March 8, 2020, 10:09 PM PDT

New update with state data up to midnight eastern: tally shows over 4000 tests.

https://t.co/Zc39AZVRge

WA and CA have conducted the most tests and have the most cases. Big gaps in our testing capacity knowledge: MA, TX, GA, PA.

March 11, 2020, 1:22 PM PDT

We await updates from Massachusetts and California, which will also have large numbers. Colorado's numbers are also climbing, standing at 28 cases as of their last update.

March 12, 2020, 12:51 AM PDT

As we close up the shop for the night, we've been able to track just under 8000 people tested for #COVID19. That's not a lot, and just a few thousand tests got reported today.

We're missing fresh total test numbers from some big states: CA, NY, and MA.

https://t.co/iERV2wLMmu https://t.co/dsb0GejjeI

March 12, 2020, 1:27 PM PDT

Two exceptions: California and New York. We know our numbers are low there by hundreds, maybe (maybe!) thousands. But it seems highly unlikely to change the overall picture here.

March 13, 2020, 1:54 PM PDT

These numbers are a lower bound for a few reasons:

  1. We are still waiting on accurate negative test counts from CA, MA, GA, and TX, among other states.
  2. Commercial labs only report positive results to the states.

March 13, 2020, 11:33 PM PDT

Closing up the shop for the night. We're showing 19,066 tests. 2,182 positives. Here are the four states with the largest known outbreaks: WA, NY, CA, MA. https://t.co/LrCchHRS3V

March 14, 2020, 1:50 PM PDT

@joshtpm Washington and New York are driving the numbers. We're falling further behind on CA testing numbers. Now that MA is out in the open, the other big question mark is TX.

March 16, 2020, 12:19 AM PDT

Big end of night update. @GavinNewsom put out a new number for California testing (8300 total), which really boosted things.

We're seeing 38,631 people tested, up more than 10k since our 4pm ET update.

CA and WA combined have now done ~48% of testing in our data. https://t.co/LSjuCN2vQg

March 16, 2020, 2:07 PM PDT

Let us give one example of a difficult call. Yesterday, California announced 8316 tests had been administered, cumulatively. There is a big difference between 8316 tests and 8316 people tested (which would imply ~16k tests, by rough rule of thumb).

March 16, 2020, 2:07 PM PDT

In previous updates, CA had reported "people tested." In context, though, the state might have meant "tests."

We gave CA the benefit of the doubt and counted the higher number, then reached out for clarification (which we haven't gotten). And we tell you about the uncertainty. https://t.co/eNvjT67hte

March 18, 2020, 3:02 PM PDT

The score contains 4 simple components:

  1. +1 for reporting positives reliably (only NV fails)
  2. +1 for reporting negatives sometimes (e.g. NY, CA)
  3. +1 for reporting negatives reliably
  4. +1 for reporting all commercial tests

(All labs have to report all positives.)

March 22, 2020, 2:33 PM PDT

(One last data note: we are not reporting California’s pending number because it has been published irregularly. But it is quite large—12,700–and worth considering when looking at the data.)

March 22, 2020, 7:11 PM PDT

@Whitwyatt The pending data from California has come and gone. It makes it really difficult to track the states tests consistently. The number of tests bounces around in ways that really confuse people. A broader change is coming to our pending reporting.

March 23, 2020, 7:17 AM PDT

@nbashaw The California data is all over the place. They do have a lot of pending tests (~12k) —not included in our total—but it’s filtering through to completed tests really slowly. -@alexismadrigal

March 23, 2020, 3:38 PM PDT

  1. One thing we’re tracking closely: California’s testing regime ramped up decently well, but the growth has really slowed down over the last few days. They’re also reporting a large (12k+) number of pending tests. We’re not sure what’s going on there.

March 23, 2020, 3:38 PM PDT

Compare the number of completed tests reported by New Mexico, a state with a population 19 times smaller than California’s.

These numbers should not even be close, and yet they are. https://t.co/tzB9fZM6FP

March 23, 2020, 3:45 PM PDT

Another CA note. The state had been reporting irregularly, so we were relying on high-quality media outlets like @latimes, who have an excellent tracker.

https://t.co/eL9bfy7uUa

Now that the state is reporting more regularly, we will be relying again on the state data.

March 25, 2020, 2:20 PM PDT

Over the past two days, it is worth noting that two large states have begun reporting more complete testing data. NJ yesterday and OH today both moved the numbers.

CA remains a major question mark. We hope to see movement there later today.

WA is not yet reporting outcomes.

March 25, 2020, 2:31 PM PDT

California has finally provided an update. It's unclear if the total test count includes pending, but that's a large number of tests—second only to New York—and presumably includes commercial test providers.

https://t.co/GRXIpoPyGh

March 25, 2020, 2:40 PM PDT

Snap analysis of this: it is a relief that California has tested ~40,000 more people than we knew until an hour ago.

That said, it's a huge state and we don't know how many of those tests are still pending (based on CA's previous reporting, it could be a lot).

