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@kenmomd
Last active November 18, 2020 11:09
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if (!requireNamespace("pacman", quietly = T)) install.packages("pacman")
pacman::p_load(tidyverse, lubridate, scales, glue, patchwork, ggthemes, incidence, EpiEstim, jsonlite)
###東京都の実効再生産数---------------------------
#発症日取得用関数
download_onset<- function(j){
tokyo_onset_master <- jsonlite::fromJSON(j)
tokyo_onset_master <- as_tibble(tokyo_onset_master$data) %>% rename(date="developed_date") %>% dplyr::select(c("date","count"))
tokyo_onset_master$date <- ymd(tokyo_onset_master$date)
tokyo_onset_master
}
j="https://raw.githubusercontent.com/tokyo-metropolitan-gov/covid19/development/data/positive_by_developed.json"
tokyo_onset <- download_onset(j)
#東京都の発症日をcsvに保存
write.csv(tokyo_onset, file="covid19_tokyo_onset.csv", row.names = FALSE)
dat_date <- tokyo_onset$date
new_i <- as.incidence(tokyo_onset$count, dat_date)
new_i
#発症日グラフ確認
plot(new_i)
date_onset_latest <- length(new_i$dates)
#データが不十分な直近をカットして利用する
plot(new_i[20:(date_onset_latest-12)])
T <- nrow(new_i[20:(date_onset_latest-12)]$counts)
#7日間windowでRtを算出する
t_start <- seq(2, T-6)
t_end <- t_start + 6
#Rt算出
estimated_Rt <- estimate_R(new_i[20:(date_onset_latest-12)],
method = "uncertain_si",
config = make_config(list(
mean_si = 4.8, std_mean_si = 0.7109351,
min_mean_si = 2.9, max_mean_si = 7.5,
std_si = 2.3, std_std_si = 0.7695178,
min_std_si = 0.5, max_std_si = 3.5,
t_start = t_start,
t_end = t_end)))
#全体のグラフの確認
plot(estimated_Rt, legend = FALSE)
#今日の日付をセット
today <- lubridate::today()
#Rtをcsvに保存
rt_by_onset <- as.data.frame(estimated_Rt$R)
write.csv(rt_by_onset, file = glue("tokyo_rt_by_onset{today}.csv"), row.names = FALSE)
#算出に使用した日付と陽性者数
tokyo_rt_by_onset_dates <- cbind.data.frame(estimated_Rt$dates, estimated_Rt$I) %>%
as_tibble() %>%
rename(dates=`estimated_Rt$dates`,counts=`estimated_Rt$I`)
write.csv(tokyo_rt_by_onset_dates, file = "tokyo_rt_by_onset_dates.csv", row.names = FALSE)
#描画範囲
lims <- as.Date(strptime(c("2020-05-01","2020-11-15"), format = "%Y-%m-%d"))
#新規陽性者数グラフ
p1 <- plot(estimated_Rt, "incid") +
theme_clean()+
labs(x="", title="COVID-19 東京都の発症日別新規陽性者数", y="Daily cases by onset")+
scale_x_date(limits = lims, date_breaks = "3 days", labels = date_format(format = "%B%d日"))+
theme(axis.text.x = element_text(angle = 90,hjust = 1)) +
theme(legend.position = "none")+
scale_y_continuous(expand = c(0,0), breaks = seq(0,500, by=10))+
scale_fill_manual(values = c("#AD002A"))
p1
#Rtグラフ
p2 <- plot(estimated_Rt, "R")+
theme_clean()+
theme(legend.position = "none")+
labs(title = "実効再生産数", x="", y=bquote("Estimated" ~ R[t]), caption = glue("mean serial interval = 4.8 days, SD = 2.3 days\n(ヽ´ん`)@kenmomd {today}作成 \nDATA:東京都福祉保健局"))+
geom_hline(yintercept = 1, colour = "steelblue") +
scale_x_date(limits = lims, date_breaks = "3 days", labels = date_format(format = "%B%d日"))+
theme(axis.text.x = element_text(angle = 90,hjust = 1)) +
scale_y_continuous(expand = c(0,0), breaks = seq(0,6, by=0.2))+
coord_cartesian(ylim = c(0.2,2.0)) #y軸範囲
p2
#patchworkでグラフを並べる
pp <- p1/p2
pp
#グラフ画像の保存
ggsave(filename = glue("Tokyo_COVID-19_Rt_by_onset_{today}.png"), plot=pp, width=15, height=10, dpi = 160)
if (!requireNamespace("pacman", quietly = T)) install.packages("pacman")
pacman::p_load(tidyverse, lubridate, scales, glue, patchwork, ggthemes, incidence, EpiEstim, jsonlite)
###東京都の発症日とRtの2軸プロット-------------------
#参考
#ggplotで別々のデータを使った2軸グラフを使いたい - まずは蝋の翼から。https://knknkn.hatenablog.com/entry/2019/02/27/204913
#ggplot2: きれいなグラフを簡単に合理的に - Heavy Watal https://heavywatal.github.io/rstats/ggplot2.html
tokyo_rt <- read_csv("tokyo_rt_by_onset_master.csv")
lims <- as.Date(strptime(c("2020-03-01","2020-11-15"), format = "%Y-%m-%d"))
data_ends <- tokyo_rt %>% select(dates, cases, `Median(R)`) %>% tail(n=1)
data_ends$`Median(R)` <- round(data_ends$`Median(R)`, digits=2)
p <- tokyo_rt %>% #データの整形、変換
select(c(dates,cases,"Median(R)","Quantile.0.025(R)" ,"Quantile.0.975(R)")) %>%
mutate(rescaled_Rt = (`Median(R)`)*100-100) %>% #Rtのスケール100倍にし、かつRt=1と症例数y=0を合わせる
mutate(rescaled_Rmin = (`Quantile.0.025(R)`)*100-100) %>%
mutate(rescaled_Rmax = (`Quantile.0.975(R)`)*100-100) %>%
pivot_longer(cols = c(-dates,-rescaled_Rt,-rescaled_Rmin,-rescaled_Rmax), names_to="var", values_to="value") %>%
dplyr::filter(var %!in% c("Quantile.0.025(R)", "Quantile.0.975(R)", "Median(R)")) %>%
ggplot(aes(x=dates))+ #ここからggplotでグラフ描画
theme_minimal(base_size = 13, base_family = "HiraginoSans-W4")+
theme(axis.text.x = element_text(angle = 45, hjust = 1))+
theme(axis.text.y = element_text(angle = 0))+
scale_x_date(expand = c(0,0), limits = lims, date_breaks = "1 week", labels = date_format(format = "%Y-%m-%d"))+
scale_y_continuous(sec.axis = sec_axis(~./100+1, #2軸目の設定。Rt=1の目盛を症例数0に合わせる
name = bquote("Estimated" ~ R[t]),
breaks = seq(0,7,0.2)), #Rt軸の目盛
breaks = seq(-100,300,20))+ #陽性者数軸の目盛
coord_cartesian(ylim = c(-60,230))+ #y軸範囲
geom_bar(aes(y = value), stat="identity", alpha=0.7, fill="orange",colour="orange", width=0.2)+
geom_hline(yintercept=0)+
geom_ribbon(aes(ymin = rescaled_Rmin, ymax = rescaled_Rmax), alpha = 0.4, fill="light blue", colour="light blue") +
geom_line(aes(y=rescaled_Rt), size=0.8, colour="steel blue")+
ggrepel::geom_label_repel(aes(y=`Median(R)`*100-100, label = `Median(R)`), data = data_ends, size = 4)+ #軸調整
labs(title= "COVID-19 東京都の発症日別新規陽性者による実効再生産数",
subtitle = bquote("COVID-19 in Tokyo. Estimated effective reproduction number" ~ (R[t]) ~ "by symptom onset."),
x = "", y = "Daily cases by onset",
caption = glue("実行再生産数Rtは発症日から算出されたものであり感染日を反映していない。Rt算出はRのパッケージEpiEstimを使用した。
Serial IntervalはNishiura et al.による平均4.8日, SD2.3日のガンマ分布を採用しているが、\n不確実性を考慮しEpiEstimのmethod uncertain_siを使用し平均SIは最小2.9から最大7.5、SD SIは0.5から3.5の範囲を指定している。
mean serial interval = 4.8 days, SD SI= 2.3 days, 7-day window.
作成:(ヽ´ん`)@kenmomd {today} \nDATA:東京都福祉保健局"))
p
ggsave(filename = glue("Tokyo_COVID-19_Rt_by_onset_dualaxis_{today}.png"), plot=p, width=13, height=10, dpi = 160)
dates cases google_retail_recreation google_transit google_workplaces t_start t_end Mean(R) Std(R) Quantile.0.025(R) Quantile.0.05(R) Quantile.0.25(R) Median(R) Quantile.0.75(R) Quantile.0.95(R) Quantile.0.975(R)
2020-02-02 2 2 8 2.98572021040121 1.15947217603424 1.31038976616229 1.48382038815277 2.1585176507893 2.79017181539937 3.59596302264273 5.15055424380007 5.79441393903431
2020-02-03 0 3 9 2.00205373540921 0.710699654935555 0.904200996261253 1.02910767438206 1.49302409621543 1.89945605908176 2.40968113848464 3.32133540827892 3.67209312205195
2020-02-04 0 4 10 1.27890569891224 0.477847193083704 0.535982879446033 0.61725999052781 0.932488074954664 1.21263210835156 1.55401294413424 2.1510559712277 2.39359304438224
2020-02-05 4 5 11 1.36526578518994 0.451116865725762 0.643542806370694 0.725576944730597 1.04278484533227 1.31435924618018 1.62974812907436 2.19571021015565 2.40115550603062
2020-02-06 0 6 12 1.12743039715041 0.382319332529436 0.509982121404609 0.583550706000387 0.85104443106335 1.08303485892466 1.3575292875767 1.81734991059358 1.98381242053118
2020-02-07 1 7 13 1.0794811359169 0.362153372321827 0.489890842201406 0.561855348838071 0.82012272599274 1.04003185019608 1.29636082275278 1.73010013395408 1.88836718189342
2020-02-08 0 8 14 0.952635049422391 0.337991565681379 0.407955163552651 0.474066085578716 0.711351584992148 0.912170128113817 1.15148260768408 1.57653769886779 1.72238504455005
2020-02-09 1 9 15 0.834962274338504 0.31516777644707 0.337867847731692 0.390224254957777 0.606558194099231 0.795442615552579 1.02256910257436 1.41618241014688 1.5484731421487
2020-02-10 0 10 16 0.84991760092921 0.323434957332827 0.339841111173965 0.399201186903693 0.615875453337566 0.806903992808058 1.03750397632857 1.44392803676267 1.59096117119751
2020-02-11 0 11 17 0.883875595944515 0.336133686238277 0.352412547522655 0.411523502113478 0.642476991587288 0.841358096874824 1.0815310699315 1.49982597920736 1.65373753892337
2020-02-12 0 12 18 0.404146185416633 0.234507720482068 0.0833153311012802 0.108564101139019 0.231400460498828 0.359455421434875 0.528192780341207 0.852435778862294 0.987600650617347
2020-02-13 1 13 19 0.575087187887567 0.292588674473774 0.151893799375659 0.189372556069533 0.360103884820156 0.527529675339317 0.73585693466331 1.12299541239513 1.27903589473187
2020-02-14 0 14 20 0.483708451608283 0.284014543847808 0.0974213396684345 0.129378921779917 0.275865661874454 0.428487395343916 0.633401487477348 1.02933744811049 1.17751996139037
2020-02-15 3 -2 1 4 15 21 1.1265055045258 0.479842899076716 0.402820505480417 0.475495585041283 0.77797609742784 1.05853158521225 1.39841269196276 2.01705449234166 2.25640836390909
2020-02-16 0 -13 -9 -1 16 22 1.11510327626376 0.517994880591873 0.353834296266868 0.428461688471692 0.739580940267287 1.02993849701288 1.40243874359084 2.07783659508019 2.34277001570123
2020-02-17 0 -4 -1 1 17 23 1.26428291849215 0.586110949598261 0.405775705416051 0.487776593679942 0.839070218533414 1.17327301759872 1.57821804390828 2.36934591283502 2.65941242059028
2020-02-18 1 -2 -3 0 18 24 1.57099168201196 0.657183580012943 0.572078818400282 0.675972460902075 1.092233388686 1.47840242826957 1.94353493652511 2.79874222686472 3.10666879673509
2020-02-19 2 -4 -5 -1 19 25 2.02870338755227 0.729181645779052 0.873818690828337 1.0003238532425 1.51100778848865 1.9372294844492 2.46028361435785 3.34938930451024 3.70146687070399
2020-02-20 3 -4 -5 -1 20 26 2.37372457827308 0.761802054903603 1.12115598668983 1.27940239010003 1.8288578991859 2.29281037041994 2.83261383101617 3.75456245261877 4.10937510057147
2020-02-21 2 -4 -5 -2 21 27 2.5732544461083 0.776619905821327 1.31567919654604 1.46357791634234 2.01627928205113 2.48746757488137 3.03896370650808 3.97256147594213 4.32637234879573
2020-02-22 2 -9 -5 -1 22 28 2.02397988555648 0.659529442995686 0.971121333007286 1.08876357642202 1.54987593038181 1.94464915701073 2.40940763948125 3.23195804991265 3.52972214613
2020-02-23 3 -3 -5 -1 23 29 2.13770855979393 0.643751520617457 1.10443701214944 1.22880099955051 1.67640000542034 2.05460702833569 2.51569269651369 3.30893320309141 3.60221761313175
