Covid Update: 9 August

Late last week I provided a brief update on the Covid-19 situation in Pennsylvania, New Jersey, Delaware, Virginia, and Illinois. Today I wanted to circle back to my statement that I’d update everyone again early this week. Of course, we had to wait until states began reporting their Monday data to get a better sense of where we are at in terms of new cases and deaths.

Spoiler: nowhere good.

Let’s start, as usual, with new cases.

New case curves for PA, NJ, DE, VA, & IL.

We can see just from the tail end of the charts above that new case growth is accelerating in nearly all five states. Nearly because New Jersey’s growth has remained fairly constant, in other words the number of new people getting infected is not becoming larger each day but remaining relatively flat. That said, compared to 28 July, my last more thorough update, the seven-day average for new cases is still up by 66%.

In the other four states we see accelerating growth, i.e. the number of people infected grows daily. Virginia and Illinois are perhaps in the worst positions. Consider that earlier this spring during the Third Wave, Virginia peaked with a seven-day average of 1615 new cases per day. Yesterday the seven-day average reached 1625. This Fourth Wave is making more people sick now than they were in the spring. Illinois is not yet at the peak of its Third Wave, 3390 new cases per day, but yesterday the Land of Lincoln reached 2713. It’s not far from that ugly benchmark. Can Illinois’ seven-day average see an increase of about 600 new cases per day in a week? Consider that one week ago the average was at 1914. That’s an 800-new case increase. I would expect that if my next update is next Tuesday we will find Illinois in a worse position now than it was in this past spring.

What about the last two states of the tri-state area? Fortunately—for now—both Pennsylvania and Delaware remain below, roughly by half or so, their springtime peaks during the Third Wave. In part, that’s because—along with New Jersey—the Northeast has some of the highest rates of vaccination. But none of those states are near the levels we would need for herd immunity, especially given the increased transmissibility of the Delta variant.

In Pennsylvania the seven-day average for new cases is now just shy of 1500 new cases per day. Interestingly, if we halve the Monday data that includes both Sunday and Monday the daily numbers of new cases have declined for five consecutive days. I wouldn’t expect that trend to continue given the rampancy with which Delta is spreading throughout the Commonwealth, but that would be the signal in the data we would be looking for when this Fourth Wave breaks.

Delaware reports much the same. Cases are significantly up, but now so much so as to outpace the Third Wave. The First State’s seven-day average now sits at 185 new cases per day, but for the past four days the daily number has exceeded 200. Unlike Pennsylvania, that’s not the signal we would want to see to give us a sense the wave might be breaking.

What about deaths? Last week I mentioned we were seeing those numbers begin to creep back up despite falling during the initial weeks of the Delta wave.

Death curves for PA, NJ, DE, VA, & IL.

The tail ends here, with the exception of Illinois, are far harder to see. In Illinois, on 28 July the seven-day average for deaths bottomed out at 4 deaths per day. Deaths have climbed ever since, tripling to 12 deaths per day. Prior to yesterday, the state had seen double-digit daily deaths for five consecutive days for the first time since early June. These are signs that deaths are heading in the wrong direction. But if we want to try and find a glimmer of hope, those deaths started at 18 on 4 August, but have dropped each day landing at 10 on 8 August and just 6 yesterday. Fingers crossed?

In the remaining states the picture is similar in that deaths are rising, but not nearly as badly as they are in Illinois. In Illinois the death rate tripled, but to be fair it also did so in Delaware. Though that meant climbing from 0.1 to 0.3. In the states where we are seeing deaths from Covid-19, the rates have not even doubled. Pennsylvania and New Jersey are the two closest to hitting that grim number. Their seven-day averages of 3.6 and 3.7, respectively, have reached only 6.6 and 6.4, respectively. Certainly not good, but perhaps we can be cautiously optimistic given the states’ relatively high rate of vaccination.

In Virginia we have seen the death rate climb from an average of 4.4 per day, nearly the same rate as Illinois, which has a lower overall rate of vaccination, to only 5.6 deaths per day as of yesterday.

It is important to note that vaccinations are doing a good job at keeping the vaccinated from needing to go to hospital or even dying. The phrase “pandemic of the unvaccinated” is very accurate. Whilst the vaccinated can become infected, most suffer very mild symptoms or are asymptomatic. The reason for masking is that the Delta variant can infect the vaccinated to such a degree that, whilst not sick, they can infect the unvaccinated.

