Penguin Crossfilter#
import numpy as np
import pandas as pd
import panel as pn
import holoviews as hv
import hvplot.pandas # noqa
pn.extension(template='fast')
pn.state.template.logo = 'https://github.com/allisonhorst/palmerpenguins/raw/main/man/figures/logo.png'
Introduction#
welcome = "## Welcome and meet the Palmer penguins!"
penguins_art = pn.pane.PNG('https://raw.githubusercontent.com/allisonhorst/palmerpenguins/main/man/figures/palmerpenguins.png', height=160)
credit = "### Artwork by @allison_horst"
instructions = """
Use the box-select and lasso-select tools to select a subset of penguins
and reveal more information about the selected subgroup through the power
of cross-filtering.
"""
license = """
### License
Data are available by CC-0 license in accordance with the Palmer Station LTER Data Policy and the LTER Data Access Policy for Type I data."
"""
art = pn.Column(
welcome, penguins_art, credit, instructions, license,
sizing_mode='stretch_width'
).servable(area='sidebar')
art
Building some plots#
Let us first load the Palmer penguin dataset (Gorman et al.) which contains measurements about a number of penguin species:
penguins = pd.read_csv('https://datasets.holoviz.org/penguins/v1/penguins.csv')
penguins = penguins[~penguins.sex.isnull()].reset_index().sort_values('species')
penguins
| index | species | island | bill_length_mm | bill_depth_mm | flipper_length_mm | body_mass_g | sex | year | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | Adelie | Torgersen | 39.1 | 18.7 | 181.0 | 3750.0 | male | 2007 |
| 94 | 100 | Adelie | Biscoe | 35.0 | 17.9 | 192.0 | 3725.0 | female | 2009 |
| 95 | 101 | Adelie | Biscoe | 41.0 | 20.0 | 203.0 | 4725.0 | male | 2009 |
| 96 | 102 | Adelie | Biscoe | 37.7 | 16.0 | 183.0 | 3075.0 | female | 2009 |
| 97 | 103 | Adelie | Biscoe | 37.8 | 20.0 | 190.0 | 4250.0 | male | 2009 |
| 98 | 104 | Adelie | Biscoe | 37.9 | 18.6 | 193.0 | 2925.0 | female | 2009 |
| 99 | 105 | Adelie | Biscoe | 39.7 | 18.9 | 184.0 | 3550.0 | male | 2009 |
| 93 | 99 | Adelie | Dream | 43.2 | 18.5 | 192.0 | 4100.0 | male | 2008 |
| 100 | 106 | Adelie | Biscoe | 38.6 | 17.2 | 199.0 | 3750.0 | female | 2009 |
| 102 | 108 | Adelie | Biscoe | 38.1 | 17.0 | 181.0 | 3175.0 | female | 2009 |
| 103 | 109 | Adelie | Biscoe | 43.2 | 19.0 | 197.0 | 4775.0 | male | 2009 |
| 104 | 110 | Adelie | Biscoe | 38.1 | 16.5 | 198.0 | 3825.0 | female | 2009 |
| 106 | 112 | Adelie | Biscoe | 39.7 | 17.7 | 193.0 | 3200.0 | female | 2009 |
| 107 | 113 | Adelie | Biscoe | 42.2 | 19.5 | 197.0 | 4275.0 | male | 2009 |
| 108 | 114 | Adelie | Biscoe | 39.6 | 20.7 | 191.0 | 3900.0 | female | 2009 |
| 101 | 107 | Adelie | Biscoe | 38.2 | 20.0 | 190.0 | 3900.0 | male | 2009 |
| 92 | 98 | Adelie | Dream | 33.1 | 16.1 | 178.0 | 2900.0 | female | 2008 |
| 91 | 97 | Adelie | Dream | 40.3 | 18.5 | 196.0 | 4350.0 | male | 2008 |
| 90 | 96 | Adelie | Dream | 38.1 | 18.6 | 190.0 | 3700.0 | female | 2008 |
| 75 | 81 | Adelie | Torgersen | 42.9 | 17.6 | 196.0 | 4700.0 | male | 2008 |
| 76 | 82 | Adelie | Torgersen | 36.7 | 18.8 | 187.0 | 3800.0 | female | 2008 |
| 77 | 83 | Adelie | Torgersen | 35.1 | 19.4 | 193.0 | 4200.0 | male | 2008 |
| 78 | 84 | Adelie | Dream | 37.3 | 17.8 | 191.0 | 3350.0 | female | 2008 |
| 79 | 85 | Adelie | Dream | 41.3 | 20.3 | 194.0 | 3550.0 | male | 2008 |
| 80 | 86 | Adelie | Dream | 36.3 | 19.5 | 190.0 | 3800.0 | male | 2008 |
| 81 | 87 | Adelie | Dream | 36.9 | 18.6 | 189.0 | 3500.0 | female | 2008 |
| 82 | 88 | Adelie | Dream | 38.3 | 19.2 | 189.0 | 3950.0 | male | 2008 |
| 83 | 89 | Adelie | Dream | 38.9 | 18.8 | 190.0 | 3600.0 | female | 2008 |
