iPhylo: EOL

Roderic D. M. Page

Showing posts with label EOL. Show all posts

Tuesday, December 05, 2017

Blue Planet II, the BBC, and the Semantic Web: a tale of lessons forgotten and opportunities lost

David Attenborough’s latest homage to biodiversity, Blue Planet II is, as always, visually magnificent. Much of its impact derives from the new views of life afforded by technological advances in cameras, drones, diving gear, and submersibles. One might hope that the supporting information online reflected the equivalent technological advances made in describing and sharing information. Sadly, this is not the case. Instead the BBC offers a web site with a video clips and a poster... a $%@£ poster.

This is a huge missed opportunity. Where do people go to learn more about the organisms featured in an episode? How do we discover related content on the BBC and elsewhere? How do we discover the science underpinning each episode that has been so exquisitely filmed and edited?

Perhaps the lack of an online resource reflects a lack of resources, or expertise? Yet one look at the series (and the "Into the blue" epilogues) tells us that resources are hardly limiting. Furthermore, the BBC has previously constructed rich, informative web sites to support natural history programming. The now deprecated BBC Nature Wildlife site had an extensive series of web pages for the organisms featured in BBC programmes, with links to individual clips. For each organism the corresponding web page listed key traits such as behaviours, habitats, and geographic distribution, and each of these traits had its own web page list all organisms with those traits (see, for example the page for Steller's Sea Eagle).

Underlying all this information was a simple vocabulary (the Wildlife Ontology), and the entire corpus is also available in RDF: in other words, the BBC used Semantic Web technologies to structure this information. To get this data you simply append ".rdf" to the URL for a web page. For example, below is the RDF for Steller's Sea Eagle. It is not pretty, but it is a great example of machine-readable data which enables all sorts of interesting things to be built.

<?xml version="1.0" encoding="utf-8"?>

<rdf:RDF    

    xmlns:rdfs="http://www.w3.org/2000/01/rdf-schema#"     

    xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"     

    xmlns:owl="http://www.w3.org/2002/07/owl#"     

    xmlns:foaf="http://xmlns.com/foaf/0.1/"     

    xmlns:dc="http://purl.org/dc/terms/"     

    xmlns:dctypes="http://purl.org/dc/dcmitype/"     

    xmlns:skos="http://www.w3.org/2004/02/skos/core#"    

    xmlns:xsd="http://www.w3.org/2001/XMLSchema#"     

    xmlns:po="http://purl.org/ontology/po/"     

    xmlns:wo="http://purl.org/ontology/wo/">

    <rdf:Description rdf:about="/nature/species/Steller's_Sea_Eagle">

        <foaf:primaryTopic rdf:resource="/nature/species/Steller's_Sea_Eagle#species"/>

        <rdfs:seeAlso rdf:resource="/nature/species"/>

    </rdf:Description>

    <wo:Species rdf:about="/nature/life/Steller's_Sea_Eagle#species">

        <rdfs:label>Steller's sea eagle</rdfs:label>

        <wo:name rdf:resource="http://www.bbc.co.uk/nature/species/Steller's_Sea_Eagle#name"/>

        <foaf:depiction rdf:resource="http://ichef.bbci.co.uk/naturelibrary/images/ic/640x360/s/st/stellers_sea_eagle/stellers_sea_eagle_1.jpg"/>

        <dc:description>Steller’s sea eagles are native to eastern Russia, inhabiting coastal cliffs and estuaries where they can easily access good fishing territories. They feed primarily on salmon, which they catch by swooping from perches located by the water's edge. Pairs are monogamous and hatch an average of two chicks each season, although crows and martens commonly take both eggs and young birds from the nest. During winter a small number of birds remain in Russia to tough it out, but the majority fly south to Japan.</dc:description>

        <owl:sameAs rdf:resource="http://dbpedia.org/resource/Steller's_Sea_Eagle"/>

        <wo:adaptation rdf:resource="/nature/adaptations/Altricial#adaptation"/>

        <wo:adaptation rdf:resource="/nature/adaptations/Animal_migration#adaptation"/>

        <wo:adaptation rdf:resource="/nature/adaptations/Carnivore#adaptation"/>

        <wo:adaptation rdf:resource="/nature/adaptations/Flight#adaptation"/>

        <wo:adaptation rdf:resource="/nature/adaptations/Hearing_(sense)#adaptation"/>

        <wo:adaptation rdf:resource="/nature/adaptations/Monogamous_pairing_in_animals#adaptation"/>