March 25, 2020, 6:13 PM PDT

As expected, California has a large number of pending tests. But we did not expect the backlog to be this large. A lot more pending tests than completed ones.

More details: https://t.co/PZrmH4bl5Y https://t.co/4Vb4Erz4Ls

March 25, 2020, 6:15 PM PDT

California’s testing situation remains the most puzzling of any state, which adds uncertainty in assessing the severity of the state’s overall outbreak.

March 26, 2020, 1:14 PM PDT

Encouraging to see the California Department of Corrections releasing this kind of testing data: https://t.co/UdOPqhF2d5 (via @HattieRowan)

March 26, 2020, 10:24 PM PDT

@Lord_Loredo @James_Gross Yeah, California has been a bear for two reasons: 1) Their reporting has been very irregular (until recently). 2) They have reported on both sides of our daily 4pm commit. 3) They have dropped huge pending numbers the last 2 days (only one of which got captured in our daily #s)

March 26, 2020, 10:56 PM PDT

@creatiwit @Lord_Loredo @James_Gross It's really the case. We've been tweeting about the weird situation in California for a while. We think it's that private testing companies are clogged up (3-4-5+ day wait times), but it could be logistics hurdles for state labs or something else entirely.

March 27, 2020, 1:56 PM PDT

If you're waiting for the daily update, we're trying to get clarity on California's numbers right now. Standby.

March 27, 2020, 2:39 PM PDT

In the end, we couldn't wait any longer. To preview what we did: we counted California's new positives and deaths, but we did not use the new total tests number that @GavinNewsom gave in his press conference because we can't parse pendings and negatives from that total.

March 27, 2020, 3:11 PM PDT

As noted earlier, we had to do some work with California's numbers, as the comprehensive set had not come in by the time we published our daily update. Make sure you check out our best-available solution (which is still not ideal).

March 28, 2020, 3:09 PM PDT

The California Situation continues. Just to do the math: if the positive/negative ratio stays the same (a big assumption), there could be more than 10k additional positives in California, which would give the state the second-most confirmed cases in the nation. https://t.co/cj34EYeW4O

March 28, 2020, 3:09 PM PDT

At this point, the private testing companies owe the state and nation an explanation for what's going on in California. Or some whistleblower should fill everyone in.

March 28, 2020, 7:14 PM PDT

@Corinacakes @sherijung In California, the problem may be a little different. But we’re still exploring that. -@alexismadrigal

March 28, 2020, 7:16 PM PDT

@bio_report Right. But look at the numbers now. You’d think CA was sitting pretty. -@alexismadrigal

March 29, 2020, 2:20 PM PDT

If you're waiting on the update, we are once-again trying to puzzle out a solution for California. Be with you shortly.

March 29, 2020, 2:31 PM PDT

While we finalize, let me explain the problem. Our numbers lock at ~4pm ET each day. California's updates tend to fall right around this time, except when they don't, which has been happening. Right now, if we stick with only state numbers, we'd be looking at 4643 cases... https://t.co/dW5GrjgkIM

March 29, 2020, 2:31 PM PDT

While we finalize, let me explain the problem. Our numbers lock at ~4pm ET each day. California's updates tend to fall right around this time, except when they don't, which has been happening. Right now, if we stick with only state numbers, we'd be looking at 4643 cases... https://t.co/dW5GrjgkIM

March 29, 2020, 2:31 PM PDT

These are the problems that are hard because there is no ideal solution. If we go with this data, we're more up-to-date on cases, but out of sync with the negatives and pending, at least until California officially updates again. If we don't, the numbers are misleadingly stale.

March 29, 2020, 3:07 PM PDT

Even if California's full updated report were in today's data, the testing plateau would continue, though less pronounced than it looks here. https://t.co/zjTLTM0REM

March 29, 2020, 3:33 PM PDT

And of course, just like yesterday, California is a huge question mark.

https://t.co/1CNusyFZ85 https://t.co/2zHU94OloV

March 29, 2020, 8:17 PM PDT

@mandilovell @chrisgulli I think the big question is how much of the backlog is captured in California and how much California only represents, say, 15% of it.

March 30, 2020, 2:17 PM PDT

Cumulative hospitalizations up to 22,303, still largely driven by New York. California is now second in hospitalizations, Louisiana third.

March 30, 2020, 4:02 PM PDT

Returning to the California situation: the state has averaged just 2,050 completed tests over the last 7 days. This is troubling for the largest state, by far, in America. https://t.co/hKiWb0NqZV

March 31, 2020, 4:25 PM PDT

If you've been following this account, you know we've been tracking The California Situation. The state is completing barely 2k tests a day but has a 57k test backlog. What's going on? https://t.co/xUeVSeCIlk

March 31, 2020, 4:25 PM PDT

We finally have some answers on what's been going on in California. The short version: as demand exploded in the week after March 9, the key private lab simply could not keep up.

https://t.co/EbClrCf6Q3

https://t.co/G14xh9GID9

April 1, 2020, 1:49 PM PDT

We are happy to report that California just released new data dashboards. We're currently figuring out how to incorporate and then the update will be out. https://t.co/UkNRVvJnjd

April 1, 2020, 2:06 PM PDT

Here's the dilemma: California has been very slow in reporting thus far. We've used other data sources for positive cases. Now that CA seems as if it is pulling its data together in a format more like other states, we'd like to use the official source.

