200 Penguins

App

#| standalone: true
#| components: [viewer]
#| layout: horizontal
#| viewerHeight: 800
import pandas as pd
from pathlib import Path
from plots import dist_plot, scatter_plot

from shiny.express import render, ui, input

infile = Path(__file__).parent / "penguins.csv"
penguins = pd.read_csv(infile)

ui.h1("Hello Penguins!")
with ui.layout_sidebar():
    with ui.sidebar():
        ui.input_slider( "mass", "Mass", 2000, 8000, 6000,)
        ui.input_checkbox("trend", "Add trendline")


    @render.plot
    def scatter():
        df = penguins.copy()
        filtered = df.loc[df["body_mass"] < input.mass()]
        return scatter_plot(filtered, input.trend())

    @render.data_frame
    def table():
        df = penguins.copy()
        filtered = df.loc[df["body_mass"] < input.mass()]
        summary = (
            filtered.set_index("species")
            .groupby(level="species")
            .agg({"bill_length": "mean", "bill_depth": "mean"})
            .reset_index()
        )
        return summary



## file: plots.py
from plotnine import ggplot, geom_density, aes, theme_light, geom_point, stat_smooth


def dist_plot(df):
    plot = (
        ggplot(df, aes(x="body_mass", fill="species"))
        + geom_density(alpha=0.2)
        + theme_light()
    )
    return plot


def scatter_plot(df, trend_line=False):
    plot = (
        ggplot(
            df,
            aes(
                x="bill_length",
                y="bill_depth",
                color="species",
                group="species",
            ),
        )
        + geom_point()
        + theme_light()
    )

    if trend_line:
        plot = plot + stat_smooth()

