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<eml:eml xmlns:eml="https://eml.ecoinformatics.org/eml-2.2.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:stmml="http://www.xml-cml.org/schema/stmml-1.2" packageId="swfsc_ichthyo.v2026.09.06" system="calcofi.io" xsi:schemaLocation="https://eml.ecoinformatics.org/eml-2.2.0 https://eml.ecoinformatics.org/eml-2.2.0/eml.xsd">
  <dataset>
    <alternateIdentifier>https://calcofi.io/datasets/swfsc_ichthyo/</alternateIdentifier>
    <shortName>Ichthyoplankton</shortName>
    <title>SWFSC Ichthyoplankton</title>
    <creator>
      <organizationName>NOAA Southwest Fisheries Science Center</organizationName>
    </creator>
    <pubDate>2026-09-06</pubDate>
    <language>eng</language>
    <abstract>
      <para>Ichthyoplankton (fish eggs and larvae) collected by bongo and manta net tows on CalCOFI cruises, processed by SWFSC.</para>
    </abstract>
    <keywordSet>
      <keyword>EARTH SCIENCE &gt; BIOLOGICAL CLASSIFICATION &gt; ANIMALS/VERTEBRATES &gt; FISH</keyword>
      <keyword>EARTH SCIENCE &gt; BIOLOGICAL CLASSIFICATION &gt; ANIMALS/VERTEBRATES &gt; FISH &gt; RAY-FINNED FISHES</keyword>
      <keywordThesaurus>GCMD Science Keywords</keywordThesaurus>
    </keywordSet>
    <keywordSet>
      <keyword>Fish Eggs &amp; Larvae</keyword>
      <keyword>abundance</keyword>
      <keyword>count</keyword>
    </keywordSet>
    <distribution scope="document">
      <online>
        <url function="information">https://calcofi.io/datasets/swfsc_ichthyo/</url>
      </online>
    </distribution>
    <coverage>
      <geographicCoverage>
        <geographicDescription>0.0–54.4°N, 179.8–77.2°W</geographicDescription>
        <boundingCoordinates>
          <westBoundingCoordinate>-179.8217</westBoundingCoordinate>
          <eastBoundingCoordinate>-77.2283</eastBoundingCoordinate>
          <northBoundingCoordinate>54.385</northBoundingCoordinate>
          <southBoundingCoordinate>0.0017</southBoundingCoordinate>
        </boundingCoordinates>
      </geographicCoverage>
      <temporalCoverage>
        <rangeOfDates>
          <beginDate>
            <calendarDate>1951</calendarDate>
          </beginDate>
          <endDate>
            <calendarDate>2023</calendarDate>
          </endDate>
        </rangeOfDates>
      </temporalCoverage>
      <taxonomicCoverage>
        <generalTaxonomicCoverage>Fish Eggs &amp; Larvae</generalTaxonomicCoverage>
        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Abralia</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">137930</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Abraliopsis</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">137931</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Abraliopsis felis</taxonRankValue>
          <commonName>Clawed enope squid</commonName>
          <taxonId provider="https://www.marinespecies.org">341849</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Abudefduf</taxonRankValue>
          <commonName>Sergeant majors</commonName>
          <taxonId provider="https://www.marinespecies.org">126044</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Abudefduf declivifrons</taxonRankValue>
          <commonName>Mexican nightsergeant</commonName>
          <taxonId provider="https://www.marinespecies.org">273698</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Abudefduf troschelii</taxonRankValue>
          <commonName>Panamic sergeant major</commonName>
          <taxonId provider="https://www.marinespecies.org">273702</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Acanthocybium solandri</taxonRankValue>
          <commonName>Wahoo</commonName>
          <taxonId provider="https://www.marinespecies.org">127014</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>family</taxonRankName>
          <taxonRankValue>Acanthuridae</taxonRankValue>
          <commonName>Surgeonfishes</commonName>
          <taxonId provider="https://www.marinespecies.org">125515</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Acanthurus</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">125908</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Acanthurus triostegus</taxonRankValue>
          <commonName>Convict surgeonfish</commonName>
          <taxonId provider="https://www.marinespecies.org">219630</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Achirus</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">268211</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Achirus mazatlanus</taxonRankValue>
          <commonName>Pacific lined sole</commonName>
          <taxonId provider="https://www.marinespecies.org">279494</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>family</taxonRankName>
          <taxonRankValue>Agonidae</taxonRankValue>
          <commonName>Poachers</commonName>
          <taxonId provider="https://www.marinespecies.org">125588</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Agonopsis sterletus</taxonRankValue>
          <commonName>Southern spearnose</commonName>
          <taxonId provider="https://www.marinespecies.org">279521</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Ahliesaurus brevis</taxonRankValue>
          <commonName>Short paperbone</commonName>
          <taxonId provider="https://www.marinespecies.org">272078</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Albatrossia pectoralis</taxonRankValue>
          <commonName>Giant grenadier</commonName>
          <taxonId provider="https://www.marinespecies.org">236135</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Albula</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">157878</taxonId>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Alectis ciliaris</taxonRankValue>
          <commonName>African pompano</commonName>
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        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Alepisaurus ferox</taxonRankValue>
          <commonName>Longnose lancetfish</commonName>
          <taxonId provider="https://www.marinespecies.org">126333</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>family</taxonRankName>
          <taxonRankValue>Alepocephalidae</taxonRankValue>
          <commonName>Slickheads</commonName>
          <taxonId provider="https://www.marinespecies.org">125507</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Alloclinus holderi</taxonRankValue>
          <commonName>Island kelpfish</commonName>
          <taxonId provider="https://www.marinespecies.org">279560</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Amarsipus carlsbergi</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">219735</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Ammodytes hexapterus</taxonRankValue>
          <commonName>Pacific sand lance</commonName>
          <taxonId provider="https://www.marinespecies.org">254510</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Ammodytoides gilli</taxonRankValue>
          <commonName>Panamic sand lance</commonName>
          <taxonId provider="https://www.marinespecies.org">276856</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Ammodytoides pylei</taxonRankValue>
          <commonName>Pyle's sandlance</commonName>
          <taxonId provider="https://www.marinespecies.org">276859</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Anarrhichthys ocellatus</taxonRankValue>
          <commonName>Wolf-eel</commonName>
          <taxonId provider="https://www.marinespecies.org">279605</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Anchoa</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">158697</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>order</taxonRankName>
          <taxonRankValue>Anguilliformes</taxonRankValue>
          <commonName>Eels</commonName>
          <taxonId provider="https://www.marinespecies.org">10295</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Anisotremus</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">268319</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Anisotremus davidsonii</taxonRankValue>
          <commonName>Sargo</commonName>
          <taxonId provider="https://www.marinespecies.org">279617</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Anoplarchus purpurescens</taxonRankValue>
          <commonName>High cockscomb</commonName>
          <taxonId provider="https://www.marinespecies.org">279633</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Anoplopoma fimbria</taxonRankValue>
          <commonName>Sablefish (blackcod)</commonName>
          <taxonId provider="https://www.marinespecies.org">159463</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Anotopterus pharao</taxonRankValue>
          <commonName>Daggertooth</commonName>
          <taxonId provider="https://www.marinespecies.org">126334</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>family</taxonRankName>
          <taxonRankValue>Antennariidae</taxonRankValue>
          <commonName>Frogfishes</commonName>
          <taxonId provider="https://www.marinespecies.org">125484</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Antennarius</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">125790</taxonId>
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        <taxonomicClassification>