April 1, 2020, 2:30 PM PDT

OK, our final decision—after tortuous discussion—is to commit to this new California data for cases and deaths, relying on @GavinNewsom press conferences for other outcome data. We've left negative and pending tests intact, until the state provides an update.

April 1, 2020, 2:30 PM PDT

If you're a user of the data, this will affect your time series. But this brings California data more in line with the way we track the rest of the nation and we hope we don't have to deal with this issue again.

April 1, 2020, 2:55 PM PDT

You will notice California has a major adjustment. We are switching back to state data from other, more frequently updated sources. This should be a one-time adjustment.

More discussion here: https://t.co/74cFcDD6xl

And context on California here: https://t.co/EbClrCf6Q3

April 4, 2020, 3:02 PM PDT

The biggest thing in this update is that California added 75k+ negative test results and only 1300 new positives. This must be a reporting restatement.

It's a HUGE change in the testing metrics for the state, and it is very good news, if the numbers can be believed.

April 4, 2020, 3:05 PM PDT

Because of this large California restatement, we would not expect to see 200k tests a day tomorrow.

April 4, 2020, 3:06 PM PDT

This is how big this California change is: https://t.co/Op1c7GTzSK

April 4, 2020, 3:10 PM PDT

@erwillia It's a REALLY unusual change. No other state has had anything similar. Given that, it's important to caveat that the change must be looked at a little skeptically until we hear more about what happened. I live in CA and I am v v v happy at this news. -@alexismadrigal

April 4, 2020, 8:07 PM PDT

@jholston @alexismadrigal That makes sense to me. What didn’t make sense was California reporting 2k completed tests per day for more than a week, you know?

April 5, 2020, 2:14 PM PDT

You'll note that this is the second-highest number of tests completed in a day. Yesterday saw a huge spike, as California cleared its testing and reporting backlogs.

~140k tests per day is probably closer to the country's real testing capacity at the moment.

April 6, 2020, 2:09 PM PDT

@jstmichele No evidence of that. The California positive rate is not so far off from other large states. -@alexismadrigal

April 6, 2020, 2:55 PM PDT

Some unexpected numbers came from Indiana today. Despite only having ~5000 confirmed cases, the state said today it has 924 COVID patients in the ICU and 500 on ventilators. That's not too far from California's ICU count and closing in on Pennsylvania and Louisiana's vent usage.

April 6, 2020, 3:45 PM PDT

@esandeen @supermills @alexismadrigal Not necessarily subsided but flattened in WA, CA, and —perhaps—NY. The waves are overlapping, though. -@alexismadrigal

April 7, 2020, 3:11 PM PDT

Illinois put out important new data today: confirmed and suspected current COVID-19 hospitalizations, ICU admissions, and ventilator usage. They are big numbers, comparable to California (which reports slightly differently). https://t.co/Bfn6cDv3qL

April 7, 2020, 3:11 PM PDT

Illinois put out important new data today: confirmed and suspected current COVID-19 hospitalizations, ICU admissions, and ventilator usage. They are big numbers, comparable to California (which reports slightly differently). https://t.co/Bfn6cDv3qL

April 7, 2020, 3:23 PM PDT

One thing to note about hospitalization data: New Jersey, Illinois, and California are all including different sets of people in their numbers. We are reporting the lower numbers where they are available (as in CA, which breaks out confirmed and suspected COVID-19 cases).

April 8, 2020, 1:57 PM PDT

Heading into our daily update, we wanted to take a look back at where we are with testing. CA did the first early testing. Then WA started pumping out tests. But NY now dominates. (Graphics by: @samirrayani and @tophtucker) https://t.co/dPzCmzYjI4

April 12, 2020, 8:59 AM PDT

There's a little more complexity: some states that report current hospitalizations lump together laboratory-confirmed positive and suspected cases, and others (like California, seen below) break them out. https://t.co/tWNwtKQwWK https://t.co/bvSz7xJIST

April 22, 2020, 2:23 PM PDT

Our daily update is published. We’ve now tracked ~4.5 million tests, up 311k from yesterday.

Major caveat: today, California reported 163k tests, clearing some backlog.

Note: we can only track tests that a state reports.

For details, see: https://t.co/PZrmH4bl5Y

April 22, 2020, 2:23 PM PDT

That is to say, it might look like the plateau is over, but if you back out California, we're probably about where we were before, except the April average is now 155k instead of 145k. https://t.co/kFoBPQ8QVk

April 22, 2020, 2:28 PM PDT

Based on previous situations where California reported like this, the reporting jump likely had to do with matching tests completed to individual patients in the state. We're not sure why they are batch processing like this, but it's the second time it has happened.

