From 38a72ee2f9cfc90b79f81ec6cb8ad94bcf9bb72a Mon Sep 17 00:00:00 2001 From: MacPingu Date: Tue, 30 Mar 2021 13:32:19 +0200 Subject: [PATCH] added pandas process (#111) * added pandas process Co-authored-by: Trevor James Smith <10819524+Zeitsperre@users.noreply.github.com> --- emu/processes/__init__.py | 2 + emu/processes/wps_pandas.py | 50 ++++++ environment.yml | 8 +- requirements.txt | 1 + tests/test_wps_caps.py | 1 + tests/test_wps_pandas.py | 49 +++++ tests/testdata/penguins.csv | 345 ++++++++++++++++++++++++++++++++++++ 7 files changed, 453 insertions(+), 3 deletions(-) create mode 100644 emu/processes/wps_pandas.py create mode 100644 tests/test_wps_pandas.py create mode 100644 tests/testdata/penguins.csv diff --git a/emu/processes/__init__.py b/emu/processes/__init__.py index 9f658b7..13522f9 100644 --- a/emu/processes/__init__.py +++ b/emu/processes/__init__.py @@ -19,6 +19,7 @@ from .wps_ncml import NcMLAgg from .wps_translation import Translation from .wps_geodata import GeoData +from .wps_pandas import Pandas processes = [ @@ -43,4 +44,5 @@ NcMLAgg(), Translation(), GeoData(), + Pandas(), ] diff --git a/emu/processes/wps_pandas.py b/emu/processes/wps_pandas.py new file mode 100644 index 0000000..a0c1245 --- /dev/null +++ b/emu/processes/wps_pandas.py @@ -0,0 +1,50 @@ +import logging + +from pywps import FORMATS, Format, ComplexInput, ComplexOutput, Process +from pywps.app.Common import Metadata + +LOGGER = logging.getLogger("PYWPS") + + +class Pandas(Process): + """ + Notes: + + Create some statisics with pandas from a CSV file. + """ + def __init__(self): + inputs = [ + ComplexInput('csv', 'CSV document', + abstract='A CSV document', + supported_formats=[Format('text/csv', extension='.csv'), FORMATS.TEXT]), ] + outputs = [ + ComplexOutput('output', 'Output', + as_reference=True, + supported_formats=[FORMATS.JSON]), ] + + super(Pandas, self).__init__( + self._handler, + identifier='pandas', + title='Pandas', + abstract="Create statisics using Pandas", + version='1.0', + metadata=[ + Metadata('User Guide', 'http://emu.readthedocs.io/en/latest/') + ], + inputs=inputs, + outputs=outputs, + store_supported=True, + status_supported=True) + + def _handler(self, request, response): + # optional dependency + import pandas as pd + # start + response.update_status('Pandas Process started.', 0) + # read csv + df = pd.read_csv(request.inputs['csv'][0].stream) + # convert to json + response.outputs['output'].data = df.to_json(orient='records') + # done + response.update_status('Pandas Process completed.', 100) + return response diff --git a/environment.yml b/environment.yml index 7e8021d..bc8bcef 100644 --- a/environment.yml +++ b/environment.yml @@ -5,15 +5,17 @@ channels: dependencies: - pip - python>=3.6 -- pywps>=4.4 +- pywps>=4.4.0 - jinja2 - click - psutil - defusedxml +# GeoJSON +- geomet +# pandas +- pandas # opendap support - netcdf4 - xarray # tests - pytest -- pip: - - geomet diff --git a/requirements.txt b/requirements.txt index 3aee510..a788da1 100644 --- a/requirements.txt +++ b/requirements.txt @@ -6,3 +6,4 @@ defusedxml geomet xarray netCDF4 +pandas diff --git a/tests/test_wps_caps.py b/tests/test_wps_caps.py index b25ae77..b7f5258 100644 --- a/tests/test_wps_caps.py +++ b/tests/test_wps_caps.py @@ -27,6 +27,7 @@ def test_wps_caps(): 'ncml', 'non.py-id', 'output_formats', + 'pandas', 'poly_centroid', 'show_error', 'simple_dry_run', diff --git a/tests/test_wps_pandas.py b/tests/test_wps_pandas.py new file mode 100644 index 0000000..c0263d2 --- /dev/null +++ b/tests/test_wps_pandas.py @@ -0,0 +1,49 @@ +import json +from pywps import Service +from pywps import get_ElementMakerForVersion + +from .common import client_for, resource_file, get_output +from emu.processes.wps_pandas import Pandas + +VERSION = "1.0.0" + +WPS, OWS = get_ElementMakerForVersion(VERSION) + + +def test_wps_pandas_embedded(): + client = client_for(Service(processes=[Pandas()])) + text = open(resource_file("penguins.csv")).read() + request_doc = WPS.Execute( + OWS.Identifier('pandas'), + WPS.DataInputs( + WPS.Input( + OWS.Identifier('csv'), + WPS.Data(WPS.ComplexData(text, mimeType='text/csv')) + ) + ), + WPS.ResponseForm( + WPS.RawDataOutput( + OWS.Identifier('output') + ) + ), + version='1.0.0' + ) + resp = client.post_xml(doc=request_doc) + assert resp.status_code == 200 + penguins = json.loads(resp.data) + assert penguins[0]['species'] == "Adelie" + + +def test_wps_pandas_as_ref(): + client = client_for(Service(processes=[Pandas()])) + datainputs = "csv=@xlink:href={0}".format( + "https://raw.githubusercontent.com/mwaskom/seaborn-data/master/penguins.csv") + resp = client.get( + service='wps', request='execute', version='1.0.0', + identifier='pandas', + datainputs=datainputs, + rawdataoutput='output=@mimetype=application/json' + ) + assert resp.status_code == 200 + penguins = json.loads(resp.data) + assert penguins[0]['species'] == "Adelie" diff --git a/tests/testdata/penguins.csv b/tests/testdata/penguins.csv new file mode 100644 index 0000000..51fd0fe --- /dev/null +++ b/tests/testdata/penguins.csv @@ -0,0 +1,345 @@ +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