neuropsychology/NeuroKit

✨ 🚀 What’s New

• For a detailed record of changes, see the [NEWS](https://github.com/neuropsychology/NeuroKit/blob/master/NEWS.rst) file.
• [Maintenance] Fix Github Pages modern workflow (#1175) @DerAndereJohannes
• [Maintenance] Removed local versioning from hatch (#1174) @DerAndereJohannes
• [Hotfix] Trigger Pypi update (#1166) @DominiqueMakowski
• 0.2.13 (#1120) @DominiqueMakowski
• Auto Fixed Styles (#1165) @DerAndereJohannes
• [Major] Rework the development workflow of Neurokit2 (#1156) @DerAndereJohannes
• [New] HRV: adding indices of Symbolic Dynamics (#1057) @mrosol
• + 13 more

✨ 🚀 Features & Enhancements

• [Fix] Separate out build and deploy workflows for documentation (#1177) @DerAndereJohannes

🐛 🐛 Bug Fixes

• [Fix] Separate out build and deploy workflows for documentation (#1177) @DerAndereJohannes
• [Fix] releasePR to include testpypi environment (3) (#1173) @DerAndereJohannes
• [hotfix] trigger pypi update (2) (#1172) @DominiqueMakowski

📝 📖 Documentation

• [Fix] Separate out build and deploy workflows for documentation (#1177) @DerAndereJohannes

📦 👏 Thanks to the contributors

• @DerAndereJohannes, @DominiqueMakowski, @acv132, @akshayeshenoi, @atpage, @laiamp, @mrosol, @peterhcharlton, @stelladrinkwater, @way-ze, @weiyongxu, Maciej Rosoł and vorreuth

✨ 🚀 What’s New

• See the [NEWS](https://github.com/neuropsychology/NeuroKit/blob/master/NEWS.rst) file for the changelog.
• 0.2.12 (#1091) @DominiqueMakowski
• [Feature] Add new signal quality method for ECG and PPG (#1111) @peterhcharlton
• [fix] Divide by zero error in signal_fixpeaks #1116 (#1118) @hattajr
• [Fix] Fixed dead links (#1114) @Aioshiro
• [Feature] Allow `read_xdf` to read from URLs, and some typing/documentation improvements (#1117) @LebombJames
• Updated Elgendi reference in ppg_clean.py (#1104) @peterhcharlton
• Add signal tidypeaksonsets (#1106) @peterhcharlton
• + 3 more

📦 👏 Thanks to

• @Aioshiro, @DerAndereJohannes, @DominiqueMakowski, @LebombJames, @biggates, @hattajr, @me-pic and @peterhcharlton

✨ 🚀 What’s New

• See the [NEWS](https://github.com/neuropsychology/NeuroKit/blob/master/NEWS.rst) file for the changelog.
• 0.2.11 (#1022) @DominiqueMakowski
• Pass kwargs from ecg_process to ecg_clean (#1079) @atpage
• [Fix] Disable HRV DFA computation on signals with less than 12 rri (#1085) @DerAndereJohannes
• Update intervals_to_peaks.py (#1086) @muellerelias
• [Fix] Replaced np.math with built-in math (#1075) @DerAndereJohannes
• [Update] changes scipy.signal.daub to PyWavelets format (#1074) @DerAndereJohannes
• [Fix] rsp_rate function (#1070) @me-pic
• + 8 more

📦 👏 Thanks to

• @DerAndereJohannes, @DominiqueMakowski, @JonasEmrich, @athatcher13, @atpage, @aweinstein, @cgastaud, @danibene, @ignatious-p, @jankwodnicki, @janwodnicki, @me-pic and @muellerelias

✨ 🚀 What’s New

• See the [NEWS](https://github.com/neuropsychology/NeuroKit/blob/master/NEWS.rst) file for the changelog.
• 0.2.10 (#992) @DominiqueMakowski
• [Fix] Prevent `sparseda` method from raising `AttributeError` (#1021) @visserle
• [Feature] Codebook Generation from Documentation (#1017) @DerAndereJohannes
• [Docs] Add info about NK ECG peak detection method (#1020) @peterhcharlton
• [Feature] PPG peak detection: Add MSPTDfast algorithm (Charlton et al., 2024) (#1018) @peterhcharlton
• [Fix] GUDB name consistency (#1016) @danibene
• [Fix] All docs-build warnings and errors (#1014) @DerAndereJohannes
• + 7 more

