sometimes

Huge congratulations!

Many countries have exclusively submitted sequences to GISAID

Yes, of course Nextstrain would I'm sure be happy to receive the data in any form, and would love an API that would allow them to filter for just incremental sequence updates

Closing these public analyses puts the world more in the dark and concretely harms surveillance as it becomes more difficult for variant spotters to contribute to global situational awareness. 4/5

The PDF attached at the bottom is a good read

If you want to measure the variance of your model in a reproducible way you'd set the seed at the top then make the n different splits without resetting it in between, and then run over all of them.

“for reproducibility” is indeed the point sometimes? I.e. that someone else can re-run my script and get the same output. That's a good thing, all else being equal

My robot vacuum recognises trailing wires and socks and other stuff it would get tangled in with AI image recognition and avoids them