covid-19 model real time situational update · 2020. 7. 28. · on april 5, the uptrend broke to...
TRANSCRIPT
COVID-19 Model Real Time Situational Update
COVID-19 NEW REPORTED CASES AS OF TODAY
Sources: Data from prior day’s end is the “European CDC – Latest Situation Update Worldwide.” Data for U.S. State and intraday measures is https://www.worldometers.info/coronavirus.
On April 5, the uptrend broke to down. In mid June, the downtrend reversed. ~1.5 MM tests had been performed through April 5. We hit ~48 MM tests today. NY & NJ were ~71% of new cases in the 7-days ending March 25. They’re only ~1.7% of new cases now. AZ, FL, TX & CA were ~ 11% of new cases on March 25. They’re about 45% of new cases now. AZ, FL, TX & CA peaked at 57% of new cases on July 7, and has trended down since.
3/13/2020,Date Social Distancing
Measures Began in Some Form.
Global Stock Market Bottom
3/27/2020, Date Social Distancing Measures Had Chance To Dent Curve in
United States. (2 week lag from 3/13)
4/5/2020, Trend Broke!
4/12/2020, Easter Sunday
5/25/2020, Memorial Day
5/28/2020, First George Floyd
Protest outside MN
6/16/2020, June
Sixteenth
7/4/2020, 4th of July
(5,000) (2,500)
- 2,500 5,000 7,500
10,000 12,500 15,000 17,500 20,000 22,500 25,000 27,500 30,000 32,500 35,000 37,500 40,000 42,500 45,000 47,500 50,000 52,500 55,000 57,500 60,000 62,500 65,000 67,500 70,000 72,500 75,000 77,500 80,000 82,500
3/1/20203/3/20203/5/20203/7/20203/9/20203/11/20203/13/20203/15/20203/17/20203/19/20203/21/20203/23/20203/25/20203/27/20203/29/20203/31/20204/2/20204/4/20204/6/20204/8/20204/10/20204/12/20204/14/20204/16/20204/18/20204/20/20204/22/20204/24/20204/26/20204/28/20204/30/20205/2/20205/4/20205/6/20205/8/20205/10/20205/12/20205/14/20205/16/20205/18/20205/20/20205/22/20205/24/20205/26/20205/28/20205/30/20206/1/20206/3/20206/5/20206/7/20206/9/20206/11/20206/13/20206/15/20206/17/20206/19/20206/21/20206/23/20206/25/20206/27/20206/29/20207/1/20207/3/20207/5/20207/7/20207/9/20207/11/20207/13/20207/15/20207/17/20207/19/20207/21/20207/23/20207/25/20207/27/2020
New
Rep
orte
d C
ases
New Reported Cases (U.S.)Total U.S. NewCases
NY & NJ (8.6% ofPopulation) + AZ,CA, TX & FL (29.6%of Popluation)
NY & NJ (8.6% ofPopulation)
AZ, CA, TX & FL(29.6% ofPopluation)
Other 45 States +DC (61.7% ofPopulation)
Sources: Data from prior day’s end is the “European CDC – Latest Situation Update Worldwide.” Data for U.S. State and intraday measures is https://www.worldometers.info/coronavirus.
INFECTION RATES TODAY Comparisons to other nations as reasonable benchmarks adjusted for dates where the one case per million
residents threshold was crossed (at day zero) Sweden seemed to get hit with a big second wave. (Sweden never completely locked down.)
0.00%
0.05%
0.10%
0.15%
0.20%
0.25%
0.30%
0.35%
3/1/20203/4/20203/7/20203/10/20203/13/20203/16/20203/19/20203/22/20203/25/20203/28/20203/31/20204/3/20204/6/20204/9/20204/12/20204/15/20204/18/20204/21/20204/24/20204/27/20204/30/20205/3/20205/6/20205/9/20205/12/20205/15/20205/18/20205/21/20205/24/20205/27/20205/30/20206/2/20206/5/20206/8/20206/11/20206/14/20206/17/20206/20/20206/23/20206/26/20206/29/20207/2/20207/5/20207/8/20207/11/20207/14/20207/17/20207/20/20207/23/20207/26/20207/29/20208/1/20208/4/20208/7/2020C
onfir
med
New
Dai
ly In
fect
ed P
er P
erso
n
New Infection Rates Over Time By CountrySince March 1
United States
Italy
Spain
Sweden
Germany
United Kingdom
France
DAYS FOR CASES TO DOUBLE AS OF TODAY- ACCELERATE DOWNWARD SLOPES
Sources: Data from prior day’s end is the “European CDC – Latest Situation Update Worldwide.” Data for U.S. State and intraday measures is https://www.worldometers.info/coronavirus.
