DEU FRA CAN # of people (log scale) IND ESP USA BEL · BEL Days since 1 death per million # of...

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20,000,000 2,000,000 200,000 20,000 2,000 200 20 Jan 2020 Feb 2020 Mar 2020 Apr 2020 May 2020 Jun 2020 1. World: Evolution of confirmed COVID-19 cases and recoveries Total confirmed cases and recoveries NBF Economics and Strategy (data via Johns Hopkins CSSE) Confirmed recoveries Confirmed cases # of people (log scale) 10,000 1,000 100 10 1 10 20 30 40 50 60 70 80 90 100 110 120 2. World: Evolution of confirmed COVID-19 cases for selected countries Cases per one million population, days since 1 case per million NBF Economics and Strategy (data via Worldometers, Johns Hopkins CSSE) CAN KOR FRA DEU BEL USA Days since 1 case per million ESP # of people (log scale) IND

Transcript of DEU FRA CAN # of people (log scale) IND ESP USA BEL · BEL Days since 1 death per million # of...

Page 1: DEU FRA CAN # of people (log scale) IND ESP USA BEL · BEL Days since 1 death per million # of people (log scale) 5. Evolution of the COVID-19 pandemic, selected countries Daily change

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1. World: Evolution of confirmed COVID-19 cases and recoveriesTotal confirmed cases and recoveries

NBF Economics and Strategy (data via Johns Hopkins CSSE)

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recoveries

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cases

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2. World: Evolution of confirmed COVID-19 cases for selected countriesCases per one million population, days since 1 case per million

NBF Economics and Strategy (data via Worldometers, Johns Hopkins CSSE)

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3. Europe: COVID-19 deaths versus South KoreaDeaths per one million population, days since 1 death per million

NBF Economics and Strategy (data via Johns Hopkins CSSE, Worldometers)

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4. North America: COVID-19 deaths versus selected countriesDeaths per one million population, days since 1 death per million

NBF Economics and Strategy (data via Johns Hopkins CSSE, Worldometers)

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Page 3: DEU FRA CAN # of people (log scale) IND ESP USA BEL · BEL Days since 1 death per million # of people (log scale) 5. Evolution of the COVID-19 pandemic, selected countries Daily change

5. Evolution of the COVID-19 pandemic, selected countries

Daily change in new cases and in total active cases, 3 day moving average (data via Johns Hopkins CSSE)

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NBF Economics and Strategy

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Page 4: DEU FRA CAN # of people (log scale) IND ESP USA BEL · BEL Days since 1 death per million # of people (log scale) 5. Evolution of the COVID-19 pandemic, selected countries Daily change

5. Evolution of the COVID-19 pandemic, selected countries (continued)

Daily change in new cases and in total active cases (data via Johns Hopkins CSSE)

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NBF Economics and Strategy

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NBF Economics and Strategy

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NBF Economics and Strategy

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Page 5: DEU FRA CAN # of people (log scale) IND ESP USA BEL · BEL Days since 1 death per million # of people (log scale) 5. Evolution of the COVID-19 pandemic, selected countries Daily change

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6. Canada: COVID-19 cases versus selected countriesCases per one million population, days since 1 case per million

NBF Economics and Strategy (data via Johns Hopkins CSSE, Worldometers)

SWE

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7. Canada: COVID-19 deaths versus selected countriesDeaths per one million population, days since 1 death per million

NBF Economics and Strategy (data via Johns Hopkins CSSE, Worldometers)

SWE

QC

Days since 1 death per million

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AB

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Page 6: DEU FRA CAN # of people (log scale) IND ESP USA BEL · BEL Days since 1 death per million # of people (log scale) 5. Evolution of the COVID-19 pandemic, selected countries Daily change

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8. Latin America: COVID-19 cases versus selected countriesCases per one million population, days since 1 case per million

NBF Economics and Strategy (data via https://coronavirus.jhu.edu/map.html)

MEX

Days since 1 case per million

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BRA

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9. Latin America: COVID-19 deaths versus selected countriesDeaths per one million population, days since 1 death per million

NBF Economics and Strategy (data via https://coronavirus.jhu.edu/map.html)

MEX

Days since 1 death per million

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Page 7: DEU FRA CAN # of people (log scale) IND ESP USA BEL · BEL Days since 1 death per million # of people (log scale) 5. Evolution of the COVID-19 pandemic, selected countries Daily change