          <taxonRankName>family</taxonRankName>
          <taxonRankValue>Anthiadidae</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">1758484</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Aphanopus arigato</taxonRankValue>
          <commonName>Pacific black scabbardfish</commonName>
          <taxonId provider="https://www.marinespecies.org">274008</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Apogon</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">125913</taxonId>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Apogon atricaudus</taxonRankValue>
          <commonName>Plain cardinalfish</commonName>
          <taxonId provider="https://www.marinespecies.org">272978</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Apogon guadalupensis</taxonRankValue>
          <commonName>Guadalupe Cardinalfish</commonName>
          <taxonId provider="https://www.marinespecies.org">273016</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Apogon retrosella</taxonRankValue>
          <commonName>Barspot cardinalfish</commonName>
          <taxonId provider="https://www.marinespecies.org">273084</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>family</taxonRankName>
          <taxonRankValue>Apogonidae</taxonRankValue>
          <commonName>Cardinalfishes</commonName>
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        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Arctozenus risso</taxonRankValue>
          <commonName>Ribbon barracudina</commonName>
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        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Argentina</taxonRankValue>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Argentina sialis</taxonRankValue>
          <commonName>Pacific argentine</commonName>
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        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>family</taxonRankName>
          <taxonRankValue>Argentinidae</taxonRankValue>
          <commonName>Argentines</commonName>
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        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Argonauta</taxonRankValue>
          <commonName>Argonauts</commonName>
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        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Argonauta argo</taxonRankValue>
          <commonName>Greater argonaut</commonName>
          <taxonId provider="https://www.marinespecies.org">138803</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Argyropelecus</taxonRankValue>
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        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Argyropelecus affinis</taxonRankValue>
          <commonName>Slender hatchetfish</commonName>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Argyropelecus hemigymnus</taxonRankValue>
          <commonName>Spurred hatchetfish</commonName>
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        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Argyropelecus lychnus</taxonRankValue>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Argyropelecus sladeni</taxonRankValue>
          <commonName>Lowcrest hatchetfish</commonName>
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        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Ariosoma</taxonRankValue>
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          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Ariosoma gilberti</taxonRankValue>
          <commonName>Gilbert's conger</commonName>
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          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Ariosoma marginatum</taxonRankValue>
          <commonName>Large-eye conger eel</commonName>
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        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Aristostomias scintillans</taxonRankValue>
          <commonName>Shiny loosejaw</commonName>
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        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Artedius</taxonRankValue>
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          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Artedius fenestralis</taxonRankValue>
          <commonName>Padded sculpin</commonName>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Artedius harringtoni</taxonRankValue>
          <commonName>Scalyhead sculpin</commonName>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Artedius lateralis</taxonRankValue>
          <commonName>Smoothhead sculpin</commonName>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Ascelichthys rhodorus</taxonRankValue>
          <commonName>Rosylip sculpin</commonName>
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        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
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          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Assurger anzac</taxonRankValue>
          <commonName>Razorback scabbardfish</commonName>
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        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
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          <taxonRankName>subfamily</taxonRankName>
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          <taxonRankName>species</taxonRankName>
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          <commonName>Arrowtooth flounder</commonName>
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          <taxonRankName>genus</taxonRankName>
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          <taxonRankName>species</taxonRankName>
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          <taxonRankName>family</taxonRankName>
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          <taxonRankName>genus</taxonRankName>
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          <taxonRankName>species</taxonRankName>
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          <commonName>Eastern Pacific flagfin</commonName>
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          <taxonRankName>species</taxonRankName>
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          <taxonRankName>species</taxonRankName>
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          <taxonRankName>genus</taxonRankName>
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          <commonName>Duckbill Eels</commonName>
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          <taxonId provider="https://www.marinespecies.org">126991</taxonId>
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          <commonName>stripefin ronquil</commonName>
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          <taxonId provider="https://www.marinespecies.org">125964</taxonId>
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          <commonName>Blackeye goby</commonName>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
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          <commonName>Bignose nitens</commonName>
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          <taxonRankName>genus</taxonRankName>
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          <taxonRankValue>Rimicola eigenmanni</taxonRankValue>
          <commonName>Slender clingfish</commonName>
          <taxonId provider="https://www.marinespecies.org">282616</taxonId>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Roncador stearnsii</taxonRankValue>
          <commonName>Spotfin croaker</commonName>
          <taxonId provider="https://www.marinespecies.org">282628</taxonId>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Ronquilus jordani</taxonRankValue>
          <commonName>Northern ronquil</commonName>
          <taxonId provider="https://www.marinespecies.org">282629</taxonId>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Rosenblattichthys hubbsi</taxonRankValue>
          <commonName>Hubb's pearleye</commonName>
          <taxonId provider="https://www.marinespecies.org">126366</taxonId>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Rosenblattichthys volucris</taxonRankValue>
          <commonName>Chubby pearleye</commonName>
          <taxonId provider="https://www.marinespecies.org">272106</taxonId>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Ruscarius creaseri</taxonRankValue>
          <commonName>Roughcheek sculpin</commonName>
          <taxonId provider="https://www.marinespecies.org">282636</taxonId>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Ruscarius meanyi</taxonRankValue>
          <commonName>Puget Sound sculpin</commonName>
          <taxonId provider="https://www.marinespecies.org">282637</taxonId>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Ruvettus pretiosus</taxonRankValue>
          <commonName>Oilfish</commonName>
          <taxonId provider="https://www.marinespecies.org">126867</taxonId>
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        <taxonomicClassification>
          <taxonRankName>family</taxonRankName>
          <taxonRankValue>Saccopharyngidae</taxonRankValue>
          <commonName>swallowers</commonName>
