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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
55K 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
646 Followers 680 Following OSS for science, #python, @pangeo_data, @xarray_dev team. Ex-fusion, oceanography, now @_cworthy 🦋 https://t.co/4jprMBeckr
Paige E. Martin @SciencePaige
824 Followers 449 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 🧪
Joris Van den Bossche @jorisvdbossche
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Marc Skov Madsen, PhD... @MarcSkovMadsen
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fernandoperez.org @fperez_org
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Sophia Yang @sophiamyang
37K Followers 2K Following Head of Developer Relations @FireworksAI_HQ | prev. @MistralAI
Dr. Mathew Barlow @MathewABarlow
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Deepak Cherian @cherian_deepak
764 Followers 543 Following @EarthmoverHQ. one of many @xarray_dev maintainers.
Jacob Tomlinson @_JacobTomlinson
2K Followers 633 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 662 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 737 Following Better not to start, once begun better to finish.
Philipp Rudiger @PhilippJFR
2K Followers 2K Following Principal Software Engineer @anacondainc | Neuroinformatics PhD | Creator @Panel_Org, @HoloViews | Core developer @Bokeh and @Datashader
elizabeth. @elizahbethm_21
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ALI ABUTALEB. PhD �... @AliMAbutaleb
701 Followers 2K Following Geosciences , Geospatial Intelligence & Remote Sensing, Machine Learning, | Opinions = mine| , | RT ≠ endorsement.| God, Saudi Arabia 🇸🇦, Family.
Abhinay Keesara @AbhiKeesara1
203 Followers 5K Following @UMass grad | Computer Engineering | Addicted to learning. #iOS and #frontend Dev.Currently learning #Swift.Opinions are my own and not the views of my employer
Griffin Shelor @gshelor
118 Followers 1K Following Aspiring geospatial/earth science/stats nerd. I also like sports analytics. MS student @UNRGeography #TheStoryOfSlate #ThatsSoGMC
JuliTapia16 @Julitapia16
200 Followers 793 Following Estudiante de Economía en la UNC. Instructor de Taekwondo. ig: julian_tapia375.
Graham Schild @grahams45878291
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Shivani Singh @shi2000vani2000
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Djanho @djanho123
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Aditya Mathew @MathewAditya
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Jess Pugsley @jpugsleypro
22 Followers 123 Following 25+ years of code @getgeekhands. 💻 Into AI, ML, and predicting the weather. 🤖 Sci-fi, space, and futuristic tech. 🚀 Just here for the future. 🛸
Abhijeet Dhakane @AbhijeetD104
51 Followers 2K Following PhD UTK-ORNL | AI4Science | Ferroelectrics | Next-gen Memories
Jean-Baptiste Bayle @j2bbayle
6 Followers 19 Following
SHANRU @ShanruChina
420 Followers 4K Following Post doc | PhD in Civil Engineering & Climatology UTA & UD | Weather & Climate Prediction, Energy Resilience
Washington Ochieng' A... @ISA_Tech
557 Followers 5K Following #Intelligent #Systems #Applications #Technologies #IT #DataScience #BigData #AI #Python #MachineLearning #Algorithms #IOT #Analytics
krokosik @krkosik
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geopol @geopolhuj
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Amblec @cimprovements1
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Eddie A Tejeda @eddietejeda
2K Followers 2K Following building https://t.co/gauYuRMY7c / formerly VP of Engineering at @thoughtspot @modeanalytics
Luca Baggi @baggiponte
552 Followers 2K Following using ML + slop to solve business problems. product-oriented engineer @ https://t.co/FH9nl4VSjT, previously @ https://t.co/Du2lQ9AFgU . ho anche scritto spiegoni @ilpost
Sumeet Yawalkar @SYawalkar
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Tom Rutter @tomvanruyter
1 Followers 12 Following
wrong life rightly li... @hegemonetics
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Gilgamesh Enki(du) @g1lg4m3sh_enki
213 Followers 894 Following A curious mind. Explorer of ideas. I hail from Sumer. Enkidu is my friend. I seek immortality.
César Pollack @CesarPollack
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Miguel @mantosan_
26 Followers 2K Following
William Steele @willjsteele
235 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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3 Followers 80 Following
raghu.veer @raghu_veerN
119 Followers 742 Following A rationale human being. interested in backend and systems programming
pythondoer @RigginWrit30212
3 Followers 214 Following
QUOTESTAN @quotestan92521
26 Followers 782 Following
cral @sijal_cr
0 Followers 285 Following
Carlos Gonzales-Inca @caangonz
41 Followers 342 Following
ddehueck @ddehueck
10 Followers 205 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 104 Following
A common Indian @paulercent
0 Followers 398 Following Meme and Satire is needed to less problems... Human, Nature , Tree, Forest, Hills, Sea, Ocean, Animal... Use @signalapp
Md Belal Hossain Sant... @iambhsanto
166 Followers 502 Following Night owl, epicure || I love to explore whatever comes to my mind. F&F 💞 #Cricket #Soccer #Politics #STEM
Zheng Yuqiang @ZYuqiang30267
1 Followers 591 Following
NONAKA Takaaki #BizOp... @takaaki336
53 Followers 816 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。
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
646 Followers 680 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
764 Followers 543 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 717 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
298 Followers 379 Following Trying to teach machines (and myself) drug discovery @valence_ai and @Polaris_HQ
Inessa Pawson 💙�... @InessaPawson
798 Followers 788 Following @OpenTeamsinc | PSF Fellow | @numpy_team | @PyOpenSci | @PyLadiesSoFlo | @PythonSWFL
Beto @betolink
907 Followers 2K Following Interesado en política, ciencia y cultura. bsky: https://t.co/7VUKvAcXp7
Fatiando a Terra @fatiandoaterra
488 Followers 63 Following An international community building open-source Python tools for geophysics
Earthmover @EarthmoverHQ
2K Followers 208 Following the cloud platform for scientific data teams. Come find us: https://t.co/pQcSbgRbw5
TOPS - Transform to O... @ToOpenScience
594 Followers 210 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
494 Followers 591 Following Research geophysicist at University of Washington eScience Institute
Juan D. @geogalego
667 Followers 557 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
730 Followers 548 Following Research Fellow at @LGeoinformatics @unitartu #Geoinformatics #geospatial #DGGS @opengeospatial | CEO @geolynx_eeGuido van Rossum @gvanrossum
308K Followers 482 Following Python's BDFL-emeritus, Computer History Museum Fellow. 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 401 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
36K 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
541 Followers 255 Following Somewhere between Earth Science, open-source software development and music creation.
Spencer Hill @spencerahill
668 Followers 967 Following Climate scientist. Asst. Prof. in Earth & Atmospheric Sciences, @CityCollegeNY. Weather+culture links via #CliSciHiFi. Rotating tanks via @DIYnamicsTeam.
Fabien Maussion @FabClimate
1K Followers 773 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 808 Following AI for physical simulation at @PeriodicLabs, formerly weather/climate @Google and scientific python contributor (Xarray, NumPy, JAX).





















