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Umfragen & Wahlergebnisse [Brandenburg, Germany]
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library(rvest) | |
library(dplyr) | |
library(ggplot2) | |
library(tidyr) | |
library(scales) | |
sf <- 2 | |
width <- 600 * sf | |
height <- 335 * sf | |
options(vsc.dev.args = list(width = width, height = height, res = 72 * sf)) | |
custom_colors <- c( | |
"CDU" = "#000000", | |
"SPD" = "#E3000F", | |
"GRÜNE" = "#64BC5C", | |
"FDP" = "#FFCC00", | |
"LINKE" = "#BE3075", | |
"AfD" = "#0C1C8C", | |
"BVB/FW" = "#f49800", | |
"BSW" = "#792350" | |
) | |
url <- "https://www.wahlrecht.de/umfragen/landtage/brandenburg.htm" | |
webpage <- read_html(url) | |
tables <- html_table(webpage, fill = TRUE) | |
process_table <- function(tbl, rows_to_remove) { | |
tbl |> | |
select(4, 6:(ncol(tbl) - 1)) |> | |
slice(-rows_to_remove) |> | |
mutate( | |
Datum = as.Date(Datum, format = "%d.%m.%Y"), | |
across( | |
-Datum, | |
~ as.numeric(gsub(",", ".", gsub(" %", "", .))) / 100 | |
) | |
) | |
} | |
ts1 <- process_table(tables[[2]], c(1, 2)) | |
ts2 <- process_table(tables[[3]], 1:5) | |
ts <- bind_rows(ts1, ts2) |> | |
pivot_longer(cols = -Datum, names_to = "Partei") |> | |
filter(Partei != "PIRATEN") |> | |
mutate(Partei = factor(Partei, levels = names(custom_colors))) | |
# Create the plot | |
chart <- ggplot( | |
ts |> filter(Datum > as.Date("2014-01-01")), | |
aes(x = Datum, y = value, color = Partei, fill = Partei) | |
) + | |
geom_smooth(method = "loess", alpha = 0.2) + # Confidence intervals with matching fill | |
geom_point(size = 0.1) + # Scatter points | |
scale_y_continuous(labels = percent_format(scale = 100)) + # Y-axis as percentages | |
scale_color_manual(values = custom_colors) + # Set line colors | |
scale_fill_manual(values = custom_colors) + # Set fill colors for confidence intervals | |
labs( | |
x = "Jahr", | |
y = "Stimmenanteil", | |
title = "Umfragen & Wahlergebnisse [Brandenburg]", | |
subtitle = "Quelle: wahlrecht.de, @USMortality", | |
color = "Partei", | |
fill = "Partei" | |
) + | |
theme_minimal() + # A clean theme | |
theme( | |
axis.text.x = element_text(angle = 45, hjust = 1), | |
legend.position = "right" | |
) | |
ggplot2::ggsave( | |
filename = "chart1.png", plot = chart, width = width, height = height, | |
units = "px", dpi = 72 * sf, device = grDevices::png, type = c("cairo") | |
) |
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https://www.mortality.watch/charts/list.html#umfragen--wahlergebnisse-brandenburg-germany