Debugging rendering

Exercise 1.1 - Add a data frame

Goal

Exercise

Add the right @render decorator to the penguins_df function to get the data frame to render.

#| standalone: true
#| components: [viewer]
#| layout: horizontal
#| viewerHeight: 800
from shiny.express import ui, render
import pandas as pd
from pathlib import Path

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


@render.data_frame
def penguins_df():
    return penguins

## 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

Problem

Exercise

Add the right @render decorator to the penguins_df function to get the data frame to render.

#| standalone: true
#| components: [editor, viewer]
#| layout: horizontal
#| viewerHeight: 800
from shiny.express import ui, render
import pandas as pd
from pathlib import Path

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


@render.____
def penguins_df():
    return penguins

## 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

Solution

Exercise

Add the right @render decorator to the penguins_df function to get the data frame to render.

#| standalone: true
#| components: [editor, viewer]
#| layout: horizontal
#| viewerHeight: 800
from shiny.express import ui, render
import pandas as pd
from pathlib import Path

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


@render.data_frame
def penguins_df():
    return penguins

## 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 here.

Exercise 1.2 - Debug

Goal

Exercise

Something is wrong with this app and the data frame isn’t rendering. Can you figure out what’s missing?

#| standalone: true
#| components: [viewer]
#| layout: horizontal
#| viewerHeight: 800
from shiny.express import ui, render
import pandas as pd
from pathlib import Path

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


@render.data_frame
def penguins_df():
    return penguins

## 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

Problem

Exercise

Something is wrong with this app and the data frame isn’t rendering. Can you figure out what’s missing?

#| standalone: true
#| components: [editor, viewer]
#| layout: horizontal
#| viewerHeight: 800
from shiny.express import ui, render
import pandas as pd
from pathlib import Path

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


@render.plot
def penguins_df():
    return penguins

## 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

Solution

Exercise

Something is wrong with this app and the data frame isn’t rendering. Can you figure out what’s missing?

#| standalone: true
#| components: [editor, viewer]
#| layout: horizontal
#| viewerHeight: 800
from shiny.express import ui, render
import pandas as pd
from pathlib import Path

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


@render.data_frame
def penguins_df():
    return penguins

## 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 here.