Visualize of covid19 by Area plot in each prefecture (Report 16)

Data and methods

• Target area and regional unit: Prefectures in Japan
• Target periods: from 2020/03/11 to 2020/04/19
• variables: Total.Infected, Current.Infected, Recovered, Deaths
• Visualize by area plot
• Table by kable +alpha

Data preparation

library(dplyr)
library(readr)
library(readxl)
library(tidyverse)
p1 <- read_csv("data/toyokeizai/prefectures.csv")
strlen <- str_length(p1$都道府県)-1
strlen[which(p1$都道府県=="北海道")] <-3
p1 <- p1 %>% mutate(都道府県= substr(都道府県,1,strlen))
p1 %<>% mutate(pymd = paste(都道府県,年,月,日, sep="")) %>% select(-c(都道府県,年,月,日))

p2 <- read_csv("data/toyokeizai/prefectures-2.csv")

p21 <- rbind(p2 %>% filter(年==2020,月==3),
             p2 %>% filter(年==2020, 月==4, 日%in% 1:16)
)
strlen <- str_length(p21$都道府県)-1
strlen[which(p21$都道府県=="北海道")] <-3
p21 <- p21 %>% mutate(都道府県= substr(都道府県,1,strlen))
p22 <- p2 %>% filter(年==2020, 月==4, 日%in% 17:20)
p2 <- rbind(p21, p22)
p2 %<>% mutate(pymd = paste(都道府県,年,月,日, sep="")) %>% select(pymd, 年,月,日, 都道府県,PCR検査陽性者数, PCR検査人数)
p <- left_join(p2, p1, by="pymd") %>% select(-pymd)
p[is.na(p)] <-0
write.csv(p, "prefectures_all_0420.csv", row.names = FALSE)

Libraries, load data, data cleaning

> library(readr)
> library(dplyr)
> library(tidyr)
> library(lubridate)
> library(ggplot2)
> library(knitr)
> library(grid)
> library(gridExtra)
> library(kableExtra)
> library(formattable)
> library(tidyverse)
> 
> data <- read_csv("prefectures_all_0420.csv", locale = locale(encoding = "SHIFT-JIS"))
> data <- data %>% select(y = 年, m = 月, d = 日, pnamej = 都道府県, infected = `患者数（2020年3月28日からは感染者数）`, recovered = 退院者, deaths = 死亡者)
> data <- data %>% mutate(yy = as.character(y), mm = formatC(m, width = 2, flag = "0"), dd = formatC(d, width = 2, flag = "0"))
> data <- data %>% mutate(date = paste(yy, mm, dd, sep="-")%>% ymd())
> pcode <- read_csv("data/pref.code2")
> strlen <- str_length(pcode$pnamej)-1
> strlen[which(pcode$pnamej=="北海道")] <-3
> pcode <- pcode %>% mutate(pnamej= substr(pnamej,1,strlen))
> 
> data <- data %>% left_join(pcode, by="pnamej")
> data <- data %>% select(date, pcode, infected, recovered, deaths)
> dates <- data$date
> min.date <- min(dates)
> max.date <- max(dates)
> min.date.txt <- min.date %>% format('%Y-%b-%d')
> max.date.txt <- max.date %>% format('%Y-%b-%d')

Cases - area plot

> data0 <- data
> for(pind in 1:47){
+   data <- data0 %>% filter(pcode == pind) %>% select(-pcode)
+   data[is.na(data)] <- 0
+   data <- data %>% mutate(current.infected = infected - deaths - recovered)
+   data.long <- gather(data, key = "type", value = "count", -date)
+   data.long <- data.long %>% mutate(type=recode_factor(type, infected = 'Total.Infected',
+                                                        current.infected ='Current.Infected',
+                                                        recovered='Recovered',
+                                                        deaths='Deaths'))
+   pname <- paste(formatC(pind, width = 2, flag = "0"), pcode[pind,]$pnamee, sep=".")
+   title <- paste('Numbers of Cases (Infected, Recovered and Deaths)', pname, "from", min.date, "to", max.date.txt, sep=" ")
+   area.plot <- data.long %>% filter(type != 'Total.Infected') %>%
+     ggplot(aes(x=date, y=count)) +
+     geom_area(aes(fill=type), alpha=0.5) +
+     labs(title=title) +
+     scale_fill_manual(values=c('red', 'green', 'black')) +
+     theme(legend.title=element_blank(), legend.position='bottom',
+           plot.title = element_text(size=8),
+           axis.title.x=element_blank(),
+           axis.title.y=element_blank(),
+           legend.key.size=unit(0.2, 'cm'),
+           legend.text=element_text(size=6),
+           axis.text=element_text(size=7),
+           axis.text.x=element_text(angle=45, hjust=1))
+   print(area.plot)
+   tab <- t(data.long %>% mutate(date = substr(date,6,10)) %>% spread(type, count))
+   colnames(tab) <- tab[1,]
+   tb.df <- data.frame(t(tab[-1,]))
+   tb.df <- tb.df %>% mutate(Total.Infected = as.integer(as.character(Total.Infected)),
+                             Current.Infected = as.integer(as.character(Current.Infected)),
+                             Recovered = as.integer(as.character(Recovered)),
+                             Deaths = as.integer(as.character(Deaths)))
+   
+   kbout <- tb.df[, 1:4] %>%
+     mutate(
+       date = colnames(tab),
+       Total.Infected = color_tile("white", "orange")(Total.Infected),
+       Current.Infected = color_bar("tomato")(Current.Infected),
+       Recovered = color_bar("lightgreen")(Recovered),
+       Deaths = color_bar("lightgray")(Deaths)
+     ) %>%
+     select(date, everything()) %>%
+     kable(escape = F) %>%
+     kable_styling("hover", full_width = F) %>%
+     column_spec(5, width = "3cm") 
+   print(kbout)
+ }

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	153	78	69	6
03-19	156	81	69	6
03-20	157	82	69	6
03-21	158	71	81	6
03-22	161	72	83	6
03-23	161	65	90	6
03-24	162	63	93	6
03-25	166	61	98	7
03-26	167	62	98	7
03-27	168	47	114	7
03-28	172	44	121	7
03-29	176	48	121	7
03-30	177	49	121	7
03-31	177	46	124	7
04-01	182	44	131	7
04-02	185	46	131	8
04-03	190	52	130	8
04-04	193	55	130	8
04-05	194	56	130	8
04-06	194	44	141	9
04-07	198	46	143	9
04-08	208	53	146	9
04-09	226	71	145	10
04-10	239	80	148	11
04-11	255	86	158	11
04-12	267	98	158	11
04-13	272	100	161	11
04-14	279	106	161	12
04-15	302	128	161	13
04-16	336	159	163	14
04-17	370	185	171	14
04-18	407	220	171	16
04-19	434	245	171	18
04-20	451	262	171	18