    return plot

## file: penguins.csv
species,island,bill_length,bill_depth,flipper_length,body_mass,sex,year
Adelie,Torgersen,39.1,18.7,181,3750,male,2007
Adelie,Torgersen,39.5,17.4,186,3800,female,2007
Adelie,Torgersen,40.3,18,195,3250,female,2007
Adelie,Torgersen,NA,NA,NA,NA,NA,2007
Adelie,Torgersen,36.7,19.3,193,3450,female,2007
Adelie,Torgersen,39.3,20.6,190,3650,male,2007
Adelie,Torgersen,38.9,17.8,181,3625,female,2007
Adelie,Torgersen,39.2,19.6,195,4675,male,2007
Adelie,Torgersen,34.1,18.1,193,3475,NA,2007
Adelie,Torgersen,42,20.2,190,4250,NA,2007
Adelie,Torgersen,37.8,17.1,186,3300,NA,2007
Adelie,Torgersen,37.8,17.3,180,3700,NA,2007
Adelie,Torgersen,41.1,17.6,182,3200,female,2007
Adelie,Torgersen,38.6,21.2,191,3800,male,2007
Adelie,Torgersen,34.6,21.1,198,4400,male,2007
Adelie,Torgersen,36.6,17.8,185,3700,female,2007
Adelie,Torgersen,38.7,19,195,3450,female,2007
Adelie,Torgersen,42.5,20.7,197,4500,male,2007
Adelie,Torgersen,34.4,18.4,184,3325,female,2007
Adelie,Torgersen,46,21.5,194,4200,male,2007
Adelie,Biscoe,37.8,18.3,174,3400,female,2007
Adelie,Biscoe,37.7,18.7,180,3600,male,2007
Adelie,Biscoe,35.9,19.2,189,3800,female,2007
Adelie,Biscoe,38.2,18.1,185,3950,male,2007
Adelie,Biscoe,38.8,17.2,180,3800,male,2007
Adelie,Biscoe,35.3,18.9,187,3800,female,2007
Adelie,Biscoe,40.6,18.6,183,3550,male,2007
Adelie,Biscoe,40.5,17.9,187,3200,female,2007
Adelie,Biscoe,37.9,18.6,172,3150,female,2007
Adelie,Biscoe,40.5,18.9,180,3950,male,2007
Adelie,Dream,39.5,16.7,178,3250,female,2007
Adelie,Dream,37.2,18.1,178,3900,male,2007
Adelie,Dream,39.5,17.8,188,3300,female,2007
Adelie,Dream,40.9,18.9,184,3900,male,2007
Adelie,Dream,36.4,17,195,3325,female,2007
Adelie,Dream,39.2,21.1,196,4150,male,2007
Adelie,Dream,38.8,20,190,3950,male,2007
Adelie,Dream,42.2,18.5,180,3550,female,2007
Adelie,Dream,37.6,19.3,181,3300,female,2007
Adelie,Dream,39.8,19.1,184,4650,male,2007
Adelie,Dream,36.5,18,182,3150,female,2007
Adelie,Dream,40.8,18.4,195,3900,male,2007
Adelie,Dream,36,18.5,186,3100,female,2007
Adelie,Dream,44.1,19.7,196,4400,male,2007
Adelie,Dream,37,16.9,185,3000,female,2007
Adelie,Dream,39.6,18.8,190,4600,male,2007
Adelie,Dream,41.1,19,182,3425,male,2007
Adelie,Dream,37.5,18.9,179,2975,NA,2007
Adelie,Dream,36,17.9,190,3450,female,2007
Adelie,Dream,42.3,21.2,191,4150,male,2007
Adelie,Biscoe,39.6,17.7,186,3500,female,2008
Adelie,Biscoe,40.1,18.9,188,4300,male,2008
Adelie,Biscoe,35,17.9,190,3450,female,2008
Adelie,Biscoe,42,19.5,200,4050,male,2008
Adelie,Biscoe,34.5,18.1,187,2900,female,2008
Adelie,Biscoe,41.4,18.6,191,3700,male,2008
Adelie,Biscoe,39,17.5,186,3550,female,2008
Adelie,Biscoe,40.6,18.8,193,3800,male,2008
Adelie,Biscoe,36.5,16.6,181,2850,female,2008
Adelie,Biscoe,37.6,19.1,194,3750,male,2008
Adelie,Biscoe,35.7,16.9,185,3150,female,2008
Adelie,Biscoe,41.3,21.1,195,4400,male,2008
Adelie,Biscoe,37.6,17,185,3600,female,2008
Adelie,Biscoe,41.1,18.2,192,4050,male,2008
Adelie,Biscoe,36.4,17.1,184,2850,female,2008
Adelie,Biscoe,41.6,18,192,3950,male,2008
Adelie,Biscoe,35.5,16.2,195,3350,female,2008
Adelie,Biscoe,41.1,19.1,188,4100,male,2008
Adelie,Torgersen,35.9,16.6,190,3050,female,2008
Adelie,Torgersen,41.8,19.4,198,4450,male,2008
Adelie,Torgersen,33.5,19,190,3600,female,2008
Adelie,Torgersen,39.7,18.4,190,3900,male,2008
Adelie,Torgersen,39.6,17.2,196,3550,female,2008
Adelie,Torgersen,45.8,18.9,197,4150,male,2008
Adelie,Torgersen,35.5,17.5,190,3700,female,2008
Adelie,Torgersen,42.8,18.5,195,4250,male,2008
Adelie,Torgersen,40.9,16.8,191,3700,female,2008
Adelie,Torgersen,37.2,19.4,184,3900,male,2008
Adelie,Torgersen,36.2,16.1,187,3550,female,2008
Adelie,Torgersen,42.1,19.1,195,4000,male,2008
Adelie,Torgersen,34.6,17.2,189,3200,female,2008
Adelie,Torgersen,42.9,17.6,196,4700,male,2008
Adelie,Torgersen,36.7,18.8,187,3800,female,2008
Adelie,Torgersen,35.1,19.4,193,4200,male,2008
Adelie,Dream,37.3,17.8,191,3350,female,2008
Adelie,Dream,41.3,20.3,194,3550,male,2008
Adelie,Dream,36.3,19.5,190,3800,male,2008
Adelie,Dream,36.9,18.6,189,3500,female,2008
Adelie,Dream,38.3,19.2,189,3950,male,2008
Adelie,Dream,38.9,18.8,190,3600,female,2008
Adelie,Dream,35.7,18,202,3550,female,2008
Adelie,Dream,41.1,18.1,205,4300,male,2008
Adelie,Dream,34,17.1,185,3400,female,2008
Adelie,Dream,39.6,18.1,186,4450,male,2008
Adelie,Dream,36.2,17.3,187,3300,female,2008
Adelie,Dream,40.8,18.9,208,4300,male,2008
Adelie,Dream,38.1,18.6,190,3700,female,2008
Adelie,Dream,40.3,18.5,196,4350,male,2008
Adelie,Dream,33.1,16.1,178,2900,female,2008
Adelie,Dream,43.2,18.5,192,4100,male,2008
Adelie,Biscoe,35,17.9,192,3725,female,2009
Adelie,Biscoe,41,20,203,4725,male,2009
Adelie,Biscoe,37.7,16,183,3075,female,2009
Adelie,Biscoe,37.8,20,190,4250,male,2009
Adelie,Biscoe,37.9,18.6,193,2925,female,2009
Adelie,Biscoe,39.7,18.9,184,3550,male,2009
Adelie,Biscoe,38.6,17.2,199,3750,female,2009
Adelie,Biscoe,38.2,20,190,3900,male,2009
Adelie,Biscoe,38.1,17,181,3175,female,2009
Adelie,Biscoe,43.2,19,197,4775,male,2009
Adelie,Biscoe,38.1,16.5,198,3825,female,2009
Adelie,Biscoe,45.6,20.3,191,4600,male,2009
Adelie,Biscoe,39.7,17.7,193,3200,female,2009