April 23, 2020, 2:17 PM PDT

Looking at the numbers, this is not like yesterday, where one state (California) drove a huge increase.

This number seems much more solid, driven by a number of states reporting large numbers of tests completed.

April 23, 2020, 8:50 PM PDT

California has announced a frustrating decision. After 6 weeks of counting people tested, they have begun reporting total tests completed, with no attempt to resolve them to an individual patient.

https://t.co/aC11ZDIjHx https://t.co/6CZECmZcyo

April 25, 2020, 2:12 PM PDT

Many states reported a huge number of tests, including a known backlog clearing from MA (30k+). NY reported almost 50k tests; TX over 20k.

AL, CA, FL, GA, IL, MA, NY, TN, TX all reported over 10k tests.

April 25, 2020, 2:14 PM PDT

Still, 300k tests is a huge number. We know some of the increase is due to reporting changes, as in California. But it does seem like there has been a substantial change over the last several days in the testing capacity of the United States.

April 25, 2020, 2:37 PM PDT

@VoiceofVerite The states have generally been reporting people tested, not specimens tested. Michigan has long been an exception, but California joined them this week. It's tough. The units are now mixed and very hard to disentangle. -@alexismadrigal

April 27, 2020, 2:14 PM PDT

@kevinfurr @PeterZeihan It's pretty fluke-y because of a huge California drop of negative tests they had in a reporting backlog. -@alexismadrigal

April 27, 2020, 10:54 PM PDT

@GracieLuAnn24 @kevinfurr @PeterZeihan @alexismadrigal Definitely not. California's reporting has been as inconsistent as it is possible to be. -@alexismadrigal

April 27, 2020, 10:58 PM PDT

@GracieLuAnn24 @kevinfurr @PeterZeihan @alexismadrigal The whole reason that California switched from people tested to tests performed is that they were having trouble figuring out how to assign tests to patients. So I really doubt we'll ever see those numbers. -@alexismadrigal

May 1, 2020, 2:31 PM PDT

The increase in testing was broadly distributed among the states. These states all reported over 10k tests today.

CA: 29,648 FL: 20,294 GA: 19,323 IL: 14,821 MA: 13,989 MN: 10,238 NY: 26,802 TN: 17,583 TX: 36,985 VA: 14,139

May 1, 2020, 2:31 PM PDT

The increase in testing was broadly distributed among the states. These states all reported over 10k tests today.

CA: 29,648 FL: 20,294 GA: 19,323 IL: 14,821 MA: 13,989 MN: 10,238 NY: 26,802 TN: 17,583 TX: 36,985 VA: 14,139

May 2, 2020, 2:40 PM PDT

9 states reported over 50 deaths:

California: 98 Florida: 74 Illinois: 102 Indiana: 54 Massachusetts: 130 Michigan: 154 New Jersey: 204 New York: 299 Pennsylvania: 64

May 4, 2020, 3:08 PM PDT

One reason to expect that the death number will rise tomorrow would be to look at some key states—NJ, CA, MI, MA—all seem to show the same kind of reporting dip. https://t.co/m5TT3QWQfY

May 11, 2020, 2:48 PM PDT

New Jersey appears to have taken the road that California did recently, moving away from reporting "people tested" and to "tests completed." But we're still trying to get confirmation on this.

As you can see, today is a bit of an outlier. https://t.co/2E9fh6WSuI

May 17, 2020, 2:58 PM PDT

Some of the big day appears to be a test dump from California, which reported 56k tests today. But Michigan, New York, and Georgia also reported more than 30k tests. 13 states reported more than 10k.

Overall, the U.S. hasn't been under 300k daily tests since last Sunday.

May 30, 2020, 3:02 PM PDT

In addition to the states we've mentioned recently, Alabama, Arizona, California, and Wisconsin are worth keeping eyes on.

California and Arizona had new highs for cases today. Alabama and Wisconsin set highs yesterday. https://t.co/M2JTnIfchI

May 31, 2020, 3:11 PM PDT

California's case numbers continue to grow.

Arkansas showing increasing cases as well as increasing hospitalizations. https://t.co/OOQ3kcsxns

June 1, 2020, 3:08 PM PDT

The number of new cases was low—about 16k—after a series of higher days. The 7-day average fell under 21k.

NY was under 1,000 new cases for the first time in 11 weeks!

California and Texas, which had new highs yesterday, were much lower today. https://t.co/E1yZfBBEym

June 2, 2020, 2:56 PM PDT

1/2 A list of states/territories in which African American COVID deaths substantially exceed the community's share of the population:

Alabama Arkansas California Colorado Connecticut D.C. Florida Georgia Illinois Indiana Kansas Kentucky Louisiana Maryland Michigan Mississippi

June 4, 2020, 2:57 PM PDT

States reported fewer than 21k new cases today. The 7-day average fell a bit. After last week's higher numbers, we've seen some lower numbers, especially in the big states like CA and TX. https://t.co/zFXlGJiVJJ

June 7, 2020, 3:37 PM PDT

There are several other states we're keeping an eye on. California, Minnesota, North Carolina, and Texas. https://t.co/FZWIFuMWLT

June 10, 2020, 3:20 PM PDT

Let's take a look at California, Florida, and Texas. CA has a lot of cases, but it also has a lot of people and tests. Florida, though it had a larger outbreak earlier, looks much the same. (We only had a FL hospitalization number for a few days.) https://t.co/xVmyOdMLf8

June 13, 2020, 2:55 PM PDT

We saw 3 states report more than 2,000 cases today: California, Florida, and Texas. https://t.co/EqiqthVEp0

June 18, 2020, 3:20 PM PDT

Here are 5 states we looked at closely today.