          <taxonId provider="https://www.marinespecies.org">125586</taxonId>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Saccopharynx lavenbergi</taxonRankValue>
          <commonName>Whiptail gulper</commonName>
          <taxonId provider="https://www.marinespecies.org">274336</taxonId>
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        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Samariscus</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">206731</taxonId>
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          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Sarda chiliensis</taxonRankValue>
          <commonName>Pacific bonito</commonName>
          <taxonId provider="https://www.marinespecies.org">293729</taxonId>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Sarda orientalis</taxonRankValue>
          <commonName>Striped bonito</commonName>
          <taxonId provider="https://www.marinespecies.org">219713</taxonId>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Sardinops sagax</taxonRankValue>
          <commonName>Pacific sardine (pilchard)</commonName>
          <taxonId provider="https://www.marinespecies.org">217452</taxonId>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Sargocentron suborbitale</taxonRankValue>
          <commonName>Tinsel squirrelfish</commonName>
          <taxonId provider="https://www.marinespecies.org">1021098</taxonId>
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        <taxonomicClassification>
          <taxonRankName>subfamily</taxonRankName>
          <taxonRankValue>Scarinae</taxonRankValue>
          <commonName>Parrotfishes</commonName>
          <taxonId provider="https://www.marinespecies.org">151787</taxonId>
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        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Scartichthys</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">270817</taxonId>
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          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Scarus</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">159299</taxonId>
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        <taxonomicClassification>
          <taxonRankName>family</taxonRankName>
          <taxonRankValue>Sciaenidae</taxonRankValue>
          <commonName>Croakers</commonName>
          <taxonId provider="https://www.marinespecies.org">125558</taxonId>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Scomber japonicus</taxonRankValue>
          <commonName>Pacific mackerel (chub mackerel)</commonName>
          <taxonId provider="https://www.marinespecies.org">127022</taxonId>
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        <taxonomicClassification>
          <taxonRankName>family</taxonRankName>
          <taxonRankValue>Scomberesocidae</taxonRankValue>
          <commonName>Sauries</commonName>
          <taxonId provider="https://www.marinespecies.org">125454</taxonId>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Scomberesox saurus</taxonRankValue>
          <commonName>Atlantic saury</commonName>
          <taxonId provider="https://www.marinespecies.org">126392</taxonId>
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        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Scomberomorus</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">126064</taxonId>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Scomberomorus sierra</taxonRankValue>
          <commonName>Pacific sierra</commonName>
          <taxonId provider="https://www.marinespecies.org">273821</taxonId>
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          <taxonRankName>family</taxonRankName>
          <taxonRankValue>Scombridae</taxonRankValue>
          <commonName>Mackerels</commonName>
          <taxonId provider="https://www.marinespecies.org">125559</taxonId>
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        <taxonomicClassification>
          <taxonRankName>suborder</taxonRankName>
          <taxonRankValue>Scombroidei</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">151748</taxonId>
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          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Scombrolabrax heterolepis</taxonRankValue>
          <commonName>Black mackerel</commonName>
          <taxonId provider="https://www.marinespecies.org">127030</taxonId>
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          <taxonRankName>family</taxonRankName>
          <taxonRankValue>Scopelarchidae</taxonRankValue>
          <commonName>Pearleyes</commonName>
          <taxonId provider="https://www.marinespecies.org">125448</taxonId>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Scopelarchoides nicholsi</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">275617</taxonId>
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        <taxonomicClassification>
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          <commonName>Pearleyes</commonName>
          <taxonId provider="https://www.marinespecies.org">125683</taxonId>
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        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Scopelarchus analis</taxonRankValue>
          <commonName>Blackbelly pearleye</commonName>
          <taxonId provider="https://www.marinespecies.org">126367</taxonId>
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          <taxonRankName>species</taxonRankName>
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          <commonName>Staring pearleye</commonName>
          <taxonId provider="https://www.marinespecies.org">217724</taxonId>
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          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Scopelarchus michaelsarsi</taxonRankValue>
          <commonName>Bigfin pearleye</commonName>
          <taxonId provider="https://www.marinespecies.org">126368</taxonId>
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          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Scopelarchus stephensi</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">272107</taxonId>
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          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Scopelengys</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">125836</taxonId>
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          <commonName>Pacific blackchin</commonName>
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          <taxonId provider="https://www.marinespecies.org">126183</taxonId>
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          <commonName>Longjaw bigscale</commonName>
          <taxonId provider="https://www.marinespecies.org">127276</taxonId>
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          <commonName>Twospine bigscale</commonName>
          <taxonId provider="https://www.marinespecies.org">306621</taxonId>
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          <taxonId provider="https://www.marinespecies.org">125672</taxonId>
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          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Scopelosaurus hoedti</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">272084</taxonId>
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          <taxonRankValue>Scopelosaurus hubbsi</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">272085</taxonId>
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          <taxonRankValue>Scopelosaurus smithii</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">126350</taxonId>
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          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Scorpaena</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">126171</taxonId>
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          <taxonId provider="https://www.marinespecies.org">274713</taxonId>
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          <commonName>Cabezon</commonName>
          <taxonId provider="https://www.marinespecies.org">282726</taxonId>
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          <taxonId provider="https://www.marinespecies.org">125595</taxonId>
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          <taxonRankValue>Scorpaenodes xyris</taxonRankValue>
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          <taxonId provider="https://www.marinespecies.org">274756</taxonId>
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          <taxonRankValue>Sebastes</taxonRankValue>
          <commonName>Rockfishes</commonName>
          <taxonId provider="https://www.marinespecies.org">126175</taxonId>
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          <taxonId provider="https://www.marinespecies.org">274774</taxonId>
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          <taxonRankValue>Sebastes diploproa</taxonRankValue>
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          <taxonId provider="https://www.marinespecies.org">274787</taxonId>
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          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Sebastes goodei</taxonRankValue>
          <commonName>Chilipepper</commonName>
