This document provides an overview and caveats for COVID-19 analyses conducted by Dr. Steven Shafer of Stanford University. It outlines data sources, modeling approaches, locations included, and a request for feedback. Dr. Shafer aims to keep the analysis apolitical and provide daily updates, though clinical duties may delay some. Suggestions are welcome to improve understanding of the pandemic trajectory.

1. Caveats and Comments
1
Overview:
This is my analysis, not Stanford’s. It is simply a set of regressions in R to understand the trajectory of COVID. It is not confidential and can be freely shared. The R
program code and all previous PowerPoint files are available at https://github.com/StevenLShafer/COVID19/. Please contact me at steven.shafer@Stanford.edu if
you would like to be added or removed from the recipient list. Suggestions are most welcome! You are welcome to use the R code on GitHub for any purpose. If
you create new graphs, please let me know, as I may want to add them to my analyses.
I am attempting to keep the analysis and commentary as apolitical as possible. I am now including partisan lean as a metric. This is just more data to understand
the COVID epidemic.
I try to provide a daily update in the morning. However, as an anesthesiologist at Stanford, when I have clinical duties and USAFacts has not updated the US data
by the time I leave for Stanford the analysis will be delayed.
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://usafactsstatic.blob.core.windows.net/public/data/covid-19/covid_confirmed_usafacts.csv
• USA Death Data: https://usafactsstatic.blob.core.windows.net/public/data/covid-19/covid_deaths_usafacts.csv
• USA Testing 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
Models:
1. Future projections are based on the 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 has a good description:
https://en.wikipedia.org/wiki/Gompertz_function. The Gompertz function is estimated from the last 3 weeks of data for cumulative cases. These points
appear as red dots in the figures.
2. The rate of changed is based on a simple linear regression of new cases over the last 10 days, divided by the number of new cases yesterday.
Locations
The locations for the modeling are where Pamela and I have family and friends, or locations of interest to friends and colleagues. Additionally, some locations
figure prominently in news reports (e.g., China, South Korea, Sweden, Brazil) or have significant economic impact on the United States (e.g., Japan, Canada,
Mexico). I am happy to add locations, just let me know.
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 -- Deaths: 98,220 -- Deaths per 10,000: 3.1 -- 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
cases on June 30th,
based on the total
cases (see above) *
case mortality (see
below)
Black line: predicted
cumulative deaths, calculated
as red line (above) * mortality
(see below)
Red line: predicted new cases
based on the Gompertz
function estimated from the
red dots
Axis for deaths / day, usually
1/5th of the axis for cases /
day on the left side of the
figure.
Funny bump: an artifact of the
Gompertz function, which
mathematically requires an
inflection in total cases.
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
Cumulative deaths
/ population *
10,000
Blue line: today
Blue dots: cumulative cases not
used to estimate Gompertz
function
Yesterday’s
total cases
and 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

3. US v. Asia and Europe
3

4. USA
2,474,260
128,835
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 2020-06-23
0
10,000
20,000
30,000
0
2,000
4,000
6,000
Cases/Day
Deaths/Day
Cases: 2,312,302 -- Deaths: 120,402 -- Case Mortality: 5.2% -- Daily Change: +2.9% Cases, -0.1% Deaths
4

5. Japan, South Korea, Thailand, Vietnam
34,476
1,320
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
Japan, South Korea, Thailand, Vietnam projection as of 2020-06-23
0
200
400
600
0
50
100
Cases/Day
Deaths/Day
Cases: 33,804 -- Deaths: 1,294 -- Case Mortality: 3.8% -- Daily Change: -0.5% Cases, +0.1% Deaths
5

6. Western Europe
1,361,779
164,750
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
Western Europe projection as of 2020-06-23
0
10,000
20,000
30,000
0
2,000
4,000
6,000
Cases/Day
Deaths/Day
Cases: 1,338,350 -- Deaths: 161,916 -- Case Mortality: 12.1% -- Daily Change: -0.2% Cases, +0.0% Deaths
6

7. US States
7

8. 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 2020-06-23
8

9. 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
9

10. 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 2020-06-23
10

11. 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
11

12. Deaths per million
AK
HI
WV
ME
VT
ID
MT
OK
WY
OR
ND
UT
KY
SD
KS
TX
WA
TN
MI
NV
CO
WI
VA
NC
FL
IA
SC
CA
OH
DE
MO
NH
AL
MN
AR
NM
PA
NE
CT
NY
IN
GA
AZ
LA
MD
DC
IL
MS
NJ
MA
RI
0
2
4
6
0 10 20 30 40 50
State
Averagedeathsperdaypermillionpopulation
Averaged over past 7 days
US COVID-19 Death Rates
12

13. Percent Population Tested
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
5
10
15
20
0
5
10
15
20
0
5
10
15
20
0
5
10
15
20
0
5
10
15
20
0
5
10
15
20
0
5
10
15
20
0
5
10
15
20
PercentPopulationTested
Percent Population
13

14. Percent Positive Tests
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
5
10
15
0
5
10
15
0
5
10
15
0
5
10
15
0
5
10
15
0
5
10
15
0
5
10
15
0
5
10
15
PercentPositive(%)
Percent Positive Tests Over Last 28 Days
14

15. Case Mortality vs. Testing
AL
AK
AZ
AR
CA
CO
CT
DE
DC
FL
GA
HIID
IL
IN
IA
KS
KY
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
0.0
2.5
5.0
7.5
10.0
0 5 10 15 20
% Tested
%Mortality
Mortality vs. Testing as of 2020-06-23
15

16. Alabama
37,141
1,026
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
Alabama projection as of 2020-06-23
0
250
500
750
0
50
100
150
Cases/Day
Deaths/Day
Cases: 30,454 -- Deaths: 841 -- Case Mortality: 2.8% -- Daily Change: -4.9% Cases, -0.1% Deaths
16

17. Alaska
884
14
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
Alaska projection as of 2020-06-23
0.0
5.0
10.0
15.0
0.0
1.0
2.0
3.0
Cases/Day
Deaths/Day
Cases: 759 -- Deaths: 12 -- Case Mortality: 1.6% -- Daily Change: -0.9% Cases, -0.2% Deaths
17

