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Opinion polling for the next Ukrainian presidential election using local regressions (LOESS)

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Summary

Description

English: Opinion polling for the next Ukrainian parliamentary election using local regressions (LOESS)
NOTE: This chart uses all published opinion polls in Ukraine, including those whose reliability is questionable. The source for polls published after 24 February 2022 is here.
Code template: https://gitlab.com/gbuvn1/opinion-polling-graph

ggplot.R

Sys.setlocale("LC_TIME", "English")
library(ggplot2)
library(anytime)
library(tidyverse)
library(svglite)
library(Rcpp)

polls <- read.table("CAT.csv", header=T, sep=",", fileEncoding="UTF-8", stringsAsFactor=F)
polls$polldate <- as.Date(anydate(polls$polldate))

spansize <- 0.2           # general smoothing parameter for trend line
nnum <- 600                 # number of points used for trendline (resolution)
startdate <- '2019-07-21'   # date of previous election
enddate <- '2024-12-31'     # (latest) date of next election

# retrieve party names from CSV
party1 <- colnames(polls)[2]
party2 <- colnames(polls)[3]
party3 <- colnames(polls)[4]
party4 <- colnames(polls)[5]
party5 <- colnames(polls)[6]
party6 <- colnames(polls)[7]
party7 <- colnames(polls)[8]
party8 <- colnames(polls)[9]
party9 <- colnames(polls)[10]
party10 <- colnames(polls)[11]
party11 <- colnames(polls)[12]
party12 <- colnames(polls)[13]
party13 <- colnames(polls)[14]
party14 <- colnames(polls)[15]
party15 <- colnames(polls)[16]
party16 <- colnames(polls)[17]

# define party colors (taken from https://en.wikipedia.org/wiki/Category:Germany_political_party_colour_templates)
col1 <- '#34B449'
col2 <- '#0062B8'
col3 <- '#EE2155'
col4 <- '#1B3892'
col5 <- '#FA440E'
col6 <- '#B76C6D'
col7 <- '#2875AF'
col8 <- '#FFDD00'
col9 <- '#FF0000'
col10 <- '#0E294D'
col11 <- '#C93732'
col12 <- '#1C386D'
col13 <- '#FFA400'
col14 <- '#3F5970'
col15 <- '#544E99'
col16 <- '#C3B091'