        <wo:adaptation rdf:resource="/nature/adaptations/Oviparity#adaptation"/>

        <wo:adaptation rdf:resource="/nature/adaptations/Parental_investment#adaptation"/>

        <wo:livesIn rdf:resource="/nature/habitats/Coast#habitat"/>

        <wo:livesIn rdf:resource="/nature/habitats/Estuary#habitat"/>

        <wo:livesIn rdf:resource="/nature/habitats/Marsh#habitat"/>

        <wo:livesIn rdf:resource="/nature/habitats/River#habitat"/>

        <wo:livesIn rdf:resource="/nature/habitats/Swamp#habitat"/>

        <wo:genus rdf:resource="/nature/life/Sea_eagle#genus"/>

        <wo:family rdf:resource="/nature/life/Accipitridae#family"/>

        <wo:order rdf:resource="/nature/life/Falconiformes#order"/>

        <wo:class rdf:resource="/nature/life/Bird#class"/>

        <wo:phylum rdf:resource="/nature/life/Chordate#phylum"/>

        <wo:kingdom rdf:resource="/nature/life/Animal#kingdom"/>

    </wo:Species>

    <wo:TaxonName rdf:about="/nature/species/Steller's_Sea_Eagle#name">

        <rdfs:label>Haliaeetus pelagicus</rdfs:label>

        <wo:commonName>Steller's sea eagle</wo:commonName>

        <wo:scientificName>pelagicuspelagicus</wo:scientificName>

        <wo:kingdomName>animalia</wo:kingdomName>

        <wo:phylumName>Chordata</wo:phylumName>

        <wo:className>Aves</wo:className>

        <wo:orderName>Falconiformes</wo:orderName>

        <wo:familyName>Accipitridae</wo:familyName>

        <wo:genusName>Haliaeetus</wo:genusName>

        <wo:speciesName>pelagicus</wo:speciesName>

    </wo:TaxonName>

    <foaf:Image rdf:about="http://ichef.bbci.co.uk/naturelibrary/images/ic/640x360/s/st/stellers_sea_eagle/stellers_sea_eagle_1.jpg">

        <foaf:depicts rdf:resource="/nature/species/Steller's_Sea_Eagle#species"/>

        <foaf:thumbnail rdf:resource="http://ichef.bbci.co.uk/naturelibrary/images/ic/83x104/s/st/stellers_sea_eagle/stellers_sea_eagle_1.jpg"/>

    </foaf:Image>

    <po:Clip rdf:about="http://www.bbc.co.uk/programmes/p00dhn1t#programme">

        <dc:title>Lunch on the wing</dc:title>

        <po:subject rdf:resource="/nature/species/Steller's_Sea_Eagle#species"/>

    </po:Clip>

    <po:Clip rdf:about="http://www.bbc.co.uk/programmes/p00382f5#programme">

        <dc:title>Steller's sea eagle</dc:title>

        <po:subject rdf:resource="/nature/species/Steller's_Sea_Eagle#species"/>

    </po:Clip>

    <dctypes:Sound rdf:about="http://downloads.bbc.co.uk/earth/naturelibrary/assets/s/st/stellers_sea_eagle/5015017.mp3">

        <dc:title>Calls from Steller's and white-tailed sea eagles</dc:title>

        <dc:subject rdf:resource="/nature/species/Steller's_Sea_Eagle#species"/>

    </dctypes:Sound>

    <foaf:Document rdf:about="http://en.wikipedia.org/wiki/Steller's_Sea_Eagle">

        <foaf:primaryTopic rdf:resource="/nature/species/Steller's_Sea_Eagle#species"/>

    </foaf:Document>

    <foaf:Document rdf:about="http://animaldiversity.ummz.umich.edu/site/accounts/information/Haliaeetus_pelagicus.html">

        <foaf:primaryTopic rdf:resource="/nature/species/Steller's_Sea_Eagle#species"/>

    </foaf:Document>

    <foaf:Document rdf:about="http://www.arkive.org/stellers-sea-eagle/haliaeetus-pelagicus/">

        <foaf:primaryTopic rdf:resource="/nature/species/Steller's_Sea_Eagle#species"/>

    </foaf:Document>

    <foaf:Document rdf:about="http://www.birdlife.org/datazone/species/index.html?action=SpcHTMDetails.asp&sid=3366&m=0">

