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Try ggalluvial (Sankey Chart)
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| library(ggalluvial) | |
| library(dplyr) | |
| titanic_wide <- data.frame(Titanic) | |
| titanic1 = group_by(titanic_wide,Class, Age, Survived) %>% | |
| summarise(Freq = sum(Freq)) %>% | |
| ungroup() %>% | |
| mutate(dummy=1L) | |
| titanic2 = group_by(titanic_wide,Class, Sex, Survived) %>% | |
| summarise(Freq = sum(Freq)) %>% | |
| ungroup()%>% | |
| mutate(dummy=2L) | |
| titanic_d = bind_rows(rename(titanic1, D=Age), | |
| rename(titanic2, D=Sex)) %>% | |
| mutate(dummy = factor(dummy)) | |
| ggplot(data = titanic_d, | |
| aes(axis1 = Class, axis2 = D, axis3 = Survived, | |
| y = Freq)) + | |
| geom_alluvium(aes(fill=Survived)) + | |
| geom_stratum() + | |
| geom_text(stat = "stratum", aes(label = after_stat(stratum))) + | |
| facet_grid(rows=vars(dummy))+ | |
| theme_minimal() + | |
| scale_x_discrete(limits = c("Class","demographic", "Survived"), expand = c(.2, .05)) |
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