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dvorkbod / emodnet-data-visualization.ipynb
Last active September 6, 2019 07:17
EMODnet - Data Visualization.ipynb
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@dvorkbod
dvorkbod / DutchShellFish_restricted_manyclasses.csv
Created September 4, 2019 16:00
Dutch shellfish - many classes
We can't make this file beautiful and searchable because it's too large.
datecollected,yearcollected,monthcollected,decimallongitude,decimallatitude,Bedabundance,fishing,bathy,BO_phosphate,BO_nitrate,BO_salinity,BO_sstmax,BO_sstmean,BO_dissox,BO2_curvelmax_bdmax,BO2_lightbotmax_bdmax,coastdist,substrate,scientificname
2016-05-09,2016,5,4.0,52.1,3.449,1.81689143180847,21.5900001525879,1.21549999713898,21.975000381469695,32.983001708984396,19.4950008392334,12.0740003585815,5.75,0.203469932079315,0.000325045199133456,11853.8528329823,Sand,Ophiura ophiura
2010-05-26,2010,5,5.20833333,53.56666667,0.674,0.07403614372015,20.8199996948242,0.7674999833106991,15.4469995498657,33.180999755859396,18.885999679565398,11.609999656677198,6.12099981307983,0.334083020687103,9.718755609355871e-05,18047.5291544934,Sand,Chamelea striatula
2010-05-17,2010,5,4.58333333,52.7,1.249,0.5694596171379089,15.7600002288818,1.0132999420166,19.9039993286133,32.6389999389648,19.409000396728498,11.961000442504899,5.84899997711182,0.286751121282578,1.32941313495394e-05,3742.86357037543,Sand,Diogenes pugilator
2010-0
@dvorkbod
dvorkbod / DutchShellFish_restricted_5classes.csv
Created September 4, 2019 15:58
Dutch shellfish data - 5 and 7 classes
We can't make this file beautiful and searchable because it's too large.
datecollected,yearcollected,monthcollected,decimallongitude,decimallatitude,Bedabundance,fishing,bathy,BO_phosphate,BO_nitrate,BO_salinity,BO_sstmax,BO_sstmean,BO_dissox,BO2_curvelmax_bdmax,BO2_lightbotmax_bdmax,coastdist,substrate,scientificname
2005-04-18,2005,4,3.81666667,51.83333333,0.5,11.0907888412476,6.84000015258789,1.34969997406006,23.358999252319304,33.088001251220696,19.6420001983643,12.388999938964801,5.69099998474121,0.221823051571846,51.7110404968262,3687.3046778311,Sand,Liocarcinus holsatus
2014-06-26,2014,6,3.85,51.8,1.594,5.60157108306885,3.0999999046325697,1.36979997158051,24.0400009155273,32.8930015563965,19.658000946044897,12.3400001525879,5.675000190734861,0.197717845439911,51.9965934753418,1194.30560521187,Sand,Spisula subtruncata
2007-05-21,2007,5,4.20833333,52.2,7.989,1.2593146562576298,18.6100006103516,1.21159994602203,22.6100006103516,32.652999877929695,19.5510005950928,12.0100002288818,5.75600004196167,0.215151369571686,0.00011980297131231101,9761.17771995232,Sand,Ensis
2011-05-12,2
@dvorkbod
dvorkbod / DutchShellFish_restricted_5classes.csv
Created September 4, 2019 15:41
Dutch shellfish - many classes
We can't make this file beautiful and searchable because it's too large.