2020-02-24 0 -5 -40 -66 24 30 1.77744533943173 0.51445754144232 0.940849478830359 1.0460135700233 1.40942013530927 1.72059374608107 2.0840431014039 2.69967738791586 2.92036521968235
2020-02-25 2 -6 -5 -1 25 31 1.63857580374941 0.44518858526392 0.89028555342221 0.987050249190814 1.32092506000802 1.59532984617877 1.90952582927837 2.44701667927856 2.62718673693834
2020-02-26 1 -11 -8 -1 26 32 1.34999288607798 0.371523120498101 0.725091153745601 0.802776458709661 1.08549473399478 1.31753878923279 1.57592237783676 2.01384160678028 2.16694133667915
2020-02-27 5 -8 -10 -2 27 33 1.4024848175547 0.360254199585122 0.795624019134224 0.879280228014934 1.14311781219978 1.36829535198699 1.62121477002026 2.04409377805304 2.20350510908179
2020-02-28 3 -9 -12 -1 28 34 1.38201352963297 0.339338046451692 0.802234805166498 0.878551576242399 1.1413720524787 1.35350443043747 1.59212050374172 1.98191885810606 2.11565866854191
2020-02-29 1 -13 -19 1 29 35 1.22300600847443 0.308391016149623 0.69935411756485 0.765030451790429 1.0025291686942 1.19788963342441 1.4139546353394 1.77009186253508 1.90295719449904
2020-03-01 6 -15 -25 -1 30 36 1.38482255627926 0.320469157729007 0.82762843176173 0.903684527383568 1.16005407782407 1.36018569490758 1.585207090194 1.95041662507484 2.08260599754889
2020-03-02 2 -21 -16 -5 31 37 1.45674852422016 0.318966855737527 0.902195635328626 0.977805542200917 1.22915094963857 1.43382714232742 1.65972071566361 2.01950521723823 2.14352567694098
2020-03-03 4 -8 -16 -6 32 38 1.51661328936065 0.32217304412804 0.958431920003838 1.0310342988067 1.29010562460564 1.49081873627716 1.71821765253497 2.0840634541088 2.2205540739132
2020-03-04 4 -20 -20 -8 33 39 1.61126689590518 0.325620608051467 1.03609766757426 1.11536908532218 1.38191967951196 1.58985169267034 1.81741685945246 2.18042436952549 2.31677553869889
2020-03-05 9 -14 -18 -7 34 40 1.71873476227126 0.329774412618578 1.13934258418448 1.22089513389157 1.48832875890555 1.69619356532748 1.925910068921 2.29036142709287 2.42768684301933
2020-03-06 3 -14 -20 -8 35 41 1.56293232476518 0.303423221762452 1.03481487995131 1.10170368647196 1.34935328258858 1.54062478177041 1.75305125378587 2.09602780964989 2.21605743936848
2020-03-07 7 -18 -25 -6 36 42 1.68670467691579 0.306623945560498 1.14826193448833 1.22243069257618 1.46890226681627 1.6646917328853 1.88183417104665 2.22388004636338 2.34407451306706
2020-03-08 6 -26 -34 -8 37 43 1.52057515528383 0.272174410727359 1.03890311040979 1.10951169666575 1.32835697743729 1.50131339297941 1.69283650875175 1.99922132680924 2.11040355889979
2020-03-09 6 -13 -17 -6 38 44 1.52463467162887 0.259091021322116 1.06207725723326 1.12402252865091 1.34478306870133 1.50970910202388 1.6866562996133 1.97275922443847 2.07686064096051
2020-03-10 14 -20 -19 -10 39 45 1.7339647113884 0.262561997660258 1.26640823421075 1.33255828754379 1.55063834435111 1.71676699272216 1.90257518644379 2.1903328857122 2.28768125741313
2020-03-11 17 -9 -18 -8 40 46 1.99260504338334 0.271524371942129 1.50272241643312 1.56840580870223 1.80357508090282 1.97689351500732 2.16883054750469 2.46375116720962 2.56956235613423
2020-03-12 18 -10 -18 -8 41 47 2.04887499026732 0.278955753683339 1.54300268625174 1.61493706048596 1.85440172496887 2.03639656250409 2.23046835857021 2.53088601205942 2.62647631874156
2020-03-13 23 -10 -19 -8 42 48 2.29739473251753 0.319677900673815 1.71703860390918 1.79635723883446 2.06953099927587 2.28335171284291 2.51175464479963 2.84078531769536 2.95330867842625
2020-03-14 25 -29 -30 -11 43 49 2.34883257627365 0.341586913032235 1.74519601348615 1.82169528961157 2.10267307705052 2.32897809406264 2.5754200175595 2.9477641587571 3.0603317198867
2020-03-15 34 -10 -24 -3 44 50 2.45975236677285 0.355880776920087 1.8245536558511 1.90953078515525 2.20338835416335 2.44025891457763 2.69773921112409 3.07342919468859 3.18731522042479
2020-03-16 18 -13 -16 -5 45 51 2.21041116198877 0.324185383254293 1.63898379007948 1.71032205956647 1.9745581936152 2.1919154030852 2.4310912615928 2.77217905077559 2.87952057927047
2020-03-17 36 -9 -17 -7 46 52 2.0836593048456 0.30082372014266 1.55570633492882 1.62279363988442 1.86297324081391 2.06316950618137 2.28889123793214 2.60879147762591 2.70834573488483
2020-03-18 61 -9 -15 -7 47 53 2.17017417350256 0.284874626963447 1.67697998346681 1.73825385268234 1.96008642038467 2.14979551312653 2.36479189871124 2.66596635971028 2.75820184141824
2020-03-19 47 -3 -13 -8 48 54 2.0692992726146 0.247546597357011 1.6317437048075 1.68977975276902 1.89078212418951 2.05246673786108 2.23603668358781 2.50074019459897 2.57953101161935
2020-03-20 63 -15 -44 -66 49 55 2.04133510707982 0.233907365414876 1.62009568178023 1.67261868154358 1.87217165788599 2.02944942837928 2.20201393322452 2.44135689752383 2.5170632881075
2020-03-21 67 -13 -21 -10 50 56 1.99417406494536 0.225682578901073 1.58935016897023 1.63798625692702 1.83040077084445 1.98395216279632 2.15510471298547 2.37895094604487 2.44459331032191
2020-03-22 91 -13 -21 -5 51 57 1.99517126336058 0.21949734424666 1.60000684438931 1.65117586131154 1.83485133827075 1.9847076152477 2.14994571441947 2.36505697243537 2.43355898942428
2020-03-23 95 -13 -15 -6 52 58 2.05101088940502 0.216038105432482 1.66190847748272 1.71102364619229 1.89255857116722 2.04091758488678 2.20225922042451 2.41631551849107 2.483104738104
2020-03-24 99 -8 -16 -9 53 59 1.99788216270907 0.20496236232781 1.62286466995182 1.67248920247194 1.8488950194195 1.99051549678823 2.14457502473409 2.3435711887561 2.39886694855056
2020-03-25 158 -6 -14 -8 54 60 2.02975937366834 0.208895711499675 1.64983701212079 1.69647659612385 1.87567369898077 2.02394416559218 2.18059601561914 2.38163208480564 2.43843070333824
2020-03-26 106 -10 -17 -10 55 61 1.90130072482076 0.196662928761341 1.54661391629176 1.58982190548497 1.75620737284795 1.89404639784444 2.04222771823128 2.23228104272224 2.28841511037202
2020-03-27 158 -20 -25 -15 56 62 1.85555169390799 0.187378481502984 1.51901655240125 1.56034451530736 1.71677800716844 1.84685450417228 1.99230570320971 2.17101448965272 2.22622926692927
2020-03-28 121 -46 -46 -19 57 63 1.71053834354123 0.162409881264602 1.42043344397771 1.45616771603677 1.59079920722323 1.70258095386851 1.82618722439774 1.98554292791905 2.0332239678668
2020-03-29 164 -63 -59 -27 58 64 1.62140238866996 0.142595106430417 1.36526273226983 1.39811550025853 1.51549147947473 1.61399519565033 1.72365693500293 1.86406182919507 1.90409931306657
2020-03-30 149 -24 -27 -16 59 65 1.51713886807436 0.119523917653371 1.30190351852007 1.3291803680243 1.42975101543424 1.51178238712023 1.60119065828943 1.72080339346004 1.75752834541934
2020-03-31 118 -23 -27 -16 60 66 1.38609648875058 0.0978277976400737 1.20921685182209 1.23112223093372 1.3144011484213 1.38289765827817 1.45427723160305 1.55139587438367 1.5798480745255
2020-04-01 137 -38 -31 -20 61 67 1.23372345211154 0.0770783654138291 1.09310960799573 1.11072753097892 1.17804993024905 1.23046719479208 1.2871028012043 1.36428017933483 1.3874671718054
2020-04-02 125 -28 -32 -21 62 68 1.1642524597169 0.0621458859632674 1.04966557413352 1.06564199369072 1.11984637710785 1.16205751871168 1.20674288752157 1.26985069142056 1.28991175281893
2020-04-03 100 -30 -33 -22 63 69 1.03421461983251 0.0471819655851438 0.946101004485543 0.959049682870843 1.00111779439465 1.0326136190832 1.06581661644791 1.1138047694322 1.12943715365604
2020-04-04 78 -42 -48 -25 64 70 0.950184055785074 0.0377673846773144 0.87816802381898 0.889064752123241 0.924463538333536 0.949427108467699 0.975482962450845 1.01328798362054 1.02564323587596
2020-04-05 124 -50 -58 -27 65 71 0.891097009694222 0.0336210466576251 0.826497438184067 0.836209087866271 0.868428569435686 0.890798702258594 0.913675652401267 0.946713080371257 0.958466358845644
2020-04-06 89 -29 -32 -22 66 72 0.828953950282253 0.0325264576573004 0.76648862135167 0.77597103748088 0.806999241401015 0.828812457833336 0.850400825965132 0.883109269123241 0.893372598316499
2020-04-07 69 -32 -38 -27 67 73 0.790480365418209 0.0341484504339853 0.725686847475963 0.735713585671061 0.767038154309233 0.789864527748278 0.813305395979439 0.84754474679561 0.858503785952702
2020-04-08 87 -45 -46 -35 68 74 0.761078335178201 0.0360301709130015 0.693394930115697 0.703734357923615 0.736493960131057 0.759892018490429 0.784720022503496 0.82185950105318 0.834273614942358
2020-04-09 63 -47 -49 -38 69 75 0.72219803337112 0.0375273513868685 0.653375553461771 0.663048650136501 0.695928260214283 0.721093627605985 0.746908501624523 0.786512508696427 0.799035457643069
2020-04-10 61 -48 -51 -39 70 76 0.713555368375307 0.0400620089228875 0.639241782044553 0.649928854762626 0.685730286609311 0.712050836193266 0.740056293962095 0.781841903406538 0.795513191273022
2020-04-11 64 -52 -59 -37 71 77 0.740540980118808 0.0436623616481943 0.660944444858844 0.672147281372282 0.709667642864767 0.738790042614054 0.769291413201918 0.815464759452114 0.830707021688516
2020-04-12 58 -59 -66 -38 72 78 0.698217830181873 0.0436776089872186 0.619003065038442 0.630082323226707 0.667108227779014 0.696362248207097 0.7273360272368 0.773095997797441 0.78774526815939
2020-04-13 52 -65 -56 -43 73 79 0.69180008934142 0.0441861638506702 0.610301036931079 0.622054834860563 0.660462208357197 0.690367584414308 0.721393774422038 0.766675371593205 0.782574144692206
2020-04-14 40 -47 -54 -44 74 80 0.69446152234877 0.04534627194587 0.610954179678024 0.623139858160062 0.662684667682166 0.692917870730469 0.724582867255312 0.77177259952624 0.788032239844734
2020-04-15 53 -49 -53 -45 75 81 0.687023462466019 0.0466868630560504 0.600796835810195 0.613655929057427 0.654207438365736 0.685154061013804 0.718053691708217 0.766801587746629 0.783077692795379
2020-04-16 43 -52 -56 -46 76 82 0.702590165366363 0.0495596563349689 0.61201181001701 0.625147627518153 0.668074561032133 0.70024518602728 0.734999902621814 0.787838562854434 0.805841572434908
2020-04-17 41 -53 -57 -46 77 83 0.718600262552807 0.0516719257743486 0.624121085521667 0.6368397966098 0.682522118220208 0.716656939798494 0.753236236867435 0.806388662484404 0.825113373516617
2020-04-18 30 -72 -70 -44 78 84 0.700371757539603 0.050892552832874 0.6069633918408 0.620241972975279 0.664767460168781 0.698268092124245 0.733740863048533 0.787311113434198 0.805373220171013
