Can We Go?" submitted to TOSEM

Overview

tosem2021-personality-rep-package DOI

Replication package for the manuscript "Using Personality Detection Tools for Software Engineering Research: How Far Can We Go?" under review at ACM TOSEM.

Requirements

Ensure that your box fulfills the following requirements:

  • Python 3.8.3+
  • R 4.0.4+
  • Java 1.8+
  • python3-venv
  • pandoc
  • LaTeX
  • homebrew (macOS-only)

On macOS, you can install LaTeX and pandoc by executing brew install mactex pandoc.

On Ubuntu, run sudo apt install texlive-latex-extra pandoc.

Finally, after installing Java, ensure that the environment variable $JAVA_HOME is properly set.

Cloning

The repository uses git submodules. To clone the code and its submodules, run git clone --recursive <repo-url.git>

Setup

Setup instructions are contained in the file setup.sh and must be run only once. The script has been tested on macOS Big Sur and Ubuntu 20.04 LTS. To complete the setup, simply run bash setup.sh. Please, note that the installation of the R packages will prompt you to enter the your password via sudo.

If you have anaconda installed, ensure that the conda base environment is not active during setup.

Reproducible pipeline

To reproduce the pipeline, run bash repro.sh:

Usage: repro.sh [-h] [-v] -s all|phase1|phase2 -d test|full
Available options:
-h, --help      Print this help and exit
-v, --verbose   Print script debug info
-s, --stage     Pipeline stage. Accepted values: all, phase1, phase2
-d, --dataset   Dataset size. Accepted values: test, full

You can choose to reproduce the full pipeline by passing the argument -s|--stage all. Otherwise, you can reproduce individually the two phases of the experiment by passing instead the arguments phase1 or phase2. Also, to reduce the computational time, you can chose between running the script on the full dataset or on a random test subsample.

Notes

  1. Phase Two is quite time-consuming---it can take hours, in not days, depending on your box specs. For test purposes, you can supply the argument test to work with a very small, random subsample of the original dataset and keep the computational time within minutes.

  2. The script ph1_0-goldstandard_creation.sh is intentionally not part of the reproducible pipeline. It is meant to be executed only once, to create the anonymized gold standard in which email addresses have been replaced with hashed ids and all the sensitive content from emails (e.g., names, urls) have been scrubbed. This is intended to prevent others from tracking down the participants by searching for matching text into the public email archives of the Apache Software Foundation.

Comments
  • Bump nltk from 3.5 to 3.6.5

    Bump nltk from 3.5 to 3.6.5

    Bumps nltk from 3.5 to 3.6.5.

    Changelog

    Sourced from nltk's changelog.

    Version 3.6.5 2021-10-11

    • modernised nltk.org website
    • addressed LGTM.com issues
    • support ZWJ sequences emoji and skin tone modifer emoji in TweetTokenizer
    • METEOR evaluation now requires pre-tokenized input
    • Code linting and type hinting
    • implement get_refs function for DrtLambdaExpression
    • Enable automated CoreNLP, Senna, Prover9/Mace4, Megam, MaltParser CI tests
    • specify minimum regex version that supports regex.Pattern
    • avoid re.Pattern and regex.Pattern which fail for Python 3.6, 3.7

    Thanks to the following contributors to 3.6.5 Tom Aarsen, Saibo Geng, Mohaned Mashaly, Dimitri Papadopoulos, Danny Sepler, Ahmet Yildirim, RnDevelover, yutanakamura

    Version 3.6.4 2021-10-01

    • deprecate nltk.usage(obj) in favor of help(obj)
    • resolve ReDoS vulnerability in Corpus Reader
    • solidify performance tests
    • improve phone number recognition in tweet tokenizer
    • refactored CISTEM stemmer for German
    • identify NLTK Team as the author
    • replace travis badge with github actions badge
    • add SECURITY.md

    Thanks to the following contributors to 3.6.4 Tom Aarsen, Mohaned Mashaly, Dimitri Papadopoulos Orfanos, purificant, Danny Sepler