        <foaf:primaryTopic rdf:resource="/nature/species/Steller's_Sea_Eagle#species"/>

    </foaf:Document>

    <foaf:Document rdf:about="http://www.flickr.com/search/show/?q=steller+sea+eagle&s=int">

        <foaf:primaryTopic rdf:resource="/nature/species/Steller's_Sea_Eagle#species"/>

    </foaf:Document>

    <foaf:Document rdf:about="http://www.iucnredlist.org/details/144342/0">

        <foaf:primaryTopic rdf:resource="/nature/species/Steller's_Sea_Eagle#species"/>

    </foaf:Document>

    <foaf:Document rdf:about="http://www.natural-research.org/index.php?cID=169">

        <foaf:primaryTopic rdf:resource="/nature/species/Steller's_Sea_Eagle#species"/>

    </foaf:Document>

    <wo:ReproductionStrategy rdf:about="/nature/adaptations/Altricial#adaptation">

        <rdfs:label>Helpless young</rdfs:label>

    </wo:ReproductionStrategy>

    <wo:SurvivalStrategy rdf:about="/nature/adaptations/Animal_migration#adaptation">

        <rdfs:label>Migration</rdfs:label>

    </wo:SurvivalStrategy>

    <wo:FeedingHabit rdf:about="/nature/adaptations/Carnivore#adaptation">

        <rdfs:label>Carnivorous</rdfs:label>

    </wo:FeedingHabit>

    <wo:LocomotionAdaptation rdf:about="/nature/adaptations/Flight#adaptation">

        <rdfs:label>Adapted to flying</rdfs:label>

    </wo:LocomotionAdaptation>

    <wo:CommunicationAdaptation rdf:about="/nature/adaptations/Hearing_(sense)#adaptation">

        <rdfs:label>Acoustic communication</rdfs:label>

    </wo:CommunicationAdaptation>

    <wo:ReproductionStrategy rdf:about="/nature/adaptations/Monogamous_pairing_in_animals#adaptation">

