COVID-19 Pandemic Putting South Africa into global perspective - (As on 15 April 2020)

Page created by Wade Fields
 
CONTINUE READING
COVID-19 Pandemic Putting South Africa into global perspective - (As on 15 April 2020)
COVID-19 Pandemic
 Putting South Africa into
    global perspective
       (As on 15 April 2020)

    Prof Bärbel B Haldenwang
COVID-19 Pandemic Putting South Africa into global perspective - (As on 15 April 2020)
Introduction
This analysis is an example of one of the services that the
IFR offers; clients commission us to scan emerging trends,
change drivers in an industry, or an issue of concern and
compile it into a document, hoping to assist decision-makers
in their sense-making efforts.
Professor Haldenwang has a long, valued relationship with
the IFR; we thank her for this meticulous piece of work.

                          ©BB Haldenwang, IFR
COVID-19 Pandemic Putting South Africa into global perspective - (As on 15 April 2020)
Outline
• Worldwide Covid-19 pandemic situation as on 15 Apr 2020
• South Africa:
   • How many people die annually? What is the age distribution of deaths?
   • Which are the leading causes of death? How does influenza/pneumonia fit into the
     picture?
   • When was the first Covid-19 case reported? Where do we stand now?
• How does the Covid-19 epidemic in South Africa compare to those in severely hit
  countries?
   •   Covid-19 epidemic in China as on 15 Apr 2020
   •   Covid-19 epidemic in Italy as on 15 Apr 2020
   •   Covid-19 epidemic in Germany as on 15 Apr 2020
   •   Covid-19 epidemic in Spain as on 15 Apr 2020
   •   Covid-19 epidemic in the USA as on 15 Apr 2020
• What would happen to the Covid-19 epidemic in South Africa under various
  doubling time estimates?
• Which are the critical areas in South Africa?
• Conclusion
         ©BB Haldenwang, IFR
COVID-19 Pandemic Putting South Africa into global perspective - (As on 15 April 2020)
Covid-19 pandemic in the world
                                     Number of deaths as on 15 April 2020: 137 193

Source: Compiled from Johns Hopkins Coronavirus Resource Centre, 2020.               ©BB Haldenwang, IFR
COVID-19 Pandemic Putting South Africa into global perspective - (As on 15 April 2020)
World Covid-19
        pandemic situation
        as on 15 April 2020
 •   First Covid-19 case detected: 31 Dec 2019
 •   Cumulative number of infected people:
     2.07m
 •   Covid-19 infection rate: 0.266 per 1000
     population
 •   Total number of deaths: 137 193
 •   Covid-19 crude death rate: 0.018 deaths per
     1000 population
 •   Influenza/pneumonia death rate: not
     available
 •   Overall crude death rate: 7.5 deaths per
     1000 population
 •   Number of people recovered from Covid-19:
     517 931

Sources: Compiled from Johns Hopkins Coronavirus Resource Centre, 2020; TradingView, 2020; UN, 2019 (World Population Prospects, 2019
Revision); Worldometer, 2020.                                                                                           ©BB Haldenwang, IFR
COVID-19 Pandemic Putting South Africa into global perspective - (As on 15 April 2020)
How many people die annually
     in South Africa?
 What is the age distribution of
            deaths?
(Please note that the most recently available data on causes of death is for 2017, published in March 2020)

      ©BB Haldenwang, IFR
COVID-19 Pandemic Putting South Africa into global perspective - (As on 15 April 2020)
Total number of deaths in
           SA (2017)
            446 544

  0-19 year-olds: 37 689 (8.4% of all deaths)
  20-64 year-olds: 244 749 (55% of all deaths)
  65+ year-olds: 162 764 (36.6% of all deaths)

Source: Compiled from StatsSA, 2020. Mortality and cause of death in South Africa, 2017.   ©BB Haldenwang, IFR
COVID-19 Pandemic Putting South Africa into global perspective - (As on 15 April 2020)
Which are the leading causes of
    death in South Africa?