transp <-'55'       # transparency level of points

graph <- ggplot(polls)+
  geom_vline(xintercept = as.Date(startdate), color='#aaaaaabb')+       # vertical line (last election)
  geom_vline(xintercept = as.Date(enddate), color='#aaaaaabb')+         # vertical line (next election)
  geom_segment(aes(x=as.Date(startdate), xend=as.Date(enddate), y=5, yend=5), color='#666666bb', linetype='dashed')+      # horizontal line (election threshold 5%)
  # add poll points
  geom_point(aes_string(x='polldate',y=party1),size=ifelse(polls$polldate==startdate | polls$polldate==enddate,3,1.5),shape=ifelse(polls$polldate==startdate | polls$polldate==enddate,23,21),color=paste0(col1,transp),fill=paste0(col1,transp))+
  geom_point(aes_string(x='polldate',y=party2),size=ifelse(polls$polldate==startdate | polls$polldate==enddate,3,1.5),shape=ifelse(polls$polldate==startdate | polls$polldate==enddate,23,21),color=paste0(col2,transp),fill=paste0(col2,transp))+
  geom_point(aes_string(x='polldate',y=party3),size=ifelse(polls$polldate==startdate | polls$polldate==enddate,3,1.5),shape=ifelse(polls$polldate==startdate | polls$polldate==enddate,23,21),color=paste0(col3,transp),fill=paste0(col3,transp))+
  geom_point(aes_string(x='polldate',y=party4),size=ifelse(polls$polldate==startdate | polls$polldate==enddate,3,1.5),shape=ifelse(polls$polldate==startdate | polls$polldate==enddate,23,21),color=paste0(col4,transp),fill=paste0(col4,transp))+
  geom_point(aes_string(x='polldate',y=party5),size=ifelse(polls$polldate==startdate | polls$polldate==enddate,3,1.5),shape=ifelse(polls$polldate==startdate | polls$polldate==enddate,23,21),color=paste0(col5,transp),fill=paste0(col5,transp))+
  geom_point(aes_string(x='polldate',y=party6),size=ifelse(polls$polldate==startdate | polls$polldate==enddate,3,1.5),shape=ifelse(polls$polldate==startdate | polls$polldate==enddate,23,21),color=paste0(col6,transp),fill=paste0(col6,transp))+
  geom_point(aes_string(x='polldate',y=party7),size=ifelse(polls$polldate==startdate | polls$polldate==enddate,3,1.5),shape=ifelse(polls$polldate==startdate | polls$polldate==enddate,23,21),color=paste0(col7,transp),fill=paste0(col7,transp))+
  geom_point(aes_string(x='polldate',y=party8),size=ifelse(polls$polldate==startdate | polls$polldate==enddate,3,1.5),shape=ifelse(polls$polldate==startdate | polls$polldate==enddate,23,21),color=paste0(col8,transp),fill=paste0(col8,transp))+
  geom_point(aes_string(x='polldate',y=party9),size=ifelse(polls$polldate==startdate | polls$polldate==enddate,3,1.5),shape=ifelse(polls$polldate==startdate | polls$polldate==enddate,23,21),color=paste0(col9,transp),fill=paste0(col9,transp))+
  geom_point(aes_string(x='polldate',y=party10),size=ifelse(polls$polldate==startdate | polls$polldate==enddate,3,1.5),shape=ifelse(polls$polldate==startdate | polls$polldate==enddate,23,21),color=paste0(col10,transp),fill=paste0(col10,transp))+
  geom_point(aes_string(x='polldate',y=party11),size=ifelse(polls$polldate==startdate | polls$polldate==enddate,3,1.5),shape=ifelse(polls$polldate==startdate | polls$polldate==enddate,23,21),color=paste0(col11,transp),fill=paste0(col11,transp))+
  geom_point(aes_string(x='polldate',y=party12),size=ifelse(polls$polldate==startdate | polls$polldate==enddate,3,1.5),shape=ifelse(polls$polldate==startdate | polls$polldate==enddate,23,21),color=paste0(col12,transp),fill=paste0(col12,transp))+
  geom_point(aes_string(x='polldate',y=party13),size=ifelse(polls$polldate==startdate | polls$polldate==enddate,3,1.5),shape=ifelse(polls$polldate==startdate | polls$polldate==enddate,23,21),color=paste0(col13,transp),fill=paste0(col13,transp))+
  geom_point(aes_string(x='polldate',y=party14),size=ifelse(polls$polldate==startdate | polls$polldate==enddate,3,1.5),shape=ifelse(polls$polldate==startdate | polls$polldate==enddate,23,21),color=paste0(col14,transp),fill=paste0(col14,transp))+