          <taxonId provider="https://www.marinespecies.org">274798</taxonId>
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          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Sebastes jordani</taxonRankValue>
          <commonName>Shortbelly rockfish</commonName>
          <taxonId provider="https://www.marinespecies.org">274806</taxonId>
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          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Sebastes levis</taxonRankValue>
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          <taxonId provider="https://www.marinespecies.org">274812</taxonId>
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          <taxonId provider="https://www.marinespecies.org">274814</taxonId>
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          <taxonId provider="https://www.marinespecies.org">274819</taxonId>
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          <taxonId provider="https://www.marinespecies.org">274833</taxonId>
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          <taxonId provider="https://www.marinespecies.org">274848</taxonId>
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          <taxonId provider="https://www.marinespecies.org">270859</taxonId>
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          <taxonId provider="https://www.marinespecies.org">125943</taxonId>
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          <taxonRankValue>Uranoscopidae</taxonRankValue>
          <commonName>Stargazers</commonName>
          <taxonId provider="https://www.marinespecies.org">125573</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Valenciennellus tripunctulatus</taxonRankValue>
          <commonName>Constellationfish</commonName>
          <taxonId provider="https://www.marinespecies.org">127316</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Vinciguerria</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">126194</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Vinciguerria attenuata</taxonRankValue>
          <commonName>slender lightfish</commonName>
          <taxonId provider="https://www.marinespecies.org">127302</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Vinciguerria lucetia</taxonRankValue>
          <commonName>Panama lightfish</commonName>
          <taxonId provider="https://www.marinespecies.org">274961</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Vinciguerria nimbaria</taxonRankValue>
          <commonName>Oceanic lightfish</commonName>
          <taxonId provider="https://www.marinespecies.org">127303</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Vinciguerria poweriae</taxonRankValue>
          <commonName>Highseas lightfish</commonName>
          <taxonId provider="https://www.marinespecies.org">127304</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Woodsia nonsuchae</taxonRankValue>
          <commonName>Bigeye lightfish</commonName>
          <taxonId provider="https://www.marinespecies.org">283166</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Xeneretmus</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">271228</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Xeneretmus latifrons</taxonRankValue>
          <commonName>Blackedge poacher</commonName>
          <taxonId provider="https://www.marinespecies.org">283171</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Xeneretmus leiops</taxonRankValue>
          <commonName>Smootheye poacher</commonName>
          <taxonId provider="https://www.marinespecies.org">283172</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Xyrichtys</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">126025</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Xyrichtys mundiceps</taxonRankValue>
          <commonName>Razorfish</commonName>
          <taxonId provider="https://www.marinespecies.org">273604</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Xystreurys liolepis</taxonRankValue>
          <commonName>Fantail sole</commonName>
          <taxonId provider="https://www.marinespecies.org">283199</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Yarrella blackfordi</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">158835</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Zalieutes elater</taxonRankValue>
          <commonName>Spotted batfish</commonName>
          <taxonId provider="https://www.marinespecies.org">283203</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Zaniolepis</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">271274</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Zaniolepis frenata</taxonRankValue>
          <commonName>Shortspine combfish</commonName>
          <taxonId provider="https://www.marinespecies.org">283208</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Zaniolepis latipinnis</taxonRankValue>
          <commonName>Longspine combfish</commonName>
          <taxonId provider="https://www.marinespecies.org">283209</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>genus</taxonRankName>
          <taxonRankValue>Zenion</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">126245</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>family</taxonRankName>
          <taxonRankValue>Zoarcidae</taxonRankValue>
          <commonName>Eelpouts</commonName>
          <taxonId provider="https://www.marinespecies.org">125575</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>suborder</taxonRankName>
          <taxonRankValue>Zoarcoidei</taxonRankValue>
          <taxonId provider="https://www.marinespecies.org">151739</taxonId>
        </taxonomicClassification>
        <taxonomicClassification>
          <taxonRankName>species</taxonRankName>
          <taxonRankValue>Zu cristatus</taxonRankValue>
          <commonName>Scalloped ribbonfish</commonName>
          <taxonId provider="https://www.marinespecies.org">126529</taxonId>
        </taxonomicClassification>
      </taxonomicCoverage>
    </coverage>
    <contact>
      <organizationName>CalCOFI</organizationName>
      <electronicMailAddress>data@calcofi.io</electronicMailAddress>
    </contact>
    <methods>
      <methodStep>
        <description>
          <para>Oblique tow with a 1-m ring net (1-m mouth diameter, 0.8 m^2 mouth area) retrieved at a constant wire angle from ~140 m to the surface; volume filtered from a flowmeter, abundance standardized per 10 m^2 of sea surface by the standard haul factor.</para>
          <para>Oblique tow with a 2-m^2 mouth-area ring net (1.6-m mouth diameter).</para>
          <para>Oblique tow with a 71-cm bongo net (0.4 m^2 mouth area per cod end, 0.505 mm mesh) retrieved at a constant 45 degree wire angle from 210 m to the surface; volume filtered from a flowmeter, abundance standardized per 10 m^2 by the standard haul factor. Paired cod ends: one preserved in formalin for SWFSC ichthyoplankton, one for the SIO Pelagic Invertebrate Collection.</para>
          <para>Vertical tow with a 0.25 m^2 mouth-area ring net; abundance standardized per unit sea-surface area.</para>
          <para>Oblique tow to 600 m with the CB bongo net, historically used to sample sablefish.</para>
          <para>Multiple Opening/Closing Net and Environmental Sensing System, 1 m^2 mouth area.</para>
          <para>Multiple Opening/Closing Net and Environmental Sensing System, 3 m^2 mouth area.</para>
          <para>Oblique tow with a MARMAP bongo net (2-ft mouth diameter).</para>
          <para>Surface (neuston) tow with a twin-winged continuous-flow Manta net; abundance standardized per 1000 m^3 of water strained (volume, not haul factor — a Manta tow has no depth-integrated area).</para>
          <para>Paired vertical tows of the CalCOFI vertical egg net (PairoVET), fished from ~70 m to the surface for fish eggs.</para>
        </description>
      </methodStep>
    </methods>
    <dataTable>
      <entityName>sample</entityName>
      <entityDescription>One row per physical sampling event at its native grain (site, tow, net, cast, bottle, underway, transect, region pool). An adjacency list: parent_sample_key points at the containing event and root_sample_key at the top of the chain, so counting distinct events at any level is a single GROUP BY.</entityDescription>
      <physical>
        <objectName>sample.parquet</objectName>
        <size unit="bytes">25947132</size>
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          <externallyDefinedFormat>
            <formatName>Apache Parquet</formatName>
          </externallyDefinedFormat>
        </dataFormat>
        <distribution>
          <online>
            <url function="download">https://storage.googleapis.com/calcofi-db/ducklake/tables/sample/20f8bca6631580d382ef064c/sample.parquet</url>
          </online>
        </distribution>
      </physical>
      <attributeList>
        <attribute>
          <attributeName>sample_key</attributeName>
          <attributeLabel>Sample Key</attributeLabel>
          <attributeDefinition>Globally unique event key, namespaced dataset_key:sample_type:id so the same integer id in two datasets — or at two event levels in one dataset — never collides.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Globally unique event key, namespaced dataset_key:sample_type:id so the same integer id in two datasets — or at two event levels in one dataset — never collides.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>sample_type</attributeName>