How does influenza/pneumonia
     fit into the picture?
             ©BB Haldenwang, IFR
COVID-19 Pandemic Putting South Africa into global perspective - (As on 15 April 2020)
10 Leading underlying causes of death in SA, 2017

• TB, diabetes and                                           Rank       Cause of death              Number      % of total
  cerebrovascular diseases                                       1      TB                          28 675           6.4
  are the leading causes of                                      2      Diabetes                    25 336           5.7
  death, responsible for 17.1%
  of all deaths                                                  3      Cerebrovascular diseases    22 259           5.0
                                                                 4      Other heart diseases        22 098           4.9
• Influenza/pneumonia is in 7th
  position, resulting in                                         5      HIV                         21 439           4.8
  approximately 19 000 deaths                                    6      Hypertensive diseases       19 900           4.5
  per annum (or 52 per day),                                     7      Influenza/pneumonia         18 837           4.2
  constituting about 4.2% of all
                                                                 8      Chronic lower respiratory   13 167           2.9
  deaths in the country                                                 diseases
• Influenza/pneumonia death                                      9      Ischaemic heart diseases    12 766           2.9
  rate is 0.32 deaths per 1000                                  10      Other viral diseases        12 622           2.8
  population

Source: Compiled from StatsSA, 2020. Mortality and cause of death in South Africa, 2017.                     ©BB Haldenwang, IFR
COVID-19 Pandemic Putting South Africa into global perspective - (As on 15 April 2020)
• In SA influenza/pneumonia is
  the leading cause of death
  among children aged 1-14
  years and the 2nd leading                                       Ranking of influenza/pneumonia as cause of death
                                                                                  in SA by age, 2017
  cause of death among babies
  younger than 1 year, whilst                                        Age              Rank     Number   % of all causes
  among those aged 45-64 and                                        0                      2   1 5518         7.8
  the elderly aged 65+ it is only                                   1-14                   1     817          7.1
  the 7th leading cause of deaths                                   14-44                  4    4 645         3.8
• Amongst the elderly in SA,                                        45-64                  7    4 893         3.8
  diabetes, cerebrovascular                                         65+                    7    6 894         4.2
  diseases and hypertensive
  diseases are the 3 leading
  causes of death

Source: Compiled from StatsSA, 2020. Mortality and cause of death in South Africa, 2017.                    ©BB Haldenwang, IFR
When was the first Covid-19
  case in SA reported?

 Where do we stand now?
           ©BB Haldenwang, IFR
• The first case of Covid-19 in SA was
  reported on 6 March 2020
• Since then the number of daily
  confirmed cases of Covid-19
  increased steadily, reaching a peak of
  243 cases reported on 27 March
  2020
• Pres Ramaphosa announced the 21
  day lockdown on 23 March, just
  before a relatively sharp increase in
  confirmed Covid-19 cases
• Since lockdown started on 27 March
  the daily number of confirmed cases
  has declined significantly and
  fluctuated at a relatively low level
  (
Average number of
     Covid-19 cases per
           week
 • Prior to the national lockdown, the
   average number of new
   confirmed Covid-19 cases per
   week increased rapidly from 2 to
   111
 • Since the lockdown, the average
   number of new cases per week
   has declined to 67
 • The average for the last 6 days is
   95
 • The average for the next couple
   of weeks will give an indication of
   whether the infection curve is
   turning upwards towards an
   exponential growth in new cases
                                                                           ©BB Haldenwang, IFR
Source: Calculated from Johns Hopkins Coronavirus Resource Centre, 2020.
• On a cumulative basis, the number
                                                                 Number of deaths as on 15 April 2020: 34
  of confirmed Covid-19 cases in SA
  has increased to 2 506 as on 15
  April 2020
• Does the lockdown have an impact
  on the number of confirmed Covid-
  19 cases?
• YES, the number of confirmed
  cases has declined and stabilized
  at a significantly lower level than
  prior to lockdown
• Is the infection curve flattening at
  the top?
• YES, it is flattening, but the next
  couple of weeks will give an
  indication of whether the infection
  curve will remain flat or increase
  exponentially as generally
  expected by epidemiologists

Source: Compiled from Johns Hopkins Coronavirus Resource Centre, 2020.                                 ©BB Haldenwang, IFR
South Africa Covid-19                                            Cumulative number of confirmed Covid-19 cases,
                                                                              deaths and recoveries in SA
    epidemic situation as                                                       (log scale on vertical axis)
    on 15 April 2020
•   First Covid-19 case detected: 6 Mar 2020
•   Cumulative number of infected people:
    2 506 (0.12% of world infected total vs 0.8% of world
    population)
•   Covid-19 infection rate: 0.042 per 1000 population
•   Total number of deaths: 34 (0.025% of world total)
•   Covid-19 crude death rate: 0.0006 deaths per 1000
    population
•   Influenza/pneumonia death rate: 0.320 per 1000
    population
•   Overall crude death rate (all causes): 9.5 deaths per
    1000 population
•   Number of people recovered from Covid-19: 410
    (0.08% of world total)
•   Number of tests done: 90 515 or 1 526 per 1m
    population