📦 👏 Thanks to

• @DerAndereJohannes, @DominiqueMakowski, @MarcBalle, @S-N-2019, @ajb5d, @atpage, @danibene, @peterhcharlton, @visserle and Marc Balle

✨ 🚀 What’s New

• See the [NEWS](https://github.com/neuropsychology/NeuroKit/blob/master/NEWS.rst) file for the changelog.
• 0.2.9 (#982) @DominiqueMakowski
• [Fix] Correctly update on Pypi
• [feature] added PPG quality assessment functionality (#987) @peterhcharlton
• [Fix] Syntax to get colormap (#991) @danibene
• [Feature] Test for stats/correlation.py (#989) @ujdcodr

📦 👏 Thanks to

• @DominiqueMakowski, @danibene, @peterhcharlton and @ujdcodr

✨ 🚀 What’s New

• See the [NEWS](https://github.com/neuropsychology/NeuroKit/blob/master/NEWS.rst) file for the changelog.
• 0.2.8 (#926) @DominiqueMakowski
• [Feature] stim_events_find to retrieve multi-channel stimulus events (#976) @DerAndereJohannes
• [Fix] refactor ecg_findpeaks (#973) @danibene
• [Fix] read_acqknowledge now also imports duplicated channel names (#975) @DerAndereJohannes
• [Fix] adding sampling rate parameter to eda_intervalrelated method (#974) @tilly111
• sparsEDA integration (#966) @stasinos
• [Fix] build docs warning (#968) @danibene
• + 8 more

📦 👏 Thanks to

• @Adam-Antios, @DerAndereJohannes, @DominiqueMakowski, @JonasEmrich, @LucaCerina, @Ninebell, @birm, @danibene, @purpl3F0x, @stasinos, @tilly111 and Jonghoe Ku

✨ 🚀 What’s New

• See the [NEWS](https://github.com/neuropsychology/NeuroKit/blob/master/NEWS.rst) file for the changelog.
• 0.2.7 (#901) @DominiqueMakowski
• fixed sklearn sanity checks for valid_metrics (#925) @stamate
• [Feature] Add ECG peak detection by Manikandan (2012) (#920) @DominiqueMakowski
• [Fix] `SCR_Peaks_Amplitude_Mean` should be only computed on peaks (#917) @mperreir
• [Feature] complexity_lyapunov(): more efficient method to compute LLE (#906) @DominiqueMakowski
• [Fix] eda_plot throws ValueError when the number of onsets is not the same as the number of peaks (#916) @mperreir
• [Fix] complexity_coarsegraining(): fix method (#892) @DominiqueMakowski

📦 👏 Thanks to

• @DominiqueMakowski, @mperreir and @stamate

✨ 🚀 What’s New

• See the [NEWS](https://github.com/neuropsychology/NeuroKit/blob/master/NEWS.rst) file for the changelog.
• 0.2.6 (#863) @DominiqueMakowski
• [Fix] docs build warning (#898) @danibene
• [Docs] typos (#896) @danibene
• [Feature] ppg_peaks() now has artifact correction (#890) @DominiqueMakowski
• [Breaking] *_plot() method now don't accept `sampling_rate` argument
• [Breaking] for *_plot() and ecg_fixpeaks(method="neurokit") (#889) @DominiqueMakowski
• [Feature] PPG plots improvements (#883) @DominiqueMakowski
• + 7 more

📦 👏 Thanks to

• @DominiqueMakowski, @ParthaPratimBanik, @SimonLafran, @danibene and @jchromik

✨ 🚀 What’s New

• See the [NEWS](https://github.com/neuropsychology/NeuroKit/blob/master/NEWS.rst) file for the changelog.
• 0.2.5 (#814) @DominiqueMakowski
• Fix/docs asyncio warning (#862) @danibene
• [Feature] HRV: Add SD/RMSSD index (Sollers, 2007) (#855) @DominiqueMakowski
• [Fix] version sklearn valid_metrics (#861) @danibene
• [Breaking] ecg_clean(): update biosppy method (#849) @DominiqueMakowski
• [Feature] EMG report (#841) @danibene
• [Fix] typo docstring eda process (#852) @danibene
• + 11 more

