The document provides context and explanations for COVID-19 projections and analyses. It notes that the analysis is conducted independently and aims to be apolitical. Data sources and models used are described, including future case projections based on a Gompertz function and death projections based on log-linear regression. Locations analyzed are explained. Updates are typically provided daily except Sundays, though clinical duties may cause delays. Figures and their elements are explained.

1. Caveats and Comments
1
Overview:
This is my analysis, not Stanford’s. My goal is to understand the trajectory of COVID. It is not confidential and can be freely shared. The R program code is
available at https://github.com/StevenLShafer/COVID19/. The daily analysis are available at https://1drv.ms/u/s!AuOyHP_aTIy7rowrt2AjGpWm_frnEQ?e=KBcNbh.
You are welcome to use the R code on GitHub for any purpose.
I am attempting to keep the analysis and commentary apolitical. I am now including partisan lean as a metric to help understand the epidemic. I occasionally point
out misrepresentations by government officials. I occasionally point out where government recommendations have placed Americans at increasing risk.
I try to provide a daily update in the morning, except Sundays. My analysis my be delayed by my clinical responsibilities as a Stanford anesthesiologist.
There is a lot of information on the figures. If something isn’t clear, please see the explanation on slide 2.
Data sources:
• USA Case Data: https://github.com/CSSEGISandData/COVID-19/raw/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_US.csv
• USA Death Data: https://github.com/CSSEGISandData/COVID-19/raw/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_US.csv
• USA Testing and Hospitalization Data: https://raw.githubusercontent.com/COVID19Tracking/covid-tracking-data/master/data/states_daily_4pm_et.csv
• Global Case Data: https://github.com/CSSEGISandData/COVID-19/raw/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv
• Global Death Data: https://github.com/CSSEGISandData/COVID-19/raw/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv
• Global Testing Data: https://raw.githubusercontent.com/owid/covid-19-data/master/public/data/owid-covid-data.csv
• Mobility Data: https://www.gstatic.com/covid19/mobility/Global_Mobility_Report.csv
• Partisan Lean: MIT Election Data and Science Lab: https://doi.org/10.7910/DVN/VOQCHQ/HEIJCQ
• Ensemble Model: https://github.com/reichlab/covid19-forecast-hub/raw/master/data-processed/COVIDhub-ensemble/2020-xx-xx-COVIDhub-ensemble.csv
Models:
1. Future projections of case numbers are based on the Gompertz function (https://en.wikipedia.org/wiki/Gompertz_function): log 𝑐𝑢𝑚𝑢𝑙𝑎𝑡𝑖𝑣𝑒 𝑐𝑎𝑠𝑒𝑠 =
𝑐𝑢𝑟𝑟𝑒𝑛𝑡 𝑐𝑎𝑠𝑒𝑠 + 𝑚𝑎𝑥𝑖𝑚𝑢𝑚 𝑐𝑎𝑠𝑒𝑠 − 𝑐𝑢𝑟𝑟𝑒𝑛𝑡 𝑐𝑎𝑠𝑒𝑠 1 − 𝑒−𝑘 𝑡 . This is a naïve asymptotic model. k is the rate constant, such that log(2) / k = time to 50%
rise. t is the number of days. Wikipedia The Gompertz function is estimated from the last 3 weeks of data for cumulative cases (red dots in the figures).
Deaths are predicted from a log linear regression of deaths over the past 21 days. For the US, and individual states, I am also including the 98% prediction
interval from the COVID-19 Forecast Hub (https://covid19forecasthub.org/).
2. The rate of change in daily cases and deaths is the slope of delta cases / day over the last 14 days, divided by the average number of cases.
Locations
The locations for the modeling are where Pamela and I have family and friends, locations of interest to friends and colleagues, or countries in the news (e.g.,
China, South Korea, Sweden, Brazil) or with significant economic impact on the United States (e.g., Japan, Canada, Mexico). Locations are easy to add.
Stay safe, well, resilient, and kind.
Steve Shafer
steven.shafer@Stanford.edu