Adelie,Biscoe,42.2,19.5,197,4275,male,2009
Adelie,Biscoe,39.6,20.7,191,3900,female,2009
Adelie,Biscoe,42.7,18.3,196,4075,male,2009
Adelie,Torgersen,38.6,17,188,2900,female,2009
Adelie,Torgersen,37.3,20.5,199,3775,male,2009
Adelie,Torgersen,35.7,17,189,3350,female,2009
Adelie,Torgersen,41.1,18.6,189,3325,male,2009
Adelie,Torgersen,36.2,17.2,187,3150,female,2009
Adelie,Torgersen,37.7,19.8,198,3500,male,2009
Adelie,Torgersen,40.2,17,176,3450,female,2009
Adelie,Torgersen,41.4,18.5,202,3875,male,2009
Adelie,Torgersen,35.2,15.9,186,3050,female,2009
Adelie,Torgersen,40.6,19,199,4000,male,2009
Adelie,Torgersen,38.8,17.6,191,3275,female,2009
Adelie,Torgersen,41.5,18.3,195,4300,male,2009
Adelie,Torgersen,39,17.1,191,3050,female,2009
Adelie,Torgersen,44.1,18,210,4000,male,2009
Adelie,Torgersen,38.5,17.9,190,3325,female,2009
Adelie,Torgersen,43.1,19.2,197,3500,male,2009
Adelie,Dream,36.8,18.5,193,3500,female,2009
Adelie,Dream,37.5,18.5,199,4475,male,2009
Adelie,Dream,38.1,17.6,187,3425,female,2009
Adelie,Dream,41.1,17.5,190,3900,male,2009
Adelie,Dream,35.6,17.5,191,3175,female,2009
Adelie,Dream,40.2,20.1,200,3975,male,2009
Adelie,Dream,37,16.5,185,3400,female,2009
Adelie,Dream,39.7,17.9,193,4250,male,2009
Adelie,Dream,40.2,17.1,193,3400,female,2009
Adelie,Dream,40.6,17.2,187,3475,male,2009
Adelie,Dream,32.1,15.5,188,3050,female,2009
Adelie,Dream,40.7,17,190,3725,male,2009
Adelie,Dream,37.3,16.8,192,3000,female,2009
Adelie,Dream,39,18.7,185,3650,male,2009
Adelie,Dream,39.2,18.6,190,4250,male,2009
Adelie,Dream,36.6,18.4,184,3475,female,2009
Adelie,Dream,36,17.8,195,3450,female,2009
Adelie,Dream,37.8,18.1,193,3750,male,2009
Adelie,Dream,36,17.1,187,3700,female,2009
Adelie,Dream,41.5,18.5,201,4000,male,2009
Gentoo,Biscoe,46.1,13.2,211,4500,female,2007
Gentoo,Biscoe,50,16.3,230,5700,male,2007
Gentoo,Biscoe,48.7,14.1,210,4450,female,2007
Gentoo,Biscoe,50,15.2,218,5700,male,2007
Gentoo,Biscoe,47.6,14.5,215,5400,male,2007
Gentoo,Biscoe,46.5,13.5,210,4550,female,2007
Gentoo,Biscoe,45.4,14.6,211,4800,female,2007
Gentoo,Biscoe,46.7,15.3,219,5200,male,2007
Gentoo,Biscoe,43.3,13.4,209,4400,female,2007
Gentoo,Biscoe,46.8,15.4,215,5150,male,2007
Gentoo,Biscoe,40.9,13.7,214,4650,female,2007
Gentoo,Biscoe,49,16.1,216,5550,male,2007
Gentoo,Biscoe,45.5,13.7,214,4650,female,2007
Gentoo,Biscoe,48.4,14.6,213,5850,male,2007
Gentoo,Biscoe,45.8,14.6,210,4200,female,2007
Gentoo,Biscoe,49.3,15.7,217,5850,male,2007
Gentoo,Biscoe,42,13.5,210,4150,female,2007
Gentoo,Biscoe,49.2,15.2,221,6300,male,2007
Gentoo,Biscoe,46.2,14.5,209,4800,female,2007
Gentoo,Biscoe,48.7,15.1,222,5350,male,2007
Gentoo,Biscoe,50.2,14.3,218,5700,male,2007
Gentoo,Biscoe,45.1,14.5,215,5000,female,2007
Gentoo,Biscoe,46.5,14.5,213,4400,female,2007
Gentoo,Biscoe,46.3,15.8,215,5050,male,2007
Gentoo,Biscoe,42.9,13.1,215,5000,female,2007
Gentoo,Biscoe,46.1,15.1,215,5100,male,2007
Gentoo,Biscoe,44.5,14.3,216,4100,NA,2007
Gentoo,Biscoe,47.8,15,215,5650,male,2007
Gentoo,Biscoe,48.2,14.3,210,4600,female,2007
Gentoo,Biscoe,50,15.3,220,5550,male,2007
Gentoo,Biscoe,47.3,15.3,222,5250,male,2007
Gentoo,Biscoe,42.8,14.2,209,4700,female,2007
Gentoo,Biscoe,45.1,14.5,207,5050,female,2007
Gentoo,Biscoe,59.6,17,230,6050,male,2007
Gentoo,Biscoe,49.1,14.8,220,5150,female,2008
Gentoo,Biscoe,48.4,16.3,220,5400,male,2008
Gentoo,Biscoe,42.6,13.7,213,4950,female,2008
Gentoo,Biscoe,44.4,17.3,219,5250,male,2008
Gentoo,Biscoe,44,13.6,208,4350,female,2008
Gentoo,Biscoe,48.7,15.7,208,5350,male,2008
Gentoo,Biscoe,42.7,13.7,208,3950,female,2008
Gentoo,Biscoe,49.6,16,225,5700,male,2008
Gentoo,Biscoe,45.3,13.7,210,4300,female,2008
Gentoo,Biscoe,49.6,15,216,4750,male,2008
Gentoo,Biscoe,50.5,15.9,222,5550,male,2008
Gentoo,Biscoe,43.6,13.9,217,4900,female,2008
Gentoo,Biscoe,45.5,13.9,210,4200,female,2008
Gentoo,Biscoe,50.5,15.9,225,5400,male,2008
Gentoo,Biscoe,44.9,13.3,213,5100,female,2008
Gentoo,Biscoe,45.2,15.8,215,5300,male,2008
Gentoo,Biscoe,46.6,14.2,210,4850,female,2008
Gentoo,Biscoe,48.5,14.1,220,5300,male,2008
Gentoo,Biscoe,45.1,14.4,210,4400,female,2008
Gentoo,Biscoe,50.1,15,225,5000,male,2008
Gentoo,Biscoe,46.5,14.4,217,4900,female,2008
Gentoo,Biscoe,45,15.4,220,5050,male,2008
Gentoo,Biscoe,43.8,13.9,208,4300,female,2008
Gentoo,Biscoe,45.5,15,220,5000,male,2008
Gentoo,Biscoe,43.2,14.5,208,4450,female,2008
Gentoo,Biscoe,50.4,15.3,224,5550,male,2008
Gentoo,Biscoe,45.3,13.8,208,4200,female,2008
Gentoo,Biscoe,46.2,14.9,221,5300,male,2008
Gentoo,Biscoe,45.7,13.9,214,4400,female,2008
Gentoo,Biscoe,54.3,15.7,231,5650,male,2008
Gentoo,Biscoe,45.8,14.2,219,4700,female,2008
Gentoo,Biscoe,49.8,16.8,230,5700,male,2008
Gentoo,Biscoe,46.2,14.4,214,4650,NA,2008
Gentoo,Biscoe,49.5,16.2,229,5800,male,2008
Gentoo,Biscoe,43.5,14.2,220,4700,female,2008
Gentoo,Biscoe,50.7,15,223,5550,male,2008
Gentoo,Biscoe,47.7,15,216,4750,female,2008
Gentoo,Biscoe,46.4,15.6,221,5000,male,2008
Gentoo,Biscoe,48.2,15.6,221,5100,male,2008
Gentoo,Biscoe,46.5,14.8,217,5200,female,2008
Gentoo,Biscoe,46.4,15,216,4700,female,2008
Gentoo,Biscoe,48.6,16,230,5800,male,2008
Gentoo,Biscoe,47.5,14.2,209,4600,female,2008
Gentoo,Biscoe,51.1,16.3,220,6000,male,2008