📦 👏 Thanks to

• @BeardedBioelectronics, @DominiqueMakowski, @Jacob-Liam-Albaugh, @ThomasGebhardt, @danibene and Thomas Gebhardt

✨ 🚀 What’s New

• See the [NEWS](https://github.com/neuropsychology/NeuroKit/blob/master/NEWS.rst) file for the changelog.
• 0.2.4 (#776) @DominiqueMakowski
• [Feature] Add sparsEDA algorithm for phasic / tonic EDA decomposition (#812) @DominiqueMakowski
• [Feature] Add Angular Entropy (AngEn) that can be used to get comEDA (#811) @DominiqueMakowski
• [Docs] add facecolor argument (#810) @the-visserd
• [Feature] add EDA report with interactive plot (#792) @danibene
• [Improvement] Fixes #784 and use random generator objects rather than np.random global RNG (#793) @lciti
• [Fix] frequency-domain HRV with lombscargle given unevenly spaced data (#800) @danibene
• + 7 more

📦 👏 Thanks to

• @DominiqueMakowski, @GanshengT, @danibene, @lciti, @the-visserd, Brunnerlab and Luca Citi

✨ 🚀 What’s New

• See the [NEWS](https://github.com/neuropsychology/NeuroKit/blob/master/NEWS.rst) file for the changelog.
• 0.2.3 (#749) @DominiqueMakowski
• [Fix] fix edgecase in ecg_delineate() (#775) @clastro
• Added MSPTD ppg peak detector (#768) @peterhcharlton
• Added creative commons license to documentation (#771) @peterhcharlton
• Fix ms hrv rsa + proposed fix for RSA P2T (#766) @vivile42
• [Fix] RVT Improvements (#754) @rostro36
• [Feature] add rsp_methods (basis for rsp reports) (#755) @rostro36

📦 👏 Thanks to

• @DominiqueMakowski, @clastro, @danibene, @peterhcharlton, @rostro36 and @vivile42

✨ 🚀 What’s New

• See the [NEWS](https://github.com/neuropsychology/NeuroKit/blob/master/NEWS.rst) file for the changelog.
• 0.2.2 (#705) @DominiqueMakowski
• [docs] window size for locreg detrending (#747) @vasileermicioi
• [Feature] Compute RSP cycle symmetry features + new amplitude method (#746) @DominiqueMakowski
• [Feature] ECG R-Peak detection using visibility graphs (#745) @sokolmarek
• [Docs] Add example for EEG complexity analysis (#743) @DominiqueMakowski
• [data] Add eeg_resting_1min_200hz (#742) @DominiqueMakowski
• [Example] Add microstates analysis example (#739) @anshu-97
• + 19 more

📦 👏 Thanks to

• @DominiqueMakowski, @JoseAlanis, @ami-hseki, @anshu-97, @danibene, @mn5k, @richrobe, @sokolmarek and @vasileermicioi

✨ 🚀 What’s New

• See the [NEWS](https://github.com/neuropsychology/NeuroKit/blob/master/NEWS.rst) file for the changelog.
• 0.2.1 (#645) @DominiqueMakowski
• [Breaking] `martinez2003` method for ECG peak detection renamed `martines2004` (#702) @peterhcharlton
• [Docs] Fix documentation of various HRV features (#698) @danibene
• [Fix] eda_peak(): Change peak detection from differentiation signal to phasic signal (#697) @Nattapong-OnePlanet
• [Docs] Fix documentation of RMSSD (#699) @danibene
• [Feature] Modify signal_interpolate for input with NaNs and extrapolation (#666) @danibene
• [Feature] Option to change interpolation rate of interbeat intervals for HRV frequency (#680) @danibene
• + 18 more

📦 👏 Thanks to

• @DominiqueMakowski, @JanCBrammer, @KSCzzZ, @Nattapong-OnePlanet, @Tam-Pham, @anshu-97, @changkun, @danibene, @jannik-gut, @luisqtr, @peterhcharlton and @rostro36