18. Arizona
69,565
1,710
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
Arizona projection as of 2020-06-23
0
1,000
2,000
3,000
0
200
400
600
Cases/Day
Deaths/Day
Cases: 54,586 -- Deaths: 1,342 -- Case Mortality: 2.5% -- Daily Change: +5.8% Cases, -0.0% Deaths
18

19. Arkansas
19,622
277
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
Arkansas projection as of 2020-06-23
0
200
400
0
30
60
90
Cases/Day
Deaths/Day
Cases: 16,083 -- Deaths: 227 -- Case Mortality: 1.4% -- Daily Change: +1.8% Cases, +0.0% Deaths
19

20. California
209,542
6,325
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
California projection as of 2020-06-23
0
1,000
2,000
3,000
4,000
5,000
0
250
500
750
1,000
Cases/Day
Deaths/Day
Cases: 184,357 -- Deaths: 5,565 -- Case Mortality: 3.0% -- Daily Change: +4.1% Cases, -0.0% Deaths
20

21. Colorado
32,059
1,724
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
Colorado projection as of 2020-06-23
0
200
400
600
0
50
100
Cases/Day
Deaths/Day
Cases: 30,705 -- Deaths: 1,651 -- Case Mortality: 5.4% -- Daily Change: +1.6% Cases, -0.3% Deaths
21

22. Connecticut
47,088
4,385
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
Connecticut projection as of 2020-06-23
0
300
600
900
1,200
0
50
100
150
200
Cases/Day
Deaths/Day
Cases: 45,782 -- Deaths: 4,263 -- Case Mortality: 9.3% -- Daily Change: -5.5% Cases, -0.8% Deaths
22

23. Delaware
11,176
449
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
Delaware projection as of 2020-06-23
0
50
100
150
200
250
0
10
20
30
40
50
Cases/Day
Deaths/Day
Cases: 10,820 -- Deaths: 435 -- Case Mortality: 4.0% -- Daily Change: +2.1% Cases, -0.4% Deaths
23

24. District of Columbia
10,556
562
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
District of Columbia projection as of 2020-06-23
0
50
100
150
200
0
10
20
30
40
Cases/Day
Deaths/Day
Cases: 10,058 -- Deaths: 535 -- Case Mortality: 5.3% -- Daily Change: -0.6% Cases, -0.3% Deaths
24

25. Florida
111,968
3,545
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
Florida projection as of 2020-06-23
0
1,000
2,000
3,000
0
200
400
600
Cases/Day
Deaths/Day
Cases: 100,217 -- Deaths: 3,173 -- Case Mortality: 3.2% -- Daily Change: +4.3% Cases, -0.0% Deaths
25

26. Georgia
72,375
2,896
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
Georgia projection as of 2020-06-23
0
500
1,000
0
100
200
Cases/Day
Deaths/Day
Cases: 66,284 -- Deaths: 2,652 -- Case Mortality: 4.0% -- Daily Change: +4.6% Cases, -0.2% Deaths
26

27. Hawaii
869
18
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
Hawaii projection as of 2020-06-23
0
10
20
30
0.0
2.0
4.0
6.0
Cases/Day
Deaths/Day
Cases: 816 -- Deaths: 17 -- Case Mortality: 2.1% -- Daily Change: +2.3% Cases, -0.0% Deaths
27

28. Idaho
4,468
93
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
Idaho projection as of 2020-06-23
0
50
100
0
10
20
Cases/Day
Deaths/Day
Cases: 4,253 -- Deaths: 89 -- Case Mortality: 2.1% -- Daily Change: +9.8% Cases, -0.0% Deaths
28

29. Illinois
142,913
6,948
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
Illinois projection as of 2020-06-23
0
1,000
2,000
0
200
400
Cases/Day
Deaths/Day
Cases: 137,224 -- Deaths: 6,671 -- Case Mortality: 4.9% -- Daily Change: -0.1% Cases, -0.4% Deaths
29

30. Indiana
45,792
2,538
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
Indiana projection as of 2020-06-23
0
200
400
600
800
0
50
100
150
Cases/Day
Deaths/Day
Cases: 42,633 -- Deaths: 2,363 -- Case Mortality: 5.5% -- Daily Change: -2.9% Cases, -0.1% Deaths
30

31. Iowa
28,631
754
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
Iowa projection as of 2020-06-23
0
200
400
600
0
40
80
120
Cases/Day
Deaths/Day
Cases: 26,053 -- Deaths: 686 -- Case Mortality: 2.6% -- Daily Change: +2.2% Cases, -0.1% Deaths
31

32. Kansas
13,182
277
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
Kansas projection as of 2020-06-23
0
100
200
300
0
20
40
60
Cases/Day
Deaths/Day
Cases: 12,516 -- Deaths: 263 -- Case Mortality: 2.1% -- Daily Change: +3.8% Cases, +0.1% Deaths
32

33. Kentucky
15,490
589
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
Kentucky projection as of 2020-06-23
0
100
200
0
10
20
30
40
50
Cases/Day
Deaths/Day
Cases: 13,839 -- Deaths: 526 -- Case Mortality: 3.8% -- Daily Change: -0.6% Cases, -0.1% Deaths
33

34. Louisiana
54,095
3,235
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
Louisiana projection as of 2020-06-23
0
500
1,000
1,500
0
100
200
300
Cases/Day
Deaths/Day
Cases: 50,239 -- Deaths: 3,004 -- Case Mortality: 6.0% -- Daily Change: -1.0% Cases, -0.0% Deaths
34

35. Maine
3,246
111
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
Maine projection as of 2020-06-23
0
20
40
0.0
3.0
6.0
9.0
Cases/Day
Deaths/Day
Cases: 2,970 -- Deaths: 102 -- Case Mortality: 3.4% -- Daily Change: -1.8% Cases, -0.1% Deaths
35

36. Maryland
69,311
3,346
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
Maryland projection as of 2020-06-23
0
250
500
750
1,000
1,250
0
50
100
150
200
250
Cases/Day
Deaths/Day
Cases: 64,603 -- Deaths: 3,119 -- Case Mortality: 4.8% -- Daily Change: -2.8% Cases, -0.2% Deaths
36