2. 2,586,092
152,804
1
10
100
1,000
10,000
100,000
1,000,000
10,000,000
100,000,000
Actual(points)/Predicted(line)
Phase
Pre-Model
Modeled
Deaths
Tests
USA projection as of 2020-05-27
0
10,000
20,000
30,000
0
2,000
4,000
6,000
Cases/Day
Deaths/Day
Cases: 1,662,302 (32,123) -- Deaths: 98,220 (829) -- Case Mortality: 5.9% -- Daily Change in Cases: -0.5%
Explanation of the Figures
2
Brown dots:
cumulative tests
Red dots: cumulative cases
used to estimate Gompertz
function, presently set to last
3 weeks
Red line: predicted cumulative
cases based on the Gompertz
function estimated from the red
dots
Red number: total cases
on June 30th, based on
the Gompertz function
estimated from the red
dots
Black number: total
Deaths on July 31th,
based on log-linear
regression of the past
21 days
Black line: predicted
cumulative deaths, based
on a log linear regression
of deaths over past 21
days.
Axis for deaths / day, usually
1/10th of the axis for cases /
day on the left side of the
figure.
Green line: linear regression
over 8 days, used to calculate
percent increase / decrease
(see below)
Daily change in cases,
calculated as the slope of the
green line (above left) /
number of new cases
yesterday.
Case mortality:
cumulative deaths
/ cumulative cases.
Cases / day calculated
from cumulative cases
used to estimate the
Gompertz function
Cases / day calculated
from cumulative cases
not used to estimate the
Gompertz function
Deaths / day,
axis is on the left
Blue line: today
Blue dots: cumulative cases not
used to estimate Gompertz
function
Cumulative cases
(yesterday’s cases)
and cumulative deaths
(yesterday’s deaths)
Axis for cases / day.
Axis for deaths / day
appears to the right.
Geographic
location
Date of analysis,
also shown as
blue vertical line
below
Purple wedge: 98% ensemble
prediction interval from COVID-19
Forecast Hub (USA and US
States only)

3. Worldwide
33,558,956
1,040,604
1
10
100
1,000
10,000
100,000
1,000,000
10,000,000
100,000,000
Cumulative
Phase
Pre-Model
Modeled
Deaths
Worldwide projection as of 2020-09-11
0
100,000
200,000
300,000
0
5,000
10,000
15,000
Cases/Day
Deaths/Day
Cases: 28,161,154 (298,152) -- Deaths: 909,463 (5,793) -- Case Mortality: 3.2% -- Daily Change: +0.4% Cases, +1.0% Deaths
2020-09-11 Summary: 3

4. USA
7,183,128
211,422
1
10
100
1,000
10,000
100,000
1,000,000
10,000,000
100,000,000
Cumulative
Phase
Pre-Model
Modeled
Deaths
Tests
USA projection as of 2020-09-11
Mother'sDay
MemorialDay
July4th
July15,2020
LaborDay
0
20,000
40,000
60,000
0
1,000
2,000
3,000
Cases/Day
Deaths/Day
Cases: 6,396,551 (35,286) -- Deaths: 191,766 (907) -- Case Mortality: 3.0% -- Daily Change: -2.1% Cases, -1.8% Deaths
2020-09-11 Summary: 4

5. Non-authoritarian Asian ensemble
119,866
2,256
1
10
100
1,000
10,000
100,000
1,000,000
10,000,000
100,000,000
Cumulative
Phase
Pre-Model
Modeled
Deaths
Tests
Japan, South Korea, Thailand, and Vietnam (Population = 328 MM)
Non-authoritarian Asian ensemble projection as of 2020-09-11
0
500
1,000
1,500
0
20
40
60
80
Cases/Day
Deaths/Day
Cases: 100,355 (835) -- Deaths: 1,859 (8) -- Case Mortality: 1.9% -- Daily Change: -3.6% Cases, -1.3% Deaths
2020-09-11 Summary: 5

6. Western Europe
2,390,272
157,463
1
10
100
1,000
10,000
100,000
1,000,000
10,000,000
100,000,000
Cumulative
Phase
Pre-Model
Modeled
Deaths
Tests
Belgium, France, Germany, Greece, Italy, Portugal, Spain, Netherlands, Luxembourg, and the UK (Population = 344MM)
Western Europe projection as of 2020-09-11
0
20,000
40,000
60,000
0
1,000
2,000
3,000
Cases/Day
Deaths/Day
Cases: 2,002,479 (27,868) -- Deaths: 155,642 (122) -- Case Mortality: 7.8% -- Daily Change: +3.8% Cases, +3.3% Deaths
2020-09-11 Summary: 6

