Abstract: |
We had earlier estimated the likely cases and deaths over the course of the
pandemic for a number of countries. This was an early attempt and gave
somewhat tentative results. With some 7 more days of data being now available,
better estimates are possible which we bring out in this paper. As in the
previous paper we use a logistic model of cumulative cases and deaths, to
estimate the zero growth level of cases and deaths. We also provide an upper
bound to these estimates. The earlier estimates are further reinforced, and
new estimates are made for a select set of countries where the growth rates in
the numbers of cases, and in deaths have begun to decline. We also give
estimates of the current growth rates in cases and deaths that these countries
are likely to witness. The study as before presumes that the spread of
infection is one-stage logistic process, once significant numbers of
infections have taken place. This may not be true of countries which witnessed
low deaths and cases. In countries that have witnessed much spread and deaths
relative to their populations and with more sustainable approaches to
containment may not witness significantly more deaths than what has happened
thus far. This would be the case of Iran, Italy. China and Korea too with
their rather highly coordinated approach despite low spread of cases and low
number of deaths relative to their population would along with Iran, Italy and
Denmark and Turkey would most likely not see a secondary wave of infections.
Argentina and South Africa show very high growth rate in deaths even the
increase in cases have slowed down considerable. Spain has stabilized its
growth in deaths to nearly zero levels bit since the cases are continuing to
grow at around 5.7% the death rates could again turn positive after a while.
Germany and Indonesia show continuing rise in deaths and cases at moderately
high rates. Japan, Malaysia, Brazil and Singapore show low to moderate death
rates, but since the rise in cases continues to be between 5 and 8%, these
low(Japan) moderate growth rate in deaths are likely to continue for a while
before they fall to zero. France, Sweden Australia and Thailand would see
continuing growth in cases at moderate rates even though the growth in deaths
continue to be at high rates. The US most notably shows very high growth rates
in both deaths and in cases indicating that the deaths at high rates are
likely to continue for a while. While estimates are made for Canada, India,
Bangladesh, Russia, Mexico, UK and the Philippines, they are of limited value
since it is too early for the logistic model to fit. However, all of these
except Russia show high death rates and high case rates. These countries could
all see continuing rise in cases before the decline in rates happen, so that
their current decline in death rates even when statistically significant could
change for the worse. We have as in the previous paper used a logistic model
to estimate the current growth rates, and made forecasts of the ultimate
stable cases and deaths before these stop rising any further. For 26 countries
(with a combined population of 3.8 billion) the total cases as on date 9th
/10th April was where the logistic trend has been realized for cases, was 1.36
million. We expect the cases to rise to a maximum in the countries covered to
2.9 million. The death trends in only 22 of the 29 countries considered had
stabilized to a logistic model. In these 22 countries (with a combined
population of 3.7billion) the deaths as on date were 87,472. These would
surely rise to between 121,000 to 355,000 before stabilizing. In the estimates
above India most notably has not been included, since its trends have not yet
stablised to a logistic unfoldment. At present it is engaged in a titanic
struggle through near complete lock downs to restrict the cases and deaths to
low levels. Whether this would work to quell the spread to very levels, or
whether the problem explodes later is still an open question. |