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Multiple scatter plot (#3)
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* basic support for pandas series

* added limits property to axis

* added hacky multiple scatter via color param

* quick and dirty name setting

* added legend in splapdash support

* moved drawing functionality to separate module

* adding manifest for including dataset

* added legend draw test

* added some tests for pandas api

* added faux test for color array
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@CDonnerer
CDonnerer committed Dec 12, 2020
1 parent 0424067 commit ac7e2c7
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Showing 13 changed files with 703 additions and 124 deletions.
1 change: 1 addition & 0 deletions MANIFEST.in
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recursive-include shellplot/datasets *.csv
13 changes: 13 additions & 0 deletions examples/penguins_eda.py
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"""EDA example for penguins data
"""

import pandas as pd

import shellplot as plt

pd.set_option("plotting.backend", "shellplot")
df = plt.load_dataset("penguins")

df["bill_length_mm"].hist(bins=20)

plt.plot(df["bill_length_mm"], df["flipper_length_mm"], color=df["species"])
1 change: 0 additions & 1 deletion setup.cfg
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Expand Up @@ -78,7 +78,6 @@ extras = True
addopts =
--cov shellplot --cov-report term-missing
--verbose
-s
norecursedirs =
dist
build
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6 changes: 4 additions & 2 deletions src/shellplot/__init__.py
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Expand Up @@ -10,6 +10,8 @@
finally:
del get_distribution, DistributionNotFound

from shellplot import pandas_api
from shellplot import pandas_api # noqa: F401

from shellplot.plots import plot, hist
from shellplot.plots import plot, hist # noqa: F401

