Workshop 4

Quarto

Quarto enables you to weave together content and executable code into a finished document. To learn more about Quarto see https://quarto.org.

Running Code

When you click the Render button a document will be generated that includes both content and the output of embedded code. You can embed code like this:

library(nycflights13)

Warning: package 'nycflights13' was built under R version 4.3.3

library(tidyverse)

Warning: package 'tidyverse' was built under R version 4.3.3

Warning: package 'ggplot2' was built under R version 4.3.3

Warning: package 'readr' was built under R version 4.3.3

Warning: package 'forcats' was built under R version 4.3.3

── 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   3.5.0     ✔ tibble    3.2.1
✔ lubridate 1.9.3     ✔ tidyr     1.3.0
✔ 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

flights |> 
  filter(year == 2013) |>
  distinct(month, day) |>
  count()

# A tibble: 1 × 1
      n
  <int>
1   365

flights |>
  rename(air_time_min = air_time) |>
  relocate(air_time_min, year)

# A tibble: 336,776 × 19
   air_time_min  year month   day dep_time sched_dep_time dep_delay arr_time
          <dbl> <int> <int> <int>    <int>          <int>     <dbl>    <int>
 1          227  2013     1     1      517            515         2      830
 2          227  2013     1     1      533            529         4      850
 3          160  2013     1     1      542            540         2      923
 4          183  2013     1     1      544            545        -1     1004
 5          116  2013     1     1      554            600        -6      812
 6          150  2013     1     1      554            558        -4      740
 7          158  2013     1     1      555            600        -5      913
 8           53  2013     1     1      557            600        -3      709
 9          140  2013     1     1      557            600        -3      838
10          138  2013     1     1      558            600        -2      753
# ℹ 336,766 more rows
# ℹ 11 more variables: sched_arr_time <int>, arr_delay <dbl>, carrier <chr>,
#   flight <int>, tailnum <chr>, origin <chr>, dest <chr>, distance <dbl>,
#   hour <dbl>, minute <dbl>, time_hour <dttm>