  geom_point(aes_string(x='polldate',y=party15),size=ifelse(polls$polldate==startdate | polls$polldate==enddate,3,1.5),shape=ifelse(polls$polldate==startdate | polls$polldate==enddate,23,21),color=paste0(col15,transp),fill=paste0(col15,transp))+
  geom_point(aes_string(x='polldate',y=party16),size=ifelse(polls$polldate==startdate | polls$polldate==enddate,3,1.5),shape=ifelse(polls$polldate==startdate | polls$polldate==enddate,23,21),color=paste0(col16,transp),fill=paste0(col16,transp))+
  # add trend lines
  # the "span" (smoothing parameter) should be manually changed for individual parties that have less polling data
  geom_smooth(aes_string(x='polldate',y=party1,color=shQuote('col1')),method="loess",span=spansize,n=nnum,se=FALSE)+
  geom_smooth(aes_string(x='polldate',y=party2,color=shQuote('col2')),method="loess",span=0.25,n=nnum,se=FALSE)+
  geom_smooth(aes_string(x='polldate',y=party3,color=shQuote('col3')),method="loess",span=spansize,n=nnum,se=FALSE)+
  geom_smooth(aes_string(x='polldate',y=party4,color=shQuote('col4')),method="loess",span=spansize,n=nnum,se=FALSE)+
  geom_smooth(aes_string(x='polldate',y=party5,color=shQuote('col5')),method="loess",span=spansize,n=nnum,se=FALSE)+
  geom_smooth(aes_string(x='polldate',y=party6,color=shQuote('col6')),method="loess",span=spansize,n=nnum,se=FALSE)+
  geom_smooth(aes_string(x='polldate',y=party7,color=shQuote('col7')),method="loess",span=spansize,n=nnum,se=FALSE)+
  geom_smooth(aes_string(x='polldate',y=party8,color=shQuote('col8')),method="loess",span=spansize,n=nnum,se=FALSE)+
  geom_smooth(aes_string(x='polldate',y=party9,color=shQuote('col9')),method="loess",span=0.25,n=nnum,se=FALSE)+
  geom_smooth(aes_string(x='polldate',y=party10,color=shQuote('col10')),method="loess",span=spansize,n=nnum,se=FALSE)+
  geom_smooth(aes_string(x='polldate',y=party11,color=shQuote('col11')),method="loess",span=spansize,n=nnum,se=FALSE)+
  geom_smooth(aes_string(x='polldate',y=party12,color=shQuote('col12')),method="loess",span=0.4,n=nnum,se=FALSE)+
  geom_smooth(aes_string(x='polldate',y=party13,color=shQuote('col13')),method="loess",span=0.4,n=nnum,se=FALSE)+
  geom_smooth(aes_string(x='polldate',y=party14,color=shQuote('col14')),method="loess",span=0.4,n=nnum,se=FALSE)+
  geom_smooth(aes_string(x='polldate',y=party15,color=shQuote('col15')),method="loess",span=0.25,n=nnum,se=FALSE)+
  geom_smooth(aes_string(x='polldate',y=party16,color=shQuote('col16')),method="loess",span=0.8,n=nnum,se=FALSE)+
  scale_y_continuous(labels = function(x) paste0(x, "%"),limits=c(0,67))+    # add %, manual limits on y-axis
  scale_x_date(limits = as.Date(c(startdate,enddate)), date_minor_breaks = "1 months", date_breaks = "3 months", date_labels = "%b %Y")+    # grid: 1 month, labels: 3 months
  labs(x = "", y = "")+
  scale_color_manual(name="",
                     breaks = c('col1','col2','col3','col4','col5','col6','col7','col8','col9','col10','col11','col12','col13','col14','col15','col16'),
                     labels = c(party1,party2,party3,party4,party5,party6,party7,party8,party9,party10,party11,party12,party13,party14,party15,party16),
                     values = c('col1'=col1,'col2'=col2,'col3'=col3,'col4'=col4,'col5'=col5,'col6'=col6,'col7'=col7,'col8'=col8,'col9'=col9,'col10'=col10,'col11'=col11,'col12'=col12,'col13'=col13,'col14'=col14,'col15'=col15,'col16'=col16))+
  # legend appearance
  theme(
    axis.text.x = element_text(size = 11),
    axis.text.y = element_text(size = 12),
    axis.title.y = element_text(size = 16),
    legend.position="right",
    legend.key.width=unit(24, "pt"),
    legend.key.height=unit(24, "pt"),
    legend.text = element_text(size=16, margin = margin(b = 5, t = 5, unit = "pt")))