Sources: Compiled from Johns Hopkins Coronavirus Resource Centre, 2020; TradingView, 2020; UN, 2019 (World Population Prospects, 2019
Revision); WHO, 2018 Mortality Database; Worldometer, 2020.                                                            ©BB Haldenwang, IFR
How does the Covid-19 epidemic
in South Africa compare to those
 in severely hit countries such as
China, Italy, Germany, Spain and
             the USA?
               ©BB Haldenwang, IFR
Covid-19 epidemic in China
                                     Number of deaths as on 15 April 2020: 3 346

Source: Compiled from Johns Hopkins Coronavirus Resource Centre, 2020.             ©BB Haldenwang, IFR
China Covid-19
        epidemic situation
        as on 15 April 2020
 •   First Covid-19 case detected: 31 Dec 2019
 •   Cumulative number of infected people:
     83 402 (4.0% of world infected total vs 18% of
     world population)
 •   Covid-19 infection rate: 0.058 per 1000 population
 •   Total number of deaths: 3 346 (2.4% of world
     total)
 •   Covid-19 crude death rate: 0.002 deaths per 1000
     population
 •   Influenza/pneumonia death rate: not available
 •   Overall crude death rate: 7.1 deaths per 1000
     population
 •   Number of people recovered from Covid-19:
     78 374 (15.1% of world total)
 •   Number of tests done: not available

Sources: Compiled from Johns Hopkins Coronavirus Resource Centre, 2020; TradingView, 2020; UN, 2019 (World Population Prospects, 2019
Revision); WHO, 2018 Mortality Database; Worldometer, 2020.                                                             ©BB Haldenwang, IFR
Covid-19 epidemic in Italy
                                   Number of deaths as on 15 April 2020: 21 645

Source: Compiled from Johns Hopkins Coronavirus Resource Centre, 2020.            ©BB Haldenwang, IFR
Italy Covid-19
      epidemic situation
      as on 15 April 2020
 •   First Covid-19 case detected: 31 Jan 2020
 •   Cumulative number of infected people: 165 155
     (8.0% of world infected total vs 0.8% of world
     population)
 •   Covid-19 infection rate: 2.732 per 1000 population
 •   Total number of deaths: 21 645 (15.8% of world total)
 •   Covid-19 crude death rate: 0.358 deaths per 1000
     population
 •   Influenza/pneumonia death rate: 0.201 per 1000
     population
 •   Overall crude death rate: 10.5 deaths per 1000
     population
 •   Number of people recovered from Covid-19:
     38 092 (7.4% of world total)
 •   Number of tests done: 1 117 404 or 18 481 per 1m
     population

Sources: Compiled from Johns Hopkins Coronavirus Resource Centre, 2020; TradingView, 2020; UN, 2019 (World Population Prospects, 2019
Revision); WHO, 2018 Mortality Database; Worldometer, 2020.                                                              ©BB Haldenwang, IFR
Covid-19 epidemic in Germany
                                  Number of deaths as on 15 April 2020: 3 804

Source: Compiled from Johns Hopkins Coronavirus Resource Centre, 2020.          ©BB Haldenwang, IFR
Germany Covid-19
       epidemic situation
       as on 15 April 2020
 •   First Covid-19 case detected: 28 Jan 2020
                                                                                                       National social
 •   Cumulative number of infected people:                                                              distancing
     134 753 (6.5% of world infected total vs 1.1% of                                                    measures
     world population)                                                                                  commence
                                                                                                         (22.3.20)
 •   Covid-19 infection rate: 1.608 per 1000 population
 •   Total number of deaths: 3 804 (2.8% of world total)
 •   Covid-19 crude death rate: 0.045 deaths per 1000
     population
 •   Influenza/pneumonia death rate: 0.254 per 1000
     population
 •   Overall crude death rate: 11.2 deaths per 1000
     population
 •   Number of people recovered from Covid-19: 77 000
     (14.9% of world total)
 •   Number of tests done: 1 728 357 or 20 629 per 1m
     population