datecollected,yearcollected,monthcollected,decimallongitude,decimallatitude,Bedabundance,fishing,bathy,BO_phosphate,BO_nitrate,BO_salinity,BO_sstmax,BO_sstmean,BO_dissox,BO2_curvelmax_bdmax,BO2_lightbotmax_bdmax,coastdist,substrate,scientificname
2005-04-18,2005,4,3.81666667,51.83333333,0.5,11.0907888412476,6.84000015258789,1.34969997406006,23.358999252319304,33.088001251220696,19.6420001983643,12.388999938964801,5.69099998474121,0.221823051571846,51.7110404968262,3687.3046778311,Sand,Liocarcinus holsatus
2014-06-26,2014,6,3.85,51.8,1.594,5.60157108306885,3.0999999046325697,1.36979997158051,24.0400009155273,32.8930015563965,19.658000946044897,12.3400001525879,5.675000190734861,0.197717845439911,51.9965934753418,1194.30560521187,Sand,Spisula subtruncata
2007-05-21,2007,5,4.20833333,52.2,7.989,1.2593146562576298,18.6100006103516,1.21159994602203,22.6100006103516,32.652999877929695,19.5510005950928,12.0100002288818,5.75600004196167,0.215151369571686,0.00011980297131231101,9761.17771995232,Sand,Ensis
2011-05-12,2
@dvorkbod
dvorkbod / ml_intro_dutchshellfish.ipynb
Last active September 6, 2019 07:49
ML_intro_DutchShellFish.ipynb
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@dvorkbod
dvorkbod / DutchShellFish_restricted_3classes.csv
Created September 4, 2019 08:45
Dutch Shellfish data - 3 classes
We can't make this file beautiful and searchable because it's too large.
datecollected,yearcollected,monthcollected,decimallongitude,decimallatitude,Bedabundance,fishing,bathy,BO_phosphate,BO_nitrate,BO_salinity,BO_sstmax,BO_sstmean,BO_dissox,BO2_curvelmax_bdmax,BO2_lightbotmax_bdmax,coastdist,substrate,scientificname
2011-04-11,2011,4,4.08333333,52.0,2.474,3.58037114143372,9.47000026702881,1.31490004062653,23.788999557495107,32.7120018005371,20.05299949646,12.5329999923706,5.69600009918213,0.197044923901558,51.9596176147461,1163.09549779349,Muddy sand,Ophiura ophiura
2014-06-26,2014,6,3.73333333,51.76666667,0.617,2.5678462982177703,4.05000019073486,1.32079994678497,22.4680004119873,33.2760009765625,19.679000854492198,12.2159996032715,5.70699977874756,0.194461286067963,52.2138900756836,2891.28383535857,Sand,Ophiura ophiura
2006-07-05,2006,7,4.625,53.13333333,0.256,1.02718102931976,21.4400005340576,0.83380001783371,16.0729999542236,33.201000213623,19.152999877929695,11.706000328064,5.96199989318848,0.330310612916946,0.000171611172845587,9061.493935136401,Coarse substrate,Ophiura op
@dvorkbod
dvorkbod / Dutch_shell_variables_part2.csv
Created September 2, 2019 12:03
Dutch shellfish part 2
We can't make this file beautiful and searchable because it's too large.
datecollected,decimallongitude,decimallatitude,aphiaid,scientificnameaccepted,kingdom,phylum,class,order,family,genus,subgenus,specificepithet,infraspecificepithet,Bedabundance,fishing,bathy,BO_phosphate,BO_nitrate,BO_salinity,BO_sstmax,BO_sstmean,BO_dissox,BO2_curvelmax_bdmax,BO2_lightbotmax_bdmax,coastdist,geometry
2016-06-21,3.58333333,51.69166667,http://marinespecies.org/aphia.php?p=taxdetails&id=140302,Spisula subtruncata,Animalia,Mollusca,Bivalvia,Venerida,Mactridae,Spisula,NA,subtruncata,NA,0.214,6.58119010925293,6.55999994277954,1.31970000267029,21.7759990692139,33.5110015869141,19.3880004882812,11.8909997940063,5.72599983215332,0.205381944775581,52.8795204162598,7148.29922344274,c(3.58333333, 51.69166667)
2016-06-21,3.75,51.8,http://marinespecies.org/aphia.php?p=taxdetails&id=140302,Spisula subtruncata,Animalia,Mollusca,Bivalvia,Venerida,Mactridae,Spisula,NA,subtruncata,NA,0.211,7.58675956726074,5.30999994277954,1.34969997406006,23.3589992523193,33.0880012512207,19.6420001983643,12.3889999389648,5.69
@dvorkbod
dvorkbod / Dutch_shell_variables_part1.csv
Created September 2, 2019 11:45
Dutch shellfish part 1
We can't make this file beautiful and searchable because it's too large.
