iPhylo: EOL Traitbank JSON-LD is broken

Roderic D. M. Page

Saturday, November 12, 2016

EOL Traitbank JSON-LD is broken

Follow eol on twitter One of the most interesting aspects of EOL is "TraitBank", which has been described in a recent paper:

Cynthia S. Parr, Katja S. Schulz, Jennifer Hammock, Nathan Wilson, Patrick Leary, Jeremy Rice, & Robert J. Corrigan. (2016). TraitBank: Practical semantics for organism attribute data. Semantic Web, 7(6), 577–588. https://doi.org/10.3233/SW-150190

TraitBank is available in JSON-LD, and so is potentially part of the Semantic Web. Unfortunately, the JSON-LD provided by TraitBank is broken, to the point that it's hard to believe that anyone's actually consuming the JSON-LD. I know that Google is using EOL data for their knowledge panels, but anyone using TraitBank JSON-LD in a semantic web client is going to run into problems.

First off, let's look at the example provided in the above paper, http://eol.org/api/traits/328067 which returns data for Potos flavus.

{
  "@context": {
    "@vocab": "http://schema.org/",
    "dwc:taxonID": {
      "@type": "@id"
    },
    "dwc:resourceID": {
      "@type": "@id"
    },
    "dwc:relatedResourceID": {
      "@type": "@id"
    },
    "dwc:relationshipOfResource": {
      "@type": "@id"
    },
    "dwc:vernacularName": {
      "@container": "@language"
    },
    "eol:associationType": {
      "@type": "@id"
    },
    "rdfs:label": {
      "@container": "@language"
    },
    "dc": "http://purl.org/dc/terms/",
    "dwc": "http://rs.tdwg.org/dwc/terms/",
    "eolterms": "http://eol.org/schema/terms/",
    "eol": "http://eol.org/schema/",
    "rdfs": "http://www.w3.org/2000/01/rdf-schema#",
    "gbif": "http://rs.gbif.org/terms/1.0/",
    "foaf": "http://xmlns.com/foaf/0.1/"
  },
  "@type": "DataFeedItem",
  "dateModified": "2016-09-30",
  "item": {
    "@id": 328067,
    "@type": "dwc:Taxon",
    "scientificName": "Potos flavus (Schreber, 1774)",
    "dwc:taxonRank": "species",
    "dwc:parentNameUsageID": "http://eol.org/pages/14191",
    "potentialAction": {
      "@type": "EntryPoint",
      "target": {
        "@type": "Related",
        "url": "http://eol.org/pages/328067",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/IOSPlatform",
          "http://schema.org/AndroidPlatform"
        ]
      }
    },
    "sameAs": [
      "http://www.iucnredlist.org/details/41679",
      "http://genomics.senescence.info/species/entry.php?species=Potos_flavus",
      "http://commons.wikimedia.org/wiki/Potos_flavus",
      "http://www.biolib.cz/en/taxon/id1790/",
      "http://www.iucnredlist.org/apps/redlist/details/41679",
      "http://www.discoverlife.org/mp/20q?search=Potos+flavus",
      "http://www.eco-index.org/search/keyword_complete.cfm?keyword=Potos flavus",
      "http://calphotos.berkeley.edu/cgi/img_query?seq_num=31541&one=T",
      "http://www.conabio.gob.mx/conocimiento/ise/fichasnom/Potosflavus00.pdf",
      "http://darnis.inbio.ac.cr/ubis/FMPro?-DB=UBIPUB.fp3&-lay=WebAll&-error=norec.html&-Format=detail.html&-Op=eq&-Find=&id=1689",
      "http://lod.taxonconcept.org/ses/2mOvV.html",
      "http://neotropnathistory.lifedesks.org/pages/45271",
      "http://www.boldsystems.org/index.php/Taxbrowser_Taxonpage?taxid=73392",
      "http://www.catalogueoflife.org/annual-checklist/details/species/id/6902599",
      "http://www.catalogueoflife.org/annual-checklist/details/species/id/6902599",
      "http://genomics.senescence.info/species/entry.php?species=Potos_flavus",
      "http://www.itis.gov/servlet/SingleRpt/SingleRpt?search_topic=TSN&search_value=621964",
      "http://en.wikipedia.org/w/index.php?title=Kinkajou",
      "http://www.iucnredlist.org/apps/redlist/details/41679",
      "http://www.ncbi.nlm.nih.gov/Taxonomy/Browser/wwwtax.cgi?mode=Info&id=29067",
      "http://eol.org/pages/328067",
      "http://animaldiversity.ummz.umich.edu/accounts/Potos_flavus/"
    ],
    "vernacularNames": [
      {
        "@language": "af",
        "@value": "rolbeer",
        "gbif:isPreferredName": true
      },
      {
        "@language": "af",
        "@value": "rolstaartbeer"
      },
      {
        "@language": "de",
        "@value": "wickelbär",
        "gbif:isPreferredName": true
      },
      {
        "@language": "en",
        "@value": "Kinkajou",
        "gbif:isPreferredName": true
      },
      {
        "@language": "en",
        "@value": "honey bear"
      },
      {
        "@language": "es",
        "@value": "Ak' a' mash",
        "gbif:isPreferredName": true
      },
      {
        "@language": "es",
        "@value": "Chosna"
      },
      {
        "@language": "es",
        "@value": "Cusu"
      },
      {
        "@language": "es",
        "@value": "Martilla"
      },
      {
        "@language": "es",
        "@value": "Martucha"
      },
      {
        "@language": "es",
        "@value": "Mico de noche"
      },
      {
        "@language": "es",
        "@value": "Mico león"
      },
      {
        "@language": "es",
        "@value": "Mono michi"
      },
      {
        "@language": "es",
        "@value": "Perro de monte"
      },
      {
        "@language": "fi",
        "@value": "Kinkaju",
        "gbif:isPreferredName": true
      },
      {
        "@language": "fr",
        "@value": "Kinkajou, Singe de nuit",
        "gbif:isPreferredName": true
      },
      {
        "@language": "nl",
        "@value": "rolstaartbeer",
        "gbif:isPreferredName": true
      },
      {
        "@language": "nl",
        "@value": "nachtaap"
      },
      {
        "@language": "pt-BR",
        "@value": "Jupará",
        "gbif:isPreferredName": true
      }
    ],
    "traits": [
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949469",
        "eol:traitUri": "http://eol.org/resources/704/measurements/basalmetrate113",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "metabolic rate",
        "dwc:measurementType": "http://www.owl-ontologies.com/unnamed.owl#Metabolic_rate",
        "value": "731.33",
        "units": "mL/hr O2",
        "eol:dataPointId": 949469,
        "http://purl.obolibrary.org/obo/VT_0001259": "http://eol.org/resources/704/measurements/metratemass113",
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Basal metabolic rate was measured when individual(s) were experiencing neither heat nor cold stress (i.e. are in their thermoneutral zone); are resting and calm; and are post–absorptive (are not digesting or absorbing a meal) and data were only accepted where there was also a measure of body mass for the same individual(s). Based on information from primary and secondary literature sources. This value represents a single measure of central tendency for this species. See source for details.",
        "eolterms:statisticalMethod": "http://eol.org/schema/terms/average",
        "dwc:measurementValue": "731.33",