          <attributeLabel>Sample Type</attributeLabel>
          <attributeDefinition>Event grain: site, tow, net, cast, bottle, underway, transect or region_pool.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Event grain: site, tow, net, cast, bottle, underway, transect or region_pool.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>parent_sample_key</attributeName>
          <attributeLabel>Parent Sample Key</attributeLabel>
          <attributeDefinition>The containing event (net → tow → site; bottle → cast). NULL at the top of the chain. Flat adjacency list: attributes are not inherited.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>The containing event (net → tow → site; bottle → cast). NULL at the top of the chain. Flat adjacency list: attributes are not inherited.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>root_sample_key</attributeName>
          <attributeLabel>Root Sample Key</attributeLabel>
          <attributeDefinition>Top of this event's containment chain; equals sample_key for single-level datasets. Use count(DISTINCT root_sample_key) to count stations/casts irrespective of grain.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Top of this event's containment chain; equals sample_key for single-level datasets. Use count(DISTINCT root_sample_key) to count stations/casts irrespective of grain.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>dataset_key</attributeName>
          <attributeLabel>Dataset Key</attributeLabel>
          <attributeDefinition>Provenance stamp: provider_dataset.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Provenance stamp: provider_dataset.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>grid_key</attributeName>
          <attributeLabel>Grid Key</attributeLabel>
          <attributeDefinition>CalCOFI station grid cell. NULL where the dataset has no station assignment (region-pooled phytoplankton).</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>CalCOFI station grid cell. NULL where the dataset has no station assignment (region-pooled phytoplankton).</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>site_key</attributeName>
          <attributeLabel>Site Key</attributeLabel>
          <attributeDefinition>CalCOFI station natural key as the source records it (line/station, e.g. 090.0 060.0). Present on 13 of the 18 source event tables, so it is carried on the event dimension rather than lost to consolidation; grid_key is the derived grid cell, this is the source's own station id.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>CalCOFI station natural key as the source records it (line/station, e.g. 090.0 060.0). Present on 13 of the 18 source event tables, so it is carried on the event dimension rather than lost to consolidation; grid_key is the derived grid cell, this is the source's own station id.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>cruise_key</attributeName>
          <attributeLabel>Cruise Key</attributeLabel>
          <attributeDefinition>CalCOFI cruise natural key YYYY-MM-NODC.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>CalCOFI cruise natural key YYYY-MM-NODC.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>order_occ</attributeName>
          <attributeLabel>Order of Occupation</attributeLabel>
          <attributeDefinition>Order in which the station was occupied on the cruise. Source spelling varies (order_occ, ord_occ) and CTD stores it as text; normalised to an integer here.</attributeDefinition>
          <storageType>INTEGER</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>integer</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>latitude</attributeName>
          <attributeLabel>Latitude</attributeLabel>
          <attributeDefinition>Event latitude (WGS84).</attributeDefinition>
          <storageType>DOUBLE</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>degree</standardUnit>
              </unit>
              <numericDomain>
                <numberType>real</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>longitude</attributeName>
          <attributeLabel>Longitude</attributeLabel>
          <attributeDefinition>Event longitude (WGS84).</attributeDefinition>
          <storageType>DOUBLE</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>degree</standardUnit>
              </unit>
              <numericDomain>
                <numberType>real</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>datetime</attributeName>
          <attributeLabel>Datetime</attributeLabel>
          <attributeDefinition>Event start time (UTC).</attributeDefinition>
          <storageType>TIMESTAMP</storageType>
          <measurementScale>
            <dateTime>
              <formatString>YYYY-MM-DDThh:mm:ss</formatString>
            </dateTime>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>depth_min_m</attributeName>
          <attributeLabel>Depth Min</attributeLabel>
          <attributeDefinition>Shallowest depth sampled by this event.</attributeDefinition>
          <storageType>DOUBLE</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>meter</standardUnit>
              </unit>
              <numericDomain>
                <numberType>real</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>depth_max_m</attributeName>
          <attributeLabel>Depth Max</attributeLabel>
          <attributeDefinition>Deepest depth sampled by this event.</attributeDefinition>
          <storageType>DOUBLE</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>meter</standardUnit>
              </unit>
              <numericDomain>
                <numberType>real</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>tow_type</attributeName>
          <attributeLabel>Tow Type</attributeLabel>
          <attributeDefinition>Net gear code where the dataset records one (C1/CB/CV/PV oblique or vertical, MT manta); NULL for gears and datasets without one. Needed to compute gear-appropriate CPUE.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Net gear code where the dataset records one (C1/CB/CV/PV oblique or vertical, MT manta); NULL for gears and datasets without one. Needed to compute gear-appropriate CPUE.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>data_stage</attributeName>
          <attributeLabel>Data Stage</attributeLabel>
          <attributeDefinition>The source's own processing state for this event: final (post-cruise calibrations applied) or preliminary (not for publication — the source warns that oxygen, nitrate and chlorophyll may change significantly once calibrated). Populated by calcofi_ctd-cast; NULL where the dataset draws no such distinction, which is not a claim that the data are final.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>The source's own processing state for this event: final (post-cruise calibrations applied) or preliminary (not for publication — the source warns that oxygen, nitrate and chlorophyll may change significantly once calibrated). Populated by calcofi_ctd-cast; NULL where the dataset draws no such distinction, which is not a claim that the data are final.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>geom</attributeName>
          <attributeLabel>Geometry</attributeLabel>
          <attributeDefinition>Point geometry minted from longitude/latitude (OGC:CRS84).</attributeDefinition>
          <storageType>GEOMETRY('EPSG:4326')</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Point geometry minted from longitude/latitude (OGC:CRS84).</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>source_uuid</attributeName>
          <attributeLabel>Source Uuid</attributeLabel>
          <attributeDefinition>Source Uuid</attributeDefinition>
          <storageType>UUID</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Source Uuid</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>seafloor_depth_m</attributeName>
          <attributeDefinition>seafloor_depth_m</attributeDefinition>
          <storageType>DOUBLE</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>real</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>station_uuid</attributeName>
          <attributeDefinition>station_uuid</attributeDefinition>
          <storageType>UUID</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>station_uuid</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>station_uuid_method</attributeName>
          <attributeDefinition>station_uuid_method</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>station_uuid_method</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
      </attributeList>
    </dataTable>
    <dataTable>
      <entityName>obs</entityName>
      <entityDescription>The occurrence-headline long table: one scalar measurement per row, environmental (realm = 'env') and biological (realm = 'bio') together. Biological taxon is the global taxon_key; sub-occurrence detail (length/stage bins, behavior) lives in obs_attribute, and event-level effort in sample_measurement.</entityDescription>
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        <distribution>
          <online>