Sources: Compiled from Johns Hopkins Coronavirus Resource Centre, 2020; TradingView, 2020; UN, 2019 (World Population Prospects, 2019
Revision); WHO, 2018 Mortality Database, Worldometer, 2020.                                                              ©BB Haldenwang, IFR
Covid-19 epidemic in Spain
                                  Number of deaths as on 15 April 2020: 18 812

Source: Compiled from Johns Hopkins Coronavirus Resource Centre, 2020.
Spain Covid-19
       epidemic situation
       as on 15 April 2020
•   First Covid-19 case detected: 1 Feb 2020
•   Cumulative number of infected people:
    180 659 (8.7% of world infected total vs 0.6% of
    world population)
•   Covid-19 infection rate: 3.864 per 1000 population
•   Total number of deaths: 18 812 (13.7% of world
    total)
•   Covid-19 crude death rate: 0.402 deaths per 1000
    population
•   Influenza/pneumonia death rate: 0.229 per 1000
    population
•   Overall crude death rate: 9.0 deaths per 1000
    population
•   Number of people recovered from Covid-19: 70 853
    (13.7% of world total)
•   Number of tests done: 650 755 or 13 918 per 1m
    population

Sources: Compiled from Johns Hopkins Coronavirus Resource Centre, 2020; TradingView, 2020; UN, 2019 (World Population Prospects, 2019
Revision); WHO, 2018 Mortality Database; Worldometer, 2020.
Covid-19 epidemic in the USA
                                 Number of deaths as on 15 April 2020: 30 985

Source: Compiled from Johns Hopkins Coronavirus Resource Centre, 2020.
USA Covid-19
    epidemic situation as
    on 15 April 2020
•   First Covid-19 case detected: 22 Jan 2020
•   Cumulative number of infected people: 639 664
    (30.9% of world infected total vs 4.2% of world
    population)
•   Covid-19 infection rate: 1.933 per 1000
    population
•   Total number of deaths: 30 985 (22.6% of world
    total)
•   Covid-19 crude death rate: 0.094 deaths per
    1000 population
•   Influenza/pneumonia death rate: 0.178 per 1000
    population
•   Overall crude death rate: 8.7 deaths per 1000
    population
•   Number of people recovered from Covid-19:
    52 738 (10.2% of world total)
•   Number of tests done: 3 258 879 or 9 845 per
    1m population

Sources: Compiled from Johns Hopkins Coronavirus Resource Centre, 2020; TradingView, 2020; UN, 2019 (World Population Prospects, 2019
Revision); WHO, 2018 Mortality Database; Worldometer, 2020.
Covid-19 pandemic indicators: Comparison between China, Italy,
 Germany, Spain, the USA and South Africa (15 Apr 2020)
  Covid-19 indicator             South Africa     China           Italy        Germany          Spain           USA           World

  No of infections                  2 506         83 402        165 155         134 753        180 659        639 664       2 069 819

  % of all Covid-19 infections       0.12          4.0             8.0            6.5            8.7            30.9

  Infection rate (per 1000          0.042         0.058          2.732           1.608          3.864          1.933           0.266
  population)
  No deaths                          34           3 346          21 645          3 804         18 812          30 985        137 193

  % of all Covid-19 deaths           0.03          2.4            15.8            2.8            13.7           22.6

  Covid-19 death rate (per         0.0006         0.002          0.358           0.045          0.402          0.094           0.018
  1000 population
  Case fatality rate (deaths         1.4           4.0            13.1            2.8            10.4           4.8             6.6
  per 100 infections)
  Number recovered                   410          78 374         38 092         77 000         70 853          52 738        517 931

  % of all recovered                 0.08          15.1            7.4           14.9            13.7           10.2

  Number of tests done             90 515          n/a          1 117 404      1 728 357       650 755       3 258 879          n/a

  Tests per 1m population           1 526          n/a           18 481         20 629         13 918          9 845            n/a

Sources: Compiled from Johns Hopkins Coronavirus Resource Centre, 2020; TradingView, 2020; UN, 2019 (World Population Prospects, 2019
Revision); WHO, 2018 Mortality Database; Worldometer, 2020.
Cumulative number of confirmed Covid-19 cases
       for various countries

                             •   Initially, China dominated the Covid-19 pandemic with
                                 almost no infections in other countries
                             •   Since early March infections started spreading around
                                 the globe
                             •   Now, the USA has the largest number of infections,
                                 followed by Spain, Italy, Germany, France and the UK,
                                 with China in 7th position
                             •   About 41.7% of Covid-19 infections are found in other
                                 countries