7. Worldwide cases
USA
India
Brazil
Russia
Peru
Colombia
Mexico
SouthAfrica
Spain
Argentina
Chile
Iran
France
UnitedKingdom
Bangladesh
SaudiArabia
Pakistan
Turkey
Italy
Iraq
Germany
Philippines
Indonesia
Ukraine
Israel
Canada
Bolivia
Ecuador
Kazakhstan
DominicanRepublic
Egypt
Romania
Belgium
China
Sweden
Netherlands
Guatemala
Morocco
Japan
Belarus
Poland
Honduras
Ethiopia
Portugal
Venezuela
Nigeria
Nepal
Algeria
Switzerland
Uzbekistan
Ghana
Kyrgyzstan
Afghanistan
Azerbaijan
Kenya
CzechRepublic
Serbia
Austria
ElSalvador
Australia
Paraguay
SouthKorea
Libya
Cameroon
Denmark
USA
0
2,000,000
4,000,000
6,000,000
1 6 11 16 21 26 31 36 41 46 51 56 61 66
Rank
Totalcasestodate
Worldwide cases
Excludes countries with population < 5,000,000
2020-09-11 Summary: 7

8. Worldwide cases
Chile
Peru
Brazil
Israel
USA
Colombia
Spain
SouthAfrica
Argentina
Bolivia
SaudiArabia
DominicanRepublic
Sweden
Iraq
Honduras
Belgium
Kyrgyzstan
Ecuador
Belarus
Russia
Kazakhstan
Guatemala
France
Switzerland
UnitedKingdom
Iran
Mexico
Portugal
Italy
Netherlands
Azerbaijan
Romania
Serbia
Canada
India
Austria
Turkey
ElSalvador
Paraguay
Denmark
Libya
Ukraine
CzechRepublic
Germany
Philippines
Bulgaria
Morocco
Venezuela
Bangladesh
Ghana
Poland
Nepal
Pakistan
Uzbekistan
Finland
Algeria
Afghanistan
Australia
Tajikistan
Egypt
Greece
Zambia
Cameroon
Senegal
Hungary
USA
None
1 in 200
1 in 100
1 in 67
1 in 50
1 in 40
1 6 11 16 21 26 31 36 41 46 51 56 61 66
Rank
Totalcasestodate
Worldwide cases
Excludes countries with population < 5,000,000
2020-09-11 Summary: 8

9. Average new cases over past 7 days
Israel
Argentina
Spain
Peru
Colombia
Brazil
Iraq
France
Paraguay
Libya
USA
Chile
CzechRepublic
Bolivia
DominicanRepublic
India
Ukraine
Romania
Netherlands
Belgium
Honduras
Morocco
Austria
Switzerland
Mexico
Hungary
Guatemala
Venezuela
Portugal
UnitedKingdom
Denmark
Nepal
Russia
SouthAfrica
Iran
Philippines
SaudiArabia
Italy
Slovakia
Sweden
Turkey
Tunisia
Greece
Belarus
Canada
Azerbaijan
Bulgaria
Germany
Kyrgyzstan
Indonesia
Uzbekistan
ElSalvador
Poland
Bangladesh
Ethiopia
Jordan
Serbia
Algeria
Zambia
Zimbabwe
Finland
Guinea
Kazakhstan
Tajikistan
Cuba
USA
None
1 in 10,000
1 in 5,000
1 in 3,333
1 in 2,500
1 in 2,000
1 6 11 16 21 26 31 36 41 46 51 56 61 66
Rank
Averagecases/day
Average new cases over past 7 days
Excludes countries with population < 5,000,000
2020-09-11 Summary: 9

10. Worldwide deaths
USA
Brazil
India
Mexico
UnitedKingdom
Italy
France
Peru
Spain
Iran
Colombia
Russia
SouthAfrica
Chile
Argentina
Ecuador
Belgium
Germany
Canada
Indonesia
Iraq
Bolivia
Turkey
Pakistan
Netherlands
Sweden
Egypt
China
Bangladesh
SaudiArabia
Philippines
Romania
Ukraine
Guatemala
Poland
Honduras
Switzerland
DominicanRepublic
Portugal
Kazakhstan
Algeria
Morocco
Afghanistan
Japan
Israel
Nigeria
Kyrgyzstan
Ethiopia
Sudan
Australia
ElSalvador
Austria
Belarus
Serbia
Bulgaria
Hungary
Denmark
Kenya
Yemen
Azerbaijan
Paraguay
Venezuela
CzechRepublic
Cameroon
Uzbekistan
USA
0
50,000
100,000
150,000
200,000
1 6 11 16 21 26 31 36 41 46 51 56 61 66
Rank
Totaldeathstodate
Worldwide deaths
Excludes countries with population < 5,000,000
2020-09-11 Summary: 10