    Version 3.6.3 2021-09-19

    • Dropped support for Python 3.5
    • Run CI tests on Windows, too
    • Moved from Travis CI to GitHub Actions
    • Code and comment cleanups
    • Visualize WordNet relation graphs using Graphviz
    • Fixed large error in METEOR score
    • Apply isort, pyupgrade, black, added as pre-commit hooks
    • Prevent debug_decisions in Punkt from throwing IndexError
    • Resolved ZeroDivisionError in RIBES with dissimilar sentences
    • Initialize WordNet IC total counts with smoothing value
    • Fixed AttributeError for Arabic ARLSTem2 stemmer
    • Many fixes and improvements to lm language model package
    • Fix bug in nltk.metrics.aline, C_skip = -10
    • Improvements to TweetTokenizer
    • Optional show arg for FreqDist.plot, ConditionalFreqDist.plot
    • edit_distance now computes Damerau-Levenshtein edit-distance

    Thanks to the following contributors to 3.6.3 Tom Aarsen, Abhijnan Bajpai, Michael Wayne Goodman, Michał Górny, Maarten ter Huurne,

    ... (truncated)

    Commits
    • b422364 updates for 3.6.5
    • 03e4b4e Modernised nltk.org website (#2845)
    • 9f468d3 Merge pull request #2851 from DimitriPapadopoulos/lgtm_errors
    • 8ce97b2 Add a unit test, fix typos
    • 2538164 Enhancement: Add ZWJ sequences Emoji and Skin Tone Modifier Emoji support to ...
    • 836b98e Accept pre-tokenized references & hypothesis for METEOR calculation (#2822)
    • 82ceb20 refactor: perfom linting for punkt.py (#2830)
    • c05b0e7 use latest version of pip (#2846)
    • 6d39c90 Implement get_refs function for DrtLambdaExpression (#2847)
    • f554129 LGTM.com error: Wrong number of arguments in a class instantiation
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    dependencies 
    opened by dependabot[bot] 1
  • Bump pillow from 9.0.1 to 9.3.0

    Bump pillow from 9.0.1 to 9.3.0

    Bumps pillow from 9.0.1 to 9.3.0.

    Release notes

    Sourced from pillow's releases.

    9.3.0

    https://pillow.readthedocs.io/en/stable/releasenotes/9.3.0.html

    Changes

    ... (truncated)

    Changelog

    Sourced from pillow's changelog.

    9.3.0 (2022-10-29)

    • Limit SAMPLESPERPIXEL to avoid runtime DOS #6700 [wiredfool]

    • Initialize libtiff buffer when saving #6699 [radarhere]

    • Inline fname2char to fix memory leak #6329 [nulano]

    • Fix memory leaks related to text features #6330 [nulano]

    • Use double quotes for version check on old CPython on Windows #6695 [hugovk]

    • Remove backup implementation of Round for Windows platforms #6693 [cgohlke]

    • Fixed set_variation_by_name offset #6445 [radarhere]

    • Fix malloc in _imagingft.c:font_setvaraxes #6690 [cgohlke]

    • Release Python GIL when converting images using matrix operations #6418 [hmaarrfk]

    • Added ExifTags enums #6630 [radarhere]

    • Do not modify previous frame when calculating delta in PNG #6683 [radarhere]

    • Added support for reading BMP images with RLE4 compression #6674 [npjg, radarhere]

    • Decode JPEG compressed BLP1 data in original mode #6678 [radarhere]

    • Added GPS TIFF tag info #6661 [radarhere]

    • Added conversion between RGB/RGBA/RGBX and LAB #6647 [radarhere]

    • Do not attempt normalization if mode is already normal #6644 [radarhere]

    ... (truncated)

    Commits

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    dependencies 
    opened by dependabot[bot] 0
  • Bump joblib from 1.0.1 to 1.2.0

    Bump joblib from 1.0.1 to 1.2.0

    Bumps joblib from 1.0.1 to 1.2.0.

    Changelog

    Sourced from joblib's changelog.

    Release 1.2.0

    • Fix a security issue where eval(pre_dispatch) could potentially run arbitrary code. Now only basic numerics are supported. joblib/joblib#1327

    • Make sure that joblib works even when multiprocessing is not available, for instance with Pyodide joblib/joblib#1256

    • Avoid unnecessary warnings when workers and main process delete the temporary memmap folder contents concurrently. joblib/joblib#1263

    • Fix memory alignment bug for pickles containing numpy arrays. This is especially important when loading the pickle with mmap_mode != None as the resulting numpy.memmap object would not be able to correct the misalignment without performing a memory copy. This bug would cause invalid computation and segmentation faults with native code that would directly access the underlying data buffer of a numpy array, for instance C/C++/Cython code compiled with older GCC versions or some old OpenBLAS written in platform specific assembly. joblib/joblib#1254

    • Vendor cloudpickle 2.2.0 which adds support for PyPy 3.8+.