37. Massachusetts
109,753
8,061
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
Massachusetts projection as of 2020-06-23
0
1,000
2,000
3,000
0
200
400
600
Cases/Day
Deaths/Day
Cases: 107,210 -- Deaths: 7,874 -- Case Mortality: 7.3% -- Daily Change: -2.1% Cases, -0.6% Deaths
37

38. Michigan
72,434
6,499
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
Michigan projection as of 2020-06-23
0
500
1,000
1,500
0
100
200
300
Cases/Day
Deaths/Day
Cases: 67,957 -- Deaths: 6,097 -- Case Mortality: 9.0% -- Daily Change: +7.6% Cases, -0.5% Deaths
38

39. Minnesota
36,461
1,519
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
Minnesota projection as of 2020-06-23
0
200
400
600
800
0
50
100
150
Cases/Day
Deaths/Day
Cases: 33,227 -- Deaths: 1,384 -- Case Mortality: 4.2% -- Daily Change: +2.6% Cases, -0.2% Deaths
39

40. Mississippi
24,096
1,057
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
Mississippi projection as of 2020-06-23
0
200
400
600
0
50
100
Cases/Day
Deaths/Day
Cases: 22,287 -- Deaths: 978 -- Case Mortality: 4.4% -- Daily Change: +10.0% Cases, -0.0% Deaths
40

41. Missouri
19,742
1,046
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
Missouri projection as of 2020-06-23
0
100
200
300
0
20
40
60
Cases/Day
Deaths/Day
Cases: 18,143 -- Deaths: 961 -- Case Mortality: 5.3% -- Daily Change: +3.7% Cases, -0.0% Deaths
41

42. Montana
795
24
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
Montana projection as of 2020-06-23
0.0
5.0
10.0
15.0
20.0
0.0
1.0
2.0
3.0
4.0
Cases/Day
Deaths/Day
Cases: 753 -- Deaths: 23 -- Case Mortality: 3.1% -- Daily Change: +7.3% Cases, +0.1% Deaths
42

43. Nebraska
19,164
269
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
Nebraska projection as of 2020-06-23
0
100
200
300
400
500
0
25
50
75
100
Cases/Day
Deaths/Day
Cases: 17,772 -- Deaths: 249 -- Case Mortality: 1.4% -- Daily Change: -1.2% Cases, -0.1% Deaths
43

44. Nevada
15,277
551
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
Nevada projection as of 2020-06-23
0
100
200
300
0
20
40
60
Cases/Day
Deaths/Day
Cases: 13,582 -- Deaths: 490 -- Case Mortality: 3.6% -- Daily Change: +4.7% Cases, +0.1% Deaths
44

45. New Hampshire
5,921
361
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
New Hampshire projection as of 2020-06-23
0
30
60
90
0.0
5.0
10.0
15.0
20.0
Cases/Day
Deaths/Day
Cases: 5,558 -- Deaths: 339 -- Case Mortality: 6.1% -- Daily Change: -2.6% Cases, -0.9% Deaths
45

46. New Jersey
172,343
13,118
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
New Jersey projection as of 2020-06-23
0
1,000
2,000
3,000
4,000
0
200
400
600
800
Cases/Day
Deaths/Day
Cases: 169,415 -- Deaths: 12,895 -- Case Mortality: 7.6% -- Daily Change: +0.1% Cases, -1.1% Deaths
46

47. New Mexico
11,792
517
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
New Mexico projection as of 2020-06-23
0
50
100
150
200
0
10
20
30
40
Cases/Day
Deaths/Day
Cases: 10,694 -- Deaths: 469 -- Case Mortality: 4.4% -- Daily Change: +2.5% Cases, -0.2% Deaths
47

48. New York
394,245
31,387
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
New York projection as of 2020-06-23
0
2,500
5,000
7,500
10,000
0
500
1,000
1,500
2,000
Cases/Day
Deaths/Day
Cases: 388,557 -- Deaths: 30,934 -- Case Mortality: 8.0% -- Daily Change: -0.9% Cases, -0.3% Deaths
48

49. North Carolina
64,650
1,475
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
North Carolina projection as of 2020-06-23
0
500
1,000
1,500
0
100
200
300
Cases/Day
Deaths/Day
Cases: 53,605 -- Deaths: 1,223 -- Case Mortality: 2.3% -- Daily Change: +0.9% Cases, -0.0% Deaths
49

50. North Dakota
3,608
84
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
North Dakota projection as of 2020-06-23
0
20
40
60
80
0.0
5.0
10.0
15.0
Cases/Day
Deaths/Day
Cases: 3,313 -- Deaths: 77 -- Case Mortality: 2.3% -- Daily Change: -0.7% Cases, -0.0% Deaths
50

51. Ohio
48,383
2,873
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
Ohio projection as of 2020-06-23
0
300
600
900
0
50
100
150
200
Cases/Day
Deaths/Day
Cases: 45,538 -- Deaths: 2,704 -- Case Mortality: 5.9% -- Daily Change: +4.5% Cases, -0.2% Deaths
51

52. Oklahoma
11,729
421
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
Oklahoma projection as of 2020-06-23
0
100
200
300
0
20
40
60
Cases/Day
Deaths/Day
Cases: 10,734 -- Deaths: 385 -- Case Mortality: 3.6% -- Daily Change: +4.7% Cases, -0.0% Deaths
52

53. Oregon
8,158
221
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
Oregon projection as of 2020-06-23
0
50
100
150
200
0
10
20
30
40
Cases/Day
Deaths/Day
Cases: 7,083 -- Deaths: 192 -- Case Mortality: 2.7% -- Daily Change: +0.1% Cases, -0.0% Deaths
53

54. Pennsylvania
85,622
6,695
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
Pennsylvania projection as of 2020-06-23
0
500
1,000
1,500
0
100
200
300
Cases/Day
Deaths/Day
Cases: 82,186 -- Deaths: 6,426 -- Case Mortality: 7.8% -- Daily Change: +2.1% Cases, -0.5% Deaths
54

