library(nycflights13)
library(tidyverse)
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## ✔ purrr 1.0.2
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## ✖ dplyr::filter() masks stats::filter()
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## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors
Create the code makes a table for each of the below questions.
1. join + filter - Which airplanes fly LGA to XNA (1 POINT)
q1 <- flights %>%
filter(origin == "LGA", dest == "XNA") %>%
select(tailnum) %>%
left_join( planes, by = "tailnum") %>%
select(tailnum, model, manufacturer) %>%
distinct()
head(q1)
## # A tibble: 6 × 3
## tailnum model manufacturer
## <chr> <chr> <chr>
## 1 N722MQ <NA> <NA>
## 2 N719MQ <NA> <NA>
## 3 N739MQ <NA> <NA>
## 4 N711MQ G1159B GULFSTREAM AEROSPACE
## 5 N723MQ <NA> <NA>
## 6 N730MQ <NA> <NA>
2. join - Add the airline name to the flights table (1 POINT)
q2 <- flights %>%
left_join(airlines, by = "carrier")
head(q2)
## # A tibble: 6 × 20
## year month day dep_time sched_dep_time dep_delay arr_time sched_arr_time
## <int> <int> <int> <int> <int> <dbl> <int> <int>
## 1 2013 1 1 517 515 2 830 819
## 2 2013 1 1 533 529 4 850 830
## 3 2013 1 1 542 540 2 923 850
## 4 2013 1 1 544 545 -1 1004 1022
## 5 2013 1 1 554 600 -6 812 837
## 6 2013 1 1 554 558 -4 740 728
## # ℹ 12 more variables: arr_delay <dbl>, carrier <chr>, flight <int>,
## # tailnum <chr>, origin <chr>, dest <chr>, air_time <dbl>, distance <dbl>,
## # hour <dbl>, minute <dbl>, time_hour <dttm>, name <chr>
3. join + select + distinct() - Which airports have no commercial
flights (1 POINT)
q3 <- airports %>%
anti_join(flights , by = c('faa' = 'origin')) %>%
anti_join(flights , by = c('faa' = 'dest'))
head (q3)
## # A tibble: 6 × 8
## faa name lat lon alt tz dst tzone
## <chr> <chr> <dbl> <dbl> <dbl> <dbl> <chr> <chr>
## 1 04G Lansdowne Airport 41.1 -80.6 1044 -5 A America/Ne…
## 2 06A Moton Field Municipal Airport 32.5 -85.7 264 -6 A America/Ch…
## 3 06C Schaumburg Regional 42.0 -88.1 801 -6 A America/Ch…
## 4 06N Randall Airport 41.4 -74.4 523 -5 A America/Ne…
## 5 09J Jekyll Island Airport 31.1 -81.4 11 -5 A America/Ne…
## 6 0A9 Elizabethton Municipal Airport 36.4 -82.2 1593 -5 A America/Ne…