11. Worldwide deaths
Peru
Belgium
Ecuador
Bolivia
Spain
Chile
UnitedKingdom
Brazil
Sweden
Mexico
Italy
USA
Colombia
France
Netherlands
Iran
SouthAfrica
Canada
Argentina
Switzerland
Honduras
Iraq
Guatemala
DominicanRepublic
Kyrgyzstan
Romania
Portugal
Israel
SaudiArabia
Russia
Germany
Denmark
ElSalvador
Kazakhstan
Serbia
Bulgaria
Austria
Turkey
Belarus
Paraguay
Azerbaijan
Ukraine
Egypt
India
Finland
Hungary
Poland
Libya
Afghanistan
Algeria
CzechRepublic
Morocco
Philippines
Australia
Pakistan
Indonesia
Sudan
Bangladesh
Greece
Zambia
Nicaragua
Yemen
Haiti
Cameroon
Senegal
USA
None
1 in 5,000
1 in 2,500
1 in 1,667
1 in 1,250
1 in 1,000
1 6 11 16 21 26 31 36 41 46 51 56 61 66
Rank
Totaldeathstodate
Worldwide deaths
Excludes countries with population < 5,000,000
2020-09-11 Summary: 11

12. Average daily deaths over past 7 days
Ecuador
Bolivia
Argentina
Colombia
Peru
Mexico
Brazil
Chile
Iraq
USA
Paraguay
SouthAfrica
DominicanRepublic
Honduras
Romania
Iran
Israel
Libya
Spain
Guatemala
Ukraine
SaudiArabia
Bulgaria
Morocco
India
Russia
ElSalvador
Turkey
Australia
Philippines
Belarus
Indonesia
Kazakhstan
Sweden
Portugal
Venezuela
Nepal
CzechRepublic
Greece
Azerbaijan
Poland
Algeria
France
Bangladesh
Serbia
Belgium
Tunisia
Austria
UnitedKingdom
Uzbekistan
Egypt
Italy
Ethiopia
Angola
Syria
Zimbabwe
Switzerland
Togo
Hungary
Netherlands
Haiti
Canada
Kenya
Jordan
Slovakia
USA
None
1 in 100,000
1 in 50,000
1 in 33,333
1 in 25,000
1 6 11 16 21 26 31 36 41 46 51 56 61 66
Rank
Averagedeaths/day
Average daily deaths over past 7 days
Excludes countries with population < 5,000,000
2020-09-11 Summary: 12

13. Mortality Trends
0
2
4
6
8
10
12
14
USCaseRateMortality
Mortality Type:
13 day rolling median
Cumulative
Daily Raw
Daily vs. Cumulative US Case Rate Mortality
Last week excluded because deaths are often backdated
2020-09-11 Summary: 13

14. Change in New Cases per Day
New cases are:
Increasing > +3%
Increasing between +1% and +3%
No Change (-1% to +1%)
Decreasing between -1% and -3%
Decreasing > -3%
New cases by state as of 2020-09-11
2020-09-11 Summary: 14

15. Cases as a Percent of Peak Cases
HI TX FL
OK LA MS AL GA
AZ NM KS AR TN NC SC DC
CA UT CO NE MO KY WV VA MD DE
OR NV WY SD IA IN OH PA NJ CT RI
WA ID MT ND MN IL MI NY MA
WI VT NH
AK ME
0
25
50
75
100
0
25
50
75
100
0
25
50
75
100
0
25
50
75
100
0
25
50
75
100
0
25
50
75
100
0
25
50
75
100
0
25
50
75
100
PercentofPeak
Daily Cases as a Percent of Peak Cases
2020-09-11 Summary: 15

16. Change in New Deaths per Day
New deaths are:
Increasing > +0.5%
Increasing between +0.1% and +0.5%
No Change (-0.1% to +0.1%)
Decreasing between -0.1% and -0.5%
Decreasing > -0.5%
New deaths by state as of 2020-09-11
2020-09-11 Summary: 16