Average daily new Covid-19 cases per million population

March April May Last 28 Days Last 7 Days

China 0.07 0.04 0.00 0.01 0.03 152.2

Israel 19.9 40.8 4.2 12.9 23.6 83.3

South Africa 0.7 2.4 14.7 37.6 60.2 60.2

Sweden 14.1 55.0 52.5 81.5 109.6 34.5

Switzerland 61.8 50.0 4.8 2.2 2.9 33.1

Japan 0.4 3.2 0.7 0.3 0.4 32.1

Turkey 5.2 42.2 16.7 12.8 16.4 28.6

India 0.0 0.8 3.6 6.6 8.3 26.1

Mexico 0.3 4.7 18.0 28.8 34.2 18.6

Brazil 0.9 12.8 64.9 111.5 123.0 10.3

South Korea 4.2 0.6 0.5 0.8 0.9 9.3

United States 18.5 89.4 71.1 65.9 70.9 7.6

Portugal 23.5 57.5 23.6 28.1 29.0 3.4

Norway 27.5 19.0 4.2 2.7 2.6 -4.6

Denmark 15.9 36.2 14.0 7.3 6.9 -5.5

Netherlands 23.7 52.0 13.4 9.9 9.3 -6.1

Austria 36.4 19.5 4.6 3.4 3.1 -6.8

Germany 27.6 36.3 7.9 4.3 3.5 -17.8

Spain 66.2 83.8 18.0 9.3 7.3 -20.7

Italy 55.8 54.9 14.7 6.2 4.9 -21.1

United Kingdom 11.9 71.7 49.2 26.8 19.2 -28.5

France 25.7 58.0 9.9 5.9 4.2 -29.5

Belgium 35.6 102.8 27.4 13.1 8.3 -36.6

Canada 7.2 40.4 32.4 18.8 10.5 -44.3

Finland 8.2 21.5 10.9 4.3 2.0 -54.3

Data via Johns Hopkins CSSE

7 days compared to

28 days (% variation)

10. World, Daily new cases per million population

Page 8: DEU FRA CAN # of people (log scale) IND ESP USA BEL · BEL Days since 1 death per million # of people (log scale) 5. Evolution of the COVID-19 pandemic, selected countries Daily change

Average daily new Covid-19 cases per million population

March April May Last 28 Days Last 7 Days

Saskatchewan 5.0 5.8 7.0 2.2 4.2 91.8

Manitoba 2.4 4.2 0.4 0.4 0.6 50.0

Alberta 5.0 35.2 12.1 6.4 8.2 27.8

British Columbia 6.3 7.2 2.9 2.15 2.66 23.4

New Brunswick 2.9 2.1 0.6 2.0 2.4 18.2

Ontario 4.3 35.0 26.3 22.3 14.0 -37.0

Quebec 15.7 91.3 88.8 39.7 15.4 -61.1

Newfoundland 9.4 6.8 0.2 0.1 0.0 -100.0

Nova Scotia 4.9 27.3 3.6 0.6 0.0 -100.0

Prince Edward Island 4.3 1.3 0.0 0.0 0.0 -

Canada 7.2 40.4 32.4 18.8 10.5 -44.3

Data via Johns Hopkins CSSE

7 days compared to

28 days (% variation)

11. Canada, Daily new cases per million population

¸

12. United States, Daily new cases per million population, selected cities

Average daily new Covid-19 cases per million population

March April May Last 28 Days Last 7 Days

Miami-Dade 25.2 122.0 70.5 95.2 157.5 65.5

Los Angeles 9.7 67.1 102.1 129.4 144.4 11.6

King County (Seattle) 33.3 57.4 27.0 20.3 22.6 11.0

San Francisco 14.5 41.7 39.8 32.3 28.0 -13.2

New York City 71.5 213.1 59.4 30.1 20.7 -31.1

Philadelphia 26.8 276.8 166.2 96.9 63.5 -34.5

Hennepin County (Minneapolis) 5.2 40.4 169.6 129.1 83.6 -35.2

Cook County (Chicago) 28.1 207.2 259.4 136.2 63.0 -53.7

Houston 0.0 7.3 153.1 104.2 -31.1 -129.9

United States 18.5 89.4 71.1 65.9 70.9 7.6

Data via Johns Hopkins CSSE

7 days compared to 28

days (% variation)

