Code
`51000BJ002_var`$STLAH |>
print_table_conditional()Data - Destatis
`51000BJ002_var`$STLAH |>
print_table_conditional()`51000BJ002_var`$ind |>
print_table_conditional()| ind | Indicator |
|---|---|
| GEWA | Exports: Net mass |
| GEWE | Imports: Net mass |
| WERTA | Exports: Value |
| WERTAS | Exports: Value (US-Dollar) |
| WERTE | Imports: Value |
| WERTES | Imports: Value (US-Dollar) |
`51000BJ002` |>
group_by(ind, Indicator) |>
summarise(Nobs = n()) |>
print_table_conditional()| ind | Indicator | Nobs |
|---|---|---|
| GEWA | Exports: Net mass | 7124 |
| GEWE | Imports: Net mass | 7124 |
| WERTA | Exports: Value | 7124 |
| WERTAS | Exports: Value (US-Dollar) | 7124 |
| WERTE | Imports: Value | 7124 |
| WERTES | Imports: Value (US-Dollar) | 7124 |
`51000BJ002` |>
group_by(series_code, series_name) |>
summarise(Nobs = n()) |>
print_table_conditional()`51000BJ002` |>
filter(STLAH == "STLAH001",
ind %in% c("WERTA", "WERTAS", "WERTE", "WERTES")) |>
select(Indicator, period, value) |>
spread(Indicator, value) |>
arrange(desc(period)) |>
print_table_conditional()`51000BJ002` |>
filter(STLAH == "STLAH001",
ind %in% c("WERTA", "WERTE")) |>
select(Indicator, period, value) |>
spread(Indicator, value) |>
arrange(desc(period)) |>
mutate(`Net Exports` = `Exports: Value` - `Imports: Value`) |>
print_table_conditional()`51000BJ002` |>
filter(STLAH == "STLAH001",
ind %in% c("WERTAS", "WERTES")) |>
select(Indicator, period, value) |>
spread(Indicator, value) |>
arrange(desc(period)) |>
mutate(`Net Exports` = `Exports: Value (US-Dollar)` - `Imports: Value (US-Dollar)`) |>
print_table_conditional()`51000BJ002` |>
filter(STLAH == "STLAH001",
ind %in% c("WERTA", "WERTE")) |>
select(Indicator, period, value) |>
spread(Indicator, value) |>
arrange(desc(period)) |>
mutate(`Excédent Bilatéral de l'Allemagne sur la France (Destatis)` = (`Exports: Value` - `Imports: Value`)/1000000) |>
ggplot() + geom_line(aes(x = period, y = `Excédent Bilatéral de l'Allemagne sur la France (Destatis)`)) +
theme_minimal() + xlab("") +
scale_x_date(breaks = "2 years",
labels = date_format("%Y")) +
scale_y_continuous(breaks = seq(-40, 100, 5),
labels = dollar_format(suffix = "Mds€", accuracy = 1, prefix = ""))
`51000BJ002` |>
filter(STLAH == "STLAH001",
ind %in% c("WERTA", "WERTE")) |>
ggplot() + geom_line(aes(x = period, y = value/10^6, color = Indicator)) +
theme_minimal() + xlab("") + ylab("") +
ggtitle("Commerce Bilatéral: Allemagne vers France (Source: Destatis)") +
scale_color_manual(values = viridis(3)[1:2]) +
theme(legend.position = c(0.2, 0.8),
legend.title = element_blank()) +
scale_x_date(breaks = "5 years",
labels = date_format("%Y")) +
scale_y_continuous(breaks = seq(-40, 150, 10),
labels = dollar_format(suffix = " Mds€", accuracy = 1, prefix = ""))