17. Deaths as a Percent of Peak Deaths
HI TX FL
OK LA MS AL GA
AZ NM KS AR TN NC SC DC
CA UT CO NE MO KY WV VA MD DE
OR NV WY SD IA IN OH PA NJ CT RI
WA ID MT ND MN IL MI NY MA
WI VT NH
AK ME
0
25
50
75
100
0
25
50
75
100
0
25
50
75
100
0
25
50
75
100
0
25
50
75
100
0
25
50
75
100
0
25
50
75
100
0
25
50
75
100
PercentofPeak
Daily Deaths as a Percent of Peak Deaths
2020-09-11 Summary: 17

18. Change in cases vs change in deaths
AL
AKAZ
AR
CA
CO
CTDEDC
FL
GA
HI
ID
IL
IN
IA
KS
KY
LA
ME
MDMA
MI
MN
MS
MO
MT
NE
NV
NH
NJ
NM
NY
NC
ND
OH
OK
OR
PA
RI
SC
SD TN
TX
UT
VT
VA
WA
WV
WI
WY
-6
-3
0
3
6
-20 -10 0
Change in cases (%/day)
Changeindeaths(%/day)
Change in cases vs change in deaths over last 14 days as of 2020-09-11
2020-09-11 Summary: 18

19. Total US COVID-19 Cases
California
Texas
Florida
NewYork
Georgia
Illinois
Arizona
NewJersey
NorthCarolina
Tennessee
Louisiana
Pennsylvania
Alabama
Ohio
Virginia
Massachusetts
SouthCarolina
Michigan
Maryland
Indiana
Missouri
Mississippi
Wisconsin
Minnesota
Washington
Nevada
Iowa
Arkansas
Oklahoma
Colorado
Utah
Kentucky
Connecticut
Kansas
Nebraska
Idaho
Oregon
NewMexico
RhodeIsland
Delaware
SouthDakota
NorthDakota
DistrictofColumbia
WestVirginia
Hawaii
Montana
NewHampshire
Alaska
Maine
Wyoming
Vermont
0
200,000
400,000
600,000
800,000
1 6 11 16 21 26 31 36 41 46 51
Rank
Totalcases
Masks
No
Yes
Governor
aa
Democratic
Republican
Total US COVID-19 Cases
p masks as of July 20, 2020: 0.47, p governor: 0.8. NB: association != causation.
2020-09-11 Summary: 19

20. Total US COVID-19 Cases
Louisiana
Florida
Mississippi
Arizona
Alabama
Georgia
Tennessee
SouthCarolina
Nevada
Texas
Iowa
NewYork
Arkansas
NewJersey
RhodeIsland
DistrictofColumbia
Illinois
Idaho
Nebraska
California
Delaware
NorthDakota
Maryland
Massachusetts
SouthDakota
Utah
NorthCarolina
Oklahoma
Kansas
Missouri
Virginia
Indiana
Connecticut
Minnesota
Wisconsin
NewMexico
Kentucky
Michigan
Ohio
Pennsylvania
Colorado
Washington
Alaska
Montana
Hawaii
Wyoming
Oregon
WestVirginia
NewHampshire
Maine
Vermont
None
1 in 100
1 in 50
1 in 33
1 6 11 16 21 26 31 36 41 46 51
Rank
TotalCases
Masks
No
Yes
Governor
aa
Democratic
Republican
Total US COVID-19 Cases
p masks as of July 20, 2020: 0.57, p governor: 0.069. NB: association != causation.
2020-09-11 Summary: 20

21. Average US COVID-19 cases over the past
7 days
NorthDakota
SouthDakota
Iowa
Missouri
Oklahoma
Arkansas
Tennessee
Idaho
Alabama
Georgia
Illinois
Kansas
Wisconsin
Mississippi
Nebraska
Louisiana
SouthCarolina
Kentucky
Utah
Florida
NorthCarolina
Indiana
Texas
Delaware
Virginia
Hawaii
Minnesota
Montana
Alaska
Nevada
Maryland
WestVirginia
California
Ohio
RhodeIsland
Michigan
Arizona
Wyoming
Pennsylvania
DistrictofColumbia
Washington
NewMexico
Colorado
Oregon
NewJersey
NewYork
Connecticut
NewHampshire
Maine
Vermont
Massachusetts
None
1 in 10,000
1 in 5,000
1 in 3,333
1 in 2,500
1 6 11 16 21 26 31 36 41 46 51
Rank
NewCases/Day
Masks
No
Yes
Governor
aa
Democratic
Republican
Average US COVID-19 cases over the past 7 days
p masks as of July 20, 2020: 0.0017, p governor: 0.0045. NB: association != causation.
2020-09-11 Summary: 21