        <rdfs:label>Monogamous</rdfs:label>

    </wo:ReproductionStrategy>

    <wo:ReproductionStrategy rdf:about="/nature/adaptations/Oviparity#adaptation">

        <rdfs:label>Egg layer</rdfs:label>

    </wo:ReproductionStrategy>

    <wo:LifeCycle rdf:about="/nature/adaptations/Parental_investment#adaptation">

        <rdfs:label>Parental investment</rdfs:label>

    </wo:LifeCycle>

    <wo:TerrestrialHabitat rdf:about="/nature/habitats/Coast#habitat">

        <rdfs:label>Coastal</rdfs:label>

    </wo:TerrestrialHabitat>

    <wo:MarineHabitat rdf:about="/nature/habitats/Estuary#habitat">

        <rdfs:label>Estuaries</rdfs:label>

    </wo:MarineHabitat>

    <wo:FreshwaterHabitat rdf:about="/nature/habitats/Marsh#habitat">

        <rdfs:label>Marsh</rdfs:label>

    </wo:FreshwaterHabitat>

    <wo:FreshwaterHabitat rdf:about="/nature/habitats/River#habitat">

        <rdfs:label>Rivers and streams</rdfs:label>

    </wo:FreshwaterHabitat>

    <wo:FreshwaterHabitat rdf:about="/nature/habitats/Swamp#habitat">

        <rdfs:label>Swamp</rdfs:label>

    </wo:FreshwaterHabitat>

    <wo:Genus rdf:about="/nature/genus/Sea_eagle#genus">

        <rdfs:label>Haliaeetus</rdfs:label>

        <wo:species rdf:resource="/nature/life/Steller's_Sea_Eagle#species"/>

        <wo:species rdf:resource="/nature/life/African_Fish_Eagle#species"/>

        <wo:species rdf:resource="/nature/life/White-tailed_Eagle#species"/>

    </wo:Genus>

    <wo:Family rdf:about="/nature/family/Accipitridae#family">

        <rdfs:label>Accipitridae</rdfs:label>

    </wo:Family>

    <wo:Order rdf:about="/nature/order/Falconiformes#order">

        <rdfs:label>Falconiformes</rdfs:label>

    </wo:Order>

    <wo:Class rdf:about="/nature/class/Bird#class">

        <rdfs:label>Aves</rdfs:label>

    </wo:Class>

    <wo:Phylum rdf:about="/nature/phylum/Chordate#phylum">

        <rdfs:label>Chordata</rdfs:label>

    </wo:Phylum>

    <wo:Kingdom rdf:about="/nature/kingdom/Animal#kingdom">

        <rdfs:label>animalia</rdfs:label>

    </wo:Kingdom>

</rdf:RDF>

For some reason, this web site is now deprecated. As an exercise I grabbed the RDF from the web site, did a little cleaning, and merged it together resulting in a set of around 94,500 triples (statements of the form “subject”, “predicate”, “object”). For example, this triple says that Steller's Sea Eagle is monogamous.

[/nature/life/Steller's_Sea_Eagle#species,
wo:adaptation,
/nature/adaptations/Monogamous_pairing_in_animals#adaptation]

One reason the Semantic Web has struggled to gain widespread adoption is the long list of things you need to get to the point where it is usable. You need data consistently structured using the same vocabulary. You need identifiers that everyone agrees on (or at least can map their own identifiers too). And you need a triple store, which is essentially a graph database, a technology that is still unfamiliar to many. But in this case the BBC has done a lot of the hard work by cleverly minting identifiers based on Wikipedia URLs (”slugs”), and developing a vocabulary to express relationships between organisms, traits, and habitats. All that’s needed is a way to query this data. Rather than use a triple store (most of which are not much fun to install or maintain) I’ve used the delightfully simple approach of employing a Hexastore. Hexastores provide fast querying of graphs by indexing all six permutations of the subject, predicates, object triple (hence “hexa”). The approach is sufficiently simple that for moderately sized databases we can implement it in Javascript and run it in a web browser.

As a demonstration, I created a very crude hexastore-based version of the BBC pages (https://rdmpage.github.io/bbc-wildlife/www/.

Once you load the page there are no further server requests, other than fetching images. Every query is “live” but takes place in the browser. You can click on the image for a species and get some textural information, as well as images representing traits of that organism. Click on a trait and you discover what organisms share those traits. This example is trivial, but surprisingly rich. I’ve found it fascinating to simply bounce around the images discovering unexpected facts about different species. There’s lots of potential for serendipitous discovery, as well as an enhanced appreciation for just how rich the BBC’s content is. If the Encyclopedia of Life were this engaging I’d be it’s biggest fan.

The question then, is why a similar approach was not taken for Blue Planet II? It can’t be a lack of resources, this series has amazing production values. And yet a wonderful opportunity has been missed. Why not build on the existing work and create an interactive resource that encourages people to explore more deeply and learn more? Much of the existing data could be used, as well as adding all the new species and behaviours we see on our TV screens. Blue Planet also highlights the impacts humans are having on the marine environment, these could be added as categories as well to show wat organisms are susceptible to different impacted (e.g., plastics).

That the BBC thinks a poster is an adequate for of engagement in the digital age speaks of a corporation that, in spite of many triumphs in the digital sphere (e.g., iPlayer) has not fully grasped the role the web can play in making its content more widely useful and relevant, beyond enthralling viewers on a Sunday evening. It also seems oblivious to the fact that it already knows how to deliver rich, informative online content (as evidenced by the now deprecated Wildlife application). So please, BBC, can we have a resource that enables us to learn more about the organisms and habitats that are the subjects of the grandeur and beauty we see on our TV screens?

Follow up

Below is some of the discussion this post generated on Twitter.

Very cool, your hexastore page has now become a great tool, using it for my revision now
— Tiê Caribe Da Rocha (@Whuky) December 6, 2017

Also going to contradict this view slightly (since the /programmes proposition sits in my portfolio). There's a lot more than a poster, for a start: https://t.co/xbHwsaCUHO and there are some assumptions about resource and available content that may not be as simple as suggested
— Ian Davies (@ianjamesdavies) December 5, 2017

“For some reason, this web site is now deprecated.” “That the BBC thinks a poster is an adequate for (sic) of engagement in the digital age” Have a look at this item, especially the comment by George Osborne at the bottom. https://t.co/OmHiYienzB
— John Waterworth (@jwaterworth) December 5, 2017

I took part in some SW pilots several years ago. The problem is the need to reach critical mass, particularly at a time when budgets are dropping. Public-facing providers like BBC and OU will always prioritise reach: anything additional needs to be off-the shelf to get adoption.
— Dr. Chris A Williams (@OU_Williams) December 5, 2017

