Charles Gaba ✡️ Profile picture
Jul 15, 2021 55 tweets 15 min read Read on X
📣📣 UPDATED COUNTY-LEVEL VAXX THREAD (last one for a month as vaxx rates have slowed to the point these aren't changing much anymore):

ALABAMA:
ALASKA (as always, they're all over the map, literally):
ARIZONA:
(R^2: 0.7016)
ARKANSAS...vaccination rates on the left, new case rates on the right. Not pretty.
CALIFORNIA.
Yes, R^2 is up to 0.7661.
Yes, the R^2 has been gradually *increasing* in nearly every state.
COLORADO.
Another high R^2: 0.7122.
CONNECTICUT, DELAWARE, DC, HAWAII & RHODE ISLAND (none more than a handful of counties so there's not much point in graphing them separately; I lumped them together anyway for completeness).

Kalawao County, Hawaii has actually vaxxed ALL of of their...86 residents.
FLORIDA:
(Sumter County is home to The Villages, the massive MAGA retirement community.)
RE. FLORIDA NEW CASE RATES:
This is what FL looks like...but since they're only reporting county-level data WEEKLY now, it's up to a week out of date. Their recent surge therefore isn't reflected here...yet.
GEORGIA.
IDAHO. Another high R^2 state:
ILLINOIS. Jo Daviess County is the big outlier; if anyone knows why, feel free to comment.
INDIANA.
IOWA.
KANSAS. Anyone know if there's something special or unusual about Graham County?
KENTUCKY.
LOUISIANA. Outlier West Feliciana is home to the LA State Penitentiary, which *may* explain their high vaxx rate? (6,300 prisoners, 1,800 staff, total county population just 15,600)?
MAINE.
Yes, you're reading that correctly: R^2 is 0.8135.
MARYLAND.
MASSACHUSETTS.
Yes, every single county is blue.
Re. Dukes/Nantucket: The vaxx data for both of these is very odd, likely due to the nature of each. CDC puts them at an absurdly low ~2% but city/village-level data says it's over 90%. I'm going with the latter.
MICHIGAN (my home state!).
I've separated Detroit from the rest of Wayne County to illustrate how much discrepancy there can be even at the county level.

It'd be awesome to do this by zip code but there's 41,600 of them nationally...
MINNESOTA.
MISSISSIPPI.
Only 1 county has cracked 45%.
MISSOURI.
Vaxx rates on the left.
New case rates on the right. 😳😳
MONTANA.
R^2: 0.7112.
And yes, there's a fascinating pattern re. which states are showing a steep slope/high R^2 vs. which states aren't, which I'll get to downthread...
NEBRASKA.
That's correct: McPherson County voted over 90% for Trump and is less than 10% vaccinated.
NEVADA.
NEW HAMPSHIRE.
NEW JERSEY.
NEW MEXICO.
R^2: 0.7185. Starting to see the pattern yet?

Los Alamos: Science!
NEW YORK.
Brooklyn & The Bronx need to get it together.
Hamilton County is the least-populated county east of the Mississippi. Someone told me what the deal was here re. their outlier status but I forgot.
NORTH CAROLINA: Like Alaska, literally all over the map. Anyone want to remind me what's up with Martin County?
NORTH DAKOTA.
Slope County has 750 residents. 68 of them are vaccinated.

Sioux County has 4,200 residents, and is 82% Native American.
OHIO.
OKLAHOMA.
Again, only 1 county over 45% vaxxed.
OREGON.
R^2: 0.6905.
Baker County is the outlier.
PENNSYLVANIA.
Philly needs to get it together quickly.
SOUTH CAROLINA.
SOUTH DAKOTA.
WARNING: SD's data is only 83% complete.
Having said that...a *second* deep red McPherson County under 10%. Huh.

There's only 3 McPherson Counties in the U.S. All three are deep red. Two of them are less than 10% vaxxed (the third is 40%, in Kansas).
TENNESSEE.
Vaxx rates on the left, new case rates on the right.

While TN has been making all the wrong types of COVID news the past week or so, the #DeltaVariant surge seems to be pretty minor and evenly distributed *so far* at the county level...but so is the vaxx rate.
TEXAS.
Holy smokes: R^2 over 0.6 with 254 counties.

Presidio County continues to kick ass.
King County...not so much.
UTAH.
R^2: 0.7268.
Summit County leads the way. Juab...trails.
VERMONT.
VIRGINIA. CDC data is too incomplete for some states so I use @COVIDActNow data for those. For some reason they don't include Manassas Park or Manassas City, however, so I have to use the state health dept. website for them. Huh.
WASHINGTON STATE.
R^2 0.7123.
WEST VIRGINIA.
WISCONSIN.
WYOMING.
R-squared? 0.8542.
PUERTO RICO.
They don't vote for President in the general election and I know nothing about internal PR politics, so I'm just ranking their municipalities from lowest to highest-vaxxed for completeness.
AS NOTED ABOVE, you may have noticed that some states have low correlation trendlines (R^2) while others are extremely high...and some have nearly flat lines while others are very steep.

This pattern seems to be REGIONAL in nature, as I wrote last week:
acasignups.net/21/07/15/while…
I broke the 48 contiguous states (+DC) out into 7 geographic regions:
--DEEP SOUTH
--REST OF SOUTH
--MID-ATLANTIC
--NEW ENGLAND
--MIDWEST
--MOUNTAIN WEST
--WEST COAST
(Neither Hawaii nor Alaska seemed to fit in anywhere)
The results are fascinating.