2020-04-19 28 -54 -61 -36 79 85 0.68154877721355 0.0504065478657106 0.58858251748402 0.602242250657431 0.646625590967324 0.679456016754495 0.714433158661922 0.768148412840488 0.786846175668686
2020-04-20 33 -63 -58 -46 80 86 0.683439512639296 0.0515438278622605 0.588639931457567 0.602296400814437 0.647494165910912 0.680949202159265 0.717318758096611 0.771956207383125 0.78927522391218
2020-04-21 23 -53 -56 -47 81 87 0.689778651762692 0.0544162877110821 0.590829964331922 0.605144177707477 0.651555233293815 0.687117678906146 0.725552254776392 0.784204082748219 0.803772049191156
2020-04-22 28 -57 -58 -48 82 88 0.671250348588745 0.0554569507093507 0.57015897065133 0.584889813607851 0.63236943247077 0.668827760215025 0.707736362950391 0.766432356697032 0.787124878608237
2020-04-23 32 -56 -58 -48 83 89 0.691315474377459 0.0581385972132358 0.585617878256211 0.600270878858377 0.650768553782711 0.688353908728702 0.73005725186269 0.791188508205923 0.811811018198654
2020-04-24 34 -57 -57 -46 84 90 0.724818584759425 0.0616506610085928 0.612874472676938 0.628603010693523 0.681218432365772 0.722406075801806 0.765424309794922 0.830831480147828 0.851635046880972
2020-04-25 17 -59 -60 -39 85 91 0.735376374304186 0.0628123426622822 0.620535359135178 0.636070192778787 0.691905388122105 0.732704056623717 0.77607938765697 0.84250969764541 0.865773340239821
2020-04-26 25 -61 -65 -39 86 92 0.77840749995936 0.0656761978748796 0.65684313582739 0.674903180072022 0.733049280262625 0.77627309710785 0.821337780938155 0.890707343759172 0.913660119699259
2020-04-27 15 -59 -57 -46 87 93 0.75506918909326 0.0647278332902936 0.635649344988638 0.652548704299919 0.710176259685693 0.752995274727676 0.797210188532283 0.865663469163339 0.889291678707108
2020-04-28 21 -53 -56 -47 88 94 0.79147631042622 0.066153485206784 0.668177640878219 0.68604882335682 0.74596035174591 0.78947643774359 0.835100122505188 0.902732738595081 0.926389808404331
2020-04-29 16 -57 -73 -78 89 95 0.778609713092979 0.0668213201441113 0.656241094162157 0.673363913568588 0.731716015035386 0.77608281468983 0.82255969011641 0.892652952242671 0.916886039749416
2020-04-30 11 -54 -57 -50 90 96 0.713120557395945 0.0641853862955651 0.592852058392394 0.610696678212301 0.669033224077834 0.710965348682899 0.75519394576667 0.821514025372945 0.844725472100023
2020-05-01 7 -57 -59 -51 91 97 0.606807551745634 0.060298725071933 0.495666100526626 0.512189484491383 0.564853955409889 0.604295014660099 0.646475763738462 0.7092812694591 0.730963325136232
2020-05-02 5 -61 -62 -41 92 98 0.577317864127865 0.0621391982377836 0.464126499616479 0.479525279232637 0.533907124667217 0.574624544992916 0.617741798830121 0.683831410305606 0.705519897218065
2020-05-03 5 -60 -64 -40 93 99 0.501418441954313 0.0628851096130369 0.387944050966762 0.404658285193681 0.457384821038911 0.497605015346957 0.541410092445578 0.610730568762252 0.63400475025895
2020-05-04 6 -60 -76 -80 94 100 0.493611332537345 0.0683854626249052 0.374794673748565 0.390147394092604 0.445744239445944 0.488606704504188 0.53652162750933 0.613539888683017 0.641096188901498
2020-05-05 5 -57 -75 -81 95 101 0.435184143633334 0.0692231301625065 0.314272415876236 0.329877237406379 0.385992493054906 0.430835349314227 0.478483196581723 0.557349754826325 0.586589312326617
2020-05-06 3 -68 -78 -80 96 102 0.385541416137479 0.0694146293410398 0.265361100484385 0.281274711056738 0.336206276478893 0.379863312120072 0.429263968338686 0.508026154638591 0.536472982674319
2020-05-07 5 -53 -51 -42 97 103 0.388101308953333 0.0751231149298478 0.259881914399604 0.276565772183473 0.335297067173858 0.380993376937591 0.434671511320325 0.521867163191328 0.555067176011172
2020-05-08 4 -55 -54 -43 98 104 0.4236646456567 0.0867558536728261 0.276836219907411 0.296533400749384 0.361731674770228 0.415966222353076 0.477414195335665 0.578430279955857 0.614895098209089
2020-05-09 3 -55 -56 -33 99 105 0.478318426034553 0.101936157759628 0.307170369395596 0.328616698932853 0.406464856449638 0.468408111136911 0.539749808651907 0.662178044654274 0.703561503509897
2020-05-10 6 -55 -60 -34 100 106 0.594091919592514 0.12545282684833 0.382764882115871 0.410209135679866 0.505518769627688 0.582543854755679 0.669649867858587 0.819414013422955 0.870495810759827
2020-05-11 7 -54 -50 -40 101 107 0.728021536705544 0.148784862744443 0.475940144448693 0.508614191142038 0.622291097001009 0.715161718814729 0.818376045797102 0.992960997018692 1.05919236830302
2020-05-12 4 -53 -53 -44 102 108 0.811614141261856 0.159188748869776 0.533110098216196 0.570942797031524 0.699130265535928 0.801795752183028 0.911167026557482 1.09206316359511 1.15588060712076
2020-05-13 5 -53 -54 -44 103 109 0.946980810673644 0.172386526845688 0.644785618459349 0.687167434795008 0.825240339837971 0.934400798253004 1.05448393256474 1.25170635803883 1.32165406753293
2020-05-14 5 -53 -53 -44 104 110 1.0005379267484 0.175097380292797 0.690011782499262 0.733374960857366 0.878920228746537 0.989631274041623 1.10887095129504 1.30851497392552 1.37688191927596
2020-05-15 9 -54 -53 -43 105 111 1.17995533726479 0.190320059293736 0.839198233141622 0.883056169392097 1.04730266423397 1.16937714144732 1.30079938337048 1.50951303454134 1.58376093730093
2020-05-16 5 -64 -62 -37 106 112 1.24296015301512 0.194196743419841 0.893693007303098 0.942254643091936 1.1069720277994 1.23156571239106 1.36871898357587 1.57828779830321 1.65097328256096
2020-05-17 7 -48 -56 -31 107 113 1.25545441252149 0.192920960626043 0.907653256302714 0.956074800927728 1.12021997178674 1.24502005244304 1.37944902392741 1.58930322541636 1.66080215375457
2020-05-18 10 -55 -51 -41 108 114 1.29420635508903 0.194988589892424 0.942277440682793 0.991484120929963 1.15647031932956 1.28501084310254 1.41969137865946 1.62872181470372 1.70758373434824
2020-05-19 15 -57 -55 -45 109 115 1.52999884285027 0.208890403828987 1.15143542348648 1.20624748803525 1.38404227998873 1.5172746345536 1.66500054066411 1.89342531244007 1.9712900791812
2020-05-20 7 -52 -52 -43 110 116 1.49898544398082 0.20321446697539 1.1312448196418 1.18366167141395 1.35646574423659 1.48916800716663 1.63008689930486 1.85263329928012 1.92364496500415
2020-05-21 19 -54 -53 -43 111 117 1.72880090303541 0.218822857957865 1.32770507078686 1.38423294102253 1.57634915443787 1.72039256470038 1.87073138565116 2.10628692748031 2.18890967030151
2020-05-22 13 -53 -52 -41 112 118 1.66996088749536 0.216637642177935 1.27536171916619 1.33207960509093 1.51798828501612 1.65965667703066 1.81152553715363 2.04163965132476 2.12113926160435
2020-05-23 21 -49 -52 -31 113 119 1.81578381618564 0.230387186358281 1.39975833607624 1.45558103486049 1.65295859164856 1.80335207716185 1.96483312377265 2.21499352757837 2.30189340421468
2020-05-24 13 -46 -53 -29 114 120 1.72221664686397 0.21634124165779 1.33192487001525 1.38625144416419 1.5686887974264 1.71113207895565 1.86288441349188 2.09665721786849 2.17124652192037
2020-05-25 10 -46 -46 -38 115 121 1.52202065561359 0.19409047049173 1.17214020224978 1.21938885884868 1.38477481799116 1.51200820991163 1.6507751340114 1.85578084349406 1.92455376441103
2020-05-26 13 -47 -48 -39 116 122 1.32262929551769 0.164775990614655 1.02665491218853 1.06916041551501 1.20667160252691 1.31260714979667 1.43025115608445 1.6075213838653 1.66933981595351
2020-05-27 14 -43 -46 -38 117 123 1.27956432218943 0.145753222775594 1.01537443772113 1.0540476339845 1.17664391997479 1.27268129843136 1.37447145771209 1.53085009257852 1.5823836750778
2020-05-28 13 -44 -46 -37 118 124 1.11512808421559 0.12212477469122 0.890622056946959 0.923180554499093 1.03026275330323 1.10958069925534 1.19377250218895 1.3241492801846 1.37128414631635
2020-05-29 12 -42 -44 -35 119 125 1.04791043160263 0.110091438314239 0.844624669049591 0.875808318501984 0.971117818539793 1.04349295796994 1.12052920536958 1.23554095620758 1.27270700573197
2020-05-30 21 -38 -43 -24 120 126 1.01637210937826 0.105227234687499 0.822791049692612 0.851362920105448 0.943252488308428 1.0124891962903 1.08513097163798 1.19589561135867 1.23604792687088
2020-05-31 15 -39 -47 -22 121 127 1.02144080642482 0.102975187224002 0.831529797067752 0.858087704512087 0.949801616950396 1.01792112384697 1.08863642353082 1.19570598569466 1.23442635184882
2020-06-01 20 -41 -34 -26 122 128 1.12075198956153 0.108779717613907 0.919658166815611 0.948705366608247 1.04531430980632 1.11744500017566 1.1920824695621 1.30669663994077 1.34514654408766
2020-06-02 14 -35 -36 -28 123 129 1.12881298310134 0.108400864873035 0.927356950805882 0.956932385363763 1.05472978532425 1.12508150375565 1.1985088467899 1.31380324910935 1.35307707732549
2020-06-03 23 -37 -37 -29 124 130 1.20932524261029 0.11143816344403 1.0043864851575 1.03289667568262 1.13253415719574 1.20429171714407 1.28128287055741 1.40144454858062 1.44126629644876
2020-06-04 17 -37 -37 -29 125 131 1.22260990717152 0.113234937178208 1.01096530957708 1.04091290236799 1.14543770675117 1.21920107804932 1.29741878128032 1.41413322510801 1.45471107058867
2020-06-05 31 -37 -37 -28 126 132 1.36335227450559 0.120600193410238 1.13778030251485 1.17195819362223 1.28050229714593 1.35881177387771 1.44221761135984 1.56918208013473 1.61167179053136
2020-06-06 19 -35 -39 -22 127 133 1.28795841346137 0.115686549436205 1.07253378877131 1.10366669207826 1.20877560705355 1.28425997283151 1.36293841577222 1.48548526858311 1.52560779879271
2020-06-07 24 -30 -41 -19 128 134 1.29863367521212 0.116899976256861 1.08246365650085 1.1138505065874 1.21724185764238 1.29382492114127 1.37588145310395 1.49606229126052 1.53726036122044
2020-06-08 17 -34 -34 -25 129 135 1.20054391157381 0.109261152514071 0.998279626693542 1.02871457650432 1.12438793440807 1.19613325585242 1.27220418263019 1.38719207963179 1.42575030003776
2020-06-09 26 -33 -35 -27 130 136 1.22766542651286 0.106217843181149 1.03228963382158 1.06108557623778 1.15321531603423 1.22378769221534 1.29778443039581 1.40794112629046 1.4458277456969
2020-06-10 22 -33 -35 -27 131 137 1.16046876446699 0.0981192104067372 0.97772916421853 1.00505041599479 1.09366988475044 1.15716921778709 1.22454575278321 1.32656777729598 1.36164862487952