We are on pace for ~76 days to double. Peaked at over 100 a few weeks ago.
03333
544557777888
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3027
21
47
32
41
18
35
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3735
32
38
45
515050
4347
50
65
73
61
66
51
5659
78
68
76
66
61
65
7579
8688
90
78
68
75
89
8588
93
88
74
8586
103105
96
87
7980
106105
89
84
78
73
65
87
73
6768
58
53
58
6561
59
515050
62
5858
515148
4751
5757
4951
45
50
5760
66
5357
63
51
63
7575
-
20
40
60
80
100
3/19/20203/23/20203/27/20203/31/20204/4/20204/8/20204/12/20204/16/20204/20/20204/24/20204/28/20205/2/20205/6/20205/10/20205/14/20205/18/20205/22/20205/26/20205/30/20206/3/20206/7/20206/11/20206/15/20206/19/20206/23/20206/27/20207/1/20207/5/20207/9/20207/13/20207/17/20207/21/20207/25/20207/29/20208/2/20208/6/20208/10/20208/14/2020
Day
s to
Dou
ble
Number of Days for Confirmed Infected to Double(Total Infected / New Daily Infected = Days to Double)
Today Line
USA (Actual to Now)
Days to Double if Prior 7-DayNew Case Rate ChangePersists (-0.07 Thousand/Day)
Days to Double if New DailyCases Flatten - 56.2Thousand Per Day
28 DAY FORECASTS AS OF TODAY- WHY CUTTING DAYS TO DOUBLE IS SO CRITICAL
Sources: Data from prior day’s end is the “European CDC – Latest Situation Update Worldwide.” Data for U.S. State and intraday measures is https://www.worldometers.info/coronavirus.
Reasonable forecasts based on today’s trends Added a 30 days to double scenario to show why reversing recent trend is so critical.
Day 28, 10,398,622
Day 7, 4,627,721
Day 14, 5,021,422
Day 21, 5,415,123
Day 28, 5,808,824
Day 7, 4,626,200
Day 14, 5,014,831
Day 21, 5,399,913
Day 28, 5,781,446
3,900,000
4,900,000
5,900,000
6,900,000
7,900,000
8,900,000
9,900,000
10,900,000
Day 1
Day 2
Day 3
Day 4
Day 5
Day 6
Day 7
Day 8
Day 9
Day 10
Day 11
Day 12
Day 13
Day 14
Day 15
Day 16
Day 17
Day 18
Day 19
Day 20
Day 21
Day 22
Day 23
Day 24
Day 25
Day 26
Day 27
Day 28
Con
firm
ed In
fect
ions
(b
ased
on
diffe
rent
day
s to
dou
ble)
Next 28 Days from Today/Now
Different Days to Double Scenarios
30 Days To Double
Current days to double(extrapolated) = 75.28
Days to Double if New DailyCases Flatten - 56.2 ThousandPer Day
Days to Double if Prior 7-Day NewCase Rate Change Persists (-0.07Thousand/Day)
144 Days To Double
Sources: Data from prior day’s end is the “European CDC – Latest Situation Update Worldwide.” Data for U.S. State and intraday measures is https://www.worldometers.info/coronavirus.
COVID-19 STATE TOTAL CASES & DAYS TO DOUBLE Every State has its own “days-to-double” trend States to the right may have a harder time easing restrictions or may require a second lockdown States to the left may have more options to ease more restrictions sooner States hit hardest the earliest are generally those in better shape today (and vice-versa).