If you have not been vaccinated yet, it is critical that you do so. They are safe. They are effective. And they are free. There are only a few valid reasons for not receiving the vaccination. And “not wanting it” or “not needing it” or “not trusting the government” or “not sure whence the virus came” are not valid excuses.

Covid Update: 5 August

Note: This was supposed to post Friday morning. But it didn’t for technical reasons. Throwing it up late because I’ll probably wait until Tuesday and the release of Monday data to do another update. And I want people to have the latest charts for the weekend.

Unfortunately, I don’t have a lot of time to write up my usual analysis of the charts. Maybe I’ll do that for Monday, we’ll see. But I do want to post the latest Covid-19 data on cases and deaths before we head into the weekend.

The overall picture is that things are continuing to get worse. You can see that in all states the fourth wave, driven largely by the Delta variant, is here.

New case curves for PA, NJ, DE, VA, & IL.

When we look at deaths, last week I had mentioned how deaths were still trending down. But as a lagging indicator it was just a matter of time before the new cases led to new hospitalisations led to new deaths. And that moment appears to have just arrived.

Death curves for PA, NJ, DE, VA, & IL.

I should point out that Delaware appears to have folded in their probable deaths in with their confirmed deaths, as many states had done months ago. So that spike of 135 new deaths isn’t “real” as in those deaths happened a long time ago. The pre-probable death number was the same as afterwards.

Credit for the piece is mine.

Get Your Shots

I’ve heard a lot about vaccine hesitancy and resistance lately and I mentioned this on Monday. Subsequently, I thought I would try to make a graphic to try and help people understand where some of these excuses fit on the spectrum of rational to irrational—with claims of people being magnetised off the chart in the land of kooky.

But I also realised there’s a second spectrum, albeit far more limited in range, of selfishness vs altruism. And there is an interesting shift in how those who waited for the most vulnerable to receive their shots first were, initially, altruistic and rational. But now that those populations have received their vaccines, it’s shifted into an irrational selfish behaviour.

Anyway, I made a few sketches and as I was working on it, there was something in the aesthetic quality of the sketches that I couldn’t quite replicate digitally. And so I present the unpolished rough cut of my graphic.

Just get your shots, people.

For the fuller explanations, I refer you to my aforementioned post earlier this week. This was just an attempt to visualise the two spectrums.

Credit for the piece is mine.

Covid Update: 28 July

Another week, more bad news when it comes to Covid-19 in the states of Pennsylvania, New Jersey, Delaware, Virginia, and Illinois. Last week I wrote about how the slight upticks in new cases in the states were not so slight. This week it’s more of the same, though it would be fair to say that the spread of Covid is beginning to accelerate, although in some states more quickly than others.

To start, the most basic of refreshers. Pennsylvania, New Jersey, and Delaware are all in the Northeast. Virginia is in the South. Illinois is in the Midwest. At a broad level, Covid is beginning to strike places with low vaccination rates and in particular has been hitting the South and Midwest fairly severely. You might say that Virginia has the northern suburbs of Washington and Illinois has Chicago, but in both states simply head south and west and you’ll very quickly find yourself in an entirely different culture, almost a different state in both. And it is in those parts of the states where the increase is most noticeable.

Conversely, the Northeast has had some of the highest rates of vaccination and the new Delta variant is taking longer to take root. Because, that’s the entire point of the vaccination process. We want to starve the virus of potential host bodies. But we needed to reach much higher than the 50-odd percent of the states to be fully vaccinated. So where are we? Let’s take a look.

New cases curves for PA, NJ, DE, VA, & IL.

The recent tails are curving up now and it’s plain to see. Two weeks ago the tails were barely noticeable in most states. You had to really look at the numbers to see the differences. Even last week in Pennsylvania and Delaware the tails were still fairly flat. This week is unmistakable. You may be over the pandemic and done with Covid, but the pandemic isn’t over and it’s not done with us.

In both Virginia and Illinois the seven-day averages for new cases rose by nearly 50% in the last week. Yesterday Illinois reported more than 2,000 new cases, the first single-day report that high since the beginning of May. And in Virginia we had more than 1,000 cases yesterday, again the most in a single day since the end of April.

In the tri-state area we also saw increases over the last week, albeit not as great as in Virginia and Illinois. Though they weren’t off the pace by much. In fact, at this rate, I would not be surprised if next week I write how both Pennsylvania and New Jersey see more than 1,000 cases in a single day. Neither state is there yet, as New Jersey reported 830 yesterday and Pennsylvania only 645—though it reported 986 on Tuesday. Both states’ seven-day averages are also a bit behind Virginia and Illinois, but again, I would not be surprised to see them nearing 1,000 though maybe not surpassing it this time next week.