55. Rhode Island
16,986
932
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
Rhode Island projection as of 2020-06-23
0
100
200
300
400
0
20
40
60
80
Cases/Day
Deaths/Day
Cases: 16,459 -- Deaths: 903 -- Case Mortality: 5.5% -- Daily Change: -1.6% Cases, -0.7% Deaths
55

56. South Carolina
31,897
819
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
South Carolina projection as of 2020-06-23
0
300
600
900
0
50
100
150
200
Cases/Day
Deaths/Day
Cases: 25,666 -- Deaths: 659 -- Case Mortality: 2.6% -- Daily Change: +4.6% Cases, -0.0% Deaths
56

57. South Dakota
6,859
88
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
South Dakota projection as of 2020-06-23
0
50
100
150
0
10
20
30
Cases/Day
Deaths/Day
Cases: 6,326 -- Deaths: 81 -- Case Mortality: 1.3% -- Daily Change: -0.5% Cases, -0.1% Deaths
57

58. Tennessee
39,930
598
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
Tennessee projection as of 2020-06-23
0
200
400
600
0
50
100
150
Cases/Day
Deaths/Day
Cases: 34,921 -- Deaths: 523 -- Case Mortality: 1.5% -- Daily Change: -0.9% Cases, -0.0% Deaths
58

59. Texas
131,991
2,518
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
Texas projection as of 2020-06-23
0
1,000
2,000
3,000
4,000
0
200
400
600
800
Cases/Day
Deaths/Day
Cases: 114,881 -- Deaths: 2,192 -- Case Mortality: 1.9% -- Daily Change: +4.9% Cases, +0.0% Deaths
59

60. Utah
21,040
185
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
Utah projection as of 2020-06-23
0
200
400
0
30
60
90
Cases/Day
Deaths/Day
Cases: 18,010 -- Deaths: 158 -- Case Mortality: 0.9% -- Daily Change: +3.8% Cases, -0.0% Deaths
60

61. Vermont
1,244
60
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
Vermont projection as of 2020-06-23
0
10
20
30
40
50
0.0
2.5
5.0
7.5
10.0
Cases/Day
Deaths/Day
Cases: 1,163 -- Deaths: 56 -- Case Mortality: 4.8% -- Daily Change: +8.6% Cases, +0.2% Deaths
61

62. Virginia
63,763
1,767
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
Virginia projection as of 2020-06-23
0
400
800
1,200
0
50
100
150
200
250
Cases/Day
Deaths/Day
Cases: 58,465 -- Deaths: 1,620 -- Case Mortality: 2.8% -- Daily Change: +1.1% Cases, -0.1% Deaths
62

63. Washington
31,380
1,387
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
Washington projection as of 2020-06-23
0
200
400
0
30
60
90
Cases/Day
Deaths/Day
Cases: 28,870 -- Deaths: 1,276 -- Case Mortality: 4.4% -- Daily Change: +2.1% Cases, -0.0% Deaths
63

64. West Virginia
2,692
95
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
West Virginia projection as of 2020-06-23
0
10
20
30
40
50
0.0
2.5
5.0
7.5
10.0
Cases/Day
Deaths/Day
Cases: 2,552 -- Deaths: 90 -- Case Mortality: 3.5% -- Daily Change: +3.9% Cases, -0.1% Deaths
64

65. Wisconsin
27,521
818
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
Wisconsin projection as of 2020-06-23
0
100
200
300
400
500
0
25
50
75
100
Cases/Day
Deaths/Day
Cases: 25,068 -- Deaths: 745 -- Case Mortality: 3.0% -- Daily Change: +2.0% Cases, -0.1% Deaths
65

66. Wyoming
1,339
22
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
Wyoming projection as of 2020-06-23
0
20
40
0.0
3.0
6.0
9.0
Cases/Day
Deaths/Day
Cases: 1,230 -- Deaths: 20 -- Case Mortality: 1.6% -- Daily Change: +2.5% Cases, +0.1% Deaths
66

67. US Counties
67

68. 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 2020-06-23
NA = Inadequate data
68

69. Percent Change by Partisan Lean
-10
-5
0
5
10
0 25 50 75 100
Percent Republican
Percentchangeinnewcasesperday
25
50
75
Republican
Counties by 2016 presidential election results
Dark green line is a Friedman's supersmoother
69

70. Percent Change by Population
-10
-5
0
5
10
1,000 10,000 100,000 1,000,000 10,000,000
Population
Percentchangeinnewcasesperday
25
50
75
Republican
Counties by Population
Dark green line is a Friedman's 'super smoother'
70

71. Partisan Lean vs Population and Direction
1,000
10,000
100,000
1,000,000
10,000,000
0 25 50 75 100
Percent Republican
Population
Direction
Increasing > +2%
Increasing between +0.5% and +2%
No Change (-0.5% to +0.5%)
Decreasing between -0.5% and -2%
Decreasing > -2%
Partisan Lean vs Population and Direction
Dark green line is a Friedman's 'super smoother'
71

72. Cases as a Percent of Population
0.001%
0.01%
0.1%
1%
10%
20%
1,000 10,000 100,000 1,000,000 10,000,000
County Population
Totalcases
Total Cases as a Percent of County Population
Slanted lines are counties with small integer numbers of cases, green line: Friedman's 'super smoother'
72

73. Deaths as a Percent of Population
0.0001%
0.001%
0.01%
0.1%
1%
1,000 10,000 100,000 1,000,000 10,000,000
County Population
Totaldeaths
Total Deaths as a Percent of County Population
Slanted lines are counties with small integer numbers of cases, green line: Friedman's 'super smoother'
73

74. Case Mortality vs. Population
0.1%
1%
10%
100%
1,000 10,000 100,000 1,000,000 10,000,000
County Population
Casemortality
Case Mortality vs. County Population
74

75. New York City
215,856
22,587
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
New York City projection as of 2020-06-23
0
2,000
4,000
0
300
600
900
Cases/Day
Deaths/Day
Cases: 212,741 -- Deaths: 22,261 -- Case Mortality: 10.5% -- Daily Change: -1.4% Cases, -0.4% Deaths
75

