andrewheiss

library(tidyverse)
library(ggdist)
library(ggpattern)

# Just look at a few categories
diamonds_small <- diamonds %>% 
  filter(cut %in% c("Fair", "Good", "Very Good"))

# Manually calculate summary statistics since we can't use stat_pointinterval()

andrewheiss

library(tidyverse)
library(brms)
library(tidybayes)


data_thing <- tribble(
  ~answer,               ~regime_type,  ~n,
  "Very familiar",       "Democracy",   117,
  "Very familiar",       "Autocracy",   88,

andrewheiss

library(tidyverse)
library(brms)
library(tidybayes)
library(marginaleffects)

# Example data with proportions
example_data <- tribble(
  ~answer,               ~n, ~total,
  "Very familiar",       88, 205,

andrewheiss

# Expected result
make_data("thing")
#> # A tibble: 2 × 1
#>   thing
#>   <int>
#> 1     1
#> 2     2

# This doesn't work :(
make_data <- function(var_name) {

andrewheiss

library(tidyverse)
library(brms)

example_data <- tibble(outcome = c(rep(1, 200),
                                   sample(2:31, 200, replace = TRUE),
                                   rep(32, 150))) |> 
  mutate(outcome_0 = outcome - 1) |> 
  mutate(outcome_collapsed = case_when(
 outcome == 1 ~ "1",

andrewheiss

project:
  type: book

book:
  title: "Example article that is actually just a single-chapter book"
  author: "Jane Doe"
  date: "2023-02-28"
  abstract: |
    Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpa qui officia deserunt mollit anim id est laborum.
  search: false

andrewheiss

---
title: "Example article that is actually a single normal .qmd file"
author:
- name: Jane Doe
  affiliation: Big State University
- name: John Smith
  affiliation: Liberal Arts College
abstract: |
  Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpa qui officia deserunt mollit anim id est laborum.
date: February 28, 2023

andrewheiss

library(tidyverse)

# Manual way that gives you the most control over the areas
variable <- rnorm(1000)
variable_density <- density(variable)

example_df <- tibble(x = variable_density$x, y = variable_density$y) %>%
  mutate(fill_stuff = case_when(
    x < -1 ~ "Lower end",

andrewheiss

library(tidyverse)
library(geomtextpath)
library(ggrepel)
library(broom)
library(palmerpenguins)

penguins <- penguins %>% drop_na(sex)

# geom_smooth by itself, for reference

andrewheiss

library(tidyverse)
library(geomtextpath)
library(palmerpenguins)

penguins <- penguins %>% drop_na(sex)

ggplot(penguins, aes(x = bill_depth_mm, y = body_mass_g, color = species)) +
  geom_point(size = 0.1) +
 geom_smooth(method = "loess", se = FALSE) +