Gentoo,Biscoe,45.2,13.8,215,4750,female,2008
Gentoo,Biscoe,45.2,16.4,223,5950,male,2008
Gentoo,Biscoe,49.1,14.5,212,4625,female,2009
Gentoo,Biscoe,52.5,15.6,221,5450,male,2009
Gentoo,Biscoe,47.4,14.6,212,4725,female,2009
Gentoo,Biscoe,50,15.9,224,5350,male,2009
Gentoo,Biscoe,44.9,13.8,212,4750,female,2009
Gentoo,Biscoe,50.8,17.3,228,5600,male,2009
Gentoo,Biscoe,43.4,14.4,218,4600,female,2009
Gentoo,Biscoe,51.3,14.2,218,5300,male,2009
Gentoo,Biscoe,47.5,14,212,4875,female,2009
Gentoo,Biscoe,52.1,17,230,5550,male,2009
Gentoo,Biscoe,47.5,15,218,4950,female,2009
Gentoo,Biscoe,52.2,17.1,228,5400,male,2009
Gentoo,Biscoe,45.5,14.5,212,4750,female,2009
Gentoo,Biscoe,49.5,16.1,224,5650,male,2009
Gentoo,Biscoe,44.5,14.7,214,4850,female,2009
Gentoo,Biscoe,50.8,15.7,226,5200,male,2009
Gentoo,Biscoe,49.4,15.8,216,4925,male,2009
Gentoo,Biscoe,46.9,14.6,222,4875,female,2009
Gentoo,Biscoe,48.4,14.4,203,4625,female,2009
Gentoo,Biscoe,51.1,16.5,225,5250,male,2009
Gentoo,Biscoe,48.5,15,219,4850,female,2009
Gentoo,Biscoe,55.9,17,228,5600,male,2009
Gentoo,Biscoe,47.2,15.5,215,4975,female,2009
Gentoo,Biscoe,49.1,15,228,5500,male,2009
Gentoo,Biscoe,47.3,13.8,216,4725,NA,2009
Gentoo,Biscoe,46.8,16.1,215,5500,male,2009
Gentoo,Biscoe,41.7,14.7,210,4700,female,2009
Gentoo,Biscoe,53.4,15.8,219,5500,male,2009
Gentoo,Biscoe,43.3,14,208,4575,female,2009
Gentoo,Biscoe,48.1,15.1,209,5500,male,2009
Gentoo,Biscoe,50.5,15.2,216,5000,female,2009
Gentoo,Biscoe,49.8,15.9,229,5950,male,2009
Gentoo,Biscoe,43.5,15.2,213,4650,female,2009
Gentoo,Biscoe,51.5,16.3,230,5500,male,2009
Gentoo,Biscoe,46.2,14.1,217,4375,female,2009
Gentoo,Biscoe,55.1,16,230,5850,male,2009
Gentoo,Biscoe,44.5,15.7,217,4875,NA,2009
Gentoo,Biscoe,48.8,16.2,222,6000,male,2009
Gentoo,Biscoe,47.2,13.7,214,4925,female,2009
Gentoo,Biscoe,NA,NA,NA,NA,NA,2009
Gentoo,Biscoe,46.8,14.3,215,4850,female,2009
Gentoo,Biscoe,50.4,15.7,222,5750,male,2009
Gentoo,Biscoe,45.2,14.8,212,5200,female,2009
Gentoo,Biscoe,49.9,16.1,213,5400,male,2009
Chinstrap,Dream,46.5,17.9,192,3500,female,2007
Chinstrap,Dream,50,19.5,196,3900,male,2007
Chinstrap,Dream,51.3,19.2,193,3650,male,2007
Chinstrap,Dream,45.4,18.7,188,3525,female,2007
Chinstrap,Dream,52.7,19.8,197,3725,male,2007
Chinstrap,Dream,45.2,17.8,198,3950,female,2007
Chinstrap,Dream,46.1,18.2,178,3250,female,2007
Chinstrap,Dream,51.3,18.2,197,3750,male,2007
Chinstrap,Dream,46,18.9,195,4150,female,2007
Chinstrap,Dream,51.3,19.9,198,3700,male,2007
Chinstrap,Dream,46.6,17.8,193,3800,female,2007
Chinstrap,Dream,51.7,20.3,194,3775,male,2007
Chinstrap,Dream,47,17.3,185,3700,female,2007
Chinstrap,Dream,52,18.1,201,4050,male,2007
Chinstrap,Dream,45.9,17.1,190,3575,female,2007
Chinstrap,Dream,50.5,19.6,201,4050,male,2007
Chinstrap,Dream,50.3,20,197,3300,male,2007
Chinstrap,Dream,58,17.8,181,3700,female,2007
Chinstrap,Dream,46.4,18.6,190,3450,female,2007
Chinstrap,Dream,49.2,18.2,195,4400,male,2007
Chinstrap,Dream,42.4,17.3,181,3600,female,2007
Chinstrap,Dream,48.5,17.5,191,3400,male,2007
Chinstrap,Dream,43.2,16.6,187,2900,female,2007
Chinstrap,Dream,50.6,19.4,193,3800,male,2007
Chinstrap,Dream,46.7,17.9,195,3300,female,2007
Chinstrap,Dream,52,19,197,4150,male,2007
Chinstrap,Dream,50.5,18.4,200,3400,female,2008
Chinstrap,Dream,49.5,19,200,3800,male,2008
Chinstrap,Dream,46.4,17.8,191,3700,female,2008
Chinstrap,Dream,52.8,20,205,4550,male,2008
Chinstrap,Dream,40.9,16.6,187,3200,female,2008
Chinstrap,Dream,54.2,20.8,201,4300,male,2008
Chinstrap,Dream,42.5,16.7,187,3350,female,2008
Chinstrap,Dream,51,18.8,203,4100,male,2008
Chinstrap,Dream,49.7,18.6,195,3600,male,2008
Chinstrap,Dream,47.5,16.8,199,3900,female,2008
Chinstrap,Dream,47.6,18.3,195,3850,female,2008
Chinstrap,Dream,52,20.7,210,4800,male,2008
Chinstrap,Dream,46.9,16.6,192,2700,female,2008
Chinstrap,Dream,53.5,19.9,205,4500,male,2008
Chinstrap,Dream,49,19.5,210,3950,male,2008
Chinstrap,Dream,46.2,17.5,187,3650,female,2008
Chinstrap,Dream,50.9,19.1,196,3550,male,2008
Chinstrap,Dream,45.5,17,196,3500,female,2008
Chinstrap,Dream,50.9,17.9,196,3675,female,2009
Chinstrap,Dream,50.8,18.5,201,4450,male,2009
Chinstrap,Dream,50.1,17.9,190,3400,female,2009
Chinstrap,Dream,49,19.6,212,4300,male,2009
Chinstrap,Dream,51.5,18.7,187,3250,male,2009
Chinstrap,Dream,49.8,17.3,198,3675,female,2009
Chinstrap,Dream,48.1,16.4,199,3325,female,2009
Chinstrap,Dream,51.4,19,201,3950,male,2009
Chinstrap,Dream,45.7,17.3,193,3600,female,2009
Chinstrap,Dream,50.7,19.7,203,4050,male,2009
Chinstrap,Dream,42.5,17.3,187,3350,female,2009
Chinstrap,Dream,52.2,18.8,197,3450,male,2009
Chinstrap,Dream,45.2,16.6,191,3250,female,2009
Chinstrap,Dream,49.3,19.9,203,4050,male,2009
Chinstrap,Dream,50.2,18.8,202,3800,male,2009
Chinstrap,Dream,45.6,19.4,194,3525,female,2009
Chinstrap,Dream,51.9,19.5,206,3950,male,2009
Chinstrap,Dream,46.8,16.5,189,3650,female,2009
Chinstrap,Dream,45.7,17,195,3650,female,2009
Chinstrap,Dream,55.8,19.8,207,4000,male,2009
Chinstrap,Dream,43.5,18.1,202,3400,female,2009
Chinstrap,Dream,49.6,18.2,193,3775,male,2009
Chinstrap,Dream,50.8,19,210,4100,male,2009
Chinstrap,Dream,50.2,18.7,198,3775,female,2009

