1/ No new #COVID19 data today, so here’s a thread summarizing my newsletter yesterday: why I think MN’s current #COVID19 wave is going to peak, soon.

Read the whole thing here, or follow along below!

view.connect.mpr.org/?qs=ec8caeee88…
2/ Here’s the big picture: #COVID19 cases are up everywhere, but in Minnesota they’re up like 1.5x, while the hardest-hit states are up 10x or more.

The biggest Q: is MN going to belatedly follow these hard-hit states with time? Or is our wave qualitatively different?
3/ So far MN’s current wave looks a lot like our Spring 2021 wave (a relatively slow climb) rather than the exponential spikes of the 2020 waves (and of many southern states now).

But that’s no guarantee it’ll STAY gradual. Maybe delta will find another gear?
4/ But something struck me looking at this chart, of percent growth in key #COVID19 metrics in MN. Look at how that green positivity line is moving DOWN.

MN’s positivity rate is still rising, but in recent days it’s been rising more slowly…
5/ This doesn’t necessarily mean anything anything. Maybe we’re seeing a little slowdown now but will get back to acceleration next week.

So I took a look at this metric in the past. Once positivity growth has started to slow, has it kept slowing? Or has it bounced around?
6/ Here you can see the change in positivity rate for all four of MN’s waves. Note this isn’t a graph of *positivity*, it’s a graph of the *change in positivity* (the 1st derivative, if you remember HS calculus). Below 0 means positivity is declining. Moving down means slowing.
7/ With the limited exception of the first wave (for which data is a little dodgy), once positivity rate growth has started to slow for more than a few days, it has *kept going down*.

That implies — if patterns hold, a big if — MN is already approaching a peak.
8/ Now we don’t know if positivity growth will continue to slow, and if so at what rate. The Fall 2020 wave had a sharp peak and decline; the Spring 2021 wave went down gradually & then quickly. So far we look more like the fall, though that’s no guarantee we’ll keep doing so.
9/ So here’s what it looks like if you take MN’s trend in positivity growth & extend it linearly into the future.

Again, this is positivity growth, not positivity — getting to 0 here means we peak, & positivity starts going down.

My prediction: peak on Wednesday Aug. 18
10/ Now obviously this is based on *current trends continuing* and there’s no guarantee of that! We could peak sooner or later — or much later. I’ll certainly circle back judge how this prediction holds up.
11/ As progressives have been ceaselessly replying to me since this thread began, there ARE upcoming big gatherings of people that could change these trends: Sturgis, the State Fair, Labor Day cookouts, the start of school.
12/ It is entirely possible that these big gatherings will arrest this wave’s current slowdown and kick us back to exponential growth. I don’t know the future, and I acknowledge this as a possibility.
13/ That said, people saying “you can’t assume this wave will behave like past waves because we don’t have mitigation efforts this time” are right but oversimplifying.

It’s true we don’t have mask mandates now. We also have much higher immunity levels than we did. It’s complex!
14/ My working hypothesis is that this wave will behave like past waves. Lots of things are different, but some in ways that might accelerate spread and some in ways that might slow it.
15/ One past observation worth noting is this:

In the fall wave, cases/positivity peaked in late November & started to fall. But right after Christmas there was a significant but brief roadbump.
16/ It’s also worth noting that a mild summer wave is no guarantee MN won’t see a big fall wave, as we did last year. This is what the Seasonality Squad is predicting, and maybe they’ll be right. Or maybe rising immunity from vaccination & infection will change things.
17/ In any case, that’s my hypothesis: that the current COVID wave will behave generally like past waves, that we’re already approaching the peak, and will hit it in around 12 days.

I’ll update you on how this prediction turns out!

Read more: view.connect.mpr.org/?qs=ec8caeee88…

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More from @dhmontgomery

6 Aug
Not much new in today’s #COVID19 data — the same disquieting trends are continuing, without meaningful slowing or acceleration. Cases are up to about 730/day, positivity 4.3%.
Hospital admissions are still rising, though not at levels like what we saw in past waves (as one would expect with most vulnerable people vaccinated).
It was about this time in the Spring 2021 wave that case growth started to peak.

The 2020 waves peaked about a week later.

So it wouldn’t be surprising if we’re within a week of peaking. But past trends are not guaranteed to continue!
Read 6 tweets
5 Aug
Minnesota’s #COVID19 outbreak continues to grow, up to an average of nearly 700 confirmed cases per day, and a 4.2% positivity rate. Image
Here’s how the Summer 2021 compares to past waves in terms of positivity rate. If — IF — this wave takes more than 6 weeks to peak, we’ve got a decent chance of surpassing the Spring 2021 wave. Image
Every day someone replies two or three tweets in to my daily thread asking if I’m going to share some basic stat that I share almost every day.

PATIENCE PEOPLE. The graphs will come!
Read 4 tweets
4 Aug
Three of today’s five newly reported #COVID19 deaths date from February, raising some skeptics’ red flags.

Unfortunately we only have a month or so of data to examine this, but what I see doesn’t raise MY red flags. 1/
2/ First: we know in general that many death certificates are filed promptly, but others can take many weeks or months to file. The data has what’s called a “long tail” — it’s not super weird for there to be OCCASIONAL months-old death certificates filed.
3/ In general, when working with death data, it’s often best to exclude the most recent 3-4 weeks of data *at a minumum*.

For example, here’s CDC death data. You can see the 2021 line plunge at the end, but that’s not a real decline. It’s just data slowly trickling in. Image
Read 11 tweets
28 Jul
Today’s #COVID19 data is not good — not only are cases continuing to grow, as expected, but there are signs that that growth is accelerating. Too early to say for sure, but the last two days of reports suggest the fourth wave may have found another gear…
Today reported 625 newly confirmed cases. That’s more than double last Wednesday’s 278.

The weekly average is up to 400/day, from 233/day a week ago.

Over the last two weeks, positivity rates have nearly tripled; cases have nearly quadrupled; hospitalizations nearly doubled.
It’s just a few days of data so far, but you can see the trajectory change in our current positivity line — eerily mirroring, at a lower base, the shape of the fall wave. (Again: too early to make conclusive judgments!)
Read 8 tweets
27 Jul
I've always been a little bit confused by the Google Reader nostalgia, but maybe that's because I just immediately exported my RSS feeds to Feedly, and continue to subscribe to dozens of feeds today.

But GR's demise probably did make it harder for new people to get into RSS...
I think this piece by @katiebakes gets into some of that — the demise of Google Reader was perhaps more symptom than cause of the death of the old blogosphere and surrounding “good internet.”
@katiebakes Here’s what I wonder: how much of the demise of Internet 2.0 was supply-side (companies like Google changing their offerings toward walled gardens) and how much was demand side (lots of new people spending more time online)
Read 4 tweets
27 Jul
Today is a Tuesday, which means @mnhealth is reporting 3 days of data today. So don’t freak out over the 1,032 new cases reported today.

Cases ARE rising, which is bad, but more modestly. Over the past week we’re averaging 350 cases per day, up from 220 cases per day last Tues.
@mnhealth MN’s positivity rate is up to 2.87% — until quite recently, record-low territory — from 2.0% a week ago.
@mnhealth #COVID19 hospital admissions are up, but only modestly so far.
Read 10 tweets

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