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#duckdb

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GripNews<p>🌘 Xorq：以 Python 簡潔性實現 SQL 規模的機器學習目錄、組合與部署<br>➤ 打造具備 Python 簡潔性與 SQL 擴展能力的下一代 ML 管道<br>✤ <a href="https://github.com/xorq-labs/xorq" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">github.com/xorq-labs/xorq</span><span class="invisible"></span></a><br>Xorq 是一個新穎的機器學習框架，旨在簡化並標準化 ML 管道的建置、分享與部署流程。它透過結合 Python 的易用性與 SQL 的強大擴展性，讓開發者能夠以聲明式的方式跨多個計算引擎（如 DuckDB、Snowflake 和 DataFusion）建立可重複使用的 ML 管道。Xorq 的核心技術包括使用 Apache Arrow 進行零拷貝資料傳輸，以及利用 Ibis 和 DataFusion 實現高效運算。其特點包括：支援 pandas 風格語法與 Ibis 的多引擎聲明式表達；將 Python 運算式定義為 YAML 格式，確保可重複性；提供可移植的 UDF 與 UDAF，並支援自動序<br><a href="https://mastodon.social/tags/%E6%A9%9F%E5%99%A8%E5%AD%B8%E7%BF%92" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>機器學習</span></a> <a href="https://mastodon.social/tags/%E8%B3%87%E6%96%99%E5%B7%A5%E7%A8%8B" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>資料工程</span></a> <a href="https://mastodon.social/tags/%E7%AE%A1%E9%81%93" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>管道</span></a> <a href="https://mastodon.social/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Python</span></a> <a href="https://mastodon.social/tags/SQL" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SQL</span></a> <a href="https://mastodon.social/tags/Ibis" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Ibis</span></a> <a href="https://mastodon.social/tags/DuckDB" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DuckDB</span></a> <a href="https://mastodon.social/tags/Snowflake" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Snowflake</span></a> <a href="https://mastodon.social/tags/DataFusion" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataFusion</span></a> <a href="https://mastodon.social/tags/Apache" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Apache</span></a> Arrow</p>
POSETTE: An Event for Postgres<p>💥 Check out @jeltef@mastodon’s talk from <a href="https://mastodon.social/tags/PosetteConf" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>PosetteConf</span></a> 2025 “pg_duckdb: Ducking awesome analytics in <a href="https://mastodon.social/tags/Postgres" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Postgres</span></a>" 🦆 🐘 </p><p><a href="https://youtu.be/0kc-W5o0tcg" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">youtu.be/0kc-W5o0tcg</span><span class="invisible"></span></a> </p><p><a href="https://mastodon.social/tags/postgresql" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>postgresql</span></a> <a href="https://mastodon.social/tags/databases" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>databases</span></a> <a href="https://mastodon.social/tags/duckdb" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>duckdb</span></a> <a href="https://mastodon.social/tags/community" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>community</span></a></p>
Julien Maupetit<p>🐍 Note to self: use <a href="https://mamot.fr/tags/DuckDB" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DuckDB</span></a> more often. <a href="https://mamot.fr/tags/Pandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Pandas</span></a>' syntax for aggregation is a pain, SQL is cool.</p><p><a href="https://codecut.ai/deep-dive-into-duckdb-data-scientists/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">codecut.ai/deep-dive-into-duck</span><span class="invisible">db-data-scientists/</span></a></p><p><a href="https://mamot.fr/tags/datascience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>datascience</span></a></p>
Jan van der Laan<p><span class="h-card" translate="no"><a href="https://mastodon.online/@statstas" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>statstas</span></a></span> <a href="https://datasci.social/tags/duckdb" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>duckdb</span></a> can connect to external databases using odbc (<a href="https://duckdb.org/docs/stable/clients/odbc/windows.html" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">duckdb.org/docs/stable/clients</span><span class="invisible">/odbc/windows.html</span></a>) and can write parquet. That might work (I have zero experience with this).</p>
boB Rudis 🇺🇦 🇬🇱 🇨🇦<p>I track <span class="h-card" translate="no"><a href="https://infosec.exchange/@stratosphere" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>stratosphere</span></a></span>'s posts &amp; their bot has a daily top 10 sketch IPs list. My 🧠 kept 👀 lots of "*.100" IPs &amp; I was curious how frequently they showed up.</p><p>Went back 200 posts w/GH:McKael/madonctl using both R and DuckDB.</p><p>Def block these.</p><p>— <a href="https://mastodon.social/tags/DuckDB" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DuckDB</span></a>: <a href="https://ray.so/SdMcBZa" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">ray.so/SdMcBZa</span><span class="invisible"></span></a><br>— <a href="https://mastodon.social/tags/RStats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RStats</span></a>: <a href="https://ray.so/naTBBMS" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">ray.so/naTBBMS</span><span class="invisible"></span></a></p>