Edit this app

#| standalone: true
#| components: [editor, viewer]
#| layout: horizontal
#| viewerHeight: 800
import pandas as pd
from pathlib import Path
from plots import dist_plot, scatter_plot

from shiny.express import render, ui, input

infile = Path(__file__).parent / "penguins.csv"
penguins = pd.read_csv(infile)

ui.h1("Hello Penguins!")
with ui.layout_sidebar():
    with ui.sidebar():
        ui.input_slider( "mass", "Mass", 2000, 8000, 6000,)
        ui.input_checkbox("trend", "Add trendline")


    @render.plot
    def scatter():
        df = penguins.copy()
        filtered = df.loc[df["body_mass"] < input.mass()]
        return scatter_plot(filtered, input.trend())

    @render.data_frame
    def table():
        df = penguins.copy()
        filtered = df.loc[df["body_mass"] < input.mass()]
        summary = (
            filtered.set_index("species")
            .groupby(level="species")
            .agg({"bill_length": "mean", "bill_depth": "mean"})
            .reset_index()
        )
        return summary



## file: plots.py
from plotnine import ggplot, geom_density, aes, theme_light, geom_point, stat_smooth


def dist_plot(df):
    plot = (
        ggplot(df, aes(x="body_mass", fill="species"))
        + geom_density(alpha=0.2)
        + theme_light()
    )
    return plot


def scatter_plot(df, trend_line=False):
    plot = (
        ggplot(
            df,
            aes(
                x="bill_length",
                y="bill_depth",
                color="species",
                group="species",
            ),
        )
        + geom_point()
        + theme_light()
    )

    if trend_line:
        plot = plot + stat_smooth()

