Shekhar's Science Blog

Sunday, May 17, 2020

Countries with Turnaround in COVID-19 Confirmed Cases: Part 1


Countries with Turnaround in COVID-19 Confirmed Cases: Part 1

Dr Himanshu Shekhar

Introduction: The number of confirmed cases of COVID-19, in various countries of the world have different trends. In this post, those countries are selected, where total number of confirmed cases is more than 1000 and daily addition of cases is less than or around 50 as on 17.05.2020. In other words, those countries where turnaround of confirmed cases of COVID-19, is achieved, are selected. These countries have displayed good measures to restrict, but in this post, parameters of normal distribution curves will be derived for these countries. The selected countries and their salient parameters as on 17.05.2020, in respect of COVID-19 related cases is tabulated below.


Country
Total confirmed cases
Case per million population
Recovered
Death
Germany
176244
2120
152600
8027
Switzerland
30572
3560
27400
1602
Israel
16606
1809
12820
267
Japan
16253
129
10809
729
South Korea
11050
213
9888
263
Australia
7048
275
6362
98
Malaysia
6894
211
5571
113
Greece
2819
263
1374
162
Croatia
2224
546
1913
95
Iceland
1802
4947
1782
10
New Zealand
1149
231
1433
21


Among the countries listed in the table, separate posts are already available for New Zealand and Switzerland. Other countries will be analysed in this post for arriving at the salient normal distribution parameters.

GERMANY: The confirmed cases in Germany attained a peak very fast and the fall is relatively slower. The nature of curve make be simulated with combination of two normal distribution curves with some introduced skewness. The skewness is introduced by offsetting both the normal distribution curves in mean and by giving different standard deviations to both the normal distributions. The simulation curve is given, superimposed over the actual confirmed cases. The amplitude for both the normal distribution curves are 3500, while mean for the curves are 50 and 40 and standard deviations are 300 and 100, respectively. The peak of normal distribution curve is 6190.



ISRAEL: Israel has a sharp peak of 1176 on 04 April 2020 and if that assorted data is ignored, the variation of confirmed cases of COVID-19 in Israel is more or less controlled in time. The curve is simulated using combination of two normal distribution curves. The amplitude and standard deviation of both the curves are kept same, as 500 and 150, respectively. The mean of the two curves are different, as 40 and 50. The peak is attained on 06 April as 847, by the simulated curve. The combined normal distribution curve is skewed slightly.



JAPAN: Japan has a relatively flatter curves, but a single spike of 1401 confirmed case on 12 April 2020 is observed. Ignoring this, the curve for Japan is relatively easy to simulate. It is simulated by single normal distribution curve with mean 50, standard deviation 250 and amplitude 600. The peak is attained on 17 April 2020 as 600 for the normal distribution curve.



SOUTH KOREA: South Korea has very sharp rise and fall. It is simulated by single normal distribution curve with amplitude of 800, mean 40 and standard deviation of 30. The normal distribution curve shows a peak on 03 March 2020.



AUSTRALIA: Australia is showing a relative high fluctuation of confirmed cases at the peak instances. However, rise and fall is relatively smooth. Combination of two normal distribution curves were used for simulating the variation. The mean and amplitude of both the curves were same as 50 and 250, respectively. The standard deviation of the curves were 100 and 25. The combined peak of the normal distribution is obtained on 28 March 2020 as 500 confirmed cases.



In next Part, other countries like Malaysia, Greece, Croatia and Iceland will be covered, followed by a summary part to derive some conclusion, based on the numerical simulation, which can be used for India, for the prediction of turnaround.

Dr Himanshu Shekhar

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