Page 9: DEU FRA CAN # of people (log scale) IND ESP USA BEL · BEL Days since 1 death per million # of people (log scale) 5. Evolution of the COVID-19 pandemic, selected countries Daily change

13. United States, Daily new cases per million population

Average daily new Covid-19 cases per million population

March April May Last 28 Days Last 7 DaysHawaii 4.6 9.7 0.8 2.5 6.0 133.7Oregon 5.3 14.4 13.3 20.5 39.2 91.6Montana 6.0 8.0 1.9 5.1 9.2 81.6Florida 10.1 41.8 33.5 58.6 102.1 74.2Arizona 5.7 29.2 54.4 127.7 217.6 70.3South Carolina 6.8 32.4 36.1 78.9 133.1 68.6Oklahoma 4.6 25.7 22.8 30.4 51.3 68.6Wyoming 6.1 25.9 19.2 20.2 33.1 63.9Arkansas 5.6 30.5 42.5 101.8 153.3 50.6Alabama 6.5 41.5 71.5 103.9 155.1 49.3Texas 4.2 28.6 40.0 56.7 83.4 47.1Nevada 11.7 42.6 37.4 51.8 75.9 46.5Alaska 0.8 1.7 0.7 14.4 20.1 40.1Louisiana 36.3 163.1 82.5 102.3 141.5 38.3Idaho 9.3 27.4 15.4 22.5 29.7 32.1Utah 8.8 39.5 51.6 85.0 110.5 29.9North Carolina 4.7 29.3 55.4 90.8 115.2 26.9Washington 23.0 38.9 31.2 36.6 45.6 24.4Tennessee 11.3 40.7 55.8 71.7 87.5 22.1California 6.7 35.4 50.5 69.4 83.5 20.2Georgia 11.9 70.0 63.1 68.0 81.4 19.6Kansas 4.8 45.5 58.5 38.5 43.8 14.0Mississippi 10.2 65.8 94.4 104.1 103.6 -0.5Missouri 6.5 32.7 26.1 31.7 30.7 -3.1South Dakota 3.9 88.2 92.8 75.6 72.0 -4.8Kentucky 4.5 30.4 36.1 38.6 35.6 -7.9Indiana 10.3 77.5 79.9 62.3 56.8 -8.8West Virginia 2.9 17.9 15.9 16.1 14.5 -10.0Ohio 6.1 45.1 48.3 39.7 34.8 -12.3New Mexico 4.8 49.2 65.8 63.8 55.5 -13.0North Dakota 5.2 41.3 63.9 50.2 42.2 -16.0Iowa 5.1 70.2 126.9 100.1 83.0 -17.0Maine 7.3 19.6 29.5 27.0 21.1 -21.7Nebraska 2.9 70.8 163.8 112.8 86.6 -23.2Vermont 15.1 30.6 5.9 10.6 8.0 -24.7Wisconsin 7.8 31.2 64.0 61.6 45.7 -25.8Pennsylviana 12.5 112.0 70.9 45.1 33.2 -26.4Minnesota 3.5 26.6 112.7 86.3 61.5 -28.8Delaware 10.6 151.1 157.8 82.5 56.9 -31.0Connecticut 16.6 71.3 62.1 42.5 29.1 -31.7Maryland 8.9 110.7 165.6 122.0 82.8 -32.1Colorado 28.3 229.7 131.2 64.2 43.4 -32.5New Hampshire 8.5 43.9 59.4 41.2 27.1 -34.2New York 125.7 391.6 110.1 56.5 36.6 -35.2Rhode Island 14.9 255.9 192.1 96.3 61.6 -36.0Virginia 5.3 60.0 108.7 99.1 63.3 -36.1Michigan 24.6 107.6 43.5 32.8 18.8 -42.7New Jersey 67.9 375.1 151.8 68.1 37.9 -44.3Massachusetts 30.9 268.7 162.6 75.1 41.3 -45.0Illinois 15.2 123.3 171.2 95.2 49.0 -48.5United States 18.5 89.4 71.1 65.9 70.9 7.6

Data via Johns Hopkins CSSE

7 days compared to

28 days (% variation)