I cannot overstate this next part, however. The virus is primarily infecting, sickening, and killing the unvaccinated amongst us. If you have not received your vaccine shots yet, please, please do. The vaccines have been proven safe. They have been proven effective. And they are free.

The good news, if we want to find some, is that the death rates largely continued to fall overall.

Death curves for PA, NJ, DE, VA, & IL.

Largely. Keep in mind as I noted above, the deaths are almost all occurring in those who have not been vaccinated. Now in Virginia we are seeing the death rate increase, though not yet dramatically. Last week the seven-day average was three per day. This week we are at four.

But compare that to three of the other four states. (Delaware continued to have almost deaths and its average is zero.) Last week both Pennsylvania and New Jersey had averages of 5 deaths per day and this week they area at 4. And in Illinois the average fell from 7 to 4.

What I will be watching over the next week or two is whether these death rates begin to increase beyond Virginia. I mentioned before how deaths are a lagging indicator and we are beginning to reach the point at which, during earlier waves, where we could begin to see increasing numbers of deaths.

But again, the key is for any and all my readers who are unvaccinated, please make an appointment to get your shots as soon as possible.

Credit for the piece is mine.

Olympic Recap/Retro

Every four years (or so) I have to confess that I think fondly back upon my former job, because I worked with a few wonderful colleagues of mine on some data about the Olympics. And the highlight was that we had a model to try and predict the number of medals won by the host country as we were curious about the idea of a host nation bump. In other words, do host countries witness an increase in their medal count relative to their performance in other Olympiads?

We concluded that host nations do see a slight bump in their total medal count and we then forecast that we expected Team GB (the team for Great Britain and Northern Ireland) to win a total of 65 medals. We reached 64 by the final day and it wasn’t until the women’s pentathlon when, in maybe the last event, Team GB won a silver medal bringing its total to 65, exactly in line with our forecast.

Probably the most Olympics I’ve ever watched.

Of course we also looked at the data for a number of other things, including if GDP per capita correlated to Olympic performance. We also looked at BMI and that did yield some interesting tidbits. But at the end of the day it was the medal forecast that thrilled me in the summer of 2012.

So yeah, today’s a shameless plug for some old work of mine. But I’m still proud of it two olympiads later.

If you’d like to see some of the pieces, I have them in my portfolio.

Credit for the piece is mine.

Covid Update: 22 July

I know that I typically post more light-hearted content on Fridays. But after taking a holiday Monday and my internet being down all day yesterday—fun fact, trying to type up a blog post on my mobile is…well suffice it to say I am glad that it is only an emergency backup plan—we are going to enter the weekend with some updates on the spread of Covid-19 in Pennsylvania, New Jersey, Delaware, Virginia, and Illinois.

A little over a week ago I wrote about the emergence of slight upticks in our region of coverage. Nine days hence, those slight upticks are no longer so slight.

New case curves for PA, NJ, DE, VA, & IL.

In all five states we are seeing significant increases in the numbers of new cases. In New Jersey we hit the milestone of 900,000 total cases. Three weeks ago, the Garden State had bottomed out with an average of about 160 new cases per day. Yesterday the moving seven-day average surpassed 500 for the first time since mid-May.

But New Jersey is not alone. In Illinois the seven-day average has doubled since my last post. The state reported just under 2000 new cases yesterday and that brought the seven-day average above 1000 for the first time since late-May. Before the spring surge earlier this year, Illinois had bottomed out with a seven-day average of about 1500 new cases per day. If these numbers continue, I would not be surprised to see the state back at those levels within another week or two.

Nor has Virginia been spared and yesterday Old Dominion’s seven-day average rose to just short of 500 new cases per day. That too is a level we haven’t seen since…wait for it…mid-May. The pattern emerging here is fairly clear. Things are beginning to get worse and get worse in a hurry. The average has nearly doubled since my last post about Covid.

We see the same situation in Delaware though it’s increase is on the smaller side. The seven-day average in the First State hit 50 new cases per day earlier this week, though it’s ebbed back slightly and sat at 48 yesterday. You have to go back to early June to find levels that high.

