Created
April 16, 2026 21:45
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| library(dplyr) | |
| library(tidyr) | |
| library(readxl) | |
| library(readr) | |
| library(ggplot2) | |
| library(lubridate) | |
| library(slider) | |
| source("~/theme.R") | |
| p2 <- "https://www.trade.gov/i-94-arrivals-program" | |
| p1 <- "I-94 monthly international visitor arrivals, 2000-present (Excel file)" | |
| i94 = read_excel("~/Downloads/Monthly Arrivals 2000 to Present – Country of Residence (COR)_1.xlsx", | |
| sheet="Monthly") | |
| ilong <- i94 |> | |
| select(Area=`International Visitors--\r\n 1) Country of Residence\r\n 2) 1+ nights in the USA\r\n 3) Among qualified visa types`, | |
| 280:318) |> | |
| slice(2,20:254) |> | |
| pivot_longer(2:40, names_to = "Mnth", values_to = "arrivals") |> | |
| arrange(Area,Mnth) |> | |
| group_by(Area) |> | |
| mutate(roll12 = slide_dbl(arrivals,.f=mean,.before=11, .complete=TRUE)) |> | |
| ungroup() | |
| BASED <- ilong |> | |
| filter(Mnth == "2024-11") |> | |
| select(Area, baseline=roll12) |> | |
| inner_join(ilong, by = join_by(Area)) |> | |
| mutate(v2411 = 100*roll12/baseline, | |
| Dated = ymd(paste0(substr(Mnth,1,7),"-15"))) |> | |
| filter(!is.na(v2411), Dated > ymd("2024-11-1")) | |
| interest <- BASED |> | |
| filter(Area %in% c("Australia", "Canada", "New Zealand", | |
| "Denmark", "Hungary", "TOTAL ALL COUNTRIES")) |> | |
| mutate(Area = ifelse(Area == "TOTAL ALL COUNTRIES", "TOTAL ARRIVALS", Area)) | |
| labpoints <- interest |> | |
| arrange(Area,desc(Dated)) |> | |
| group_by(Area) |> | |
| slice(1) |> | |
| ungroup() |> | |
| mutate(Dated = max(Dated) + days(15)) | |
| ggplot(BASED, aes(x=Dated, y=v2411)) + | |
| geom_line(aes(group=Area), linewidth=0.03, alpha=0.3) + | |
| theme_david() + theme(legend.position = "none")+ | |
| scale_colour_manual(values = six_cols[c(2,3,2,1,1,3)]) + | |
| scale_x_date(breaks=as.Date(c("2024-11-15","2025-7-15","2026-3-15")), | |
| date_labels = "%b %y") + | |
| scale_linetype_manual(values=c(2,1,1,2,1,2))+ | |
| scale_discrete_manual(aesthetics = "vjust", values = c(1,.5,.5,.5,.5,0))+ | |
| coord_cartesian(ylim=c(70,115), | |
| xlim=c(NA_Date_,as.Date("2026-7-1")))+ | |
| geom_line(data=interest, aes(colour=Area, linetype=Area)) + | |
| geom_text(data=labpoints, | |
| aes(colour=Area, label=Area, vjust=Area), size=3,hjust=0) + | |
| labs(x=NULL, y="Arrivals as % of Nov 2024", | |
| title="Rolling 12 month I-94 visitors to the US, as percentage of Nov 2024", | |
| caption=make_footer(paste0("Source: ",p1,"\n",p2))) | |
| ggsave("~/Desktop/ggsky.jpg", width=2016, height=1134, units="px") | |
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