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	0	0	0	0
03-19	0	0	0	0
03-20	0	0	0	0
03-21	0	0	0	0
03-22	0	0	0	0
03-23	2	2	0	0
03-24	2	2	0	0
03-25	4	4	0	0
03-26	4	4	0	0
03-27	4	4	0	0
03-28	6	6	0	0
03-29	7	7	0	0
03-30	7	7	0	0
03-31	8	8	0	0
04-01	8	8	0	0
04-02	9	9	0	0
04-03	11	11	0	0
04-04	11	11	0	0
04-05	11	11	0	0
04-06	11	11	0	0
04-07	11	11	0	0
04-08	12	12	0	0
04-09	14	14	0	0
04-10	14	11	3	0
04-11	22	19	3	0
04-12	22	19	3	0
04-13	22	18	4	0
04-14	22	17	5	0
04-15	22	17	5	0
04-16	22	17	5	0
04-17	22	17	5	0
04-18	22	16	6	0
04-19	22	16	6	0
04-20	22	13	9	0

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	0	0	0	0
03-19	0	0	0	0
03-20	0	0	0	0
03-21	0	0	0	0
03-22	0	0	0	0
03-23	0	0	0	0
03-24	0	0	0	0
03-25	0	0	0	0
03-26	0	0	0	0
03-27	0	0	0	0
03-28	0	0	0	0
03-29	0	0	0	0
03-30	0	0	0	0
03-31	0	0	0	0
04-01	0	0	0	0
04-02	0	0	0	0
04-03	0	0	0	0
04-04	0	0	0	0
04-05	0	0	0	0
04-06	0	0	0	0
04-07	0	0	0	0
04-08	0	0	0	0
04-09	0	0	0	0
04-10	0	0	0	0
04-11	0	0	0	0
04-12	0	0	0	0
04-13	0	0	0	0
04-14	0	0	0	0
04-15	0	0	0	0
04-16	0	0	0	0
04-17	0	0	0	0
04-18	0	0	0	0
04-19	0	0	0	0
04-20	0	0	0	0

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	1	0	1	0
03-19	1	0	1	0
03-20	1	0	1	0
03-21	1	0	1	0
03-22	1	0	1	0
03-23	1	0	1	0
03-24	1	0	1	0
03-25	1	0	1	0
03-26	2	1	1	0
03-27	2	1	1	0
03-28	2	1	1	0
03-29	2	1	1	0
03-30	6	5	1	0
03-31	7	6	1	0
04-01	7	6	1	0
04-02	12	11	1	0
04-03	13	12	1	0
04-04	20	19	1	0
04-05	23	22	1	0
04-06	26	25	1	0
04-07	27	26	1	0
04-08	34	33	1	0
04-09	36	35	1	0
04-10	37	36	1	0
04-11	46	45	1	0
04-12	52	50	2	0
04-13	54	49	5	0
04-14	64	59	5	0
04-15	65	59	6	0
04-16	75	67	8	0
04-17	79	71	8	0
04-18	83	75	8	0
04-19	83	75	8	0
04-20	84	76	8	0

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	1	0	1	0
03-19	1	0	1	0
03-20	1	0	1	0
03-21	1	0	1	0
03-22	1	0	1	0
03-23	1	0	1	0
03-24	1	0	1	0
03-25	1	0	1	0
03-26	1	0	1	0
03-27	3	2	1	0
03-28	4	2	2	0
03-29	4	2	2	0
03-30	4	2	2	0
03-31	6	4	2	0
04-01	6	4	2	0
04-02	7	5	2	0
04-03	9	7	2	0
04-04	10	8	2	0
04-05	11	9	2	0
04-06	11	9	2	0
04-07	11	9	2	0
04-08	11	9	2	0
04-09	11	9	2	0
04-10	12	7	5	0
04-11	13	8	5	0
04-12	15	10	5	0
04-13	15	10	5	0
04-14	16	11	5	0
04-15	16	11	5	0
04-16	16	11	5	0
04-17	16	11	5	0
04-18	16	11	5	0
04-19	16	11	5	0
04-20	16	11	5	0

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	0	0	0	0
03-19	0	0	0	0
03-20	0	0	0	0
03-21	0	0	0	0
03-22	0	0	0	0
03-23	0	0	0	0
03-24	0	0	0	0
03-25	0	0	0	0
03-26	0	0	0	0
03-27	0	0	0	0
03-28	0	0	0	0
03-29	0	0	0	0
03-30	0	0	0	0
03-31	1	1	0	0
04-01	1	1	0	0
04-02	1	1	0	0
04-03	1	1	0	0
04-04	6	6	0	0
04-05	10	10	0	0
04-06	13	13	0	0
04-07	19	19	0	0
04-08	22	22	0	0
04-09	27	27	0	0
04-10	27	27	0	0
04-11	32	32	0	0
04-12	34	34	0	0
04-13	35	35	0	0
04-14	39	39	0	0
04-15	45	45	0	0
04-16	50	50	0	0
04-17	58	58	0	0
04-18	60	50	10	0
04-19	61	51	10	0
04-20	64	49	15	0

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	2	2	0	0
03-19	2	2	0	0
03-20	2	2	0	0
03-21	2	2	0	0
03-22	2	2	0	0
03-23	2	2	0	0
03-24	2	2	0	0
03-25	2	2	0	0
03-26	2	2	0	0
03-27	2	2	0	0
03-28	2	2	0	0
03-29	2	2	0	0
03-30	2	2	0	0
03-31	4	4	0	0
04-01	6	5	1	0
04-02	8	7	1	0
04-03	9	8	1	0
04-04	14	13	1	0
04-05	16	15	1	0
04-06	16	15	1	0
04-07	24	23	1	0
04-08	29	28	1	0
04-09	33	31	2	0
04-10	36	33	3	0
04-11	37	34	3	0
04-12	38	35	3	0
04-13	38	35	3	0
04-14	39	36	3	0
04-15	40	37	3	0
04-16	49	46	3	0
04-17	52	49	3	0
04-18	60	57	3	0
04-19	62	59	3	0
04-20	64	50	14	0

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	2	2	0	0
03-19	3	3	0	0
03-20	3	3	0	0
03-21	3	3	0	0
03-22	3	3	0	0
03-23	5	5	0	0
03-24	5	5	0	0
03-25	9	9	0	0
03-26	9	9	0	0
03-27	9	9	0	0
03-28	13	13	0	0
03-29	16	16	0	0
03-30	20	20	0	0
03-31	24	24	0	0
04-01	24	23	0	1
04-02	26	24	0	2
04-03	54	51	1	2
04-04	59	56	1	2
04-05	64	61	1	2
04-06	71	68	1	2
04-07	77	74	1	2
04-08	77	71	4	2
04-09	81	75	4	2
04-10	82	72	7	3
04-11	91	80	8	3
04-12	109	97	9	3
04-13	110	97	10	3
04-14	116	103	10	3
04-15	119	104	10	5
04-16	123	108	10	5
04-17	131	115	11	5
04-18	135	116	14	5
04-19	139	118	16	5
04-20	143	121	16	6