Douglas J Hunley<p>Analyzing <a href="https://fosstodon.org/tags/Database" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Database</span></a> Trends Through 1.8 Million Hacker News Headlines <a href="https://fosstodon.org/tags/mongo" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>mongo</span></a> <a href="https://fosstodon.org/tags/mysql" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>mysql</span></a> <a href="https://fosstodon.org/tags/postgresql" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>postgresql</span></a> <a href="https://fosstodon.org/tags/duckdb" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>duckdb</span></a> <a href="https://camelai.com/blog/hn-database-hype/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">camelai.com/blog/hn-database-h</span><span class="invisible">ype/</span></a></p>
boB Rudis 🇺🇦 🇬🇱 🇨🇦<p>Looks like I shld spend an ~hour or so poring over the <a href="https://mastodon.social/tags/DuckDB" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DuckDB</span></a> docs, b/c TIL `UNNEST` has optional parameters for making it easier to get a nice, flat table from deeply nested JSON (et al.).</p><p>I'll bet I've missed other hidden gems like that despite having stared at the docs many times.</p>
aerique<p>At <span class="h-card" translate="no"><a href="https://mastodon.nl/@joyofcoding" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>joyofcoding</span></a></span>!</p><p>Great talk by Hannes Mühleisen of <a href="https://genart.social/tags/DuckDB" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DuckDB</span></a> about tables being a fundamental technology to civilization and not dismissing databases, SQL &amp; ACID just because some implementation are getting old in the tooth.</p><p>DuckDB sounds awesome and I know <span class="h-card" translate="no"><a href="https://mastodon.nl/@bert_hubert" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>bert_hubert</span></a></span> is a big fan.</p><p><a href="https://genart.social/tags/JoyOfCoding" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>JoyOfCoding</span></a> <a href="https://genart.social/tags/JoyOfCoding2025" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>JoyOfCoding2025</span></a></p>
Francis 🏴‍☠️ Gulotta<p>oops <a href="https://toot.cafe/tags/til" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>til</span></a> to use <a href="https://toot.cafe/tags/duckdb" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>duckdb</span></a> to query a CSV, generate date ranges, use windowing functions to backfill data and pivot functions to make data that you can easily graph in a spreadsheet.</p><p>based upon;<br>- average <a href="https://toot.cafe/tags/solar" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>solar</span></a> radiation distribution per month for my area<br>- My kwh generation and usage for last month (which <a href="https://toot.cafe/tags/homeassistant" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>homeassistant</span></a> gives as data events, not hourly or daily reporting) <br>- The KWHs I've spent on AC that I expect to increase over the summer</p><p>I'm operating at 85% of my generation capacity 🙌</p>
Francis 🏴‍☠️ Gulotta<p>I know jupyter notebook's exist but duckdb's gui mode's notebooks should have graphs, it would be killer.</p><p>I can just run <a href="https://toot.cafe/tags/duckdb" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>duckdb</span></a> it's a single binary not a python journey.</p>
Michael Simons<p>Everyone should have a Big-Data-Slayer right at their disposal with local compute.</p><p><a href="https://mastodon.social/tags/DuckDB" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DuckDB</span></a> <a href="https://mastodon.social/tags/BigData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>BigData</span></a> <a href="https://mastodon.social/tags/DoomTDA" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DoomTDA</span></a></p>
Michael Simons<p>&gt; Anyone who has worked for more than 5 minutes in an enterprise more than 30 miles outside San Fransisco know that the vast majority of information in the enterprise is cataloged and transacted via Excel spreadsheets. And if you're lucky, these spreadsheets are accessible to more than one person at a time via platforms like SharePoint.</p><p>This is large. </p><p>Or shall I say x-large? </p><p>It basically excels and will essentially solve all German Enterprise IT issues:</p><p><a href="https://github.com/gregwdata/ducklakexl" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">github.com/gregwdata/ducklakexl</span><span class="invisible"></span></a></p><p><a href="https://mastodon.social/tags/DuckDB" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DuckDB</span></a></p>
Michael Simons<p><span class="h-card" translate="no"><a href="https://mastodon.social/@AtanasE" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>AtanasE</span></a></span> I do like that you can just query it with <a href="https://mastodon.social/tags/Sqlite" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Sqlite</span></a> or <a href="https://mastodon.social/tags/DuckDB" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DuckDB</span></a> and the latter has a neat spatial extension utilising postgis. <span class="h-card" translate="no"><a href="https://fosstodon.org/@defuneste" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>defuneste</span></a></span></p>