        "dwc:measurementUnit": "http://eol.org/schema/terms/mlO2perhour",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_46140963",
        "eol:traitUri": "http://eol.org/resources/737/measurements/e5775a49cc4bbe3f3ae5c391776a467a",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "population trend",
        "dwc:measurementType": "http://iucn.org/population_trend",
        "value": "Decreasing",
        "eol:dataPointId": 46140963,
        "dc:source": "http://eol.org/resources/737",
        "dwc:measurementValue": "Decreasing",
        "dwc:scientificName": "Potos flavus (Schreber, 1774)",
        "eolterms:resource": "http://eol.org/resources/737"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_46140962",
        "eol:traitUri": "http://eol.org/resources/737/measurements/25c8b74374d04260b047bd57570e094b",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "habitat",
        "dwc:measurementType": "http://rs.tdwg.org/dwc/terms/habitat",
        "value": "terrestrial habitat",
        "eol:dataPointId": 46140962,
        "dc:source": "http://eol.org/resources/737",
        "dwc:measurementValue": "http://purl.obolibrary.org/obo/ENVO_00002009",
        "dwc:scientificName": "Potos flavus (Schreber, 1774)",
        "eolterms:resource": "http://eol.org/resources/737"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949459",
        "eol:traitUri": "http://eol.org/resources/704/measurements/maxlongevity138",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "total life span",
        "dwc:measurementType": "http://purl.obolibrary.org/obo/VT_0001661",
        "value": "348",
        "units": "months",
        "eol:dataPointId": 949459,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Maximum adult age measured either through direct observation, capture-recapture estimates, projected from physical wear or unspecified, using captive, wild, provisioned, or unspecified populations; male, female, or sex unspecified individuals; primary, secondary, or extrapolated sources; in all localities.  See source for details.",
        "eolterms:statisticalMethod": "http://semanticscience.org/resource/SIO_001114",
        "dwc:measurementValue": "348",
        "dwc:measurementUnit": "http://purl.obolibrary.org/obo/UO_0000035",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949460",
        "eol:traitUri": "http://eol.org/resources/704/measurements/littersperyear728",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "litters per year",
        "dwc:measurementType": "http://eol.org/schema/terms/LittersPerYear",
        "value": "1",
        "eol:dataPointId": 949460,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Number of litters per female per year using non-captive, wild, provisioned, or unspecified populations; male, female, or sex unspecified individuals; primary, secondary, or extrapolated sources; all measures of central tendency; in all localities.  See source for details.",
        "eolterms:statisticalMethod": "http://eol.org/schema/terms/average",
        "dwc:measurementValue": "1",
        "dwc:scientificName": "Potos flavus",
        "dwc:sex": "http://purl.obolibrary.org/obo/PATO_0000383"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949461",
        "eol:traitUri": "http://eol.org/resources/704/measurements/littersize1554",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "clutch/brood/litter size",
        "dwc:measurementType": "http://purl.obolibrary.org/obo/VT_0001933",
        "value": "1.11",
        "eol:dataPointId": 949461,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Number of offspring born per litter per female, either counted before birth, at birth or after birth, using captive, wild, provisioned, or unspecified populations; male, female, or sex unspecified individuals; primary, secondary, or extrapolated sources; all measures of central tendency; in all localities.  See source for details.",
        "eolterms:statisticalMethod": "http://eol.org/schema/terms/average",
        "dwc:measurementValue": "1.11",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949462",
        "eol:traitUri": "http://eol.org/resources/704/measurements/interbirthinterval291",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "inter-birth interval",
        "dwc:measurementType": "http://eol.org/schema/terms/InterBirthInterval",
        "value": "365",
        "units": "days",
        "eol:dataPointId": 949462,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "The length of time between successive births of the same female(s) after a successful or unspecified litter using non-captive, wild, provisioned, or unspecified populations; primary, secondary, or extrapolated sources; all measures of central tendency; in all localities.  See source for details.",
        "eolterms:statisticalMethod": "http://eol.org/schema/terms/average",
        "dwc:measurementValue": "365",
        "dwc:measurementUnit": "http://purl.obolibrary.org/obo/UO_0000033",
        "dwc:scientificName": "Potos flavus",
        "dwc:sex": "http://purl.obolibrary.org/obo/PATO_0000383"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949463",
        "eol:traitUri": "http://eol.org/resources/704/measurements/grmaxlat1392",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "latitude",
        "dwc:measurementType": "http://semanticscience.org/resource/SIO_000319",
        "value": "23.72",
        "units": "decimal degrees",
        "eol:dataPointId": 949463,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Digital geographic range maps of all extant, non-marine mammals from Sechrest (2003) were converted to the Wilson and Reeder (2005) taxonomy. These ranges were used to generate measures of geographic range extent and occupancy. Spatial analyses were performed using ArcGIS (version 9.0) (ESRI 2005) for areas and R (R Development Core Team 2005) for geographic coordinates.  Value calculated using a global geographic projection.",
        "eolterms:statisticalMethod": "http://semanticscience.org/resource/SIO_001114",
        "dwc:measurementValue": "23.72",
        "dwc:measurementUnit": "http://eol.org/schema/terms/decimaldegrees",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949464",
        "eol:traitUri": "http://eol.org/resources/704/measurements/midrangelong3692",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "longitude",
        "dwc:measurementType": "http://semanticscience.org/resource/SIO_000318",
        "value": "-68.67",
        "units": "decimal degrees",
        "eol:dataPointId": 949464,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Digital geographic range maps of all extant, non-marine mammals from Sechrest (2003) were converted to the Wilson and Reeder (2005) taxonomy. These ranges were used to generate measures of geographic range extent and occupancy. Spatial analyses were performed using ArcGIS (version 9.0) (ESRI 2005) for areas and R (R Development Core Team 2005) for geographic coordinates.  Value calculated using a global geographic projection.",