22. Total US COVID-19 Deaths
NewYork
NewJersey
California
Texas
Florida
Massachusetts
Illinois
Pennsylvania
Michigan
Georgia
Arizona
Louisiana
Connecticut
Ohio
Maryland
Indiana
NorthCarolina
SouthCarolina
Virginia
Mississippi
Alabama
Tennessee
Washington
Colorado
Minnesota
Missouri
Nevada
Iowa
Wisconsin
RhodeIsland
Kentucky
Arkansas
Oklahoma
NewMexico
DistrictofColumbia
Delaware
Kansas
Oregon
NewHampshire
Nebraska
Utah
Idaho
WestVirginia
SouthDakota
NorthDakota
Maine
Montana
Hawaii
Vermont
Alaska
Wyoming
0
10,000
20,000
30,000
1 6 11 16 21 26 31 36 41 46 51
Rank
TotalDeaths
Masks
No
Yes
Governor
aa
Democratic
Republican
Total US COVID-19 Deaths
p masks as of July 20, 2020: 0.067, p governor: 0.26. NB: association != causation.
2020-09-11 Summary: 22

23. Total US COVID-19 Deaths
NewJersey
NewYork
Massachusetts
Connecticut
Louisiana
RhodeIsland
Mississippi
DistrictofColumbia
Arizona
Michigan
Illinois
Maryland
Delaware
Pennsylvania
Georgia
SouthCarolina
Florida
Indiana
Texas
Alabama
Nevada
NewMexico
Iowa
Ohio
California
Colorado
Minnesota
NewHampshire
Virginia
Arkansas
Tennessee
NorthCarolina
Missouri
Washington
Idaho
Kentucky
Nebraska
Oklahoma
NorthDakota
Wisconsin
SouthDakota
Kansas
WestVirginia
Utah
Oregon
Montana
Maine
Vermont
Wyoming
Hawaii
Alaska
None
1 in 2,000
1 in 1,000
1 in 667
1 in 500
1 6 11 16 21 26 31 36 41 46 51
Rank
TotalDeaths
Masks
No
Yes
Governor
aa
Democratic
Republican
Total US COVID-19 Deaths
p masks as of July 20, 2020: 0.031, p governor: 0.3. NB: association != causation.
2020-09-11 Summary: 23

24. Average US COVID-19 deaths over the past
7 days
Mississippi
Georgia
Florida
SouthCarolina
Louisiana
Arkansas
Nevada
Arizona
Texas
Tennessee
Idaho
Iowa
Missouri
NorthCarolina
California
Alabama
Nebraska
NorthDakota
Kentucky
RhodeIsland
Massachusetts
Kansas
WestVirginia
Oklahoma
Hawaii
Montana
Illinois
Indiana
NewMexico
DistrictofColumbia
Michigan
Maryland
Minnesota
SouthDakota
Wisconsin
Ohio
Pennsylvania
Virginia
Delaware
Oregon
Washington
Utah
NewJersey
Colorado
Alaska
Connecticut
NewYork
Wyoming
NewHampshire
Maine
Vermont
None
1 in 1,000,000
1 in 500,000
1 in 333,333
1 in 250,000
1 in 200,000
1 in 166,667
1 6 11 16 21 26 31 36 41 46 51
Rank
Deaths/Day
Masks
No
Yes
Governor
aa
Democratic
Republican
Average US COVID-19 deaths over the past 7 days
p masks as of July 20, 2020: 0.33, p governor: 0.02. NB: association != causation.
2020-09-11 Summary: 24

25. Daily testing trends
HI TX FL
OK LA MS AL GA
AZ NM KS AR TN NC SC DC
CA UT CO NE MO KY WV VA MD DE
OR NV WY SD IA IN OH PA NJ CT RI
WA ID MT ND MN IL MI NY MA
WI VT NH
AK ME
min
max
min
max
min
max
min
max
min
max
min
max
min
max
min
max
Dailytestingfrommintomax
Daily testing trends from min to max
Line = Friedman's supersmoother
2020-09-11 Summary: 25