from shellplot.utils import load_dataset # noqa: F401
345 changes: 345 additions & 0 deletions src/shellplot/datasets/penguins.csv
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species,island,bill_length_mm,bill_depth_mm,flipper_length_mm,body_mass_g,sex
Adelie,Torgersen,39.1,18.7,181,3750,MALE
Adelie,Torgersen,39.5,17.4,186,3800,FEMALE
Adelie,Torgersen,40.3,18,195,3250,FEMALE
Adelie,Torgersen,,,,,
Adelie,Torgersen,36.7,19.3,193,3450,FEMALE
Adelie,Torgersen,39.3,20.6,190,3650,MALE
Adelie,Torgersen,38.9,17.8,181,3625,FEMALE
Adelie,Torgersen,39.2,19.6,195,4675,MALE
Adelie,Torgersen,34.1,18.1,193,3475,
Adelie,Torgersen,42,20.2,190,4250,
Adelie,Torgersen,37.8,17.1,186,3300,
Adelie,Torgersen,37.8,17.3,180,3700,
Adelie,Torgersen,41.1,17.6,182,3200,FEMALE
Adelie,Torgersen,38.6,21.2,191,3800,MALE
Adelie,Torgersen,34.6,21.1,198,4400,MALE
Adelie,Torgersen,36.6,17.8,185,3700,FEMALE
Adelie,Torgersen,38.7,19,195,3450,FEMALE
Adelie,Torgersen,42.5,20.7,197,4500,MALE
Adelie,Torgersen,34.4,18.4,184,3325,FEMALE
Adelie,Torgersen,46,21.5,194,4200,MALE
Adelie,Biscoe,37.8,18.3,174,3400,FEMALE
Adelie,Biscoe,37.7,18.7,180,3600,MALE
Adelie,Biscoe,35.9,19.2,189,3800,FEMALE
Adelie,Biscoe,38.2,18.1,185,3950,MALE
Adelie,Biscoe,38.8,17.2,180,3800,MALE
Adelie,Biscoe,35.3,18.9,187,3800,FEMALE
Adelie,Biscoe,40.6,18.6,183,3550,MALE
Adelie,Biscoe,40.5,17.9,187,3200,FEMALE
Adelie,Biscoe,37.9,18.6,172,3150,FEMALE
Adelie,Biscoe,40.5,18.9,180,3950,MALE
Adelie,Dream,39.5,16.7,178,3250,FEMALE
Adelie,Dream,37.2,18.1,178,3900,MALE
Adelie,Dream,39.5,17.8,188,3300,FEMALE
Adelie,Dream,40.9,18.9,184,3900,MALE
Adelie,Dream,36.4,17,195,3325,FEMALE
Adelie,Dream,39.2,21.1,196,4150,MALE
Adelie,Dream,38.8,20,190,3950,MALE
Adelie,Dream,42.2,18.5,180,3550,FEMALE
Adelie,Dream,37.6,19.3,181,3300,FEMALE
Adelie,Dream,39.8,19.1,184,4650,MALE
Adelie,Dream,36.5,18,182,3150,FEMALE
Adelie,Dream,40.8,18.4,195,3900,MALE
Adelie,Dream,36,18.5,186,3100,FEMALE
Adelie,Dream,44.1,19.7,196,4400,MALE
Adelie,Dream,37,16.9,185,3000,FEMALE
Adelie,Dream,39.6,18.8,190,4600,MALE
Adelie,Dream,41.1,19,182,3425,MALE
Adelie,Dream,37.5,18.9,179,2975,
Adelie,Dream,36,17.9,190,3450,FEMALE
Adelie,Dream,42.3,21.2,191,4150,MALE
Adelie,Biscoe,39.6,17.7,186,3500,FEMALE
Adelie,Biscoe,40.1,18.9,188,4300,MALE
Adelie,Biscoe,35,17.9,190,3450,FEMALE
Adelie,Biscoe,42,19.5,200,4050,MALE
Adelie,Biscoe,34.5,18.1,187,2900,FEMALE
Adelie,Biscoe,41.4,18.6,191,3700,MALE
Adelie,Biscoe,39,17.5,186,3550,FEMALE
Adelie,Biscoe,40.6,18.8,193,3800,MALE
Adelie,Biscoe,36.5,16.6,181,2850,FEMALE
Adelie,Biscoe,37.6,19.1,194,3750,MALE
Adelie,Biscoe,35.7,16.9,185,3150,FEMALE
Adelie,Biscoe,41.3,21.1,195,4400,MALE
Adelie,Biscoe,37.6,17,185,3600,FEMALE
Adelie,Biscoe,41.1,18.2,192,4050,MALE
Adelie,Biscoe,36.4,17.1,184,2850,FEMALE
