Last observation: 2025 (N = 186)
First observation: 1960 (N = 170)
Last data update: 31 août 2026, 00:57. Last compile: 31 août 2026, 01:07
Data - WDI
Last observation: 2025 (N = 186)
First observation: 1960 (N = 170)
Last data update: 31 août 2026, 00:57. Last compile: 31 août 2026, 01:07
PA.NUS.FCRF |>
left_join(iso2c, by = "iso2c") |>
group_by(iso2c, Iso2c) |>
mutate(value = round(value, 2)) |>
summarise(Nobs = n(),
`Year 1` = first(year),
`ER 1` = first(value),
`Year 2` = last(year),
`ER 2` = last(value),
`Mean` = mean(value)) |>
arrange(`ER 2`) %>%
{if (is_html_output()) datatable(., filter = 'top', rownames = F) else .}PA.NUS.FCRF |>
filter(iso2c %in% c("VE")) |>
left_join(iso2c, by = "iso2c") |>
year_to_date() |>
ggplot() + theme_minimal() + scale_color_manual(values = viridis(4)[1:3]) + xlab("") + ylab("LCU per USD") +
geom_line(aes(x = date, y = value, color = Iso2c, linetype = Iso2c)) +
theme(legend.title = element_blank(),
legend.position = c(0.5, 0.9),
legend.direction = "horizontal") +
scale_x_date(breaks = seq(1950, 2100, 5) |> paste0("-01-01") |> as.Date(),
labels = date_format("%Y")) +
scale_y_log10()
PA.NUS.FCRF |>
filter(iso2c %in% c("LK", "NG", "PK", "GH")) |>
left_join(iso2c, by = "iso2c") |>
year_to_date() |>
left_join(colors, by = c("Iso2c" = "country")) |>
mutate(value = value,
color = ifelse(iso2c == "GH", color2, color)) |>
group_by(iso2c) |>
mutate(value = value/value[1]) |>
ggplot() + geom_line(aes(x = date, y = value, color = color)) +
xlab("") + ylab("LCU per USD") +
theme_minimal() + scale_color_identity() + add_flags +
theme(legend.title = element_blank(),
legend.position = c(0.5, 0.9),
legend.direction = "horizontal") +
scale_x_date(breaks = seq(1950, 2100, 5) |> paste0("-01-01") |> as.Date(),
labels = date_format("%Y")) +
scale_y_log10(breaks = 10^seq(0, 10, 1))
PA.NUS.FCRF |>
filter(iso2c %in% c("LK", "NG", "PK", "GH")) |>
left_join(iso2c, by = "iso2c") |>
year_to_date() |>
left_join(colors, by = c("Iso2c" = "country")) |>
mutate(value = value,
color = ifelse(iso2c == "GH", color2, color)) |>
filter(date >= as.Date("1995-01-01")) |>
group_by(iso2c) |>
mutate(value = value/value[1]) |>
ggplot() + geom_line(aes(x = date, y = value, color = color)) +
xlab("") + ylab("Exchange Rate (1995 = 1)") +
theme_minimal() + scale_color_identity() + add_flags +
theme(legend.title = element_blank(),
legend.position = c(0.5, 0.9),
legend.direction = "horizontal") +
scale_x_date(breaks = seq(1950, 2100, 5) |> paste0("-01-01") |> as.Date(),
labels = date_format("%Y")) +
scale_y_log10(breaks = c(1, 2, 5, 10, 20, 50))
PA.NUS.FCRF |>
filter(iso2c %in% c("FR", "DE")) |>
left_join(iso2c, by = "iso2c") |>
year_to_date() |>
left_join(colors, by = c("Iso2c" = "country")) |>
mutate(value = value) |>
ggplot() + geom_line(aes(x = date, y = value, color = color)) +
xlab("") + ylab("LCU per USD") +
theme_minimal() + scale_color_identity() + add_flags +
theme(legend.title = element_blank(),
legend.position = c(0.5, 0.9),
legend.direction = "horizontal") +
scale_x_date(breaks = seq(1950, 2100, 5) |> paste0("-01-01") |> as.Date(),
labels = date_format("%Y")) +