        "eolterms:statisticalMethod": "http://semanticscience.org/resource/SIO_001110",
        "dwc:measurementValue": "-68.67",
        "dwc:measurementUnit": "http://eol.org/schema/terms/decimaldegrees",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949465",
        "eol:traitUri": "http://eol.org/resources/704/measurements/grminlong4209",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "longitude",
        "dwc:measurementType": "http://semanticscience.org/resource/SIO_000318",
        "value": "-102.55",
        "units": "decimal degrees",
        "eol:dataPointId": 949465,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Digital geographic range maps of all extant, non-marine mammals from Sechrest (2003) were converted to the Wilson and Reeder (2005) taxonomy. These ranges were used to generate measures of geographic range extent and occupancy. Spatial analyses were performed using ArcGIS (version 9.0) (ESRI 2005) for areas and R (R Development Core Team 2005) for geographic coordinates.  Value calculated using a global geographic projection.",
        "eolterms:statisticalMethod": "http://semanticscience.org/resource/SIO_001113",
        "dwc:measurementValue": "-102.55",
        "dwc:measurementUnit": "http://eol.org/schema/terms/decimaldegrees",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_45346815",
        "eol:traitUri": "http://eol.org/resources/976/measurements/m_00269876",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "geographic distribution includes",
        "dwc:measurementType": "http://eol.org/schema/terms/Present",
        "value": "Southern Mesoamerican Pacific mangroves",
        "eol:dataPointId": 45346815,
        "dc:source": "http://www.worldwildlife.org/publications/wildfinder-database",
        "dc:bibliographicCitation": "World Wildlife Fund. 2006. WildFinder: Online database of species distributions, ver. Jan-06. www.worldwildlife.org/WildFinder",
        "dwc:measurementValue": "http://eol.org/schema/terms/Southern_Mesoamerican_Pacific_mangroves",
        "dwc:scientificName": "Potos flavus",
        "dc:contributor": "Compiler: Sarah Miller",
        "dwc:measurementRemarks": "Biome: Mangroves
Realm: Neotropical",
        "eolterms:resource": "http://eol.org/resources/976"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_45346814",
        "eol:traitUri": "http://eol.org/resources/976/measurements/m_00269875",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "geographic distribution includes",
        "dwc:measurementType": "http://eol.org/schema/terms/Present",
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        "eol:dataPointId": 949467,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Dispersal Age: Age at which young permanently leave the parent, parental group, social group or any associated territories, using non-captive, wild, non-provisioned or unspecified populations; male, female, or sex unspecified individuals; primary, secondary, or extrapolated sources; all measures of central tendency; in all localities. Based on information from primary and secondary literature sources. See source for details.",
        "eolterms:statisticalMethod": "http://eol.org/schema/terms/average",
        "dwc:measurementValue": "160",
        "dwc:measurementUnit": "http://purl.obolibrary.org/obo/UO_0000033",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949468",
        "eol:traitUri": "http://eol.org/resources/704/measurements/dietbreadth467",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "diet breadth",
        "dwc:measurementType": "http://eol.org/schema/terms/DietBreadth",
        "value": "4",
        "eol:dataPointId": 949468,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Number of dietary categories eaten by each species measured using any qualitative or quantitative dietary measure, over any period of time, using any assessment method, for non-captive or non-provisioned populations; adult or age unspecified individuals, male, female, or sex unspecified individuals; primary, secondary, or extrapolated sources; all measures of central tendency; in all localities. Categories were defined as vertebrate, invertebrate, fruit, flowers/nectar/pollen, leaves/branches/bark, seeds, grass and roots/tubers.  Based on information from primary and secondary literature sources. See source for details.",
        "dwc:measurementValue": "4",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949470",
        "eol:traitUri": "http://eol.org/resources/704/measurements/ageateyeopening149",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "age at eye opening",
        "dwc:measurementType": "http://eol.org/schema/terms/AgeAtEyeOpening",
        "value": "16.95",
        "units": "days",
        "eol:dataPointId": 949470,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Age at which both eyes are fully open after birth using captive, wild, provisioned, or unspecified populations; male, female, or sex unspecified individuals; primary, secondary, or extrapolated sources; all measures of central tendency; in all localities. Based on information from primary and secondary literature sources. See source for details.",
        "eolterms:statisticalMethod": "http://eol.org/schema/terms/average",
        "dwc:measurementValue": "16.95",
        "dwc:measurementUnit": "http://purl.obolibrary.org/obo/UO_0000033",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949471",
        "eol:traitUri": "http://eol.org/resources/704/measurements/homerangeindiv237",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "home range",
        "dwc:measurementType": "http://www.owl-ontologies.com/unnamed.owl#Home_range",
        "value": "0.21",
        "units": "km^2",
        "eol:dataPointId": 949471,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Size of the area within which everyday activities of individuals are typically restricted, estimated by either direct observation, radio telemetry, trapping or unspecified methods over any duration of time, using non-captive populations; male, female, or sex unspecified individuals; primary, secondary, or extrapolated sources; all measures of central tendency; in all localities. See source for details.",
        "eolterms:statisticalMethod": "http://eol.org/schema/terms/average",
        "dwc:measurementValue": "0.21",
        "dwc:measurementUnit": "http://eol.org/schema/terms/squarekilometer",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949472",
        "eol:traitUri": "http://eol.org/resources/704/measurements/homerange266",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "home range",
        "dwc:measurementType": "http://www.owl-ontologies.com/unnamed.owl#Home_range",
        "value": "0.22",
        "units": "km^2",