| 84 | 90 | Adelie | Dream | 35.7 | 18.0 | 202.0 | 3550.0 | female | 2008 |
| 85 | 91 | Adelie | Dream | 41.1 | 18.1 | 205.0 | 4300.0 | male | 2008 |
| 86 | 92 | Adelie | Dream | 34.0 | 17.1 | 185.0 | 3400.0 | female | 2008 |
| 87 | 93 | Adelie | Dream | 39.6 | 18.1 | 186.0 | 4450.0 | male | 2008 |
| 88 | 94 | Adelie | Dream | 36.2 | 17.3 | 187.0 | 3300.0 | female | 2008 |
| 89 | 95 | Adelie | Dream | 40.8 | 18.9 | 208.0 | 4300.0 | male | 2008 |
| 109 | 115 | Adelie | Biscoe | 42.7 | 18.3 | 196.0 | 4075.0 | male | 2009 |
| 74 | 80 | Adelie | Torgersen | 34.6 | 17.2 | 189.0 | 3200.0 | female | 2008 |
| 110 | 116 | Adelie | Torgersen | 38.6 | 17.0 | 188.0 | 2900.0 | female | 2009 |
| 112 | 118 | Adelie | Torgersen | 35.7 | 17.0 | 189.0 | 3350.0 | female | 2009 |
| 132 | 138 | Adelie | Dream | 37.0 | 16.5 | 185.0 | 3400.0 | female | 2009 |
| 133 | 139 | Adelie | Dream | 39.7 | 17.9 | 193.0 | 4250.0 | male | 2009 |
| 134 | 140 | Adelie | Dream | 40.2 | 17.1 | 193.0 | 3400.0 | female | 2009 |
| 135 | 141 | Adelie | Dream | 40.6 | 17.2 | 187.0 | 3475.0 | male | 2009 |
| 136 | 142 | Adelie | Dream | 32.1 | 15.5 | 188.0 | 3050.0 | female | 2009 |
| 137 | 143 | Adelie | Dream | 40.7 | 17.0 | 190.0 | 3725.0 | male | 2009 |
| 131 | 137 | Adelie | Dream | 40.2 | 20.1 | 200.0 | 3975.0 | male | 2009 |
| 138 | 144 | Adelie | Dream | 37.3 | 16.8 | 192.0 | 3000.0 | female | 2009 |
| 140 | 146 | Adelie | Dream | 39.2 | 18.6 | 190.0 | 4250.0 | male | 2009 |
| 141 | 147 | Adelie | Dream | 36.6 | 18.4 | 184.0 | 3475.0 | female | 2009 |
| 142 | 148 | Adelie | Dream | 36.0 | 17.8 | 195.0 | 3450.0 | female | 2009 |
| 143 | 149 | Adelie | Dream | 37.8 | 18.1 | 193.0 | 3750.0 | male | 2009 |
| 144 | 150 | Adelie | Dream | 36.0 | 17.1 | 187.0 | 3700.0 | female | 2009 |
| 145 | 151 | Adelie | Dream | 41.5 | 18.5 | 201.0 | 4000.0 | male | 2009 |
| 139 | 145 | Adelie | Dream | 39.0 | 18.7 | 185.0 | 3650.0 | male | 2009 |
| 130 | 136 | Adelie | Dream | 35.6 | 17.5 | 191.0 | 3175.0 | female | 2009 |
| 129 | 135 | Adelie | Dream | 41.1 | 17.5 | 190.0 | 3900.0 | male | 2009 |
| 128 | 134 | Adelie | Dream | 38.1 | 17.6 | 187.0 | 3425.0 | female | 2009 |
| 113 | 119 | Adelie | Torgersen | 41.1 | 18.6 | 189.0 | 3325.0 | male | 2009 |
| 114 | 120 | Adelie | Torgersen | 36.2 | 17.2 | 187.0 | 3150.0 | female | 2009 |
| 115 | 121 | Adelie | Torgersen | 37.7 | 19.8 | 198.0 | 3500.0 | male | 2009 |
| 116 | 122 | Adelie | Torgersen | 40.2 | 17.0 | 176.0 | 3450.0 | female | 2009 |
| 117 | 123 | Adelie | Torgersen | 41.4 | 18.5 | 202.0 | 3875.0 | male | 2009 |
| 118 | 124 | Adelie | Torgersen | 35.2 | 15.9 | 186.0 | 3050.0 | female | 2009 |
| 119 | 125 | Adelie | Torgersen | 40.6 | 19.0 | 199.0 | 4000.0 | male | 2009 |
| 120 | 126 | Adelie | Torgersen | 38.8 | 17.6 | 191.0 | 3275.0 | female | 2009 |
| 121 | 127 | Adelie | Torgersen | 41.5 | 18.3 | 195.0 | 4300.0 | male | 2009 |
| 122 | 128 | Adelie | Torgersen | 39.0 | 17.1 | 191.0 | 3050.0 | female | 2009 |
| 123 | 129 | Adelie | Torgersen | 44.1 | 18.0 | 210.0 | 4000.0 | male | 2009 |
| 124 | 130 | Adelie | Torgersen | 38.5 | 17.9 | 190.0 | 3325.0 | female | 2009 |
| 125 | 131 | Adelie | Torgersen | 43.1 | 19.2 | 197.0 | 3500.0 | male | 2009 |
| 126 | 132 | Adelie | Dream | 36.8 | 18.5 | 193.0 | 3500.0 | female | 2009 |
| 127 | 133 | Adelie | Dream | 37.5 | 18.5 | 199.0 | 4475.0 | male | 2009 |
| 111 | 117 | Adelie | Torgersen | 37.3 | 20.5 | 199.0 | 3775.0 | male | 2009 |
| 73 | 79 | Adelie | Torgersen | 42.1 | 19.1 | 195.0 | 4000.0 | male | 2008 |
| 105 | 111 | Adelie | Biscoe | 45.6 | 20.3 | 191.0 | 4600.0 | male | 2009 |
| 71 | 77 | Adelie | Torgersen | 37.2 | 19.4 | 184.0 | 3900.0 | male | 2008 |