Michael Simons<p>Wow.</p><p><a href="https://mastodon.social/tags/DuckDB" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DuckDB</span></a> just got a built-in <a href="https://mastodon.social/tags/UI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UI</span></a> since 1.2.1.</p><p>In the screenshot, I am running it on my photovoltaics database. </p><p>Because I have all interesting reports written as views, I now have a thing that I just can give out to non-programmers that can do cool stuff with it.</p><p>Well done, <span class="h-card" translate="no"><a href="https://discuss.systems/@hannes" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>hannes</span></a></span> and team at <span class="h-card" translate="no"><a href="https://data-folks.masto.host/@motherduck" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>motherduck</span></a></span> &lt;3</p><p>Update: Read their blog - <a href="https://duckdb.org/2025/03/12/duckdb-ui" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">duckdb.org/2025/03/12/duckdb-ui</span><span class="invisible"></span></a></p>
💧🌏 Greg Cocks<p>Satellite Imagery You Can Play With<br>--<br><a href="https://hackaday.com/2025/03/10/satellite-imagery-you-can-play-with/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">hackaday.com/2025/03/10/satell</span><span class="invisible">ite-imagery-you-can-play-with/</span></a> &lt;-- shared technical article<br>--<br><a href="https://tech.marksblogg.com/satellogic-open-data-feed.html" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">tech.marksblogg.com/satellogic</span><span class="invisible">-open-data-feed.html</span></a> &lt;-- shared ‘how to’ article<br>--<br>[this post should not be considered an endorsement of any product or service]<br><a href="https://techhub.social/tags/GIS" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>GIS</span></a> <a href="https://techhub.social/tags/spatial" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>spatial</span></a> <a href="https://techhub.social/tags/mapping" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>mapping</span></a> <a href="https://techhub.social/tags/Satellogic" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Satellogic</span></a> <a href="https://techhub.social/tags/EarthView" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>EarthView</span></a> <a href="https://techhub.social/tags/satellite" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>satellite</span></a> <a href="https://techhub.social/tags/cubesat" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>cubesat</span></a> <a href="https://techhub.social/tags/NewSat" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>NewSat</span></a> <a href="https://techhub.social/tags/microsatellites" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>microsatellites</span></a> <a href="https://techhub.social/tags/GDAL" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>GDAL</span></a> <a href="https://techhub.social/tags/python" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>python</span></a> <a href="https://techhub.social/tags/DuckDB" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DuckDB</span></a> <a href="https://techhub.social/tags/H3" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>H3</span></a> <a href="https://techhub.social/tags/JSON" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>JSON</span></a> <a href="https://techhub.social/tags/Lindel" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Lindel</span></a> <a href="https://techhub.social/tags/Parquet" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Parquet</span></a> <a href="https://techhub.social/tags/remotesensing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>remotesensing</span></a> <a href="https://techhub.social/tags/earthobservation" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>earthobservation</span></a> <a href="https://techhub.social/tags/Aleph" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Aleph</span></a> <a href="https://techhub.social/tags/NORAD" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>NORAD</span></a> <a href="https://techhub.social/tags/location" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>location</span></a> <a href="https://techhub.social/tags/howto" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>howto</span></a> <a href="https://techhub.social/tags/tutorial" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>tutorial</span></a> <a href="https://techhub.social/tags/code" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>code</span></a> <a href="https://techhub.social/tags/coding" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>coding</span></a> <a href="https://techhub.social/tags/metadata" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>metadata</span></a> <a href="https://techhub.social/tags/imagery" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>imagery</span></a></p>
