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Did you know Xarray is part of SWE-bench? We are proud of our little contribution to AI research ☺️
We fine-tuned Alec Radford’s 1930 vintage LLM to solve SWE-bench issues. After just ‼️250‼️ training examples, the model solves its first issue, a simple patch to the xarray library. 🧵👇
excited to be able to talk to @napari_imaging in the near future!
Today, napari users can’t fully leverage Xarray’s labeled metadata, as slider names, units & dimensions often get out of sync. That’s changing, as napari, Xarray & CellProfiler devs begin a collab to build true metadata-aware visualization across sciences earthmover.io/blog/scientifi…
Excited to share @UUtah PhD student Emma Marshall's presentation from #CNG2025! Learn how to demystify cloud-native geospatial datacube workflows with @xarray_dev and @zarr_dev. ▶️youtu.be/Fxx5qUxJrm0
Check out our new API for seasonal aggreggations, including support for custom seasons! `ds.resample(time=SeasonResampler(["DJF", "MAM", "JJAS", "ON"]).mean()` and `ds.groupby(time=SeasonGrouper(["DJFM", "MAMJ", "JJAS", "SOND"]).mean()` xarray.dev/blog/season-gr…
Read about our plans to accelerate Xarray adoption in the biological sciences, funded by a @ChanZuckerberg EOSS grant! xarray.dev/blog/xarray-bi…
@PemudaMaluku___ @matplotlib Have you tried out Facetgrid yet? docs.xarray.dev/en/stable/user…
Our friend's over at @zarr_dev made a big release today! Xarray v2025.01.1 was also released today with full support for Zarr-Python 3 🚀
🎉 Zarr-Python 3 is here! 🎉 - Full support for Zarr v3 spec - Chunk-sharding for more efficient data storage - Major performance boosts with async I/O & parallel compression 💻 pip install --upgrade zarr Blog post: zarr.dev/blog/zarr-pyth…
Calculating quantiles, a common application in #geospatial workloads, used to be slow due to GIL contention in NumPy. The new implementation in @dask_dev + @xarray_dev is up to a hundred times faster and scales independently of the number of threads 🥳. docs.coiled.io/blog/array-qua…
At AGU I talked to NASA people about how agencies could better support open-source tools they rely on. I argued that our recent collaboration between Xarray and NASA ESDIS on xarray.DataTree was a good model to copy - read about how it happened here! xarray.dev/blog/datatree
Read about the latest improvement to GroupBy.map with Dask: xarray.dev/blog/dask-detr… Thanks to Patrick Hoefler of @CoiledHQ for the great work here!
Come learn about recent @xarray_dev GroupBy improvements at tomorrow's (Wed, Nov 13) Pangeo Showcase! discourse.pangeo.io/t/pangeo-showc…
xarray.DataTree is @xarray_dev's first major new data structure since it's initial release baxk in 2014!
Xarray v2024.10.0 has just been released, including support for xarray.DataTree and zarr-python v3 !!! github.com/pydata/xarray/… @xarray_dev @zarr_dev
Xarray v2024.10.0 has just been released, including support for xarray.DataTree and zarr-python v3 !!! github.com/pydata/xarray/… @xarray_dev @zarr_dev
Beyond stoked to be sharing Icechunk with the world today! A new open source, transactional cloud-native storage engine for ND arrays, built on @zarr_dev. Check it out! 👇👇👇
🚀 We are thrilled to announce the release of the Icechunk storage engine, a new open-source library and specification for the storage of multidimensional array (a.k.a. tensor) data in cloud object storage. Read our blog post about Icechunk here: earthmover.io/blog/icechunk
Xarray + Zarr just got a big upgrade! 🧊
🚀 We are thrilled to announce the release of the Icechunk storage engine, a new open-source library and specification for the storage of multidimensional array (a.k.a. tensor) data in cloud object storage. Read our blog post about Icechunk here: earthmover.io/blog/icechunk
🎉
At long last Xarray can now group by multiple arrays. The culmination of 3 years of on/off work xarray.dev/blog/multiple-… Try it!
#TutorialTuesday The @xarray_dev ecosystem now supports data cubes with vector geometries as coordinate locations. Learn how to leverage vector data cubes for #geospatial analysis. earthmover.io/blog/vector-da…
The @xarray_dev data model now supports vector data cubes! 🎉 Check out our blog post discussing + demonstrating this exciting development. Thank you to Xvec and others across the OS community for their work making this possible! 👏earthmover.io/blog/vector-da…
Register below 👇 for Vector Data in @xarray_dev and @zarr_dev . We'll demo how to build & use vector data cubes in Arraylake by ingesting GeoParquet vector data and ERA5 reanalysis data from publicly available cloud object storage. bit.ly/3WDkgtu
Triple @pangeo_data sprint going on today at @SciPyConf ! We've got groups working on @xarray_dev -DataTree, Cubed, and @zarr_dev VirtualiZarr all sat together!