scale_y_log10(breaks = seq(1, 9, 1))
PA.NUS.FCRF |>
filter(iso2c %in% c("FR", "US")) |>
left_join(iso2c, by = "iso2c") |>
year_to_date() |>
filter(date >= as.Date("2000-01-01")) |>
left_join(colors, by = c("Iso2c" = "country")) |>
mutate(value = value) |>
ggplot() + geom_line(aes(x = date, y = value, color = color)) +
xlab("") + ylab("LCU per USD") +
theme_minimal() + scale_color_identity() + add_flags +
theme(legend.title = element_blank(),
legend.position = c(0.5, 0.9),
legend.direction = "horizontal") +
scale_x_date(breaks = seq(1950, 2100, 2) |> paste0("-01-01") |> as.Date(),
labels = date_format("%Y")) +
scale_y_log10(breaks = seq(.1, 9, .05))
PA.NUS.FCRF |>
filter(iso2c %in% c("FR", "US")) |>
left_join(iso2c, by = "iso2c") |>
year_to_date() |>
filter(date >= as.Date("2008-01-01")) |>
left_join(colors, by = c("Iso2c" = "country")) |>
mutate(value = value) |>
ggplot() + geom_line(aes(x = date, y = value, color = color)) +
xlab("") + ylab("LCU per USD") +
theme_minimal() + scale_color_identity() + add_flags +
theme(legend.title = element_blank(),
legend.position = c(0.5, 0.9),
legend.direction = "horizontal") +
scale_x_date(breaks = seq(1950, 2100, 2) |> paste0("-01-01") |> as.Date(),
labels = date_format("%Y")) +
scale_y_log10(breaks = seq(.1, 9, .05))
PA.NUS.FCRF |>
filter(iso2c %in% c("FR", "DE", "IT", "ES", "GR")) |>
left_join(iso2c, by = "iso2c") |>
year_to_date() |>
left_join(colors, by = c("Iso2c" = "country")) |>
mutate(value = value) |>
ggplot() + geom_line(aes(x = date, y = value, color = color)) +
xlab("") + ylab("LCU per USD") +
theme_minimal() + scale_color_identity() + add_flags +
theme(legend.title = element_blank(),
legend.position = c(0.5, 0.9),
legend.direction = "horizontal") +
scale_x_date(breaks = seq(1950, 2100, 5) |> paste0("-01-01") |> as.Date(),
labels = date_format("%Y")) +
scale_y_log10(breaks = c(1, 2, 5, 8, 10, 20, 50, 80, 100, 200, 500, 800, 1000, 2000))
PA.NUS.FCRF |>
filter(iso2c %in% c("FR")) |>
left_join(iso2c, by = "iso2c") |>
year_to_date() |>
ggplot() + theme_minimal() + scale_color_manual(values = viridis(4)[1:3]) + xlab("") + ylab("LCU per USD") +
geom_line(aes(x = date, y = value, color = Iso2c, linetype = Iso2c)) +
theme(legend.title = element_blank(),
legend.position = c(0.5, 0.9),
legend.direction = "horizontal") +
scale_x_date(breaks = seq(1950, 2100, 5) |> paste0("-01-01") |> as.Date(),
labels = date_format("%Y")) +
scale_y_log10(breaks = seq(1, 9, 1))
PA.NUS.FCRF |>
filter(iso2c %in% c("ZM")) |>
left_join(iso2c, by = "iso2c") |>
year_to_date() |>
ggplot() + theme_minimal() + scale_color_manual(values = viridis(4)[1:3]) + xlab("") + ylab("LCU per USD") +
geom_line(aes(x = date, y = value, color = Iso2c, linetype = Iso2c)) +
theme(legend.title = element_blank(),
legend.position = c(0.5, 0.9),
legend.direction = "horizontal") +
scale_x_date(breaks = seq(1950, 2100, 5) |> paste0("-01-01") |> as.Date(),
labels = date_format("%Y")) +
scale_y_log10()
PA.NUS.FCRF |>
filter(iso2c %in% c("AR")) |>
left_join(iso2c, by = "iso2c") |>
year_to_date() |>
ggplot() + theme_minimal() + xlab("") + ylab("LCU per USD") +
