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Manuscript version 2
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@jriou
jriou committed Mar 22, 2020
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*.Rproj
*.Rdata
.Rproj.user
*.sh
data_S*
21 changes: 17 additions & 4 deletions data/china/data_management_china.R
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Expand Up @@ -38,6 +38,7 @@ confirmed_cases = read.csv("data/china/confirmed_cases.csv") %>%
filter(date>=day_data)
incidence_cases = pull(confirmed_cases,confirmed_cases_hubei)


## Deaths incidence in Hubei up to 2020-02-11 (GuangchuangYu) -------

# Death incidence in China
Expand All @@ -47,7 +48,7 @@ incidence_cases = pull(confirmed_cases,confirmed_cases_hubei)
# china_incidence = summary(x) %>%
# tbl_df() %>%
# mutate(date=as.Date(date,"%m.%d")) %>%
# filter(date<=day_tmax,date>=day_data) %>%
# filter(date<=day_max,date>=day_data) %>%
# mutate(incidence=confirm-lag(confirm,default=0))%>%
# mutate(mort=dead-lag(dead,default=0))
# save(china_incidence,file="data/china/china_incidence.Rdata")
Expand All @@ -62,12 +63,13 @@ sum(china_incidence$incidence)
# xlab(NULL) + ylab(NULL)

death = china_incidence$mort
incidence_deaths_tot = c(rep(0,day_tmax-day_data+1-length(death)),death)
incidence_deaths_tot = c(rep(0,day_max-day_data+1-length(death)),death)

# Correct for confirmed cases in Hubei only (979 total)
incidence_deaths = round(979/sum(incidence_deaths_tot)*incidence_deaths_tot)



## Age distribution of cases in mainland China as of 2020-02-11 ----

# (Chinese CDC Weekly, The epidemiological characteristics of an outbreak...)
Expand Down Expand Up @@ -157,6 +159,17 @@ dist_cvd_pop =
mutate(p=Number/sample_size) %>%
pull(p)

dist_hypertension_pop = c(.01,.01,0.087,0.123,0.199,0.338,0.480,.611,.611)



# Later deaths
laterdeaths = read.csv("data/china/time_series_19-covid-Deaths.csv") %>%
tbl_df() %>%
filter(Country.Region=="China",Province.State=="Hubei") %>%
gather("date","mort",5:57) %>%
mutate(date2=gsub("X","",date),
date2=mdy(date2),
deaths=mort-lag(mort,1,default = 0))




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443 changes: 443 additions & 0 deletions data/china/time_series_19-covid-Deaths.csv
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age_group,cases,deaths,source
0,43,0,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
10,85,0,
20,296,0,
30,470,4,
40,891,10,
50,1453,43,
60,1471,139,
70,1785,578,
80,1532,850,
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age_group,cases,deaths,source
0,43,0,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
10,85,0,
20,296,0,
30,470,0,
40,891,1,
50,1453,3,
60,1471,37,
70,1785,114,
80,1532,202,
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62 changes: 62 additions & 0 deletions data/italy/data_management_italy.R
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# Setup ----
source("setup.R")

# Controls ----

day_start = as.Date("2020-02-07")
day_data = as.Date("2020-02-08")
day_max = as.Date("2020-03-03")
day_quarantine = as.Date("2020-03-08")

## Age distribution in Italy for 9 age classes ----

age_dist = read_excel("data/age_structure.xlsx") %>%
filter(country=="Italy") %>%
gather("age","n",3:23) %>%
mutate(n=as.numeric(n),age2=c(0,0,10,10,20,20,30,30,40,40,50,50,60,60,70,70,80,80,80,80,80)) %>%
group_by(age2) %>%
summarise(n=sum(n)) %>%
pull(n)
age_dist = age_dist/sum(age_dist)

## Population in Lombardia + Emilia Romagna + Veneto + Marche + Piemonte ----
# (Source Eurostat 2018)

pop_t = sum(c(10.04e6,4.453e6,4.905e6,1.522e6,4.356e6))

## Case incidence in Northern Italy up to 2020-03-12 ----
# (https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf)
# (https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv)

italy_data_15march = read.csv("data/italy/italy_data_15march.csv") %>%
tbl_df() %>%
mutate(date=ymd(paste("2020",month,day,sep="-"))) %>%
filter(date>=day_data,date<=day_max)
incidence_cases = pull(italy_data_15march,cases)

ggplot(italy_data_15march) +
geom_col(aes(x=date,y=cases))

## Deaths incidence in Northern Italy up to 2020-03-12 ----
# (https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv)

incidence_deaths = pull(italy_data_15march,deaths)

ggplot(italy_data_15march) +
geom_col(aes(x=date,y=deaths))