Thomas Adam<p><a href="https://bsd.network/tags/crossword" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>crossword</span></a> <a href="https://bsd.network/tags/crypticcrossword" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>crypticcrossword</span></a> <a href="https://bsd.network/tags/guardian" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>guardian</span></a> </p><p>For some time, I've mainted this:</p><p><a href="https://xteddy.org/gcc-analysis.html" rel="nofollow noopener" target="_blank"><span class="invisible">https://</span><span class="">xteddy.org/gcc-analysis.html</span><span class="invisible"></span></a></p><p>It updates daily, quite happily.</p><p>But it uses mongodb. which when compared to something like <a href="https://bsd.network/tags/duckdb" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>duckdb</span></a> blows.</p><p>So I'm going to migrate the backend, and rewrite it. From Perl -&gt; golang (most likely).</p><p>The frontend uses c3js for it's charting library. If anyone has any suggestions for alternatives, do say!</p><p>I am also aware of <a href="https://evidence.dev" rel="nofollow noopener" target="_blank"><span class="invisible">https://</span><span class="">evidence.dev</span><span class="invisible"></span></a> which looks interesting...</p><p>I should say that the page I maintain is static.</p>
Djoerd Hiemstra 🍉<p>Max Gabrielsson discusses Vector Similarity Search in <a href="https://idf.social/tags/DuckDB" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DuckDB</span></a> </p><p><a href="https://duckdb.org/2024/05/03/vector-similarity-search-vss.html" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">duckdb.org/2024/05/03/vector-s</span><span class="invisible">imilarity-search-vss.html</span></a></p>
Michael Simons<p>Stepping out of my comfort zone: No Rest for the Wicked 2025 challenge put to bed.</p><p><a href="https://info.michael-simons.eu/2025/02/14/stepping-out-of-my-comfort-zone-no-rest-for-the-wicked/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">info.michael-simons.eu/2025/02</span><span class="invisible">/14/stepping-out-of-my-comfort-zone-no-rest-for-the-wicked/</span></a></p><p>That was fun.</p><p><a href="https://mastodon.social/tags/Running" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Running</span></a> <a href="https://mastodon.social/tags/runnersOfMastodon" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>runnersOfMastodon</span></a> <a href="https://mastodon.social/tags/SQL" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SQL</span></a> <a href="https://mastodon.social/tags/Analytics" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Analytics</span></a> <a href="https://mastodon.social/tags/DuckDB" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DuckDB</span></a></p>
jmsfbs<p>Interesting lightning talk: <br>Community extension to allow efficient graph querying in <a href="https://mastodon.social/tags/duckdb" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>duckdb</span></a></p><p><a href="https://www.youtube.com/watch?v=QDdTbhSR2Vo" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="">youtube.com/watch?v=QDdTbhSR2Vo</span><span class="invisible"></span></a></p><p>Also, an aside: I think it's pretty incredible duckdb extensions can introduce syntax like this. We've already seen this with things like the <a href="https://mastodon.social/tags/prql" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>prql</span></a> extension. Rare to see extensions introducing custom DSLs in other ecosystems (that I can think of) without the REPL/tooling getting confused.</p><p><a href="https://mastodon.social/tags/database" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>database</span></a></p>
Michael Simons<p>Covered a good chunk of <a href="https://mastodon.social/tags/DuckDB" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DuckDB</span></a> 1.2 features last night when I analyzed my progress with <a href="https://mastodon.social/tags/NoRestForTheWicked" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>NoRestForTheWicked</span></a> around tackling one more of the wee small hours… <br>Alternative for renaming projections, the window framing with groups, the age function, the vertical stacking of unions and ofc REPLACE and EXCLUDE for the asterisk.</p><p>They write excellent blogs:</p><p><a href="https://duckdb.org/2025/01/10/union-by-name.html" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">duckdb.org/2025/01/10/union-by</span><span class="invisible">-name.html</span></a><br><a href="https://duckdb.org/2025/02/10/window-catchup.html" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">duckdb.org/2025/02/10/window-c</span><span class="invisible">atchup.html</span></a><br><a href="https://duckdb.org/2025/02/05/announcing-duckdb-120.html" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">duckdb.org/2025/02/05/announci</span><span class="invisible">ng-duckdb-120.html</span></a></p><p>(Some of it you find in my book, too)</p><p><a href="https://mastodon.social/tags/runners" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>runners</span></a> <a href="https://mastodon.social/tags/running" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>running</span></a> <a href="https://mastodon.social/tags/sql" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>sql</span></a> <a href="https://mastodon.social/tags/aBitCrazy" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>aBitCrazy</span></a></p>
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