graph + theme()

ggsave(file="polls.svg", plot=graph, width=18, height=8)

# workaround since svglite doesn't properly work in Wikipedia
aaa=readLines("polls.svg",-1)
bbb <- gsub(".svglite ", "", aaa)
writeLines(bbb,"polls.svg")

DE.csv

polldate,SN,OPZZh,Batkivshchyna,YeS,Holos,Radical,SiCh,USH,PSh,Svoboda,UDAR,Nashi,Aug24,RP,NK/Azov,Zaluzhnyi
2024-03-24,14.75,,11.92,9.27,0.47,,,0.03,,0.06,2.35,,0.88,0.24,0.44,50
2024-03-01,21.1,,3.6,7.5,,,,,,,1.4,,7,6.8,1.7,46.4
2024-02-11,12.76,,9.84,7.65,1.19,,,,,0.74,2.13,,0.62,,0.68,36.92
2023-12-24,24.18,,7.43,9.21,1.61,,,0.43,,0.12,1.51,,1.37,1.25,0.23,30.78
2023-11-28,11.4,,5.1,9.2,0.5,0.5,0.7,1.4,,1,1.3,,17.1,1.6,6,34.8
2023-11-07,32.2,,1.9,5.4,,,,0.8,,1.3,1.3,,7.6,2.7,5.8,36
2023-06-14,51.4,,3.3,14.8,,,1.6,,,4.1,,,18.1,5.9,,
2023-06-19,26,,2,39,0.5,,,1,,,2,,5,2,3,
2023-04-07,32,,1,10,,,,,,1,,,5,2,5,26
2023-03-04,37,,1,13,,,,,,1,,,5,2,,23
2023-02-28,33.2,,2,4.5,,,0.9,0.6,,1.4,1.3,,8.2,1.7,5.6,23.5
2023-02-23,51.8,,2.2,11.8,,,,,,2.2,,,14.9,,,
2023-01-29,38,,2,13,,1,,,,,,,6,2,,19
2023-01-04,46,,2,15,1,1,,,,2,1,,9,4,,
2022-12-20,60.7,,2.5,12.5,,,,,,2.3,,,18.4,,,
2022-10-15,47.9,,4.7,12.2,1.9,1.3,6.6,3.3,,4.1,5.8,,,4.9,,
2022-10-28,60.2,,4.2,11.2,0.9,1,1.4,1.3,,3,0.8,,11.3,2.8,,
2022-09-30,58.4,,3.9,11.1,1.5,1,2.3,0.7,,2.7,1,,12.5,2.4,,
2022-08-31,52.8,,4.3,12.3,1.4,1.5,3.5,1.4,,2.7,1.2,,14,3.1,,
2022-08-16,43.6,,4.5,8.7,0.7,,4.2,2.2,,1.6,2.9,,23.1,5.3,,
2022-07-30,57.9,,2.5,9.6,1.2,1.6,2.1,1.6,,3.4,1.1,,13.8,3.3,,
2022-06-24,58.5,,5.1,11.6,0.8,1.6,2.3,1.5,,3.1,1,,8.8,4.4,,
2022-05-28,66.2,,4.2,10.8,2.1,1.5,1.3,1.7,,2.9,1,,0.7,4.9,,
2022-04-28,72.3,,3.5,9.4,1.7,0.7,2.5,1.3,,1.9,0.9,,0.3,2.9,,
2022-03-28,52,1.3,5.2,12.6,0.6,0.6,5.2,1.2,0.8,0.7,3.1,0.9,9.5,3.9,,
2022-02-21,19.2,9.6,10.5,17.1,1.3,4,6.3,5.8,2.5,3.5,1.2,3.8,7.9,5.3,,
2022-02-18,19.6,9.5,11.5,17.7,,3.9,7.6,4.8,,3.2,3.1,5.4,,6.7,,
2022-02-18,20,13,12,17,1,3,6,4,2,2,2,5,4,8,,
2022-02-16,16.2,10.7,10,23.2,2.1,2.3,7.1,6.2,1.8,3.2,1.5,6.3,,8.5,,
2022-02-13,18.3,9.7,10.8,17.1,1.7,4.7,5.2,4,3.4,2.8,2.8,5.5,5.3,5.9,,
2022-02-13,16.4,10.1,11.5,22.9,0.7,4.3,5.1,3.8,2.8,2.5,2.2,6.2,,5.8,0.9,
2022-01-31,18.4,9,12.6,25.2,2.3,1.8,4.8,3.2,1.7,2.2,2.2,5.3,,8.7,,