| 20 | 25 | Adelie | Biscoe | 35.3 | 18.9 | 187.0 | 3800.0 | female | 2007 |
| 21 | 26 | Adelie | Biscoe | 40.6 | 18.6 | 183.0 | 3550.0 | male | 2007 |
| 22 | 27 | Adelie | Biscoe | 40.5 | 17.9 | 187.0 | 3200.0 | female | 2007 |
| 23 | 28 | Adelie | Biscoe | 37.9 | 18.6 | 172.0 | 3150.0 | female | 2007 |
| 24 | 29 | Adelie | Biscoe | 40.5 | 18.9 | 180.0 | 3950.0 | male | 2007 |
| 25 | 30 | Adelie | Dream | 39.5 | 16.7 | 178.0 | 3250.0 | female | 2007 |
| 19 | 24 | Adelie | Biscoe | 38.8 | 17.2 | 180.0 | 3800.0 | male | 2007 |
| 26 | 31 | Adelie | Dream | 37.2 | 18.1 | 178.0 | 3900.0 | male | 2007 |
| 28 | 33 | Adelie | Dream | 40.9 | 18.9 | 184.0 | 3900.0 | male | 2007 |
| 29 | 34 | Adelie | Dream | 36.4 | 17.0 | 195.0 | 3325.0 | female | 2007 |
| 30 | 35 | Adelie | Dream | 39.2 | 21.1 | 196.0 | 4150.0 | male | 2007 |
| 31 | 36 | Adelie | Dream | 38.8 | 20.0 | 190.0 | 3950.0 | male | 2007 |
| 32 | 37 | Adelie | Dream | 42.2 | 18.5 | 180.0 | 3550.0 | female | 2007 |
| 33 | 38 | Adelie | Dream | 37.6 | 19.3 | 181.0 | 3300.0 | female | 2007 |
| 27 | 32 | Adelie | Dream | 39.5 | 17.8 | 188.0 | 3300.0 | female | 2007 |
| 18 | 23 | Adelie | Biscoe | 38.2 | 18.1 | 185.0 | 3950.0 | male | 2007 |
| 17 | 22 | Adelie | Biscoe | 35.9 | 19.2 | 189.0 | 3800.0 | female | 2007 |
| 16 | 21 | Adelie | Biscoe | 37.7 | 18.7 | 180.0 | 3600.0 | male | 2007 |
| 1 | 1 | Adelie | Torgersen | 39.5 | 17.4 | 186.0 | 3800.0 | female | 2007 |
| 2 | 2 | Adelie | Torgersen | 40.3 | 18.0 | 195.0 | 3250.0 | female | 2007 |
| 3 | 4 | Adelie | Torgersen | 36.7 | 19.3 | 193.0 | 3450.0 | female | 2007 |
| 72 | 78 | Adelie | Torgersen | 36.2 | 16.1 | 187.0 | 3550.0 | female | 2008 |
| 5 | 6 | Adelie | Torgersen | 38.9 | 17.8 | 181.0 | 3625.0 | female | 2007 |
| 6 | 7 | Adelie | Torgersen | 39.2 | 19.6 | 195.0 | 4675.0 | male | 2007 |
| 7 | 12 | Adelie | Torgersen | 41.1 | 17.6 | 182.0 | 3200.0 | female | 2007 |
| 8 | 13 | Adelie | Torgersen | 38.6 | 21.2 | 191.0 | 3800.0 | male | 2007 |
| 9 | 14 | Adelie | Torgersen | 34.6 | 21.1 | 198.0 | 4400.0 | male | 2007 |
| 10 | 15 | Adelie | Torgersen | 36.6 | 17.8 | 185.0 | 3700.0 | female | 2007 |
| 11 | 16 | Adelie | Torgersen | 38.7 | 19.0 | 195.0 | 3450.0 | female | 2007 |
| 12 | 17 | Adelie | Torgersen | 42.5 | 20.7 | 197.0 | 4500.0 | male | 2007 |
| 13 | 18 | Adelie | Torgersen | 34.4 | 18.4 | 184.0 | 3325.0 | female | 2007 |
| 14 | 19 | Adelie | Torgersen | 46.0 | 21.5 | 194.0 | 4200.0 | male | 2007 |
| 15 | 20 | Adelie | Biscoe | 37.8 | 18.3 | 174.0 | 3400.0 | female | 2007 |
| 34 | 39 | Adelie | Dream | 39.8 | 19.1 | 184.0 | 4650.0 | male | 2007 |
| 35 | 40 | Adelie | Dream | 36.5 | 18.0 | 182.0 | 3150.0 | female | 2007 |
| 4 | 5 | Adelie | Torgersen | 39.3 | 20.6 | 190.0 | 3650.0 | male | 2007 |
| 37 | 42 | Adelie | Dream | 36.0 | 18.5 | 186.0 | 3100.0 | female | 2007 |
| 56 | 62 | Adelie | Biscoe | 37.6 | 17.0 | 185.0 | 3600.0 | female | 2008 |
| 57 | 63 | Adelie | Biscoe | 41.1 | 18.2 | 192.0 | 4050.0 | male | 2008 |
| 58 | 64 | Adelie | Biscoe | 36.4 | 17.1 | 184.0 | 2850.0 | female | 2008 |
| 59 | 65 | Adelie | Biscoe | 41.6 | 18.0 | 192.0 | 3950.0 | male | 2008 |
| 60 | 66 | Adelie | Biscoe | 35.5 | 16.2 | 195.0 | 3350.0 | female | 2008 |
| 61 | 67 | Adelie | Biscoe | 41.1 | 19.1 | 188.0 | 4100.0 | male | 2008 |
| 62 | 68 | Adelie | Torgersen | 35.9 | 16.6 | 190.0 | 3050.0 | female | 2008 |
| 63 | 69 | Adelie | Torgersen | 41.8 | 19.4 | 198.0 | 4450.0 | male | 2008 |
| 64 | 70 | Adelie | Torgersen | 33.5 | 19.0 | 190.0 | 3600.0 | female | 2008 |
| 65 | 71 | Adelie | Torgersen | 39.7 | 18.4 | 190.0 | 3900.0 | male | 2008 |
