plotly

library(tidyverse)
library(p8105.datasets)
library(plotly)

data("ny_noaa")

noaa = 
  ny_noaa %>% 
  select(tmax, tmin, date, snow, snwd, prcp) %>% 
  drop_na() %>% 
  filter(
    snow != 0,
    stringr::str_detect(date, '2010')
  )

Bargraph

noaa %>% 
  separate(date, c("year", "month", "day"), sep = "-") %>% 
  count(month) %>% 
  plot_ly(x = ~month, y = ~n, color = ~month, type = "bar", colors = "viridis") %>% 
  layout(
    xaxis = list(title = "Month"),
    yaxis = list(title = "Number of Day")
  )

Boxplot

noaa %>% 
  separate(date, c("year", "month", "day"), sep = "-") %>% 
  plot_ly(x = ~month, y = ~snwd, color = ~month,
          type = "box", colors = "viridis") %>% 
  layout(
    xaxis = list(title = "Month"),
    yaxis = list(title = "Snow Depth (mm)")
  )

Violin

noaa %>% 
  separate(date, c("year", "month", "day"), sep = "-") %>% 
  plot_ly(x = ~month, y = ~snwd, color = ~month,
          type = "violin", colors = "viridis") %>% 
  layout(
    xaxis = list(title = "Month"),
    yaxis = list(title = "Snow Depth (mm)")
  )