Quick dataViz techniques for nicer line charts with ggplot

Albert Rapp

19 hours ago

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Line charts are one of the most fundamental chart type out there. That’s why there’s a lot of tips for line charts out there. Today, I’m going to walk you through a couple of techniques that you can use to make your line chart nicer. Here, I’ll provide you with all the code chunks. All explanations can be found in my corresponding YT video:

< section id="get-the-data" class="level2">

Get the data

library(tidyverse)
sp500_data_wide <- gt::sp500 |>
  select(date, open, close) |> 
  filter(year(date) == 2014, month(date) == 1)
sp500_data_wide
## # A tibble: 21 × 3
##    date        open close
##    <date>     <dbl> <dbl>
##  1 2014-01-31 1791. 1783.
##  2 2014-01-30 1777. 1794.
##  3 2014-01-29 1790. 1774.
##  4 2014-01-28 1783  1792.
##  5 2014-01-27 1791. 1782.
##  6 2014-01-24 1827. 1790.
##  7 2014-01-23 1842. 1828.
##  8 2014-01-22 1845. 1845.
##  9 2014-01-21 1841. 1844.
## 10 2014-01-17 1844. 1839.
## # ℹ 11 more rows

< section id="bring-into-a-nice-format-for-ggplot" class="level2">

Bring into a nice format for ggplot

sp500_data <- sp500_data_wide |> 
  pivot_longer(
    cols = -date,
    names_to = 'type',
    values_to = 'price'
  )

< section id="create-a-basic-line-chart" class="level2">

Create a basic line chart

sp500_data |> 
  ggplot(aes(date, price, col = type)) +
  geom_line(linewidth = 1.25)

< section id="apply-a-theme" class="level2">

Apply a theme

sp500_data |> 
  ggplot(aes(date, price, col = type)) +
  geom_line(linewidth = 1.25) +
  theme_minimal(
    base_size = 20, 
    base_family = 'Source Sans Pro'
  ) +
  theme(
    panel.grid.minor = element_blank()
  )

< section id="use-nicer-colors" class="level2">

Use nicer colors

sp500_data |> 
  ggplot(aes(date, price, col = type)) +
  geom_line(linewidth = 1.25) +
  theme_minimal(
    base_size = 20, 
    base_family = 'Source Sans Pro'
  ) +
  theme(
    panel.grid.minor = element_blank()
  ) +
  scale_color_manual(
    values = c('#0072B2', '#D55E00')
  )

< section id="use-meaningful-labels" class="level2">

Use meaningful labels

sp500_data |> 
  ggplot(aes(date, price, col = type)) +
  geom_line(linewidth = 1.25) +
  theme_minimal(
    base_size = 20, 
    base_family = 'Source Sans Pro'
  ) +
  theme(
    panel.grid.minor = element_blank()
  ) +
  scale_color_manual(
    values = c('#0072B2', '#D55E00')
  ) +
  labs(
    x = element_blank(), 
    y = element_blank(),
    title = 'SP500 Prices in January 2014'
  )

< section id="make-labels-into-currency" class="level2">

Make labels into currency

sp500_data |> 
  ggplot(aes(date, price, col = type)) +
  geom_line(linewidth = 1.25) +
  theme_minimal(
    base_size = 20, 
    base_family = 'Source Sans Pro'
  ) +
  theme(
    panel.grid.minor = element_blank()
  ) +
  scale_color_manual(
    values = c('#0072B2', '#D55E00')
  ) +
  labs(
    x = element_blank(), 
    y = element_blank(),
    title = 'SP500 Prices in January 2014'
  ) +
  scale_y_continuous(
    labels = scales::label_dollar()
  )

< section id="use-direct-labels-instead-of-legend" class="level2">

Use direct labels instead of legend

sp500_data |> 
  ggplot(aes(date, price, col = type)) +
  geom_line(linewidth = 1.25) +
  geom_text(
    data = sp500_data |> slice_head(n = 1, by = type),
    aes(label = type),
    hjust = 0,
    vjust = 0,
    family = 'Source Sans Pro',
    size = 10,
    nudge_x = 0.1
  ) +
  theme_minimal(
    base_size = 20, 
    base_family = 'Source Sans Pro'
  ) +
  theme(
    panel.grid.minor = element_blank(),
    legend.position = 'none'
  ) +
  scale_color_manual(
    values = c('#0072B2', '#D55E00')
  ) +
  labs(
    x = element_blank(), 
    y = element_blank(),
    title = 'SP500 Prices in January 2014'
  ) +
  scale_y_continuous(
    labels = scales::label_dollar()
  ) +
  scale_x_date(
    limits = c(
      make_date(2014, 1, 1), 
      make_date(2014, 2 ,3)
    )
  )

< section id="make-nicer-labels" class="level2">

Make nicer labels

sp500_data_with_nicer_labels <- sp500_data |> 
  mutate(
    type = if_else(
      type == 'open',
      'Opening price',
      'Closing price'
    )
  ) 

sp500_data_with_nicer_labels|> 
  ggplot(aes(date, price, col = type)) +
  geom_line(linewidth = 1.25) +
  geom_text(
    data = sp500_data_with_nicer_labels |> 
      slice_head(n = 1, by = type),
    aes(label = type),
    hjust = 0,
    vjust = 0,
    family = 'Source Sans Pro',
    size = 10,
    nudge_x = 0.1
  ) +
  theme_minimal(
    base_size = 20, 
    base_family = 'Source Sans Pro'
  ) +
  theme(
    panel.grid.minor = element_blank(),
    legend.position = 'none'
  ) +
  scale_color_manual(
    values = c('#0072B2', '#D55E00')
  ) +
  labs(
    x = element_blank(), 
    y = element_blank(),
    title = 'SP500 Prices in January 2014'
  ) +
  scale_y_continuous(
    labels = scales::label_dollar()
  ) +
  scale_x_date(
    limits = c(
      make_date(2014, 1, 1), 
      make_date(2014, 2, 8)
    )
  )