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	3	2	1	0
03-19	3	2	1	0
03-20	3	2	1	0
03-21	4	3	1	0
03-22	4	2	2	0
03-23	4	2	2	0
03-24	6	4	2	0
03-25	6	4	2	0
03-26	10	8	2	0
03-27	11	9	2	0
03-28	11	9	2	0
03-29	12	10	2	0
03-30	12	10	2	0
03-31	14	12	2	0
04-01	14	12	2	0
04-02	14	12	2	0
04-03	14	11	3	0
04-04	14	11	3	0
04-05	14	11	3	0
04-06	14	11	3	0
04-07	15	12	3	0
04-08	21	16	5	0
04-09	31	26	5	0
04-10	31	26	5	0
04-11	32	27	5	0
04-12	35	30	5	0
04-13	36	29	7	0
04-14	38	31	7	0
04-15	39	32	7	0
04-16	42	34	8	0
04-17	44	36	8	0
04-18	44	36	8	0
04-19	46	38	8	0
04-20	49	41	8	0

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	10	10	0	0
03-19	10	10	0	0
03-20	11	11	0	0
03-21	11	11	0	0
03-22	11	10	0	1
03-23	11	10	0	1
03-24	13	12	0	1
03-25	13	12	0	1
03-26	14	13	0	1
03-27	14	13	0	1
03-28	15	14	0	1
03-29	18	17	0	1
03-30	18	17	0	1
03-31	19	18	0	1
04-01	20	19	0	1
04-02	20	19	0	1
04-03	24	23	0	1
04-04	25	23	1	1
04-05	26	24	1	1
04-06	26	24	1	1
04-07	29	27	1	1
04-08	29	26	2	1
04-09	33	28	4	1
04-10	35	29	5	1
04-11	79	72	5	2
04-12	90	83	5	2
04-13	91	84	5	2
04-14	97	90	5	2
04-15	107	98	5	4
04-16	109	100	5	4
04-17	114	105	5	4
04-18	120	111	5	4
04-19	122	103	14	5
04-20	124	105	14	5

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	32	28	4	0
03-19	36	32	4	0
03-20	38	32	6	0
03-21	41	34	7	0
03-22	45	34	10	1
03-23	46	34	11	1
03-24	53	41	11	1
03-25	53	40	12	1
03-26	60	46	13	1
03-27	66	51	13	2
03-28	78	60	15	3
03-29	83	65	15	3
03-30	84	66	15	3
03-31	98	80	15	3
04-01	101	77	20	4
04-02	113	88	21	4
04-03	131	104	23	4
04-04	153	126	23	4
04-05	174	147	23	4
04-06	195	168	23	4
04-07	209	182	23	4
04-08	242	215	23	4
04-09	271	241	25	5
04-10	325	295	25	5
04-11	345	315	25	5
04-12	386	355	26	5
04-13	414	383	26	5
04-14	433	399	27	7
04-15	479	444	28	7
04-16	535	494	32	9
04-17	575	534	32	9
04-18	610	569	32	9
04-19	642	601	32	9
04-20	662	621	32	9

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	31	22	9	0
03-19	34	25	9	0
03-20	39	27	12	0
03-21	40	26	14	0
03-22	42	27	15	0
03-23	45	30	15	0
03-24	46	31	15	0
03-25	51	34	17	0
03-26	54	36	18	0
03-27	60	42	18	0
03-28	126	106	19	1
03-29	160	140	19	1
03-30	160	140	19	1
03-31	164	144	19	1
04-01	175	151	23	1
04-02	181	154	26	1
04-03	192	160	31	1
04-04	219	187	31	1
04-05	238	205	32	1
04-06	253	220	32	1
04-07	284	251	32	1
04-08	317	284	32	1
04-09	342	306	35	1
04-10	375	336	37	2
04-11	411	369	38	4
04-12	455	412	39	4
04-13	474	431	39	4
04-14	490	440	45	5
04-15	525	475	45	5
04-16	539	482	51	6
04-17	609	549	54	6
04-18	643	569	67	7
04-19	661	582	71	8
04-20	683	598	77	8

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	105	80	23	2
03-19	112	86	24	2
03-20	123	96	24	3
03-21	130	101	25	4
03-22	132	103	25	4
03-23	146	116	26	4
03-24	160	129	26	5
03-25	201	169	27	5
03-26	227	194	28	5
03-27	227	192	29	6
03-28	368	325	36	7
03-29	436	392	36	8
03-30	449	404	36	9
03-31	527	474	37	16
04-01	593	530	47	16
04-02	690	626	48	16
04-03	779	713	48	18
04-04	897	826	48	23
04-05	1040	960	50	30
04-06	1123	1035	58	30
04-07	1203	1114	58	31
04-08	1347	1255	57	35
04-09	1528	1435	57	36
04-10	1717	1620	57	40
04-11	1914	1817	57	40
04-12	2080	1981	57	42
04-13	2171	2072	57	42
04-14	2332	2226	59	47
04-15	2457	2345	59	53
04-16	2606	2491	59	56
04-17	2807	2685	59	63
04-18	2988	2861	59	68
04-19	3095	2965	59	71
04-20	3197	3061	59	77

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	52	42	6	4
03-19	57	47	6	4
03-20	58	48	6	4
03-21	61	45	12	4
03-22	67	49	14	4
03-23	68	47	17	4
03-24	73	52	17	4
03-25	77	56	17	4
03-26	82	60	18	4
03-27	88	66	18	4
03-28	104	79	20	5
03-29	107	82	20	5
03-30	115	89	20	6
03-31	120	87	27	6
04-01	138	104	28	6
04-02	153	119	28	6
04-03	181	143	32	6
04-04	197	159	32	6
04-05	226	188	32	6
04-06	261	223	32	6
04-07	279	237	35	7
04-08	327	284	37	6
04-09	375	332	37	6
04-10	425	375	44	6
04-11	465	415	44	6
04-12	478	427	44	7
04-13	572	505	55	12
04-14	594	525	55	14
04-15	614	544	55	15
04-16	673	602	55	16
04-17	710	639	54	17
04-18	754	670	68	16
04-19	784	694	73	17
04-20	802	695	88	19