✨ 🚀 What’s New

• A [BRAND NEW WEBSITE](https://neuropsychology.github.io/NeuroKit/) with a revamped documentation, now hopefully much more useful to navigate. Check-it out: https://neuropsychology.github.io/NeuroKit/ and let us know what you think!!
• An overhaul of the [Complexity Indices](https://neuropsychology.github.io/NeuroKit/functions/complexity.html): With more than a 100 indices, NeuroKit is now the most comprehensive package to quantify chaos, entropy and fractal dimension of signals.
• Tons of other improvements and fixes ☺️
• See the [NEWS](https://github.com/neuropsychology/NeuroKit/blob/master/NEWS.rst) file for the changelog.
• 0.2.0 (#619) @DominiqueMakowski
• [Docs] Docstrings improvements (#643) @Max-ZiLiang
• [Website] Docstrings improvements (#641) @Max-ZiLiang
• [New] Website overhaul (#634) @DominiqueMakowski
• + 10 more

📦 👏 Thanks to

• @DominiqueMakowski, @Max-ZiLiang, @PierreElias, @RichardBJ, @Rvb0rob0t, @anshu-97, @danibene and @gutierrezps

✨ 🚀 What’s New

• See the [NEWS](https://github.com/neuropsychology/NeuroKit/blob/master/NEWS.rst) file for the changelog.
• 0.1.6 (#579) @DominiqueMakowski
• Several bug fixes
• Replace ba output with sos for ECG filters and determine initial conditions (#612) @mscheltienne
• [Change] promac parameters exposition / doc update (#607) @levsilva
• Peaks fixes in `ppg` and `ecg` (#587) @zen-juen
• [Docs] Update signal_rate.py docstring for return param (#600) @cHemingway
• Error removed in the Readme EMG example part (#596) @MostafaFiroozi
• + 1 more

📦 👏 Thanks to

• @DominiqueMakowski, @JanCBrammer, @MostafaFiroozi, @cHemingway, @levsilva, @mscheltienne and @zen-juen

✨ New Contributors

• @MostafaFiroozi made their first contribution in https://github.com/neuropsychology/NeuroKit/pull/596
• @cHemingway made their first contribution in https://github.com/neuropsychology/NeuroKit/pull/600
• @levsilva made their first contribution in https://github.com/neuropsychology/NeuroKit/pull/607
• @mscheltienne made their first contribution in https://github.com/neuropsychology/NeuroKit/pull/612
• Full Changelog: https://github.com/neuropsychology/NeuroKit/compare/v0.1.5...v0.1.6

✨ 🚀 What’s New

• See the [NEWS](https://github.com/neuropsychology/NeuroKit/blob/master/NEWS.rst) file for the changelog.
• 0.1.5 (#520) @DominiqueMakowski
• Rerun examples and tutorials (#577) @Tam-Pham
• No warning for signal_psd: default min_freq (#574) @Tam-Pham
• eeg_power() (#573) @DominiqueMakowski
• Remove unused args in hrv_time (#575) @Tam-Pham
• Noise simulation (#571) @DominiqueMakowski
• Complexity hotfixes (#567) @DominiqueMakowski
• + 15 more

📦 👏 Thanks to

• @DominiqueMakowski, @Tam-Pham, @pfilo8, @richrobe, @zen-juen and Patryk Wielopolski

📋 What's Changed

• fix fractal_higuchi by @zen-juen in https://github.com/neuropsychology/NeuroKit/pull/505
• Optimizing parameters for a list of signals by @Tam-Pham in https://github.com/neuropsychology/NeuroKit/pull/509
• Sanitize maxbeat before creating window for dfa alpha2 by @Tam-Pham in https://github.com/neuropsychology/NeuroKit/pull/512
• 0.1.4.1 by @DominiqueMakowski in https://github.com/neuropsychology/NeuroKit/pull/504
• Format `complexity` outputs by @zen-juen in https://github.com/neuropsychology/NeuroKit/pull/521
• Sanitize emg offset indices by @zen-juen in https://github.com/neuropsychology/NeuroKit/pull/526
• [Fix] _interpolate_big method from signal_fixpeaks method by @pfilo8 in https://github.com/neuropsychology/NeuroKit/pull/530
• hrv_time() does not throw an ValueError for input array with constant… by @richrobe in https://github.com/neuropsychology/NeuroKit/pull/537
• + 18 more

✨ New Contributors

• @pfilo8 made their first contribution in https://github.com/neuropsychology/NeuroKit/pull/530
• Full Changelog: https://github.com/neuropsychology/NeuroKit/compare/v0.1.4...v0.1.5