Adelie,Biscoe,41.6,18,192,3950,MALE
Adelie,Biscoe,35.5,16.2,195,3350,FEMALE
Adelie,Biscoe,41.1,19.1,188,4100,MALE
Adelie,Torgersen,35.9,16.6,190,3050,FEMALE
Adelie,Torgersen,41.8,19.4,198,4450,MALE
Adelie,Torgersen,33.5,19,190,3600,FEMALE
Adelie,Torgersen,39.7,18.4,190,3900,MALE
Adelie,Torgersen,39.6,17.2,196,3550,FEMALE
Adelie,Torgersen,45.8,18.9,197,4150,MALE
Adelie,Torgersen,35.5,17.5,190,3700,FEMALE
Adelie,Torgersen,42.8,18.5,195,4250,MALE
Adelie,Torgersen,40.9,16.8,191,3700,FEMALE
Adelie,Torgersen,37.2,19.4,184,3900,MALE
Adelie,Torgersen,36.2,16.1,187,3550,FEMALE
Adelie,Torgersen,42.1,19.1,195,4000,MALE
Adelie,Torgersen,34.6,17.2,189,3200,FEMALE
Adelie,Torgersen,42.9,17.6,196,4700,MALE
Adelie,Torgersen,36.7,18.8,187,3800,FEMALE
Adelie,Torgersen,35.1,19.4,193,4200,MALE
Adelie,Dream,37.3,17.8,191,3350,FEMALE
Adelie,Dream,41.3,20.3,194,3550,MALE
Adelie,Dream,36.3,19.5,190,3800,MALE
Adelie,Dream,36.9,18.6,189,3500,FEMALE
Adelie,Dream,38.3,19.2,189,3950,MALE
Adelie,Dream,38.9,18.8,190,3600,FEMALE
Adelie,Dream,35.7,18,202,3550,FEMALE
Adelie,Dream,41.1,18.1,205,4300,MALE
Adelie,Dream,34,17.1,185,3400,FEMALE
Adelie,Dream,39.6,18.1,186,4450,MALE
Adelie,Dream,36.2,17.3,187,3300,FEMALE
Adelie,Dream,40.8,18.9,208,4300,MALE
Adelie,Dream,38.1,18.6,190,3700,FEMALE
Adelie,Dream,40.3,18.5,196,4350,MALE
Adelie,Dream,33.1,16.1,178,2900,FEMALE
Adelie,Dream,43.2,18.5,192,4100,MALE
Adelie,Biscoe,35,17.9,192,3725,FEMALE
Adelie,Biscoe,41,20,203,4725,MALE
Adelie,Biscoe,37.7,16,183,3075,FEMALE
Adelie,Biscoe,37.8,20,190,4250,MALE
Adelie,Biscoe,37.9,18.6,193,2925,FEMALE
Adelie,Biscoe,39.7,18.9,184,3550,MALE
Adelie,Biscoe,38.6,17.2,199,3750,FEMALE
Adelie,Biscoe,38.2,20,190,3900,MALE
Adelie,Biscoe,38.1,17,181,3175,FEMALE
Adelie,Biscoe,43.2,19,197,4775,MALE
Adelie,Biscoe,38.1,16.5,198,3825,FEMALE
Adelie,Biscoe,45.6,20.3,191,4600,MALE
Adelie,Biscoe,39.7,17.7,193,3200,FEMALE
Adelie,Biscoe,42.2,19.5,197,4275,MALE
Adelie,Biscoe,39.6,20.7,191,3900,FEMALE
Adelie,Biscoe,42.7,18.3,196,4075,MALE
Adelie,Torgersen,38.6,17,188,2900,FEMALE
Adelie,Torgersen,37.3,20.5,199,3775,MALE
Adelie,Torgersen,35.7,17,189,3350,FEMALE
Adelie,Torgersen,41.1,18.6,189,3325,MALE
Adelie,Torgersen,36.2,17.2,187,3150,FEMALE
Adelie,Torgersen,37.7,19.8,198,3500,MALE
Adelie,Torgersen,40.2,17,176,3450,FEMALE
Adelie,Torgersen,41.4,18.5,202,3875,MALE
Adelie,Torgersen,35.2,15.9,186,3050,FEMALE
Adelie,Torgersen,40.6,19,199,4000,MALE
Adelie,Torgersen,38.8,17.6,191,3275,FEMALE
Adelie,Torgersen,41.5,18.3,195,4300,MALE
Adelie,Torgersen,39,17.1,191,3050,FEMALE
Adelie,Torgersen,44.1,18,210,4000,MALE
Adelie,Torgersen,38.5,17.9,190,3325,FEMALE
Adelie,Torgersen,43.1,19.2,197,3500,MALE
Adelie,Dream,36.8,18.5,193,3500,FEMALE
Adelie,Dream,37.5,18.5,199,4475,MALE