| 66 | 72 | Adelie | Torgersen | 39.6 | 17.2 | 196.0 | 3550.0 | female | 2008 |
| 67 | 73 | Adelie | Torgersen | 45.8 | 18.9 | 197.0 | 4150.0 | male | 2008 |
| 68 | 74 | Adelie | Torgersen | 35.5 | 17.5 | 190.0 | 3700.0 | female | 2008 |
| 70 | 76 | Adelie | Torgersen | 40.9 | 16.8 | 191.0 | 3700.0 | female | 2008 |
| 36 | 41 | Adelie | Dream | 40.8 | 18.4 | 195.0 | 3900.0 | male | 2007 |
| 55 | 61 | Adelie | Biscoe | 41.3 | 21.1 | 195.0 | 4400.0 | male | 2008 |
| 54 | 60 | Adelie | Biscoe | 35.7 | 16.9 | 185.0 | 3150.0 | female | 2008 |
| 69 | 75 | Adelie | Torgersen | 42.8 | 18.5 | 195.0 | 4250.0 | male | 2008 |
| 52 | 58 | Adelie | Biscoe | 36.5 | 16.6 | 181.0 | 2850.0 | female | 2008 |
| 53 | 59 | Adelie | Biscoe | 37.6 | 19.1 | 194.0 | 3750.0 | male | 2008 |
| 39 | 44 | Adelie | Dream | 37.0 | 16.9 | 185.0 | 3000.0 | female | 2007 |
| 40 | 45 | Adelie | Dream | 39.6 | 18.8 | 190.0 | 4600.0 | male | 2007 |
| 41 | 46 | Adelie | Dream | 41.1 | 19.0 | 182.0 | 3425.0 | male | 2007 |
| 42 | 48 | Adelie | Dream | 36.0 | 17.9 | 190.0 | 3450.0 | female | 2007 |
| 43 | 49 | Adelie | Dream | 42.3 | 21.2 | 191.0 | 4150.0 | male | 2007 |
| 44 | 50 | Adelie | Biscoe | 39.6 | 17.7 | 186.0 | 3500.0 | female | 2008 |
| 38 | 43 | Adelie | Dream | 44.1 | 19.7 | 196.0 | 4400.0 | male | 2007 |
| 46 | 52 | Adelie | Biscoe | 35.0 | 17.9 | 190.0 | 3450.0 | female | 2008 |
| 47 | 53 | Adelie | Biscoe | 42.0 | 19.5 | 200.0 | 4050.0 | male | 2008 |
| 48 | 54 | Adelie | Biscoe | 34.5 | 18.1 | 187.0 | 2900.0 | female | 2008 |
| 49 | 55 | Adelie | Biscoe | 41.4 | 18.6 | 191.0 | 3700.0 | male | 2008 |
| 50 | 56 | Adelie | Biscoe | 39.0 | 17.5 | 186.0 | 3550.0 | female | 2008 |
| 51 | 57 | Adelie | Biscoe | 40.6 | 18.8 | 193.0 | 3800.0 | male | 2008 |
| 45 | 51 | Adelie | Biscoe | 40.1 | 18.9 | 188.0 | 4300.0 | male | 2008 |
| 284 | 295 | Chinstrap | Dream | 49.2 | 18.2 | 195.0 | 4400.0 | male | 2007 |
| 285 | 296 | Chinstrap | Dream | 42.4 | 17.3 | 181.0 | 3600.0 | female | 2007 |
| 286 | 297 | Chinstrap | Dream | 48.5 | 17.5 | 191.0 | 3400.0 | male | 2007 |
| 287 | 298 | Chinstrap | Dream | 43.2 | 16.6 | 187.0 | 2900.0 | female | 2007 |
| 288 | 299 | Chinstrap | Dream | 50.6 | 19.4 | 193.0 | 3800.0 | male | 2007 |
| 291 | 302 | Chinstrap | Dream | 50.5 | 18.4 | 200.0 | 3400.0 | female | 2008 |
| 290 | 301 | Chinstrap | Dream | 52.0 | 19.0 | 197.0 | 4150.0 | male | 2007 |
| 292 | 303 | Chinstrap | Dream | 49.5 | 19.0 | 200.0 | 3800.0 | male | 2008 |
| 293 | 304 | Chinstrap | Dream | 46.4 | 17.8 | 191.0 | 3700.0 | female | 2008 |
| 294 | 305 | Chinstrap | Dream | 52.8 | 20.0 | 205.0 | 4550.0 | male | 2008 |
| 283 | 294 | Chinstrap | Dream | 46.4 | 18.6 | 190.0 | 3450.0 | female | 2007 |
| 296 | 307 | Chinstrap | Dream | 54.2 | 20.8 | 201.0 | 4300.0 | male | 2008 |
| 289 | 300 | Chinstrap | Dream | 46.7 | 17.9 | 195.0 | 3300.0 | female | 2007 |
| 295 | 306 | Chinstrap | Dream | 40.9 | 16.6 | 187.0 | 3200.0 | female | 2008 |
| 275 | 286 | Chinstrap | Dream | 46.6 | 17.8 | 193.0 | 3800.0 | female | 2007 |
| 281 | 292 | Chinstrap | Dream | 50.3 | 20.0 | 197.0 | 3300.0 | male | 2007 |
| 267 | 278 | Chinstrap | Dream | 51.3 | 19.2 | 193.0 | 3650.0 | male | 2007 |
| 297 | 308 | Chinstrap | Dream | 42.5 | 16.7 | 187.0 | 3350.0 | female | 2008 |
| 268 | 279 | Chinstrap | Dream | 45.4 | 18.7 | 188.0 | 3525.0 | female | 2007 |
| 269 | 280 | Chinstrap | Dream | 52.7 | 19.8 | 197.0 | 3725.0 | male | 2007 |
| 270 | 281 | Chinstrap | Dream | 45.2 | 17.8 | 198.0 | 3950.0 | female | 2007 |
| 271 | 282 | Chinstrap | Dream | 46.1 | 18.2 | 178.0 | 3250.0 | female | 2007 |