2022-01-21,13.7,11.6,13.3,18.9,1.6,4.6,7.4,4.7,2.8,3.1,4.5,5.5,,7.6,,
2021-12-22,20.4,9.9,10.6,17.3,1,1.9,6.7,4.4,0.7,3.3,1.6,5.2,,10.5,,
2021-12-18,19.2,10.5,11.1,14.1,2.2,4.2,6.5,6.8,2.6,3.5,4,5.7,,6,,
2021-12-17,17.6,13.6,13.7,16.5,1.6,3.4,5.5,4.6,1.8,1.9,2.3,4.4,3.5,6.5,,
2021-12-16,19.1,10.5,11.2,13.5,1.9,4.2,7.3,6,3.4,3,3.8,5.6,,6.2,,
2021-12-16,17.4,12.5,11.5,15.4,1.3,5,6.4,5.8,2.5,4.9,3.7,4.9,,7.6,,
2021-12-16,17.9,11.5,12.2,18.1,2.2,1.9,6.2,5.2,2.6,5.3,2.1,5.3,,8.1,,
2021-12-11,18.4,9,9.1,19.8,1.7,5.2,7,5.1,4,3.3,2.6,4.4,,4.8,0.9,
2021-12-10,19,13,14,16,1,2,5,4,2,2,2,5,3,9,,
2021-12-10,19.2,12.8,10.3,15.3,1.8,2.5,6.1,3.7,1.4,2.6,1.4,6.8,,7.7,,
2021-12-08,18,11.4,11.4,13.7,1.8,4,6,6.2,3.1,3,4.2,5.2,,7.5,,
2021-12-08,18.9,16.9,11.2,15.4,1.3,3.4,5.6,3.6,3.2,2.9,2.7,3.2,,,,
2021-12-06,17.9,16.5,12.1,15.7,1.3,3.2,4.9,3.9,3.1,2.7,1.9,4.2,,,,
2021-11-29,15,9.2,13.3,17.1,1.8,5.4,6.7,5.7,2.7,2.8,4.5,5.3,,9.9,,
2021-11-17,22.7,12.7,8.8,18.8,0.2,2.9,5.7,4.4,0.7,3.5,1,4.3,2.4,7,,
2021-11-13,18,10.7,10.1,13.9,1.7,4.5,6.4,5,3.1,3.1,3.7,5.5,,7.9,,
2021-11-10,19.4,16.8,11.3,15.9,,2.4,6.2,3.5,3.6,2.5,1.8,4.7,,,,
2021-11-09,17.3,11,12.2,14,1.4,4.8,5.8,5.2,3.2,3.3,3.1,4.9,,6.8,,
2021-11-07,21.8,12.7,11.3,14.6,1.4,3.1,5.8,5.6,2,2.8,2.7,4.2,,,,
2021-11-04,23.8,12.3,10.9,18.5,2.3,2,6.6,4.7,2.9,3.4,1.3,5.3,,5.7,,
2021-11-02,18,16,16,15,1,2,7,4,3,3,2,6,3,,,
2021-10-29,18.3,17,15.4,15.1,1.7,4.5,5.6,3.7,2.2,2.7,2.6,2.3,,4.5,,
2021-10-27,22.5,11.3,10.8,18.6,1.5,3.2,5.4,6.9,1.8,2.4,,4.7,,8.2,,
2021-10-23,20.4,12,10.9,15.8,2.2,4.8,6.4,5.3,3.8,2.9,4.2,6.3,,,,
2021-10-20,21.6,12.9,11.1,15.8,0.4,2.5,6,3.8,1.7,3,1.1,6.4,2.2,,,
2021-10-18,15.5,13,13.6,15.7,1.6,5.6,8.6,5.6,3.6,4.4,2.4,5.7,,,,
2021-10-11,20.4,16.8,10.2,15.9,1.4,3.4,5.3,4.3,2.3,1.2,1.8,4.0,,,,
2021-09-28,23,16,14,15,2,2,7,4,3,3,2,4,3,,,
2021-09-21,26.4,12.7,10.3,19.1,2.3,2.7,7.7,4.3,2.1,2.1,,4.8,,,,
2021-09-19,24.7,17.1,11.2,15.9,1.6,2.7,5.8,4.8,1.1,2.4,2.1,,,,0.6,
2021-09-15,20,11.6,10.8,17.4,0.6,5,7.8,5,3.5,1.8,2.7,5.5,,,1,
2021-09-05,23.1,15,12.3,16.3,1.4,3.9,5.5,4.7,2,3.4,3.4,3,,,,
2021-09-04,25.8,12.4,10.6,14.1,1.8,4.2,4.9,4.5,3.6,2.5,1.8,4.7,3.2,,,
2021-08-12,20.4,17.5,14.2,15.6,,3.6,5.6,4.5,2.5,1.6,,5.1,,,,
2021-08-11,24.9,16.2,12.6,15.2,0.9,2.8,5.9,4.7,1.3,2.8,1.2,,,,0.8,