✨ 🚀 What’s New

• See the [NEWS](https://github.com/neuropsychology/NeuroKit/blob/master/NEWS.rst) file for the changelog.
• 0.1.4.1 (#504) @DominiqueMakowski
• Sanitize maxbeat before creating window for dfa alpha2 (#512) @Tam-Pham
• Optimizing parameters for a list of signals (#509) @Tam-Pham
• fix fractal_higuchi (#505) @zen-juen

📦 👏 Thanks to

• @DominiqueMakowski, @Tam-Pham and @zen-juen

✨ 🚀 What’s New

• See the [NEWS](https://github.com/neuropsychology/NeuroKit/blob/master/NEWS.rst) file for the changelog.
• dev (#487) @DominiqueMakowski
• Add new hrv indices into hrv_time and hrv_nonlinear (#503) @Tam-Pham
• More complexity indices (#499) @zen-juen
• Fix download error when downloading `mne` datasets (#502) @zen-juen
• Fix geometric indices of HRV (#501) @Tam-Pham
• DFA fix from LRydin's fork (#490) @Tam-Pham
• convert intervals to peaks (#494) @zen-juen
• + 2 more

📦 👏 Thanks to

• @DominiqueMakowski, @LRydin, @Tam-Pham, @dragove and @zen-juen

✨ 🚀 What’s New

• See the [NEWS](https://github.com/neuropsychology/NeuroKit/blob/master/NEWS.rst) file for the changelog.
• 0.1.3 (#455) @DominiqueMakowski
• Add and fix ecg_delineate features (#483) @zen-juen
• Bug fix ecg_findpeaks_rodrigues (#478) @TiagoTostas
• clean missing data and sanitize epochs column types (#470) @zen-juen
• add sd features in `eventrelated` functions (#471) @zen-juen
• Add labelling to subepochs (#468) @zen-juen
• fix epochs_end from duration of events (#461) @Tam-Pham
• + 2 more

📦 👏 Thanks to

• @DominiqueMakowski, @JanCBrammer, @SongzhouYang, @Tam-Pham, @TiagoTostas, @jukka and @zen-juen

✨ 🚀 What’s New

• See the [NEWS](https://github.com/neuropsychology/NeuroKit/blob/master/NEWS.rst) file for the changelog.
• 0.1.2 (#427) @Tam-Pham
• Optimize _ecg_findpeaks_peakdetect (#450) @jukka
• Add sub-epoch option for ECG and RSP event-related analysis (#454) @Tam-Pham
• Add myself to the list of contributors (#451) @jukka
• [feature] ecg quality method by zhao2018 (#410) @DominiqueMakowski
• Update ecg_quality.py (#439) @maxyongg
• Boxcar (#432) @jukka
• + 4 more

📦 👏 Thanks to

• @BrandonReno, @DominiqueMakowski, @JanCBrammer, @Tam-Pham, @jukka, @maxyongg, @yywangvr and @zen-juen

✨ 🚀 What’s New

• NeuroKit2 has been published (https://doi.org/10.3758/s13428-020-01516-y)!
• 0.1.0 🎉 (#389) @DominiqueMakowski
• [Fix] Fix signal_zerocrossings indexing issues (#399) @jluby
• Stop signal_fixpeaks iteration when number of artifacts stops decreasing (#400) @jukka
• [Fix] Fix offset bug in neurokit2/ecg/ecg_delineate.py (#398) @jluby
• fix error when len(candidate_offsets)==0 (#397) @6112562a
• Fix casting to np.int64 (#396) @nx10
• Fixed typo in code sample (#390) @laurague

📦 👏 Thanks to

• @6112562a, @DominiqueMakowski, @JanCBrammer, @Tam-Pham, @jluby, @jukka, @laurague, @nx10 and @zen-juen

✨ 🚀 What’s New

• 0.0.42 (#373) @Tam-Pham
• Update AUTHORS.rst (#385) @csavur
• Additional affiliation (#384) @jrepifano
• Add hrstd argument to ecg_simulate (#383) @jrepifano
• signal_sanitize() added, when non-default index for pandas series cau… (#372) @csavur
• [Fix] Pygment style for jupyter (#374) @Tam-Pham

📦 👏 Thanks to

• @DominiqueMakowski, @Tam-Pham, @csavur and @jrepifano

✨ 🚀 What’s New

• 0.0.41 (#347) @DominiqueMakowski
• input check for series when non-default index is set. (#371) @csavur
• [Feature] Add and improve microstates features (#350) @zen-juen
• [Fix] Review microstate implementations (#349) @Tam-Pham
• Update AUTHORS.rst (#348) @elaineteo2000