    return plot

## file: penguins.csv
species,island,bill_length,bill_depth,flipper_length,body_mass,sex,year
Adelie,Torgersen,39.1,18.7,181,3750,male,2007
Adelie,Torgersen,39.5,17.4,186,3800,female,2007
Adelie,Torgersen,40.3,18,195,3250,female,2007
Adelie,Torgersen,NA,NA,NA,NA,NA,2007
Adelie,Torgersen,36.7,19.3,193,3450,female,2007
Adelie,Torgersen,39.3,20.6,190,3650,male,2007
Adelie,Torgersen,38.9,17.8,181,3625,female,2007
Adelie,Torgersen,39.2,19.6,195,4675,male,2007
Adelie,Torgersen,34.1,18.1,193,3475,NA,2007
Adelie,Torgersen,42,20.2,190,4250,NA,2007
Adelie,Torgersen,37.8,17.1,186,3300,NA,2007
Adelie,Torgersen,37.8,17.3,180,3700,NA,2007
Adelie,Torgersen,41.1,17.6,182,3200,female,2007
Adelie,Torgersen,38.6,21.2,191,3800,male,2007
Adelie,Torgersen,34.6,21.1,198,4400,male,2007
Adelie,Torgersen,36.6,17.8,185,3700,female,2007
Adelie,Torgersen,38.7,19,195,3450,female,2007
Adelie,Torgersen,42.5,20.7,197,4500,male,2007
Adelie,Torgersen,34.4,18.4,184,3325,female,2007
Adelie,Torgersen,46,21.5,194,4200,male,2007
Adelie,Biscoe,37.8,18.3,174,3400,female,2007
Adelie,Biscoe,37.7,18.7,180,3600,male,2007
Adelie,Biscoe,35.9,19.2,189,3800,female,2007
Adelie,Biscoe,38.2,18.1,185,3950,male,2007
Adelie,Biscoe,38.8,17.2,180,3800,male,2007
Adelie,Biscoe,35.3,18.9,187,3800,female,2007
Adelie,Biscoe,40.6,18.6,183,3550,male,2007
Adelie,Biscoe,40.5,17.9,187,3200,female,2007
Adelie,Biscoe,37.9,18.6,172,3150,female,2007
Adelie,Biscoe,40.5,18.9,180,3950,male,2007
Adelie,Dream,39.5,16.7,178,3250,female,2007
Adelie,Dream,37.2,18.1,178,3900,male,2007
Adelie,Dream,39.5,17.8,188,3300,female,2007
Adelie,Dream,40.9,18.9,184,3900,male,2007
Adelie,Dream,36.4,17,195,3325,female,2007
Adelie,Dream,39.2,21.1,196,4150,male,2007
Adelie,Dream,38.8,20,190,3950,male,2007
Adelie,Dream,42.2,18.5,180,3550,female,2007
Adelie,Dream,37.6,19.3,181,3300,female,2007
Adelie,Dream,39.8,19.1,184,4650,male,2007
Adelie,Dream,36.5,18,182,3150,female,2007
Adelie,Dream,40.8,18.4,195,3900,male,2007
Adelie,Dream,36,18.5,186,3100,female,2007
Adelie,Dream,44.1,19.7,196,4400,male,2007
Adelie,Dream,37,16.9,185,3000,female,2007
Adelie,Dream,39.6,18.8,190,4600,male,2007
Adelie,Dream,41.1,19,182,3425,male,2007
Adelie,Dream,37.5,18.9,179,2975,NA,2007
Adelie,Dream,36,17.9,190,3450,female,2007
Adelie,Dream,42.3,21.2,191,4150,male,2007
Adelie,Biscoe,39.6,17.7,186,3500,female,2008
Adelie,Biscoe,40.1,18.9,188,4300,male,2008
Adelie,Biscoe,35,17.9,190,3450,female,2008
Adelie,Biscoe,42,19.5,200,4050,male,2008
Adelie,Biscoe,34.5,18.1,187,2900,female,2008
Adelie,Biscoe,41.4,18.6,191,3700,male,2008
Adelie,Biscoe,39,17.5,186,3550,female,2008
Adelie,Biscoe,40.6,18.8,193,3800,male,2008
Adelie,Biscoe,36.5,16.6,181,2850,female,2008
Adelie,Biscoe,37.6,19.1,194,3750,male,2008
Adelie,Biscoe,35.7,16.9,185,3150,female,2008
Adelie,Biscoe,41.3,21.1,195,4400,male,2008
Adelie,Biscoe,37.6,17,185,3600,female,2008
Adelie,Biscoe,41.1,18.2,192,4050,male,2008
Adelie,Biscoe,36.4,17.1,184,2850,female,2008
Adelie,Biscoe,41.6,18,192,3950,male,2008
Adelie,Biscoe,35.5,16.2,195,3350,female,2008
Adelie,Biscoe,41.1,19.1,188,4100,male,2008
Adelie,Torgersen,35.9,16.6,190,3050,female,2008
Adelie,Torgersen,41.8,19.4,198,4450,male,2008
Adelie,Torgersen,33.5,19,190,3600,female,2008
Adelie,Torgersen,39.7,18.4,190,3900,male,2008
Adelie,Torgersen,39.6,17.2,196,3550,female,2008
Adelie,Torgersen,45.8,18.9,197,4150,male,2008
Adelie,Torgersen,35.5,17.5,190,3700,female,2008
Adelie,Torgersen,42.8,18.5,195,4250,male,2008
Adelie,Torgersen,40.9,16.8,191,3700,female,2008
Adelie,Torgersen,37.2,19.4,184,3900,male,2008
Adelie,Torgersen,36.2,16.1,187,3550,female,2008
Adelie,Torgersen,42.1,19.1,195,4000,male,2008
Adelie,Torgersen,34.6,17.2,189,3200,female,2008
Adelie,Torgersen,42.9,17.6,196,4700,male,2008
Adelie,Torgersen,36.7,18.8,187,3800,female,2008
Adelie,Torgersen,35.1,19.4,193,4200,male,2008
Adelie,Dream,37.3,17.8,191,3350,female,2008
Adelie,Dream,41.3,20.3,194,3550,male,2008
Adelie,Dream,36.3,19.5,190,3800,male,2008
Adelie,Dream,36.9,18.6,189,3500,female,2008
Adelie,Dream,38.3,19.2,189,3950,male,2008
Adelie,Dream,38.9,18.8,190,3600,female,2008
Adelie,Dream,35.7,18,202,3550,female,2008
Adelie,Dream,41.1,18.1,205,4300,male,2008
Adelie,Dream,34,17.1,185,3400,female,2008
Adelie,Dream,39.6,18.1,186,4450,male,2008
Adelie,Dream,36.2,17.3,187,3300,female,2008
Adelie,Dream,40.8,18.9,208,4300,male,2008
Adelie,Dream,38.1,18.6,190,3700,female,2008
Adelie,Dream,40.3,18.5,196,4350,male,2008
Adelie,Dream,33.1,16.1,178,2900,female,2008
Adelie,Dream,43.2,18.5,192,4100,male,2008
Adelie,Biscoe,35,17.9,192,3725,female,2009
Adelie,Biscoe,41,20,203,4725,male,2009
Adelie,Biscoe,37.7,16,183,3075,female,2009
Adelie,Biscoe,37.8,20,190,4250,male,2009
Adelie,Biscoe,37.9,18.6,193,2925,female,2009
Adelie,Biscoe,39.7,18.9,184,3550,male,2009
Adelie,Biscoe,38.6,17.2,199,3750,female,2009
Adelie,Biscoe,38.2,20,190,3900,male,2009
Adelie,Biscoe,38.1,17,181,3175,female,2009
Adelie,Biscoe,43.2,19,197,4775,male,2009
Adelie,Biscoe,38.1,16.5,198,3825,female,2009
Adelie,Biscoe,45.6,20.3,191,4600,male,2009
Adelie,Biscoe,39.7,17.7,193,3200,female,2009
Adelie,Biscoe,42.2,19.5,197,4275,male,2009