Cases and hospitalizations are tracking closely in TX, AZ, and the Carolinas, but not in California. California's positive rate also has not gone up. https://t.co/xqOUjRWpbo

June 20, 2020, 3:45 PM PDT

Three more states of interest: California, Oklahoma, and Georgia.

(GA had reporting problems during that May 24 week, which is why the numbers look strange.) https://t.co/6HFs7D09GI

June 22, 2020, 3:16 PM PDT

Let's take a closer look at TX and CA.

These states have similar case numbers, but very different positions.

In CA, the positive rate has remained low and hospitalizations steady.

In TX, the positive rate and hospitalizations are rising alongside cases. https://t.co/I9LlNIRqAh

June 24, 2020, 3:36 PM PDT

6 states set new record highs today, including 3 of the 4 largest (California, Florida, Texas).

13 states set new highs in the last 5 days. You can see that most of them are in the South (red) or West (orange). https://t.co/mha5IeUs6j

June 24, 2020, 4:05 PM PDT

California had seen rising case counts, but its other numbers looked solid—% positive was low, hospitalizations were not growing—but this week, the state appears to be turning. https://t.co/QNTloVs9cZ

June 29, 2020, 3:50 PM PDT

While we’re in the Monday lull in data reporting, let’s look at a couple of concerning states outside AZ-CA-FL-TX outbreaks.

Missouri’s percent positive rate has gone from 4.3% the week of June 14 to 6.5% this week, with hospitalizations rising. https://t.co/ahvI7Gdn7W

June 30, 2020, 3:30 PM PDT

Arizona, California, Florida, and Texas are still at the center of the current surge of new cases. Hospitalization for AZ, CA, and TX all climbing. We expect Florida's data has a similar shape. https://t.co/8G9RRQta6j

June 30, 2020, 3:32 PM PDT

California, Texas, and Florida all reported over 6000 new cases today. https://t.co/9N1UNR4rCR

June 30, 2020, 6:32 PM PDT

And, in fact, as @kissane notes, they are now live: https://t.co/azW4aka1AF

California's per capita numbers, for example: https://t.co/nm12f1X8DF

July 1, 2020, 3:21 PM PDT

We're waiting on California to update before we officially release the numbers. The rest of the state updates are now in the API, though.

July 1, 2020, 4:30 PM PDT

OK, finally we have California in hand. Tweets forthcoming in a new daily update thread. Thank you for your patience.

July 1, 2020, 4:43 PM PDT

Several big states reported record numbers today: Arizona, California, Georgia, North Carolina, Texas. https://t.co/ZKTM496d2T

July 1, 2020, 5:08 PM PDT

The number of currently hospitalized COVID patients in Texas surpassed California today. https://t.co/O4Kqm7zD7V

July 1, 2020, 5:40 PM PDT

We have an update to today's chart of daily deaths with California's (late arriving) number included. The 7-day average was almost unchanged at 520. https://t.co/Ltqn33Sz60

July 2, 2020, 2:48 PM PDT

Before we get to the daily numbers, here's our weekly look at the numbers.

One topline: While Arizona, California, Florida, and Texas are dominating the headlines, many other areas also have serious problems.

https://t.co/2eZOamhZla https://t.co/Qu70PjuDNO

July 7, 2020, 3:26 PM PDT

California, Florida, and Texas combined accounted for 45% of all new cases today. https://t.co/Oi172TYX0q

July 8, 2020, 3:29 PM PDT

Waiting on California's complete data before we publish today's numbers. Thanks for your patience.

July 8, 2020, 5:04 PM PDT

California set a new record for cases, but some of it was backlog from LA County. COVID-19 hospitalizations are at an all-time high, too. https://t.co/9joV9UASP0

July 9, 2020, 3:47 PM PDT

This rise in deaths is concentrated in states with large outbreaks. Texas, California, and Florida all reported their single highest day of deaths for the entire pandemic today.

July 9, 2020, 4:00 PM PDT

California reported a record number of deaths today. We don’t know if that’s a one-off bad day or if the state will regularly begin reporting much higher numbers of deaths. https://t.co/RLWi1RuJ9n

July 10, 2020, 3:09 PM PDT

The upward trend holds for death data. Though the data is less smooth, between June 10 and July 10, the seven-day average of deaths reported by Arizona, California, Florida, South Carolina, and Texas has almost doubled. https://t.co/POzXF5GJG7

July 13, 2020, 2:54 PM PDT

The weekend lag effect is pronounced in death reporting. For example, last week, CA reported 6 deaths on Monday, then 111 on Tues. AZ reported 1 death Mon, then 117 on Tues.