76. Westchester County, NY
34,913
1,430
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
Westchester County, NY projection as of 2020-06-23
0
300
600
900
0
50
100
150
200
Cases/Day
Deaths/Day
Cases: 34,557 -- Deaths: 1,415 -- Case Mortality: 4.1% -- Daily Change: -2.5% Cases, -0.1% Deaths
76

77. Bergen County, NJ
19,344
1,728
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
Bergen County, NJ projection as of 2020-06-23
0
200
400
600
0
50
100
150
Cases/Day
Deaths/Day
Cases: 19,037 -- Deaths: 1,701 -- Case Mortality: 8.9% -- Daily Change: -5.3% Cases, -0.6% Deaths
77

78. Hudson County, NJ
18,929
1,278
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
Hudson County, NJ projection as of 2020-06-23
0
200
400
0
30
60
90
Cases/Day
Deaths/Day
Cases: 18,755 -- Deaths: 1,266 -- Case Mortality: 6.8% -- Daily Change: -14.5% Cases, -2.9% Deaths
78

79. King County (Seattle)
9,552
621
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
King County (Seattle) projection as of 2020-06-23
0
50
100
150
200
0
10
20
30
40
Cases/Day
Deaths/Day
Cases: 9,253 -- Deaths: 602 -- Case Mortality: 6.5% -- Daily Change: +1.8% Cases, -0.0% Deaths
79

80. Clark County, Washington
704
32
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
Clark County, Washington projection as of 2020-06-23
0.0
5.0
10.0
15.0
20.0
0.0
1.0
2.0
3.0
4.0
Cases/Day
Deaths/Day
Cases: 654 -- Deaths: 30 -- Case Mortality: 4.6% -- Daily Change: -1.4% Cases, +0.0% Deaths
80

81. Los Angeles
97,012
3,541
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
Los Angeles projection as of 2020-06-23
0
500
1,000
1,500
2,000
0
100
200
300
400
Cases/Day
Deaths/Day
Cases: 85,942 -- Deaths: 3,137 -- Case Mortality: 3.7% -- Daily Change: +5.3% Cases, -0.1% Deaths
81

82. Bay Area
13,633
384
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
Bay Area projection as of 2020-06-23
0
100
200
0
10
20
30
40
50
Cases/Day
Deaths/Day
Cases: 12,619 -- Deaths: 355 -- Case Mortality: 2.8% -- Daily Change: +5.8% Cases, -0.1% Deaths
82

83. San Francisco
3,340
50
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
San Francisco projection as of 2020-06-23
0
20
40
0.0
3.0
6.0
9.0
Cases/Day
Deaths/Day
Cases: 3,185 -- Deaths: 48 -- Case Mortality: 1.5% -- Daily Change: +9.4% Cases, +0.0% Deaths
83

84. Santa Clara and San Mateo
6,876
275
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
Santa Clara and San Mateo projection as of 2020-06-23
0
30
60
90
0.0
5.0
10.0
15.0
20.0
Cases/Day
Deaths/Day
Cases: 6,431 -- Deaths: 257 -- Case Mortality: 4.0% -- Daily Change: +6.3% Cases, -0.2% Deaths
84

85. Alameda County
5,548
133
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
Alameda County projection as of 2020-06-23
0
30
60
90
0.0
5.0
10.0
15.0
20.0
Cases/Day
Deaths/Day
Cases: 5,007 -- Deaths: 120 -- Case Mortality: 2.4% -- Daily Change: +5.0% Cases, -0.1% Deaths
85

86. San Luis Obispo, California
480
1
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
San Luis Obispo, California projection as of 2020-06-23
0.0
5.0
10.0
15.0
0.0
1.0
2.0
3.0
Cases/Day
Deaths/Day
Cases: 442 -- Deaths: 1 -- Case Mortality: 0.2% -- Daily Change: +4.8% Cases, +0.0% Deaths
86

87. Fresno, California
4,072
78
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
Fresno, California projection as of 2020-06-23
0
50
100
0
10
20
Cases/Day
Deaths/Day
Cases: 3,485 -- Deaths: 67 -- Case Mortality: 1.9% -- Daily Change: +3.8% Cases, -0.0% Deaths
87

88. Santa Barbara County
2,676
30
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
Santa Barbara County projection as of 2020-06-23
0
50
100
150
0
10
20
30
Cases/Day
Deaths/Day
Cases: 2,446 -- Deaths: 27 -- Case Mortality: 1.1% -- Daily Change: +2.3% Cases, +0.1% Deaths
88

89. Merced County
756
10
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
Merced County projection as of 2020-06-23
0
10
20
30
40
0.0
2.0
4.0
6.0
8.0
Cases/Day
Deaths/Day
Cases: 661 -- Deaths: 9 -- Case Mortality: 1.4% -- Daily Change: +8.4% Cases, +0.1% Deaths
89

90. Yolo County
377
26
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
Yolo County projection as of 2020-06-23
0.0
5.0
10.0
0.0
1.0
2.0
Cases/Day
Deaths/Day
Cases: 347 -- Deaths: 24 -- Case Mortality: 6.9% -- Daily Change: +5.0% Cases, +0.0% Deaths
90

91. San Diego County
12,214
372
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
San Diego County projection as of 2020-06-23
0
100
200
0
10
20
30
40
50
Cases/Day
Deaths/Day
Cases: 11,096 -- Deaths: 338 -- Case Mortality: 3.0% -- Daily Change: +6.4% Cases, -0.1% Deaths
91

92. Imperial County
5,536
74
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
Imperial County projection as of 2020-06-23
0
50
100
150
200
0
10
20
30
40
Cases/Day
Deaths/Day
Cases: 4,800 -- Deaths: 64 -- Case Mortality: 1.3% -- Daily Change: -15.9% Cases, +0.0% Deaths
92

93. Multnomah County (Portland)
2,137
79
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
Multnomah County (Portland) projection as of 2020-06-23
0
10
20
30
40
0.0
2.5
5.0
7.5
Cases/Day
Deaths/Day
Cases: 1,849 -- Deaths: 68 -- Case Mortality: 3.7% -- Daily Change: +1.4% Cases, -0.1% Deaths
93