2021-08-04,26.6,16.2,11.4,17,1.1,2.9,5.9,2.9,2.1,3,,,,,,
2021-08-03,24.3,15,9.9,17.9,2.1,3.1,7.4,5.7,2.5,3.5,2.8,3.8,,,,
2021-08-01,20.2,18.3,16,14.2,2.1,4,6.3,4.7,2.3,3.6,2.2,1.8,,,,
2021-08-01,22.2,13.6,14,16,1.8,2.6,6,4.7,2.9,3.8,4.3,4.5,,,,
2021-07-25,24.1,12.4,12.8,14.3,2,4.8,4.1,5,2.6,3.4,,4.8,,,,
2021-07-23,20.9,17.6,13.2,16.3,,3,5.1,4.2,2.9,2.4,,3.7,,,,
2021-07-10,20.6,18.1,13.6,16.4,,3.2,4.6,4.3,3,2.3,,4,,,,
2021-07-09,25.8,15.9,11.9,15.5,1.2,3.3,5.8,3.4,2,2.2,4.1,,,,1,
2021-07-03,24.9,12.8,12.3,13.5,2,4.7,4.8,4.5,3.7,2.6,,4.3,,,,
2021-06-30,24.8,13.3,10.8,18.1,2.9,2,8.3,4.9,2.9,2.6,1.6,2.1,,,,
2021-06-29,20.6,16.9,14.7,15,1.9,5.7,7,5.1,3.7,2.2,,1.7,,,,
2021-06-22,18.5,17.8,13.4,17.1,,3.9,4.6,4.2,3,2.7,1.8,3.4,,,,
2021-06-16,28.1,15,10.5,19.1,1.1,2.5,6,3.7,0.8,2.7,,,,,,
2021-06-12,20.9,16.8,12.6,15.9,2.1,3.6,5.3,4.5,3.1,2,2.1,3.5,,,,
2021-06-07,20.3,11.9,12,18.5,2.1,4.2,7.2,4.2,3.4,1.8,,,,,0.9,
2021-06-08,23.3,15.9,11.1,15.3,1.8,4.2,4.9,4.5,2.8,1.8,,,,,0.9,
2021-06-03,21,13.5,12.9,18.2,3.2,2.8,7,3.5,3.4,3.5,,2.2,,,,
2021-06-01,17.7,14.7,13.9,15.4,2.9,5,8,5.8,4.5,3.4,2.9,4.6,,,,
2021-05-30,26,14,12,19.8,2.1,3.7,4.4,4.4,0.6,2.1,3,1,,,,
2021-05-24,22,17,15,14,2,3,6,4,4,3,3,,,,,
2021-05-21,21.3,18,12.6,17.4,2.3,3.6,4.6,4.1,3,1.7,,2.9,,,,
2021-05-18,24.8,13.2,11.8,13.5,3.3,4.1,5,3.8,3.1,3.7,4,4,,,,
2021-05-19,28.2,14.1,12.6,18.8,1.7,2.4,6.2,2.7,0.9,3.5,1,,,,,
2021-05-06,23.5,20.1,11.8,17.9,1.6,3.3,4.9,4.2,2.9,1.1,,,,,0.3,
2021-04-30,20.8,18.1,13.1,17.6,2.1,3.8,4.8,4.5,2.9,1.9,,,,,,
2021-04-27,22.8,13.7,12.2,14.4,2.8,3.7,3.2,3.5,3.6,3.4,2.5,2.5,,,,
2021-04-29,28.2,15,10.8,18.3,2.7,2.5,6.4,3,1.9,2.3,0.9,,,,,
2021-04-22,21.3,12.2,10.2,17.7,1.6,4.1,7.6,3.9,3.4,1.8,2.8,,,,1.1,
2021-04-19,21.2,19.6,11.3,18.5,,3.5,4.2,4.5,3.3,2.1,,,,,,
2021-04-18,18,22,12,16,2,2,6,4,4,2,1,,,,,
2021-04-12,22.7,12,10.8,20.4,3.3,3.1,6.4,4.8,1.5,3.8,,1.9,,,,
2021-04-07,22.9,14.2,12.9,14.6,2.6,4.4,4.7,4.3,3.4,3.4,3.4,3.5,,,,
2021-03-30,23.9,20.5,11.5,16.1,1.7,3.1,4.9,4,3.2,2,,,,,0.3,
2021-03-24,20.8,14.8,12.4,15,3.5,4.6,5,5,2.9,2.9,3.2,3.1,,,,
2021-03-24,20.8,19.8,11.3,18.7,,4.4,4.6,4,3.5,3.1,,,,,,
2021-03-22,20.8,19.4,11.3,18.2,3.4,2.4,7.7,2.8,,2.7,,,,,,