Adelie,Dream,38.1,17.6,187,3425,FEMALE
Adelie,Dream,41.1,17.5,190,3900,MALE
Adelie,Dream,35.6,17.5,191,3175,FEMALE
Adelie,Dream,40.2,20.1,200,3975,MALE
Adelie,Dream,37,16.5,185,3400,FEMALE
Adelie,Dream,39.7,17.9,193,4250,MALE
Adelie,Dream,40.2,17.1,193,3400,FEMALE
Adelie,Dream,40.6,17.2,187,3475,MALE
Adelie,Dream,32.1,15.5,188,3050,FEMALE
Adelie,Dream,40.7,17,190,3725,MALE
Adelie,Dream,37.3,16.8,192,3000,FEMALE
Adelie,Dream,39,18.7,185,3650,MALE
Adelie,Dream,39.2,18.6,190,4250,MALE
Adelie,Dream,36.6,18.4,184,3475,FEMALE
Adelie,Dream,36,17.8,195,3450,FEMALE
Adelie,Dream,37.8,18.1,193,3750,MALE
Adelie,Dream,36,17.1,187,3700,FEMALE
Adelie,Dream,41.5,18.5,201,4000,MALE
Chinstrap,Dream,46.5,17.9,192,3500,FEMALE
Chinstrap,Dream,50,19.5,196,3900,MALE
Chinstrap,Dream,51.3,19.2,193,3650,MALE
Chinstrap,Dream,45.4,18.7,188,3525,FEMALE
Chinstrap,Dream,52.7,19.8,197,3725,MALE
Chinstrap,Dream,45.2,17.8,198,3950,FEMALE
Chinstrap,Dream,46.1,18.2,178,3250,FEMALE
Chinstrap,Dream,51.3,18.2,197,3750,MALE
Chinstrap,Dream,46,18.9,195,4150,FEMALE
Chinstrap,Dream,51.3,19.9,198,3700,MALE
Chinstrap,Dream,46.6,17.8,193,3800,FEMALE
Chinstrap,Dream,51.7,20.3,194,3775,MALE
Chinstrap,Dream,47,17.3,185,3700,FEMALE
Chinstrap,Dream,52,18.1,201,4050,MALE
Chinstrap,Dream,45.9,17.1,190,3575,FEMALE
Chinstrap,Dream,50.5,19.6,201,4050,MALE
Chinstrap,Dream,50.3,20,197,3300,MALE
Chinstrap,Dream,58,17.8,181,3700,FEMALE
Chinstrap,Dream,46.4,18.6,190,3450,FEMALE
Chinstrap,Dream,49.2,18.2,195,4400,MALE
Chinstrap,Dream,42.4,17.3,181,3600,FEMALE
Chinstrap,Dream,48.5,17.5,191,3400,MALE
Chinstrap,Dream,43.2,16.6,187,2900,FEMALE
Chinstrap,Dream,50.6,19.4,193,3800,MALE
Chinstrap,Dream,46.7,17.9,195,3300,FEMALE
Chinstrap,Dream,52,19,197,4150,MALE
Chinstrap,Dream,50.5,18.4,200,3400,FEMALE
Chinstrap,Dream,49.5,19,200,3800,MALE
Chinstrap,Dream,46.4,17.8,191,3700,FEMALE
Chinstrap,Dream,52.8,20,205,4550,MALE
Chinstrap,Dream,40.9,16.6,187,3200,FEMALE
Chinstrap,Dream,54.2,20.8,201,4300,MALE
Chinstrap,Dream,42.5,16.7,187,3350,FEMALE
Chinstrap,Dream,51,18.8,203,4100,MALE
Chinstrap,Dream,49.7,18.6,195,3600,MALE
Chinstrap,Dream,47.5,16.8,199,3900,FEMALE
Chinstrap,Dream,47.6,18.3,195,3850,FEMALE
Chinstrap,Dream,52,20.7,210,4800,MALE
Chinstrap,Dream,46.9,16.6,192,2700,FEMALE
Chinstrap,Dream,53.5,19.9,205,4500,MALE
Chinstrap,Dream,49,19.5,210,3950,MALE
Chinstrap,Dream,46.2,17.5,187,3650,FEMALE
Chinstrap,Dream,50.9,19.1,196,3550,MALE
Chinstrap,Dream,45.5,17,196,3500,FEMALE
Chinstrap,Dream,50.9,17.9,196,3675,FEMALE
Chinstrap,Dream,50.8,18.5,201,4450,MALE
Chinstrap,Dream,50.1,17.9,190,3400,FEMALE
Chinstrap,Dream,49,19.6,212,4300,MALE
Chinstrap,Dream,51.5,18.7,187,3250,MALE
Chinstrap,Dream,49.8,17.3,198,3675,FEMALE
Chinstrap,Dream,48.1,16.4,199,3325,FEMALE
