How many people have died in this country since the beginning of the pandemic?
How does the toll compare with history?
And was 2021 any “better” for mortality than 2020?
Now that we have nearly all the data from 2021 it’s time for an update🧵
Let’s begin with the official death toll, as portrayed on the @UKHSA gov.uk dashboard.
This recently passed 150k and while the numbers are much lower day-by-day than in previous periods, the seven day avg hasn’t dropped below 100 since August. Ugh
But the official toll (150k) is not the only one.
There’s also the ONS toll, based on the no of death certificates where Covid is mentioned: 175k
This overstates it since 10%ish are primarily from other causes.
Then there’s excess deaths (deaths from all causes vs 5yr avg): 151k
Finally there’s age-adjusted excess deaths. This adjusts for the fact that the population is ageing (which all else equal would mean more deaths each year).
As you can see when you adjust for this you get excess deaths of 120k.
But however you skin it these are big numbers.
Next question: how did 2021 compare with 2020?
Depends on which dataset you use. The official death toll (left) implies 2021 wasn’t much better than 2020.
But age-adjusted excess deaths tells a v different story: 2021 bad but not quite as bad.
Why the disparity? In short excess deaths picked up a lot of care home deaths which didn’t get counted in the official toll in 2020. In 2021 official covid deaths were high but deaths from other causes eg flu were a bit lower than normal. Useful chart from @actuarynews here:
But how does the past year (and the one before) compare with previous episodes of mortality?
Was it bad or BAD?
Perhaps the best way of measuring this is by looking at age (and population)-adjusted excess mortality over time. That’s what you see in this chart…
Anything above the line shows an increase in mortality vs the preceding 5yr avg.
Anything below the line is mortality going down: fewer dying vs previous years.
As you can see, most years it improves (eg goes down). We’re living longer.
But 2020/21 stick out like a sore thumb.
In fact you have to go a long way back, to 1963, to find another year when mortality increased as much vs the 5yr avg as it did in 2021 (1.8%).
1963 was the worst winter in 200 years. It was terrible for mortality (2.5%).
But actually 2021 might have been even worse than that…
…because comparing 2021 to the previous 5yrs includes 2020, one of the worst years for mortality changes ever.
If you compare 2021 with a more “normal” period (eg 2015-19) you get a mortality increase of 2.7%.
In which case it was the worst year since 1951 (v v bad flu epidemic)
The point is that even though 2021 looks a lot less bad than 2020 it was still pretty awful by historic standards. You have to go back to 1940 to find another period when the 2yr avg change in mortality was as bad as this. And back to WWI to find another multi-year period was bad
Of course no numbers can do justice to the thousands of families who have lost loved ones.
But hopefully these might help provide historical context about what we’re living through.
It really is a historic pandemic, worse in mortality terms than nearly anything in living memory
The good news is with any luck 2022 might be an end to this miserable period. Deaths are running at far, far lower levels now than last year thanks in large part to the 💉.
In fact the official figs may end up overstating the toll in the coming months. We’ll keep an eye on that.
Many thanks to @actuarynews for providing us with their age-adjusted figures and a dataset allowing us to peer back through time and @ActuaryByDay for his help guiding us through them. Hopefully it’s the last time we have to do this exercise (no offence!)
More on this on @skynews
Here's my long read running through the numbers on #covid mortality: Four different death tolls, but the scale of the tragedy depends on which numbers you choose news.sky.com/story/four-dif…
One more chart, but this is an important one.
The longer the bars, the bigger the increase in mortality (age and population-adjusted) vs the previous 5yr average.
These are the very worst years for mortality in modern history.
In red you can see 2020 & 2021 and how they compare.