Today, AZ reported 8 deaths. CA, 23.

All these data are the outputs of complicated, human processes. https://t.co/WkN4aqCiGT

July 14, 2020, 3:13 PM PDT

Six states saw a rise of over 100 (FL, CA, TX, AZ, GA, TN) in their number of currently hospitalized COVID-19 patients. All six set new record highs for their states. https://t.co/1qvm9AEdMh

July 20, 2020, 3:11 PM PDT

Populous states can generate large case counts, but if you look at the new cases per million today, 9 smaller states are showing more cases per million than California or Texas: AL, AR, ID, KS, KY, LA, MS, NV, and SC. https://t.co/1pYW6cWRaS

July 22, 2020, 3:40 PM PDT

California, Missouri, Oklahoma, and North Dakota all set new records for cases today. https://t.co/sendGsELSU

July 23, 2020, 3:09 PM PDT

Here’s what’s going on. As states switch from the long-established CDC system to the new HHS one, some hospitals appear to be having trouble reporting their numbers. That led both Texas and California to place advisories on their dashboards. https://t.co/fbq1Su5Nz2

July 23, 2020, 3:14 PM PDT

With the incomplete data, both CA and TX reported significant drops in their number of hospitalizations. Based on existing trends, we believe this drop to be primarily an artifact of the reporting. We reverted both states to yesterday’s numbers as better indicators of reality.

July 24, 2020, 3:55 PM PDT

The huge testing number appears to be due—in part—to California, Georgia, and other states releasing backlogged results. CA and GA both reported at least 20k more results today than they did yesterday, for instance. CA alone reported 137k test results today. https://t.co/HJEVlde5Vi

July 24, 2020, 4:33 PM PDT

Yesterday’s problems with COVID-19 hospitalization data continue today in CA and TX. Both states still warn that their hospitalization data is incomplete due to the changeover to HHS systems. We’ve carried over their hosp. data from Wednesday, before the warnings went up.

July 25, 2020, 3:49 PM PDT

Another day of uneven current COVID-19 hospitalizations data. California and Texas are still not getting complete data from hospitals due to the HHS changeover. We’ve frozen their figures for now.

July 26, 2020, 2:57 PM PDT

Hospitalizations fell a bit again. CA and TX (and maybe other states) are still not getting complete data due to the HHS changeover. We’ve frozen the CA and TX figures for now — and will reevaluate tomorrow. We’re hoping the CDC-HHS changeover issues get cleared up this week.

July 27, 2020, 3:32 PM PDT

Once again, the state data on current COVID-19 hospitalizations is unstable. CA, SC, and TX have all posted notices stating their hosp. data is incomplete because of the HHS changeover. We’ve maintained the freeze on their hospitalization data again. More on that tomorrow.

July 29, 2020, 3:44 PM PDT

The hotspot states remain hotspots, even as their cases plateau a little or even decline. However, we’re now seeing more deaths reported in these states. Today, 773 deaths were reported by Arizona, California, Florida, and Texas alone. https://t.co/wv3NWzsJxk

July 30, 2020, 4:03 PM PDT

California is now #3 in the United States for total COVID-19 deaths, behind New York and New Jersey. We hope that declining case counts in CA will be reflected in falling deaths within the next 2-3 weeks. https://t.co/iGGokUAjGB

July 30, 2020, 4:12 PM PDT

But there is good news to report as well. The 7-day new-case average is declining in all four of our major hotspot states: AZ, CA, FL, and TX. https://t.co/6c3MJLCLLl

August 5, 2020, 3:39 PM PDT

There are widespread problems right now in the top-level data. In different ways, California and Florida have had trouble reporting complete data because of storms and IT problems. Because they are populous states with large outbreaks, that influences the national numbers.

August 5, 2020, 3:42 PM PDT

California’s electronic reporting system has broken down, according to public health and media reports. For example, this is the note Santa Clara County posted.

https://t.co/cIe7I7LQqT https://t.co/VUvxeiwzrq

August 7, 2020, 3:45 PM PDT

Georgia has consistently reported thousands of new cases each day—and has the fourth-largest number of hospitalized COVID-19 patients today, trailing only much larger states (CA, FL, TX). https://t.co/xtINB3o8bx

August 8, 2020, 3:11 PM PDT

We’ve mentioned data and testing reporting problems in CA and FL this week, and should also flag that WA is having IT trouble that has prevented the state from reporting negative results since 8/1 and is lowering hosp. numbers. https://t.co/nKEg5t7i1g https://t.co/g45EJgWSBQ

August 8, 2020, 3:31 PM PDT

It’s difficult to understand what’s happening with COVID-19 data right now, but we’re hoping to see better data soon as CA reporting problems are fixed, FL testing gets back up to speed, and hospital data improves nationally.

