****************************************************************************************** ****************************************************************************************** COVID-19 simulation of the 13-Jan-2021, Yves Peysson (more details -> www.yvespeysson.fr) ---> Data last day, option f (SaoPauloCity day #0 (tau_f = 30 days) : 23-Jan-2020) : 12-Jan-2021 ****************************************************************************************** ****************************************************************************************** Country : SaoPauloCity Beginning of the outbreak (reference day of calculations) : 23-Jan-2020 (day #0) --------- ---> Last available day in database : 12-Jan-2021 (day #355) ---> Today : 13-Jan-2021 (day #356) --------- Manual parameter determination. --------- Simulations parameters (infection fatality rate from Diamond-Princess cruise liner analysis : 0.21%) : From day #1 --> qc_0 : 0.616, qc_inf : 0.075, tau_ref : 1, Dtau : 17 From day #255 --> qc_0 : 0.097, qc_inf : 0.077, tau_ref : 310, Dtau : 5 --------- Global agreement between modeling and observations R-squares (coefficient of determination 0 < R2 < 1, the largest is the best) : 0.27474 --------- Estimated basic reproduction number (R0) : 7.392 Fraction of population that must be immunited (natural or vaccine) to stop the outbreak : 86%, Nmax = 11,224,048 Effective reproduction number (R) : 0.924 Actual fraction of population that is naturally immunised : 90.7 (%) --------- Total number of fatalities (estimated) today : 23,312 Total number of fatalities (observed) today : 23,612 --------- Estimated mortality (per million inhabitants) : 1,796 --------- Number of days to reach the first wave outbreak peak from the beginning of the outbreak (23-Jan-2020) : 111 (13-May-2020) Number of daily fatalities at the first wave outbreak peak : 193 --------- Estimated duration of the outbreak : 390 days until 16-Feb-2021 --------- Total number of fatalities estimated at the end of the outbreak (day #390) : 24,912 --------- Threshold 100 fatalities estimated : 26-Mar-2020 (day #63) Threshold 1000 fatalities estimated : 12-Apr-2020 (day #80) Threshold 10000 fatalities estimated : 04-Jun-2020 (day #133) ****************************************************************************************** ******************************************************************************************