Update w/results from 2nd round of Spanish survey
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#!/usr/bin/python3
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#
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# Calculate the age-stratified IFR based on the Spanish serosurvey of 60897 participants.
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# Calculate the age-stratified IFR based on the second round of the Spanish
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# serosurvey of 63564 participants.
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# Author: Marc Bevand — @zorinaq
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# Prevalence of antibodies by age bracket, in % (serosurvey dates: 27-April-2020 to 11-May-2020)
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# Source: https://www.mscbs.gob.es/gabinetePrensa/notaPrensa/pdf/13.05130520204528614.pdf (page 8)
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# Prevalence of antibodies by age bracket, in % (serosurvey dates: 18-May-2020 to 01-June-2020)
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# Source: https://portalcne.isciii.es/enecovid19/ene_covid19_inf_pre2.pdf (table 1)
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prevalence_by_age = {
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(0,0): 1.1,
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(1,4): 2.2,
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(5,9): 3.0,
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(10,14): 3.9,
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(0,0): 2.2,
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(1,4): 2.4,
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(5,9): 2.9,
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(10,14): 3.8,
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(15,19): 3.8,
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(20,24): 4.5,
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(25,29): 4.8,
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(30,34): 3.8,
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(35,39): 4.6,
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(40,44): 5.3,
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(45,49): 5.7,
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(50,54): 5.8,
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(55,59): 6.1,
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(60,64): 5.9,
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(65,69): 6.2,
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(70,74): 6.9,
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(75,79): 6.1,
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(20,24): 4.2,
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(25,29): 4.9,
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(30,34): 4.4,
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(35,39): 4.7,
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(40,44): 5.4,
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(45,49): 5.9,
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(50,54): 6.1,
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(55,59): 5.7,
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(60,64): 6.3,
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(65,69): 6.6,
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(70,74): 7.3,
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(75,79): 6.4,
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(80,84): 5.1,
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(85,89): 5.6,
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(90,199): 5.8,
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(85,89): 6.4,
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(90,199): 8.0,
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}
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# Total deaths, and number of deaths by age bracket (as of 11-May-2020)
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# Source: https://www.mscbs.gob.es/profesionales/saludPublica/ccayes/alertasActual/nCov-China/documentos/Actualizacion_102_COVID-19.pdf (page 1 and table 3)
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# Total deaths (26744) differs from the total for all age brackets (18722)
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# because age information is not available for 8022 deaths, as explained in
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# table 3 header: «Distribución de casos hospitalizados, ingresados en UCI y
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# fallecidos por grupos de edad y sexo información disponible»
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total_deaths = 26744
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# Total deaths, and number of deaths by age bracket (as of 29-May-2020)
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# Source: https://www.mscbs.gob.es/profesionales/saludPublica/ccayes/alertasActual/nCov-China/documentos/Actualizacion_120_COVID-19.pdf (table 2 and table 3)
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# Total deaths (27121) differs from the total for all age brackets (20585)
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# because age information is not available for 6536 deaths
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total_deaths = 27121
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deaths_by_age = {
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(0,9): 2,
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(0,9): 3,
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(10,19): 5,
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(20,29): 23,
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(30,39): 61,
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(40,49): 197,
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(50,59): 605,
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(60,69): 1654,
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(70,79): 4529,
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(80,89): 7688,
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(90,199): 3958,
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(20,29): 24,
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(30,39): 65,
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(40,49): 218,
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(50,59): 663,
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(60,69): 1825,
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(70,79): 4896,
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(80,89): 8463,
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(90,199): 4423,
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}
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deaths_by_age[(0,199)] = total_brackets = sum(deaths_by_age.values()) # 18722
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deaths_by_age[(0,199)] = total_brackets = sum(deaths_by_age.values()) # 20585
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# To properly calculate the IFR, we need to account for the extra 8022 deaths
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# To properly calculate the IFR, we need to account for the extra 6536 deaths
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# for which age information was not available, so we simply assume they are
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# distributed proportionally among age brackets
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# distributed proportionally (not equally) among age brackets
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for bracket in deaths_by_age:
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deaths_by_age[bracket] *= (total_deaths / total_brackets)
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