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Shiny is pretty good. You can do interactive sliders to filter date ranges in that, and you control what happens when you slide it in the code. It's not as slick as grafana though.
One downside is it started off as an R package then got ported to python, so most resources are for R. Fine for me because I know R, but most people don't.
Here's the python link: https://shiny.rstudio.com/py/
This might be actually it (or at least one of the "competitor" projects they mention in the docs), thanks! Just need to figure out how to do a nice grid layout of the graphs.
I know R a liiiitle bit, so that may help too =)