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	17	16	1	0
03-19	17	16	1	0
03-20	17	16	1	0
03-21	22	20	2	0
03-22	22	19	3	0
03-23	22	19	3	0
03-24	24	21	3	0
03-25	24	21	3	0
03-26	24	21	3	0
03-27	24	17	7	0
03-28	31	24	7	0
03-29	31	24	7	0
03-30	31	24	7	0
03-31	31	21	10	0
04-01	31	21	10	0
04-02	31	21	10	0
04-03	32	21	11	0
04-04	32	21	11	0
04-05	32	21	11	0
04-06	32	21	11	0
04-07	34	19	15	0
04-08	37	19	18	0
04-09	39	22	17	0
04-10	41	17	24	0
04-11	41	17	24	0
04-12	42	18	24	0
04-13	42	17	25	0
04-14	45	20	25	0
04-15	46	21	25	0
04-16	47	18	29	0
04-17	53	24	29	0
04-18	56	27	29	0
04-19	56	27	29	0
04-20	56	27	29	0

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	0	0	0	0
03-19	0	0	0	0
03-20	0	0	0	0
03-21	0	0	0	0
03-22	0	0	0	0
03-23	0	0	0	0
03-24	0	0	0	0
03-25	0	0	0	0
03-26	0	0	0	0
03-27	0	0	0	0
03-28	0	0	0	0
03-29	0	0	0	0
03-30	1	1	0	0
03-31	3	3	0	0
04-01	5	5	0	0
04-02	8	8	0	0
04-03	8	8	0	0
04-04	10	10	0	0
04-05	10	10	0	0
04-06	11	11	0	0
04-07	12	12	0	0
04-08	14	14	0	0
04-09	16	16	0	0
04-10	23	23	0	0
04-11	23	23	0	0
04-12	30	30	0	0
04-13	49	48	1	0
04-14	54	53	1	0
04-15	54	53	1	0
04-16	65	63	2	0
04-17	69	67	2	0
04-18	79	77	2	0
04-19	92	87	4	1
04-20	114	104	8	2

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	5	4	1	0
03-19	5	3	2	0
03-20	6	4	2	0
03-21	6	3	3	0
03-22	6	3	3	0
03-23	6	3	3	0
03-24	6	3	3	0
03-25	6	3	3	0
03-26	6	3	3	0
03-27	6	3	3	0
03-28	9	4	5	0
03-29	9	4	5	0
03-30	11	6	5	0
03-31	13	8	5	0
04-01	15	10	5	0
04-02	16	11	5	0
04-03	24	19	5	0
04-04	32	27	5	0
04-05	43	38	5	0
04-06	45	40	5	0
04-07	51	46	5	0
04-08	66	61	5	0
04-09	72	67	5	0
04-10	92	87	5	0
04-11	104	99	5	0
04-12	113	108	5	0
04-13	121	116	5	0
04-14	131	125	5	1
04-15	140	131	5	4
04-16	146	137	5	4
04-17	160	151	5	4
04-18	173	164	5	4
04-19	178	169	5	4
04-20	180	162	14	4

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	1	1	0	0
03-19	1	1	0	0
03-20	1	1	0	0
03-21	1	1	0	0
03-22	1	1	0	0
03-23	1	1	0	0
03-24	1	1	0	0
03-25	3	3	0	0
03-26	5	5	0	0
03-27	8	8	0	0
03-28	12	12	0	0
03-29	13	13	0	0
03-30	15	15	0	0
03-31	16	16	0	0
04-01	22	22	0	0
04-02	31	30	0	1
04-03	40	39	0	1
04-04	44	43	0	1
04-05	51	49	0	2
04-06	57	54	1	2
04-07	57	54	1	2
04-08	67	64	1	2
04-09	72	67	3	2
04-10	76	68	6	2
04-11	86	78	6	2
04-12	88	80	6	2
04-13	92	83	7	2
04-14	92	82	8	2
04-15	100	90	8	2
04-16	103	93	8	2
04-17	104	94	8	2
04-18	106	94	8	4
04-19	112	85	23	4
04-20	113	83	26	4

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	2	2	0	0
03-19	2	2	0	0
03-20	2	2	0	0
03-21	2	2	0	0
03-22	2	1	1	0
03-23	2	1	1	0
03-24	4	3	1	0
03-25	4	3	1	0
03-26	4	2	2	0
03-27	4	2	2	0
03-28	4	2	2	0
03-29	4	2	2	0
03-30	5	3	2	0
03-31	6	4	2	0
04-01	8	6	2	0
04-02	9	7	2	0
04-03	9	7	2	0
04-04	11	9	2	0
04-05	13	11	2	0
04-06	14	12	2	0
04-07	19	17	2	0
04-08	22	20	2	0
04-09	24	22	2	0
04-10	27	25	2	0
04-11	32	30	2	0
04-12	35	33	2	0
04-13	35	33	2	0
04-14	36	34	2	0
04-15	39	37	2	0
04-16	43	34	9	0
04-17	46	37	9	0
04-18	48	39	9	0
04-19	49	40	9	0
04-20	49	40	9	0

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	3	3	0	0
03-19	3	3	0	0
03-20	3	2	1	0
03-21	3	2	1	0
03-22	3	2	1	0
03-23	3	2	1	0
03-24	4	2	2	0
03-25	4	2	2	0
03-26	4	2	2	0
03-27	5	3	2	0
03-28	6	3	3	0
03-29	8	5	3	0
03-30	8	5	3	0
03-31	8	5	3	0
04-01	9	6	3	0
04-02	9	6	3	0
04-03	10	6	4	0
04-04	11	7	4	0
04-05	12	8	4	0
04-06	14	10	4	0
04-07	14	11	3	0
04-08	19	16	3	0
04-09	21	18	3	0
04-10	28	25	3	0
04-11	28	25	3	0
04-12	29	26	3	0
04-13	34	30	4	0
04-14	35	31	4	0
04-15	36	32	4	0
04-16	45	41	4	0
04-17	47	43	4	0
04-18	47	43	4	0
04-19	52	48	4	0
04-20	52	46	6	0

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	3	2	1	0
03-19	3	2	1	0
03-20	3	2	1	0
03-21	3	2	1	0
03-22	5	4	1	0
03-23	8	7	1	0
03-24	11	10	1	0
03-25	12	11	1	0
03-26	14	13	1	0
03-27	14	13	1	0
03-28	16	15	1	0
03-29	21	20	1	0
03-30	21	20	1	0
03-31	23	21	2	0
04-01	22	20	2	0
04-02	22	20	2	0
04-03	39	37	2	0
04-04	43	40	2	1
04-05	50	47	2	1
04-06	51	48	2	1
04-07	51	47	3	1
04-08	69	65	3	1
04-09	76	70	5	1
04-10	82	76	5	1
04-11	91	85	5	1
04-12	105	99	5	1
04-13	112	106	5	1
04-14	127	120	6	1
04-15	128	115	12	1
04-16	132	115	16	1
04-17	136	118	16	2
04-18	137	119	16	2
04-19	139	120	16	3
04-20	139	112	24	3