Maybe I was influenced by your bio. I think you could look at external drivers for reasons some things were withdrawn from. The organisation is not completely free to make its own choices
— Mark Brandon (@icey_mark) December 6, 2017

Meanwhile, in @Wikidata, we're just quietly getting on with building that (and much more besides) / @fantasticlife @kai_en_ong @rdmpage @BBCEarth https://t.co/HKqFqmX3pJ
— Andy Mabbett (@pigsonthewing) December 6, 2017

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
      }
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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.",
        "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",
        "dwc:measurementValue": "153.67",
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        "value": "384",
        "units": "months",
        "eol:dataPointId": 46326558,
        "eol:reference/full_reference": "Eisenberg, J. F. 1989. Mammals of the Neotropics. Vol. 1. University of Chicago Press, Chicago, Illinois, USA.",
        "dc:bibliographicCitation": "S. K. Morgan Ernest. 2003. Life history characteristics of placental non-volant mammals. Ecology 84:3402.",
        "dwc:measurementMethod": "Maximum length of time a member of either sex has been observed to live",
        "eolterms:statisticalMethod": "http://semanticscience.org/resource/SIO_001114",
        "dwc:measurementValue": "384",
        "dwc:measurementUnit": "http://purl.obolibrary.org/obo/UO_0000035",
        "dwc:scientificName": "Potos flavus",
        "eolterms:resource": "http://eol.org/resources/1020"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_46325754",
        "eol:traitUri": "http://eol.org/resources/1020/measurements/m_03597",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "age at first reproduction",
        "dwc:measurementType": "http://polytraits.lifewatchgreece.eu/terms/MAT",
        "value": "27.65",
        "units": "months",
        "eol:dataPointId": 46325754,
        "eol:reference/full_reference": "Eisenberg, J. F. 1989. Mammals of the Neotropics. Vol. 1. University of Chicago Press, Chicago, Illinois, USA.",
        "dc:bibliographicCitation": "S. K. Morgan Ernest. 2003. Life history characteristics of placental non-volant mammals. Ecology 84:3402.",
        "dwc:measurementMethod": "Average age when female typically conceives her first offspring",
        "eolterms:statisticalMethod": "http://eol.org/schema/terms/average",
        "dwc:measurementValue": "27.65",
        "dwc:measurementUnit": "http://purl.obolibrary.org/obo/UO_0000035",
        "dwc:scientificName": "Potos flavus",
        "eolterms:resource": "http://eol.org/resources/1020"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_44919889",
        "eol:traitUri": "http://eol.org/resources/1004/measurements/m3776",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "trophic level",
        "dwc:measurementType": "http://www.wikidata.org/entity/Q1053008",
        "value": "omnivore",
        "eol:dataPointId": 44919889,
        "dc:source": "Kissling WD, Dalby L, Fløjgaard C, Lenoir J, Sandel B, Sandom C, Trøjelsgaard K, Svenning J-C (2014) Data from: Establishing macroecological trait datasets: digitalization, extrapolation, and validation of diet preferences in terrestrial mammals worldwide. Dryad Digital Repository. http://dx.doi.org/10.5061/dryad.6cd0v",
        "eol:reference/full_reference": "Nowak, R. M. 1999. Walker’s mammals of the world. Volume 1 & 2. Johns Hopkins University Press, Baltimore.",
        "dc:bibliographicCitation": "Kissling, W.D., Dalby, L., Fløjgaard, C., Lenoir, J., Sandel., B., Sandom, C., Trøjelsgaard, K. & Svenning, J.-C.: Establishing macroecological trait datasets: digitalization, extrapolation, and validation of diet preferences in terrestrial mammals worldwide. Ecology and Evolution DOI: 10.1002/ece3.1136",
        "dwc:measurementValue": "http://www.wikidata.org/entity/Q164509",
        "dwc:scientificName": "Potos flavus",
        "eolterms:resource": "http://eol.org/resources/1004"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_44926239",
        "eol:traitUri": "http://eol.org/resources/1004/measurements/m10127",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "diet includes",