scale_color_manual(values = viridis(4)[1:3]) +
geom_line(aes(x = date, y = value, color = Iso2c)) +
theme(legend.title = element_blank(),
legend.position = c(0.8, 0.3)) +
scale_x_date(breaks = seq(1950, 2100, 5) |> paste0("-01-01") |> as.Date(),
labels = date_format("%Y")) +
scale_y_log10()
PA.NUS.FCRF |>
filter(iso2c %in% c("AR")) |>
left_join(iso2c, by = "iso2c") |>
year_to_date() |>
filter(date >= as.Date("1990-01-01")) |>
ggplot() + theme_minimal() + xlab("") + ylab("LCU per USD") +
scale_color_manual(values = viridis(4)[1:3]) +
geom_line(aes(x = date, y = value, color = Iso2c)) +
theme(legend.title = element_blank(),
legend.position = c(0.8, 0.3)) +
scale_x_date(breaks = seq(1950, 2100, 5) |> paste0("-01-01") |> as.Date(),
labels = date_format("%Y")) +
scale_y_log10(breaks = c(1, 2, 3, 5, 8, 10, 20, 30, 50))
PA.NUS.FCRF |>
filter(iso2c %in% c("SG")) |>
left_join(iso2c, by = "iso2c") |>
year_to_date() |>
ggplot() + theme_minimal() + scale_color_manual(values = viridis(4)[1:3]) + xlab("") + ylab("LCU per USD") +
geom_line(aes(x = date, y = value, color = Iso2c, linetype = Iso2c)) +
theme(legend.title = element_blank(),
legend.position = c(0.5, 0.9),
legend.direction = "horizontal") +
scale_x_date(breaks = seq(1950, 2100, 5) |> paste0("-01-01") |> as.Date(),
labels = date_format("%Y")) +
scale_y_log10()
PA.NUS.FCRF |>
filter(iso2c %in% c("JP")) |>
left_join(iso2c, by = "iso2c") |>
year_to_date() |>
ggplot() + theme_minimal() + scale_color_manual(values = viridis(4)[1:3]) + xlab("") + ylab("LCU per USD") +
geom_line(aes(x = date, y = value, color = Iso2c, linetype = Iso2c)) +
theme(legend.title = element_blank(),
legend.position = c(0.5, 0.9),
legend.direction = "horizontal") +
scale_x_date(breaks = seq(1950, 2100, 5) |> paste0("-01-01") |> as.Date(),
labels = date_format("%Y")) +
scale_y_log10()
PA.NUS.FCRF |>
filter(iso2c %in% c("JP")) |>
left_join(iso2c, by = "iso2c") |>
year_to_date() |>
filter(date >= as.Date("2000-01-01")) |>
ggplot() + theme_minimal() + scale_color_manual(values = viridis(4)[1:3]) + xlab("") + ylab("LCU per USD") +
geom_line(aes(x = date, y = value, color = Iso2c, linetype = Iso2c)) +
theme(legend.title = element_blank(),
legend.position = c(0.5, 0.9),
legend.direction = "horizontal") +
scale_x_date(breaks = seq(1950, 2100, 1) |> paste0("-01-01") |> as.Date(),
labels = date_format("%Y")) +
scale_y_log10(breaks = seq(10, 200, 10))
PA.NUS.FCRF |>
filter(iso2c %in% c("CR")) |>
left_join(iso2c, by = "iso2c") |>
year_to_date() |>
ggplot() + theme_minimal() + scale_color_manual(values = viridis(4)[1:3]) + xlab("") + ylab("LCU per USD") +
geom_line(aes(x = date, y = value, color = Iso2c, linetype = Iso2c)) +
theme(legend.title = element_blank(),
legend.position = c(0.5, 0.9),
legend.direction = "horizontal") +
scale_x_date(breaks = seq(1950, 2100, 5) |> paste0("-01-01") |> as.Date(),
labels = date_format("%Y")) +
scale_y_log10()
PA.NUS.FCRF |>
filter(iso2c %in% c("ZW")) |>
left_join(iso2c, by = "iso2c") |>
year_to_date() |>
ggplot() + theme_minimal() + scale_color_manual(values = viridis(4)[1:3]) + xlab("") + ylab("LCU per USD") +
geom_line(aes(x = date, y = value, color = Iso2c, linetype = Iso2c)) +