2020-06-11 33 -38 -37 -28 132 138 1.23012708168975 0.099054509168317 1.04324137077934 1.07281017774972 1.16169521152296 1.22768904890784 1.29601005991108 1.3976645958049 1.43219524364819
2020-06-12 29 -33 -36 -27 133 139 1.17462077833046 0.0932644983939509 0.999122149533707 1.02670623240554 1.10993930916815 1.17186252925408 1.23602953896585 1.3330151893371 1.3644596472305
2020-06-13 24 -40 -42 -24 134 140 1.16506552092531 0.0911467485646509 0.992508860536295 1.01841258662798 1.1034656623428 1.16283761579435 1.22429743306894 1.31905047808112 1.3515056535973
2020-06-14 25 -31 -42 -18 135 141 1.13009490962698 0.0882135688077423 0.960520999502255 0.988316982503567 1.07052934073527 1.12834666525285 1.18848228279838 1.27692528676724 1.308866372964
2020-06-15 49 -29 -32 -23 136 142 1.28878222685929 0.0928898430635789 1.11363440731074 1.13868417374926 1.22534738689932 1.28644684298474 1.35036611269906 1.44598089516832 1.47593081346238
2020-06-16 33 -27 -32 -25 137 143 1.29153395434511 0.0908631846864929 1.12014883571591 1.14649035572032 1.2295754320295 1.28894003955439 1.35139387240056 1.4445932960563 1.47552538879138
2020-06-17 47 -27 -32 -26 138 144 1.38508021776665 0.0971031812940137 1.20025913287629 1.22951672065512 1.31887175537757 1.38287866333382 1.44990044189968 1.54754116000408 1.57947948169292
2020-06-18 58 -29 -33 -26 139 145 1.4534678246599 0.103191628776991 1.25717931085797 1.28610033832771 1.38238172061767 1.45159255564087 1.52213406818751 1.62671241334273 1.66059139605975
2020-06-19 57 -36 -35 -27 140 146 1.50530095156486 0.111585644253908 1.29340394184977 1.32495566528477 1.42841048519865 1.50295118190765 1.58090440444422 1.69236800643227 1.72785267121306
2020-06-20 42 -20 -29 -16 141 147 1.47899468846216 0.113363649583354 1.26472634608475 1.29766138220357 1.40016473020964 1.47662359108543 1.55463917107111 1.66866460493862 1.7067785967126
2020-06-21 46 -23 -36 -15 142 148 1.44974052645542 0.112457046902908 1.24143758500026 1.27017090530721 1.36961948598907 1.44713698745959 1.52610557757683 1.63971619773042 1.67599950236132
2020-06-22 66 -36 -31 -24 143 149 1.39632934768253 0.106755166282566 1.19701457040667 1.22582467792539 1.32113252393901 1.39186172189633 1.46886940650667 1.57819911864544 1.61222783854543
2020-06-23 65 -23 -29 -25 144 150 1.40164020258842 0.100061744698537 1.21627686973994 1.24317667452903 1.33051776331251 1.39850035518566 1.46886622134473 1.57095767856017 1.60525038584275
2020-06-24 88 -26 -30 -24 145 151 1.43754373753875 0.0948116545306222 1.25968951821359 1.28578118705879 1.37098754452695 1.43545791019806 1.5006360544992 1.59694874062095 1.62845029102062
2020-06-25 115 -27 -29 -24 146 152 1.51810016060798 0.0952943041094469 1.33685592940101 1.36393570466753 1.45144094260357 1.51670871478879 1.58254179584378 1.67727105418254 1.70968410698493
2020-06-26 123 -25 -30 -24 147 153 1.60228809506876 0.101822380401073 1.40785969903595 1.43524088270663 1.53174574513017 1.60165034602998 1.67173220850641 1.7717352596805 1.80033139253021
2020-06-27 103 -20 -27 -16 148 154 1.63606103421557 0.111301648101891 1.41904254328605 1.45357779599848 1.55865795900892 1.63601720717549 1.71377905653379 1.81804673939157 1.85135074177083
2020-06-28 108 -28 -37 -16 149 155 1.63663912266082 0.12181715473117 1.40489026981853 1.43572446281915 1.54890392450281 1.63673928522454 1.72282471241252 1.83664351016376 1.87117639083277
2020-06-29 103 -22 -27 -21 150 156 1.55316282555498 0.120716013743777 1.32937883835356 1.36017878007489 1.46504144230723 1.55122361189964 1.63927849276159 1.75425158352368 1.78823743255208
2020-06-30 103 -28 -29 -22 151 157 1.46871465035309 0.111945774026899 1.26462828578159 1.29061014735749 1.38634666718909 1.46524607907657 1.54797060816624 1.65575004027449 1.69019247275439
2020-07-01 169 -30 -29 -22 152 158 1.47077809284582 0.101839690433363 1.28601971487001 1.31057873339845 1.39690543443497 1.46637114522139 1.54163542406551 1.6440006032695 1.6732084285158
2020-07-02 152 -22 -27 -22 153 159 1.40281334913232 0.0871755807533248 1.24346871183652 1.26492511341621 1.34025465840135 1.39972300477215 1.46331077510296 1.55065983097431 1.57842638296348
2020-07-03 133 -29 -29 -23 154 160 1.30711988082828 0.0760681537421279 1.16518409138104 1.18483129163156 1.2533322795316 1.30595827970921 1.36001040144199 1.43516783593656 1.45782137341051
2020-07-04 151 -26 -32 -16 155 161 1.28037401554874 0.0697762730573317 1.14956571485449 1.16764162177272 1.23048114743026 1.27913912128256 1.32828488800336 1.39735566049531 1.41914314069462
2020-07-05 161 -23 -36 -14 156 162 1.26906806738615 0.0624597872138902 1.15260537436397 1.16847261725439 1.22481726816244 1.26783478899648 1.3112790183903 1.37460643850638 1.39410732971266
2020-07-06 167 -33 -28 -22 157 163 1.2782955206597 0.0567362026476636 1.17206472207874 1.18695604306923 1.23872314067305 1.27711234209829 1.31666116732631 1.37377645336566 1.39106239506188
2020-07-07 168 -25 -28 -23 158 164 1.29106272292271 0.0540556476642821 1.18714094534775 1.20272358144847 1.25307749539644 1.29092023722161 1.32759378677165 1.38084006086634 1.39760784442475
2020-07-08 184 -27 -30 -23 159 165 1.24486254322 0.0534703040501263 1.14064520632404 1.1562818699231 1.20783694618225 1.24512533572037 1.28157794597291 1.33296986038302 1.34886199571042
2020-07-09 164 -30 -29 -23 160 166 1.1938314347156 0.0523461857511544 1.09340485494423 1.10807340796375 1.15710285064132 1.19333117647836 1.22998536565279 1.28035386369301 1.29659774828217
2020-07-10 155 -27 -29 -23 161 167 1.15732090797045 0.048896221894549 1.06446125411095 1.07836785168501 1.12342337814775 1.15626929426457 1.19075297484885 1.23947222117754 1.2538680404753
2020-07-11 169 -25 -32 -15 162 168 1.12510812927241 0.043287477948798 1.04310778387437 1.05559496360091 1.09520477191621 1.12414065842282 1.15406516891864 1.19848296902072 1.2123558315236
2020-07-12 151 -22 -36 -14 163 169 1.07760076315944 0.0376669350159503 1.00597730061439 1.01639566131201 1.0516679102957 1.07702726575237 1.10308518801252 1.13980127646469 1.15248132937263
2020-07-13 165 -28 -28 -21 164 170 1.0476998946318 0.0345777880106678 0.982007062842014 0.991586039178413 1.02405184864409 1.0471269176449 1.07085548312647 1.10565863640537 1.11691821931864
2020-07-14 173 -28 -30 -24 165 171 1.03180186212675 0.0322247677639369 0.969537147456271 0.979544384620217 1.00995409653373 1.0314078135516 1.0530980511822 1.08619606985988 1.09583633640759
2020-07-15 211 -29 -29 -23 166 172 1.04292714716722 0.0313661884152585 0.982259387712847 0.991787368720624 1.02172642611394 1.04264330679574 1.06370590779408 1.09505756911985 1.10577145309269
2020-07-16 184 -24 -29 -23 167 173 1.05183119490669 0.0309125616083298 0.992776291680814 1.00163798802592 1.03062323027796 1.05160712478936 1.07246948438705 1.10300489153157 1.11346514921291
2020-07-17 189 -33 -32 -24 168 174 1.07383086357748 0.0309069002044993 1.01437119041552 1.02345313724351 1.05285966610047 1.07359610124629 1.09429194617081 1.12513892120799 1.13435251019541
2020-07-18 158 -29 -35 -15 169 175 1.05513333809562 0.0306497816035566 0.995511796602095 1.00493493448929 1.03440417402085 1.05488665182568 1.07554601478467 1.10585155000128 1.11627278975587
2020-07-19 176 -24 -38 -14 170 176 1.06362378248954 0.0312334152900652 1.00302846322358 1.01209269376842 1.04246028096572 1.06336961356505 1.08460191051398 1.11497445443968 1.12525778761619
2020-07-20 180 -26 -28 -20 171 177 1.06181184863688 0.0312873059719785 1.00144162246617 1.01060879945716 1.04051736439426 1.06139546285676 1.08256988204399 1.11396804354615 1.12437031932084
2020-07-21 224 -23 -29 -22 172 178 1.08963198810337 0.0310382816013198 1.02959073884302 1.03887291237625 1.06848823318952 1.08954974573846 1.11046443889407 1.14128501200879 1.15184589091868
2020-07-22 218 -22 -27 -21 173 179 1.08117756948991 0.0309485877297015 1.02134833069942 1.03084385909747 1.06007883697919 1.08089193400108 1.10185689767916 1.13242336831519 1.14249507701298
2020-07-23 230 -34 -58 -70 174 180 1.10220452419726 0.0316457964265316 1.04150507638356 1.05094397863096 1.0803032573868 1.10168860322664 1.1235301621901 1.15488455832545 1.16543691193259
2020-07-24 200 -30 -58 -70 175 181 1.0927247890455 0.0321538138317348 1.03127078449254 1.0403727272606 1.07053706073872 1.09248740671819 1.11427568059216 1.14619073257639 1.15698663314504
2020-07-25 193 -34 -40 -22 176 182 1.09884124898985 0.032017215187947 1.03676935326578 1.04690887867471 1.07672008317303 1.09863840969673 1.12031215224587 1.1517377752279 1.16201798636869
2020-07-26 184 -30 -38 -16 177 183 1.08349318848662 0.0315394551445226 1.02298049786042 1.03218486964841 1.0620356123137 1.08305788516041 1.10470266539944 1.1357762433271 1.14632019802637
2020-07-27 231 -28 -28 -22 178 184 1.09930350504555 0.0313761212985998 1.03822977598247 1.04814565270614 1.07821320791322 1.09889613563907 1.12034146004429 1.15192837009803 1.16111570079524
2020-07-28 200 -27 -31 -23 179 185 1.06186091138224 0.0305084103446254 1.00348232295928 1.01214132475577 1.04112256917591 1.06139782848766 1.0822497921339 1.11277630787723 1.12293968131925
2020-07-29 234 -27 -32 -24 180 186 1.05412234281645 0.0299286307028065 0.996813239820068 1.00548929663182 1.03370115355234 1.05375177962545 1.07420967977048 1.10392773865825 1.11357263929313
2020-07-30 223 -25 -31 -24 181 187 1.03276971194773 0.028410203734995 0.978094768335256 0.986839160858517 1.01356553457903 1.0323880293948 1.05186579260679 1.08013084637561 1.08965462892398
2020-07-31 184 -28 -32 -23 182 188 1.00862495173155 0.0272873151874977 0.956480358910405 0.964326151771033 0.990006835568842 1.00822509102622 1.02692789109465 1.0542934302459 1.06300713128762
2020-08-01 130 -26 -34 -13 183 189 0.956844910893069 0.0261470551785103 0.906300086409547 0.914423555311264 0.938965302199338 0.956629925743717 0.97425619863028 1.00052096543283 1.00893159408673
2020-08-02 163 -25 -39 -13 184 190 0.938892990395453 0.0254855889139962 0.889264634115599 0.897148519089975 0.921811700339295 0.938571415694446 0.955888896439001 0.980948114588004 0.989378128629654
2020-08-03 140 -26 -30 -22 185 191 0.880081197715071 0.0255612769499815 0.831348723985216 0.839070583111909 0.862513886283204 0.879595558555501 0.897037535377403 0.922949800885902 0.931234901817492