Page 10: DEU FRA CAN # of people (log scale) IND ESP USA BEL · BEL Days since 1 death per million # of people (log scale) 5. Evolution of the COVID-19 pandemic, selected countries Daily change

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14. New York City: Then vs nowWeekly deaths per 100 000 population: 1918 pandemic vs COVID-19 (COVID-19 last obs.: June 7 to 13)

Weekly deaths per 100 000 population

NBF Economics and Strategy (data via Johns Hopkins CSSE, Wikipedia, Markel and al. Nonpharmaceutical Interventions Implemented

During the 1918-1919 Influenza Pandemic)

COVID-19

1918 pandemic

# of weeksWeek 1: September 14 1918/ March 14 2020

Shaded area represents length of nonpharmaceutical interventions in

1918, line represent start of measures in 2020

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Proportion ofinfluenza andpneumonia deaths

15. United States: Perspective on pandemic related deaths

NBF Economy and Strategy (data via CDC, Census Bureau)

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Proportion ofpopulation

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Spanish flu (1918) COVID-19 (as of June 6)

% %

AgeAge

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16. World: Perspective on trafficDifference in congestion level vs 2019, 7 day moving average (last obs.: June 8-14)

NBF Economics and Strategy (data via Tom Tom Traffic)

Percentage points

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17. World: Perspective on restaurant reservationsYear over year change in restaurant reservations, 7 day moving average (last obs.: June 15)

y/y change

NBF Economics and Strategy (data via Open Table)

CAN

USA

GBR

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Global

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18. World: Back to normal indexGoogle mobility data for retail & recreation, grocery & pharmacy, transit and workplaces, 7-day mov. average

% change from baseline*

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*The baseline is the median value of the corresponding day of the week during the 5 week period from January 3 to February 6

NBF Economics and Strategy (data via Google)

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19. Canada: Back to normal indexGoogle mobility data for retail & recreation, grocery & pharmacy, transit and workplaces, 7-day mov. average

*The baseline is the median value of the corresponding day of the week during the 5 week period from January 3 to February 6

NBF Economics and Strategy (data via Google)

% change from baseline*

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AB

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ON

Page 13: DEU FRA CAN # of people (log scale) IND ESP USA BEL · BEL Days since 1 death per million # of people (log scale) 5. Evolution of the COVID-19 pandemic, selected countries Daily change

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20. Canada: Perspective on financial stressNBF financial stress index

Stdev

NBF Economics and Strategy (data via Bloomberg and Refinitiv)

Lehman bankruptcy

and AIG bailout

U.S. government

credit downgrade

and Eurozone

crisis

Fear of Chinese

recession and

petrol supply

shock

COVID-19

outbreak and

OPEC/Russia oil

price war

NBF Financial Stress Index for Canada

Beta S&P/TSX financials β = cov(r,m)/var(m) calculated daily over a rolling 1- year time horizon, where r = daily percentage change in the

S&P/TSX Financials Total Returns Index. m = daily percentage change in the S&P/TSX Total Returns Index.

Financials bond yield spreadApproximated by the AA-rated long-term corporate bond yield, of which most constituents are financial issuers,

minus the 10-year Canadian government bond yield.

S&P/TSX equity risk premium proxyThe S&P/TSX 12-month forward earnings divided by the price of the index minus the 10-year Canadian

government bond yield.

S&P/TSX historical 1-month volatility 1-month historical volatility of the S&P/TSX.

USD/CAD historical 1-month volatility 1-month historical volatility of the USD/CAD exchange rate.

BBB rated corporate bond yield spread BBB rated long-term corporate bond yield minus the 10-year Canadian government bond yield.

Provincical spread Long-term provincial government bond yield minus the 10-year Canadian government bond yield.

Source: NBF Economics and Strategy (data via Bloomberg and Refinitiv)

Variables Estimation

Page 14: DEU FRA CAN # of people (log scale) IND ESP USA BEL · BEL Days since 1 death per million # of people (log scale) 5. Evolution of the COVID-19 pandemic, selected countries Daily change

.

.

Page 15: DEU FRA CAN # of people (log scale) IND ESP USA BEL · BEL Days since 1 death per million # of people (log scale) 5. Evolution of the COVID-19 pandemic, selected countries Daily change