Cholera Outbreak - John Snow

I tried to see if using 3d adds anything to the visualisation of the cholera outbreak - initially visualized by John Snow.

broad_st <- Snow.pumps %>% filter(label == 'Broad St')

p <- ggplot() +
  geom_line(data = Snow.streets, aes(x, y, group = street), alpha = 0.3) +
  geom_point(data = Snow.pumps, aes(x, y), colour = 'red') +
  geom_text(data = Snow.pumps, aes(x, y, label = label)) +
  geom_sphere_3d(data = broad_st, aes(x, y), colour = 'red', z = 130, size = 5) +
  geom_text_z(data = broad_st, aes(x, y, label = label), z = 135) +
  geom_segment_3d(data = broad_st, aes(x=x, xend=x, y=y, yend=y),
                  z = 0, zend = 130, colour = 'black', alpha = 0.3) +
  stat_bin_2d(data = Snow.deaths, aes(x, y, z = ..count..), geom = GeomTileZ,
              extrude = TRUE, extrude_face_alpha = 1, extrude_edge_colour = 'grey30',  bins = 20) +
  theme_void() + 
  coord_equal() + 
  scale_fill_viridis_c(option = 'C') + 
  labs(
    title = "Cholera Deaths (height)",
    subtitle = "Labelled red points are pump locations."
  ) 
  
#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
# plot in 3d with devoutrgl
#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
devoutrgl::rgldev(fov = 30, view_angle = -40, zscale = 1)
p
invisible(dev.off())

Use your mouse, mouse buttons and scrollwheel to manipulate the 3d plot