Ryan Abernathey @rabernat
7K Followers 2K Following Scientist and Startup Founder Co-founder and CEO @EarthmoverHQ @pangeo_data steering council member ex-Professor @columbia @lamontEarth
Qiusheng Wu @giswqs
51K Followers 4K Following Associate Professor @UTKGeography | @Amazon Scholar | Talk about #opensource #geospatial #dataviz #GeoAI
Matthew Rocklin @mrocklin
8K Followers 88 Following Open source maintainer. @dask_dev author. CEO at @CoiledHQ Additionally I try to be a decent human and help the world from melting.
Matplotlib @matplotlib
44K Followers 112 Following Python library for creating static, animated, & interactive visualizations. Chat w/ us @ https://t.co/QDNR5Khj9w Sponsored by @NumFocus
Tom Nicholas @TEGNicholasCode
651 Followers 684 Following OSS for science, #python, @pangeo_data, @xarray_dev team. Ex-fusion, oceanography, now @_cworthy 🦋 https://t.co/4jprMBeckr
Robin Cole @robmarkcole
12K Followers 4K Following Tackling the worlds toughest challenges with AI & ML applied to satellite & aerial imagery https://t.co/QmbOWgdfAZ
Paige E. Martin @SciencePaige
835 Followers 453 Following Open science. Scientific Python. Physical oceanography. Member of NASA TOPS team. Performing arts. she/her
Chris Holdgraf @choldgraf
8K Followers 1K Following Executive Director @2i2c_org Executive Council @ProjectJupyter co-lead JupyterHub and JupyterBook open communities 🙌 open infrastructure 💻 open science 🧪
Max Grover @mgroverwx
1K Followers 1K Following Atmospheric Data Scientist @argonne - @ValpoWeather + @ATMS_Illinois Alum
Joris Van den Bossche @jorisvdbossche
2K Followers 126 Following Open source #python developer and teacher. Pandas, GeoPandas and Shapely maintainer. Apache Arrow at Voltron Data Labs https://t.co/Qiwr1KItuh
Marc Skov Madsen, PhD... @MarcSkovMadsen
3K Followers 243 Following Data, models and analytics Ninja. See https://t.co/Ocv7T0GWfG
fernandoperez.org @fperez_org
23K Followers 1K Following Inactive account, now at bsky. More on my site: https://t.co/IZVLedbWmF.
Sophia Yang, Ph.D. @sophiamyang
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5K Followers 3K Following Climate scientist: droughts, floods, extreme events, & climate change. IPCC WG1 AR6 lead author, @UML_CCI, skunk cabbage fan, he/him/his.
Deepak Cherian @cherian_deepak
766 Followers 545 Following @EarthmoverHQ. one of many @xarray_dev maintainers.
Jacob Tomlinson @_JacobTomlinson
2K Followers 629 Following Building @rapidsai and @dask_dev at @NVIDIA. Tinker with kr8s in my spare time. Views are my own. he/him. 🦋 https://t.co/oxaQdmUkxo
Daniel Rothenberg @danrothenberg
2K Followers 2K Following Tech-evangelizing Atmospheric Scientist | co-founder @brightbandtech | Formerly Tech Lead @Waymo, Chief Scientist @tomorrowio_, @eapsMIT
Kyle Barron kylebarro... @kylebarron2
3K Followers 666 Following Creating the next generation of geospatial data tools for Python & the browser with GeoArrow, GeoParquet & GeoRust @developmentseed | he/him 🌈
David Brochart @davidbrochart
2K Followers 727 Following Better not to start, once begun better to finish.