94. Utah County
3,658
24
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
Utah County projection as of 2020-06-23
0
25
50
75
100
0.0
5.0
10.0
15.0
20.0
Cases/Day
Deaths/Day
Cases: 3,263 -- Deaths: 21 -- Case Mortality: 0.6% -- Daily Change: +6.9% Cases, +0.0% Deaths
94

95. Summit County, Utah
482
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
Summit County, Utah projection as of 2020-06-23
0.0
5.0
10.0
15.0
0.0
1.0
2.0
3.0
Cases/Day
Deaths/Day
Cases: 463 -- Deaths: NA -- Case Mortality: NA% -- Daily Change: +6.2% Cases, +0.0% Deaths
95

96. De Soto Parish, Louisiana
325
18
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
De Soto Parish, Louisiana projection as of 2020-06-23
0.0
2.5
5.0
7.5
10.0
0.00
0.50
1.00
1.50
2.00
Cases/Day
Deaths/Day
Cases: 318 -- Deaths: 18 -- Case Mortality: 5.7% -- Daily Change: +11.2% Cases, +0.4% Deaths
96

97. Dallas, Texas
19,433
362
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
Dallas, Texas projection as of 2020-06-23
0
100
200
300
400
0
20
40
60
80
Cases/Day
Deaths/Day
Cases: 16,845 -- Deaths: 314 -- Case Mortality: 1.9% -- Daily Change: +2.6% Cases, +0.0% Deaths
97

98. Collin Texas
2,471
42
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
Collin Texas projection as of 2020-06-23
0
20
40
60
80
0.0
5.0
10.0
15.0
Cases/Day
Deaths/Day
Cases: 2,223 -- Deaths: 38 -- Case Mortality: 1.7% -- Daily Change: +2.4% Cases, -0.1% Deaths
98

99. Harris County, Texas
23,717
366
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
Harris County, Texas projection as of 2020-06-23
0
200
400
600
0
50
100
150
Cases/Day
Deaths/Day
Cases: 21,053 -- Deaths: 325 -- Case Mortality: 1.5% -- Daily Change: +7.3% Cases, +0.1% Deaths
99

100. Tulsa County, Oklahoma
2,997
83
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
Tulsa County, Oklahoma projection as of 2020-06-23
0
25
50
75
100
125
0.0
5.0
10.0
15.0
20.0
25.0
Cases/Day
Deaths/Day
Cases: 2,392 -- Deaths: 66 -- Case Mortality: 2.8% -- Daily Change: +3.7% Cases, -0.0% Deaths
100

101. McLean County, Illinois
264
14
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
McLean County, Illinois projection as of 2020-06-23
0.0
3.0
6.0
9.0
0.00
0.50
1.00
1.50
2.00
Cases/Day
Deaths/Day
Cases: 254 -- Deaths: 13 -- Case Mortality: 5.1% -- Daily Change: +4.8% Cases, +0.0% Deaths
101

102. Cook County, Illinois
90,501
4,579
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
Cook County, Illinois projection as of 2020-06-23
0
500
1,000
1,500
0
100
200
300
Cases/Day
Deaths/Day
Cases: 87,424 -- Deaths: 4,423 -- Case Mortality: 5.1% -- Daily Change: -0.4% Cases, -0.4% Deaths
102

103. Suffolk County (Boston)
19,965
999
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
Suffolk County (Boston) projection as of 2020-06-23
0
200
400
600
0
25
50
75
100
125
Cases/Day
Deaths/Day
Cases: 19,567 -- Deaths: 979 -- Case Mortality: 5.0% -- Daily Change: -4.3% Cases, +0.0% Deaths
103

104. Polk County, Iowa
6,021
182
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
Polk County, Iowa projection as of 2020-06-23
0
50
100
150
0
10
20
30
Cases/Day
Deaths/Day
Cases: 5,510 -- Deaths: 167 -- Case Mortality: 3.0% -- Daily Change: +1.4% Cases, -0.3% Deaths
104

105. Johnson County, Iowa
763
8
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
Johnson County, Iowa projection as of 2020-06-23
0
10
20
0.0
2.0
4.0
Cases/Day
Deaths/Day
Cases: 770 -- Deaths: 8 -- Case Mortality: 1.0% -- Daily Change: +12.2% Cases, +0.0% Deaths
105

106. Erie County, New York
7,411
597
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
Erie County, New York projection as of 2020-06-23
0
50
100
150
0
10
20
30
Cases/Day
Deaths/Day
Cases: 7,035 -- Deaths: 567 -- Case Mortality: 8.1% -- Daily Change: -1.8% Cases, -0.4% Deaths
106

107. Oakland County, Michigan
13,451
1,235
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
Oakland County, Michigan projection as of 2020-06-23
0
200
400
600
0
30
60
90
120
Cases/Day
Deaths/Day
Cases: 11,740 -- Deaths: 1,078 -- Case Mortality: 9.2% -- Daily Change: +18.3% Cases, -0.2% Deaths
107

108. St. Louis (City)
2,256
156
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
St. Louis (City) projection as of 2020-06-23
0
10
20
30
40
50
0.0
2.5
5.0
7.5
10.0
Cases/Day
Deaths/Day
Cases: 2,142 -- Deaths: 148 -- Case Mortality: 6.9% -- Daily Change: +1.6% Cases, +0.0% Deaths
108

109. St. Louis (County)
6,027
589
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
St. Louis (County) projection as of 2020-06-23
0
25
50
75
100
125
0.0
5.0
10.0
15.0
20.0
25.0
Cases/Day
Deaths/Day
Cases: 5,749 -- Deaths: 562 -- Case Mortality: 9.8% -- Daily Change: -2.0% Cases, -0.2% Deaths
109

110. Baltimore (City)
7,735
344
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
Baltimore (City) projection as of 2020-06-23
0
50
100
150
0
10
20
30
Cases/Day
Deaths/Day
Cases: 7,095 -- Deaths: 316 -- Case Mortality: 4.5% -- Daily Change: -1.5% Cases, -0.2% Deaths
110

111. Durham County
3,777
71
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
Durham County projection as of 2020-06-23
0
25
50
75
0.0
5.0
10.0
15.0
Cases/Day
Deaths/Day
Cases: 3,209 -- Deaths: 60 -- Case Mortality: 1.9% -- Daily Change: -1.6% Cases, -0.1% Deaths
111