## Age distribution of cases in Northern Italy up to 2020-03-08 ----
# (https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf)

age_distributions_cases_deaths_15march = read.csv("data/italy/age_distributions_cases_deaths_15march.csv") %>%
tbl_df()

cases_tmax = pull(age_distributions_cases_deaths_15march,cases)
prop_cases_tmax = cases_tmax / sum(cases_tmax)

mort_tmax = pull(age_distributions_cases_deaths_15march,deaths)
prop_mort_tmax = mort_tmax / sum(mort_tmax)



19 changes: 19 additions & 0 deletions data/italy/dpc-covid19-ita-andamento-nazionale.csv
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data,stato,ricoverati_con_sintomi,terapia_intensiva,totale_ospedalizzati,isolamento_domiciliare,totale_attualmente_positivi,nuovi_attualmente_positivi,dimessi_guariti,deceduti,totale_casi,tamponi
2020-02-24 18:00:00,ITA,101,26,127,94,221,221,1,7,229,4324
2020-02-25 18:00:00,ITA,114,35,150,162,311,90,1,10,322,8623
2020-02-26 18:00:00,ITA,128,36,164,221,385,74,3,12,400,9587
2020-02-27 18:00:00,ITA,248,56,304,284,588,203,45,17,650,12014
2020-02-28 18:00:00,ITA,345,64,409,412,821,233,46,21,888,15695
2020-02-29 18:00:00,ITA,401,105,506,543,1049,228,50,29,1128,18661
2020-03-01 18:00:00,ITA,639,140,779,798,1577,528,83,34,1694,21127
2020-03-02 18:00:00,ITA,742,166,908,927,1835,258,149,52,2036,23345
2020-03-03 18:00:00,ITA,1034,229,1263,1000,2263,428,160,79,2502,25856
2020-03-04 18:00:00,ITA,1346,295,1641,1065,2706,443,276,107,3089,29837
2020-03-05 18:00:00,ITA,1790,351,2141,1155,3296,590,414,148,3858,32362
2020-03-06 18:00:00,ITA,2394,462,2856,1060,3916,620,523,197,4636,36359
2020-03-07 18:00:00,ITA,2651,567,3218,1843,5061,1145,589,233,5883,42062
2020-03-08 18:00:00,ITA,3557,650,4207,2180,6387,1326,622,366,7375,49937
2020-03-09 18:00:00,ITA,4316,733,5049,2936,7985,1598,724,463,9172,53826
2020-03-10 18:00:00,ITA,5038,877,5915,2599,8514,529,1004,631,10149,60761
2020-03-11 17:00:00,ITA,5838,1028,6866,3724,10590,2076,1045,827,12462,73154
2020-03-12 17:00:00,ITA,6650,1153,7803,5036,12839,2249,1258,1016,15113,86011
22 changes: 22 additions & 0 deletions data/italy/dpc-covid19-ita-andamento-nazionale16march.csv
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data,stato,ricoverati_con_sintomi,terapia_intensiva,totale_ospedalizzati,isolamento_domiciliare,totale_attualmente_positivi,nuovi_attualmente_positivi,dimessi_guariti,deceduti,totale_casi,tamponi
2020-02-24 18:00:00,ITA,101,26,127,94,221,221,1,7,229,4324
2020-02-25 18:00:00,ITA,114,35,150,162,311,90,1,10,322,8623
2020-02-26 18:00:00,ITA,128,36,164,221,385,74,3,12,400,9587
2020-02-27 18:00:00,ITA,248,56,304,284,588,203,45,17,650,12014
2020-02-28 18:00:00,ITA,345,64,409,412,821,233,46,21,888,15695
2020-02-29 18:00:00,ITA,401,105,506,543,1049,228,50,29,1128,18661
2020-03-01 18:00:00,ITA,639,140,779,798,1577,528,83,34,1694,21127
2020-03-02 18:00:00,ITA,742,166,908,927,1835,258,149,52,2036,23345
2020-03-03 18:00:00,ITA,1034,229,1263,1000,2263,428,160,79,2502,25856
2020-03-04 18:00:00,ITA,1346,295,1641,1065,2706,443,276,107,3089,29837
2020-03-05 18:00:00,ITA,1790,351,2141,1155,3296,590,414,148,3858,32362
2020-03-06 18:00:00,ITA,2394,462,2856,1060,3916,620,523,197,4636,36359
2020-03-07 18:00:00,ITA,2651,567,3218,1843,5061,1145,589,233,5883,42062
2020-03-08 18:00:00,ITA,3557,650,4207,2180,6387,1326,622,366,7375,49937
2020-03-09 18:00:00,ITA,4316,733,5049,2936,7985,1598,724,463,9172,53826
2020-03-10 18:00:00,ITA,5038,877,5915,2599,8514,529,1004,631,10149,60761
2020-03-11 17:00:00,ITA,5838,1028,6866,3724,10590,2076,1045,827,12462,73154
2020-03-12 17:00:00,ITA,6650,1153,7803,5036,12839,2249,1258,1016,15113,86011
2020-03-13 17:00:00,ITA,7426,1328,8754,6201,14955,2116,1439,1266,17660,97488
2020-03-14 17:00:00,ITA,8372,1518,9890,7860,17750,2795,1966,1441,21157,109170
2020-03-15 17:00:00,ITA,9663,1672,11335,9268,20603,2853,2335,1809,24747,124899
46 changes: 46 additions & 0 deletions data/italy/italy_data_13march.csv
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day,month,cases,deaths,deceduti,totale_casi,source
28,1,3,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
29,1,0,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
30,1,2,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
31,1,3,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
1,2,5,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
2,2,6,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
3,2,3,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
4,2,4,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
5,2,9,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
6,2,7,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
7,2,4,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
8,2,6,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
9,2,5,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
10,2,13,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
11,2,7,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
12,2,12,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
13,2,13,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
14,2,31,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
15,2,50,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
16,2,48,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