    • Vendor loky 3.3.0 which fixes several bugs including:

      • robustly forcibly terminating worker processes in case of a crash (joblib/joblib#1269);

      • avoiding leaking worker processes in case of nested loky parallel calls;

      • reliability spawn the correct number of reusable workers.

    Release 1.1.0

    • Fix byte order inconsistency issue during deserialization using joblib.load in cross-endian environment: the numpy arrays are now always loaded to use the system byte order, independently of the byte order of the system that serialized the pickle. joblib/joblib#1181

    • Fix joblib.Memory bug with the ignore parameter when the cached function is a decorated function.

    ... (truncated)

    Commits
    • 5991350 Release 1.2.0
    • 3fa2188 MAINT cleanup numpy warnings related to np.matrix in tests (#1340)
    • cea26ff CI test the future loky-3.3.0 branch (#1338)
    • 8aca6f4 MAINT: remove pytest.warns(None) warnings in pytest 7 (#1264)
    • 067ed4f XFAIL test_child_raises_parent_exits_cleanly with multiprocessing (#1339)
    • ac4ebd5 MAINT add back pytest warnings plugin (#1337)
    • a23427d Test child raises parent exits cleanly more reliable on macos (#1335)
    • ac09691 [MAINT] various test updates (#1334)
    • 4a314b1 Vendor loky 3.2.0 (#1333)
    • bdf47e9 Make test_parallel_with_interactively_defined_functions_default_backend timeo...
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  • Bump numpy from 1.21.0 to 1.22.0

    Bump numpy from 1.21.0 to 1.22.0

    Bumps numpy from 1.21.0 to 1.22.0.

    Release notes

    Sourced from numpy's releases.

    v1.22.0

    NumPy 1.22.0 Release Notes

    NumPy 1.22.0 is a big release featuring the work of 153 contributors spread over 609 pull requests. There have been many improvements, highlights are:

    • Annotations of the main namespace are essentially complete. Upstream is a moving target, so there will likely be further improvements, but the major work is done. This is probably the most user visible enhancement in this release.
    • A preliminary version of the proposed Array-API is provided. This is a step in creating a standard collection of functions that can be used across application such as CuPy and JAX.
    • NumPy now has a DLPack backend. DLPack provides a common interchange format for array (tensor) data.
    • New methods for quantile, percentile, and related functions. The new methods provide a complete set of the methods commonly found in the literature.
    • A new configurable allocator for use by downstream projects.

    These are in addition to the ongoing work to provide SIMD support for commonly used functions, improvements to F2PY, and better documentation.

    The Python versions supported in this release are 3.8-3.10, Python 3.7 has been dropped. Note that 32 bit wheels are only provided for Python 3.8 and 3.9 on Windows, all other wheels are 64 bits on account of Ubuntu, Fedora, and other Linux distributions dropping 32 bit support. All 64 bit wheels are also linked with 64 bit integer OpenBLAS, which should fix the occasional problems encountered by folks using truly huge arrays.

    Expired deprecations

    Deprecated numeric style dtype strings have been removed

    Using the strings "Bytes0", "Datetime64", "Str0", "Uint32", and "Uint64" as a dtype will now raise a TypeError.

    (gh-19539)

    Expired deprecations for loads, ndfromtxt, and mafromtxt in npyio

    numpy.loads was deprecated in v1.15, with the recommendation that users use pickle.loads instead. ndfromtxt and mafromtxt were both deprecated in v1.17 - users should use numpy.genfromtxt instead with the appropriate value for the usemask parameter.

    (gh-19615)

    ... (truncated)

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    dependencies 
    opened by dependabot[bot] 0
  • Bump pillow from 9.0.0 to 9.0.1

    Bump pillow from 9.0.0 to 9.0.1

    Bumps pillow from 9.0.0 to 9.0.1.

    Release notes

    Sourced from pillow's releases.

