import pandas as pd

from lets_plot import *

df = pd.read_csv("https://raw.githubusercontent.com/JetBrains/lets-plot-docs/refs/heads/master/data/penguins.csv")
print(df.shape)
df.head()
species island bill_length_mm bill_depth_mm flipper_length_mm body_mass_g sex
0 Adelie Torgersen 39.1 18.7 181.0 3750.0 male
1 Adelie Torgersen 39.5 17.4 186.0 3800.0 female
2 Adelie Torgersen 40.3 18.0 195.0 3250.0 female
3 Adelie Torgersen NaN NaN NaN NaN NaN
4 Adelie Torgersen 36.7 19.3 193.0 3450.0 female 
ggplot(df, aes("species", "bill_depth_mm", color="species", fill="species")) + \
    geom_violin(show_half=1, alpha=.75, trim=False,
                position=position_nudge(x=.07),
                tooltips=layer_tooltips().format("@..violinwidth..", ".3~g")) + \
    geom_sina(show_half=-1, fill="white", shape=21, seed=42, show_legend=False,
              position=position_nudge(x=-.07)) + \
    geom_boxplot(width=.1, outlier_alpha=0, show_legend=False) + \
    scale_color_brewer(palette="Set2") + \
    scale_fill_brewer(palette="Pastel2") + \
    coord_flip() + \
    ylab("bill depth (mm)") + \
    theme_light() + \
    flavor_solarized_dark() + \
    ggsize(800, 600)