Chinstrap,Dream,51.4,19,201,3950,MALE
Chinstrap,Dream,45.7,17.3,193,3600,FEMALE
Chinstrap,Dream,50.7,19.7,203,4050,MALE
Chinstrap,Dream,42.5,17.3,187,3350,FEMALE
Chinstrap,Dream,52.2,18.8,197,3450,MALE
Chinstrap,Dream,45.2,16.6,191,3250,FEMALE
Chinstrap,Dream,49.3,19.9,203,4050,MALE
Chinstrap,Dream,50.2,18.8,202,3800,MALE
Chinstrap,Dream,45.6,19.4,194,3525,FEMALE
Chinstrap,Dream,51.9,19.5,206,3950,MALE
Chinstrap,Dream,46.8,16.5,189,3650,FEMALE
Chinstrap,Dream,45.7,17,195,3650,FEMALE
Chinstrap,Dream,55.8,19.8,207,4000,MALE
Chinstrap,Dream,43.5,18.1,202,3400,FEMALE
Chinstrap,Dream,49.6,18.2,193,3775,MALE
Chinstrap,Dream,50.8,19,210,4100,MALE
Chinstrap,Dream,50.2,18.7,198,3775,FEMALE
Gentoo,Biscoe,46.1,13.2,211,4500,FEMALE
Gentoo,Biscoe,50,16.3,230,5700,MALE
Gentoo,Biscoe,48.7,14.1,210,4450,FEMALE
Gentoo,Biscoe,50,15.2,218,5700,MALE
Gentoo,Biscoe,47.6,14.5,215,5400,MALE
Gentoo,Biscoe,46.5,13.5,210,4550,FEMALE
Gentoo,Biscoe,45.4,14.6,211,4800,FEMALE
Gentoo,Biscoe,46.7,15.3,219,5200,MALE
Gentoo,Biscoe,43.3,13.4,209,4400,FEMALE
Gentoo,Biscoe,46.8,15.4,215,5150,MALE
Gentoo,Biscoe,40.9,13.7,214,4650,FEMALE
Gentoo,Biscoe,49,16.1,216,5550,MALE
Gentoo,Biscoe,45.5,13.7,214,4650,FEMALE
Gentoo,Biscoe,48.4,14.6,213,5850,MALE
Gentoo,Biscoe,45.8,14.6,210,4200,FEMALE
Gentoo,Biscoe,49.3,15.7,217,5850,MALE
Gentoo,Biscoe,42,13.5,210,4150,FEMALE
Gentoo,Biscoe,49.2,15.2,221,6300,MALE
Gentoo,Biscoe,46.2,14.5,209,4800,FEMALE
Gentoo,Biscoe,48.7,15.1,222,5350,MALE
Gentoo,Biscoe,50.2,14.3,218,5700,MALE
Gentoo,Biscoe,45.1,14.5,215,5000,FEMALE
Gentoo,Biscoe,46.5,14.5,213,4400,FEMALE
Gentoo,Biscoe,46.3,15.8,215,5050,MALE
Gentoo,Biscoe,42.9,13.1,215,5000,FEMALE
Gentoo,Biscoe,46.1,15.1,215,5100,MALE
Gentoo,Biscoe,44.5,14.3,216,4100,
Gentoo,Biscoe,47.8,15,215,5650,MALE
Gentoo,Biscoe,48.2,14.3,210,4600,FEMALE
Gentoo,Biscoe,50,15.3,220,5550,MALE
Gentoo,Biscoe,47.3,15.3,222,5250,MALE
Gentoo,Biscoe,42.8,14.2,209,4700,FEMALE
Gentoo,Biscoe,45.1,14.5,207,5050,FEMALE
Gentoo,Biscoe,59.6,17,230,6050,MALE
Gentoo,Biscoe,49.1,14.8,220,5150,FEMALE
Gentoo,Biscoe,48.4,16.3,220,5400,MALE
Gentoo,Biscoe,42.6,13.7,213,4950,FEMALE
Gentoo,Biscoe,44.4,17.3,219,5250,MALE
Gentoo,Biscoe,44,13.6,208,4350,FEMALE
Gentoo,Biscoe,48.7,15.7,208,5350,MALE
Gentoo,Biscoe,42.7,13.7,208,3950,FEMALE
Gentoo,Biscoe,49.6,16,225,5700,MALE
Gentoo,Biscoe,45.3,13.7,210,4300,FEMALE
Gentoo,Biscoe,49.6,15,216,4750,MALE
Gentoo,Biscoe,50.5,15.9,222,5550,MALE
Gentoo,Biscoe,43.6,13.9,217,4900,FEMALE
Gentoo,Biscoe,45.5,13.9,210,4200,FEMALE
Gentoo,Biscoe,50.5,15.9,225,5400,MALE
Gentoo,Biscoe,44.9,13.3,213,5100,FEMALE
Gentoo,Biscoe,45.2,15.8,215,5300,MALE
Gentoo,Biscoe,46.6,14.2,210,4850,FEMALE
Gentoo,Biscoe,48.5,14.1,220,5300,MALE
Gentoo,Biscoe,45.1,14.4,210,4400,FEMALE