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More from @EdConwaySky

9 Jan
It is the great paradox of addressing climate change: in order to go green we may have to do MORE dirty things: burning fossil fuels, digging stuff out of the ground.
The thing we want to escape is the very thing we need to help us escape.
We are not talking enough about this! 🧵
Let’s start by pondering a couple of recent contentious decisions: the first was the decision to shelve the Cambo oilfield in the Shetlands. Shell recently pulled out. The project may not go ahead reuters.com/business/energ…
There are engineering reasons why Cambo might not have made sense: it’s quite distant/deep and the crude is quite “heavy” meaning you need to heat it, and hence expend a lot of energy/carbon to get it to shore. But there was also much political opposition huffingtonpost.co.uk/entry/everythi…
Read 28 tweets
24 Dec 21
A few tweets on how we treat absence of evidence and neutrality of science.
Building in a sense from this excellent @slatestarcodex blog astralcodexten.substack.com/p/the-phrase-n…
When omicron appeared we knew v little save for some of its genomic features and fact that it was spreading fast in S Africa.
Ensuing weeks have been unsettling because the virus has spread faster than our ability to understand key features - eg virility & vaccine resistance
Up until quite recently there has been a consistent message from public health officials:
a) we know boosters work. So much so that, says @SajidJavid, 3x doses will soon be considered a "full course" eg not two
b) there's "no evidence" omicron is necessarily milder/less virulent
Read 16 tweets
22 Dec 21
A quick tour through the Covid data as of the latest number. Slightly more bad news than good, but that doesn’t mean there’s no good. Let’s start with the overall UK picture. That 106k number a new daily record. And possibly not the last.
The good news is that for the time being the divergence between cases and admissions remains evident for the UK as a whole. Look at the red line vs the black line and look how different that relationship was last winter (eg before vaccines). Amazing really…
But you get a better sense of what’s going on by looking not at UK but at London, where most case growth is. This chart (hat-tip to @PaulMainwood for the concept) shows where we are vs the winter wave. On bright side, the blue/red lines aren’t going up in lockstep with cases.
Read 8 tweets
14 Dec 21
Remember this from last night, on the front of pretty much every paper this morning?
The claim that Omicron is infecting 200,000 people every DAY.
There’s been a lot of speculation about whether the number is wrong, based on new data, or something else.
Well, I’ve worked it out🧵
TLDR it’s a back-of-an-envelope sum worked out by @UKHSA to illustrate where Omicron *might* be.
Not new data.
Not definitive.
This doesn’t mean it’s not a valid illustrative number.
But it’s not quite what everyone thought it was.
Let me show you how they came up with it.
It starts with this.
Infections (a modelled estimate of how many people catch Covid at any given time) are not the same as the number of cases (positive test results).
Infections are always higher cos not everyone gets symptoms/tested.
Eg on 21 Nov: 35k cases, 78k infections
Read 16 tweets
1 Dec 21
NEW: @OECD chief economist @LaurenceEco tells me the Omicron variant is an urgent reminder that rich countries need to do more to help poorer countries get vaccinated.
“As long as the global population is not vaccinated, this type of variant can come in and bring restrictions.”
“We G20 countries have spent about $10tr to support our economies in the pandemic – it costs $50bn to bring vaccines to the entire population,” said @LauBooneEco. “As long as the world stays as is we’re going to see countries which are going to have to shut down their economies.”
Full story here: @OECD warns that the rich world must be prepared for more variant-related shocks if it doesn’t help vaccinate poor countries: news.sky.com/story/help-vac…
Read 13 tweets
29 Nov 21
What does the data tell us about #Omicron?
Frustratingly little, if we're being absolutely honest.
Much of what's being written about it at the moment is stabs in the dark, based on anecdote or at best small scraps of data.
No point in pretending otherwise
news.sky.com/story/covid-19…
Here's a short video running through some of the data we do actually have on #Omicron.
As I say, uncertainty abounds.
We'll have a lot more data - more reliable, robust stuff - in a week or two. Not that that's all that much help in deciding what policy to enact now.
Problem with charts like this (leaving aside fact that something being 500% higher is NOT the same as it being 500 times higher) is they imply considerably more certainty abt the growth rate of Omicron vs other variants than we really have. Consider…
Read 11 tweets

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