| 282 | 293 | Chinstrap | Dream | 58.0 | 17.8 | 181.0 | 3700.0 | female | 2007 |
| 272 | 283 | Chinstrap | Dream | 51.3 | 18.2 | 197.0 | 3750.0 | male | 2007 |
| 274 | 285 | Chinstrap | Dream | 51.3 | 19.9 | 198.0 | 3700.0 | male | 2007 |
| 276 | 287 | Chinstrap | Dream | 51.7 | 20.3 | 194.0 | 3775.0 | male | 2007 |
| 277 | 288 | Chinstrap | Dream | 47.0 | 17.3 | 185.0 | 3700.0 | female | 2007 |
| 278 | 289 | Chinstrap | Dream | 52.0 | 18.1 | 201.0 | 4050.0 | male | 2007 |
| 279 | 290 | Chinstrap | Dream | 45.9 | 17.1 | 190.0 | 3575.0 | female | 2007 |
| 280 | 291 | Chinstrap | Dream | 50.5 | 19.6 | 201.0 | 4050.0 | male | 2007 |
| 273 | 284 | Chinstrap | Dream | 46.0 | 18.9 | 195.0 | 4150.0 | female | 2007 |
| 298 | 309 | Chinstrap | Dream | 51.0 | 18.8 | 203.0 | 4100.0 | male | 2008 |
| 315 | 326 | Chinstrap | Dream | 48.1 | 16.4 | 199.0 | 3325.0 | female | 2009 |
| 300 | 311 | Chinstrap | Dream | 47.5 | 16.8 | 199.0 | 3900.0 | female | 2008 |
| 266 | 277 | Chinstrap | Dream | 50.0 | 19.5 | 196.0 | 3900.0 | male | 2007 |
| 330 | 341 | Chinstrap | Dream | 49.6 | 18.2 | 193.0 | 3775.0 | male | 2009 |
| 329 | 340 | Chinstrap | Dream | 43.5 | 18.1 | 202.0 | 3400.0 | female | 2009 |
| 328 | 339 | Chinstrap | Dream | 55.8 | 19.8 | 207.0 | 4000.0 | male | 2009 |
| 327 | 338 | Chinstrap | Dream | 45.7 | 17.0 | 195.0 | 3650.0 | female | 2009 |
| 326 | 337 | Chinstrap | Dream | 46.8 | 16.5 | 189.0 | 3650.0 | female | 2009 |
| 325 | 336 | Chinstrap | Dream | 51.9 | 19.5 | 206.0 | 3950.0 | male | 2009 |
| 324 | 335 | Chinstrap | Dream | 45.6 | 19.4 | 194.0 | 3525.0 | female | 2009 |
| 323 | 334 | Chinstrap | Dream | 50.2 | 18.8 | 202.0 | 3800.0 | male | 2009 |
| 322 | 333 | Chinstrap | Dream | 49.3 | 19.9 | 203.0 | 4050.0 | male | 2009 |
| 321 | 332 | Chinstrap | Dream | 45.2 | 16.6 | 191.0 | 3250.0 | female | 2009 |
| 320 | 331 | Chinstrap | Dream | 52.2 | 18.8 | 197.0 | 3450.0 | male | 2009 |
| 319 | 330 | Chinstrap | Dream | 42.5 | 17.3 | 187.0 | 3350.0 | female | 2009 |
| 318 | 329 | Chinstrap | Dream | 50.7 | 19.7 | 203.0 | 4050.0 | male | 2009 |
| 299 | 310 | Chinstrap | Dream | 49.7 | 18.6 | 195.0 | 3600.0 | male | 2008 |
| 317 | 328 | Chinstrap | Dream | 45.7 | 17.3 | 193.0 | 3600.0 | female | 2009 |
| 314 | 325 | Chinstrap | Dream | 49.8 | 17.3 | 198.0 | 3675.0 | female | 2009 |
| 313 | 324 | Chinstrap | Dream | 51.5 | 18.7 | 187.0 | 3250.0 | male | 2009 |
| 312 | 323 | Chinstrap | Dream | 49.0 | 19.6 | 212.0 | 4300.0 | male | 2009 |
| 311 | 322 | Chinstrap | Dream | 50.1 | 17.9 | 190.0 | 3400.0 | female | 2009 |
| 310 | 321 | Chinstrap | Dream | 50.8 | 18.5 | 201.0 | 4450.0 | male | 2009 |
| 309 | 320 | Chinstrap | Dream | 50.9 | 17.9 | 196.0 | 3675.0 | female | 2009 |
| 308 | 319 | Chinstrap | Dream | 45.5 | 17.0 | 196.0 | 3500.0 | female | 2008 |
| 307 | 318 | Chinstrap | Dream | 50.9 | 19.1 | 196.0 | 3550.0 | male | 2008 |
| 306 | 317 | Chinstrap | Dream | 46.2 | 17.5 | 187.0 | 3650.0 | female | 2008 |
| 305 | 316 | Chinstrap | Dream | 49.0 | 19.5 | 210.0 | 3950.0 | male | 2008 |
| 304 | 315 | Chinstrap | Dream | 53.5 | 19.9 | 205.0 | 4500.0 | male | 2008 |
| 303 | 314 | Chinstrap | Dream | 46.9 | 16.6 | 192.0 | 2700.0 | female | 2008 |
| 302 | 313 | Chinstrap | Dream | 52.0 | 20.7 | 210.0 | 4800.0 | male | 2008 |
| 301 | 312 | Chinstrap | Dream | 47.6 | 18.3 | 195.0 | 3850.0 | female | 2008 |
| 316 | 327 | Chinstrap | Dream | 51.4 | 19.0 | 201.0 | 3950.0 | male | 2009 |
| 265 | 276 | Chinstrap | Dream | 46.5 | 17.9 | 192.0 | 3500.0 | female | 2007 |
| 332 | 343 | Chinstrap | Dream | 50.2 | 18.7 | 198.0 | 3775.0 | female | 2009 |
| 331 | 342 | Chinstrap | Dream | 50.8 | 19.0 | 210.0 | 4100.0 | male | 2009 |