17,2,71,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
18,2,101,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
19,2,76,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
20,2,190,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
21,2,185,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
22,2,239,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
23,2,287,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
24,2,320,7,7,229,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
25,2,355,3,10,322,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
26,2,336,2,12,400,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
27,2,,5,17,650,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
28,2,,4,21,888,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
29,2,,8,29,1128,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
1,3,,5,34,1694,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
2,3,,18,52,2036,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
3,3,,27,79,2502,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
4,3,,28,107,3089,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
5,3,,41,148,3858,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
6,3,,49,197,4636,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
7,3,,36,233,5883,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
8,3,,133,366,7375,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
9,3,,97,463,9172,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
10,3,,168,631,10149,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
11,3,,196,827,12462,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
12,3,,189,1016,15113,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
46 changes: 46 additions & 0 deletions data/italy/italy_data_15march.csv
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day,month,cases,deaths,deceduti,totale_casi,source
28,1,3,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
29,1,0,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
30,1,2,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
31,1,3,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
1,2,5,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
2,2,6,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
3,2,3,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
4,2,4,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
5,2,9,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
6,2,7,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
7,2,4,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
8,2,6,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
9,2,5,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
10,2,13,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
11,2,7,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
12,2,12,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
13,2,13,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
14,2,31,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
15,2,50,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
16,2,48,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
17,2,71,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
18,2,101,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
19,2,76,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
20,2,190,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
21,2,185,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
22,2,239,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
23,2,287,0,,,https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_09-marzo-2020.pdf
24,2,320,7,7,229,https://www.epicentro.iss.it/coronavirus/bollettino/Infografica_15marzo%20ITA.pdf
25,2,355,3,10,322,https://www.epicentro.iss.it/coronavirus/bollettino/Infografica_15marzo%20ITA.pdf
26,2,336,2,12,400,https://www.epicentro.iss.it/coronavirus/bollettino/Infografica_15marzo%20ITA.pdf
27,2,508,5,17,650,https://www.epicentro.iss.it/coronavirus/bollettino/Infografica_15marzo%20ITA.pdf
28,2,495,4,21,888,https://www.epicentro.iss.it/coronavirus/bollettino/Infografica_15marzo%20ITA.pdf
29,2,610,8,29,1128,https://www.epicentro.iss.it/coronavirus/bollettino/Infografica_15marzo%20ITA.pdf
1,3,559,5,34,1694,https://www.epicentro.iss.it/coronavirus/bollettino/Infografica_15marzo%20ITA.pdf
2,3,860,18,52,2036,https://www.epicentro.iss.it/coronavirus/bollettino/Infografica_15marzo%20ITA.pdf
3,3,740,27,79,2502,https://www.epicentro.iss.it/coronavirus/bollettino/Infografica_15marzo%20ITA.pdf
4,3,,28,107,3089,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
5,3,,41,148,3858,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
6,3,,49,197,4636,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
7,3,,36,233,5883,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
8,3,,133,366,7375,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
9,3,,97,463,9172,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
10,3,,168,631,10149,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
11,3,,196,827,12462,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
12,3,,189,1016,15113,https://github.com/pcm-dpc/COVID-19/blob/master/dati-andamento-nazionale/dpc-covid19-ita-andamento-nazionale.csv
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