And finally it’s not as if Covid has spared Pennsylvania. Three weeks ago we were nearing 100 new cases per day. At the time of my last post, the seven-day average was just a little over 200 new cases per day. The average is double that number as of yesterday at 438 new cases per day. The Commonwealth has now reported three consecutive days of over 500 new daily cases for the first time since…early June. Surprised at that timing?

The common thread in these states is that the virus, almost certainly the Delta variant, is racing through the unvaccinated populations. And we are beginning to see rises in the numbers of hospitalisations, something that I don’t chart but on which I keep tabs. But what I do track visually are the deaths from Covid.

Death curves for PA, NJ, DE, VA, & IL.

We need to keep in mind again that deaths are a lagging indicator and that it takes a few weeks from someone’s infection to their death, if that person’s case is severe enough.

The good news is that we are not yet seeing a corresponding increase in the numbers of deaths. Though it might still be too early for that, should it occur. Of course lack of death does not preclude one from suffering from long Covid, a debilitating and persistent illness that lasts for months. As for deaths, instead we see the numbers entering something of a holding pattern.

Starting with Pennsylvania, deaths from Covid-19 have halved since this time last month. But we were largely at that point when I last wrote nine days ago. Deaths haven’t fallen significantly since, dropping from 7.3 per day to 5.3 per day.

And that’s a pattern we see elsewhere. In Illinois deaths are also down nearly half from an average of 12 per day last month to just 7 per day. But they were at 9 when I last wrote. In New Jersey deaths were averaging 6 per day last month and now they sit at an average of 4.7. What was the average nine days ago? 4.7. Virginia is also similar, going from an average of 6 deaths per day to 4 and now just 3.

Delaware is the one state where we have some genuinely good news. Deaths had been averaging about 2 per day last month and we are at 0 today. Since the beginning of July we’ve seen only three additional deaths. That’s great news, but Delaware is also one of the smallest states.

The takeaway from this should be please get vaccinated if you’re still not. They are safe. They are effective. And they are free. Especially as this new Delta variant begins ripping through unvaccinated populations, I really hope my unvaccinated readers will take an opportunity this weekend to get their shots. Because remember, except for the Johnson & Johnson vaccine, you need two shots and you need to wait between those two doses. And then the vaccine takes about two weeks to kick in after that second dose.

Credit for the piece is mine.

Covid Update: 13 July

So Mondays no longer work for these regular updates, because as we know Illinois no longer reports weekend data. Starting next week, neither will Virginia. Furthermore, keeping track of the vaccinations is tough, because the same. But also, then we have Pennsylvania, which includes Philadelphia, but Philadelphia only updates vaccination data twice per week.

Consequently, I’m not sure what I’m going to continue doing. But at the least, these updates of cases and deaths could continue, because after one cycle the zero numbers for Saturday and Sunday will average out.

The question is where are we today?

Well when it comes to new cases, we are seeing slight upticks across the board.

New case curves for PA, NJ, DE, VA, & IL.

But whereas the upticks were slight last week in Pennsylvania and Delaware, they were a little bit greater this week. Still, we are far from drastic upswings, but they are noticeable. Look at the very tail end of Delaware and you will see a slight change in the curve’s slope. Pennsylvania’s is, for now, less noticeable.

In New Jersey, where cases had still been declining last week, the numbers are now heading back up. You can see this as well in the chart with a sudden little jump in the last day or so.

Meanwhile in Virginia and Illinois, the upward swings have clearly begun and they are plainly visible. But the numbers are increasing, because in Virginia today’s seven-day average is now the highest it’s been since the end of May. In Illinois, yesterday’s average was higher than today’s, but both are about the same as the average was in the beginning of June.

State departments of health indicate these increases are mostly all in unvaccinated people. And that’s not terribly surprising given that the new Delta variant beginning to take root in the United States is far more effective at viral spread than its predecessors. The worry is that the variant may be more lethal.

And to that point we are also seeing the seven-day average for deaths rebound in most states.

Death curves for PA, NJ, DE, VA, & IL.

First, the exception. Delaware has now gone over a week without any Covid-19 death and its average now sits at 0.0.

In all other states, the trend is pretty clear if not visible in the charts. Illinois is the most obvious where the recent rise in deaths from Covid-19 can be seen in the sharp jump of the orange line at the tail end of the chart. The state is now flirting with double-digit death rates after hitting 11 and 13 deaths per day Sunday and Monday.

Elsewhere, we have numbers creeping up, but still below the levels we saw two weeks ago. On 28 June, Pennsylvania averaged 12 deaths per day. That had fallen to 5 for last week’s write-up, but today it sits at 7. New Jersey went from 8 to 4 but is back up to 5. And Virginia went from 6 to 3 and is now at 4.