📦 👏 Thanks to

• @DominiqueMakowski, @JanCBrammer, @Tam-Pham, @csavur, @elaineteo2000, @sangfrois and @zen-juen

✨ 🚀 What’s New

• 0.0.40 (#322) @DominiqueMakowski
• [Fix] Code Climate (#346) @Tam-Pham
• [Feature] EEG microstates analysis (basics) (#331) @DominiqueMakowski
• [Fix] #344 with corresponding test (#345) @awwong1
• [Feature] add new ECG peak detection method (#343) @elaineteo2000
• [Feature] Dynamic RSA (#336) @Tam-Pham
• [Feature] Add new respiration rate methods (#341) @Tam-Pham
• [Features] PPG preprocessing (#339) @elaineteo2000
• + 6 more

📦 👏 Thanks to

• @1110sillabo, @DominiqueMakowski, @Tam-Pham, @awwong1, @elaineteo2000, @minsooyeo and @zen-juen

✨ 🚀 What’s New

• 0.0.39 (#289) @DominiqueMakowski
• [feature] Add Time-Frequency (#301) @Tam-Pham
• [Fix] PSD Methods (#300) @Tam-Pham
• [Fix] ecg_delineate CWT mode crash when no consecutive tp peaks found (#314) @raimonpv
• typofix_docs_examples_ecg (#318) @0reza
• [docs] Rerun all examples (#313) @zen-juen
• [Feature] add version() function to easily retrieve system info (#311) @DominiqueMakowski
• [Change] ecg_rsa becomes hrv_rsa (#308) @DominiqueMakowski
• + 12 more

📦 👏 Thanks to

• @0reza, @DominiqueMakowski, @JanCBrammer, @Tam-Pham, @awwong1, @raimonpv, @rpanderson, @zen-juen and reza

✨ 🚀 What’s New

• 0.0.38 (#258) @DominiqueMakowski
• [feature] HRV Poincaré fixes and other non-linear HRV improvements (#282) @DominiqueMakowski
• [features] Add `nk.eog_plot()` (#283) @zen-juen
• [feature] PPG process pipeline (#288) @DominiqueMakowski
• [docs] README improvements (#277) @DominiqueMakowski
• [features] Improve signal_plot() (#286) @zen-juen
• [API] API of signal_period() and signal_rate() (#276) @Tam-Pham
• Attempt to fix failing CI (#280) @hungpham2511
• + 9 more

📦 👏 Thanks to

• @DominiqueMakowski, @JanCBrammer, @Tam-Pham, @hungpham2511, @richrobe, @sangfrois and @zen-juen

✨ 🚀 What’s New

• 0.0.37 (#244) @DominiqueMakowski
• Migrate codecov to gh action (#256) @Tam-Pham
• Fixed potential bug in hrv_nonlinear.py (#252) @richrobe
• Update eda.ipynb (#251) @kassyray
• documentation action (#246) @Tam-Pham

📦 👏 Thanks to

• @DominiqueMakowski, @JanCBrammer, @Tam-Pham, @kassyray, @richrobe and @zen-juen

✨ 🚀 What’s New

• 0.0.36 (#232) @DominiqueMakowski
• Update rsp_findpeaks.py (#234) @Mitchellb16
• Exploring Github CI (#233) @Tam-Pham

📦 👏 Thanks to

• @DominiqueMakowski, @Mitchellb16, @Tam-Pham and @zen-juen

✨ What’s New

• 0.0.35 (#226) @DominiqueMakowski
• 0.0.35 (Sourcery refactored) (#228) @sourcery-ai
• 0.0.35 (Sourcery refactored) (#227) @sourcery-ai
• 0.0.34 (#221) @DominiqueMakowski
• 0.0.33 (#217) @DominiqueMakowski
• Removed unused module (#220) @vansjyo
• 0.0.32 (#212) @DominiqueMakowski
• fix variable-patches (#216) @TiagoTostas
• + 62 more

📦 Thanks to

• @DominiqueMakowski, @GanshengT, @JanCBrammer, @Tam-Pham, @TiagoTostas, @hungpham2511, @purpl3F0x, @sangfrois, @sourcery-ai, @sourcery-ai-bot, @vansjyo, @zen-juen and TANGansheng

📋 Changes

• pypi release