2021-03-21,22,17,12,17,2,4,4,4,3,3,1,1,,,1,
2021-03-13,22,18,13,15,2,3,5,4,3,3,2,,,,,
2021-03-09,26.5,17.9,9.4,20.1,3.4,2,5.2,3,1.6,3.4,1.1,,,,,
2021-03-03,19.5,14.3,12.3,14.7,3.1,5,5.3,5.3,3.1,2.8,2.7,4,,,,
2021-03-01,21.3,15,14.4,18.1,3.6,4.4,5,3.7,2.6,,2.6,4.4,,,0.6,
2021-02-28,21.9,21.3,11.3,15,1.7,3.5,4.9,4.1,3.2,2.2,,,,,,
2021-02-23,19.7,14.2,12,16.2,3.3,4.9,4.4,5.1,3.2,3.8,3.2,,,,,
2021-02-16,17.6,17.8,11.4,19.2,2.8,4.8,8.5,5.3,2.9,3.4,,,,,,
2021-02-07,15.5,16.8,13.2,18.1,3.7,5.2,6.3,3.2,3.9,2.7,2.1,,,,0.4,
2021-02-05,18,21.7,11.8,16.1,1.9,2.1,6.3,3.7,4.5,1.5,1.4,,,,,
2021-02-05,23,21.8,13.7,23,0.9,4.7,4.6,2.3,1.6,0.7,1.4,,,,,
2021-02-03,18.6,18.9,12.2,15.2,3.5,4.7,4.5,4.8,3.4,3.1,2.4,,,,,
2021-02-03,13.5,19.8,14.7,17,2.6,6.1,7.4,4.3,3.1,3.3,3.2,,,,,
2021-02-03,22.2,21.9,10.3,18.1,2.7,2.5,4.7,2.3,2.1,2.5,1.2,,,,,
2021-02-01,18.2,24.1,10.3,15.6,2.4,4.6,6.4,3.4,3.2,3.6,1.7,,,,,
2021-01-25,20.7,22.6,11.3,15.6,1.2,3.8,4.9,3.3,2.2,3.3,,,,,1.1,
2021-01-22,11.2,20.7,12.6,15.3,5.6,,8.3,5.3,4.6,3.8,4.4,,,,,
2021-01-16,21,23.1,8.2,14.8,1.3,3.8,3.5,2.3,5.1,1.5,,,,,,
2021-01-04,21.6,17.4,10.9,14.5,2.8,5.6,2.8,5.7,2.9,3.2,3.1,,,,,
2021-01-01,25.9,22.2,9.9,16,1.2,3.8,4.8,2,1.2,2.7,,,,,,
2020-12-23,20.9,23.1,9.8,14.1,3.1,6.1,4.4,5.2,2.3,2.8,2.2,,,,,
2020-12-20,21.1,17.3,10.9,15.2,3.5,4.8,3.8,4.8,3.4,3.4,3.3,,,,,
2020-12-13,17.3,22.5,13.1,16.1,2.5,2.5,4,3,3.1,2.4,1.4,,,,0.3,
2020-12-09,26.5,17.7,8.8,19.5,2.3,1.9,4.8,3.8,2.5,2.9,1.3,,,,,
2020-12-08,19,17.4,10.1,16.9,3.5,3.2,5.6,3.8,3.3,2.9,1.8,,,,0.4,
2020-11-26,25.9,22.1,9.1,15.9,1,4.2,4.9,1.3,3.2,3.1,,,,,1.3,
2020-11-08,18.7,22.1,9.3,19.3,4.7,5.4,6.6,3.7,2.9,3.3,,,,,,
2020-11-05,27.9,16.5,8.2,21.2,2.6,1.8,4.8,1.7,2.2,3.9,,,,,,
2020-11-03,22.7,17.1,8,15.4,3.6,4.3,4.3,3.1,3.4,3.5,3.7,,,,,
2020-11-02,25,15.6,9.3,17.9,3.3,3,4.1,1.4,2.7,3.1,,,,,,
2020-10-24,20.6,22.1,9.2,16,4.2,5,5.4,2.9,2.8,4,,,,,,
2020-09-29,25.9,22,9.5,14.2,1.6,4.1,4.3,,3.7,2.9,,,,,1.1,
2020-09-28,23.3,14.3,8.3,18.4,3.3,2.6,4.5,,3.3,3.6,,,,,,
2020-09-25,26,22.2,9.8,13.9,1.4,3.9,3.8,,4.4,2.8,,,,,,
2020-09-16,21.5,16.3,8.7,17.8,1.3,6.3,4,,4.1,3.3,,,,,0.8,
2020-09-03,25.7,16.7,9.4,15.6,4.3,6,4,2.2,3.5,2.5,,,,,,
2020-08-27,26.9,22.1,9.6,12.6,1.7,2.9,3.6,,3.7,1.8,,,,,,