        "eol:dataPointId": 949472,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Size of the area within which everyday activities of individuals or groups (of any type) are typically restricted, estimated by either direct observation, radio telemetry, trapping or unspecified methods over any duration of time, using non-captive populations; male, female, or sex unspecified individuals; primary, secondary, or extrapolated sources; all measures of central tendency; in all localities. See source for details.",
        "eolterms:statisticalMethod": "http://eol.org/schema/terms/average",
        "dwc:measurementValue": "0.22",
        "dwc:measurementUnit": "http://eol.org/schema/terms/squarekilometer",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949473",
        "eol:traitUri": "http://eol.org/resources/704/measurements/habitatbreadth530",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "habitat breadth",
        "dwc:measurementType": "http://eol.org/schema/terms/HabitatBreadth",
        "value": "2",
        "eol:dataPointId": 949473,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Number of habitat layers used by each species measured using any qualitative or quantitative time measure, for non-captive populations; adult or age unspecified individuals, male, female, or sex unspecified individuals; primary, secondary, or extrapolated sources; all measures of central tendency; in all localities. Categories were defined as above ground dwelling, aquatic, fossorial and ground dwelling. Based on information from primary and secondary literature sources.  See source for details.",
        "dwc:measurementValue": "2",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949474",
        "eol:traitUri": "http://eol.org/resources/704/measurements/gestationlen520",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "gestation period duration",
        "dwc:measurementType": "http://purl.obolibrary.org/obo/VT_0002292",
        "value": "116.8",
        "units": "days",
        "eol:dataPointId": 949474,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Gestation Length: Length of time of non-inactive fetal growth, using captive, wild, provisioned, or unspecified populations; male, female, or sex unspecified individuals; primary, secondary, or extrapolated sources; all measures of central tendency; in all localities. Gestation was measured between specified start and end points as follows: Start points – conception, fertilization, first observed copulation, fertilization, implantation, laying, palpably pregnant, removal of pouch young, capture (except marsupials) or unspecified. End points – birth, hatching or unspecified.  See source for details.",
        "eolterms:statisticalMethod": "http://eol.org/schema/terms/average",
        "dwc:measurementValue": "116.8",
        "dwc:measurementUnit": "http://purl.obolibrary.org/obo/UO_0000033",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949475",
        "eol:traitUri": "http://eol.org/resources/704/measurements/grarea125",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "geographic range (size of area)",
        "dwc:measurementType": "http://eol.org/schema/terms/GeographicRangeArea",
        "value": "12770952.51",
        "units": "km^2",
        "eol:dataPointId": 949475,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Geographic Range (Area): Digital geographic range maps of all extant, non-marine mammals from Sechrest (2003) were converted to the Wilson and Reeder (2005) taxonomy. These ranges were used to generate measures of geographic range extent and occupancy. Spatial analyses were performed using ArcGIS (version 9.0) (ESRI 2005) for areas and R (R Development Core Team 2005) for geographic coordinates.  Area was calculated using the total extent of a species range with a global equal-area projection (Mollweide).",
        "dwc:measurementValue": "12770952.51",
        "dwc:measurementUnit": "http://eol.org/schema/terms/squarekilometer",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949476",
        "eol:traitUri": "http://eol.org/resources/704/measurements/weaningage363",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "weaning age",
        "dwc:measurementType": "http://eol.org/schema/terms/WeaningAge",
        "value": "109.13",
        "units": "days",
        "eol:dataPointId": 949476,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Weaning Age: Age when primary nutritional dependency on the mother ends and independent foraging begins to make a major contribution to the offspring’s energy requirements, measured as either weaning/lactation length, nutritionally independent, first solid food, last observed nursing, age at first flight (bats only), age at pouch exit or length of teat Attachment (marsupials only) or unspecified definition, using captive, wild, provisioned, or unspecified populations; male, female, or sex unspecified individuals; primary, secondary, or extrapolated sources; all measures of central tendency; in all localities.  See source for details.",
        "eolterms:statisticalMethod": "http://eol.org/schema/terms/average",
        "dwc:measurementValue": "109.13",
        "dwc:measurementUnit": "http://purl.obolibrary.org/obo/UO_0000033",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949477",
        "eol:traitUri": "http://eol.org/resources/704/measurements/grmidrangelat2607",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "latitude",
        "dwc:measurementType": "http://semanticscience.org/resource/SIO_000319",
        "value": "0.3",
        "units": "decimal degrees",
        "eol:dataPointId": 949477,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Digital geographic range maps of all extant, non-marine mammals from Sechrest (2003) were converted to the Wilson and Reeder (2005) taxonomy. These ranges were used to generate measures of geographic range extent and occupancy. Spatial analyses were performed using ArcGIS (version 9.0) (ESRI 2005) for areas and R (R Development Core Team 2005) for geographic coordinates.  Value calculated using a global geographic projection.",
        "eolterms:statisticalMethod": "http://semanticscience.org/resource/SIO_001110",
        "dwc:measurementValue": "0.3",
        "dwc:measurementUnit": "http://eol.org/schema/terms/decimaldegrees",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949478",
        "eol:traitUri": "http://eol.org/resources/704/measurements/grminlat3805",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "latitude",
        "dwc:measurementType": "http://semanticscience.org/resource/SIO_000319",
        "value": "-23.1",
        "units": "decimal degrees",
