[sandworm101]

Climate is also dimensional. Kyoto is a point. A point over time is a line, a line through a 3d set of data. That a single point is seeing an effect is interesting but not as significant as widespread changes. Only when multiple measurements create a 2d map of realtime data, which becomes a 3d bulk over time, should we draw conclusions. Sadly, that is also happening. But the later should be the topic of conversation, not a single very visible data point.

[jfengel]

The single visible data point is interesting, as an illustration.

It doesn't prove climate change one way or the other, but that is a discussion that ceased to be meaningful decades ago. Climate change is real, it is significant, and it is caused by humans. Further arguments about that are a (deliberate) waste of time.

Having accepted that, and dismissed the time-wasters from the conversation, we can look around for things that we notice. One of them is the way it affects the times that trees bloom, giving us an opportunity to discuss the way that affects other aspects of the ecosystem.

That, in turn, helps inform conversation about just how important the consequences are. Unlike the fact of climate change, it's not obvious how much the consequences matter to us, and what should change to avoid them. That is a conversation worth having, but it has been impossible while we're still listening to people reciting decades-old falsehoods.

[lysace]

The single visible data point is interesting, as an illustration

Seriously…

[edbaskerville]

Interestingly, if you have one-dimensional observations f(t) of a k-dimensional strange attractor, the lagged vector time series [f(t); f(t - tau); f(t - 2 * tau); ...; f(t - (k - 1) * tau)] maps onto the full k-dimensional attractor. Specifically (as I check Wikipedia) it's a diffeomorphism, an isomorphism of differentiable manifolds.

Presumably the earth system isn't at anything resembling an attractor right now, but I wouldn't be surprised if people are trying to use related techniques to try to detect qualitative changes in the system dynamics (like bifurcations).

Maybe someone more knowledgeable could chime in on whether/how measurements at a single point on the earth's surface might be used to do that?

https://en.wikipedia.org/wiki/Takens%27s_theorem