2020-08-04 141 -25 -32 -25 186 192 0.849276774458939 0.0263474061241331 0.798663880800762 0.806342851632383 0.831345250545974 0.848652158564095 0.866859414430803 0.893936800377172 0.902153626455895
2020-08-05 177 -26 -33 -26 187 193 0.826016312360358 0.0281481701235337 0.77281050076406 0.780962944634722 0.806446794793566 0.825087447129059 0.844571033074835 0.873358256479468 0.883721552289025
2020-08-06 177 -26 -33 -26 188 194 0.817504275603726 0.030481495336458 0.760952117276845 0.769433853184191 0.796325072527759 0.816535818592086 0.837480655063082 0.869201405683183 0.879978702693765
2020-08-07 157 -28 -34 -27 189 195 0.827905777131008 0.0331531390218656 0.766013319641118 0.775055944187675 0.8050044275043 0.826801305097188 0.850053212585221 0.88420942683153 0.895557683954461
2020-08-08 136 -26 -34 -17 190 196 0.867995078032641 0.0354470279662482 0.801136790719687 0.810837905475076 0.843428030993347 0.867041927411863 0.891691318208701 0.927826119305955 0.939774805573988
2020-08-09 145 -24 -37 -16 191 197 0.889466792123094 0.0352301296493707 0.822951491603268 0.832348724413007 0.865021326376475 0.888669849017853 0.913480306585903 0.947972160651082 0.960100216120621
2020-08-10 164 -24 -59 -73 192 198 0.942725256132854 0.0348016110678603 0.87577236845178 0.886627505053362 0.919026531769683 0.94216179462861 0.965991568190868 1.00110497134363 1.01246336698781
2020-08-11 135 -25 -41 -41 193 199 0.964104765765531 0.0330698081413673 0.900727366334826 0.910570103525919 0.941496762426552 0.963688925446648 0.986021731534848 1.01928722632091 1.0308050898048
2020-08-12 159 -29 -44 -44 194 200 0.966107567706859 0.0313650807198855 0.906102693083743 0.915532991084653 0.944601431956905 0.965419163160051 0.987239464930436 1.01827328777234 1.02873815925069
2020-08-13 126 -26 -47 -52 195 201 0.928497550497521 0.0300948078758951 0.870694817063276 0.879663156559218 0.907970159758392 0.928109515643896 0.948586885483986 0.978732524051701 0.988405796815847
2020-08-14 113 -28 -49 -53 196 202 0.893956483895294 0.0290118625982814 0.837453964025025 0.846545250570951 0.874198088124374 0.893539108029595 0.913610368604587 0.94198289843913 0.950867422231802
2020-08-15 106 -30 -42 -36 197 203 0.875303579631671 0.0294421623554122 0.818909419964863 0.827305451330964 0.855123871718353 0.874660668665039 0.895031325011587 0.924532229482056 0.933697284536295
2020-08-16 88 -31 -42 -20 198 204 0.836676734991859 0.0307617206684283 0.777966139753474 0.787073286145224 0.815647354367809 0.835973089250004 0.856975349271737 0.8882401435197 0.899083635312562
2020-08-17 118 -28 -35 -29 199 205 0.813359181261 0.0321117173020769 0.753074556887837 0.761800311771572 0.791050677096457 0.812704898486351 0.83485128120494 0.86724472810472 0.877713735676684
2020-08-18 90 -25 -35 -28 200 206 0.794952572551879 0.0340179289977753 0.730794602512705 0.740372052796453 0.771321186800868 0.794257213242318 0.817165109179341 0.85298103665988 0.863969353760318
2020-08-19 123 -26 -35 -29 201 207 0.789232033083439 0.0356828215565138 0.722587965336062 0.732414977846339 0.76447898751776 0.788078741358122 0.812981287323234 0.849455974058984 0.861966734165982
2020-08-20 122 -25 -34 -28 202 208 0.822696150114938 0.0388386805086912 0.750201044858282 0.760666935458682 0.795793393825972 0.821331393631379 0.84844841330281 0.888760819176139 0.902093908404147
2020-08-21 93 -27 -35 -28 203 209 0.841841831884006 0.0401127720327401 0.766695610721907 0.77775820578367 0.813949740861905 0.840585151667349 0.869025244836729 0.909857401710896 0.922719026353083
2020-08-22 84 -25 -34 -17 204 210 0.855422357769175 0.0399799012621412 0.780233583712932 0.791659863627812 0.827757465605965 0.854337883682583 0.88220422426588 0.922534102432082 0.935765425417813
2020-08-23 85 -28 -40 -15 205 211 0.888083153989663 0.0394147070035244 0.813134463985337 0.824860084401793 0.861136015181782 0.887429099259643 0.91445241182015 0.954495502922958 0.967546471108161
2020-08-24 89 -24 -31 -24 206 212 0.88187876451007 0.0381532404994687 0.809950353197049 0.820906418728258 0.855624590351285 0.881183938327619 0.907182343230823 0.946043659793452 0.958481901571567
2020-08-25 68 -21 -30 -25 207 213 0.87934857449581 0.0371506271635942 0.808251465033787 0.819568091151621 0.853833233546401 0.878839273265609 0.904211412807801 0.941576744908084 0.953703263791793
2020-08-26 91 -23 -31 -25 208 214 0.858779558112841 0.0364294410000411 0.788818376778841 0.799772992843431 0.834081611159632 0.858068053549127 0.882684856488074 0.919962272065187 0.932460861088393
2020-08-27 113 -25 -32 -25 209 215 0.867255305903905 0.0376395701189764 0.795125689169867 0.806280080771597 0.841522193647137 0.866581668473114 0.892197454938444 0.930779216115867 0.942660287693315
2020-08-28 86 -25 -32 -25 210 216 0.882443516331246 0.0389502323172174 0.80784704993242 0.819798207330928 0.855450879229236 0.881551817937503 0.908458166859025 0.947966345134929 0.961110772876937
2020-08-29 91 -22 -32 -15 211 217 0.920025407694666 0.0412248144688919 0.841659301911425 0.853508115320458 0.891901928543627 0.919147350810465 0.94740046409563 0.988861555556046 1.00299525864133
2020-08-30 106 -22 -37 -14 212 218 0.97912529108549 0.0424289963121677 0.89842947883754 0.910784993337138 0.950072101572551 0.978469865290061 1.00716816848357 1.05060068094706 1.06466938674526
2020-08-31 102 -23 -29 -22 213 219 1.02201034997288 0.0423065451051782 0.940798078410223 0.953682168059483 0.993333660525416 1.02129081721015 1.05023003714832 1.09269129786672 1.10777825154875
2020-09-01 88 -21 -29 -23 214 220 1.06640528514539 0.0419899995132369 0.986136878139155 0.998752208508168 1.03757210357763 1.06592470461189 1.09456277957822 1.13672033756079 1.15166284739192
2020-09-02 -25 -31 -24
2020-09-03 -23 -30 -24
2020-09-04 -24 -30 -24
2020-09-05 -21 -31 -15
2020-09-06 -25 -40 -17
2020-09-07 -27 -29 -23
2020-09-08 -19 -28 -24
2020-09-09 -21 -29 -24
2020-09-10 -18 -27 -23
2020-09-11 -19 -27 -23
dates cases t_start t_end Mean(R) Std(R) Quantile.0.025(R) Quantile.0.05(R) Quantile.0.25(R) Median(R) Quantile.0.75(R) Quantile.0.95(R) Quantile.0.975(R)
2020-02-02 2
2020-02-03 2
2020-02-04 1
2020-02-05 1
2020-02-06 1
2020-02-07 2
2020-02-08 0
2020-02-09 0 2 8 1.539287948 0.621220138 0.612296359 0.714943443 1.096642433 1.446986619 1.880054381 2.671969184 2.992540265
2020-02-10 4 3 9 1.594671784 0.548586811 0.733757789 0.831168008 1.203194252 1.523648431 1.908833671 2.603762571 2.865300228
2020-02-11 0 4 10 1.275223764 0.439818875 0.575931965 0.656224626 0.959565622 1.219676686 1.531761446 2.080949936 2.286337366
2020-02-12 1 5 11 1.179074046 0.397287041 0.529231519 0.613358599 0.895544325 1.134973101 1.412028586 1.910518783 2.079557002
2020-02-13 0 6 12 1.004626972 0.356509938 0.431188667 0.499029719 0.746127531 0.960646528 1.220714638 1.642891552 1.817637749
2020-02-14 1 7 13 0.867352453 0.327022356 0.34988597 0.409143517 0.630836964 0.824733499 1.060333167 1.464936689 1.615684349
2020-02-15 0 8 14 0.874405796 0.331702317 0.349100877 0.406667553 0.631937452 0.833340509 1.07097117 1.483919668 1.630870766
2020-02-16 0 9 15 0.909513763 0.34807016 0.361892691 0.420265382 0.657184956 0.864773935 1.112943028 1.546587273 1.708421867
2020-02-17 0 10 16 0.4073701 0.234527229 0.082476591 0.110184593 0.234480903 0.364318672 0.532260464 0.855417462 0.98406941
2020-02-18 1 11 17 0.583796891 0.296781047 0.157692761 0.1988055 0.367276656 0.534142998 0.743801569 1.138799701 1.290062259
2020-02-19 0 12 18 0.492102659 0.292874549 0.100927181 0.133672629 0.278024157 0.431539699 0.640492482 1.056532224 1.219296591
2020-02-20 3 13 19 1.138180311 0.485956653 0.403905872 0.47957952 0.785329255 1.066166535 1.415887509 2.039759277 2.283059622
2020-02-21 0 14 20 1.093706412 0.512108336 0.342122009 0.415977975 0.72315293 1.0133342 1.37166817 2.047047636 2.314741485
2020-02-22 0 15 21 1.201426046 0.551342521 0.383524894 0.466890461 0.797132138 1.116993718 1.520748378 2.228020908 2.489240993
2020-02-23 1 16 22 1.493842545 0.633134973 0.542982455 0.641744567 1.033916843 1.40193909 1.842959676 2.666279278 2.986965835
2020-02-24 2 17 23 1.975484805 0.725104767 0.835119954 0.964180208 1.456877746 1.882427515 2.388778721 3.311244155 3.645319133
2020-02-25 3 18 24 2.330859741 0.763830713 1.092611073 1.236171825 1.782571177 2.239833854 2.788783671 3.712590383 4.061604602
2020-02-26 2 19 25 2.502703043 0.783941608 1.243003489 1.389198467 1.941496466 2.410774545 2.967865441 3.926700363 4.278105085
2020-02-27 2 20 26 1.972936761 0.658166594 0.930017864 1.047335186 1.500098225 1.894161036 2.35335812 3.183683203 3.491483814
2020-02-28 3 21 27 2.110678066 0.660976507 1.077004683 1.195452043 1.637329108 2.022973081 2.487079895 3.322014211 3.64926732
2020-02-29 0 22 28 1.790261951 0.532551261 0.932982335 1.039134091 1.411203185 1.725892069 2.098612482 2.770067349 3.002580468
2020-03-01 2 23 29 1.65076878 0.463462557 0.900431981 0.99041768 1.316614498 1.597120357 1.928081956 2.484933702 2.690623987
2020-03-02 1 24 30 1.36881418 0.385382517 0.73060131 0.809582334 1.094596984 1.328585985 1.598025647 2.057744206 2.230040708
2020-03-03 5 25 31 1.423258156 0.364700383 0.803856913 0.884642398 1.163925145 1.390372971 1.649555758 2.073170236 2.236919214
2020-03-04 3 26 32 1.401226131 0.347802104 0.809667067 0.88324897 1.155506 1.370045888 1.614998496 2.022713268 2.168057225
2020-03-05 1 27 33 1.23969321 0.314806532 0.706249797 0.777403969 1.012143289 1.212265643 1.436877873 1.795459345 1.931071501
2020-03-06 6 28 34 1.395655759 0.32303984 0.84091596 0.907394077 1.165932854 1.369099128 1.599389701 1.965088588 2.096676353
2020-03-07 2 29 35 1.46823612 0.326598068 0.901279428 0.976026042 1.236592797 1.443767905 1.67208863 2.045316862 2.173277
2020-03-08 4 30 36 1.522721824 0.323179331 0.958619904 1.032438451 1.294392187 1.499573239 1.729032863 2.088986729 2.211617836
2020-03-09 4 31 37 1.606830393 0.326361921 1.036051923 1.109211461 1.377050166 1.582843937 1.813110039 2.180388177 2.318063939
2020-03-10 9 32 38 1.71060315 0.330373436 1.12988187 1.211333629 1.475486055 1.687397466 1.918031947 2.295045167 2.423373618
2020-03-11 3 33 39 1.557737389 0.308529419 1.018966576 1.091122051 1.340941207 1.534647524 1.752493423 2.103710691 2.221536789
2020-03-12 7 34 40 1.69231206 0.310032614 1.148804998 1.2245938 1.472855714 1.671022726 1.883332284 2.238348815 2.36713972