The Southern states generally show a shallow slope and low correlation...as does New England...but for very different reasons.

The Midwest and Mid-Atlantic show mid-level slopes and correlations, appropriately enough...
...but the Mountain West and West Coast states have VERY steep slopes and R^2 factors of over 0.7 across over 400 counties!

I have my own theories about all of this, but this thread is way too long already so feel free to comment below!
Meanwhile, if you find my work useful and want to support it, you can do so here, thanks! acasignups.net/support
UPDATE: Here's what the 12 Western states look like combined (West Coast, Mountain West and Texas)...a full 1/3 of the total U.s. population:

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More from @charles_gaba

Jul 4
Thread. ~20 years ago, one of the minor controversies surrounding then-President George W. Bush was after being warned that something he wanted to do was unconstitutional, he allegedly angrily replied that the Constitution is "just a damned piece of paper!" 1/
I don't know whether this actually happened or not, but regardless of how appalling it my is, on the most basic level that's actually *correct*: The Constitution *in and of itself* *is* "just a damned peice of paper." It's not a talisman. It doesn't have any magical powers. 2/
The power of The Constitution is in the hands of whoever the American People happen to be at any particular point in time.

If those in charge *and* enough of those who aren't either actively want to ignore the Constitution or just don't care enough to defend it, guess what? 3/
Read 6 tweets
Jul 3
🧵 I just had a lengthy conversation with someone who wanted some insight as to how I've been so successful with my Democratic fundraising project over the past few cycles.

(obviously it wasn't called that in 2020 or 2022) 1/Blue24.org
For those unaware, I've raised nearly $8 MILLION *directly* for hundreds of Democratic candidates since 2019. And I've done it *without* a mailing list or texting anyone. I've done it without a PAC or a staff.

It's all been done purely online via social media. 2/
The reason I started "formally" raising money for Democrats online (as opposed to just occasionally retweeting some candidates ActBlue link now & then) is because I kept seeing Dems griping that they didn't trust how the DCCC/DSCC was allocating funds, etc. 3/
Read 19 tweets
Jun 29
ELECTIONS. HAVE. CONSEQUENCES.

WE SCREAMED ABOUT SCOTUS FROM THE TOP OF OUR LUNGS IN 2016 AND Y'ALL SHRUGGED IT OFF.

NOW WE'RE FACING THE CONSEQUENCES.

Biden is appointing judges at a furious pace, but our ONLY shot at fixing SCOTUS is to re-elect Biden & keep Senate control.
"So if we do that, Biden fixes SCOTUS?"

I said it's our only *chance* of doing so. It would also require, within the next 4 years, either:

1. Both Alito & Thomas retire (hah) or pass away.

Or...

2. Congress passes legislation to either expand or otherwise modify SCOTUS.
Even THEN, the damage done by the SCOTUS majority (half of which appointed by Trump) *until* either of those things happens would still take YEARS or DECADES to repair.

And some of it can never be repaired.

...all because some of you refused to vote for Hillary in 2016.
Read 6 tweets
Jun 27
🚨 STATE BY STATE: How much more will YOU pay if enhanced #ACA subsidies aren't extended? (Massachusetts - Missouri):

acasignups.net/24/06/27/state…
The original ACA subsidy formula was decent at low incomes, stingy at moderate incomes & nonexistent at middle class incomes.

ARPA/IRA had solid subsidy upgrades, bringing them up to where they should have been in the first place...but they're scheduled to revert in 2026. 2/
If the upgraded subsidies are allowed to expire at the end of 2025, up to *20 MILLION* #ACA enrollees will see their net premiums spike dramatically.

Many will no longer be able to afford this & will be forced to either downgrade to far worse plans or drop coverage entirely. 3/
Read 12 tweets
Jun 27
As someone pushing HARD for folks to donate to Democrats up & down the ballot, I’d like to note something about the AIPAC money brouhaha re NY-16.

Yes, money CAN make a significant difference in a race, but only up to a point. After that there’s diminishing returns. 1/
My guess is the first few million dollars AIPAC spent on the NY-16 race probably helped Latimer by a point or two. After that, however, it probably didn’t make much difference at all & may have even hurt him a bit due to residents getting sick of the constant ads/mailers etc. 2/
As a different example, in 2020, the poster child for throwing money down the drain was Amy McGrath for Senate in KY. She raised an insane $90 million & lost by 20 points. Even more insane is she probably would have lost by about the same margin if she’d spent 1/10th as much. 3/
Read 14 tweets
Jun 10
🧵 EV Infrastructure Update:

I just returned from my 4th road trip from Detroit to DC & back over the past 2 years. Since it's the same route each time I have a pretty apples to apples comparison on EV public chargers over time. 1/
The good news is that it looks like Electrify America, which makes up most of the chargers along the route (I-275/280, I-80/90 (OH Turnpike), I-70/270 (PA Turnpike), seems to be in the process of upgrading their charging stations; the newer ones seem to be more reliable. 2/
The bad news is that they've raised their prices substantially, at least at the stations along this route--they were usually $0.35/kWh 2 years ago; now they're charging $0.56/kWh.

By comparison, residential electricity in Oakland Cty, MI is around $0.18/kWh. 3/
Read 28 tweets

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