Created
June 18, 2017 10:23
Analiza wyników 5. PKO Wrocław Półmaratonu
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library(XML) | |
library(dplyr) | |
library(tidyr) | |
library(ggplot2) | |
library(ggthemes) | |
url_address <- 'wyniki.txt' #tabela sciagnieta ze strony http://wyniki.datasport.pl/results2200/ | |
doc.html = htmlTreeParse(url_address, useInternal = TRUE, encoding = "UTF-8") | |
wyniki <- unlist(xpathSApply(doc.html, '//td', xmlValue)) | |
wyniki <- matrix(wyniki, ncol = 8, byrow = T) | |
wyniki <- data.frame(wyniki) %>% | |
select(name = X2, km5 = X4, km10 = X5, km15 = X6, km20 = X7, km21.1 = X8) | |
# zamieniamy czas w formie hh:mm:ss na sekundy | |
to_seconds <- function(x){ | |
sum(as.numeric(strsplit(gsub("(.*) / .*", "\\1", x), ":")[[1]])*c(3600, 60, 1)) | |
} | |
wyniki_seconds <- wyniki %>% rowwise %>% | |
mutate_each(funs = funs(to_seconds), -name) | |
# ,,ręczne" wyliczenie tempa | |
dane <- wyniki_seconds %>% mutate(km21.1 = (km21.1-km20)/1.1, km20 = (km20 - km15)/5, | |
km15 = (km15 - km10)/5, km10 = (km10 - km5)/5, | |
km5 = km5/5) %>% | |
gather(dystans, tempo, -name) %>% | |
mutate(dystans = as.numeric(gsub("km", "", dystans))) %>% | |
arrange(name, dystans) | |
daneKwantyle <- wyniki_seconds %>% | |
mutate(km21.1 = (km21.1-km20)/1.1, km20 = (km20 - km15)/5, | |
km15 = (km15 - km10)/5, km10 = (km10 - km5)/5, km5 = km5/5) %>% | |
gather(dystans, tempo, -name) %>% | |
mutate(dystans = as.numeric(gsub("km", "", dystans))) %>% | |
arrange(name, dystans) %>% | |
group_by(dystans) %>% | |
summarise(q25 = quantile(tempo, 0.25, na.rm = T), | |
q50 = quantile(tempo, 0.5, na.rm = T), | |
q75 = quantile(tempo, 0.75, na.rm = T)) %>% | |
gather(name, tempo, -dystans) | |
danePS <- wyniki_seconds %>% | |
filter(grepl(pattern = "SOBCZYK Piotr", name)) %>% | |
mutate(km21.1 = (km21.1-km20)/1.1, km20 = (km20 - km15)/5, | |
km15 = (km15 - km10)/5, km10 = (km10 - km5)/5, km5 = km5/5) %>% | |
gather(dystans, tempo, -name) %>% | |
mutate(dystans = as.numeric(gsub("km", "", dystans))) | |
daneKwantyle <- bind_rows(daneKwantyle, danePS) | |
p <- ggplot(dane, aes(x = dystans, y = tempo)) + | |
geom_line(aes(group = name), colour = "#431600", alpha = 0.01) + | |
scale_y_continuous(labels=c(t(gsub(" ", ":", outer(3:11, c("00", "30"), paste)))), | |
breaks=seq(180, 690, 30), limits = c(NA, 660)) + | |
scale_x_continuous(name = "km") + | |
ylab("tempo (min/km)") + | |
geom_line(data = daneKwantyle, aes(group = name, colour = name), alpha = 1, | |
size = 1.5) + | |
guides(color = guide_legend(override.aes = aes(size = 5))) + | |
scale_color_discrete("Tempo lepsze niż", | |
labels=c(paste(seq(25,75,25), "% zawodników"),"PS")) + | |
theme_fivethirtyeight(base_size = 18) + | |
theme(panel.grid.minor.y = element_blank(), | |
axis.text = element_text(color = "black"), | |
axis.title = element_text(angle = 90, color = "black"), | |
axis.title.x = element_text(angle = 0, color = "black"), | |
plot.title = element_text(size = 26, hjust = 0.5), | |
plot.subtitle = element_text(hjust = 0.5), | |
plot.background = element_rect(fill = 'white'), | |
panel.background = element_rect(fill = 'white'), | |
legend.background = element_rect(fill = 'white'), | |
legend.direction = "vertical", | |
legend.key = element_rect(fill = 'white'), | |
legend.position = "right") + | |
labs(title = "Wyniki 5. PKO Nocnego Wrocław Półmaratonu") |
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