2020-03-13 6 35 41 1.526371837 0.281171733 1.031435852 1.101362563 1.326643712 1.505716561 1.703218166 2.020027032 2.138352363
2020-03-14 6 36 42 1.531792894 0.267961478 1.062442163 1.122708469 1.344270659 1.51397283 1.699171754 2.000311604 2.105822051
2020-03-15 14 37 43 1.741142209 0.273457259 1.262958414 1.324064227 1.546649698 1.723020136 1.915822883 2.217312071 2.322749655
2020-03-16 17 38 44 2.000199225 0.287286216 1.489326301 1.559845566 1.797097906 1.982537702 2.184746692 2.496431328 2.608548884
2020-03-17 18 39 45 2.043951821 0.300002513 1.502795747 1.578481678 1.829958827 2.027394658 2.23739692 2.563116601 2.673658117
2020-03-18 23 40 46 2.280106966 0.343149781 1.657988743 1.74790381 2.038525711 2.263214338 2.501641952 2.876157809 2.998166415
2020-03-19 25 41 47 2.330822896 0.373602147 1.6773858 1.76521408 2.064450918 2.305605627 2.56582574 2.985015696 3.124084721
2020-03-20 34 42 48 2.4507531 0.403079839 1.77402202 1.855471815 2.166602198 2.416092068 2.69782963 3.167316 3.349191996
2020-03-21 18 43 49 2.204367216 0.372539691 1.575019413 1.65556931 1.936392273 2.17159926 2.431265467 2.867169753 3.03028578
2020-03-22 36 44 50 2.08580722 0.343329586 1.518448464 1.584678195 1.837313243 2.052865143 2.291385083 2.70823936 2.860458018
2020-03-23 61 45 51 2.18286902 0.329723193 1.652462106 1.716345851 1.945213944 2.14624909 2.379501136 2.774531453 2.936967009
2020-03-24 47 46 52 2.085151286 0.29408592 1.594796312 1.659111495 1.876643037 2.056622519 2.263035488 2.598855907 2.742509009
2020-03-25 63 47 53 2.052791078 0.277381218 1.579506707 1.638355348 1.854353521 2.03217076 2.225663307 2.53097295 2.646203248
2020-03-26 67 48 54 2.001725755 0.263507992 1.553340716 1.608039554 1.812256816 1.982334305 2.168336481 2.460733486 2.569090998
2020-03-27 91 49 55 2.00620971 0.256359434 1.574134152 1.628132625 1.822780914 1.982988267 2.165140016 2.460544259 2.567139557
2020-03-28 95 50 56 2.060699358 0.253186442 1.631844873 1.6852901 1.878942515 2.040271621 2.218490643 2.505215333 2.614362913
2020-03-29 99 51 57 2.006487211 0.24376494 1.584314924 1.638923111 1.832076639 1.99000133 2.160362562 2.42672106 2.530403907
2020-03-30 158 52 58 2.035137769 0.246690051 1.60807331 1.660022148 1.858337335 2.018128797 2.19457897 2.458393634 2.557252891
2020-03-31 106 53 59 1.907496651 0.23272963 1.509828663 1.555289281 1.740412633 1.890783691 2.054794489 2.313475192 2.406714319
2020-04-01 158 54 60 1.864965729 0.221685946 1.493579908 1.537207363 1.704312714 1.846277887 2.004240245 2.253315337 2.351845024
2020-04-02 121 55 61 1.722343961 0.193002299 1.400188557 1.4377051 1.582519427 1.704252605 1.844263716 2.060364988 2.146050676
2020-04-03 164 56 62 1.635148303 0.168347267 1.357595013 1.390175913 1.51246211 1.618377737 1.741088019 1.931544746 2.006439791
2020-04-04 149 57 63 1.532682727 0.141454937 1.297395362 1.326031727 1.4292634 1.520039627 1.622688844 1.776369869 1.841339562
2020-04-05 118 58 64 1.401286779 0.115166047 1.206702587 1.231469852 1.317899799 1.391381144 1.475128161 1.599492116 1.645918095
2020-04-06 137 59 65 1.247734577 0.090034312 1.09570662 1.114987402 1.181909919 1.240026428 1.306314215 1.402470516 1.437758051
2020-04-07 125 60 66 1.180546472 0.070941447 1.059643739 1.075498887 1.129294442 1.174539787 1.225860067 1.304048496 1.332224934
2020-04-08 100 61 67 1.049390873 0.053477445 0.954376926 0.967842673 1.011790099 1.046374893 1.083211964 1.141452439 1.163361246
2020-04-09 78 62 68 0.963818079 0.04261069 0.884640872 0.896299217 0.934438196 0.962462941 0.991465275 1.036293481 1.051638119
2020-04-10 124 63 69 0.903954476 0.037300985 0.833656181 0.843528368 0.878483323 0.903374214 0.928816617 0.966520158 0.979725818
2020-04-11 89 64 70 0.839474949 0.036246664 0.771078903 0.781339046 0.814407142 0.838690324 0.863646244 0.900746341 0.912989872
2020-04-12 69 65 71 0.799560353 0.03754003 0.729571107 0.740021391 0.773549771 0.798454162 0.824286454 0.862962209 0.875910362
2020-04-13 87 66 72 0.767218834 0.039929159 0.692742054 0.703639233 0.739389323 0.765974298 0.793305759 0.834974356 0.849137088
2020-04-14 63 67 73 0.726119863 0.041048231 0.64939916 0.65986895 0.697798585 0.724922734 0.752659557 0.796421654 0.810584507
2020-04-15 61 68 74 0.715867996 0.043484805 0.635342808 0.64747962 0.685675782 0.714069091 0.744375016 0.789729252 0.805771797
2020-04-16 64 69 75 0.740809626 0.0474004 0.653689264 0.666073958 0.707905682 0.738634891 0.771799299 0.822012131 0.838363808
2020-04-17 58 70 76 0.69637429 0.046353128 0.609456113 0.622101771 0.663970034 0.695344934 0.727117364 0.774488486 0.789857945
2020-04-18 52 71 77 0.688044024 0.046934024 0.599670998 0.612981941 0.655614182 0.686747734 0.719680542 0.766855934 0.782633813
2020-04-19 40 72 78 0.690031148 0.048837395 0.599463119 0.612336372 0.656356261 0.688373493 0.722371385 0.772285046 0.790229867
2020-04-20 53 73 79 0.682151591 0.049632367 0.591411127 0.604107401 0.647823312 0.680021569 0.714622614 0.766892149 0.78391467
2020-04-21 43 74 80 0.696616883 0.052008661 0.600541371 0.614291719 0.659995758 0.694930516 0.731460845 0.784899446 0.801938756
2020-04-22 41 75 81 0.710439395 0.05441377 0.607865472 0.623495443 0.672646524 0.708661751 0.746713649 0.802741989 0.820221141
2020-04-23 30 76 82 0.691392576 0.053585213 0.59121804 0.606087009 0.654187891 0.689869459 0.727299441 0.78185276 0.799397539
2020-04-24 28 77 83 0.672838703 0.052309915 0.575281863 0.590652691 0.636229245 0.671066654 0.708146388 0.761175135 0.778365324
2020-04-25 33 78 84 0.676308464 0.054267868 0.575248075 0.589606191 0.638858671 0.674245568 0.712013539 0.768642462 0.787900994
2020-04-26 23 79 85 0.682680183 0.056602857 0.578280061 0.593177336 0.643211724 0.680445856 0.719719584 0.779252887 0.799685785
2020-04-27 28 80 86 0.66389532 0.057633446 0.557840989 0.573169904 0.623475961 0.660978527 0.70159732 0.762491854 0.782858106
2020-04-28 32 81 87 0.683418953 0.060554689 0.572554957 0.587769059 0.640533288 0.681366786 0.72358562 0.786728994 0.807425243
2020-04-29 34 82 88 0.715789815 0.063844308 0.599413948 0.615624972 0.670908439 0.713029785 0.757871466 0.825034104 0.847373642
2020-04-30 17 83 89 0.724905178 0.06519558 0.603967213 0.621524832 0.679748834 0.722892616 0.767866386 0.836034649 0.857332374
2020-05-01 25 84 90 0.767086205 0.068439415 0.638414607 0.6583838 0.719950338 0.764982712 0.811374078 0.883512947 0.906797411
2020-05-02 15 85 91 0.743394268 0.066107726 0.62062549 0.638346965 0.697482135 0.741397721 0.787127924 0.85648869 0.878011457
2020-05-03 21 86 92 0.780565856 0.067938616 0.653869128 0.673095117 0.733706778 0.778511718 0.824907352 0.897555229 0.919861397
2020-05-04 16 87 93 0.768553511 0.067936349 0.642247224 0.661290276 0.720810489 0.767037658 0.812950647 0.883425745 0.908190297
2020-05-05 11 88 94 0.706120925 0.06527211 0.585477738 0.603379876 0.660334582 0.703755641 0.748801147 0.816844896 0.840239868
2020-05-06 7 89 95 0.601607974 0.061644819 0.487528513 0.504120933 0.559241116 0.599357641 0.641504644 0.706583632 0.727789574
2020-05-07 5 90 96 0.574690171 0.064054214 0.457083736 0.47493936 0.530188874 0.571473709 0.615330324 0.685654706 0.709103278
2020-05-08 5 91 97 0.501025658 0.064700259 0.386901736 0.402313791 0.455257312 0.497221384 0.542120776 0.612705513 0.638273182
2020-05-09 6 92 98 0.492435908 0.070235229 0.3691517 0.386258077 0.442951071 0.487368439 0.536925389 0.614968838 0.642989986
2020-05-10 5 93 99 0.432428353 0.071180349 0.307806781 0.324914537 0.381977869 0.426875769 0.476998244 0.558145761 0.586062725
2020-05-11 3 94 100 0.381065259 0.070438244 0.259650765 0.275164055 0.331054583 0.375555728 0.425239364 0.505697888 0.532560588
2020-05-12 5 95 101 0.381575348 0.076721237 0.250393548 0.267104232 0.326719037 0.375243319 0.428635573 0.518355099 0.54993123
2020-05-13 4 96 102 0.414344689 0.088352879 0.265407138 0.285532029 0.351275567 0.405159989 0.468781851 0.573584817 0.610556491
2020-05-14 3 97 103 0.464556819 0.10293911 0.291528984 0.313753743 0.390598491 0.45519877 0.527393677 0.649479533 0.691690084
2020-05-15 6 98 104 0.572186554 0.125035681 0.362423211 0.38878283 0.482459085 0.561111512 0.649977102 0.795644497 0.848112883
2020-05-16 7 99 105 0.6926416 0.147597542 0.443209537 0.474465685 0.5864291 0.679590216 0.785543548 0.958428415 1.015513003
2020-05-17 4 100 106 0.768212178 0.158277745 0.497394563 0.533385672 0.656718524 0.754172001 0.867156881 1.049036377 1.111329863
2020-05-18 5 101 107 0.901706266 0.173358748 0.597734616 0.638283633 0.77862601 0.890458703 1.012061186 1.208898819 1.275268481
2020-05-19 5 102 108 0.96006959 0.178078075 0.647808916 0.686443835 0.834736146 0.947793987 1.073159765 1.270274207 1.338287662
2020-05-20 9 103 109 1.138670099 0.192704437 0.795114006 0.842652609 1.00184393 1.12823675 1.261743099 1.47645604 1.54418528
2020-05-21 5 104 110 1.21249832 0.195738356 0.859219816 0.908921545 1.074749506 1.202032611 1.338933572 1.550003137 1.618885137
2020-05-22 7 105 111 1.226279952 0.193420057 0.881037283 0.925392044 1.090491558 1.215995809 1.350212967 1.558348903 1.637027232
2020-05-23 10 106 112 1.274833775 0.196197155 0.921176866 0.97130357 1.136710453 1.264011828 1.401871073 1.611197821 1.687280941
2020-05-24 15 107 113 1.516575347 0.210255551 1.133889842 1.190382499 1.369324202 1.506827186 1.651478001 1.8789689 1.95551511
2020-05-25 7 108 114 1.487717518 0.208411011 1.109853969 1.163132936 1.342663118 1.479075608 1.620478646 1.845200199 1.928571408
2020-05-26 19 109 115 1.715374332 0.227640777 1.301132711 1.360065957 1.555251521 1.704925394 1.864293746 2.106613643 2.191162049
2020-05-27 13 110 116 1.659638562 0.224441168 1.24759135 1.312239814 1.502449768 1.650012708 1.80292304 2.046718018 2.130035824
2020-05-28 21 111 117 1.807556108 0.241860327 1.369550222 1.429940528 1.638761992 1.795200796 1.962780001 2.228303318 2.317727981
2020-05-29 13 112 118 1.716152223 0.232723252 1.303944751 1.361086956 1.553856461 1.699361665 1.863313718 2.125719113 2.218210984
2020-05-30 10 113 119 1.521996262 0.207336217 1.162598091 1.209709402 1.375227845 1.507062272 1.654308882 1.883247703 1.969155156
2020-05-31 13 114 120 1.32987288 0.175903194 1.025433536 1.06699032 1.204929991 1.317622311 1.439911351 1.634599432 1.713885849