21 24
25 29
29
30
31 34
34
35
36 39
39
39
40
42
42
43
43
44
46
46
47
50
53
53
53
55
57
59
62
62 70
70
71
71 78
82 90
111
115
116
119
122 15
3
205
215
227
228
362
373 44
8 574
5
10
20
40
80
160
320
640
Alaska (3.2K
)
Montana (3.4K)
Oklahom
a (32.5K)
Missouri (44.8K
)
Puerto R
ico (15.4K)
Haw
aii (1.7K)
Idaho (18.8K)
Mississippi (53K
)
Tennessee (93.9K)
Florida (432.7K)
Nevada (43.9K
)
Kentucky (28.3K
)
Alabam
a (81.1K)
West V
irginia (6.1K)
Georgia (155.9K
)
North D
akota (6K)
California (467.1K
)
Texas (402.3K)
Arkansas (39.4K
)
Louisiana (110K)
South C
arolina (82.4K)
Wyom
ing (2.5K)
Oregon (17.1K)
Wisconsin (53.3K
)
New
Mexico (19.5K
)
North C
arolina (114.7K)
US
A (82.7K)
Arizona (163.9K
)
Kansas (26.4K)
Ohio (85.2K
)
Utah (38.4K
)
Washington (55.5K
)
Colorado (44.7K
)
Minnesota (51.8K)
Indiana (64.4K)
Virginia (86.1K)
Nebraska (24.9K
)
Iowa (42.7K
)
Maryland (85.4K
)
South D
akota (8.4K)
Pennsylvania (113K
)
Illinois (174.4K)
Michigan (87.3K
)
Delaw
are (14.4K)
District of C
olumbia (11.9K
)
Rhode Island (18.5K
)
Maine (3.8K
)
Verm
ont (1.4K)
New
Ham
pshire (6.4K)
Connecticut (49K
)
Massachusetts (115.9K
)
New
Jersey (181.7K)
New
York (417.1K
)
Day
s to
Dou
ble
U.S. State (and/or D.C.)"USA" is State Average
Days to Double By State(based on 7-day trend)
Sources: Data for U.S. States is from https://www.worldometers.info/coronavirus.
PERCENT TESTING POSITIVE BY STATE 24% of those tested in Mississippi the past week tested positive to COVID-19. Arizona and Florida are still in trouble, but showing improvement.
24.1
%22
.0%
19.1
%19
.0%
16.4
%16
.3%
15.5
%14
.5%
14.1
%13
.5%
12.0
%10
.6%
9.6%
9.6%
9.3%
8.5%
8.5%
8.1%
7.9%
7.9%
7.9%
7.9%
7.8%
7.5%
7.1%
6.9%
6.5%
6.3%
6.1%
5.9%
5.8%
5.6%
5.3%
5.2%
4.7%
4.5%
4.4%
4.0%
3.9%
3.8%
3.7%
2.9%
2.7%
2.5%
2.5%
2.3%
2.3%
1.6%
1.1%
1.1%
0.7%
0.6%
0.0%
5.0%
10.0%
15.0%
20.0%
25.0%
30.0%
Mississippi
Arizona
Florida
Alabam
a
Idaho
Kansas
South C
arolina
Nevada
Georgia
Missouri
Texas
Arkansas
Utah
Louisiana
Iowa
Tennessee
Nebraska
US
A Average
Indiana
Wyom
ing
Oklahom
a
Kentucky
California
Colorado
Wisconsin
North D
akota
Virginia
North C
arolina
South D
akota
Pennsylvania
Maryland
Ohio
Oregon
Washington
Rhode Island
Minnesota
Delaw
are
New
Mexico
Montana
Illinois
Haw
aii
West V
irginia
Massachusetts
Alaska
Michigan
District O
f Colum
bia
New
Ham
pshire
New
Jersey
Connecticut
New
York
Maine
Verm
ontPe
rcen
t Tes
ting
Posi
tive
(Pas
t 7 D
ays)
U.S. State (and/or D.C.)"USA" is State Average
Percent Testing Positive By State(based on 7-day Average)
Sources: Data for U.S. States is from https://www.worldometers.info/coronavirus.