| 213 | 221 | Gentoo | Biscoe | 50.7 | 15.0 | 223.0 | 5550.0 | male | 2008 |
| 177 | 184 | Gentoo | Biscoe | 45.1 | 14.5 | 207.0 | 5050.0 | female | 2007 |
| 178 | 185 | Gentoo | Biscoe | 59.6 | 17.0 | 230.0 | 6050.0 | male | 2007 |
| 179 | 186 | Gentoo | Biscoe | 49.1 | 14.8 | 220.0 | 5150.0 | female | 2008 |
| 180 | 187 | Gentoo | Biscoe | 48.4 | 16.3 | 220.0 | 5400.0 | male | 2008 |
| 181 | 188 | Gentoo | Biscoe | 42.6 | 13.7 | 213.0 | 4950.0 | female | 2008 |
| 182 | 189 | Gentoo | Biscoe | 44.4 | 17.3 | 219.0 | 5250.0 | male | 2008 |
| 183 | 190 | Gentoo | Biscoe | 44.0 | 13.6 | 208.0 | 4350.0 | female | 2008 |
| 184 | 191 | Gentoo | Biscoe | 48.7 | 15.7 | 208.0 | 5350.0 | male | 2008 |
| 185 | 192 | Gentoo | Biscoe | 42.7 | 13.7 | 208.0 | 3950.0 | female | 2008 |
| 186 | 193 | Gentoo | Biscoe | 49.6 | 16.0 | 225.0 | 5700.0 | male | 2008 |
| 187 | 194 | Gentoo | Biscoe | 45.3 | 13.7 | 210.0 | 4300.0 | female | 2008 |
| 176 | 183 | Gentoo | Biscoe | 42.8 | 14.2 | 209.0 | 4700.0 | female | 2007 |
| 188 | 195 | Gentoo | Biscoe | 49.6 | 15.0 | 216.0 | 4750.0 | male | 2008 |
| 190 | 197 | Gentoo | Biscoe | 43.6 | 13.9 | 217.0 | 4900.0 | female | 2008 |
| 191 | 198 | Gentoo | Biscoe | 45.5 | 13.9 | 210.0 | 4200.0 | female | 2008 |
| 192 | 199 | Gentoo | Biscoe | 50.5 | 15.9 | 225.0 | 5400.0 | male | 2008 |
| 193 | 200 | Gentoo | Biscoe | 44.9 | 13.3 | 213.0 | 5100.0 | female | 2008 |
| 194 | 201 | Gentoo | Biscoe | 45.2 | 15.8 | 215.0 | 5300.0 | male | 2008 |
| 195 | 202 | Gentoo | Biscoe | 46.6 | 14.2 | 210.0 | 4850.0 | female | 2008 |
| 196 | 203 | Gentoo | Biscoe | 48.5 | 14.1 | 220.0 | 5300.0 | male | 2008 |
| 197 | 204 | Gentoo | Biscoe | 45.1 | 14.4 | 210.0 | 4400.0 | female | 2008 |
| 198 | 205 | Gentoo | Biscoe | 50.1 | 15.0 | 225.0 | 5000.0 | male | 2008 |
| 199 | 206 | Gentoo | Biscoe | 46.5 | 14.4 | 217.0 | 4900.0 | female | 2008 |
| 200 | 207 | Gentoo | Biscoe | 45.0 | 15.4 | 220.0 | 5050.0 | male | 2008 |
| 201 | 208 | Gentoo | Biscoe | 43.8 | 13.9 | 208.0 | 4300.0 | female | 2008 |
| 189 | 196 | Gentoo | Biscoe | 50.5 | 15.9 | 222.0 | 5550.0 | male | 2008 |
| 175 | 182 | Gentoo | Biscoe | 47.3 | 15.3 | 222.0 | 5250.0 | male | 2007 |
| 174 | 181 | Gentoo | Biscoe | 50.0 | 15.3 | 220.0 | 5550.0 | male | 2007 |
| 173 | 180 | Gentoo | Biscoe | 48.2 | 14.3 | 210.0 | 4600.0 | female | 2007 |
| 146 | 152 | Gentoo | Biscoe | 46.1 | 13.2 | 211.0 | 4500.0 | female | 2007 |
| 147 | 153 | Gentoo | Biscoe | 50.0 | 16.3 | 230.0 | 5700.0 | male | 2007 |
| 148 | 154 | Gentoo | Biscoe | 48.7 | 14.1 | 210.0 | 4450.0 | female | 2007 |
| 149 | 155 | Gentoo | Biscoe | 50.0 | 15.2 | 218.0 | 5700.0 | male | 2007 |
| 150 | 156 | Gentoo | Biscoe | 47.6 | 14.5 | 215.0 | 5400.0 | male | 2007 |
| 151 | 157 | Gentoo | Biscoe | 46.5 | 13.5 | 210.0 | 4550.0 | female | 2007 |
| 152 | 158 | Gentoo | Biscoe | 45.4 | 14.6 | 211.0 | 4800.0 | female | 2007 |
| 153 | 159 | Gentoo | Biscoe | 46.7 | 15.3 | 219.0 | 5200.0 | male | 2007 |
| 154 | 160 | Gentoo | Biscoe | 43.3 | 13.4 | 209.0 | 4400.0 | female | 2007 |
| 155 | 161 | Gentoo | Biscoe | 46.8 | 15.4 | 215.0 | 5150.0 | male | 2007 |
| 156 | 162 | Gentoo | Biscoe | 40.9 | 13.7 | 214.0 | 4650.0 | female | 2007 |
| 157 | 163 | Gentoo | Biscoe | 49.0 | 16.1 | 216.0 | 5550.0 | male | 2007 |
| 202 | 209 | Gentoo | Biscoe | 45.5 | 15.0 | 220.0 | 5000.0 | male | 2008 |
| 158 | 164 | Gentoo | Biscoe | 45.5 | 13.7 | 214.0 | 4650.0 | female | 2007 |
| 160 | 166 | Gentoo | Biscoe | 45.8 | 14.6 | 210.0 | 4200.0 | female | 2007 |
| 161 | 167 | Gentoo | Biscoe | 49.3 | 15.7 | 217.0 | 5850.0 | male | 2007 |
