#numpydantic
Live, measured metrics for the hashtag #numpydantic from the open social web. Every number carries a named source and the time it was fetched. Nothing is estimated.
Own #numpydantic
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Day-by-day usage
measured · mas.to (Mastodon public tags API) · fetched 2026-07-27 04:35 UTC0 uses by 0 unique accounts across the window. Real per-day counts, not estimates. Newest bar is today so far.
Related hashtags
measured · mas.to (Mastodon public search API) · fetched 2026-07-27 04:35 UTCNo related tags with measured usage found for #numpydantic.
Live pulse
measured · mas.to (Mastodon tag timeline) · fetched 2026-07-27 04:35 UTCEverything below is measured over the latest 3 public posts (spanning ~2927 hours).
Posting hours (UTC)
Languages: English (3)
Avg boosts / post: 5.7
Used together with
Top of the latest posts
Here's an ~ official ~ release announcement for #numpydantic repo: https://github.com/p2p-ld/numpydantic docs: https://numpydantic.readthedocs.io Problems: @pydantic is great for modeling data!! but at the moment it doesn't support array da
whoop whoop full provenance-preserving roundtrip serialization to JSON in #numpydantic 1.6.0. sure you could serialize a complex, nested data model with a ton of arrays in a precious high-performance data backend as a bunch of random JSON n
pushing da boundaries of the python type system to make parameterized callable classes lol trust me it makes sense https://github.com/p2p-ld/numpydantic/pull/8 #numpydantic
Every number above is measured from a named public API at the shown fetch time. Nothing is estimated or extrapolated. Platforms that lock their data behind paid APIs are not shown. Agents: the same numbers, as JSON, at /api/hashtags/numpydantic