library(nycflights13)
library(tidyverse)
## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.4 ✔ readr 2.1.5
## ✔ forcats 1.0.0 ✔ stringr 1.5.1
## ✔ ggplot2 3.5.1 ✔ tibble 3.2.1
## ✔ lubridate 1.9.3 ✔ tidyr 1.3.1
## ✔ purrr 1.0.2
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors
- Which airplanes fly LGA to XNA
q1 <- flights %>%
filter(origin == "LGA", dest == "XNA") %>%
select(flight, tailnum)
- Add the airline name to the flights table
q2 <- flights %>%
left_join(airlines, by = "carrier")
- Which airports have no commercial flights
airports_with_flights2 <- flights %>%
select(origin) %>%
distinct()
all_airports <- airports %>%
select(faa) %>%
distinct()
airports_no_flights <- all_airports %>%
anti_join(airports_with_flights2, by = c("faa" = "origin"))