August 10, 2020, 4:21 PM PDT

We continue to see persistent issues with electronic reporting systems in California. The state says it has resolved the issues, and that backlogged numbers will be reported over the coming days.

August 10, 2020, 4:24 PM PDT

CA is not the only state struggling with reporting issues: Washington, for instance, has not reported negative test numbers since August 1st. https://t.co/fOgkXtKwRD

August 11, 2020, 3:18 PM PDT

California’s electronic lab reporting problem has been solved, according to the state website. As such, some portion of the 12,500 new cases reported today are backlogs from prior days. We expect this to continue for the next day or two.

August 12, 2020, 4:40 PM PDT

California reported more than 6k backlogged cases. The state has now committed to assigning those cases to the correct date. We'll adjust our values as soon as the state makes the correct date figures available. This will shift many positive cases reported today to earlier dates.

August 13, 2020, 4:12 PM PDT

Testing numbers have begun to rise again in California. Texas seems to have begun solving their test issues, reporting over 124k tests today alone. Florida testing remains far from peak numbers in July. https://t.co/0GIsmgooup

September 18, 2020, 12:43 PM PDT

Update for our data users - we continued to implement changes to our original totalTestResults API field, resulting in a ~600k cumulative test increase since March.

We updated test totals for 14 states: AK, AL, AR, AS, CA, DC, GA, ID, KY, MN, NH, SD, VA, and WA.

October 23, 2020, 4:10 PM PDT

An important caveat to today's record high numbers. AL reported ~4k cases due to a backlog of antigen tests. CA reported 6k cases, 2k of which were backlogs.

October 27, 2020, 4:00 PM PDT

Only 3 states have seen hospitalizations fall since October 1 (CA, GA, HI). https://t.co/ziNiGmZLVk

October 31, 2020, 3:19 PM PDT

In the month of October, only Georgia and Hawaii saw decreases in hospitalization. California held steady. There were increases in hospitalizations in every other state and DC. https://t.co/tIwKEeNBeJ

November 8, 2020, 5:39 PM PST

This is the largest number of cases ever reported on a Sunday—more than 25k more than last week—despite California not reporting by the time we published this data.

November 18, 2020, 5:33 PM PST

26 states have over 1k people currently hospitalized with COVID-19. Hospitalizations in CA, TX, and IL account for almost a quarter of all COVID-19 current hospitalizations. https://t.co/E7aUzNBlmt

November 21, 2020, 4:44 PM PST

40 states reported over 1,000 cases today. And four didn't report. New Jersey, California, Mississippi, Idaho, and Oregon reported record numbers of cases. https://t.co/q23xwQ3BW7

November 21, 2020, 4:45 PM PST

California just set a new single-day case high for any state at 15,442.

Only Illinois and Florida have ever reported more than 15k: IL on Nov 13 and FL on July 12. https://t.co/SwoJxSJlKp

November 21, 2020, 4:52 PM PST

California has never experienced the per-capita case load of the other big states. https://t.co/rPvA7Fqo55

November 25, 2020, 4:34 PM PST

CA (18k) and TX (15k) both reported the highest single-day case count to date. https://t.co/8zIIjicvgh

November 29, 2020, 4:35 PM PST

Looking at regional hospitalizations, we see three regions moving up fast, as the Midwest possibly slows. In California, the number of hospitalized patients has doubled from 4k November 12 to more than 8k today. https://t.co/bAfBvGFb4u

December 2, 2020, 4:15 PM PST

CA reported over 20k COVID-19 cases today. This is the highest daily case count for a state to date. https://t.co/W1gaCVlVqY

December 3, 2020, 3:40 PM PST

Hospitalizations in the 4 most populous states—CA, FL, NY, and TX—are rising quickly. California in particular has seen a steep hospitalization increase over the past few weeks. https://t.co/ul9K4nQUGz

December 9, 2020, 5:01 PM PST

CA reported a new new single-day case record at 30,851. This is the second highest case count since 12/6. https://t.co/rQtkwG5xYE

December 10, 2020, 3:42 PM PST

The trends in currently hospitalized data suggest that outbreak conditions in Midwest states are improving: 9 of 12 states saw falling hosp. this week compared to last. But nationally these improvements were offset by large hosp. increases in CA, GA, PA, and many Eastern states. https://t.co/mAt5VMQRnW

December 10, 2020, 4:35 PM PST

Seven states reported more than 10k cases today: CA, FL, IL, NY, PA, OH, and TX. https://t.co/L93HHx9vjH

December 12, 2020, 4:20 PM PST

California, the most populous state in the country, set a new case record for any state. More people are hospitalized in CA than in any state at any time since New York in April. https://t.co/ULdfBExPUJ

December 16, 2020, 4:30 PM PST

CA reported a staggering 53,711 cases today. The highest single-day case count and 50% higher than any single-day case count from any state. https://t.co/bA8CG5hITI

December 17, 2020, 3:10 PM PST

Our weekly update is published. The case data this week is mixed: hope in the Midwest is balanced by strong surges elsewhere, especially California. States reported a record high of new COVID-19 deaths for the second week in a row. https://t.co/VcVmZtu42Y https://t.co/HvAAPec8fI