Adelie,Biscoe,39.6,20.7,191,3900,female,2009
Adelie,Biscoe,42.7,18.3,196,4075,male,2009
Adelie,Torgersen,38.6,17,188,2900,female,2009
Adelie,Torgersen,37.3,20.5,199,3775,male,2009
Adelie,Torgersen,35.7,17,189,3350,female,2009
Adelie,Torgersen,41.1,18.6,189,3325,male,2009
Adelie,Torgersen,36.2,17.2,187,3150,female,2009
Adelie,Torgersen,37.7,19.8,198,3500,male,2009
Adelie,Torgersen,40.2,17,176,3450,female,2009
Adelie,Torgersen,41.4,18.5,202,3875,male,2009
Adelie,Torgersen,35.2,15.9,186,3050,female,2009
Adelie,Torgersen,40.6,19,199,4000,male,2009
Adelie,Torgersen,38.8,17.6,191,3275,female,2009
Adelie,Torgersen,41.5,18.3,195,4300,male,2009
Adelie,Torgersen,39,17.1,191,3050,female,2009
Adelie,Torgersen,44.1,18,210,4000,male,2009
Adelie,Torgersen,38.5,17.9,190,3325,female,2009
Adelie,Torgersen,43.1,19.2,197,3500,male,2009
Adelie,Dream,36.8,18.5,193,3500,female,2009
Adelie,Dream,37.5,18.5,199,4475,male,2009
Adelie,Dream,38.1,17.6,187,3425,female,2009
Adelie,Dream,41.1,17.5,190,3900,male,2009
Adelie,Dream,35.6,17.5,191,3175,female,2009
Adelie,Dream,40.2,20.1,200,3975,male,2009
Adelie,Dream,37,16.5,185,3400,female,2009
Adelie,Dream,39.7,17.9,193,4250,male,2009
Adelie,Dream,40.2,17.1,193,3400,female,2009
Adelie,Dream,40.6,17.2,187,3475,male,2009
Adelie,Dream,32.1,15.5,188,3050,female,2009
Adelie,Dream,40.7,17,190,3725,male,2009
Adelie,Dream,37.3,16.8,192,3000,female,2009
Adelie,Dream,39,18.7,185,3650,male,2009
Adelie,Dream,39.2,18.6,190,4250,male,2009
Adelie,Dream,36.6,18.4,184,3475,female,2009
Adelie,Dream,36,17.8,195,3450,female,2009
Adelie,Dream,37.8,18.1,193,3750,male,2009
Adelie,Dream,36,17.1,187,3700,female,2009
Adelie,Dream,41.5,18.5,201,4000,male,2009
Gentoo,Biscoe,46.1,13.2,211,4500,female,2007
Gentoo,Biscoe,50,16.3,230,5700,male,2007
Gentoo,Biscoe,48.7,14.1,210,4450,female,2007
Gentoo,Biscoe,50,15.2,218,5700,male,2007
Gentoo,Biscoe,47.6,14.5,215,5400,male,2007
Gentoo,Biscoe,46.5,13.5,210,4550,female,2007
Gentoo,Biscoe,45.4,14.6,211,4800,female,2007
Gentoo,Biscoe,46.7,15.3,219,5200,male,2007
Gentoo,Biscoe,43.3,13.4,209,4400,female,2007
Gentoo,Biscoe,46.8,15.4,215,5150,male,2007
Gentoo,Biscoe,40.9,13.7,214,4650,female,2007
Gentoo,Biscoe,49,16.1,216,5550,male,2007
Gentoo,Biscoe,45.5,13.7,214,4650,female,2007
Gentoo,Biscoe,48.4,14.6,213,5850,male,2007
Gentoo,Biscoe,45.8,14.6,210,4200,female,2007
Gentoo,Biscoe,49.3,15.7,217,5850,male,2007
Gentoo,Biscoe,42,13.5,210,4150,female,2007
Gentoo,Biscoe,49.2,15.2,221,6300,male,2007
Gentoo,Biscoe,46.2,14.5,209,4800,female,2007
Gentoo,Biscoe,48.7,15.1,222,5350,male,2007
Gentoo,Biscoe,50.2,14.3,218,5700,male,2007
Gentoo,Biscoe,45.1,14.5,215,5000,female,2007
Gentoo,Biscoe,46.5,14.5,213,4400,female,2007
Gentoo,Biscoe,46.3,15.8,215,5050,male,2007
Gentoo,Biscoe,42.9,13.1,215,5000,female,2007
Gentoo,Biscoe,46.1,15.1,215,5100,male,2007
Gentoo,Biscoe,44.5,14.3,216,4100,NA,2007
Gentoo,Biscoe,47.8,15,215,5650,male,2007
Gentoo,Biscoe,48.2,14.3,210,4600,female,2007
Gentoo,Biscoe,50,15.3,220,5550,male,2007
Gentoo,Biscoe,47.3,15.3,222,5250,male,2007
Gentoo,Biscoe,42.8,14.2,209,4700,female,2007
Gentoo,Biscoe,45.1,14.5,207,5050,female,2007
Gentoo,Biscoe,59.6,17,230,6050,male,2007
Gentoo,Biscoe,49.1,14.8,220,5150,female,2008
Gentoo,Biscoe,48.4,16.3,220,5400,male,2008
Gentoo,Biscoe,42.6,13.7,213,4950,female,2008
Gentoo,Biscoe,44.4,17.3,219,5250,male,2008
Gentoo,Biscoe,44,13.6,208,4350,female,2008
Gentoo,Biscoe,48.7,15.7,208,5350,male,2008
Gentoo,Biscoe,42.7,13.7,208,3950,female,2008
Gentoo,Biscoe,49.6,16,225,5700,male,2008
Gentoo,Biscoe,45.3,13.7,210,4300,female,2008
Gentoo,Biscoe,49.6,15,216,4750,male,2008
Gentoo,Biscoe,50.5,15.9,222,5550,male,2008
Gentoo,Biscoe,43.6,13.9,217,4900,female,2008
Gentoo,Biscoe,45.5,13.9,210,4200,female,2008
Gentoo,Biscoe,50.5,15.9,225,5400,male,2008
Gentoo,Biscoe,44.9,13.3,213,5100,female,2008
Gentoo,Biscoe,45.2,15.8,215,5300,male,2008
Gentoo,Biscoe,46.6,14.2,210,4850,female,2008
Gentoo,Biscoe,48.5,14.1,220,5300,male,2008
Gentoo,Biscoe,45.1,14.4,210,4400,female,2008
Gentoo,Biscoe,50.1,15,225,5000,male,2008
Gentoo,Biscoe,46.5,14.4,217,4900,female,2008
Gentoo,Biscoe,45,15.4,220,5050,male,2008
Gentoo,Biscoe,43.8,13.9,208,4300,female,2008
Gentoo,Biscoe,45.5,15,220,5000,male,2008
Gentoo,Biscoe,43.2,14.5,208,4450,female,2008
Gentoo,Biscoe,50.4,15.3,224,5550,male,2008
Gentoo,Biscoe,45.3,13.8,208,4200,female,2008
Gentoo,Biscoe,46.2,14.9,221,5300,male,2008
Gentoo,Biscoe,45.7,13.9,214,4400,female,2008
Gentoo,Biscoe,54.3,15.7,231,5650,male,2008
Gentoo,Biscoe,45.8,14.2,219,4700,female,2008
Gentoo,Biscoe,49.8,16.8,230,5700,male,2008
Gentoo,Biscoe,46.2,14.4,214,4650,NA,2008
Gentoo,Biscoe,49.5,16.2,229,5800,male,2008
Gentoo,Biscoe,43.5,14.2,220,4700,female,2008
Gentoo,Biscoe,50.7,15,223,5550,male,2008
Gentoo,Biscoe,47.7,15,216,4750,female,2008
Gentoo,Biscoe,46.4,15.6,221,5000,male,2008
Gentoo,Biscoe,48.2,15.6,221,5100,male,2008
Gentoo,Biscoe,46.5,14.8,217,5200,female,2008
Gentoo,Biscoe,46.4,15,216,4700,female,2008
Gentoo,Biscoe,48.6,16,230,5800,male,2008
Gentoo,Biscoe,47.5,14.2,209,4600,female,2008
Gentoo,Biscoe,51.1,16.3,220,6000,male,2008
Gentoo,Biscoe,45.2,13.8,215,4750,female,2008
Gentoo,Biscoe,45.2,16.4,223,5950,male,2008