26. Change in daily tests over past 14 days
Maine
Hawaii
Illinois
Wyoming
Connecticut
Washington
Oklahoma
RhodeIsland
Arkansas
NorthDakota
NorthCarolina
Delaware
NewYork
Kansas
Minnesota
Kentucky
Nebraska
Michigan
Montana
Iowa
NewJersey
SouthCarolina
Missouri
Utah
SouthDakota
NewHampshire
Texas
DistrictofColumbia
Virginia
Mississippi
Pennsylvania
Georgia
California
Tennessee
Colorado
NewMexico
Idaho
Alabama
Arizona
Wisconsin
Louisiana
Ohio
Maryland
Oregon
Florida
Massachusetts
Nevada
Alaska
Indiana
WestVirginia
Vermont
-4.0
-2.0
0.0
1 6 11 16 21 26 31 36 41 46 51
Rank
Changeindailytests(%/day)
Masks
No
Yes
Governor
aa
Democratic
Republican
Change in daily tests over past 14 days
p masks as of July 20, 2020: 0.3, p governor: 0.046. NB: association != causation.
2020-09-11 Summary: 26

27. Percent Tested
Alaska
NewYork
DistrictofColumbia
Louisiana
NewMexico
Connecticut
Illinois
NewJersey
Tennessee
California
Michigan
RhodeIsland
NorthDakota
Massachusetts
Arkansas
Delaware
WestVirginia
Montana
Oklahoma
NorthCarolina
Georgia
Vermont
Maryland
Maine
Wisconsin
Florida
Utah
Minnesota
Ohio
Iowa
Washington
Mississippi
Alabama
Nevada
Nebraska
Virginia
SouthCarolina
Kentucky
Texas
SouthDakota
Missouri
Arizona
Indiana
Hawaii
NewHampshire
Idaho
Kansas
Wyoming
Oregon
Pennsylvania
Colorado
0
20
40
60
1 6 11 16 21 26 31 36 41 46 51
Rank
PercentTested
Masks
No
Yes
Governor
aa
Democratic
Republican
Percent Tested
p masks as of July 20, 2020: 0.041, p governor: 0.21. NB: association != causation.
2020-09-11 Summary: 27

28. Percent of Positive COVID Tests
Arizona
Mississippi
Florida
Alabama
Idaho
SouthCarolina
Texas
Nevada
Georgia
Kansas
Iowa
SouthDakota
Nebraska
Missouri
Indiana
Arkansas
Maryland
Pennsylvania
Utah
Colorado
Louisiana
Virginia
RhodeIsland
Delaware
NorthCarolina
Tennessee
Oklahoma
Minnesota
Wisconsin
NorthDakota
Massachusetts
NewJersey
Kentucky
California
Illinois
Ohio
Wyoming
Washington
NewYork
Oregon
DistrictofColumbia
Hawaii
Connecticut
Michigan
NewHampshire
NewMexico
Montana
WestVirginia
Alaska
Maine
Vermont
0.0
5.0
10.0
15.0
1 6 11 16 21 26 31 36 41 46 51
Rank
PercentofPositiveTests
Masks
No
Yes
Governor
aa
Democratic
Republican
Percent of Positive COVID Tests
p masks as of July 20, 2020: 0.023, p governor: 0.0037. NB: association != causation.
2020-09-11 Summary: 28

29. Positive fraction trends
HI TX FL
OK LA MS AL GA
AZ NM KS AR TN NC SC DC
CA UT CO NE MO KY WV VA MD DE
OR NV WY SD IA IN OH PA NJ CT RI
WA ID MT ND MN IL MI NY MA
WI VT NH
AK ME
min
max
min
max
min
max
min
max
min
max
min
max
min
max
min
max
Fractionpositivefrommintomax
Positive fraction trends from min to max
2020-09-11 Summary: 29

30. Change in positive tests over past 14 days
NorthDakota
SouthDakota
WestVirginia
Montana
Alabama
Missouri
Kansas
Kentucky
Oklahoma
Wisconsin
Iowa
Hawaii
Minnesota
Utah
Nebraska
Idaho
Arkansas
Tennessee
Indiana
Oregon
Nevada
Alaska
Mississippi
Virginia
Florida
Wyoming
SouthCarolina
Pennsylvania
Georgia
NewMexico
Maryland
Louisiana
Colorado
Delaware
Texas
NorthCarolina
Ohio
Michigan
California
NewHampshire
Arizona
Illinois
Washington
RhodeIsland
DistrictofColumbia
NewJersey
NewYork
Vermont
Connecticut
Maine
Massachusetts
-1.0
0.0
1.0
1 6 11 16 21 26 31 36 41 46 51
Rank
Changeinpositivetests(%/day)
Masks
No
Yes
Governor
aa
Democratic
Republican
Change in positive tests over past 14 days
p masks as of July 20, 2020: 0.0079, p governor: 0.029. NB: association != causation.
2020-09-11 Summary: 30