        "eol:dataPointId": 949478,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Digital geographic range maps of all extant, non-marine mammals from Sechrest (2003) were converted to the Wilson and Reeder (2005) taxonomy. These ranges were used to generate measures of geographic range extent and occupancy. Spatial analyses were performed using ArcGIS (version 9.0) (ESRI 2005) for areas and R (R Development Core Team 2005) for geographic coordinates.  Value calculated using a global geographic projection.",
        "eolterms:statisticalMethod": "http://semanticscience.org/resource/SIO_001113",
        "dwc:measurementValue": "-23.1",
        "dwc:measurementUnit": "http://eol.org/schema/terms/decimaldegrees",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949479",
        "eol:traitUri": "http://eol.org/resources/704/measurements/grmaxlong3243",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "longitude",
        "dwc:measurementType": "http://semanticscience.org/resource/SIO_000318",
        "value": "-34.79",
        "units": "decimal degrees",
        "eol:dataPointId": 949479,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Digital geographic range maps of all extant, non-marine mammals from Sechrest (2003) were converted to the Wilson and Reeder (2005) taxonomy. These ranges were used to generate measures of geographic range extent and occupancy. Spatial analyses were performed using ArcGIS (version 9.0) (ESRI 2005) for areas and R (R Development Core Team 2005) for geographic coordinates.  Value calculated using a global geographic projection.",
        "eolterms:statisticalMethod": "http://semanticscience.org/resource/SIO_001114",
        "dwc:measurementValue": "-34.79",
        "dwc:measurementUnit": "http://eol.org/schema/terms/decimaldegrees",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949480",
        "eol:traitUri": "http://eol.org/resources/704/measurements/hupopdenmean2854",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "human population density",
        "dwc:measurementType": "http://eol.org/schema/terms/HumanPopulationDensity",
        "value": "25.77",
        "units": "individuals per square kilometer",
        "eol:dataPointId": 949480,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Variables describing the anthropogenic and environmental conditions within the geographic range of a species were generated based on the extent of digital species range maps from Sechrest (2003) converted to the Wilson and Reeder (2005) taxonomy. The species ranges were first gridded at 0.5 degrees using a global geographic projection and species were scored as present in each cell if any of the range intersected that cell. Summary statistics for a species were then calculated by summarizing the value for each anthropogenic and environmental variable (gridded to the same extent) for all the cells the species was present.  The summary statistics for each variable was adjusted for the fact that area varies with latitude by multiplying each cell by the area and then dividing by the total area of cells for that variable for a species. Mean Human Population Density calculated using the Gridded Population of the World (GPW) (CIESIN and CIAT 2005) for 1995.",
        "eolterms:statisticalMethod": "http://semanticscience.org/resource/SIO_001109",
        "dwc:measurementValue": "25.77",
        "dwc:measurementUnit": "http://eol.org/schema/terms/individualspersquarekilometer",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949481",
        "eol:traitUri": "http://eol.org/resources/704/measurements/aetmean1232",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "actual evapotranspiration rate in geographic range",
        "dwc:measurementType": "http://eol.org/schema/terms/AETinRange",
        "value": "1306.64",
        "units": "millimeters per month",
        "eol:dataPointId": 949481,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Variables describing the environmental conditions within the geographic range of a species were generated based on the extent of digital species range maps from Sechrest (2003) converted to the Wilson and Reeder (2005) taxonomy. The species ranges were first gridded at 0.5 degrees using a global geographic projection and species were scored as present in each cell if any of the range intersected that cell. Summary statistics for a species were then calculated by summarizing the value for each environmental variable (gridded to the same extent) for all the cells the species was present.  The summary statistics for each variable was adjusted for the fact that area varies with latitude by multiplying each cell by the area and then dividing by the total area of cells for that variable for a species.  Mean Monthly AET from 1920 to 1980 (mm) was calculated using the Global Resource Information Database of UNEP and is available from http://www.grid.unep.ch/data/grid/gnv183.php.",
        "eolterms:statisticalMethod": "http://semanticscience.org/resource/SIO_001109",
        "dwc:measurementValue": "1306.64",
        "dwc:measurementUnit": "http://eol.org/schema/terms/millimeterspermonth",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949482",
        "eol:traitUri": "http://eol.org/resources/704/measurements/adultbodymass768",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "body mass",
        "dwc:measurementType": "http://purl.obolibrary.org/obo/VT_0001259",
        "value": "2441.81",
        "units": "g",
        "eol:dataPointId": 949482,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Mass of adult (or age unspecified) live or freshly-killed specimens (excluding pregnant females) using captive, wild, provisioned, or unspecified populations; male, female, or sex unspecified individuals; primary, secondary, or extrapolated sources; all measures of central tendency; in all localities. Based on information from primary and secondary literature sources. See source for details.",
        "eolterms:statisticalMethod": "http://eol.org/schema/terms/average",
        "dwc:measurementValue": "2441.81",
        "dwc:measurementUnit": "http://purl.obolibrary.org/obo/UO_0000021",
        "dwc:scientificName": "Potos flavus",
        "dwc:lifeStage": "http://www.ebi.ac.uk/efo/EFO_0001272"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949491",
        "eol:traitUri": "http://eol.org/resources/704/measurements/activitycycle556",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "behavioral circadian rhythm",
        "dwc:measurementType": "http://purl.obolibrary.org/obo/VT_0001502",
        "value": "nocturnal",
        "eol:dataPointId": 949491,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Activity cycle of each species measured for non-captive populations; adult or age unspecified individuals, male, female, or sex unspecified individuals; primary, secondary, or extrapolated sources; all measures of central tendency; in all localities. Species were defined as (1) nocturnal only, (2) nocturnal/crepuscular, cathemeral, crepuscular or diurnal/crepuscular and (3) diurnal only.  Based on information from primary and secondary literature sources.  See source for details.",