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	3	2	1	0
03-19	3	2	1	0
03-20	3	2	1	0
03-21	3	2	1	0
03-22	3	2	1	0
03-23	3	2	1	0
03-24	3	2	1	0
03-25	3	1	2	0
03-26	3	1	2	0
03-27	3	1	2	0
03-28	4	2	2	0
03-29	4	2	2	0
03-30	4	2	2	0
03-31	6	3	3	0
04-01	6	3	3	0
04-02	6	3	3	0
04-03	8	5	3	0
04-04	10	7	3	0
04-05	10	7	3	0
04-06	10	7	3	0
04-07	10	7	3	0
04-08	15	12	3	0
04-09	16	13	3	0
04-10	34	31	3	0
04-11	39	36	3	0
04-12	41	38	3	0
04-13	46	43	3	0
04-14	46	43	3	0
04-15	47	44	3	0
04-16	48	43	5	0
04-17	51	46	5	0
04-18	50	42	8	0
04-19	52	44	8	0
04-20	52	44	8	0

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	123	106	3	14
03-19	127	110	3	14
03-20	130	111	3	16
03-21	132	108	8	16
03-22	134	110	8	16
03-23	136	111	8	17
03-24	139	113	9	17
03-25	144	90	36	18
03-26	147	93	36	18
03-27	150	90	42	18
03-28	164	103	42	19
03-29	167	106	42	19
03-30	170	109	42	19
03-31	176	110	47	19
04-01	181	115	47	19
04-02	186	120	47	19
04-03	198	131	48	19
04-04	216	149	48	19
04-05	227	159	48	20
04-06	237	164	52	21
04-07	258	185	52	21
04-08	278	205	52	21
04-09	299	225	53	21
04-10	313	228	63	22
04-11	317	232	63	22
04-12	319	234	63	22
04-13	328	242	63	23
04-14	338	251	63	24
04-15	350	260	66	24
04-16	364	274	66	24
04-17	374	284	66	24
04-18	391	301	66	24
04-19	401	310	66	25
04-20	406	313	66	27

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	5	4	1	0
03-19	6	5	1	0
03-20	6	5	1	0
03-21	6	5	1	0
03-22	6	4	2	0
03-23	6	4	2	0
03-24	6	4	2	0
03-25	6	4	2	0
03-26	6	4	2	0
03-27	6	4	2	0
03-28	9	7	2	0
03-29	9	7	2	0
03-30	11	9	2	0
03-31	11	9	2	0
04-01	11	9	2	0
04-02	12	10	2	0
04-03	12	8	4	0
04-04	12	8	4	0
04-05	13	9	4	0
04-06	13	9	4	0
04-07	13	9	4	0
04-08	13	8	5	0
04-09	15	10	5	0
04-10	15	10	5	0
04-11	17	12	5	0
04-12	17	8	9	0
04-13	17	6	11	0
04-14	19	8	11	0
04-15	20	9	11	0
04-16	26	14	11	1
04-17	32	20	11	1
04-18	35	23	11	1
04-19	36	24	11	1
04-20	39	27	11	1

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	4	4	0	0
03-19	4	4	0	0
03-20	4	4	0	0
03-21	4	4	0	0
03-22	4	4	0	0
03-23	5	4	1	0
03-24	5	4	1	0
03-25	5	4	1	0
03-26	6	5	1	0
03-27	6	5	1	0
03-28	6	5	1	0
03-29	6	5	1	0
03-30	6	5	1	0
03-31	7	5	2	0
04-01	8	5	3	0
04-02	8	5	3	0
04-03	14	11	3	0
04-04	17	14	3	0
04-05	18	15	3	0
04-06	18	15	3	0
04-07	18	15	3	0
04-08	24	21	3	0
04-09	26	23	3	0
04-10	34	31	3	0
04-11	38	35	3	0
04-12	38	35	3	0
04-13	40	35	5	0
04-14	51	46	5	0
04-15	52	47	5	0
04-16	57	48	8	1
04-17	68	57	10	1
04-18	70	59	10	1
04-19	71	60	10	1
04-20	72	58	13	1

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	17	11	6	0
03-19	17	11	6	0
03-20	18	12	6	0
03-21	19	12	7	0
03-22	20	13	7	0
03-23	21	14	7	0
03-24	23	16	7	0
03-25	27	20	7	0
03-26	29	21	8	0
03-27	31	20	11	0
03-28	37	24	13	0
03-29	46	33	13	0
03-30	54	41	13	0
03-31	68	53	15	0
04-01	71	55	16	0
04-02	79	61	18	0
04-03	91	73	18	0
04-04	105	87	18	0
04-05	111	93	18	0
04-06	119	101	18	0
04-07	139	121	18	0
04-08	149	126	23	0
04-09	159	129	29	1
04-10	168	138	29	1
04-11	181	147	33	1
04-12	193	157	33	3
04-13	205	169	33	3
04-14	210	173	34	3
04-15	215	175	37	3
04-16	225	183	39	3
04-17	235	179	53	3
04-18	242	186	53	3
04-19	251	178	70	3
04-20	259	177	77	5

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	100	78	22	0
03-19	102	79	22	1
03-20	106	83	22	1
03-21	108	81	26	1
03-22	113	85	26	2
03-23	116	87	27	2
03-24	123	94	27	2
03-25	129	90	37	2
03-26	136	93	41	2
03-27	154	111	41	2
03-28	192	142	48	2
03-29	209	159	48	2
03-30	217	167	48	2
03-31	245	173	70	2
04-01	279	207	70	2
04-02	312	239	71	2
04-03	347	272	73	2
04-04	388	306	80	2
04-05	409	324	82	3
04-06	429	343	83	3
04-07	482	396	83	3
04-08	525	403	116	6
04-09	589	465	118	6
04-10	697	570	121	6
04-11	767	640	121	6
04-12	812	679	127	6
04-13	836	683	147	6
04-14	895	736	152	7
04-15	969	806	155	8
04-16	1021	838	175	8
04-17	1076	885	182	9
04-18	1164	934	220	10
04-19	1212	967	233	12
04-20	1297	1051	233	13

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	69	66	0	3
03-19	69	64	1	4
03-20	76	71	1	4
03-21	81	75	2	4
03-22	83	76	2	5
03-23	85	78	2	5
03-24	87	77	5	5
03-25	87	77	5	5
03-26	87	77	5	5
03-27	90	80	5	5
03-28	125	99	18	8
03-29	132	104	18	10
03-30	136	108	18	10
03-31	147	118	18	11
04-01	161	132	18	11
04-02	167	138	18	11
04-03	172	110	51	11
04-04	182	119	52	11
04-05	195	132	52	11
04-06	201	136	53	12
04-07	216	151	53	12
04-08	216	151	53	12
04-09	273	203	58	12
04-10	316	245	59	12
04-11	358	286	59	13
04-12	375	303	59	13
04-13	384	311	59	14
04-14	403	327	61	15
04-15	423	347	61	15
04-16	453	373	63	17
04-17	480	400	63	17
04-18	502	420	65	17
04-19	513	431	65	17
04-20	524	442	65	17