datecollected,decimallongitude,decimallatitude,aphiaid,scientificnameaccepted,kingdom,phylum,class,order,family,genus,subgenus,specificepithet,infraspecificepithet,Bedabundance,fishing,bathy,BO_phosphate,BO_nitrate,BO_salinity,BO_sstmax,BO_sstmean,BO_dissox,BO2_curvelmax_bdmax,BO2_lightbotmax_bdmax,coastdist,geometry
2017-06-21,3.25,51.5,http://marinespecies.org/aphia.php?p=taxdetails&id=1360,Actiniaria,Animalia,Cnidaria,Anthozoa,Actiniaria,,,NA,,NA,0.911,3.80531287193298,7.23000001907349,1.38530004024506,21.9699993133545,33.6959991455078,19.7740001678467,12.1459999084473,5.77799987792969,0.236772030591965,3.45793557167053,14341.047804605,c(3.25, 51.5)
2017-05-10,5.25,53.43333333,http://marinespecies.org/aphia.php?p=taxdetails&id=1360,Actiniaria,Animalia,Cnidaria,Anthozoa,Actiniaria,,,NA,,NA,0.235,10.8008794784546,9.42000007629395,0.81470000743866,16.75,32.9179992675781,19.2229995727539,11.6269998550415,6.10799980163574,0.338448137044907,51.5354614257812,2993.14616602666,c(5.25, 53.43333333)
2016-04-12,5.8333
@dvorkbod
dvorkbod / DATA_VPeuoa.csv
Created August 29, 2019 14:02
Raw Macrobenthos and Phytoplankton monitoring in the Belgian coastal zone in the context of the EU Water Framework Directive
We can't make this file beautiful and searchable because it's too large.
cruise,stationVisit,sample,modified,datasetid,institutioncode,collectioncode,eventid,datecollected,seasoncollected,yearcollected,startyearcollected,endyearcollected,monthcollected,startmonthcollected,endmonthcollected,daycollected,startdaycollected,enddaycollected,timeofday,starttimeofday,endtimeofday,timezone,waterbody,country,stateprovince,county,recordnumber,fieldnumber,decimallongitude,startdecimallongitude,enddecimallongitude,decimallatitude,startdecimallatitude,enddecimallatitude,coordinateuncertaintyinmeters,georeferenceprotocol,minimumdepthinmeters,maximumdepthinmeters,occurrenceid,scientificname,scientificnameid,aphiaid,taxonrank,scientificnameaccepted,scientificnameauthorship,aphiaidaccepted,kingdom,phylum,class,order,family,genus,subgenus,specificepithet,infraspecificepithet,occurrenceremarks,basisofrecord,typestatus,catalognumber,references,recordedby,identifiedby,yearidentified,monthidentified,dayidentified,preparations,samplingeffort,samplingprotocol,qc,"Gender (Dmnless)","Stage (Dmnless)","Inst
We can't make this file beautiful and searchable because it's too large.
datasetid,datecollected,decimallongitude,decimallatitude,coordinateuncertaintyinmeters,scientificname,aphiaid,scientificnameaccepted
http://www.emodnet-biology.eu/data-catalog?module=dataset&dasid=6204,2017-06-21T00:00:00,3.25,51.5,,Actiniaria,http://marinespecies.org/aphia.php?p=taxdetails&id=1360,Actiniaria
http://www.emodnet-biology.eu/data-catalog?module=dataset&dasid=6204,2017-05-10T00:00:00,5.25,53.43333333,,Actiniaria,http://marinespecies.org/aphia.php?p=taxdetails&id=1360,Actiniaria
http://www.emodnet-biology.eu/data-catalog?module=dataset&dasid=6204,2016-04-12T00:00:00,5.83333333,53.48333333,,Actiniaria,http://marinespecies.org/aphia.php?p=taxdetails&id=1360,Actiniaria
http://www.emodnet-biology.eu/data-catalog?module=dataset&dasid=6204,2016-05-11T00:00:00,3.29166667,51.55,,Actiniaria,http://marinespecies.org/aphia.php?p=taxdetails&id=1360,Actiniaria
http://www.emodnet-biology.eu/data-catalog?module=dataset&dasid=6204,2016-05-11T00:00:00,3.29166667,51.51666667,,Actiniaria,http://marinespecies.org/aph