On
25 Mar 2020, JPMorgan forecasted that Malaysia’s Covid-19 will likely peak by the
middle of April, at around 6300 cases (Read
more here). After JPMorgan’s report
was released, Malaysia’s Director General of Health, Datuk Dr Noor Hisham Abdullah
pleaded with fellow Malaysians to prove JPMorgan’s forecast wrong by abiding to
Movement Control Order (MCO) (Read
more here).
Let’s
take a look at the latest data to check whether Malaysians are doing well in
proving the forecast to be wrong. As at
31 Mar 2020, the last day of first phase MCO (18 Mar – 31 Mar), the cumulative
cases of Covid-19 was 2766. In order to
study whether the rate of change is slowing down, the first derivative of the
cumulative case was plotted.
Graph
1 is the rate of change of the cumulative cases in 1-Day, 7-Days, 14-Days and
21-Days. The 1-Day curve is very erratic
thus it is difficult to judge whether the rate is slowing down. The 7-Day curve is less erratic and is curving
down. Both 14-Days and 21-Days curves
are still on the rise at a slightly slower pace. What does this imply? It means that the Covid-19 spreading rate is
slowing down. Once the 14-Days and 21-Days start to curve downwards, the
situation can be interpreted as under control.
Next,
could we do some forecast based on the data?
Probably. The Covid-19 cumulative
cases and rate of change could be modeled using logistic function and logistic
distribution (Read
more here). Graph 2 shows the actual
cumulative cases and the best fitted logistic function while Graph 3 shows the
actual 21-Days rate of change and logistic distribution 21-days date of change.
The
coefficients of the logistic function were determined by maximizing the
goodness-of-fit R2 of the Logistic function 21-Days rate of change
curve. In this case, R2 is
0.998. Based on the forecasted model,
the Covid-19 will peak at 3700 cases around mid-of May 2020.
Looks
like we are all doing a good job by flattening the curve! Any success in
fighting this Covid-19 pandemic is also due to the excellent people on the
frontline led by an able DG of MoH. Thanks from all of us to all of you!!
References:
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