        "dwc:measurementValue": "http://www.owl-ontologies.com/unnamed.owl#Nocturnal",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949483",
        "eol:traitUri": "http://eol.org/resources/704/measurements/socialgrpsize618",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "social group size",
        "dwc:measurementType": "http://eol.org/schema/terms/SocialGroupSize",
        "value": "1",
        "eol:dataPointId": 949483,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Social Group Size: Number of individuals, adults or definition unspecified in a group that spends the majority of their time in a 24 hour cycle together where there is some indication that these individuals form a social cohesive unit, measured over any duration of time, using non-captive populations; male, female, or sex unspecified individuals; primary, secondary, or extrapolated sources; all measures of central tendency; in all localities.  See source for details.",
        "eolterms:statisticalMethod": "http://eol.org/schema/terms/average",
        "dwc:measurementValue": "1",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949484",
        "eol:traitUri": "http://eol.org/resources/704/measurements/sexualmaturityage215",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "onset of fertility",
        "dwc:measurementType": "http://purl.obolibrary.org/obo/VT_0002683",
        "value": "858.41",
        "units": "days",
        "eol:dataPointId": 949484,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Sexual Maturity Age: Age when individuals are first physically capable of reproducing, defined as either physically sexually mature, age at first mating or unspecified (males and females), age at first estrus or age at first pregnancy (females only), age at spermatogenesis or age at testes descent (males only), using captive, wild, provisioned, or unspecified populations; male, female, or sex unspecified individuals, primary, secondary, or extrapolated sources; all measures of central tendency; in all localities. See source for details.",
        "eolterms:statisticalMethod": "http://eol.org/schema/terms/average",
        "dwc:measurementValue": "858.41",
        "dwc:measurementUnit": "http://purl.obolibrary.org/obo/UO_0000033",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949485",
        "eol:traitUri": "http://eol.org/resources/704/measurements/populationdensity532",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "animal population density",
        "dwc:measurementType": "http://purl.bioontology.org/ontology/CSP/2383-1863",
        "value": "34.21",
        "units": "individuals per square kilometer",
        "eol:dataPointId": 949485,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Population Density: Number of individuals per square kilometer, estimated with either direct, indirect or unspecified counts, measured in any area size within a human, ecological or unspecified boundary, over any duration of time, using non-captive, non-provisioned populations; male, female, or sex unspecified individuals; primary, secondary, or extrapolated sources; all measures of central tendency; in all localities.  See source for details.",
        "eolterms:statisticalMethod": "http://eol.org/schema/terms/average",
        "dwc:measurementValue": "34.21",
        "dwc:measurementUnit": "http://eol.org/schema/terms/individualspersquarekilometer",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949486",
        "eol:traitUri": "http://eol.org/resources/704/measurements/neonateheadbodylen38",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "body length (VT)",
        "dwc:measurementType": "http://purl.obolibrary.org/obo/VT_0001256",
        "value": "183.03",
        "units": "mm",
        "eol:dataPointId": 949486,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Neonate Head Body Length: Total length from tip of nose to anus or base of tail of live, freshly-killed, or museum specimens of infants at either a near term embryonic stage, birth, immediately after birth or up to an age of seven days after birth, using captive, wild, provisioned, or unspecified populations; male, female, or sex unspecified individuals; primary, secondary, or extrapolated sources; all measures of central tendency; in all localities. See source for details.",
        "eolterms:statisticalMethod": "http://eol.org/schema/terms/average",
        "dwc:measurementValue": "183.03",
        "dwc:measurementUnit": "http://purl.obolibrary.org/obo/UO_0000016",
        "dwc:scientificName": "Potos flavus",
        "dwc:lifeStage": "http://purl.bioontology.org/ontology/CSP/0070-1441"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949487",
        "eol:traitUri": "http://eol.org/resources/704/measurements/neonatalbodymass321",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "body mass",
        "dwc:measurementType": "http://purl.obolibrary.org/obo/VT_0001259",
        "value": "171.84",
        "units": "g",
        "eol:dataPointId": 949487,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Neonatal Body Mass: Mass of live or freshly-killed specimens of infants at either a near term embryonic stage, birth, immediately after birth or up to an age of seven days after birth, using captive, wild, provisioned, or unspecified populations; male, female, or sex unspecified individuals; primary, secondary, or extrapolated sources; all measures of central tendency; in all localities.  See source for details.",
        "eolterms:statisticalMethod": "http://eol.org/schema/terms/average",
        "dwc:measurementValue": "171.84",
        "dwc:measurementUnit": "http://purl.obolibrary.org/obo/UO_0000021",
        "dwc:scientificName": "Potos flavus",
        "dwc:lifeStage": "http://purl.bioontology.org/ontology/CSP/0070-1441"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949492",
        "eol:traitUri": "http://eol.org/resources/704/measurements/trophiclevel1154",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "trophic level",
        "dwc:measurementType": "http://eol.org/schema/terms/TrophicLevel",
        "value": "omnivore",
        "eol:dataPointId": 949492,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Trophic level of each species measured using any qualitative or quantitative dietary measure, over any period of time, using any assessment method, for non-captive or non-provisioned populations; adult or age unspecified individuals, male, female, or sex unspecified individuals; primary, secondary, or extrapolated sources; all measures of central tendency; in all localities. See source for details.  Species were defined as (1) http://www.owl-ontologies.com/unnamed.owl#Primary__Herbivore, (2) http://www.owl-ontologies.com/unnamed.owl#Omnivore and (3) http://www.owl-ontologies.com/unnamed.owl#Primary__Carnivore",