31. Change in tests vs change in positive tests
AL
AK
AZ
AR
CA
CO
CT
DE
DC
FL
GA
HI
ID
IL
IN
IA
KSKY
LA
ME
MD
MA
MI
MN
MS
MO
MT
NE
NV
NH
NJ
NM
NY
NC
ND
OH
OK
OR
PA
RI
SC
SD
TN
TX
UT
VT
VA
WA
WV
WI
WY
-1.5
-1.0
-0.5
0.0
0.5
1.0
1.5
-4 -2 0
Change in tests (%/day)
Changeinpositivetests(%/day)
Change in tests vs change in positive tests last 14 days as of 2020-09-11
Size of the state font reflects the number of deaths over the past 7 days.
2020-09-11 Summary: 31

32. Current hospitalizations as a percent of peak
since FebruaryKansas
Montana
WestVirginia
NorthDakota
Missouri
Hawaii
Nebraska
Alaska
SouthDakota
Wyoming
Kentucky
Iowa
Arkansas
Oklahoma
Tennessee
NorthCarolina
Virginia
Idaho
Georgia
Ohio
Utah
Mississippi
Indiana
Oregon
Alabama
Washington
Nevada
Wisconsin
California
SouthCarolina
Minnesota
Louisiana
NewMexico
Texas
Illinois
Florida
RhodeIsland
Colorado
Maryland
DistrictofColumbia
Delaware
Arizona
Pennsylvania
Michigan
Maine
Massachusetts
NewHampshire
NewJersey
Vermont
Connecticut
NewYork
0
30
60
90
1 6 11 16 21 26 31 36 41 46 51
Rank
Hospitalizations(%ofpeak)
Masks
No
Yes
Governor
aa
Democratic
Republican
Current hospitalizations as a percent of peak since February
p masks as of July 20, 2020: 0.016, p governor: 0.063. NB: association != causation.
2020-09-11 Summary: 32

33. Hospitalizations trends
HI TX FL
OK LA MS AL GA
AZ NM KS AR TN NC SC DC
CA UT CO NE MO KY WV VA MD DE
OR NV WY SD IA IN OH PA NJ CT RI
WA ID MT ND MN IL MI NY MA
WI VT NH
AK ME
min
max
min
max
min
max
min
max
min
max
min
max
min
max
min
max
Hospitalizationsfrommintomax
Hospitalizations trends from min to max
2020-09-11 Summary: 33

34. Change in hospitalizations over past 14
days
Montana
SouthDakota
Kansas
Delaware
DistrictofColumbia
Nebraska
Iowa
Utah
WestVirginia
NorthDakota
Maine
Massachusetts
Hawaii
Missouri
NewMexico
Tennessee
Illinois
Connecticut
Michigan
RhodeIsland
Pennsylvania
Virginia
Oregon
Kentucky
NewJersey
Wisconsin
Alaska
Wyoming
NewYork
Arkansas
Georgia
NewHampshire
NorthCarolina
Indiana
Oklahoma
Colorado
Idaho
Minnesota
Ohio
Maryland
Mississippi
Washington
Louisiana
Alabama
Texas
SouthCarolina
California
Nevada
Arizona
Florida
Vermont
-12.0
-8.0
-4.0
0.0
1 6 11 16 21 26 31 36 41 46 51
Rank
Changeinhospitalizations(%/day)
Masks
No
Yes
Governor
aa
Democratic
Republican
Change in hospitalizations over past 14 days
p masks as of July 20, 2020: 0.55, p governor: 0.32. NB: association != causation.
2020-09-11 Summary: 34

35. Change in New Cases per Day
Direction
Increasing > +2%
Increasing between +0.5% and +2%
No Change (-0.5% to +0.5%)
Decreasing between -0.5% and -2%
Decreasing > -2%
NA
Trends by county as of 2020-09-11
NA = Inadequate data
2020-09-11 Summary: 35