Gentoo,Biscoe,50.1,15,225,5000,MALE
Gentoo,Biscoe,46.5,14.4,217,4900,FEMALE
Gentoo,Biscoe,45,15.4,220,5050,MALE
Gentoo,Biscoe,43.8,13.9,208,4300,FEMALE
Gentoo,Biscoe,45.5,15,220,5000,MALE
Gentoo,Biscoe,43.2,14.5,208,4450,FEMALE
Gentoo,Biscoe,50.4,15.3,224,5550,MALE
Gentoo,Biscoe,45.3,13.8,208,4200,FEMALE
Gentoo,Biscoe,46.2,14.9,221,5300,MALE
Gentoo,Biscoe,45.7,13.9,214,4400,FEMALE
Gentoo,Biscoe,54.3,15.7,231,5650,MALE
Gentoo,Biscoe,45.8,14.2,219,4700,FEMALE
Gentoo,Biscoe,49.8,16.8,230,5700,MALE
Gentoo,Biscoe,46.2,14.4,214,4650,
Gentoo,Biscoe,49.5,16.2,229,5800,MALE
Gentoo,Biscoe,43.5,14.2,220,4700,FEMALE
Gentoo,Biscoe,50.7,15,223,5550,MALE
Gentoo,Biscoe,47.7,15,216,4750,FEMALE
Gentoo,Biscoe,46.4,15.6,221,5000,MALE
Gentoo,Biscoe,48.2,15.6,221,5100,MALE
Gentoo,Biscoe,46.5,14.8,217,5200,FEMALE
Gentoo,Biscoe,46.4,15,216,4700,FEMALE
Gentoo,Biscoe,48.6,16,230,5800,MALE
Gentoo,Biscoe,47.5,14.2,209,4600,FEMALE
Gentoo,Biscoe,51.1,16.3,220,6000,MALE
Gentoo,Biscoe,45.2,13.8,215,4750,FEMALE
Gentoo,Biscoe,45.2,16.4,223,5950,MALE
Gentoo,Biscoe,49.1,14.5,212,4625,FEMALE
Gentoo,Biscoe,52.5,15.6,221,5450,MALE
Gentoo,Biscoe,47.4,14.6,212,4725,FEMALE
Gentoo,Biscoe,50,15.9,224,5350,MALE
Gentoo,Biscoe,44.9,13.8,212,4750,FEMALE
Gentoo,Biscoe,50.8,17.3,228,5600,MALE
Gentoo,Biscoe,43.4,14.4,218,4600,FEMALE
Gentoo,Biscoe,51.3,14.2,218,5300,MALE
Gentoo,Biscoe,47.5,14,212,4875,FEMALE
Gentoo,Biscoe,52.1,17,230,5550,MALE
Gentoo,Biscoe,47.5,15,218,4950,FEMALE
Gentoo,Biscoe,52.2,17.1,228,5400,MALE
Gentoo,Biscoe,45.5,14.5,212,4750,FEMALE
Gentoo,Biscoe,49.5,16.1,224,5650,MALE
Gentoo,Biscoe,44.5,14.7,214,4850,FEMALE
Gentoo,Biscoe,50.8,15.7,226,5200,MALE
Gentoo,Biscoe,49.4,15.8,216,4925,MALE
Gentoo,Biscoe,46.9,14.6,222,4875,FEMALE
Gentoo,Biscoe,48.4,14.4,203,4625,FEMALE
Gentoo,Biscoe,51.1,16.5,225,5250,MALE
Gentoo,Biscoe,48.5,15,219,4850,FEMALE
Gentoo,Biscoe,55.9,17,228,5600,MALE
Gentoo,Biscoe,47.2,15.5,215,4975,FEMALE
Gentoo,Biscoe,49.1,15,228,5500,MALE
Gentoo,Biscoe,47.3,13.8,216,4725,
Gentoo,Biscoe,46.8,16.1,215,5500,MALE
Gentoo,Biscoe,41.7,14.7,210,4700,FEMALE
Gentoo,Biscoe,53.4,15.8,219,5500,MALE
Gentoo,Biscoe,43.3,14,208,4575,FEMALE
Gentoo,Biscoe,48.1,15.1,209,5500,MALE
Gentoo,Biscoe,50.5,15.2,216,5000,FEMALE
Gentoo,Biscoe,49.8,15.9,229,5950,MALE
Gentoo,Biscoe,43.5,15.2,213,4650,FEMALE
Gentoo,Biscoe,51.5,16.3,230,5500,MALE
Gentoo,Biscoe,46.2,14.1,217,4375,FEMALE
Gentoo,Biscoe,55.1,16,230,5850,MALE
Gentoo,Biscoe,44.5,15.7,217,4875,
Gentoo,Biscoe,48.8,16.2,222,6000,MALE
Gentoo,Biscoe,47.2,13.7,214,4925,FEMALE
Gentoo,Biscoe,,,,,
Gentoo,Biscoe,46.8,14.3,215,4850,FEMALE
Gentoo,Biscoe,50.4,15.7,222,5750,MALE
Gentoo,Biscoe,45.2,14.8,212,5200,FEMALE
Gentoo,Biscoe,49.9,16.1,213,5400,MALE

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