CONFIRMED INFECTIONS / POPULATION BY STATE NY & NJ peaked at 62% of total U.S. cases on March 25, but trended down to 15% of total reported cases today. According to Dr. Robert Redfield, director of the U.S. CDC, 10 times more people have antibodies in the jurisdictions tested
than had documented infections. Source: https://time.com/5859790/cdc-coronavirus-estimates/ This implies the true U.S. infection rate may be 10.34% rather than 1.34% (or 44 MM rather than 4.4 MM Americans) Arizona, Louisiana and Florida have been rapidly ascending on this list
2.36
%
2.26
%
2.25
%
2.09
%
2.01
%
1.78
%
1.75
%
1.68
%
1.68
%
1.65
%
1.61
%
1.60
%
1.48
%
1.42
%
1.41
%
1.40
%
1.39
%
1.37
%
1.37
%
1.35
%
1.34
%
1.31
%
1.29
%
1.20
%
1.18
%
1.09
%
1.05
%
1.01
%
0.95
%
0.93
%
0.93
%
0.92
%
0.90
%
0.88
%
0.87
%
0.85
%
0.83
%
0.79
%
0.77
%
0.73
%
0.72
%
0.72
%
0.62
%
0.47
%
0.44
%
0.41
%
0.36
%
0.34
%
0.32
%
0.29
%
0.22
%
0.12
%
0.00%
0.50%
1.00%
1.50%
2.00%
2.50%
Louisiana
New
York
Arizona
New
Jersey
Florida
Mississippi
Rhode Island
Massachusetts
District O
f Colum
bia
Alabam
a
Georgia
South C
arolina
Delaw
are
Nevada
Tennessee
Maryland
Texas
Connecticut
Illinois
Iowa
United S
tates
Arkansas
Nebraska
Utah
California
North C
arolina
Idaho
Virginia
South D
akota
Indiana
New
Mexico
Minnesota
Kansas
Pennsylvania
Michigan
Wisconsin
Oklahom
a
North D
akota
Colorado
Ohio
Missouri
Washington
Kentucky
New
Ham
pshire
Wyom
ing
Oregon
Alaska
West V
irginia
Montana
Maine
Verm
ont
Haw
aii
Infe
ctio
n R
ate
Per P
erso
n(S
tate
Con
firm
Infe
cted
/ S
tate
Tot
al P
opul
atio
n)
U.S. State (and/or D.C.)
Confirmed Infection Rate By State (Today)
Total USA Confirmed Infected = 1.339%
Sources: Data for U.S. States is from https://www.worldometers.info/coronavirus.
PERCENT OF POPULATION TESTING POSITIVE 0.34% of the entire Florida population tested positive in the past 7 days 0.32% of the entire Louisiana population tested positive in the past 7 days Mississippi & Arizona not far behind.
0.34
%
0.32
%
0.30
%
0.26
%
0.25
%
0.25
%
0.24
%
0.23
%
0.21
%
0.18
%
0.18
%
0.18
%
0.18
%
0.17
%
0.15
%
0.14
%
0.13
%
0.12
%
0.11
%
0.11
%
0.11
%
0.11
%
0.11
%
0.10
%
0.10
%
0.10
%
0.09
%
0.09
%
0.09
%
0.08
%
0.08
%
0.08
%
0.08
%
0.07
%
0.07
%
0.07
%
0.07
%
0.06
%
0.06
%
0.06
%
0.05
%
0.05
%
0.05
%
0.05
%
0.03
%
0.03
%
0.03
%
0.03
%
0.02
%
0.02
%
0.01
%
0.01
%
0.00%
0.05%
0.10%
0.15%
0.20%
0.25%
0.30%
0.35%
0.40%
Florida
Louisiana
Mississippi
Arizona
Alabam
a
Tennessee
Georgia
Nevada
South C
arolina
Idaho
Texas
Oklahom
a
Arkansas
California
Missouri
US
A
North C
arolina
Utah
Wisconsin
North D
akota
Alaska
Iowa
Nebraska
Maryland
New
Mexico
Kansas
Kentucky
Delaw
are
Virginia
Indiana
Minnesota
Illinois
Ohio
Washington
District O
f Colum
bia
Colorado
Montana
Rhode Island
Wyom
ing
South D
akota
Oregon
Pennsylvania
West V
irginia
Michigan
New
Jersey
Massachusetts
Connecticut
New
York
Haw
aii
New
Ham
pshire
Maine
Verm
ont
Perc
ent o
f Pop
ulat
ion
"USA" is National Average
Percent of Population Testing Positive the Past 7 DaysPositive Cases divided by population
Sources: Data for U.S. States is from https://www.worldometers.info/coronavirus.
INFECTIONS RATES VS TESTING RATES BY STATE You cannot measure what you cannot see. National testing rate continues to rise. Obviously, states that have tested more have found more cases.