theme(legend.title = element_blank(),
legend.position = c(0.5, 0.9),
legend.direction = "horizontal") +
scale_x_date(breaks = seq(1950, 2100, 5) |> paste0("-01-01") |> as.Date(),
labels = date_format("%Y")) +
scale_y_log10()
PA.NUS.FCRF |>
filter(iso2c %in% c("VN", "SO", "IR")) |>
left_join(iso2c, by = "iso2c") |>
year_to_date() |>
ggplot() + theme_minimal() + scale_color_manual(values = viridis(4)[1:3]) + xlab("") + ylab("LCU per USD") +
geom_line(aes(x = date, y = value, color = Iso2c, linetype = Iso2c)) +
theme(legend.title = element_blank(),
legend.position = c(0.8, 0.3)) +
scale_x_date(breaks = seq(1950, 2100, 5) |> paste0("-01-01") |> as.Date(),
labels = date_format("%Y")) +
scale_y_log10()
PA.NUS.FCRF |>
filter(iso2c %in% c("LB")) |>
left_join(iso2c, by = "iso2c") |>
year_to_date() |>
ggplot() + theme_minimal() + scale_color_manual(values = viridis(4)[1:3]) + xlab("") + ylab("LCU per USD") +
geom_line(aes(x = date, y = value, color = Iso2c, linetype = Iso2c)) +
theme(legend.title = element_blank(),
legend.position = c(0.8, 0.3)) +
scale_x_date(breaks = seq(1950, 2100, 5) |> paste0("-01-01") |> as.Date(),
labels = date_format("%Y")) +
scale_y_log10()
PA.NUS.FCRF |>
filter(iso2c %in% c("LB"),
year >= 1998) |>
left_join(iso2c, by = "iso2c") |>
year_to_date() |>
ggplot() + theme_minimal() + scale_color_manual(values = viridis(4)[1:3]) + xlab("") + ylab("LCU per USD") +
geom_line(aes(x = date, y = value, color = Iso2c, linetype = Iso2c)) +
theme(legend.title = element_blank(),
legend.position = c(0.8, 0.3)) +
scale_x_date(breaks = seq(1950, 2100, 1) |> paste0("-01-01") |> as.Date(),
labels = date_format("%Y")) +
scale_y_log10()
PA.NUS.FCRF |>
filter(iso2c %in% c("BB")) |>
left_join(iso2c, by = "iso2c") |>
year_to_date() |>
ggplot() + theme_minimal() + scale_color_manual(values = viridis(4)[1:3]) + xlab("") + ylab("LCU per USD") +
geom_line(aes(x = date, y = value, color = Iso2c, linetype = Iso2c)) +
theme(legend.title = element_blank(),
legend.position = c(0.8, 0.3)) +
scale_x_date(breaks = seq(1950, 2100, 5) |> paste0("-01-01") |> as.Date(),
labels = date_format("%Y")) +
scale_y_log10()
PA.NUS.FCRF |>
filter(iso2c %in% c("US", "GB", "ES")) |>
left_join(iso2c, by = "iso2c") |>
year_to_date() |>
ggplot() + theme_minimal() + scale_color_manual(values = viridis(4)[1:3]) + xlab("") + ylab("LCU per USD") +
geom_line(aes(x = date, y = value, color = Iso2c, linetype = Iso2c)) +
theme(legend.title = element_blank(),
legend.position = c(0.8, 0.3)) +
scale_x_date(breaks = seq(1950, 2100, 5) |> paste0("-01-01") |> as.Date(),
labels = date_format("%Y")) +
scale_y_log10()
PA.NUS.FCRF |>
filter(iso2c %in% c("AR", "CL", "VE")) |>
left_join(iso2c, by = "iso2c") |>
year_to_date() |>
ggplot() + theme_minimal() + scale_color_manual(values = viridis(4)[1:3]) + xlab("") + ylab("LCU per USD") +
geom_line(aes(x = date, y = value, color = Iso2c, linetype = Iso2c)) +
theme(legend.title = element_blank(),
legend.position = c(0.8, 0.3)) +
scale_x_date(breaks = seq(1950, 2100, 5) |> paste0("-01-01") |> as.Date(),
labels = date_format("%Y")) +
scale_y_log10()