Source: Compiled from Johns Hopkins Coronavirus Resource Centre, 2020.
% distribution of confirmed Covid-19                               % distribution of confirmed Covid-
    infections for various countries,                                 19 deaths for various countries,
               15 Apr 2020                                                       15 Apr 2020

Source: Compiled from Johns Hopkins Coronavirus Resource Centre, 2020.
Covid-19 pandemic development: Comparison between
         China, Italy, Germany, Spain, the USA and South Africa

Source: Compiled from Johns Hopkins Coronavirus Resource Centre, 2020.
Doubling times of Covid-19 infections in China,
    Italy, Germany, Spain, USA and South Africa

Source: Own calculations based on data from Johns Hopkins Coronavirus Resource Centre, 2020.
Doubling times of Covid-19 infections in China, Italy, Germany,
                        Spain, USA and South Africa
  •   For the infection curve to flatten at the top, the doubling time in infections has to increase or lengthen in days
  •   In China the infection doubling time has increased from 2 to 9 days and then to 21 days (Slide 29), resulting in
      the infection curve to flatten since mid-Feb (Slide 28). Currently, the doubling time is 65 days
  •   In Italy the infection doubling time hovered between 1 and 3 days until early Mar after which it slowly increased
      from 4 to 18 days (Slide 29), resulting in a slight flattening of the infection curve during the past week (Slide
      28)
  •   In Germany the infection doubling time fluctuated between 1 and 3 days until mid-Fed, followed by a steady
      lengthening in the doubling time to a current 16 days (Slide 29), with the infection curve flattening (Slide 28)
  •   In the USA the doubling time in the early phase of the pandemic was rather long, followed by a decline to 2
      days in early Mar. Since then the infection doubling time has fluctuated between 2 and 4 days for about 3
      weeks. It is only since the end of Mar that the doubling time started lengthening to the current 11 days (Slide
      29), with no indication yet of a flattening of the curve (Slide 28)
  •   In Spain the infection doubling time was fluctuating between 1 and 2 days until 12 Mar, after which it increased
      to 4 days. Since the end of Mar the doubling time started increasing to the current 15 days (Slide 29), with the
      infection curve flattening slightly (Slide 28)
  •   In SA the infection doubling time hovered between 1 and 3 days until 24 Mar, followed by a strong increase to
      the current 17 days (Slide 29), resulting in a flattening of the curve since 27 Mar, the day that lockdown started
      (Slide 28)

Source: Own calculations based on data from Johns Hopkins Coronavirus Resource Centre, 2020.
What could happen to the
Covid-19 epidemic in South Africa
 under various doubling times?

              ©BB Haldenwang, IFR
Various Covid-19 doubling time estimates
•   Although SA still has a relatively small
    number of confirmed Covid-19 infections, and
    although the infection curve seems to be
    flattening, it needs to be remembered that the
    number and percentage of people tested for
    the virus are still very low and the epidemic
    has not yet spread widely into the community
•   Should the doubling time remain at the
    current 17 days, 5 900 would be infected by 5
    May 2020, ie, shortly after the lockdown
•   BUT what if the doubling time would decline
    to 10, 5 or 3 days as more people are being
    tested and the epidemic spreads to the
    community?
•   At a 10 day doubling time, 10 000 would be
    infected by 5 May 2020
•   At a 5 day doubling time, 40 100 would be
    infected by 5 May 2020
•   At a 3 day doubling time, 267 300 would be
    infected by 5 May 2020
•   It is therefore of the utmost importance that
    the doubling time remains high to prevent an
    exponential growth in new cases

Source: Own calculations.   ©BB Haldenwang, IFR
BUT is it possible to keep the
 doubling time high, therefore
 avoiding an exponential growth in
 Covid-19 cases?
 According to Prof Salim S Abdool
 Karim, Chair of the Ministerial
 Advisory Group on Covid-19:
 ‘No! Not unless SA has a special
 protective factor not present
 anywhere else in the world’
 The most likely scenario is a
 delayed exponential curve after
 lockdown

Source: Dept of Health, 2020.
Which are the critical areas
     in South Africa?