2020-08-19,28.5,20.7,11.5,14.5,1.8,2.7,4.6,,2.2,2.4,,,,,,
2020-08-16,25.5,21.1,7.4,15.9,1.3,2.5,3.1,,5.5,1.4,,,,,,
2020-08-15,26.7,21.3,9.8,12.5,1.8,3.3,4.9,2,3.6,2.3,,,,,1.1,
2020-08-05,25.9,17.6,10.4,15.7,2.6,4.8,4.6,,3,3,,,,,,
2020-08-03,26.7,21.8,6.9,16.7,1.7,2.5,3.6,,4.7,1.9,,,,,,
2020-07-31,30,17,8,16,2,2,2,,2,2,,,,,,
2020-07-28,25.5,18.3,10.4,18.1,2.2,2.8,6.5,,2.5,2,,,,,,
2020-07-26,26,21.3,9.3,12.8,1.2,3.6,3.6,,4.1,1.9,,,,,,
2020-07-20,27.8,15.5,10,14.3,2.4,4,3.5,,3.4,3.3,,,,,,
2020-07-17,27.9,18,11.4,14.7,3.1,5.2,4.3,,3.4,3.2,,,,,,
2020-07-15,29.8,20.1,9.6,15.7,2.1,2.8,4.9,2,2.6,2.5,,,,,0.9,
2020-07-09,34.1,19.1,8.4,15.1,3.3,2.2,3.7,,2.4,2.2,,,,,,
2020-07-08,27.1,21.7,7.6,16.1,2.8,3,3.4,,4.7,0.9,,,,,,
2020-06-30,26.6,18.6,7.3,21.3,3.3,3.3,5,,3.9,1.7,,,,,,
2020-06-28,29.3,15.3,10.7,13.6,3,3.5,3.7,,3.7,2.5,,,,,,
2020-06-24,30.3,21.8,8.5,15.7,2.3,0.9,3.2,,1.8,1.8,,,,,0.5,
2020-06-19,30.5,18.6,9.7,12,2.1,3.2,4.3,1.9,2.1,3.2,,,,,0.8,
2020-06-04,28,17.7,8,16.2,3.8,4.5,4.7,,4.7,2.3,,,,,0.7,
2020-05-29,33.9,16.3,8.3,15.4,3.9,3.4,3.6,,3.5,2.3,,,,,,
2020-05-17,31.2,17.4,8.9,14.8,3.6,3.1,3.5,,3.9,2,,,,,0.2,
2020-05-13,34,15.1,9.2,14,2.5,4,4.7,2.7,3.4,2.6,,,,,,
2020-04-30,29.9,15.8,11.6,13.5,2.8,4.9,6.9,,3.6,4.7,,,,,,
2020-04-29,41.5,14.2,7,13.9,3.1,,4.5,,,,,,,,,
2020-04-25,32.6,15.8,12,15.2,2.7,3.6,3.4,1.5,3.5,2,,,,,0.8,
2020-04-12,38.1,14.1,9.1,15.4,3,2.8,1.7,,2.9,1.9,,,,,,
2020-03-23,39.8,12.4,7.4,17.2,2.4,2.8,3.7,1.6,1.1,2.5,,,,,,
2020-02-18,39.1,15.6,9,10.8,0.9,4.2,4.6,,1.8,2.7,,,,,,
2020-02-17,36.4,15.3,10.3,12.6,3.2,3.5,4.7,1.5,,2.7,,,,,,
2020-02-10,40.6,13.5,10.9,13.6,3.4,3.4,3.9,,1.5,1.2,,,,,,
2020-01-28,38.9,14.8,10.8,10.6,4.4,2.1,3.9,,2.5,4.6,,,,,,
2020-01-26,42.2,13.5,8.1,9.5,3.4,3.4,3.6,,2,2.5,,,,,,
2020-01-27,47.9,14.4,8,12,2.2,2.7,4.8,,1.5,1.5,,,,,0.3,
2020-01-21,45.4,13.8,8,12.3,2.5,2.9,5.2,1.3,0.5,1.6,,,,,0.6,
2019-12-17,47.8,11.4,7.8,9,4.4,2.2,1.9,1,1.6,2.4,,,,,,
2019-11-30,46.6,13.1,7.4,14.4,4.5,2.3,3.5,,1.8,1.8,,,,,,
2019-11-24,44.8,12.7,8.5,9.6,4.4,2.2,2.6,1.5,1.7,1.6,,,,,,
2019-10-23,54.1,10.3,6.3,10.7,5.3,1.5,3.7,1.4,1.6,1.1,,,,,,
2019-07-21,43.16,13.05,8.18,8.10,5.82,4.01,3.82,2.41,2.23,2.15,,,,,,

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