Today, I come to the most exciting part of the pandemic forecasting exercise – predicting the precise date when the pandemic ends. By ending I mean social ending, with no masks, no social distancing, crowded bazaars and trains, and traffic jams. There will still be a few cases and deaths, but they will not be front page news. Remember, 20,000 people died of respiratory diseases (flu and pneumonia) EVERY DAY in 2019. The official daily covid-19 figure has never surpassed that count.
*****
WHO says the pandemic won’t end unless 70% of the global
population is vaccinated. Considering that 30% of global population (younger
than 16) doesn’t yet have a vaccine developed for them, this is a gloomy
forecast. WHO is probably thinking of eradicating the disease.
Dr Fauci predicts that 75-80% vaccination would allow America
enough herd immunity to exit the pandemic before 2021 ends.
Renowned Indian astrologer Bejan Daruwalla projected
the pandemic’s end in May 2021. But one year before verifying it, he died of
suspected covid in May 2020.
*****
From my reading, I can recommend two sources that have
done serious work on the subject.
One is an article by McKinsey & company dated 26
March 2021. Based on seven variables, the company predicts the pandemic will
end in the UK and USA in the second quarter of this year, EU in the third
quarter and the rest of the world in 2022.
The other source is an academic paper by a group of
computer engineers from Saudi Arabia, Egypt and Ethiopia. Their “covid-19
pandemic prediction study” is based on machine learning models. The model uses
ARIMA and SARIMA, which are not the names of Egyptian queens, but acronyms. ARIMA
is AutoRegressive Integrated Moving Average. S in SARIMA is Seasonal.
For some odd reason, if you love reading papers with
tables and formulas, you may want to read their two papers, one published in
October 2020 and another in April 2021. Their projected pandemic end dates are November
2021 for USA, India, Europe, UK, and September 2021 for Brazil. Unfortunately,
after their April paper, severe waves happened in India and Brazil. They made
the predictions unrealistic, certainly for those two countries. The
Saudi-Egyptian model ignores vaccination levels.
*****
My method is a simplified one. I have assumed a bell
curve (remember normal distribution?) where the virus after peaking, declines
in a symmetrical fashion so that the peak is exactly in the centre of the bell curve.
(Since all models can go wrong, simple is better than complex).
I give here the dates
of peak cases and peak deaths for nine countries. The
last column is the latest vaccination data until yesterday. First figure is the
% receiving at least one shot, second % fully vaccinated. (If you are number-immune,
you may jump to the next table.)
Source:
Worldometer |
Peak
cases (date) |
Peak
deaths (date) |
Vaccination
% (one shot/fully) |
World |
902,022(23
Apr 21) |
17,498(20
Jan 21) |
Negligible
|
USA |
305,067(8
Jan 21) |
4,463
(12 Jan 21) |
53/45 |
Brazil |
98,135
(18 Jun 21) |
4,211
(6 Apr 21) |
30/11 |
India |
414,433
(6 May 21) |
4,930
(15 May 21) |
16/3.6
|
Russia |
29,935
(24 Dec 20) |
635
(24 Dec 20) |
14/11 |
UK |
67,808
(8 Jan 21) |
1,823
(20 Jan 21) |
65/47 |
France |
58,581
(6 Nov 20) |
932
(13 Nov 20) |
48/25 |
Germany |
32,546
(14 Apr 21) |
1,244
(29 Dec 20) |
51/31 |
Poland |
35,246
(1 Apr 21) |
954
(8 Apr 21) |
43/29
|
(Note: Brazil
has reached another peak this week. We don’t yet know when Brazil will peak.
Russia’s figures are not trustworthy. Both cases and deaths peaked in December,
but the curve was suspiciously flat after that and is now growing. Russians don’t
trust vaccines either. Only 14% have opted to take a shot despite plenty of
supply. Germany is an anomaly in that the deaths peaked in December, but cases
had another surge in April.)
*****
Taking the peaks from the table above as the mid-point
between the first case and the pandemic ending, I get the following pandemic
end-dates.
|
First Case |
Peak |
End date |
World |
1
Dec 2019 |
23
April 2021 |
16 October 2022 |
USA |
22
Jan 2020 |
8
Jan 2021 |
25 Dec 2021 |
Brazil |
26
Feb 2020 |
18
June 2021 |
10 October 2022 |
India |
30
Jan 2020 |
6
May 2021 |
12 August 2022 |
Russia |
31
Jan 2020 |
24
Dec 2020 |
17 Nov 2021 |
UK |
31
Jan 2020 |
8
Jan 2021 |
16 Dec 2021 |
France |
24
Jan 2020 |
6
Nov 2020 |
19 Aug 2021 |
Germany |
27
Jan 2020 |
14
April 2021 |
1 July 2022 |
Poland |
4
March 2020 |
1
April 2021 |
28 April 2022 |
There you have the joyful dates: Christmas 2021 for the UK
and USA. 12 August 2022 for India. I am more confident about dates
for these three countries than others. There may be additional waves. As long
as they don’t alter the peak; the end date should not change much. This assumes
the weakening of the virus severity because of the ‘self-limiting’ nature,
natural immunity and vaccination.
If your country is missing from the table here, find
the date of the first case (Wikipedia), the peak (worldometer), and calculate
the end date taking the peak as the mid-point. The result would be more
scientific than an astrologer’s prediction.
Ravi
वाह वाह क्या बात हैै पंडिित रवीजी
ReplyDeleteoutstanding analysis Ravi!
ReplyDeleteMuch appreciated....
Lobh...
Great Effort Ravi. Will congratulate you on 15th Aug 2022!!
ReplyDelete75 years of independence & free from Covid 19!
Intresting analysis Ravi👍
ReplyDeleteHeartening to read that there is an end to this tunnel😊
Yes glad to see that the end is not too far away for most people. (WW1 and WW2 each last five years!). You keep updating this blog for us so we can progress re: your predictions
ReplyDelete