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	4	2	2	0
03-19	4	2	2	0
03-20	4	2	2	0
03-21	4	2	2	0
03-22	5	3	2	0
03-23	5	2	3	0
03-24	5	2	3	0
03-25	5	2	3	0
03-26	5	2	3	0
03-27	5	2	3	0
03-28	11	3	8	0
03-29	11	3	8	0
03-30	11	3	8	0
03-31	11	3	8	0
04-01	15	7	8	0
04-02	19	11	8	0
04-03	21	13	8	0
04-04	24	16	8	0
04-05	25	17	8	0
04-06	26	18	8	0
04-07	28	20	8	0
04-08	30	22	8	0
04-09	34	26	8	0
04-10	37	29	8	0
04-11	39	31	8	0
04-12	41	33	8	0
04-13	44	36	8	0
04-14	47	39	8	0
04-15	53	43	9	1
04-16	54	44	9	1
04-17	56	43	12	1
04-18	60	47	12	1
04-19	62	47	14	1
04-20	64	49	14	1

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	13	4	8	1
03-19	14	5	8	1
03-20	15	6	8	1
03-21	15	5	9	1
03-22	15	5	9	1
03-23	15	5	9	1
03-24	15	5	9	1
03-25	15	5	9	1
03-26	15	4	10	1
03-27	15	4	10	1
03-28	17	3	13	1
03-29	17	3	13	1
03-30	17	3	13	1
03-31	17	3	13	1
04-01	18	4	13	1
04-02	20	5	14	1
04-03	21	5	15	1
04-04	21	5	15	1
04-05	25	9	15	1
04-06	27	11	15	1
04-07	28	12	15	1
04-08	29	13	15	1
04-09	32	16	15	1
04-10	33	17	15	1
04-11	33	15	17	1
04-12	34	16	17	1
04-13	34	16	17	1
04-14	35	17	17	1
04-15	37	17	19	1
04-16	38	18	19	1
04-17	39	19	19	1
04-18	40	20	19	1
04-19	46	25	20	1
04-20	46	25	20	1

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	0	0	0	0
03-19	0	0	0	0
03-20	0	0	0	0
03-21	0	0	0	0
03-22	0	0	0	0
03-23	0	0	0	0
03-24	0	0	0	0
03-25	0	0	0	0
03-26	0	0	0	0
03-27	0	0	0	0
03-28	0	0	0	0
03-29	0	0	0	0
03-30	0	0	0	0
03-31	0	0	0	0
04-01	0	0	0	0
04-02	0	0	0	0
04-03	0	0	0	0
04-04	0	0	0	0
04-05	0	0	0	0
04-06	0	0	0	0
04-07	0	0	0	0
04-08	0	0	0	0
04-09	0	0	0	0
04-10	1	1	0	0
04-11	1	1	0	0
04-12	1	1	0	0
04-13	1	1	0	0
04-14	1	1	0	0
04-15	1	1	0	0
04-16	1	1	0	0
04-17	1	1	0	0
04-18	3	3	0	0
04-19	3	3	0	0
04-20	3	3	0	0

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	0	0	0	0
03-19	0	0	0	0
03-20	0	0	0	0
03-21	0	0	0	0
03-22	0	0	0	0
03-23	0	0	0	0
03-24	0	0	0	0
03-25	0	0	0	0
03-26	0	0	0	0
03-27	0	0	0	0
03-28	0	0	0	0
03-29	0	0	0	0
03-30	0	0	0	0
03-31	0	0	0	0
04-01	0	0	0	0
04-02	0	0	0	0
04-03	0	0	0	0
04-04	0	0	0	0
04-05	0	0	0	0
04-06	0	0	0	0
04-07	0	0	0	0
04-08	0	0	0	0
04-09	1	1	0	0
04-10	2	2	0	0
04-11	6	6	0	0
04-12	7	7	0	0
04-13	8	8	0	0
04-14	10	10	0	0
04-15	13	13	0	0
04-16	14	14	0	0
04-17	15	15	0	0
04-18	15	15	0	0
04-19	16	16	0	0
04-20	16	16	0	0

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	0	0	0	0
03-19	0	0	0	0
03-20	0	0	0	0
03-21	0	0	0	0
03-22	1	1	0	0
03-23	1	1	0	0
03-24	1	1	0	0
03-25	1	1	0	0
03-26	1	1	0	0
03-27	2	2	0	0
03-28	3	3	0	0
03-29	3	3	0	0
03-30	4	4	0	0
03-31	4	4	0	0
04-01	4	4	0	0
04-02	7	7	0	0
04-03	9	9	0	0
04-04	10	10	0	0
04-05	11	11	0	0
04-06	11	11	0	0
04-07	12	12	0	0
04-08	15	15	0	0
04-09	16	16	0	0
04-10	16	15	1	0
04-11	16	15	1	0
04-12	16	15	1	0
04-13	16	15	1	0
04-14	16	15	1	0
04-15	16	15	1	0
04-16	18	17	1	0
04-17	18	17	1	0
04-18	18	15	3	0
04-19	19	16	3	0
04-20	19	15	4	0

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	1	0	1	0
03-19	1	0	1	0
03-20	2	1	1	0
03-21	2	1	1	0
03-22	3	2	1	0
03-23	3	2	1	0
03-24	3	2	1	0
03-25	3	2	1	0
03-26	4	3	1	0
03-27	4	3	1	0
03-28	4	3	1	0
03-29	6	5	1	0
03-30	6	5	1	0
03-31	6	5	1	0
04-01	6	5	1	0
04-02	6	5	1	0
04-03	8	7	1	0
04-04	13	12	1	0
04-05	16	15	1	0
04-06	16	15	1	0
04-07	19	18	1	0
04-08	23	22	1	0
04-09	25	22	3	0
04-10	25	22	3	0
04-11	31	28	3	0
04-12	56	53	3	0
04-13	57	54	3	0
04-14	66	63	3	0
04-15	67	64	3	0
04-16	118	115	3	0
04-17	124	116	8	0
04-18	129	118	11	0
04-19	132	121	11	0
04-20	137	125	12	0