NY
NJ
CA
MI
MA
FL
WA
IL
PA
LA
TX
GA
CO
CT
OH
TN
IN
MD
NC
WI
AZ
MO
VA
NV
ALSC
MS
UT
OR
MN
AR
DC
OK
KY
IA
ID
KS
NH
NM
ME
DE
VT
HI
MT
NE
WV AK
ND
SD
WY
USA
16.62%1.34%
y = 0.0496x + 0.0032R² = 0.2296
0.04%
0.54%
1.04%
1.54%
2.04%
7.5% 10.0% 12.5% 15.0% 17.5% 20.0% 22.5% 25.0% 27.5% 30.0% 32.5%
Infe
ctio
n R
ate
(Per
cent
of P
opul
atio
n)
Testing Rate (Percent of Population)
Confirmed Infection Rate vs. Testing Rate
Infection Rate vs. Testing Rate USA Linear (Infection Rate vs. Testing Rate)
WEEKLY TREND BY STATE 32 states/DC saw increased cases over last week. 19 showed declines. A week ago, it was a 42/9 +/- ratio. 33 states/DC improved since last week. 18 digressed since last week. CA, FL and TX are driving the nation and all three showed week-over-week improvement. Highest percentage increases coming from lower nominal case states.
Sources: Data for U.S. States is New York Times - https://github.com/nytimes/covid-19-data
-29%
-27%
2%
7%
-16% 1%
27% 29%
33% 16%12% 41% 11% 20% 0% 8% 25%
22%18% 45% 0% 6% 40% -5% 16% 3% 16% 18% 18% 27% 11% 10%
12% 6% 10%5%
30% 3% 14% -8% 25% -4% 16% 3% 28% -4% 45%13%
13% 12%
18%
HI0.3
NJ2.8 CT
0.9
OK7.1 RI
0.6NE2.1
MO8.8
AK0.8
MS9.1
ND0.9
CO4.1
MD6.2 DC
0.5
IL9.9
SD0.5
NM2.3 WY
0.3
VA7.7
TN15.9
KY4.3
GA23.1
AR5.5
IN5.8 WV
0.9MA2.1
MN4.7
WI6.6
PA6.5 NH
0.2DE0.8
MT0.8
CA66.9
LA15.0
NC13.4
NY5.0
OH9.0 MI
4.8
FL72.4
OR2.2
UT3.9
AL12.2
IA3.4
ID3.5
KS2.9
WA5.6
AZ18.6
NV7.1
SC11.0
ME0.1
TX56.6
VT0.0
(50)
(25)
-
25
50
75
100
125
-50%
-25%
0%
25%
50%
75%
100%
125%
HI
NJ
CT
OK
RI
NE
MO
AK
MS
ND
CO
MD
DC
IL SD
NM
WY
VA
TN KY
GA
AR
IN WV
MA
MN
WI
PA
NH
DE
MT
CA
LA NC
NY
OH
MI
FL OR
UT
AL
IA ID KS
WA
AZ
NV
SC
ME
TX VT
Wee
kly
New
Cas
es
(Tho
usan
ds)
Rat
es o
f New
Infe
ctio
n(P
erce
ntag
es a
bove
/bel
ow b
ars
was
last
wee
k)
U.S. State (and/or D.C.)
New Infections Over 7 Days Versus Prior 7 Days
Improved This Week Worse This Week Number of weekly cases (Thousands)
POSITIVE TESTS AND CUMULATIVE TESTING Testing is ramping up. This may be the only log scale graph we want when it comes to COVID-19. ~10% of those tested have test positive today. Uptrend of those testing positive over the last few weeks is a likely sign that increasing case counts are not merely
just a function of more testing.
Sources: Data from prior day’s end is the “European CDC – Latest Situation Update Worldwide.” Data for U.S. State and intraday measures is https://www.worldometers.info/coronavirus.