        "dwc:measurementValue": "http://www.owl-ontologies.com/unnamed.owl#Omnivore",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949493",
        "eol:traitUri": "http://eol.org/resources/704/measurements/terrestriality1036",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "terrestriality",
        "dwc:measurementType": "http://eol.org/schema/terms/Terrestriality",
        "value": "above ground dwelling",
        "eol:dataPointId": 949493,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Degree of terrestriality of each species measured using any qualitative or quantitative time measure, for non-captive populations; adult or age unspecified individuals, male, female, or sex unspecified individuals; primary, secondary, or extrapolated sources; all measures of central tendency; in all localities. Species were defined as (1) fossorial and/or ground dwelling only and (2) above ground dwelling.  See source for details.",
        "dwc:measurementValue": "http://eol.org/schema/terms/aboveGroundDwelling",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949494",
        "eol:traitUri": "http://eol.org/resources/704/measurements/teatnumber630",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "teat number",
        "dwc:measurementType": "http://purl.obolibrary.org/obo/CMO_0000445",
        "value": "2",
        "eol:dataPointId": 949494,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Total number of teats present, using captive, wild, provisioned, or unspecified populations; male, female, or sex unspecified individuals; primary, secondary, or extrapolated sources; all measures of central tendency; in all localities.  See source for details.",
        "eolterms:statisticalMethod": "http://eol.org/schema/terms/average",
        "dwc:measurementValue": "2",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949495",
        "eol:traitUri": "http://eol.org/resources/704/measurements/hupopdenchange1541",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "human population density change",
        "dwc:measurementType": "http://eol.org/schema/terms/HumanPopulationDensityChange",
        "value": "0.12",
        "eol:dataPointId": 949495,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Variables describing the anthropogenic and environmental conditions within the geographic range of a species were generated based on the extent of digital species range maps from Sechrest (2003) converted to the Wilson and Reeder (2005) taxonomy. The species ranges were first gridded at 0.5 degrees using a global geographic projection and species were scored as present in each cell if any of the range intersected that cell. Summary statistics for a species were then calculated by summarizing the value for each anthropogenic and environmental variable (gridded to the same extent) for all the cells the species was present.  The summary statistics for each variable was adjusted for the fact that area varies with latitude by multiplying each cell by the area and then dividing by the total area of cells for that variable for a species.  Human Population Density Change calculated using the Gridded Population of the World (GPW) (CIESIN and CIAT 2005) for 1990 and 1995 as: (1995–1990)/1990.",
        "eolterms:statisticalMethod": "http://semanticscience.org/resource/SIO_001109",
        "dwc:measurementValue": "0.12",
        "dwc:scientificName": "Potos flavus"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_949488",
        "eol:traitUri": "http://eol.org/resources/704/measurements/precipmean1381",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "precipitation in geographic range",
        "dwc:measurementType": "http://eol.org/schema/terms/PrecipitationInRange",
        "value": "153.67",
        "units": "millimeters per month",
        "eol:dataPointId": 949488,
        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
        "dwc:measurementMethod": "Variables describing the environmental conditions within the geographic range of a species were generated based on the extent of digital species range maps from Sechrest (2003) converted to the Wilson and Reeder (2005) taxonomy. The species ranges were first gridded at 0.5 degrees using a global geographic projection and species were scored as present in each cell if any of the range intersected that cell. Summary statistics for a species were then calculated by summarizing the value for each environmental variable (gridded to the same extent) for all the cells the species was present.  The summary statistics for each variable was adjusted for the fact that area varies with latitude by multiplying each cell by the area and then dividing by the total area of cells for that variable for a species.  Mean Monthly Precipitation was calculated using data from ftp://ftp.ngdc.noaa.gov/Solid_Earth/Ecosystems/GEDII_a/datasets/a03/lc.htm",
        "eolterms:statisticalMethod": "http://semanticscience.org/resource/SIO_001109",
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      },
      {
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        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
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        "eolterms:statisticalMethod": "http://semanticscience.org/resource/SIO_001109",
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      {
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        "dc:source": "Data set supplied by Kate E. Jones.  The data can also be accessed at Ecological Archives E090-184-D1, http://esapubs.org/archive/ecol/E090/184/, http://esapubs.org/archive/ecol/E090/184/PanTHERIA_1-0_WR05_Aug2008.txt",
        "dc:bibliographicCitation": "Kate E. Jones, Jon Bielby, Marcel Cardillo, Susanne A. Fritz, Justin O'Dell, C. David L. Orme, Kamran Safi, Wes Sechrest, Elizabeth H. Boakes, Chris Carbone, Christina Connolly, Michael J. Cutts, Janine K. Foster, Richard Grenyer, Michael Habib, Christopher A. Plaster, Samantha A. Price, Elizabeth A. Rigby, Janna Rist, Amber Teacher, Olaf R. P. Bininda-Emonds, John L. Gittleman, Georgina M. Mace, and Andy Purvis. 2009. PanTHERIA: a species-level database of life history, ecology, and geography of extant and recently extinct mammals. Ecology 90:2648.",
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        "dwc:measurementRemarks": "Confidence in the longevity data (data quality) is classified as: 'low' (only used for species without an established maximum longevity in AnAge), 'questionable', 'acceptable' and 'high'. This qualifier is based on the reliability of the original reference from which maximum longevity was obtained, sample size, whether a given species has been studied and reproduces in captivity, and whether there are any conflicting reports.",
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        "eol:dataPointId": 3088888,
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      }
    ]
  }
}