Again, these are not catastrophic increases, to be clear. However, after several weeks of declining numbers of deaths the death rates are climbing once more. As with new cases, state departments of health point to the deaths being in the unvaccinated populations.

If you haven’t been vaccinated yet, I encourage you to do so. They have been proven both safe and effective. And if cost is your concern, they’re free. This new Delta variant can make you sick even if you’re only partially vaccinated—only one of the two required shots for Pfizer and Moderna. Factor in the month+ you need from your first of the Pfizer and Moderna doses through the second and the two-week waiting period, it’s critical you schedule your shots as soon as possible.

I’ll try to look at writing up the numbers again next Tuesday or Wednesday, and over the course of the week I’ll be following these numbers. Though I’m not entirely certain I’ll continue posting them daily to my social media feeds. (In fairness, I’ve been busy enough to preclude me from doing that the last two weeks.)

Credit for the piece is mine.

Covid Update: 6 July

In trying to limit my Covid-19 updates to Monday, bank holidays definitely affect the schedule. For my international audience, that meant Monday was a day of no posting. It also meant that some states—Illinois—were not reporting data. Add to that Illinois had already stopped reporting data on Saturday and Sunday, I wanted to wait until we had Tuesday’s data before putting it all together. And so here we are.

Last week I discussed “divergent patterns at the margins”. We saw some states continue their progress in decreasing the numbers of new cases with falls in their seven-day averages. You could group the tri-state area in this category. Then in the other group we had Virginia and Illinois where the seven-day average had begun to rise.

New case curves for PA, NJ, DE, VA, & IL.

In the week since, this pattern largely held the same. Both Virginia and Illinois continued to see rising numbers of new cases. Compared to 20 June, before this pattern emerged, Virginia’s seven-day average sat at 129 new cases per day and Illinois was just slightly worse at 156. Yesterday those numbers were 180 and 328, respectively. A far cry from an emergency, yes, but also not ideal.

What about the tri-state area? Well we can now lump Pennsylvania and Delaware in with Virginia and Illinois since both states saw a rise in their seven-day averages. Back on 28 June Pennsylvania sat on an average of 177 new cases per day and Delaware was at 19. Yesterday those numbers were 181 and 27, respectively.

The difference here is that in both Pennsylvania and Delaware this recent rise is still below the numbers from 20 June. On that date Pennsylvania’s seven-day average was 261 new cases per day and Delaware’s was 28. So it’s not great, but it’s still not bad either.

How about New Jersey? The Garden State continues to see declining numbers of new cases. From the 20th to the 28th to yesterday the average has fallen from 179 to 176 to 162. Certainly not dramatic, but it’s progress nonetheless.

With deaths we saw broad and general progress, however, so that’s good.

Death curves for PA, NJ, DE, VA, & IL.

Last week I mentioned how I had hoped we would see Pennsylvania’s seven-day average of deaths slip into the single digits. Instead it had climbed higher. Well, Pennsylvania finally fell into the single digits and rests at 5 deaths per day.

When we look at the remaining states we see good news across the board. In Illinois the seven-day average fell from 9 to 7 deaths per day. In two states the numbers fell by half. New Jersey fell from 8 to 4 and Virginia went from 6 to 3. Finally, Delaware now averages just 0.1 deaths per day.

I don’t have the data on vaccination, because there are some holes and I want to see if I can fill that data out. But in the three states we track, we are talking about less than a percentage point increase in fully vaccinated people over the course of over a week. That continues to be not ideal.

Credit for the piece is mine.

Yep, Still Hotter

Like I said yesterday, I wanted to compare cities, surprise, Philadelphia vs. Chicago. And so with some extra time I was able to finish this graphic that took the data from Climate Central to compare the two cities.

What you can see below is that Philadelphia has seen more significant temperature growth in both summer highs and summer lows. And, importantly, the increase in low temperatures, i.e. nighttime, has been greater than that of daytime highs. That means that we have less of an opportunity to cool down after a hot summer day, adding stress to the system.

Chicago on the other hand has seen less overall growth, though it’s still present. And there too we see the same pattern of greater increases in low, i.e. nighttime, temperatures than of daytime highs.