2020-06-01 14 115 121 1.293500653 0.154300378 1.019563902 1.057508564 1.186358056 1.283069454 1.389719598 1.56396396 1.625697534
2020-06-02 13 116 122 1.132871728 0.127620611 0.903336666 0.93618763 1.043885885 1.125740746 1.212573639 1.352847295 1.405244446
2020-06-03 12 117 123 1.064158483 0.113754429 0.854780393 0.886437988 0.985265469 1.059573222 1.137455178 1.260728101 1.301095708
2020-06-04 21 118 124 1.030161416 0.108137219 0.830124463 0.860266351 0.956354889 1.024822417 1.099852637 1.215224469 1.253364605
2020-06-05 15 119 125 1.034429014 0.105876247 0.838506124 0.866293636 0.961732892 1.030998608 1.103560765 1.212760817 1.251103147
2020-06-06 20 120 126 1.130292527 0.110121813 0.925079299 0.954340734 1.054222947 1.127406904 1.203067233 1.316580159 1.355048455
2020-06-07 14 121 127 1.133136054 0.108904999 0.931744494 0.961448142 1.058048599 1.128607158 1.204370333 1.320760656 1.355627724
2020-06-08 23 122 128 1.207755131 0.11195624 0.998805683 1.030531976 1.130494064 1.204142236 1.280635471 1.39843508 1.43919676
2020-06-09 17 123 129 1.219416315 0.113942602 1.007236363 1.0368199 1.140949521 1.216647964 1.29411121 1.413348182 1.453582646
2020-06-10 31 124 130 1.360473205 0.120720604 1.135350649 1.17050896 1.276745095 1.356754332 1.441437598 1.565575692 1.603708458
2020-06-11 19 125 131 1.283693888 0.118700958 1.060574245 1.094948904 1.202507565 1.279360969 1.361761249 1.484494627 1.529461911
2020-06-12 24 126 132 1.295521607 0.119516642 1.074709253 1.107903868 1.211869341 1.29039337 1.373710481 1.5009868 1.541572993
2020-06-13 17 127 133 1.201457631 0.111396278 0.994550984 1.025700141 1.124233377 1.196702471 1.273085179 1.392025189 1.430999944
2020-06-14 26 128 134 1.232647886 0.110561583 1.028129329 1.058096076 1.156584622 1.228732391 1.304025083 1.421350059 1.462326375
2020-06-15 22 129 135 1.169425673 0.100703968 0.981072399 1.009712177 1.099957465 1.165972828 1.234558407 1.339723432 1.377179105
2020-06-16 33 130 136 1.237840935 0.100474122 1.049680997 1.07793608 1.168158089 1.234583031 1.304105353 1.407774615 1.442552817
2020-06-17 29 131 137 1.178662537 0.095281758 0.997298892 1.026885347 1.112674396 1.175628673 1.242294806 1.338834677 1.372999396
2020-06-18 24 132 138 1.168578196 0.092954962 0.994207268 1.019725778 1.104705123 1.165925416 1.230069433 1.324696048 1.356586741
2020-06-19 25 133 139 1.134499382 0.089677249 0.967867517 0.992609484 1.072427114 1.131462413 1.193691622 1.286470238 1.316812858
2020-06-20 49 134 140 1.294730275 0.094235352 1.118180444 1.145717759 1.229283308 1.292238346 1.35696425 1.453591835 1.489006106
2020-06-21 33 135 141 1.294619611 0.093875654 1.116816633 1.144926436 1.229288555 1.293509476 1.355742994 1.454286752 1.485144723
2020-06-22 47 136 142 1.383943248 0.099600795 1.192692733 1.222940992 1.316110731 1.382600497 1.449940357 1.550019101 1.58414946
2020-06-23 58 137 143 1.449155344 0.108535123 1.242982722 1.27437758 1.374864643 1.446901503 1.522236036 1.632145349 1.666960108
2020-06-24 57 138 144 1.500915931 0.118303898 1.279301558 1.312975558 1.418534135 1.497019214 1.579803155 1.70053142 1.743363994
2020-06-25 42 139 145 1.476281448 0.123040705 1.247950282 1.282240621 1.392042353 1.472183758 1.555984348 1.686926957 1.734594196
2020-06-26 46 140 146 1.449306213 0.122344407 1.224757612 1.258144705 1.363211083 1.443551479 1.528616248 1.66009774 1.706920187
2020-06-27 66 141 147 1.401058394 0.11639579 1.192558843 1.220714635 1.318899545 1.394844286 1.476101605 1.601533947 1.641662415
2020-06-28 65 142 148 1.409186732 0.109889865 1.212518354 1.240214443 1.332735737 1.402326922 1.479731191 1.598868304 1.642792095
2020-06-29 88 143 149 1.44652646 0.104121277 1.259144538 1.284619939 1.374225768 1.441305548 1.513844655 1.625960316 1.665674694
2020-06-30 115 144 150 1.524403201 0.105799819 1.328594527 1.356878886 1.450568248 1.52073953 1.593626113 1.704069799 1.742299838
2020-07-01 123 145 151 1.604490402 0.114245536 1.390214608 1.420420999 1.525323437 1.60238855 1.681152912 1.796267671 1.832436786
2020-07-02 103 146 152 1.635863557 0.127135633 1.394700337 1.431252497 1.547630202 1.633819227 1.722125091 1.846623901 1.890011571
2020-07-03 108 147 153 1.635937122 0.138662233 1.379380223 1.414912388 1.537532347 1.632571994 1.728715643 1.870257354 1.916498026
2020-07-04 103 148 154 1.555871325 0.137848111 1.308827445 1.342013487 1.457637114 1.548531843 1.644867407 1.796446341 1.845776706
2020-07-05 103 149 155 1.474864389 0.127560756 1.256421541 1.284407016 1.382819339 1.465325366 1.555282398 1.700667765 1.75039544
2020-07-06 169 150 156 1.482016064 0.116262388 1.283406784 1.30949663 1.398516509 1.471655971 1.555691276 1.683422392 1.731732213
2020-07-07 152 151 157 1.415350967 0.101614338 1.239128794 1.262592794 1.342871358 1.407059253 1.480676818 1.590884377 1.631156913
2020-07-08 133 152 158 1.316897312 0.087661607 1.160366493 1.182020653 1.254447405 1.312619983 1.373897198 1.466597215 1.498988327
2020-07-09 151 153 159 1.290981192 0.078085528 1.153492408 1.171272925 1.23497332 1.286832996 1.342459474 1.423517642 1.454406037
2020-07-10 161 154 160 1.280764518 0.069953611 1.156984692 1.173558651 1.231060259 1.2766899 1.326290062 1.400556849 1.426646442
2020-07-11 167 155 161 1.28901921 0.064230387 1.17263505 1.189578892 1.243535325 1.285484548 1.330726496 1.399101895 1.422692015
2020-07-12 168 156 162 1.299249298 0.061236965 1.185763411 1.202928202 1.256644019 1.297406546 1.339689104 1.40190855 1.423751794
2020-07-13 184 157 163 1.25003332 0.059343697 1.137274212 1.154512231 1.208524193 1.249347979 1.289658477 1.349172075 1.367696507
2020-07-14 164 158 164 1.199231276 0.057448278 1.093631378 1.107874241 1.158998402 1.197370283 1.237617808 1.296797307 1.315189434
2020-07-15 155 159 165 1.164166132 0.052878165 1.068515371 1.081750847 1.126882651 1.161493238 1.199000118 1.254695732 1.273475114
2020-07-16 169 160 166 1.133425562 0.04720723 1.047375901 1.059967778 1.100426162 1.130970108 1.164370275 1.213987316 1.230998708
2020-07-17 151 161 167 1.085519601 0.040927108 1.009221055 1.02054556 1.057161765 1.084008813 1.112558136 1.15535718 1.169028782
2020-07-18 165 162 168 1.054448706 0.036652258 0.985600855 0.995948254 1.0294284 1.053342674 1.07841984 1.116413055 1.129775578
2020-07-19 173 163 169 1.038984747 0.033823965 0.974424857 0.984705808 1.0158805 1.038383776 1.061283804 1.095539249 1.106987475
2020-07-20 211 164 170 1.04845073 0.03256999 0.986189119 0.995627515 1.026002504 1.047848818 1.07002 1.102855291 1.113619821
2020-07-21 184 165 171 1.056135179 0.031395727 0.995655024 1.005089213 1.034941709 1.05584131 1.07686779 1.108654718 1.119570935
2020-07-22 189 166 172 1.076311757 0.031221797 1.016429719 1.025604671 1.054922202 1.076262628 1.097255942 1.127973197 1.137846127
2020-07-23 158 167 173 1.056188983 0.031201253 0.996000894 1.00526002 1.035056307 1.055899914 1.076979032 1.108210986 1.118497024
2020-07-24 176 168 174 1.064429161 0.031752579 1.003417876 1.01290185 1.042819963 1.064125743 1.085726776 1.117187296 1.127416706
2020-07-25 180 169 175 1.063041582 0.031548097 1.002551973 1.011737886 1.041614421 1.062521101 1.083859755 1.115535863 1.126461857
2020-07-26 224 170 176 1.091639209 0.031587276 1.030945657 1.040753304 1.070144183 1.091265418 1.112596992 1.144366975 1.154888067
2020-07-27 219 171 177 1.083158991 0.031464747 1.022580467 1.032059275 1.061530217 1.083025145 1.104167652 1.135229294 1.144875831
2020-07-28 230 172 178 1.103466188 0.032049659 1.041259587 1.051522517 1.081827746 1.103269275 1.124675958 1.156662812 1.16747021
2020-07-29 200 173 179 1.093655378 0.032681005 1.029926177 1.040386551 1.071561316 1.093355095 1.115297731 1.14792638 1.159322087
2020-07-30 193 174 180 1.100106031 0.033213228 1.035889329 1.046275254 1.077536801 1.09978252 1.122355802 1.155292237 1.166408111
2020-07-31 184 175 181 1.085145344 0.032890625 1.021720932 1.031504851 1.062633213 1.084964042 1.107100939 1.139526216 1.150103738
2020-08-01 231 176 182 1.102268929 0.032563518 1.039606275 1.050224142 1.079994078 1.101955953 1.123902201 1.156632433 1.167039765
2020-08-02 200 177 183 1.064186358 0.031506488 1.003453485 1.013054274 1.042594622 1.063854257 1.085349563 1.116441343 1.127175563
2020-08-03 234 178 184 1.056016783 0.030610366 0.997442167 1.006511245 1.035254892 1.055448904 1.076171452 1.107950892 1.117638524
2020-08-04 223 179 185 1.035681896 0.02924865 0.979629593 0.988441483 1.015709324 1.035334115 1.0551621 1.084259802 1.094234866
2020-08-05 183 180 186 1.01092097 0.02798391 0.956985319 0.965597327 0.991991878 1.010419246 1.02938146 1.058051921 1.067691187
2020-08-06 130 181 187 0.958839514 0.026521304 0.907752114 0.915765643 0.940747593 0.958525635 0.97671421 1.002582493 1.011606501
2020-08-07 163 182 188 0.941912481 0.025935143 0.891959241 0.899325858 0.924270692 0.941651514 0.959458066 0.985159329 0.993554426
2020-08-08 140 183 189 0.882496304 0.026198028 0.832376585 0.840079973 0.864649198 0.881837256 0.899931674 0.926353542 0.935194852
2020-08-09 141 184 190 0.851797161 0.027341275 0.799673347 0.807616787 0.833149183 0.85147175 0.869993142 0.897574291 0.906426545
2020-08-10 177 185 191 0.828790243 0.029944541 0.773258019 0.781398949 0.808037842 0.827929873 0.848272763 0.879625603 0.890402013
2020-08-11 179 186 192 0.820856279 0.03267409 0.759447198 0.768610598 0.798685177 0.819730599 0.84229895 0.875880299 0.887401458
2020-08-12 157 187 193 0.830862727 0.035569621 0.763399177 0.7731309 0.806279497 0.83024487 0.854680732 0.890563686 0.902815721
2020-08-13 137 188 194 0.869532433 0.037375963 0.796896516 0.808601401 0.843884349 0.869370484 0.894525418 0.931725885 0.943805007
2020-08-14 145 189 195 0.888872838 0.036694394 0.816579247 0.828367209 0.863693691 0.889183182 0.913637597 0.949139055 0.960782849
2020-08-15 165 190 196 0.939710174 0.035792275 0.870678879 0.881926869 0.914984865 0.939461653 0.964098039 0.998388171 1.009700773
2020-08-16 135 191 197 0.959715449 0.034381329 0.891630683 0.902659047 0.936770418 0.95959298 0.982844865 1.016426809 1.027202066
2020-08-17 159 192 198 0.960492322 0.032203377 0.897966371 0.907929323 0.938287897 0.960322718 0.982439635 1.013803266 1.024090681
2020-08-18 126 193 199 0.923635681 0.030452702 0.864744831 0.873735712 0.902800581 0.923571306 0.944120784 0.974057839 0.983536978