    9.0.1

    https://pillow.readthedocs.io/en/stable/releasenotes/9.0.1.html

    Changes

    • In show_file, use os.remove to remove temporary images. CVE-2022-24303 #6010 [@​radarhere, @​hugovk]
    • Restrict builtins within lambdas for ImageMath.eval. CVE-2022-22817 #6009 [radarhere]
    Changelog

    Sourced from pillow's changelog.

    9.0.1 (2022-02-03)

    • In show_file, use os.remove to remove temporary images. CVE-2022-24303 #6010 [radarhere, hugovk]

    • Restrict builtins within lambdas for ImageMath.eval. CVE-2022-22817 #6009 [radarhere]

    Commits
    • 6deac9e 9.0.1 version bump
    • c04d812 Update CHANGES.rst [ci skip]
    • 4fabec3 Added release notes for 9.0.1
    • 02affaa Added delay after opening image with xdg-open
    • ca0b585 Updated formatting
    • 427221e In show_file, use os.remove to remove temporary images
    • c930be0 Restrict builtins within lambdas for ImageMath.eval
    • 75b69dd Dont need to pin for GHA
    • cd938a7 Autolink CWE numbers with sphinx-issues
    • 2e9c461 Add CVE IDs
    • See full diff in compare view

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    dependencies 
    opened by dependabot[bot] 0
  • Bump numpy from 1.20.1 to 1.21.0

    Bump numpy from 1.20.1 to 1.21.0

    Bumps numpy from 1.20.1 to 1.21.0.

    Release notes

    Sourced from numpy's releases.

    v1.21.0

    NumPy 1.21.0 Release Notes

    The NumPy 1.21.0 release highlights are

    • continued SIMD work covering more functions and platforms,
    • initial work on the new dtype infrastructure and casting,
    • universal2 wheels for Python 3.8 and Python 3.9 on Mac,
    • improved documentation,
    • improved annotations,
    • new PCG64DXSM bitgenerator for random numbers.

    In addition there are the usual large number of bug fixes and other improvements.

    The Python versions supported for this release are 3.7-3.9. Official support for Python 3.10 will be added when it is released.

    :warning: Warning: there are unresolved problems compiling NumPy 1.21.0 with gcc-11.1 .

    • Optimization level -O3 results in many wrong warnings when running the tests.
    • On some hardware NumPy will hang in an infinite loop.

    New functions

    Add PCG64DXSM BitGenerator

    Uses of the PCG64 BitGenerator in a massively-parallel context have been shown to have statistical weaknesses that were not apparent at the first release in numpy 1.17. Most users will never observe this weakness and are safe to continue to use PCG64. We have introduced a new PCG64DXSM BitGenerator that will eventually become the new default BitGenerator implementation used by default_rng in future releases. PCG64DXSM solves the statistical weakness while preserving the performance and the features of PCG64.

    See upgrading-pcg64 for more details.

    (gh-18906)

    Expired deprecations

    • The shape argument numpy.unravel_index cannot be passed as dims keyword argument anymore. (Was deprecated in NumPy 1.16.)

    ... (truncated)

    Commits
    • b235f9e Merge pull request #19283 from charris/prepare-1.21.0-release
    • 34aebc2 MAINT: Update 1.21.0-notes.rst
    • 493b64b MAINT: Update 1.21.0-changelog.rst
    • 07d7e72 MAINT: Remove accidentally created directory.
    • 032fca5 Merge pull request #19280 from charris/backport-19277
    • 7d25b81 BUG: Fix refcount leak in ResultType
    • fa5754e BUG: Add missing DECREF in new path
    • 61127bb Merge pull request #19268 from charris/backport-19264
    • 143d45f Merge pull request #19269 from charris/backport-19228
    • d80e473 BUG: Removed typing for == and != in dtypes
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    dependencies 
    opened by dependabot[bot] 0
  • Bump nltk from 3.6.4 to 3.6.6

    Bump nltk from 3.6.4 to 3.6.6

    Bumps nltk from 3.6.4 to 3.6.6.

    Changelog

    Sourced from nltk's changelog.