            <url function="download">https://storage.googleapis.com/calcofi-db/ducklake/tables/obs/dataset_key=swfsc_ichthyo/1ad4cc8b42078b1b3c5c6f18/data_0.parquet</url>
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        </distribution>
      </physical>
      <attributeList>
        <attribute>
          <attributeName>obs_id</attributeName>
          <attributeLabel>Observation ID</attributeLabel>
          <attributeDefinition>Surrogate key, renumbered globally when the release concatenates the per-dataset shards.</attributeDefinition>
          <storageType>BIGINT</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>integer</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>realm</attributeName>
          <attributeLabel>Realm</attributeLabel>
          <attributeDefinition>env for physical/chemical measurements, bio for organism observations.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>env for physical/chemical measurements, bio for organism observations.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>dataset_key</attributeName>
          <attributeLabel>Dataset Key</attributeLabel>
          <attributeDefinition>Provenance stamp: provider_dataset.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Provenance stamp: provider_dataset.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>sample_key</attributeName>
          <attributeLabel>Sample Key</attributeLabel>
          <attributeDefinition>The sampling event this observation came from; joins sample.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>The sampling event this observation came from; joins sample.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>grid_key</attributeName>
          <attributeLabel>Grid Key</attributeLabel>
          <attributeDefinition>CalCOFI station grid cell, denormalized from sample so rollups need no join. NULL for region-pooled data.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>CalCOFI station grid cell, denormalized from sample so rollups need no join. NULL for region-pooled data.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>cruise_key</attributeName>
          <attributeLabel>Cruise Key</attributeLabel>
          <attributeDefinition>Cruise, denormalized from sample so rollups need no join.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Cruise, denormalized from sample so rollups need no join.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>latitude</attributeName>
          <attributeLabel>Latitude</attributeLabel>
          <attributeDefinition>Observation latitude (WGS84).</attributeDefinition>
          <storageType>DOUBLE</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>degree</standardUnit>
              </unit>
              <numericDomain>
                <numberType>real</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>longitude</attributeName>
          <attributeLabel>Longitude</attributeLabel>
          <attributeDefinition>Observation longitude (WGS84).</attributeDefinition>
          <storageType>DOUBLE</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>degree</standardUnit>
              </unit>
              <numericDomain>
                <numberType>real</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>datetime</attributeName>
          <attributeLabel>Datetime</attributeLabel>
          <attributeDefinition>Observation time (UTC). NULL for region-pooled data with no event time.</attributeDefinition>
          <storageType>TIMESTAMP</storageType>
          <measurementScale>
            <dateTime>
              <formatString>YYYY-MM-DDThh:mm:ss</formatString>
            </dateTime>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>depth_min_m</attributeName>
          <attributeLabel>Depth Min</attributeLabel>
          <attributeDefinition>Shallowest depth this observation represents.</attributeDefinition>
          <storageType>DOUBLE</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>meter</standardUnit>
              </unit>
              <numericDomain>
                <numberType>real</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>depth_max_m</attributeName>
          <attributeLabel>Depth Max</attributeLabel>
          <attributeDefinition>Deepest depth this observation represents; equal to depth_min_m for point measurements (bottle, CTD scan).</attributeDefinition>
          <storageType>DOUBLE</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>meter</standardUnit>
              </unit>
              <numericDomain>
                <numberType>real</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>taxon_key</attributeName>
          <attributeLabel>Taxon Key</attributeLabel>
          <attributeDefinition>Global taxon key, worms:&lt;AphiaID&gt; or itis:&lt;TSN&gt; for birds. NULL for env rows. Joins taxon.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Global taxon key, worms:&lt;AphiaID&gt; or itis:&lt;TSN&gt; for birds. NULL for env rows. Joins taxon.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>life_stage</attributeName>
          <attributeLabel>Life Stage</attributeLabel>
          <attributeDefinition>Life stage where the source resolves one (larva, adult, juvenile, egg, phyllosoma).</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Life stage where the source resolves one (larva, adult, juvenile, egg, phyllosoma).</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>measurement_type</attributeName>
          <attributeLabel>Measurement Type</attributeLabel>
          <attributeDefinition>Measured quantity; joins the measurement_type vocabulary.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Measured quantity; joins the measurement_type vocabulary.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>measurement_value</attributeName>
          <attributeLabel>Measurement Value</attributeLabel>
          <attributeDefinition>The measured value, in the units measurement_type declares.</attributeDefinition>
          <storageType>DOUBLE</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>real</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>measurement_qual</attributeName>
          <attributeLabel>Measurement Qualifier</attributeLabel>
          <attributeDefinition>Source quality flag, verbatim.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Source quality flag, verbatim.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>measurement_prec</attributeName>
          <attributeLabel>Measurement Precision</attributeLabel>
          <attributeDefinition>Source-reported precision where available.</attributeDefinition>
          <storageType>DOUBLE</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>real</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>hex_id</attributeName>
          <attributeLabel>Hex ID</attributeLabel>
          <attributeDefinition>H3 cell at resolution 10, stored as UBIGINT. Aggregate coarser at query time with h3_cell_to_parent(hex_id, res) — there is no per-resolution column ladder.</attributeDefinition>
          <storageType>UBIGINT</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>whole</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
      </attributeList>
    </dataTable>
    <dataTable>
      <entityName>obs_attribute</entityName>
      <entityDescription>Sub-occurrence attribution: the breakdown within an obs headline row. Covers numeric frequency distributions (length bins, stage numbers) and categorical breakdowns (seabird behavior). Counts here sum to the headline where the source is internally consistent.</entityDescription>
      <physical>
        <objectName>obs_attribute.parquet</objectName>
        <size unit="bytes">1849619</size>
        <authentication method="SHA-256">db65be59c116553572c28110d13b695438b1d59f12fdad0c6c66e1939709a16a</authentication>
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          <externallyDefinedFormat>
            <formatName>Apache Parquet</formatName>
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          <online>
            <url function="download">https://storage.googleapis.com/calcofi-db/ducklake/tables/obs_attribute/df2caf362cc9829013c29c0c/obs_attribute.parquet</url>
          </online>
        </distribution>
      </physical>
      <attributeList>
        <attribute>
          <attributeName>obs_attribute_id</attributeName>
          <attributeLabel>Observation Attribute ID</attributeLabel>
          <attributeDefinition>Surrogate key.</attributeDefinition>
          <storageType>BIGINT</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>integer</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>dataset_key</attributeName>
          <attributeLabel>Dataset Key</attributeLabel>
          <attributeDefinition>Provenance stamp: provider_dataset.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Provenance stamp: provider_dataset.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>sample_key</attributeName>
          <attributeLabel>Sample Key</attributeLabel>
          <attributeDefinition>The sampling event; joins sample.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>The sampling event; joins sample.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>taxon_key</attributeName>
          <attributeLabel>Taxon Key</attributeLabel>