It’s all unbearable

It’s remarkable to think that the flat where I lived seven of my eight years in Chicago had no air conditioning unit in the bedroom, only in the living room. It was, of course, an older concrete building from the 1960s/70s when, as the chart above shows, nighttime temperatures didn’t really require air conditioning.

But like I said yesterday, I’m just glad I’ve been able to crank the air conditioning the last several days.

Credit for the piece is mine.

Covid Update: 28 June

Technical difficulties prevented me from posting yesterday morning. But we’re back today and even though it’s a Tuesday, I wanted to begin the week with a post about the current status of Covid-19 in Pennsylvania, New Jersey, Delaware, Virginia, and Illinois.

Broadly speaking, things continue to improve. I don’t have all the vaccination data plugged in yet as I have to admit that as life begins returning to normal the time considerations of keeping track of Covid is not always insignificant. But I do at least have the new cases and deaths to look at and compare to last week.

When we look at new cases, we can see some divergent patterns at the margins.

New case curves for PA, NJ, DE, VA, & IL.

In the tri-state area, new cases continue to fall. Pennsylvania reported just 104 new cases yesterday and its seven-day average fell to 177. That’s great news. And in New Jersey, the daily new cases fell to 104 and the average to 176. And in Delaware the daily number was just 18 and the average 19.

On the other hand we have Virginia and Illinois. First, I should note that for the second straight weekend, Illinois did not report data. I think we can begin to assume this will be the new reporting schedule moving forward. Last week that impacted the seven-day average, but now that it is a periodic event we can see it accounted for in the average of 248 new cases per day.

The issue is that 248 is greater than last week’s average of 233 of the averages. In other words, there is some indications the virus is spreading once again. Though, the week-to-week numbers offer a slight hope. Last Monday we had 755 new cases—keeping in mind that no new cases were reported Saturday and Sunday—and yesterday 747. That is down, though not a lot. We will need to keep an eye on Illinois’ data and how it progresses through Friday.

In Virginia we see a similar pattern as that of Illinois. Week-to-week, yesterday’s number was just 88 new cases and last week’s 116. That’s good. However, a look at the seven-day average shows some reasons for concern. Last week we were discussing Virginia’s fall to 129 new cases per day. But as of yesterday the average has climbed back up to 165. And that’s not a one-day jump. Instead since that nadir of 129, the seven-day average steadily climbed each day last week. That suggests new cases may be spreading in Old Dominion once more. But let’s wait one more week before we begin to become overly concerned as 165 is still lower than the month’s current average of 169.

Deaths present us with the opposite pattern, however.

Death curves for PA, NJ, DE, VA, & IL.

Last week we looked at new lows for the tri-state area whilst Virginia and Illinois saw slight increases. I even suggested that we could see death rates in Pennsylvania slip into the single digits.

Well instead we saw slight increases in the death rate in Pennsylvania, New Jersey, and Delaware. Again, nothing massive. But on 20 June we had an average of 11.6 deaths per day in Pennsylvania and yesterday the average sat at 12.4. Not huge, and within a rounding of being the same number, but still an increase. Delaware had been at 0.6 deaths per day, so an increase to 1.6 is an increase, but there’s very little room left to improve when your average falls below 1 per day.

In New Jersey we saw perhaps the most concerning rise, though again still slight by comparison to the entirety of the pandemic. The average last week sat at 5.6 deaths per day and we enter Tuesday at 7.6. That is still lower than the numbers three weeks ago, but it’s a rise nonetheless. Like with the new cases, we will want to watch this week to see how the numbers progress.

I don’t have any graphics or tables to present for vaccinations, but the numbers we do have show little to no progress in full vaccinations over the last week. Week-to-week, Pennsylvania, for example, saw an increase of 0.77 percentage points, or only 0.11 percentage points per day.

Now Pennsylvania’s fully vaccinated population rate sits at just a tick under 48%. Not bad. But Virginia is at 50.5%. And when last reported Illinois was 47.3%. We know that herd immunity, which we need to really starve out the virus, is probably above 75%—though likely higher with more transmissible variants of the virus—and we have currently failed to achieve that number.

That’s sad.

To bring my genealogical interest into this conversation, you only need to look to about 100 years ago when our ancestors did not, generally speaking, have access to vaccines. There was a reason people feared becoming ill, you were far more likely to die. But vaccinations eliminated the worst of the worst diseases and at the time people flocked to become vaccinated, recognising that they did not want to live in a world of mumps, measles, smallpox, or polio. If many of our ancestors were alive today, I believe they would be shocked at our society’s broad refusal to be vaccinated.