    Version 3.6.7 2021-12-28

    • Resolve IndexError in sent_tokenize and word_tokenize (#2922)

    Version 3.6.6 2021-12-21

    • Refactor gensim.doctest to work for gensim 4.0.0 and up (#2914)
    • Add Precision, Recall, F-measure, Confusion Matrix to Taggers (#2862)
    • Added warnings if .zip files exist without any corresponding .csv files. (#2908)
    • Fix FileNotFoundError when the download_dir is a non-existing nested folder (#2910)
    • Rename omw to omw-1.4 (#2907)
    • Resolve ReDoS opportunity by fixing incorrectly specified regex (#2906)
    • Support OMW 1.4 (#2899)
    • Deprecate Tree get and set node methods (#2900)
    • Fix broken inaugural test case (#2903)
    • Use Multilingual Wordnet Data from OMW with newer Wordnet versions (#2889)
    • Keep NLTKs "tokenize" module working with pathlib (#2896)
    • Make prettyprinter to be more readable (#2893)
    • Update links to the nltk book (#2895)
    • Add CITATION.cff to nltk (#2880)
    • Resolve serious ReDoS in PunktSentenceTokenizer (#2869)
    • Delete old CI config files (#2881)
    • Improve Tokenize documentation + add TokenizerI as superclass for TweetTokenizer (#2878)
    • Fix expected value for BLEU score doctest after changes from #2572
    • Add multi Bleu functionality and tests (#2793)
    • Deprecate 'return_str' parameter in NLTKWordTokenizer and TreebankWordTokenizer (#2883)
    • Allow empty string in CFG's + more (#2888)
    • Partition tree.py module into tree package + pickle fix (#2863)
    • Fix several TreebankWordTokenizer and NLTKWordTokenizer bugs (#2877)
    • Rewind Wordnet data file after each lookup (#2868)
    • Correct init call for SyntaxCorpusReader subclasses (#2872)
    • Documentation fixes (#2873)
    • Fix levenstein distance for duplicated letters (#2849)
    • Support alternative Wordnet versions (#2860)
    • Remove hundreds of formatting warnings for nltk.org (#2859)
    • Modernize nltk.org/howto pages (#2856)
    • Fix Bleu Score smoothing function from taking log(0) (#2839)
    • Update third party tools to newer versions and removing MaltParser fixed version (#2832)
    • Fix TypeError: _pretty() takes 1 positional argument but 2 were given in sem/drt.py (#2854)
    • Replace http with https in most URLs (#2852)

    Thanks to the following contributors to 3.6.6 Adam Hawley, BatMrE, Danny Sepler, Eric Kafe, Gavish Poddar, Panagiotis Simakis, RnDevelover, Robby Horvath, Tom Aarsen, Yuta Nakamura, Mohaned Mashaly

    Version 3.6.5 2021-10-11

    • modernised nltk.org website
    • addressed LGTM.com issues
    • support ZWJ sequences emoji and skin tone modifer emoji in TweetTokenizer

    ... (truncated)

    Commits
    • 4862b09 updates for 3.6.6
    • 6b60213 Refactor gensim.doctest to work for gensim 4.0.0 and up (#2914)
    • 59aa3fb Fix decode error for bllip parser (#2897)
    • a28d256 Add Precision, Recall, F-measure, Confusion Matrix to Taggers (#2862)
    • 72d9885 Added warnings if .zip files exist without any corresponding .csv files. (#2908)
    • dea7b44 Fix FileNotFoundError when the download_dir is a non-existing nested fold...
    • abbe86b Undo #2909 due to unexpected test failure
    • c075dab Allow commits with /nocache to not use the cache (#2909)
    • d6d513d Renamed omw to omw-1.4 (#2907)
    • 2a50a3e Resolve ReDoS opportunity by fixing incorrectly specified regex (#2906)
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  • Bump pillow from 8.3.2 to 9.0.0

    Bump pillow from 8.3.2 to 9.0.0

    Bumps pillow from 8.3.2 to 9.0.0.

    Release notes

    Sourced from pillow's releases.

    9.0.0

    https://pillow.readthedocs.io/en/stable/releasenotes/9.0.0.html

    Changes

    ... (truncated)

    Changelog

    Sourced from pillow's changelog.