< section id="place-labels-closer-to-the-lines" class="level2">

Place labels closer to the lines

sp500_data_with_nicer_labels |> 
  ggplot(aes(date, price, col = type)) +
  geom_line(linewidth = 1.25) +
  geomtextpath::geom_textline(
    data = sp500_data_with_nicer_labels |> 
      filter(type == 'Opening price'),
    aes(label = type),
    hjust = 0.76,
    vjust = 0,
    family = 'Source Sans Pro',
    size = 8
  ) +
  geomtextpath::geom_textline(
    data = sp500_data_with_nicer_labels |> 
      filter(type == 'Closing price'),
    aes(label = type),
    hjust = 0.77,
    vjust = 1,
    family = 'Source Sans Pro',
    size = 8,
    text_smoothing = 40,
    offset = unit(-14, 'mm')
  ) +
  theme_minimal(
    base_size = 20, 
    base_family = 'Source Sans Pro'
  ) +
  theme(
    panel.grid.minor = element_blank(),
    legend.position = 'none'
  ) +
  scale_color_manual(
    values = c('#0072B2', '#D55E00')
  ) +
  labs(
    x = element_blank(), 
    y = element_blank(),
    title = 'SP500 Prices in January 2014'
  ) +
  scale_y_continuous(
    labels = scales::label_dollar()
  )

< section id="highlight-area-between-lines." class="level2">

Highlight area between lines.

sp500_data_with_nicer_labels |> 
  ggplot(aes(date, price, col = type)) +
  ggbraid::geom_braid(
    data = sp500_data_wide, 
    aes(
      y = NULL, ## Overwrite the inherited aes from ggplot()
      col = NULL, 
      ymin = open, 
      ymax = close, 
      fill = open < close
    ), 
    alpha = 0.6
  ) +
  geom_line(linewidth = 1.25) +
  geomtextpath::geom_textline(
    data = sp500_data_with_nicer_labels |> 
      filter(type == 'Opening price'),
    aes(label = type),
    hjust = 0.76,
    vjust = 0,
    family = 'Source Sans Pro',
    size = 8
  ) +
  geomtextpath::geom_textline(
    data = sp500_data_with_nicer_labels |> 
      filter(type == 'Closing price'),
    aes(label = type),
    hjust = 0.77,
    vjust = 1,
    family = 'Source Sans Pro',
    size = 8,
    text_smoothing = 40,
    offset = unit(-14, 'mm')
  ) +
  theme_minimal(
    base_size = 20, 
    base_family = 'Source Sans Pro'
  ) +
  theme(
    panel.grid.minor = element_blank(),
    legend.position = 'none'
  ) +
  scale_color_manual(
    values = c('#0072B2', '#D55E00')
  ) +
  scale_fill_manual(
    values = c('TRUE' = '#0072B2', 'FALSE' = '#D55E00')
  ) +
  labs(
    x = element_blank(), 
    y = element_blank(),
    title = 'SP500 Prices in January 2014'
  ) +
  scale_y_continuous(
    labels = scales::label_dollar()
  ) 
## `geom_braid()` using method = 'line'

< section id="add-a-callout-label-box" class="level2">

Add a callout label box

sp500_data_with_nicer_labels |> 
  ggplot(aes(date, price, col = type)) +
  ggbraid::geom_braid(
    data = sp500_data_wide, 
    aes(
      y = NULL, ## Overwrite the inherited aes from ggplot()
      col = NULL, 
      ymin = open, 
      ymax = close, 
      fill = open < close
    ), 
    alpha = 0.6
  ) +
  geom_line(linewidth = 1.25) +
  geomtextpath::geom_textline(
    data = sp500_data_with_nicer_labels |> 
      filter(type == 'Opening price'),
    aes(label = type),
    hjust = 0.76,
    vjust = 0,
    family = 'Source Sans Pro',
    size = 8
  ) +
  geomtextpath::geom_textline(
    data = sp500_data_with_nicer_labels |> 
      filter(type == 'Closing price'),
    aes(label = type),
    hjust = 0.77,
    vjust = 1,
    family = 'Source Sans Pro',
    size = 8,
    text_smoothing = 40,
    offset = unit(-14, 'mm')
  ) +
  ggforce::geom_mark_circle(
    data = tibble(
      date = make_date(2014, 1, 24),
      price = 1820
    ),
    aes(
      col = NULL, 
      label = 'This area signals whether the\nclosing price or opening price was\nhigher on a given day'
    ),
    fill = 'white',
    color = 'grey20',
    alpha = 1,
    x0 = make_date(2014, 1, 13),
    y0 = 1805,
    label.family = 'Source Sans Pro',
    label.colour = 'grey20',
    label.hjust = 0,
    label.size = 12,
    label.face = 'plain',
    con.colour = 'grey20',
    con.cap = unit(1, 'mm'),
    expand = 0.011
  ) +
  theme_minimal(
    base_size = 20, 
    base_family = 'Source Sans Pro'
  ) +
  theme(
    panel.grid.minor = element_blank(),
    legend.position = 'none'
  ) +
  scale_color_manual(
    values = c('#0072B2', '#D55E00')
  ) +
  scale_fill_manual(
    values = c('TRUE' = '#0072B2', 'FALSE' = '#D55E00')
  ) +
  labs(
    x = element_blank(), 
    y = element_blank(),
    title = 'SP500 Prices in January 2014'
  ) +
  scale_y_continuous(
    labels = scales::label_dollar()
  ) 
## `geom_braid()` using method = 'line'

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