****************************************************************************************** ****************************************************************************************** COVID-19 simulation of the 13-Jan-2021, Yves Peysson (more details -> www.yvespeysson.fr) ---> Data last day, option f (SaoPaulo day #0 (tau_f = 30 days) : 23-Jan-2020) : 11-Jan-2021 ****************************************************************************************** ****************************************************************************************** Country : SaoPaulo Beginning of the outbreak (reference day of calculations) : 23-Jan-2020 (day #0) --------- ---> Last available day in database : 11-Jan-2021 (day #354) ---> Today : 13-Jan-2021 (day #355) --------- Manual parameter determination. --------- Simulations parameters (infection fatality rate from Diamond-Princess cruise liner analysis : 0.19%) : From day #1 --> qc_0 : 0.488, qc_inf : 0.08027, tau_ref : 1, Dtau : 21 From day #285 --> qc_0 : 0.09, qc_inf : 0.09, tau_ref : 1, Dtau : 1 --------- Global agreement between modeling and observations R-squares (coefficient of determination 0 < R2 < 1, the largest is the best) : 0.3091 --------- Estimated basic reproduction number (R0) : 5.856 Fraction of population that must be immunited (natural or vaccine) to stop the outbreak : 83%, Nmax = 36,983,880 Effective reproduction number (R) : 1.08 Actual fraction of population that is naturally immunised : 70.7 (%) --------- Total number of fatalities (estimated) today : 52,266 Total number of fatalities (observed) today : 48,413 --------- Estimated mortality (per million inhabitants) : 1,172 --------- Number of days to reach the first wave outbreak peak from the beginning of the outbreak (23-Jan-2020) : 147 (18-Jun-2020) Number of daily fatalities at the first wave outbreak peak : 267 --------- Estimated duration of the outbreak : 390 days until 16-Feb-2021 --------- Total number of fatalities estimated at the end of the outbreak (day #390) : 61,818 --------- Threshold 100 fatalities estimated : 01-Apr-2020 (day #69) Threshold 1000 fatalities estimated : 21-Apr-2020 (day #89) Threshold 10000 fatalities estimated : 06-Jun-2020 (day #135) Threshold 20000 fatalities estimated : 14-Jul-2020 (day #173) Threashold 30000 fatalities estimated : 27-Aug-2020 (day #217) ****************************************************************************************** ******************************************************************************************