Gentoo,Biscoe,49.1,14.5,212,4625,female,2009
Gentoo,Biscoe,52.5,15.6,221,5450,male,2009
Gentoo,Biscoe,47.4,14.6,212,4725,female,2009
Gentoo,Biscoe,50,15.9,224,5350,male,2009
Gentoo,Biscoe,44.9,13.8,212,4750,female,2009
Gentoo,Biscoe,50.8,17.3,228,5600,male,2009
Gentoo,Biscoe,43.4,14.4,218,4600,female,2009
Gentoo,Biscoe,51.3,14.2,218,5300,male,2009
Gentoo,Biscoe,47.5,14,212,4875,female,2009
Gentoo,Biscoe,52.1,17,230,5550,male,2009
Gentoo,Biscoe,47.5,15,218,4950,female,2009
Gentoo,Biscoe,52.2,17.1,228,5400,male,2009
Gentoo,Biscoe,45.5,14.5,212,4750,female,2009
Gentoo,Biscoe,49.5,16.1,224,5650,male,2009
Gentoo,Biscoe,44.5,14.7,214,4850,female,2009
Gentoo,Biscoe,50.8,15.7,226,5200,male,2009
Gentoo,Biscoe,49.4,15.8,216,4925,male,2009
Gentoo,Biscoe,46.9,14.6,222,4875,female,2009
Gentoo,Biscoe,48.4,14.4,203,4625,female,2009
Gentoo,Biscoe,51.1,16.5,225,5250,male,2009
Gentoo,Biscoe,48.5,15,219,4850,female,2009
Gentoo,Biscoe,55.9,17,228,5600,male,2009
Gentoo,Biscoe,47.2,15.5,215,4975,female,2009
Gentoo,Biscoe,49.1,15,228,5500,male,2009
Gentoo,Biscoe,47.3,13.8,216,4725,NA,2009
Gentoo,Biscoe,46.8,16.1,215,5500,male,2009
Gentoo,Biscoe,41.7,14.7,210,4700,female,2009
Gentoo,Biscoe,53.4,15.8,219,5500,male,2009
Gentoo,Biscoe,43.3,14,208,4575,female,2009
Gentoo,Biscoe,48.1,15.1,209,5500,male,2009
Gentoo,Biscoe,50.5,15.2,216,5000,female,2009
Gentoo,Biscoe,49.8,15.9,229,5950,male,2009
Gentoo,Biscoe,43.5,15.2,213,4650,female,2009
Gentoo,Biscoe,51.5,16.3,230,5500,male,2009
Gentoo,Biscoe,46.2,14.1,217,4375,female,2009
Gentoo,Biscoe,55.1,16,230,5850,male,2009
Gentoo,Biscoe,44.5,15.7,217,4875,NA,2009
Gentoo,Biscoe,48.8,16.2,222,6000,male,2009
Gentoo,Biscoe,47.2,13.7,214,4925,female,2009
Gentoo,Biscoe,NA,NA,NA,NA,NA,2009
Gentoo,Biscoe,46.8,14.3,215,4850,female,2009
Gentoo,Biscoe,50.4,15.7,222,5750,male,2009
Gentoo,Biscoe,45.2,14.8,212,5200,female,2009
Gentoo,Biscoe,49.9,16.1,213,5400,male,2009
Chinstrap,Dream,46.5,17.9,192,3500,female,2007
Chinstrap,Dream,50,19.5,196,3900,male,2007
Chinstrap,Dream,51.3,19.2,193,3650,male,2007
Chinstrap,Dream,45.4,18.7,188,3525,female,2007
Chinstrap,Dream,52.7,19.8,197,3725,male,2007
Chinstrap,Dream,45.2,17.8,198,3950,female,2007
Chinstrap,Dream,46.1,18.2,178,3250,female,2007
Chinstrap,Dream,51.3,18.2,197,3750,male,2007
Chinstrap,Dream,46,18.9,195,4150,female,2007
Chinstrap,Dream,51.3,19.9,198,3700,male,2007
Chinstrap,Dream,46.6,17.8,193,3800,female,2007
Chinstrap,Dream,51.7,20.3,194,3775,male,2007
Chinstrap,Dream,47,17.3,185,3700,female,2007
Chinstrap,Dream,52,18.1,201,4050,male,2007
Chinstrap,Dream,45.9,17.1,190,3575,female,2007
Chinstrap,Dream,50.5,19.6,201,4050,male,2007
Chinstrap,Dream,50.3,20,197,3300,male,2007
Chinstrap,Dream,58,17.8,181,3700,female,2007
Chinstrap,Dream,46.4,18.6,190,3450,female,2007
Chinstrap,Dream,49.2,18.2,195,4400,male,2007
Chinstrap,Dream,42.4,17.3,181,3600,female,2007
Chinstrap,Dream,48.5,17.5,191,3400,male,2007
Chinstrap,Dream,43.2,16.6,187,2900,female,2007
Chinstrap,Dream,50.6,19.4,193,3800,male,2007
Chinstrap,Dream,46.7,17.9,195,3300,female,2007
Chinstrap,Dream,52,19,197,4150,male,2007
Chinstrap,Dream,50.5,18.4,200,3400,female,2008
Chinstrap,Dream,49.5,19,200,3800,male,2008
Chinstrap,Dream,46.4,17.8,191,3700,female,2008
Chinstrap,Dream,52.8,20,205,4550,male,2008
Chinstrap,Dream,40.9,16.6,187,3200,female,2008
Chinstrap,Dream,54.2,20.8,201,4300,male,2008
Chinstrap,Dream,42.5,16.7,187,3350,female,2008
Chinstrap,Dream,51,18.8,203,4100,male,2008
Chinstrap,Dream,49.7,18.6,195,3600,male,2008
Chinstrap,Dream,47.5,16.8,199,3900,female,2008
Chinstrap,Dream,47.6,18.3,195,3850,female,2008
Chinstrap,Dream,52,20.7,210,4800,male,2008
Chinstrap,Dream,46.9,16.6,192,2700,female,2008
Chinstrap,Dream,53.5,19.9,205,4500,male,2008
Chinstrap,Dream,49,19.5,210,3950,male,2008
Chinstrap,Dream,46.2,17.5,187,3650,female,2008
Chinstrap,Dream,50.9,19.1,196,3550,male,2008
Chinstrap,Dream,45.5,17,196,3500,female,2008
Chinstrap,Dream,50.9,17.9,196,3675,female,2009
Chinstrap,Dream,50.8,18.5,201,4450,male,2009
Chinstrap,Dream,50.1,17.9,190,3400,female,2009
Chinstrap,Dream,49,19.6,212,4300,male,2009
Chinstrap,Dream,51.5,18.7,187,3250,male,2009
Chinstrap,Dream,49.8,17.3,198,3675,female,2009
Chinstrap,Dream,48.1,16.4,199,3325,female,2009
Chinstrap,Dream,51.4,19,201,3950,male,2009
Chinstrap,Dream,45.7,17.3,193,3600,female,2009
Chinstrap,Dream,50.7,19.7,203,4050,male,2009
Chinstrap,Dream,42.5,17.3,187,3350,female,2009
Chinstrap,Dream,52.2,18.8,197,3450,male,2009
Chinstrap,Dream,45.2,16.6,191,3250,female,2009
Chinstrap,Dream,49.3,19.9,203,4050,male,2009
Chinstrap,Dream,50.2,18.8,202,3800,male,2009
Chinstrap,Dream,45.6,19.4,194,3525,female,2009
Chinstrap,Dream,51.9,19.5,206,3950,male,2009
Chinstrap,Dream,46.8,16.5,189,3650,female,2009
Chinstrap,Dream,45.7,17,195,3650,female,2009
Chinstrap,Dream,55.8,19.8,207,4000,male,2009
Chinstrap,Dream,43.5,18.1,202,3400,female,2009
Chinstrap,Dream,49.6,18.2,193,3775,male,2009
Chinstrap,Dream,50.8,19,210,4100,male,2009
Chinstrap,Dream,50.2,18.7,198,3775,female,2009

The source code for this exercise is at https://github.com/posit-conf-2024/intro-to-shiny-for-python/tree/main/docs/apps/200-penguins.