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	1	1	0	0
03-19	1	1	0	0
03-20	1	1	0	0
03-21	1	1	0	0
03-22	2	2	0	0
03-23	2	2	0	0
03-24	2	2	0	0
03-25	3	3	0	0
03-26	4	4	0	0
03-27	4	4	0	0
03-28	6	4	2	0
03-29	6	4	2	0
03-30	6	4	2	0
03-31	6	3	3	0
04-01	6	3	3	0
04-02	6	3	3	0
04-03	7	4	3	0
04-04	7	4	3	0
04-05	8	5	3	0
04-06	12	9	3	0
04-07	13	10	3	0
04-08	17	14	3	0
04-09	17	14	3	0
04-10	17	14	3	0
04-11	19	16	3	0
04-12	23	20	3	0
04-13	24	19	5	0
04-14	25	20	5	0
04-15	28	23	5	0
04-16	29	24	5	0
04-17	30	25	5	0
04-18	30	25	5	0
04-19	30	19	11	0
04-20	30	15	15	0

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	0	0	0	0
03-19	0	0	0	0
03-20	0	0	0	0
03-21	0	0	0	0
03-22	0	0	0	0
03-23	0	0	0	0
03-24	0	0	0	0
03-25	0	0	0	0
03-26	0	0	0	0
03-27	0	0	0	0
03-28	1	0	1	0
03-29	1	0	1	0
03-30	1	0	1	0
03-31	3	2	1	0
04-01	3	2	1	0
04-02	3	2	1	0
04-03	3	2	1	0
04-04	3	2	1	0
04-05	3	2	1	0
04-06	3	2	1	0
04-07	3	2	1	0
04-08	3	2	1	0
04-09	3	2	1	0
04-10	3	2	1	0
04-11	3	0	3	0
04-12	3	0	3	0
04-13	3	0	3	0
04-14	3	0	3	0
04-15	3	0	3	0
04-16	3	0	3	0
04-17	3	0	3	0
04-18	3	0	3	0
04-19	3	0	3	0
04-20	3	0	3	0

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	1	1	0	0
03-19	1	1	0	0
03-20	1	1	0	0
03-21	1	1	0	0
03-22	1	1	0	0
03-23	1	1	0	0
03-24	1	1	0	0
03-25	1	1	0	0
03-26	1	1	0	0
03-27	1	1	0	0
03-28	1	1	0	0
03-29	1	1	0	0
03-30	1	1	0	0
03-31	2	2	0	0
04-01	2	2	0	0
04-02	2	2	0	0
04-03	2	2	0	0
04-04	2	2	0	0
04-05	2	2	0	0
04-06	2	2	0	0
04-07	2	2	0	0
04-08	3	3	0	0
04-09	3	3	0	0
04-10	4	4	0	0
04-11	4	3	1	0
04-12	8	7	1	0
04-13	16	15	1	0
04-14	20	19	1	0
04-15	20	19	1	0
04-16	21	20	1	0
04-17	24	23	1	0
04-18	24	23	1	0
04-19	25	24	1	0
04-20	26	25	1	0

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	2	1	1	0
03-19	2	1	1	0
03-20	2	1	1	0
03-21	2	1	1	0
03-22	2	1	1	0
03-23	2	1	1	0
03-24	2	1	1	0
03-25	2	1	1	0
03-26	2	1	1	0
03-27	3	2	1	0
03-28	4	2	2	0
03-29	4	2	2	0
03-30	4	2	2	0
03-31	9	7	2	0
04-01	9	7	2	0
04-02	11	9	2	0
04-03	11	7	3	1
04-04	12	8	3	1
04-05	12	8	3	1
04-06	14	9	4	1
04-07	23	18	4	1
04-08	25	20	4	1
04-09	26	21	4	1
04-10	28	23	4	1
04-11	30	25	4	1
04-12	30	24	4	2
04-13	37	31	4	2
04-14	39	33	4	2
04-15	40	34	4	2
04-16	41	35	4	2
04-17	41	35	4	2
04-18	44	36	5	3
04-19	45	34	8	3
04-20	46	34	9	3

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	11	5	6	0
03-19	11	0	11	0
03-20	11	0	11	0
03-21	11	0	11	0
03-22	11	0	11	0
03-23	11	0	11	0
03-24	11	0	11	0
03-25	11	0	11	0
03-26	11	0	11	0
03-27	12	1	11	0
03-28	13	1	12	0
03-29	14	2	12	0
03-30	15	3	12	0
03-31	17	5	12	0
04-01	20	8	12	0
04-02	21	9	12	0
04-03	21	9	12	0
04-04	24	12	12	0
04-05	31	19	12	0
04-06	34	22	12	0
04-07	36	24	12	0
04-08	37	25	12	0
04-09	47	35	12	0
04-10	52	40	12	0
04-11	54	41	13	0
04-12	60	46	14	0
04-13	60	44	16	0
04-14	60	44	16	0
04-15	62	46	16	0
04-16	62	43	18	1
04-17	63	44	18	1
04-18	64	45	18	1
04-19	68	49	18	1
04-20	69	45	22	2

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	4	3	1	0
03-19	5	3	2	0
03-20	5	3	2	0
03-21	5	3	2	0
03-22	5	3	2	0
03-23	6	4	2	0
03-24	9	7	2	0
03-25	9	7	2	0
03-26	11	9	2	0
03-27	12	10	2	0
03-28	21	19	2	0
03-29	22	20	2	0
03-30	23	21	2	0
03-31	43	41	2	0
04-01	52	47	5	0
04-02	62	57	5	0
04-03	66	61	5	0
04-04	67	62	5	0
04-05	109	103	6	0
04-06	113	107	6	0
04-07	136	129	7	0
04-08	161	154	7	0
04-09	187	180	7	0
04-10	224	217	7	0
04-11	332	325	7	0
04-12	362	355	7	0
04-13	373	366	7	0
04-14	403	371	32	0
04-15	433	382	45	6
04-16	459	401	52	6
04-17	476	401	66	9
04-18	500	424	66	10
04-19	516	440	66	10
04-20	524	424	87	13

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	1	1	0	0
03-19	1	1	0	0
03-20	1	1	0	0
03-21	1	1	0	0
03-22	1	1	0	0
03-23	1	1	0	0
03-24	1	1	0	0
03-25	1	1	0	0
03-26	1	1	0	0
03-27	1	1	0	0
03-28	1	1	0	0
03-29	1	1	0	0
03-30	1	1	0	0
03-31	2	2	0	0
04-01	4	4	0	0
04-02	4	4	0	0
04-03	5	5	0	0
04-04	6	6	0	0
04-05	8	7	1	0
04-06	8	7	1	0
04-07	9	8	1	0
04-08	11	10	1	0
04-09	11	10	1	0
04-10	12	11	1	0
04-11	12	11	1	0
04-12	13	12	1	0
04-13	13	12	1	0
04-14	15	14	1	0
04-15	17	16	1	0
04-16	15	14	1	0
04-17	16	15	1	0
04-18	16	15	1	0
04-19	17	16	1	0
04-20	17	16	1	0