          <attributeDefinition>Global taxon key; joins taxon.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Global taxon key; joins taxon.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>life_stage</attributeName>
          <attributeLabel>Life Stage</attributeLabel>
          <attributeDefinition>Life stage the attribution applies to.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Life stage the attribution applies to.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>measurement_type</attributeName>
          <attributeLabel>Measurement Type</attributeLabel>
          <attributeDefinition>The attribute being broken down: body_length, stage or behavior.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>The attribute being broken down: body_length, stage or behavior.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>bin_value</attributeName>
          <attributeLabel>Bin Value</attributeLabel>
          <attributeDefinition>Numeric bin — length in mm, stage number. NULL for categorical attributes.</attributeDefinition>
          <storageType>DOUBLE</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>real</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>bin_label</attributeName>
          <attributeLabel>Bin Label</attributeLabel>
          <attributeDefinition>Category label — stage description, behavior name. NULL for purely numeric bins.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Category label — stage description, behavior name. NULL for purely numeric bins.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>count</attributeName>
          <attributeLabel>Count</attributeLabel>
          <attributeDefinition>Number of individuals in this bin.</attributeDefinition>
          <storageType>INTEGER</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>number</standardUnit>
              </unit>
              <numericDomain>
                <numberType>integer</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>measurement_qual</attributeName>
          <attributeLabel>Measurement Qualifier</attributeLabel>
          <attributeDefinition>Source quality flag, verbatim.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Source quality flag, verbatim.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
      </attributeList>
    </dataTable>
    <dataTable>
      <entityName>sample_measurement</entityName>
      <entityDescription>Event-level (effort) measurements: quantities that describe the sampling event itself rather than anything observed in it — net volume filtered, standard haul factor, proportion sorted, bottle cast conditions. Kept apart from obs so effort is never mistaken for an observation.</entityDescription>
      <physical>
        <objectName>sample_measurement.parquet</objectName>
        <size unit="bytes">2017797</size>
        <authentication method="SHA-256">6b4182c1b153a838891eed1844b351a9e3e643ac7b90a6a912ba5c43aaf70901</authentication>
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          <externallyDefinedFormat>
            <formatName>Apache Parquet</formatName>
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        <distribution>
          <online>
            <url function="download">https://storage.googleapis.com/calcofi-db/ducklake/tables/sample_measurement/3ca15d80943300a06e48d290/sample_measurement.parquet</url>
          </online>
        </distribution>
      </physical>
      <attributeList>
        <attribute>
          <attributeName>sample_measurement_id</attributeName>
          <attributeLabel>Sample Measurement ID</attributeLabel>
          <attributeDefinition>Surrogate key.</attributeDefinition>
          <storageType>BIGINT</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>integer</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>sample_key</attributeName>
          <attributeLabel>Sample Key</attributeLabel>
          <attributeDefinition>The sampling event this effort measurement describes; joins sample.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>The sampling event this effort measurement describes; joins sample.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>dataset_key</attributeName>
          <attributeLabel>Dataset Key</attributeLabel>
          <attributeDefinition>Provenance stamp: provider_dataset.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Provenance stamp: provider_dataset.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>measurement_type</attributeName>
          <attributeLabel>Measurement Type</attributeLabel>
          <attributeDefinition>Measured quantity; joins the measurement_type vocabulary.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Measured quantity; joins the measurement_type vocabulary.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>measurement_value</attributeName>
          <attributeLabel>Measurement Value</attributeLabel>
          <attributeDefinition>The measured value, in the units measurement_type declares.</attributeDefinition>
          <storageType>DOUBLE</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>real</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>measurement_qual</attributeName>
          <attributeLabel>Measurement Qualifier</attributeLabel>
          <attributeDefinition>Source quality flag, verbatim.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Source quality flag, verbatim.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
      </attributeList>
    </dataTable>
    <dataTable>
      <entityName>taxon</entityName>
      <entityDescription>Taxonomic hierarchy for species via WoRMS and ITIS authorities (built from spp.duckdb via recursive CTEs)</entityDescription>
      <physical>
        <objectName>taxon.parquet</objectName>
        <size unit="bytes">87824</size>
        <authentication method="SHA-256">3519d4cabdab1a78c1b1a99993da6de6381d8683d7d0757b87c7fea566952fef</authentication>
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          <externallyDefinedFormat>
            <formatName>Apache Parquet</formatName>
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        <distribution>
          <online>
            <url function="download">https://storage.googleapis.com/calcofi-db/ducklake/tables/taxon/cc3a951dc5223524b62fa88a/taxon.parquet</url>
          </online>
        </distribution>
      </physical>
      <attributeList>
        <attribute>
          <attributeName>taxon_key</attributeName>
          <attributeLabel>Taxon Key</attributeLabel>
          <attributeDefinition>Global taxon key: lowercase authority prefix plus id, worms:127023 or itis:176754.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Global taxon key: lowercase authority prefix plus id, worms:127023 or itis:176754.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>worms_id</attributeName>
          <attributeLabel>WoRMS ID</attributeLabel>
          <attributeDefinition>WoRMS AphiaID.</attributeDefinition>
          <storageType>INTEGER</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>integer</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>itis_id</attributeName>
          <attributeLabel>ITIS ID</attributeLabel>
          <attributeDefinition>ITIS Taxonomic Serial Number.</attributeDefinition>
          <storageType>INTEGER</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>integer</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>gbif_id</attributeName>
          <attributeLabel>GBIF ID</attributeLabel>
          <attributeDefinition>GBIF backbone taxon key.</attributeDefinition>
          <storageType>INTEGER</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>integer</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>ncbi_id</attributeName>
          <attributeLabel>NCBI ID</attributeLabel>
          <attributeDefinition>NCBI Taxonomy id.</attributeDefinition>
          <storageType>INTEGER</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>integer</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>inat_id</attributeName>
          <attributeLabel>iNaturalist ID</attributeLabel>
          <attributeDefinition>iNaturalist taxon id.</attributeDefinition>
          <storageType>INTEGER</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>integer</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>scientific_name</attributeName>
          <attributeLabel>Scientific Name</attributeLabel>
          <attributeDefinition>Accepted scientific name.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Accepted scientific name.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>common_name</attributeName>
          <attributeLabel>Common Name</attributeLabel>
          <attributeDefinition>Common name where one is recorded.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Common name where one is recorded.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>rank</attributeName>
          <attributeLabel>Rank</attributeLabel>
          <attributeDefinition>Taxonomic rank.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Taxonomic rank.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>rank_order</attributeName>
          <attributeLabel>Rank Order</attributeLabel>
          <attributeDefinition>Ordinal for sorting ranks from kingdom down.</attributeDefinition>
          <storageType>INTEGER</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>integer</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>taxonomic_status</attributeName>