| 162 | 168 | Gentoo | Biscoe | 42.0 | 13.5 | 210.0 | 4150.0 | female | 2007 |
| 163 | 169 | Gentoo | Biscoe | 49.2 | 15.2 | 221.0 | 6300.0 | male | 2007 |
| 164 | 170 | Gentoo | Biscoe | 46.2 | 14.5 | 209.0 | 4800.0 | female | 2007 |
| 165 | 171 | Gentoo | Biscoe | 48.7 | 15.1 | 222.0 | 5350.0 | male | 2007 |
| 167 | 173 | Gentoo | Biscoe | 45.1 | 14.5 | 215.0 | 5000.0 | female | 2007 |
| 168 | 174 | Gentoo | Biscoe | 46.5 | 14.5 | 213.0 | 4400.0 | female | 2007 |
| 169 | 175 | Gentoo | Biscoe | 46.3 | 15.8 | 215.0 | 5050.0 | male | 2007 |
| 170 | 176 | Gentoo | Biscoe | 42.9 | 13.1 | 215.0 | 5000.0 | female | 2007 |
| 171 | 177 | Gentoo | Biscoe | 46.1 | 15.1 | 215.0 | 5100.0 | male | 2007 |
| 172 | 179 | Gentoo | Biscoe | 47.8 | 15.0 | 215.0 | 5650.0 | male | 2007 |
| 159 | 165 | Gentoo | Biscoe | 48.4 | 14.6 | 213.0 | 5850.0 | male | 2007 |
| 203 | 210 | Gentoo | Biscoe | 43.2 | 14.5 | 208.0 | 4450.0 | female | 2008 |
| 204 | 211 | Gentoo | Biscoe | 50.4 | 15.3 | 224.0 | 5550.0 | male | 2008 |
| 205 | 212 | Gentoo | Biscoe | 45.3 | 13.8 | 208.0 | 4200.0 | female | 2008 |
| 239 | 247 | Gentoo | Biscoe | 50.8 | 15.7 | 226.0 | 5200.0 | male | 2009 |
| 238 | 246 | Gentoo | Biscoe | 44.5 | 14.7 | 214.0 | 4850.0 | female | 2009 |
| 237 | 245 | Gentoo | Biscoe | 49.5 | 16.1 | 224.0 | 5650.0 | male | 2009 |
| 236 | 244 | Gentoo | Biscoe | 45.5 | 14.5 | 212.0 | 4750.0 | female | 2009 |
| 235 | 243 | Gentoo | Biscoe | 52.2 | 17.1 | 228.0 | 5400.0 | male | 2009 |
| 234 | 242 | Gentoo | Biscoe | 47.5 | 15.0 | 218.0 | 4950.0 | female | 2009 |
| 233 | 241 | Gentoo | Biscoe | 52.1 | 17.0 | 230.0 | 5550.0 | male | 2009 |
| 232 | 240 | Gentoo | Biscoe | 47.5 | 14.0 | 212.0 | 4875.0 | female | 2009 |
| 231 | 239 | Gentoo | Biscoe | 51.3 | 14.2 | 218.0 | 5300.0 | male | 2009 |
| 230 | 238 | Gentoo | Biscoe | 43.4 | 14.4 | 218.0 | 4600.0 | female | 2009 |
| 229 | 237 | Gentoo | Biscoe | 50.8 | 17.3 | 228.0 | 5600.0 | male | 2009 |
| 228 | 236 | Gentoo | Biscoe | 44.9 | 13.8 | 212.0 | 4750.0 | female | 2009 |
| 240 | 248 | Gentoo | Biscoe | 49.4 | 15.8 | 216.0 | 4925.0 | male | 2009 |
| 227 | 235 | Gentoo | Biscoe | 50.0 | 15.9 | 224.0 | 5350.0 | male | 2009 |
| 225 | 233 | Gentoo | Biscoe | 52.5 | 15.6 | 221.0 | 5450.0 | male | 2009 |
| 224 | 232 | Gentoo | Biscoe | 49.1 | 14.5 | 212.0 | 4625.0 | female | 2009 |
| 223 | 231 | Gentoo | Biscoe | 45.2 | 16.4 | 223.0 | 5950.0 | male | 2008 |
| 222 | 230 | Gentoo | Biscoe | 45.2 | 13.8 | 215.0 | 4750.0 | female | 2008 |
| 221 | 229 | Gentoo | Biscoe | 51.1 | 16.3 | 220.0 | 6000.0 | male | 2008 |
| 220 | 228 | Gentoo | Biscoe | 47.5 | 14.2 | 209.0 | 4600.0 | female | 2008 |
| 219 | 227 | Gentoo | Biscoe | 48.6 | 16.0 | 230.0 | 5800.0 | male | 2008 |
| 218 | 226 | Gentoo | Biscoe | 46.4 | 15.0 | 216.0 | 4700.0 | female | 2008 |
| 217 | 225 | Gentoo | Biscoe | 46.5 | 14.8 | 217.0 | 5200.0 | female | 2008 |
| 216 | 224 | Gentoo | Biscoe | 48.2 | 15.6 | 221.0 | 5100.0 | male | 2008 |
| 215 | 223 | Gentoo | Biscoe | 46.4 | 15.6 | 221.0 | 5000.0 | male | 2008 |
| 214 | 222 | Gentoo | Biscoe | 47.7 | 15.0 | 216.0 | 4750.0 | female | 2008 |
| 226 | 234 | Gentoo | Biscoe | 47.4 | 14.6 | 212.0 | 4725.0 | female | 2009 |
| 241 | 249 | Gentoo | Biscoe | 46.9 | 14.6 | 222.0 | 4875.0 | female | 2009 |
| 242 | 250 | Gentoo | Biscoe | 48.4 | 14.4 | 203.0 | 4625.0 | female | 2009 |
| 243 | 251 | Gentoo | Biscoe | 51.1 | 16.5 | 225.0 | 5250.0 | male | 2009 |
| 206 | 213 | Gentoo | Biscoe | 46.2 | 14.9 | 221.0 | 5300.0 | male | 2008 |
| 207 | 214 | Gentoo | Biscoe | 45.7 | 13.9 | 214.0 | 4400.0 | female | 2008 |
| 208 | 215 | Gentoo | Biscoe | 54.3 | 15.7 | 231.0 | 5650.0 | male | 2008 |
