COVID-19 daily, 11th May 2020

COVID-19 daily, 11th May 2020

This will be the last edition of this newsletter, as I'm moving on to other projects. Thanks for subscribing!

Some resources:
When can we test everyone? - this site will remain updated
covidcharts.com - fast, US-specific charts
endcoronavirus.org uses a similar framing of pre- and post-growth countries; also by US state
rt.live - US viral reproduction rates
covid-19.direct - good US county-level data when you pick by state
ourworldindata.org - an excellent resource for any world trend, but particularly good coronavirus info

Best wishes to you and your families.

Country plots

#masks4all and our footnote [4].

Suggestions? You can reply to this email.

permalink of today's copy

World stats

Totals

4,101,704 cases — 2,410,005 active — 282,714 deaths

Lockdown / stay-at-home orders

when since
Wuhan January 23rd 109 days ago
Italy March 9th 63 days ago
California March 19th 53 days ago

Country counts

Countries with 100+ cases: 150
Countries with 1,000+ cases: 93
Countries with 10,000+ cases: 44

Growth countries: 164
Post-growth countries: 24

Antibody studies

where when % pop inf* est. IFR**
USC Los Angeles April 2.8-5.6% 0.2-0.6%
Stanford Santa Clara April 2.5-4.2% 0.1-0.2%
NYGov? New York April 12.3% 0.64%
Aurhus Denmark April 0.082%
Guilan Iran April 21-33% 0.1%

* implied percentage of population infected
** infection fatality rate, not just cases, but all infected

these studies are useful in aggregate, each study has flaws

Top countries by growth

totals wk rate deaths* doubling
Brazil 162,699 1.60x 6.8% 11 days
India 67,161 1.58x 3.3% 11 days
Russia 209,688 1.56x 0.9% 11 days
Bangladesh 14,657 1.55x 1.6% 11 days
Pakistan 30,334 1.51x 2.2% 12 days

* for comparison only [1]

Top countries by cases

totals wk rate deaths* doubling
US 1,329,260 1.15x 6.0% 25 days
Spain 224,350 1.03x 11.9% 38 days
UK 220,449 1.17x 14.5% 23 days
Italy 219,070 1.04x 13.9% 40 days
Russia 209,688 1.56x 0.9% 11 days
France 177,094 1.05x 14.9% 31 days
Germany 171,879 1.04x 4.4% 38 days
Brazil 162,699 1.60x 6.8% 11 days
Turkey 138,657 1.10x 2.7% 26 days
Iran 107,603 1.10x 6.2% 37 days

* for comparison only [1]

US breakout

Totals

1,329,260 cases — 1,033,565 active — 79,526 deaths

Case trend (week over week, day by day):

Are we bending the curve: YES??
1.18x ⟶ 1.18x ⟶ 1.16x ⟶ 1.16x ⟶ 1.15x

Mortality trend (week over week, day by day) [5]:

Are we improving treatment: STASIS?
1.20x ⟶ 1.20x ⟶ 1.19x ⟶ 1.19x ⟶ 1.17x

Testing:

9.0M tests, +3% since yesterday, 14.7% positive [2]

Whole US testing (330M) possible in ~99 days, mid August, at average 4% daily increase in capacity.

For comparison:

# of tests per million people*
US 8,987,524 27,189
S. Korea 668,492 13,041
Italy 1,702,283 28,145
Iceland 54,213 159,105

* unknown how many are re-tests

Top states:

cases tests deaths in hosp in icu
New York 335,395 1,182,998 21,478 7,262 2,488
New Jersey 138,754 312,447 9,255 4,308 1,338
Massachusetts 77,793 388,389 4,979 3,128 810
Illinois 77,741 429,984 3,406 4,293 1,232
California 67,600 955,664 2,745 4,555 1,328
Pennsylvania 59,939 284,383 3,707 2,230
Michigan 47,182 285,678 4,551 1,437 674

Infections in early & exponential-growth countries

week of totals growth change*
1: 1/22 (7) 37
2: 1/29 (7) 114 3.08x
3: 2/5 (7) 309 2.71x -12%
4: 2/12 (7) 808 2.61x -4%
5: 2/19 (7) 1,572 1.95x -26%
6: 2/26 (7) 7,089 4.51x +132%
7: 3/4 (7) 28,559 4.03x -11%
8: 3/11 (7) 99,607 3.49x -13%
9: 3/18 (7) 300,118 3.01x -14%
10: 3/25 (7) 712,442 2.37x -21%
11: 4/1 (7) 1,230,562 1.73x -27%
12: 4/8 (7) 1,796,771 1.46x -15%
13: 4/15 (7) 2,362,117 1.31x -10%
14: 4/22 (7) 2,904,987 1.23x -6%
15: 4/29 (7) 3,467,816 1.19x -3%
16: 5/6 (5) 3,905,232 ~1.18x

deaths: 274,070
active cases: 2,386,321 / 61.1%

projected weeks:

16: 4,088,482
17: 4,820,234
18: 5,682,954
19: 6,700,083
20: 7,899,256

* change in growth, i.e. 2nd derivative

Infections in post-exponential countries (24)

Andorra, Australia, Austria, China, Croatia, Cyprus, Estonia, Greece, Hong Kong, Iceland, Israel, Jordan, Lebanon, Luxembourg, Mauritius, New Zealand, Norway, S. Korea, Slovakia, Slovenia, Switzerland, Taiwan, Thailand, Vietnam

week of totals growth change*
1: 1/22 (7) 5,542
2: 1/29 (7) 23,780 4.29x
3: 2/5 (7) 44,495 1.87x -56%
4: 2/12 (7) 74,330 1.67x -11%
5: 2/19 (7) 78,836 1.06x -37%
6: 2/26 (7) 85,754 1.09x +3%
7: 3/4 (7) 90,064 1.05x -3%
8: 3/11 (7) 97,530 1.08x +3%
9: 3/18 (7) 117,991 1.21x +12%
10: 3/25 (7) 145,169 1.23x +2%
11: 4/1 (7) 165,880 1.14x -7%
12: 4/8 (7) 178,799 1.08x -6%
13: 4/15 (7) 186,933 1.05x -3%
14: 4/22 (7) 192,246 1.03x -2%
15: 4/29 (7) 194,880 1.01x -1%
16: 5/6 (5) 196,472 ~1.01x

deaths: 8,644
active cases: 23,684 / 12.1%

projected weeks:

16: 197,009
17: 199,161
18: 201,336
19: 203,536
20: 205,759

* change in growth, i.e. 2nd derivative


[1] The real case fatality rate (CFR) can only be determined after the fact; however, it can be narrowed when new cases and case resolutions reach parity, and the growth rate becomes linear.

This has happened in S. Korea (though noise persists); as of March 24th, we can narrow S. Korea CFR to 1.33% - 3.31%, favoring the low side.

[2] High positivity rate probably means under-testing. As of March 22:

  • S. Korea: 2.7%
  • UK: 7%
  • Australia: 1%

[3] Tomas Pueyo: The Hammer and the Dance -- Skip to section 4.

[4] #masks4all:

[5] If we discover a treatment cocktail, we would expect to see the death rate start to fall prior to the case load. If it doesn't, the death rate will continue rising beyond case falloff by 3-4 weeks.