2020-08-19 114 194 200 0.893244757 0.029331917 0.836576107 0.845601353 0.873300473 0.893226928 0.912617798 0.941881459 0.951263939
2020-08-20 106 195 201 0.876210589 0.029812828 0.819768104 0.828119639 0.855772675 0.875494502 0.896417526 0.925652619 0.93559464
2020-08-21 89 196 202 0.840337504 0.031218649 0.781176801 0.790771317 0.818758899 0.839528367 0.860844729 0.893300657 0.903952813
2020-08-22 118 197 203 0.816655103 0.033227521 0.753903508 0.763525268 0.793831434 0.816139535 0.838568596 0.87227384 0.884032882
2020-08-23 90 198 204 0.799370593 0.035431773 0.732115976 0.742358518 0.775216863 0.798573481 0.822941265 0.858954763 0.870834049
2020-08-24 123 199 205 0.793475072 0.037601744 0.722925377 0.733550235 0.76721139 0.792746719 0.818470333 0.856786522 0.869175337
2020-08-25 122 200 206 0.824556234 0.04052681 0.748522103 0.760001499 0.796504563 0.82363446 0.851619985 0.89300784 0.90683957
2020-08-26 93 201 207 0.838842169 0.04155072 0.759256231 0.771567009 0.810230018 0.838386717 0.867134067 0.907803772 0.921580659
2020-08-27 88 202 208 0.854018889 0.041414699 0.774017746 0.786065583 0.82599081 0.853558899 0.882057683 0.922463465 0.935962887
2020-08-28 86 203 209 0.884099134 0.040681601 0.804759218 0.81703764 0.856606018 0.883633507 0.91148902 0.951672514 0.965367566
2020-08-29 91 204 210 0.880168177 0.039160684 0.804569533 0.816768669 0.853408245 0.879657997 0.906466977 0.945143826 0.957738034
2020-08-30 68 205 211 0.876756315 0.038278346 0.802336854 0.813792676 0.851238571 0.876359175 0.902387487 0.93983647 0.952671208
2020-08-31 96 206 212 0.864399442 0.037567879 0.792463607 0.803970593 0.838677336 0.86395926 0.889515765 0.926638892 0.938939536
2020-09-01 114 207 213 0.87649576 0.038361221 0.802941448 0.8141469 0.850316946 0.876181199 0.901659241 0.940949612 0.953597963
2020-09-02 88 208 214 0.893353723 0.039782712 0.817168036 0.828775184 0.86607007 0.892870361 0.919931362 0.95964346 0.97351146
2020-09-03 92 209 215 0.923806455 0.04089838 0.845245522 0.857644932 0.895696628 0.923497632 0.951226888 0.991918717 1.004714328
2020-09-04 108 210 216 0.979520987 0.041806806 0.898854983 0.91181304 0.950972362 0.978676272 1.007345002 1.049212597 1.063617609
2020-09-05 103 211 217 1.016111953 0.041503354 0.936682464 0.949290428 0.987828482 1.015611781 1.043530085 1.085576579 1.099327779
2020-09-06 88 212 218 1.056676235 0.042110958 0.975991669 0.988870304 1.027949993 1.056275295 1.08432778 1.127043654 1.141266279
2020-09-07 100 213 219 1.063021026 0.042824087 0.980425262 0.993665515 1.033779187 1.062361627 1.091941653 1.134839031 1.148310591
2020-09-08 107 214 220 1.044238598 0.042064584 0.962689936 0.975790376 1.015684531 1.043526554 1.072314457 1.11472783 1.128551061
2020-09-09 106 215 221 1.058699374 0.041691508 0.979242782 0.991542423 1.02987859 1.057888043 1.086265819 1.128888388 1.142813525
2020-09-10 91 216 222 1.04518403 0.040662179 0.966131257 0.978781667 1.017571733 1.044678621 1.072009729 1.112948121 1.126409996
2020-09-11 67 217 223 0.973304531 0.038670158 0.899520465 0.9109004 0.946719425 0.973134052 0.9987497 1.037802903 1.049806953
2020-09-12 97 218 224 0.957495896 0.037550207 0.886038947 0.89689013 0.931955169 0.956797523 0.982260493 1.020629983 1.032558466
2020-09-13 74 219 225 0.936996463 0.037517749 0.86498478 0.875866307 0.911578635 0.936130848 0.962381932 0.999620756 1.011860017
2020-09-14 130 220 226 0.98682833 0.039496108 0.91100372 0.923684222 0.959579369 0.986458897 1.013156707 1.052775358 1.066447587
2020-09-15 93 221 227 0.975809787 0.03938702 0.899569371 0.911351142 0.949094374 0.975494595 1.00196942 1.041167313 1.054503382
2020-09-16 93 222 228 0.964596497 0.038753341 0.890267335 0.901554835 0.938393497 0.964181214 0.990381539 1.028980985 1.041689899
2020-09-17 94 223 229 0.97640888 0.038744144 0.901939976 0.913816088 0.950041963 0.975796549 1.002334174 1.041528746 1.054207421
2020-09-18 76 224 230 0.995720453 0.038954042 0.920019724 0.93216716 0.969273912 0.995240873 1.021949021 1.060905235 1.073133065
2020-09-19 65 225 231 0.951677779 0.038448905 0.878366066 0.88930148 0.92513441 0.950889004 0.977508555 1.015843157 1.028463765
2020-09-20 72 226 232 0.952778048 0.038335589 0.878336247 0.890313052 0.926475424 0.952108079 0.978416144 1.016766569 1.029098715
2020-09-21 97 227 233 0.908759476 0.037953592 0.836549957 0.847753343 0.882931064 0.908116583 0.934162936 0.97219016 0.984032596
2020-09-22 113 228 234 0.949113643 0.039362591 0.87466957 0.885412837 0.922148754 0.948540955 0.975058736 1.015325506 1.028377246
2020-09-23 108 229 235 0.986643968 0.041426927 0.907705084 0.91980862 0.958147421 0.985782587 1.014375744 1.055933937 1.070404154
2020-09-24 103 230 236 1.012764691 0.041772556 0.931683422 0.944628919 0.984477027 1.012291006 1.040616633 1.082138836 1.096533337
2020-09-25 107 231 237 1.070791813 0.042108001 0.989695012 1.002113246 1.042082966 1.070140672 1.099069582 1.141189944 1.154788559
2020-09-26 95 232 238 1.119430896 0.043772196 1.036233647 1.048486124 1.089242421 1.118875101 1.148747601 1.192249079 1.206327009
2020-09-27 82 233 239 1.122995565 0.045676107 1.035510155 1.048492015 1.091817603 1.122346174 1.153397239 1.198873252 1.21360251
2020-09-28 112 234 240 1.125650344 0.0474586 1.034736476 1.048192994 1.093336808 1.125098392 1.15750785 1.204830618 1.221099658
2020-09-29 105 235 241 1.087048697 0.046287969 0.998727951 1.012926091 1.055470369 1.086185253 1.117475591 1.165013537 1.18127395
2020-09-30 85 236 242 1.0265403 0.043363373 0.94391384 0.95612962 0.996962224 1.026152985 1.055367195 1.098952191 1.113632603
2020-10-01 128 237 243 1.043778227 0.041701649 0.964167141 0.975944826 1.015151473 1.043141559 1.071426443 1.113633109 1.126896743
2020-10-02 96 238 244 1.01498562 0.039682478 0.938706945 0.950344209 0.987787569 1.01446219 1.04145127 1.081134934 1.094357838
2020-10-03 99 239 245 1.01319679 0.038778635 0.938263991 0.950375284 0.986732041 1.012646962 1.039053466 1.077315813 1.090355024
2020-10-04 90 240 246 1.020634766 0.03823644 0.947053325 0.958662377 0.99453501 1.02024792 1.046045279 1.083918089 1.09737671
2020-10-05 107 241 247 1.010525616 0.037811373 0.938780974 0.949281373 0.984969022 1.010038215 1.035627653 1.073615115 1.086157586
2020-10-06 111 242 248 1.016400266 0.038333971 0.942692111 0.953703872 0.990238038 1.015989815 1.042303742 1.08001229 1.092903351
2020-10-07 112 243 249 1.052180477 0.038369361 0.97866953 0.990336129 1.026092526 1.051623186 1.07789861 1.115669196 1.128306487
2020-10-08 138 244 250 1.061992703 0.038394717 0.988268058 1.000026713 1.036254636 1.061507035 1.087202941 1.12597171 1.139089606
2020-10-09 118 245 251 1.084290015 0.039428643 1.008328619 1.020481272 1.057400431 1.084028489 1.110332064 1.150118382 1.162371983
2020-10-10 114 246 252 1.093138977 0.040394413 1.015215043 1.027468851 1.065740725 1.092468242 1.119952664 1.160979789 1.17387161
2020-10-11 92 247 253 1.079921106 0.040696882 1.001432792 1.01370703 1.052377386 1.079061615 1.107248183 1.148006672 1.161146299
2020-10-12 138 248 254 1.102795622 0.041418705 1.023966768 1.035740097 1.074538629 1.102023021 1.130335124 1.173096093 1.185966206
2020-10-13 108 249 255 1.079604374 0.040510016 1.001660014 1.014274191 1.051866666 1.079423077 1.106374346 1.14701203 1.160165837
2020-10-14 98 250 256 1.041527586 0.039270063 0.966301331 0.977615301 1.014597566 1.04092243 1.067452473 1.107629483 1.12027035
2020-10-15 85 251 257 0.957845635 0.036573474 0.887760605 0.899198855 0.932456174 0.957345916 0.982312339 1.01891033 1.031316806
2020-10-16 99 252 258 0.925225033 0.035036886 0.857633763 0.868491849 0.901740725 0.92466756 0.948279932 0.983947065 0.996375392
2020-10-17 74 253 259 0.875956723 0.034848471 0.808461412 0.819415549 0.852203422 0.875304065 0.898990724 0.934868994 0.946067787
2020-10-18 76 254 260 0.86637474 0.037159417 0.796369228 0.807164722 0.840713043 0.865564198 0.890817193 0.928539143 0.94179359
2020-10-19 109 255 261 0.847787441 0.038732715 0.774304928 0.785516006 0.820898862 0.847038994 0.873674953 0.912938634 0.926045039
2020-10-20 122 256 262 0.891859935 0.041544012 0.812555426 0.824486348 0.863581576 0.891258518 0.919293212 0.961325951 0.97638794
2020-10-21 102 257 263 0.925981401 0.041932052 0.844970033 0.858158946 0.897265094 0.925424201 0.954128624 0.995790318 1.009001438
2020-10-22 90 258 264 0.958644534 0.041734145 0.878106029 0.890787866 0.930420417 0.958170934 0.986606081 1.028372561 1.042227792
2020-10-23 117 259 265 1.004420661 0.040911351 0.92581318 0.938086317 0.976446306 1.003745137 1.031764115 1.072483735 1.08627837
2020-10-24 98 260 266 1.05208692 0.041277202 0.972439072 0.984998658 1.02399435 1.05169727 1.079687034 1.121471806 1.134503662
2020-10-25 96 261 267 1.08326502 0.04156441 1.004377007 1.016300845 1.054767587 1.082481739 1.110731812 1.153153374 1.166823271
2020-10-26 126 262 268 1.100822637 0.043045182 1.01813985 1.030830274 1.071604134 1.100277837 1.12980154 1.172475297 1.185931569
2020-10-27 95 263 269 1.046445528 0.042313572 0.964377797 0.977704617 1.017587638 1.046089856 1.074800434 1.116560359 1.13053235
2020-10-28 109 264 270 1.039152366 0.041653427 0.959834885 0.972220615 1.010389174 1.038223388 1.066912041 1.108929658 1.123357502
2020-10-29 96 265 271 1.032924436 0.039583756 0.957393253 0.969138291 1.006107568 1.032301221 1.058877752 1.099161498 1.113109061
2020-10-30 120 266 272 1.026237481 0.038565943 0.952475468 0.963856665 1.000092228 1.025841867 1.052088636 1.089860644 1.102986173
2020-10-31 109 267 273 1.033781024 0.038061316 0.96071867 0.972141244 1.007793649 1.033640988 1.059118647 1.09774732 1.110027918
2020-11-01 108 268 274 1.045188459 0.037646143 0.973197032 0.984264251 1.019360306 1.04504655 1.070552887 1.107109594 1.119077936
2020-11-02 164 269 275 1.090297315 0.038856201 1.015348157 1.026691144 1.063887765 1.090116508 1.116391004 1.154424012 1.167396798
2020-11-03 175 270 276 1.188820697 0.041022171 1.109750866 1.122464955 1.161018677 1.188406403 1.216221632 1.257372201 1.270282728
2020-11-04 143 271 277 1.213375882 0.044597871 1.125946435 1.140065335 1.183103023 1.213307371 1.24308499 1.286776203 1.300483671
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