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  • Andy asked whether RAPID could be packaged up for users to run from a notebook, with the caveat that it does not necessarily classify events accurately.

    • Michael worries that traditional spectroscopic follow-up outperforms this.

    • Stephen believes, if not reliable over first ten days or a light curve, it can not be used in the fast stream.

    • Meg asked if this was a training problem. Expectation is that ML techniques typically fail when applied to a different dataset.

    • Michael noted that RAPID had been trained for ZTF, so that was unlikely to be source of inaccuracy.

    • Meg noted that simulated ZTF data is different to real ZTF data.

      • Two questions: do you want a ML classifier? Do you want RAPID to be it?

Stelios V, LSST Science Platform

  • Dave Y asked if Nublado solves issue with sharing notebooks? Nearly impossible to do so in Jupyter Hub, it would seem.

  • Andy encourages that we make things as familiar as possible to users, meaning maximum harmonisation with US approach – e.g. using their Jupyter Service, TAP, service, etc. Andy is less sure about Firefly, which seems a bit clunky.

  • Meg asked how this compared to US DAC, given rumour they would move away from DAC.

    • While there had previously been a pause on development, it looked as if Firefly was still the expected web interface.