        "dwc:measurementType": "http://eol.org/schema/terms/Diet",
        "value": "vertebrates",
        "eol:dataPointId": 44926239,
        "dc:source": "Kissling WD, Dalby L, Fløjgaard C, Lenoir J, Sandel B, Sandom C, Trøjelsgaard K, Svenning J-C (2014) Data from: Establishing macroecological trait datasets: digitalization, extrapolation, and validation of diet preferences in terrestrial mammals worldwide. Dryad Digital Repository. http://dx.doi.org/10.5061/dryad.6cd0v",
        "eol:reference/full_reference": "Nowak, R. M. 1999. Walker’s mammals of the world. Volume 1 & 2. Johns Hopkins University Press, Baltimore.",
        "dc:bibliographicCitation": "Kissling, W.D., Dalby, L., Fløjgaard, C., Lenoir, J., Sandel., B., Sandom, C., Trøjelsgaard, K. & Svenning, J.-C.: Establishing macroecological trait datasets: digitalization, extrapolation, and validation of diet preferences in terrestrial mammals worldwide. Ecology and Evolution DOI: 10.1002/ece3.1136",
        "dwc:measurementMethod": "#REF!#REF!#REF!#REF!",
        "dwc:measurementValue": "http://eol.org/schema/terms/vertebrate",
        "dwc:scientificName": "Potos flavus",
        "eolterms:resource": "http://eol.org/resources/1004"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_44934780",
        "eol:traitUri": "http://eol.org/resources/1004/measurements/m18668",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "primary diet",
        "dwc:measurementType": "http://eol.org/schema/terms/PrimaryDiet",
        "value": "plants",
        "eol:dataPointId": 44934780,
        "dc:source": "Kissling WD, Dalby L, Fløjgaard C, Lenoir J, Sandel B, Sandom C, Trøjelsgaard K, Svenning J-C (2014) Data from: Establishing macroecological trait datasets: digitalization, extrapolation, and validation of diet preferences in terrestrial mammals worldwide. Dryad Digital Repository. http://dx.doi.org/10.5061/dryad.6cd0v",
        "eol:reference/full_reference": "Nowak, R. M. 1999. Walker’s mammals of the world. Volume 1 & 2. Johns Hopkins University Press, Baltimore.",
        "dc:bibliographicCitation": "Kissling, W.D., Dalby, L., Fløjgaard, C., Lenoir, J., Sandel., B., Sandom, C., Trøjelsgaard, K. & Svenning, J.-C.: Establishing macroecological trait datasets: digitalization, extrapolation, and validation of diet preferences in terrestrial mammals worldwide. Ecology and Evolution DOI: 10.1002/ece3.1136",
        "dwc:measurementMethod": "#REF!#REF!#REF!#REF!",
        "dwc:measurementValue": "http://eol.org/schema/terms/plant",
        "dwc:scientificName": "Potos flavus",
        "eolterms:resource": "http://eol.org/resources/1004"
      },
      {
        "@id": "http://eol.org/pages/328067/data#data_point_44893421",
        "eol:traitUri": "http://eol.org/resources/1003/measurements/m3776",
        "@type": "dwc:MeasurementOrFact",
        "predicate": "Q1056783",
        "dwc:measurementType": "http://www.wikidata.org/entity/Q1056783",
        "value": "omnivore",
        "eol:dataPointId": 44893421,
        "dc:source": "Kissling WD, Dalby L, Fløjgaard C, Lenoir J, Sandel B, Sandom C, Trøjelsgaard K, Svenning J-C (2014) Data from: Establishing macroecological trait datasets: digitalization, extrapolation, and validation of diet preferences in terrestrial mammals worldwide. Dryad Digital Repository. http://dx.doi.org/10.5061/dryad.6cd0v",
        "eol:reference/full_reference": "Nowak, R. M. 1999. Walker’s mammals of the world. Volume 1 & 2. Johns Hopkins University Press, Baltimore.",
        "dc:bibliographicCitation": "Kissling, W.D., Dalby, L., Fløjgaard, C., Lenoir, J., Sandel., B., Sandom, C., Trøjelsgaard, K. & Svenning, J.-C.: Establishing macroecological trait datasets: digitalization, extrapolation, and validation of diet preferences in terrestrial mammals worldwide. Ecology and Evolution DOI: 10.1002/ece3.1136.",
        "dwc:measurementValue": "http://www.wikidata.org/entity/Q164509",
        "dwc:scientificName": "Potos flavus",
        "eolterms:resource": "http://eol.org/resources/1003"
      }
    ]
  }
}

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":"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/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.