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	0	0	0	0
03-19	0	0	0	0
03-20	0	0	0	0
03-21	0	0	0	0
03-22	0	0	0	0
03-23	0	0	0	0
03-24	0	0	0	0
03-25	1	1	0	0
03-26	1	1	0	0
03-27	1	1	0	0
03-28	2	2	0	0
03-29	2	2	0	0
03-30	2	2	0	0
03-31	2	1	1	0
04-01	5	4	1	0
04-02	5	4	1	0
04-03	7	5	2	0
04-04	8	6	2	0
04-05	9	7	2	0
04-06	9	7	2	0
04-07	9	7	2	0
04-08	12	10	2	0
04-09	14	12	2	0
04-10	14	12	2	0
04-11	14	12	2	0
04-12	14	12	2	0
04-13	14	12	2	0
04-14	14	12	2	0
04-15	15	13	2	0
04-16	16	14	2	0
04-17	17	15	2	0
04-18	17	15	2	0
04-19	17	15	2	0
04-20	17	13	4	0

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	5	5	0	0
03-19	6	6	0	0
03-20	6	6	0	0
03-21	6	5	1	0
03-22	6	5	1	0
03-23	6	5	1	0
03-24	6	5	1	0
03-25	6	4	2	0
03-26	7	5	2	0
03-27	9	7	2	0
03-28	10	7	3	0
03-29	10	7	3	0
03-30	11	8	3	0
03-31	14	11	3	0
04-01	15	12	3	0
04-02	15	12	3	0
04-03	15	12	3	0
04-04	16	13	3	0
04-05	20	17	3	0
04-06	20	17	3	0
04-07	21	18	3	0
04-08	23	20	3	0
04-09	23	19	4	0
04-10	23	18	4	1
04-11	23	18	4	1
04-12	28	23	4	1
04-13	28	22	5	1
04-14	29	23	5	1
04-15	31	25	5	1
04-16	31	25	5	1
04-17	35	28	6	1
04-18	35	28	6	1
04-19	39	32	6	1
04-20	40	32	7	1

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	1	0	1	0
03-19	3	2	1	0
03-20	6	5	1	0
03-21	11	10	1	0
03-22	15	14	1	0
03-23	15	14	1	0
03-24	16	15	1	0
03-25	16	15	1	0
03-26	17	16	1	0
03-27	17	16	1	0
03-28	27	26	1	0
03-29	28	27	1	0
03-30	28	27	1	0
03-31	29	28	1	0
04-01	29	28	1	0
04-02	30	29	1	0
04-03	31	25	6	0
04-04	31	25	6	0
04-05	31	25	6	0
04-06	32	24	8	0
04-07	32	24	8	0
04-08	41	33	8	0
04-09	41	31	10	0
04-10	42	32	10	0
04-11	42	32	10	0
04-12	42	32	10	0
04-13	43	33	10	0
04-14	43	30	13	0
04-15	50	37	13	0
04-16	50	32	17	1
04-17	54	36	17	1
04-18	54	36	17	1
04-19	54	35	18	1
04-20	55	35	19	1

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	3	3	0	0
03-19	3	3	0	0
03-20	3	3	0	0
03-21	3	3	0	0
03-22	3	3	0	0
03-23	3	3	0	0
03-24	3	2	1	0
03-25	3	2	1	0
03-26	3	2	1	0
03-27	3	2	1	0
03-28	3	2	1	0
03-29	3	2	1	0
03-30	3	2	1	0
03-31	3	2	1	0
04-01	3	2	1	0
04-02	3	2	1	0
04-03	4	2	2	0
04-04	4	2	2	0
04-05	6	4	2	0
04-06	7	4	3	0
04-07	7	4	3	0
04-08	12	9	3	0
04-09	16	13	3	0
04-10	16	13	3	0
04-11	17	14	3	0
04-12	17	14	3	0
04-13	17	14	3	0
04-14	17	14	3	0
04-15	17	13	4	0
04-16	17	13	4	0
04-17	17	13	4	0
04-18	17	13	4	0
04-19	17	13	4	0
04-20	17	13	4	0

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	0	0	0	0
03-19	0	0	0	0
03-20	0	0	0	0
03-21	0	0	0	0
03-22	0	0	0	0
03-23	0	0	0	0
03-24	0	0	0	0
03-25	0	0	0	0
03-26	1	1	0	0
03-27	1	1	0	0
03-28	1	1	0	0
03-29	1	1	0	0
03-30	1	1	0	0
03-31	1	1	0	0
04-01	2	2	0	0
04-02	3	3	0	0
04-03	3	3	0	0
04-04	3	3	0	0
04-05	3	3	0	0
04-06	3	3	0	0
04-07	3	3	0	0
04-08	3	3	0	0
04-09	3	3	0	0
04-10	3	3	0	0
04-11	4	4	0	0
04-12	4	4	0	0
04-13	4	4	0	0
04-14	4	4	0	0
04-15	4	4	0	0
04-16	4	3	1	0
04-17	6	5	1	0
04-18	7	6	1	0
04-19	8	7	1	0
04-20	10	9	1	0

date	Total.Infected	Current.Infected	Recovered	Deaths
03-11	0	0	0	0
03-12	0	0	0	0
03-13	0	0	0	0
03-14	0	0	0	0
03-15	0	0	0	0
03-16	0	0	0	0
03-17	0	0	0	0
03-18	3	1	2	0
03-19	3	1	2	0
03-20	3	1	2	0
03-21	3	1	2	0
03-22	3	1	2	0
03-23	3	1	2	0
03-24	4	2	2	0
03-25	4	2	2	0
03-26	4	2	2	0
03-27	6	4	2	0
03-28	6	4	2	0
03-29	8	6	2	0
03-30	9	7	2	0
03-31	9	7	2	0
04-01	9	7	2	0
04-02	9	7	2	0
04-03	9	7	2	0
04-04	9	7	2	0
04-05	9	7	2	0
04-06	15	13	2	0
04-07	27	25	2	0
04-08	32	29	3	0
04-09	42	39	3	0
04-10	49	46	3	0
04-11	49	46	3	0
04-12	66	63	3	0
04-13	72	69	3	0
04-14	76	73	3	0
04-15	86	83	3	0
04-16	86	79	6	1
04-17	101	94	6	1
04-18	101	94	6	1
04-19	110	103	6	1
04-20	121	107	11	3

References

• data from https://www.harp.lg.jp/opendata/dataset/1369/resource/2853/covid19_data.csv
• Coronavirus data analysis with R, tidyverse and ggplot2, https://www.r-bloggers.com/coronavirus-data-analysis-with-r-tidyverse-and-ggplot2/
• Create Awesome HTML Table with knitr::kable and kableExtra: https://cran.r-project.org/web/packages/kableExtra/vignettes/awesome_table_in_html.html