    9.0.0 (2022-01-02)

    • Restrict builtins for ImageMath.eval(). CVE-2022-22817 #5923 [radarhere]

    • Ensure JpegImagePlugin stops at the end of a truncated file #5921 [radarhere]

    • Fixed ImagePath.Path array handling. CVE-2022-22815, CVE-2022-22816 #5920 [radarhere]

    • Remove consecutive duplicate tiles that only differ by their offset #5919 [radarhere]

    • Improved I;16 operations on big endian #5901 [radarhere]

    • Limit quantized palette to number of colors #5879 [radarhere]

    • Fixed palette index for zeroed color in FASTOCTREE quantize #5869 [radarhere]

    • When saving RGBA to GIF, make use of first transparent palette entry #5859 [radarhere]

    • Pass SAMPLEFORMAT to libtiff #5848 [radarhere]

    • Added rounding when converting P and PA #5824 [radarhere]

    • Improved putdata() documentation and data handling #5910 [radarhere]

    • Exclude carriage return in PDF regex to help prevent ReDoS #5912 [hugovk]

    • Fixed freeing pointer in ImageDraw.Outline.transform #5909 [radarhere]

    • Added ImageShow support for xdg-open #5897 [m-shinder, radarhere]

    • Support 16-bit grayscale ImageQt conversion #5856 [cmbruns, radarhere]

    • Convert subsequent GIF frames to RGB or RGBA #5857 [radarhere]

    ... (truncated)

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    opened by dependabot[bot] 0
  • Bump pillow from 8.2.0 to 8.3.2

    Bump pillow from 8.2.0 to 8.3.2

    Bumps pillow from 8.2.0 to 8.3.2.

    Release notes

    Sourced from pillow's releases.

    8.3.2

    https://pillow.readthedocs.io/en/stable/releasenotes/8.3.2.html

    Security

    • CVE-2021-23437 Raise ValueError if color specifier is too long [hugovk, radarhere]

    • Fix 6-byte OOB read in FliDecode [wiredfool]

    Python 3.10 wheels

    • Add support for Python 3.10 #5569, #5570 [hugovk, radarhere]

    Fixed regressions

    • Ensure TIFF RowsPerStrip is multiple of 8 for JPEG compression #5588 [kmilos, radarhere]

    • Updates for ImagePalette channel order #5599 [radarhere]

    • Hide FriBiDi shim symbols to avoid conflict with real FriBiDi library #5651 [nulano]

    8.3.1

    https://pillow.readthedocs.io/en/stable/releasenotes/8.3.1.html

    Changes

    8.3.0

    https://pillow.readthedocs.io/en/stable/releasenotes/8.3.0.html

    Changes

    ... (truncated)

    Changelog

    Sourced from pillow's changelog.

    8.3.2 (2021-09-02)

    • CVE-2021-23437 Raise ValueError if color specifier is too long [hugovk, radarhere]

    • Fix 6-byte OOB read in FliDecode [wiredfool]

    • Add support for Python 3.10 #5569, #5570 [hugovk, radarhere]

    • Ensure TIFF RowsPerStrip is multiple of 8 for JPEG compression #5588 [kmilos, radarhere]

    • Updates for ImagePalette channel order #5599 [radarhere]

    • Hide FriBiDi shim symbols to avoid conflict with real FriBiDi library #5651 [nulano]

    8.3.1 (2021-07-06)

    • Catch OSError when checking if fp is sys.stdout #5585 [radarhere]

    • Handle removing orientation from alternate types of EXIF data #5584 [radarhere]

    • Make Image.array take optional dtype argument #5572 [t-vi, radarhere]

    8.3.0 (2021-07-01)

    • Use snprintf instead of sprintf. CVE-2021-34552 #5567 [radarhere]

    • Limit TIFF strip size when saving with LibTIFF #5514 [kmilos]

    • Allow ICNS save on all operating systems #4526 [baletu, radarhere, newpanjing, hugovk]

    • De-zigzag JPEG's DQT when loading; deprecate convert_dict_qtables #4989 [gofr, radarhere]

    • Replaced xml.etree.ElementTree #5565 [radarhere]

    ... (truncated)

    Commits
    • 8013f13 8.3.2 version bump
    • 23c7ca8 Update CHANGES.rst
    • 8450366 Update release notes
    • a0afe89 Update test case
    • 9e08eb8 Raise ValueError if color specifier is too long
    • bd5cf7d FLI tests for Oss-fuzz crash.
    • 94a0cf1 Fix 6-byte OOB read in FliDecode
    • cece64f Add 8.3.2 (2021-09-02) [CI skip]
    • e422386 Add release notes for Pillow 8.3.2
    • 08dcbb8 Pillow 8.3.2 supports Python 3.10 [ci skip]
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    dependencies 
    opened by dependabot[bot] 0
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