112. Cuyahoga County (Cleveland)
6,047
357
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
Cuyahoga County (Cleveland) projection as of 2020-06-23
0
25
50
75
100
0.0
5.0
10.0
15.0
20.0
Cases/Day
Deaths/Day
Cases: 5,734 -- Deaths: 339 -- Case Mortality: 5.9% -- Daily Change: +6.7% Cases, -0.5% Deaths
112

113. Wayne County (Detroit)
22,889
2,775
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
Wayne County (Detroit) projection as of 2020-06-23
0
200
400
600
800
0
50
100
150
Cases/Day
Deaths/Day
Cases: 22,180 -- Deaths: 2,689 -- Case Mortality: 12.1% -- Daily Change: +4.6% Cases, -1.2% Deaths
113

114. Miami-Dade
28,857
972
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
Miami-Dade projection as of 2020-06-23
0
200
400
600
0
50
100
Cases/Day
Deaths/Day
Cases: 26,239 -- Deaths: 884 -- Case Mortality: 3.4% -- Daily Change: +3.1% Cases, -0.0% Deaths
114

115. Maricopa County
40,706
815
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
Maricopa County projection as of 2020-06-23
0
500
1,000
1,500
2,000
0
100
200
300
400
Cases/Day
Deaths/Day
Cases: 31,650 -- Deaths: 634 -- Case Mortality: 2.0% -- Daily Change: +6.7% Cases, +0.0% Deaths
115

116. Denver County
6,938
382
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
Denver County projection as of 2020-06-23
0
50
100
150
0
10
20
30
Cases/Day
Deaths/Day
Cases: 6,663 -- Deaths: 367 -- Case Mortality: 5.5% -- Daily Change: +0.7% Cases, -0.6% Deaths
116

117. Arapahoe County
5,157
351
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
Arapahoe County projection as of 2020-06-23
0
30
60
90
0.0
5.0
10.0
15.0
20.0
Cases/Day
Deaths/Day
Cases: 4,975 -- Deaths: 339 -- Case Mortality: 6.8% -- Daily Change: +2.1% Cases, -0.5% Deaths
117

118. Montrose County
210
13
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
Montrose County projection as of 2020-06-23
0.0
1.0
2.0
3.0
4.0
5.0
0.00
0.25
0.50
0.75
1.00
Cases/Day
Deaths/Day
Cases: 201 -- Deaths: 12 -- Case Mortality: 6.0% -- Daily Change: -3.9% Cases, +0.0% Deaths
118

119. International
119

120. Italy
240,793
34,958
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
Italy projection as of 2020-06-23
0
2,000
4,000
6,000
0
250
500
750
1,000
1,250
Cases/Day
Deaths/Day
Cases: 238,720 -- Deaths: 34,657 -- Case Mortality: 14.5% -- Daily Change: -6.0% Cases, -1.2% Deaths
120

121. Spain
248,718
29,010
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
Spain projection as of 2020-06-23
0
2,000
4,000
6,000
8,000
0
500
1,000
1,500
Cases/Day
Deaths/Day
Cases: 246,504 -- Deaths: 28,752 -- Case Mortality: 11.7% -- Daily Change: -0.6% Cases, -0.0% Deaths
121

122. Portugal
41,862
1,630
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
Portugal projection as of 2020-06-23
0
250
500
750
0
50
100
150
Cases/Day
Deaths/Day
Cases: 39,392 -- Deaths: 1,534 -- Case Mortality: 3.9% -- Daily Change: +0.7% Cases, -0.1% Deaths
122

123. France
198,744
29,871
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
France projection as of 2020-06-23
0
2,500
5,000
7,500
10,000
0
500
1,000
1,500
2,000
Cases/Day
Deaths/Day
Cases: 197,381 -- Deaths: 29,666 -- Case Mortality: 15.0% -- Daily Change: +3.0% Cases, -0.5% Deaths
123

124. Germany
193,599
8,984
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
Germany projection as of 2020-06-23
0
2,000
4,000
6,000
0
400
800
1,200
Cases/Day
Deaths/Day
Cases: 191,768 -- Deaths: 8,899 -- Case Mortality: 4.6% -- Daily Change: +4.7% Cases, -0.2% Deaths
124

125. Switzerland
31,436
1,964
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
Switzerland projection as of 2020-06-23
0
250
500
750
1,000
1,250
0
50
100
150
200
250
Cases/Day
Deaths/Day
Cases: 31,310 -- Deaths: 1,956 -- Case Mortality: 6.2% -- Daily Change: +0.7% Cases, -0.7% Deaths
125

126. Austria
17,576
698
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
Austria projection as of 2020-06-23
0
250
500
750
0
50
100
150
Cases/Day
Deaths/Day
Cases: 17,380 -- Deaths: 690 -- Case Mortality: 4.0% -- Daily Change: +2.3% Cases, +0.1% Deaths
126

127. Sweden
69,403
6,032
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
Sweden projection as of 2020-06-23
0
400
800
1,200
0
50
100
150
200
250
Cases/Day
Deaths/Day
Cases: 58,932 -- Deaths: 5,122 -- Case Mortality: 8.7% -- Daily Change: -4.8% Cases, -0.1% Deaths
127

128. Netherlands
51,268
6,281
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
Netherlands projection as of 2020-06-23
0
500
1,000
0
50
100
150
200
250
Cases/Day
Deaths/Day
Cases: 49,866 -- Deaths: 6,109 -- Case Mortality: 12.3% -- Daily Change: -6.8% Cases, -0.3% Deaths
128

129. United Kingdom
317,250
44,192
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
United Kingdom projection as of 2020-06-23
0
2,000
4,000
6,000
0
400
800
1,200
Cases/Day
Deaths/Day
Cases: 306,761 -- Deaths: 42,731 -- Case Mortality: 13.9% -- Daily Change: -1.1% Cases, -0.6% Deaths
129