December 17, 2020, 3:16 PM PST

California alone reported more than 250,000 new cases this week. COVID-19 hospitalizations have more than doubled since Thanksgiving in 6 California counties, including Los Angeles, the most populous county in the country. https://t.co/wwuwgCnbHr

December 18, 2020, 5:35 PM PST

Per capita cases are growing at an alarming rate in AZ again. There are 1,049 new COVID-19 cases per million people in the state. In CA, the 7-day average for new cases per million people is quickly approaching 1,000. https://t.co/AqKmJOvMj6

December 19, 2020, 5:21 PM PST

California reported over 40k cases today. When we look at per-capita cases, the state is trending up with a 7-day average of more than 1,000 new cases per million people. https://t.co/tcu3t51qy1

December 21, 2020, 4:49 PM PST

The outbreak in CA continues to worsen as the state reports 18,359 people are hospitalized with COVID-19. Earlier today, Los Angeles county officials reported 30 ICU beds were available in the county. https://t.co/I5fuN8TQ12

December 22, 2020, 5:27 PM PST

California is now reporting so many cases that it has kept the country on a case plateau, even as the Midwest declines bring the rest of the country's cases down. https://t.co/kdVjE4aT6O

December 24, 2020, 3:36 PM PST

Cases are rising sharply in California and several states in the South. Nearly 300k new cases have been reported in California in the past week; 56% of all cases in California during the pandemic have been among Latinx people. https://t.co/STqpXr0Pnh

December 25, 2020, 4:15 PM PST

20 states provided no update: AK, CA, CT, DC, ID, KS, KY, LA, MA, MI, MN, MP, NC, ND, NH, OH, RI, SC, SD, UT, VT.

7 other states made partial updates.

January 1, 2021, 4:55 PM PST

California reported 585 deaths today. Before today, New York and Pennsylvania were the only states to have reported more than 500 deaths in a day.

CA, the most populous state, now also has more people hospitalized than NY did at the spring peak. https://t.co/u7FOXtlWCP

January 7, 2021, 5:32 PM PST

California, Florida, and Texas alone reported 80 thousand cases today. https://t.co/NuCJYqmCC8

January 7, 2021, 5:32 PM PST

California alone is now reporting 380 deaths per day on average, including 583 just today. https://t.co/bbkyj450lH

January 8, 2021, 4:58 PM PST

NJ reported nearly 20K probable COVID-19 cases and CA reported over 50K cases. Both states greatly influenced the large uptick in today's total cases.

January 8, 2021, 5:03 PM PST

Hospitalizations in CA and AZ are increasing at an alarming rate. AZ has far surpassed their summer surge. https://t.co/vpqxOx3HDU

January 9, 2021, 4:58 PM PST

California’s data continues to show the dire state of the pandemic there. With 695 deaths reported today, the state is averaging more than 410 deaths and nearly 40k new cases a day. One in 105 people in CA have tested positive for COVID-19 in 2021. https://t.co/GgczPu822H

January 11, 2021, 4:50 PM PST

Hospitalizations in CA continue to skyrocket. There are 22,633 people currently hospitalized with COVID-19 in the state. https://t.co/by01jLixf9

January 14, 2021, 4:29 PM PST

Our eyes are on 5 states this week: AL, AZ, CA, GA, and FL―where surges in cases, hospitalizations, and deaths are steadily growing. Alarmingly, AZ currently has the worst per-capita new case numbers in the world.

January 17, 2021, 3:57 PM PST

We have seen nationwide decreases in all the 7-day averages of all four metrics. Many states are reporting a decrease in the number of new cases per million people, though CA, VA and SC reported more than 1,000 new cases per million today. https://t.co/L1zimRM1EC

January 21, 2021, 12:42 PM PST

This week, CA surpassed 3 million COVID-19 cases, which means 1 in 13 Californians has tested positive since the start of the pandemic. https://t.co/KzWw6enCAp

January 26, 2021, 4:43 PM PST

After many dark weeks, the situation in California is improving. Today's reported case count is the lowest since December 1st. Hospitalizations have fallen to levels last seen before Christmas.

However: Reported deaths are a lagging indicator, but remain at record levels. https://t.co/ZKQdZWHdxE

January 30, 2021, 4:46 PM PST

The number of people currently hospitalized with COVID-19 in the US is now below 100k for the first time since December 1. Almost all US states are seeing hospitalizations decline or flatten, and CA, FL, and TX all posted big drops today. https://t.co/ZbV4kUoiWh

February 25, 2021, 4:07 PM PST

CA reported 806 deaths which were not previously reported, most of which are from between Dec 3, 2020 and Feb 3, 2021. These additional deaths are included in the total number on https://t.co/PZrmH3TKeq and in the API, but not in the daily update above.

https://t.co/TGZt3zOB7N

March 1, 2021, 4:28 PM PST

The 7-day average for COVID-19 cases in CA is down 89% since the peak on Jan 13. https://t.co/RChgv0v7LX