           ©BB Haldenwang, IFR
Number of Covid-19 cases and deaths per province,
• Gauteng, the Western Cape and                                                    15.4.2020
  KwaZulu-Natal have the largest                              Provence        Covid-19 cases     Covid-19 deaths
  numbers of Covid-19 cases and                                               Number      %     Number       %
  deaths
                                                              Eastern Cape      199      8.0       0        0.0
• More than 1 in every 3 cases
  are in Gauteng, while more than                             Free State         97      3.9       3        8.8
  50% of deaths occurred in                                   Gauteng           930      37.1      5       14.7
  KwaZulu-Natal
                                                              KwaZulu-Natal     519      20.7      18      53.0
• The greater Johannesburg,                                   Limpopo            25      1.0       0        0.0
  Cape Town and Ekurhuleni
  metropolitan areas with high                                Mpumalanga         22      0.9       0        0.0
  population densities especially                             North West         23      0.9       0        0.0
  in informal settlements where
  poverty levels, TB and HIV                                  Northern Cape      16      0.6       0        0.0
  prevalence are high, are most at                            Western Cape      657      26.2      8       23.5
  risk of rapid community                                     Unknown            18      0.7       0        0.0
  transmissions
                                                              South Africa     2 506    100.0      34      100.0

Source: National Institute for Communicable Diseases, 2020.
Conclusion
• Worldwide about 2.1m people have been infected with Covid-19,
  about 137 000 people have died and 0.52m have recovered
• The worst affected countries are the USA, Spain, Italy, Germany,
  France, the UK and China
• In South Africa the initial rapid increase in Covid-19 cases slowed
  down significantly after the national lockdown commenced on 27
  Mar 2020
• The infection curve has flattened (plateaued) since lockdown and
  did not follow the expected exponential curve
• The epidemic trajectory in South Africa is ‘unique’ and very
  different from other countries

      ©BB Haldenwang, IFR
Conclusion (continued)
• Why is the Covid-19 epidemic curve in South Africa different compared to
  those in other infected countries (eg, USA, Italy, Germany, Spain and
  China)?
• Why are new cases declining to a plateau or why is the infection curve
  flattening?
• In this regard, three questions can be asked (according to Prof Karim):
   • Are we missing cases due to low or declining testing coverage? Covid-19
     cases have declined during the past weeks, while testing has increased (both
     among people with and without medical aid)
   • Are there missing cases in poor communities due to skewed higher private lab
     testing?
   • Is the reduction genuine and due to the interventions in SA’s Covid-19
     response?

         ©BB Haldenwang, IFR
Conclusion (cont)
• At this stage of the epidemic, it is almost certain that Government’s responses
  have slowed the spread of Covid-19, ‘the infections curve has been impacted and
  the country has gained some time in the fight against the epidemic’ (Prof Karim)
• BUT the infections will rise again after lockdown because nobody is immune to the
  novel coronavirus and no vaccine is yet available
• According to the WHO, the virus spreads fast and is 10 times more deadly than
  swine flu (H1N1), which caused a global pandemic in 2009
• The national lockdown will have to be lifted within the next couple of weeks, but
  control measures and restrictions will have to be lifted slowly
• The WHO states that ‘control measures can only be lifted if the right public health
  measures are in place, including significant capacity for contact tracing’
• ‘Ultimately, the development and delivery of a safe and effective vaccine will be
  needed to fully interrupt transmission’ (WHO, 2020)
References

Dept of Health, 2020. SA’s Covid-19 epidemic: Trends & next steps. https://www.sabc.co.za/sabc/sas-
covid-19-epidemic-trends-and-next-steps/

Johns Hopkins Coronavirus Resource Centre. Online database, 2020.
https://coronavirus.jhu.edu/map.html

National Institute for Communicable Diseases, 2020. https://www.nicd.ac.za/

StatsSA, 2020. Mortality and cause of death in South Africa, 2017. Pretoria: StatsSA.

TradingView. 2020. Coronavirus (Covid-19) charts and stats. https://www.tradingview.com/covid19/

UN, 2019. World Population Prospects, 2019 Revision. https://population.un.org/wpp/DataQuery/

WHO, 2018. Online Mortality Database. https://apps.who.int/healthinfo/statistics/mortality/whodpms/

WHO, 2020. WHO says Covid-19 is 10 times more deadly than swine flu.
https://www.france24.com/en/20200413-who-says-covid-19-is-10-times-more-deadly-than-swine-flu

Worldometer. Online database, 2020. https://www.worldometers.info/coronavirus/
Contact for
further enquiries

   Doris Viljoen
   Senior Futurist
   doris@ifr.sun.ac.za
You can also read