130. Iceland
1,825
10
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
Iceland projection as of 2020-06-23
0
20
40
60
80
0.0
5.0
10.0
15.0
Cases/Day
Deaths/Day
Cases: 1,823 -- Deaths: 10 -- Case Mortality: 0.5% -- Daily Change: +0.2% Cases, +0.0% Deaths
130

131. Israel
22,280
324
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
Israel projection as of 2020-06-23
0
200
400
600
0
50
100
Cases/Day
Deaths/Day
Cases: 21,082 -- Deaths: 307 -- Case Mortality: 1.5% -- Daily Change: +2.8% Cases, -0.0% Deaths
131

132. Canada
107,205
8,805
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
Canada projection as of 2020-06-23
0
500
1,000
1,500
2,000
0
100
200
300
400
Cases/Day
Deaths/Day
Cases: 103,418 -- Deaths: 8,494 -- Case Mortality: 8.2% -- Daily Change: +0.0% Cases, -0.4% Deaths
132

133. Australia
7,543
104
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
Australia projection as of 2020-06-23
0
100
200
300
400
0
20
40
60
80
Cases/Day
Deaths/Day
Cases: 7,492 -- Deaths: 103 -- Case Mortality: 1.4% -- Daily Change: +2.1% Cases, +0.0% Deaths
133

134. New Zealand
1,513
22
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
New Zealand projection as of 2020-06-23
0
20
40
60
80
0.0
5.0
10.0
15.0
Cases/Day
Deaths/Day
Cases: 1,515 -- Deaths: 22 -- Case Mortality: 1.5% -- Daily Change: +13.7% Cases, -0.0% Deaths
134

135. China
84,718
4,644
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
China projection as of 2020-06-23
0
2,000
4,000
0
300
600
900
Cases/Day
Deaths/Day
Cases: 84,624 -- Deaths: 4,639 -- Case Mortality: 5.5% -- Daily Change: -2.5% Cases, +0.1% Deaths
135

136. South Korea
12,810
288
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
South Korea projection as of 2020-06-23
0
200
400
600
0
50
100
Cases/Day
Deaths/Day
Cases: 12,484 -- Deaths: 281 -- Case Mortality: 2.3% -- Daily Change: +0.1% Cases, -0.1% Deaths
136

137. Singapore
45,265
28
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
Singapore projection as of 2020-06-23
0
300
600
900
0
50
100
150
200
Cases/Day
Deaths/Day
Cases: 42,313 -- Deaths: 26 -- Case Mortality: 0.1% -- Daily Change: -3.3% Cases, -0.0% Deaths
137

138. Japan
18,138
972
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
Japan projection as of 2020-06-23
0
200
400
600
0
50
100
Cases/Day
Deaths/Day
Cases: 17,820 -- Deaths: 955 -- Case Mortality: 5.4% -- Daily Change: -1.3% Cases, +0.3% Deaths
138

139. South Africa
136,784
2,681
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
South Africa projection as of 2020-06-23
0
1,000
2,000
3,000
4,000
5,000
0
250
500
750
1,000
Cases/Day
Deaths/Day
Cases: 101,590 -- Deaths: 1,991 -- Case Mortality: 2.0% -- Daily Change: +2.9% Cases, -0.0% Deaths
139

140. Iran
227,514
10,680
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
Iran projection as of 2020-06-23
0
1,000
2,000
3,000
0
200
400
600
Cases/Day
Deaths/Day
Cases: 207,525 -- Deaths: 9,742 -- Case Mortality: 4.7% -- Daily Change: +0.1% Cases, +0.1% Deaths
140

141. Brazil
1,360,004
63,019
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
Brazil projection as of 2020-06-23
0
10,000
20,000
30,000
0
2,000
4,000
6,000
Cases/Day
Deaths/Day
Cases: 1,106,470 -- Deaths: 51,271 -- Case Mortality: 4.6% -- Daily Change: +1.7% Cases, -0.1% Deaths
141

142. Russia
670,259
9,288
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
Russia projection as of 2020-06-23
0
2,500
5,000
7,500
10,000
12,500
0
500
1,000
1,500
2,000
2,500
Cases/Day
Deaths/Day
Cases: 591,465 -- Deaths: 8,196 -- Case Mortality: 1.4% -- Daily Change: -0.6% Cases, -0.0% Deaths
142

143. India
542,226
17,258
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
India projection as of 2020-06-23
0
5,000
10,000
15,000
0
1,000
2,000
3,000
Cases/Day
Deaths/Day
Cases: 440,215 -- Deaths: 14,011 -- Case Mortality: 3.2% -- Daily Change: +3.2% Cases, +0.0% Deaths
143

144. Pakistan
236,529
4,723
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
Pakistan projection as of 2020-06-23
0
2,000
4,000
6,000
0
500
1,000
Cases/Day
Deaths/Day
Cases: 185,034 -- Deaths: 3,695 -- Case Mortality: 2.0% -- Daily Change: -3.1% Cases, +0.0% Deaths
144

145. Mexico
223,729
27,294
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
Mexico projection as of 2020-06-23
0
2,000
4,000
0
300
600
900
Cases/Day
Deaths/Day
Cases: 185,122 -- Deaths: 22,584 -- Case Mortality: 12.2% -- Daily Change: +1.9% Cases, +0.2% Deaths
145

146. Case Mortality vs. Testing
BHR
LUX
ISL
DNK
LTU
RUS
QAT
PRT
BLR
ISR
KWT
ITA
USA
IRL
EST
BEL
AUS
LVA
NZL
ESP
MDVKAZ
CAN
GBR
AUT
DEU
CHE
SGP
NOR
SRB
CHL
CZE
SVN
FIN
SWE
SVK
SAU
POL
TUR
ROU
NLD
GRC
HUN
PANKORZAF
MYS
SLV
HRV
BGR
IRN
URY
MAR
CUB
UKR
COL
GHARWA
PRY
THA
PER
ARG
TUN
ECU
CRI
IND
PAK
PHL
NPL
BOL
SENBGD
JPN
MEX
TWN
UGAVNM
BRA
KEN
ETH
ZWE
IDN
MMR
NGA
0
5
10
15
0 10 20
% Tested
%CaseMortality
Case Mortality vs. Testing as of 2020-06-23
146