Tips for Working with Quarto
This lesson is called Tips for Working with Quarto, part of the R in 3 Months (Spring 2026) course. This lesson is called Tips for Working with Quarto, part of the R in 3 Months (Spring 2026) course.
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---
title: My Penguins Report!
author: David Keyes
format: html
execute:
echo: false
warning: false
message: false
---
```{r}
library(tidyverse)
library(scales)
penguins <- read_csv("penguins.csv")
```
### Funders
1. The **International** Society of Penguin Enthusiasts and Waddle Admirers
2. The Coalition of People Who Are Definitely Not Anti-Penguin
3. The International Coalition for the Appreciation and Ethical Treatment of Penguins
They are **very** excited about this report and they *really* hope you are too.
# Introduction
This report is about **three** species of penguins
1. Adele
2. Gentoo
3. Chinstrap
You'll learn *so* much about the penguins. I hope you're ready!
## Results
Here is a chart showing the average bill length for penguins, grouped by island and sex.
```{r}
penguin_bill_length_by_island_and_sex <-
penguins |>
drop_na(sex) |>
group_by(island, sex) |>
summarize(mean_bill_length = mean(bill_length_mm))
ggplot(
data = penguin_bill_length_by_island_and_sex,
mapping = aes(
x = island,
y = mean_bill_length,
fill = sex
)
) +
geom_col(position = "dodge")
```
```{r}
penguin_bill_length_by_island <-
penguins |>
group_by(island) |>
summarize(mean_bill_length = mean(bill_length_mm, na.rm = TRUE)) |>
arrange(mean_bill_length)
penguin_bill_length_by_island_v2 <-
penguin_bill_length_by_island |>
mutate(
mean_bill_length_one_digit = number(
mean_bill_length,
accuracy = 0.1
)
)
ggplot(
data = penguin_bill_length_by_island_v2,
mapping = aes(
x = island,
y = mean_bill_length_one_digit,
fill = island,
label = mean_bill_length_one_digit
)
) +
geom_col() +
geom_text()
```
Your Turn
Working in your
penguins-report.qmdfile, add a new code chunk and copy in code to make any graph from the data visualization section of the course.Render your document and make sure it works.
Adjust your code chunk options so that you do not see your code, any messages, or any warnings in the output (i.e. you should just see the text and charts).
Have any questions? Put them below and we will help you out!
Course Content
144 Lessons
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