26%
20%21%
16%
20%
18%
20%
21%21%
17%
18%
12%
9%
11%
8%
24%
14%
11%10%
12%
10%
14%
12%
11%
8%
10%
8%
10%9%10%
5%6%
7%
6%
8%7%
7%
5%5%5%5%
6%6%6%
5%
6%6%
4%4%
6%6%
5%5%4%4%4%
5%5%6%
4%4%4%4%
5%5%5%4%
5%5%5%5%
7%
6%6%7%
5%
7%8%7%
6%7%7%
8%8%8%
7%
10%
8%
9%8%
8%
10%
8%8%8%
9%8%
9%9%
8%9%
8%
9%8%
7%
10%
0.30.40.60.70.91.01.21.31.51.61.82.12.32.52.83.03.23.43.73.94.24.44.74.95.25.45.76.06.36.67.07.37.67.98.38.79.09.49.810.210.711.111.511.812.312.612.913.313.814.214.615.015.515.916.416.917.417.918.218.719.119.620.220.721.221.622.122.523.123.624.224.725.225.726.226.827.428.028.629.329.930.531.231.932.533.233.734.335.035.736.537.237.938.639.440.241.041.842.643.444.144.945.746.547.448.2
-
10
20
30
40
50
60
0.0%
2.5%
5.0%
7.5%
10.0%
12.5%
15.0%
17.5%
20.0%
22.5%
25.0%
27.5%
30.0%
4/10/20204/12/20204/14/20204/16/20204/18/20204/20/20204/22/20204/24/20204/26/20204/28/20204/30/20205/2/20205/4/20205/6/20205/8/20205/10/20205/12/20205/14/20205/16/20205/18/20205/20/20205/22/20205/24/20205/26/20205/28/20205/30/20206/1/20206/3/20206/5/20206/7/20206/9/20206/11/20206/13/20206/15/20206/17/20206/19/20206/21/20206/23/20206/25/20206/27/20206/29/20207/1/20207/3/20207/5/20207/7/20207/9/20207/11/20207/13/20207/15/20207/17/20207/19/20207/21/20207/23/20207/25/20207/27/2020
Cum
ulat
ive
Test
s (M
illio
ns)
Perc
ent o
f Pos
itive
Test
s
Percentage of Positive Tests and Cumulative Testing
Cumulative Daily Cumulative Test Number
Sources: Data for U.S. States is from https://www.worldometers.info/coronavirus.
COVID-19 MORTALITY AS OF TODAY We know the true infection rate is much higher than confirmed case count based on antibody testing, testing
capacity constraints, high amounts of asymptomatic infections, so actual mortality rate is likely meaningfully overstated (perhaps by 10X according to CDC estimates).
7/28/2020, 3.45%
0%
1%
2%
3%
4%
5%
6%
7%
8%
3/1/2020
3/8/2020
3/15/2020
3/22/2020
3/29/2020
4/5/2020
4/12/2020
4/19/2020
4/26/2020
5/3/2020
5/10/2020
5/17/2020
5/24/2020
5/31/2020
6/7/2020
6/14/2020
6/21/2020
6/28/2020
7/5/2020
7/12/2020
7/19/2020
7/26/2020
Num
ber o
f Dea
ths
Div
ided
By
Rep
orte
d C
ases
Mortality Rate in U.S.A.
Mortality Rate
7/28/2020
DISCLOSURESWhile health datasets and economic and financial market data have become uniquely coupled (more than typical) by this immediate COVID-19 pandemic crisis, nothing in this presentation is meant to represent a trading recommendation of any kind for any individual asset class or security.
The presentation seeks to find a best estimate of the COVID-19 outbreak as it stands today and build reasonable forecasts for the next day, next week or next 28 days. They are speculative, but simply represent our best speculation.
Salisbury Trust Wealth Advisory Services does not have any unique expertise on viruses or pandemics. Our modeling of the virus assumes a predictable mathematical path (across borders) based statistical analysis. However, while we believe the information to be sound, it may be subject to significant errors.
To the extent this presentation includes any information on past returns, past returns are not indicative of future returns.
Sources: • The source for any S&P 500 Index (Daily) Data, will be Yahoo Finance (^GSPC). It will be shown assuming historical
dividends are reinvested and in U.S. Dollar terms.• Data from prior day’s end is the “European CDC – Latest Situation Update Worldwide.” • Data for intraday (nationwide) snapshots and the prior day’s individual U.S. States is
https://www.worldometers.info/coronavirus• Data for state geographic size is: https://statesymbolsusa.org/symbol-official-item/national-us/uncategorized/states-size • Data for average daily state temperature is: https://www.currentresults.com/Weather/US/average-annual-state-
temperatures.php (Virginia temperatures used for Washington DC.)• Data for state population: Census.gov. [Population, Population Change, and Estimated Components of Population Change:
April 1, 2010 to July 1, 2019 (NST-EST2019-alldata)].• Data for U.S. States is New York Times - https://github.com/nytimes/covid-19-data