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Jess Pugsley @jpugsleypro
10 Followers 79 Following 25+ years of code @getgeekhands. 💻 Into AI, ML, and predicting the weather. 🤖 Sci-fi, space, and futuristic tech. 🚀 Just here for the future. 🛸
Barron Trump ✪ @barront8716
159 Followers 3K Following Proud son of President Donald J. Trump. Tech enthusiast, soccer fanatic, and future innovator. Standing tall at 6'9 literally and figuratively. #MAGA #xAl
Abhijeet Dhakane @AbhijeetD104
52 Followers 2K Following PhD UTK-ORNL | AI4Science | Ferroelectrics | Next-gen Memories
Jean-Baptiste Bayle @j2bbayle
2 Followers 20 Following
sc0v0ne @sc0v0ne
1 Followers 351 Following “Do what you love, and all days will feel like holidays.” ✨
SHANRU @ShanruChina
423 Followers 4K Following Post doc | PhD in Civil Engineering & Climatology UTA & UD | Weather & Climate Prediction, Energy Resilience
Washington Ochieng' A... @ISA_Tech
558 Followers 5K Following #Intelligent #Systems #Applications #Technologies #IT #DataScience #BigData #AI #Python #MachineLearning #Algorithms #IOT #Analytics
krokosik @krkosik
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geopol @geopolhuj
10 Followers 1K Following
Amblec @cimprovements1
19 Followers 8K Following
Eddie A Tejeda @eddietejeda
2K Followers 2K Following building https://t.co/gauYuRMY7c / formerly VP of Engineering at @thoughtspot @modeanalytics
Luca Baggi @baggiponte
535 Followers 2K Following 📈 AI Engineer @ https://t.co/Du2lQ9AFgU 🗞 Ho scritto spiegoni @ilpost 🎓 MSc Econ & Stats @LaStatale 🎓 BA Filosofia @UniBergamo & @SorbonneParis1
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207 Followers 3K Following A math dropout but not building startups. A cs grad but not good at it.
Sumeet Yawalkar @SYawalkar
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Tom Rutter @tomvanruyter
2 Followers 11 Following
wrong life rightly li... @hegemonetics
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209 Followers 740 Following A curious mind. Explorer of ideas. I hail from Sumer. Enkidu is my friend. I seek immortality.
César Pollack @CesarPollack
16 Followers 308 Following
Miguel @mantosan_
28 Followers 2K Following
William Steele @willjsteele
234 Followers 1K Following Bioinformatics Senior Scientist @rxbiologics. On a mission to improve drug discovery using machine learning (all views expressed are my own)
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120 Followers 711 Following A rationale human being. interested in backend and systems programming
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3 Followers 215 Following
QUOTESTAN @quotestan92521
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cral @sijal_cr
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Carlos Gonzales-Inca @caangonz
41 Followers 343 Following
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8 Followers 183 Following
pyBADA @pyBADA_dev
2 Followers 8 Following Python library for BADA, the Aircraft Performance Model developed and maintained by @eurocontrol
Andrew Li @AndrewL82531664
1 Followers 103 Following
A common Indian @paulercent
0 Followers 399 Following Meme and Satire is needed to less problems... Human, Nature , Tree, Forest, Hills, Sea, Ocean, Animal... Use @signalapp
Md Belal Hossain Sant... @iambhsanto
160 Followers 495 Following Night owl, epicure || I love to explore whatever comes to my mind. F&F 💞 #Cricket #Soccer #Politics #STEM
Tycjan S. @TycjanAI
4 Followers 170 Following AI Engineer | Kaggler | Enthusiast of Algorithmic Optimization & Heuristics
Zheng Yuqiang @ZYuqiang30267
1 Followers 445 Following
NONAKA Takaaki #BizOp... @takaaki336
58 Followers 790 Following 八ヶ岳の麓で温泉につかって育つ。趣味はバスケ🏀サッカー⚽登山🏔料理🔪読書📖 デッサン✎ピアノ🎹スタートアップでBizOps。人生の主題は「可動性の向上」と「テクノロジーとの調和」。故郷で和モダンの平屋に住んでゆったり過ごすのが理想の生活。狐が好きです。
Varada_vaidya @shree_varada
92 Followers 1K Following
Ryan Abernathey @rabernat
7K Followers 2K Following Scientist and Startup Founder Co-founder and CEO @EarthmoverHQ @pangeo_data steering council member ex-Professor @columbia @lamontEarth
Matplotlib @matplotlib
44K Followers 112 Following Python library for creating static, animated, & interactive visualizations. Chat w/ us @ https://t.co/QDNR5Khj9w Sponsored by @NumFocus
Tom Nicholas @TEGNicholasCode
651 Followers 684 Following OSS for science, #python, @pangeo_data, @xarray_dev team. Ex-fusion, oceanography, now @_cworthy 🦋 https://t.co/4jprMBeckr
MetPy @Metpy
3K Followers 13 Following Official twitter account of MetPy, a Python toolkit for meteorology. Sponsored by @Unidata and @NSF funded. Community discussions at: https://t.co/61JhrIq7tL…
Deepak Cherian @cherian_deepak
766 Followers 545 Following @EarthmoverHQ. one of many @xarray_dev maintainers.
Dask @dask_dev
9K Followers 0 Following Dask natively scales Python Dask provides advanced parallelism for analytics, enabling performance at scale for the tools you love
Daniel Rothenberg @danrothenberg
2K Followers 2K Following Tech-evangelizing Atmospheric Scientist | co-founder @brightbandtech | Formerly Tech Lead @Waymo, Chief Scientist @tomorrowio_, @eapsMIT
Joe Hamman @_jhamman
2K Followers 720 Following Climate scientist, engineer and human. Co-founder/CTO @earthmoverHQ. @xarray_dev/@pangeo_data dev. Formerly @carbonplanorg, @NCAR_Science, and @uw_cee. He/him.
