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#Zarr

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EOMasters<p>𝗖𝗙 𝗠𝗲𝘁𝗮𝗱𝗮𝘁𝗮 𝗖𝗼𝗻𝘃𝗲𝗻𝘁𝗶𝗼𝗻𝘀 support <a href="https://mastodon.green/tags/OpenScience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>OpenScience</span></a> by automating processes via metadata in <a href="https://mastodon.green/tags/NetCDF" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>NetCDF</span></a> and <a href="https://mastodon.green/tags/Zarr" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Zarr</span></a> files. They establish a unified language for the <a href="https://mastodon.green/tags/weather" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>weather</span></a>, <a href="https://mastodon.green/tags/climate" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>climate</span></a>, <a href="https://mastodon.green/tags/ocean" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ocean</span></a>, and <a href="https://mastodon.green/tags/EO" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>EO</span></a> community. <a href="https://buff.ly/rGPuoku" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">buff.ly/rGPuoku</span><span class="invisible"></span></a> <br><a href="https://mastodon.green/tags/remotesensing" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>remotesensing</span></a> <a href="https://mastodon.green/tags/EarthObs" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>EarthObs</span></a></p>
Dan Stowell<p>OK here we go! "Using Zarr and FLAC for storing large audio data files in cloud-optimised format" -- my Friday blog with example code, finding the FLAC compressor very handy: <a href="http://mcld.co.uk/blog/2024/using-zarr-for-storing-large-audio-data-files-in-cloud-optimised-format.html" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">http://</span><span class="ellipsis">mcld.co.uk/blog/2024/using-zar</span><span class="invisible">r-for-storing-large-audio-data-files-in-cloud-optimised-format.html</span></a> <a href="https://mastodon.social/tags/Zarr" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Zarr</span></a> <a href="https://mastodon.social/tags/FLAC" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>FLAC</span></a> <a href="https://mastodon.social/tags/audio" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>audio</span></a> <a href="https://mastodon.social/tags/data" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>data</span></a> <span class="h-card" translate="no"><a href="https://fosstodon.org/@zarr" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>zarr</span></a></span></p>
Dan Stowell<p>Here's a very cool thing for audio data in <a href="https://mastodon.social/tags/Zarr" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Zarr</span></a>: someone has implemented the FLAC codec! <a href="https://github.com/AllenNeuralDynamics/flac-numcodecs" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">github.com/AllenNeuralDynamics</span><span class="invisible">/flac-numcodecs</span></a> (I haven't tested it) <a href="https://mastodon.social/tags/flac" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>flac</span></a> <a href="https://mastodon.social/tags/codec" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>codec</span></a> <a href="https://mastodon.social/tags/audio" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>audio</span></a></p>
Dan Stowell<p>The <a href="https://mastodon.social/tags/Zarr" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Zarr</span></a> data format doesn't have a <a href="https://mastodon.social/tags/Wikipedia" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Wikipedia</span></a> page! Until now: <a href="https://en.wikipedia.org/wiki/Zarr_(data_format)" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">en.wikipedia.org/wiki/Zarr_(da</span><span class="invisible">ta_format)</span></a> Could you help expand it? What should be said about it? <a href="https://mastodon.social/tags/datascience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>datascience</span></a></p>
Dan Stowell<p>I think about "big cloud data" in bioacoustics: very large audio data, or very large deep embeddings -- which (for audio) are essentially a kind of vector time-series. Inspired by the similar issues raised in <span class="h-card" translate="no"><a href="https://mastodon.energy/@jack_kelly" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>jack_kelly</span></a></span> recent blog, and this interesting comparison <a href="https://waterdata.usgs.gov/blog/cloud_data/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">waterdata.usgs.gov/blog/cloud_</span><span class="invisible">data/</span></a> I'm wondering if <a href="https://mastodon.social/tags/Zarr" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Zarr</span></a> or <a href="https://mastodon.social/tags/Parquet" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Parquet</span></a> could be good for our audio/time-series... <a href="https://mastodon.social/tags/audio" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>audio</span></a> <a href="https://mastodon.social/tags/deeplearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>deeplearning</span></a> <a href="https://mastodon.social/tags/dataengineering" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>dataengineering</span></a></p>
marsh<p>🌎 Let there be zarr! <span class="h-card" translate="no"><a href="https://mastodon.social/@dynamical" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>dynamical</span></a></span> NOAA GFS hourly analysis is now live.</p><p>We are excited to announce the first entry into dynamical’s catalog: an hourly GFS analysis from 2015-01-15 to present. <a href="https://dynamical.org/catalog/noaa-gfs-analysis-hourly/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">dynamical.org/catalog/noaa-gfs</span><span class="invisible">-analysis-hourly/</span></a></p><p>If you work in weather data, check it out. You can view our roadmap for additional catalog entries here: <a href="https://dynamical.org/catalog/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">dynamical.org/catalog/</span><span class="invisible"></span></a></p><p><a href="https://mastodon.social/tags/wx" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>wx</span></a> <a href="https://mastodon.social/tags/weather" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>weather</span></a> <a href="https://mastodon.social/tags/zarr" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>zarr</span></a></p>
Zarr<p>Hi everyone!</p><p>We're conducting a survey to collect information about <a href="https://fosstodon.org/tags/Zarr" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Zarr</span></a> usage and applications across NASA. 🛰️</p><p>If you use Zarr in any way and are working at NASA, please fill out this quick survey: <a href="https://github.com/zarr-developers/zarr-python/discussions/1930" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">github.com/zarr-developers/zar</span><span class="invisible">r-python/discussions/1930</span></a></p>
Fiona Gregory<p>If, like me, you are confused about all the terminology around geospatial cloud computing and how it all fits together, I recommend this video. Great explanation! <a href="https://mapstodon.space/tags/STAC" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>STAC</span></a>, <a href="https://mapstodon.space/tags/COG" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>COG</span></a>, <a href="https://mapstodon.space/tags/Zarr" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Zarr</span></a>, <a href="https://mapstodon.space/tags/Dask" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Dask</span></a>, <a href="https://mapstodon.space/tags/AWS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AWS</span></a>, <a href="https://mapstodon.space/tags/EarthEngine" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>EarthEngine</span></a><br><a href="https://www.youtube.com/watch?v=YPno-89l54Q" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">youtube.com/watch?v=YPno-89l54</span><span class="invisible">Q</span></a></p>
Kyle Harrington<p>When you skip working on multiscale and just go to the highest resolution in your zarr, then take off your mask to reveal that you are Don Diego de la Vega...</p><p><a href="https://mastodon.social/tags/bioimaging" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>bioimaging</span></a> <a href="https://mastodon.social/tags/terriblejoke" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>terriblejoke</span></a> <a href="https://mastodon.social/tags/zarr" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>zarr</span></a></p>
Zarr<p>Hi Zarrites! 👋🏻 </p><p>☁️ Looking for a reliable cloud-based data storage format? ☁️<br>🛠️ Interested in how Zarr works? 🛠️</p><p>If you have more questions, please join us at the Zarr Office Hours today! 🧑🏻‍💻 </p><p>More info: <a href="https://zarr.dev/office-hours/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">zarr.dev/office-hours/</span><span class="invisible"></span></a></p><p><a href="https://fosstodon.org/tags/zarr" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>zarr</span></a> <a href="https://fosstodon.org/tags/specification" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>specification</span></a> <a href="https://fosstodon.org/tags/dataformat" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>dataformat</span></a> <a href="https://fosstodon.org/tags/data" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>data</span></a></p>
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