If I paste this into the JSON-LD playground and try and convert it to N-Quads I get a flurry of errors. Here are some of the problems (see also EOL JSON-LD not valid #352:

The @id for the EOL taxon is a number instead of a URI

The field "@id": 328067 should be "@id": "http://eol.org/pages/328067". Identifiers on the Semantic Web are URIs not numbers.

Vernacular names can't have additional fields

EOL sometimes indicates the preferred vernacular name like this:

      {
        "@language": "es",
        "@value": "Ak' a' mash",
        "gbif:isPreferredName": true
      },

This is not valid syntax and breaks RDF parsers.

URIs as strings

In several places EOL outputs URIs as simple strings rather than as URIs. For example, to indicate that the parent taxon of Potos flavus is the genus Potos the JSON-LD has:

"dwc:parentNameUsageID": "http://eol.org/pages/14191",

But this is simply saying that the string value for "dwc:parentNameUsageID" is "http://eol.org/pages/14191". In JSON-LD this should be:

"dwc:parentNameUsageID":{"@id":"http:\/\/eol.org\/pages\/14191"}

This syntax ensures that http://eol.org/pages/14191 is interpreted as a URI, which also means clients "know" that they can resolve that URI to get more information.

Predicates with missing (hence wrong) namespace

A number of predicates in the JSON-LD don't have a namespace specified, hence they default to being part of the schema.org vocabulary. For example, this statement:

"scientificName": "Potos flavus (Schreber, 1774)",

results in "scientificName" being interpreted as "http://schema.org/scientificName" (because "http://schema.org/" is set as the default @vocab). This is incorrect, "scientificName" should be "dwc:scientificName".

Then there are predicates such as "predicate" and "value" in the data sections that missing the correct namespace (in this case http://www.w3.org/1999/02/22-rdf-syntax-ns#). For example,

{
  "@id": "http://eol.org/pages/328067/data#data_point_46140963",
  "eol:traitUri": "http://eol.org/resources/737/measurements/e5775a49cc4bbe3f3ae5c391776a467a",
  "@type": "dwc:MeasurementOrFact",
  "predicate": "population trend",
  "dwc:measurementType": "http://iucn.org/population_trend",
  "value": "Decreasing",
  "eol:dataPointId": 46140963,
  "dc:source": "http://eol.org/resources/737",
  "dwc:measurementValue": "Decreasing",
  "dwc:scientificName": "Potos flavus (Schreber, 1774)",
  "eolterms:resource": "http://eol.org/resources/737"
}

(This example also has URIs as dumb strings, not as URIs).

Anyone constructing, say, SPARQL queries on this data is going to be using terms such as predicate that don't exist.

Some data records have the predicate "units" - I haven't yet figured out what, if any, vocabulary that predicate comes from.

Summary

I think TraitBank has a lot of potential, and welcome the use of JSON-LD and the schema.org vocabulary. These are both steps forward in the goal of interoperable biodiversity data. But this data will only become interoperable if we take care to ensure that the data we output is what we say it is. EOL TraitBank JSON-LD isn't valid JSON-LD. This also illustrates a bigger problem, we are continually building systems that don't have users. If anyone was using TraitBank JSON-LD with standard Semantic Web clients, they would be up in arms about this. The best way to avoid these situations is for the developers to be users as well (see GBIF, biodiversity informatics and the "platform rant"). Until we "dog food" our own services we will continue to produce data and services that are less than useful. If EOL was itself built on TraitBank, I doubt we'd have these problems.