Cas @cas_wognum
297 Followers 381 Following Trying to teach machines (and myself) drug discovery @valence_ai and @Polaris_HQ
Inessa Pawson 💙�... @InessaPawson
797 Followers 788 Following @OpenTeamsinc | PSF Fellow | @numpy_team | @PyOpenSci | @PyLadiesSoFlo | @PythonSWFL
Beto @betolink
908 Followers 2K Following Interesado en política, ciencia y cultura. bsky: https://t.co/7VUKvAcXp7
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493 Followers 63 Following An international community building open-source Python tools for geophysics
Earthmover @EarthmoverHQ
2K Followers 204 Following the cloud platform for scientific data teams. Come find us: https://t.co/pQcSbgRbw5
TOPS - Transform to O... @ToOpenScience
603 Followers 213 Following @theAGU TOPS🚀 Part of #NASATOPS mission to unlock the full potential of a more equitable, impactful, efficient, scientific future. Not an official NASA account
Scott Henderson @scotty_h_q
495 Followers 593 Following Research geophysicist at University of Washington eScience Institute
Juan D. @geogalego
676 Followers 564 Following Juan Doblas, Ph.D. (INPE, BR). Working with SAR, deforestation and otras cosas más. Currently at GlobEO (https://t.co/xKjXgHHUhM)
Alexander Kmoch | @al... @allixender
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308K Followers 480 Following Python's BDFL-emeritus, Distinguished Engineer at Microsoft, Computer History Fellow, fully vaccinated. Opinions are my own. He/him.
Scientific Python @scientific_py
5K Followers 70 Following Community developed, community owned Find us also at: https://t.co/Z2tLWYvhfA
Juan Nunez-Iglesias @jnuneziglesias
1K Followers 215 Following squatting here. Please find me on masto (https://t.co/Q1PYptE86n) or bsky (https://t.co/3dr3F8tUz0).
Quansight @quansightai
3K Followers 400 Following Quansight is a PyData consulting firm rooted in the scientific Python community. Follow us for company news and updates about PyData projects, people & events.
Apache Beam @ApacheBeam
6K Followers 7 Following Apache Beam - portable, parallel, powerful data processing pipelines. Official Apache Beam Twitter account managed by the Beam PMC.
Tom Nicholas @TEGNicholas
1K Followers 3K Following Oceanography + Scientific Software @_CWorthy Climate Activism & sometimes opinions (@TEGNicholasCode for software) 🦋 https://t.co/CzKmwi9BV3
NumPy @numpy_team
37K Followers 10 Following Official account of NumPy. Announcements only. For questions and comments, please use the mailing list [email protected].
zarr_dev @zarr_dev
1K Followers 71 Following Makers of chunked, compressed, N-dimensional arrays. Chat @ https://t.co/Yyg0ODjh0F Sponsored by @NumFocus @[email protected]
Benoît Bovy @benbovy
547 Followers 255 Following Somewhere between Earth Science, open-source software development and music creation.
Spencer Hill @spencerahill
672 Followers 973 Following Climate scientist. Asst. Prof. in Earth & Atmospheric Sciences, @CityCollegeNY. Weather+culture links via #CliSciHiFi. Rotating tanks via @DIYnamicsTeam.
Fabien Maussion @FabClimate
1K Followers 776 Following Climate, glaciers, open science, open code, education (in any order). Associate Prof @UniInnsbruck & @BristolUni, editor @EGU_GMD. he/him. Personal account.
Max @max_sixty
2K Followers 2K Following Dev of worktrunk (& @prql, @xarray_dev) | By day, quant in Irvine. Prev CIO @ Sixty Capital, @Bridgewater, HBS, London | Quoted in @matt_levine's newsletter!
Stephan Hoyer @shoyer
9K Followers 767 Following AI for science at @PeriodicLabs. Formerly, building AI climate models at Google. I also contribute to the scientific Python ecosystem (Xarray, NumPy, JAX).


