| 209 | 216 | Gentoo | Biscoe | 45.8 | 14.2 | 219.0 | 4700.0 | female | 2008 |
| 210 | 217 | Gentoo | Biscoe | 49.8 | 16.8 | 230.0 | 5700.0 | male | 2008 |
| 211 | 219 | Gentoo | Biscoe | 49.5 | 16.2 | 229.0 | 5800.0 | male | 2008 |
| 264 | 275 | Gentoo | Biscoe | 49.9 | 16.1 | 213.0 | 5400.0 | male | 2009 |
| 263 | 274 | Gentoo | Biscoe | 45.2 | 14.8 | 212.0 | 5200.0 | female | 2009 |
| 262 | 273 | Gentoo | Biscoe | 50.4 | 15.7 | 222.0 | 5750.0 | male | 2009 |
| 261 | 272 | Gentoo | Biscoe | 46.8 | 14.3 | 215.0 | 4850.0 | female | 2009 |
| 260 | 270 | Gentoo | Biscoe | 47.2 | 13.7 | 214.0 | 4925.0 | female | 2009 |
| 259 | 269 | Gentoo | Biscoe | 48.8 | 16.2 | 222.0 | 6000.0 | male | 2009 |
| 258 | 267 | Gentoo | Biscoe | 55.1 | 16.0 | 230.0 | 5850.0 | male | 2009 |
| 257 | 266 | Gentoo | Biscoe | 46.2 | 14.1 | 217.0 | 4375.0 | female | 2009 |
| 256 | 265 | Gentoo | Biscoe | 51.5 | 16.3 | 230.0 | 5500.0 | male | 2009 |
| 255 | 264 | Gentoo | Biscoe | 43.5 | 15.2 | 213.0 | 4650.0 | female | 2009 |
| 254 | 263 | Gentoo | Biscoe | 49.8 | 15.9 | 229.0 | 5950.0 | male | 2009 |
| 253 | 262 | Gentoo | Biscoe | 50.5 | 15.2 | 216.0 | 5000.0 | female | 2009 |
| 252 | 261 | Gentoo | Biscoe | 48.1 | 15.1 | 209.0 | 5500.0 | male | 2009 |
| 251 | 260 | Gentoo | Biscoe | 43.3 | 14.0 | 208.0 | 4575.0 | female | 2009 |
| 250 | 259 | Gentoo | Biscoe | 53.4 | 15.8 | 219.0 | 5500.0 | male | 2009 |
| 249 | 258 | Gentoo | Biscoe | 41.7 | 14.7 | 210.0 | 4700.0 | female | 2009 |
| 248 | 257 | Gentoo | Biscoe | 46.8 | 16.1 | 215.0 | 5500.0 | male | 2009 |
| 247 | 255 | Gentoo | Biscoe | 49.1 | 15.0 | 228.0 | 5500.0 | male | 2009 |
| 246 | 254 | Gentoo | Biscoe | 47.2 | 15.5 | 215.0 | 4975.0 | female | 2009 |
| 245 | 253 | Gentoo | Biscoe | 55.9 | 17.0 | 228.0 | 5600.0 | male | 2009 |
| 244 | 252 | Gentoo | Biscoe | 48.5 | 15.0 | 219.0 | 4850.0 | female | 2009 |
| 212 | 220 | Gentoo | Biscoe | 43.5 | 14.2 | 220.0 | 4700.0 | female | 2008 |
| 166 | 172 | Gentoo | Biscoe | 50.2 | 14.3 | 218.0 | 5700.0 | male | 2007 |
Next we will set up a linked selections instance that will allow us to perform cross-filtering on the plots we will create in the next step:
ls = hv.link_selections.instance()
def count(selected):
return f"## {len(selected)}/{len(penguins)} penguins selected"
selected = pn.pane.Markdown(
pn.bind(count, ls.selection_param(penguins)),
align='center', width=400, margin=(0, 100, 0, 0)
)
header = pn.Row(
pn.layout.HSpacer(), selected,
sizing_mode='stretch_width'
).servable(area='header')
selected
Now we can start plotting the data with hvPlot, which provides a familiar API to pandas .plot users but generates interactive plots and use the linked selections object to allow cross-filtering across the plots:
colors = {
'Adelie': '#1f77b4',
'Gentoo': '#ff7f0e',
'Chinstrap': '#2ca02c'
}
scatter = penguins.hvplot.points(
'bill_length_mm', 'bill_depth_mm', c='species',
cmap=colors, responsive=True, min_height=300
)
histogram = penguins.hvplot.hist(
'body_mass_g', by='species', color=hv.dim('species').categorize(colors),
legend=False, alpha=0.5, responsive=True, min_height=300
)
bars = penguins.hvplot.bar(
'species', 'index', c='species', cmap=colors,
responsive=True, min_height=300, ylabel=''
).aggregate(function=np.count_nonzero)
violin = penguins.hvplot.violin(
'flipper_length_mm', by=['species', 'sex'], cmap='Category20',
responsive=True, min_height=300, legend='bottom_right'
).opts(split='sex')
plots = pn.pane.HoloViews(
ls(scatter.opts(show_legend=False) + bars + histogram + violin).opts(sizing_mode='stretch_both').cols(2)
).servable(title='Palmer Penguins')
plots