          <attributeLabel>Taxonomic Status</attributeLabel>
          <attributeDefinition>Status as fetched from the keying authority (accepted, unaccepted, superseded combination, ...). Read it with status_checked — before v2026.08.05 this column was the literal string "accepted" on every row, stamped rather than fetched.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Status as fetched from the keying authority (accepted, unaccepted, superseded combination, ...). Read it with status_checked — before v2026.08.05 this column was the literal string "accepted" on every row, stamped rather than fetched.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>status_checked</attributeName>
          <attributeLabel>Status Checked</attributeLabel>
          <attributeDefinition>Date taxonomic_status was last confirmed against the authority. A status with no check date is not a fact.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Date taxonomic_status was last confirmed against the authority. A status with no check date is not a fact.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>parent_taxon_key</attributeName>
          <attributeLabel>Parent Taxon Key</attributeLabel>
          <attributeDefinition>Lineage parent; walk this to expand a taxon to its descendants.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Lineage parent; walk this to expand a taxon to its descendants.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>kingdom</attributeName>
          <attributeLabel>Kingdom</attributeLabel>
          <attributeDefinition>Kingdom.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Kingdom.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>phylum</attributeName>
          <attributeLabel>Phylum</attributeLabel>
          <attributeDefinition>Phylum.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Phylum.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>class</attributeName>
          <attributeLabel>Class</attributeLabel>
          <attributeDefinition>Class.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Class.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>order_taxon</attributeName>
          <attributeLabel>Order</attributeLabel>
          <attributeDefinition>Order (named order_taxon because order is a SQL keyword).</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Order (named order_taxon because order is a SQL keyword).</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>family</attributeName>
          <attributeLabel>Family</attributeLabel>
          <attributeDefinition>Family.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Family.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>notes</attributeName>
          <attributeLabel>Notes</attributeLabel>
          <attributeDefinition>Append-only provenance log, one datestamped line per entry: how each id was resolved and any re-key onto an authority-accepted id (e.g. itis:174553 Puffinus griseus -&gt; itis:1255050 Ardenna grisea). The dataset's own original code and name stay in dataset_taxon.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Append-only provenance log, one datestamped line per entry: how each id was resolved and any re-key onto an authority-accepted id (e.g. itis:174553 Puffinus griseus -&gt; itis:1255050 Ardenna grisea). The dataset's own original code and name stay in dataset_taxon.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
      </attributeList>
    </dataTable>
    <dataTable>
      <entityName>dataset_taxon</entityName>
      <entityDescription>Crosswalk from each dataset's own taxon vocabulary to the global taxon_key. obs resolves its taxon by joining this on (dataset_key, ds_taxa_code), so a dataset can keep its local codes without leaking them into the shared model.</entityDescription>
      <physical>
        <objectName>dataset_taxon.parquet</objectName>
        <size unit="bytes">57947</size>
        <authentication method="SHA-256">1cfc4c0b4dd1ac05e4e630c2dca5c972bf648b76376dcbed0999ccc7f6ab4f50</authentication>
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          <externallyDefinedFormat>
            <formatName>Apache Parquet</formatName>
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        <distribution>
          <online>
            <url function="download">https://storage.googleapis.com/calcofi-db/ducklake/tables/dataset_taxon/3a26fcfe5701d1301faeb8f8/dataset_taxon.parquet</url>
          </online>
        </distribution>
      </physical>
      <attributeList>
        <attribute>
          <attributeName>ds_taxon_key</attributeName>
          <attributeLabel>Dataset Taxon Key</attributeLabel>
          <attributeDefinition>Key of this crosswalk row, &lt;dataset-or-known-list&gt;:&lt;local code&gt;.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Key of this crosswalk row, &lt;dataset-or-known-list&gt;:&lt;local code&gt;.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>dataset_key</attributeName>
          <attributeLabel>Dataset Key</attributeLabel>
          <attributeDefinition>The dataset whose vocabulary this row belongs to.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>The dataset whose vocabulary this row belongs to.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>taxon_key</attributeName>
          <attributeLabel>Taxon Key</attributeLabel>
          <attributeDefinition>The global taxon it resolves to; joins taxon.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>The global taxon it resolves to; joins taxon.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>ds_scientific_name</attributeName>
          <attributeLabel>Dataset Scientific Name</attributeLabel>
          <attributeDefinition>Scientific name as the source dataset spells it.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Scientific name as the source dataset spells it.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>ds_common_name</attributeName>
          <attributeLabel>Dataset Common Name</attributeLabel>
          <attributeDefinition>Common name as the source dataset spells it.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Common name as the source dataset spells it.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>ds_taxa_code</attributeName>
          <attributeLabel>Dataset Taxa Code</attributeLabel>
          <attributeDefinition>The dataset's own code, as stored on its measurement rows.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>The dataset's own code, as stored on its measurement rows.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>ds_source_json</attributeName>
          <attributeLabel>Ds Source Json</attributeLabel>
          <attributeDefinition>Ds Source Json</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Ds Source Json</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
      </attributeList>
    </dataTable>
    <dataTable>
      <entityName>cruise</entityName>
      <entityDescription>unique by ship and year-month</entityDescription>
      <physical>
        <objectName>cruise.parquet</objectName>
        <size unit="bytes">19615</size>
        <authentication method="SHA-256">8118ed2008c97c72bb67ad137aac0682a5d926a94ad45bcc33da23bc2fd797d4</authentication>
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          <externallyDefinedFormat>
            <formatName>Apache Parquet</formatName>
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        </dataFormat>
        <distribution>
          <online>
            <url function="download">https://storage.googleapis.com/calcofi-db/ducklake/tables/cruise/829f8b61e2af101e53a0c484/cruise.parquet</url>
          </online>
        </distribution>
      </physical>
      <attributeList>
        <attribute>
          <attributeName>cruise_uuid</attributeName>
          <attributeLabel>Cruise Uuid</attributeLabel>
          <attributeDefinition>CalCOFI species identifier, primary key in species table</attributeDefinition>
          <storageType>UUID</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>CalCOFI species identifier, primary key in species table</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>date_ym</attributeName>
          <attributeLabel>Date Ym</attributeLabel>
          <attributeDefinition>Cruise year and month — the YYYY-MM half of cruise_key.</attributeDefinition>
          <storageType>DATE</storageType>
          <measurementScale>
            <dateTime>
              <formatString>YYYY-MM-DD</formatString>
            </dateTime>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>ship_key</attributeName>
          <attributeLabel>Ship Key</attributeLabel>
          <attributeDefinition>FK to ship; the natural key of the vessel that ran the cruise.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>FK to ship; the natural key of the vessel that ran the cruise.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>_source_file</attributeName>
          <attributeLabel> Source File</attributeLabel>
          <attributeDefinition>Provenance: the source file this row was read from.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Provenance: the source file this row was read from.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>_source_row</attributeName>
          <attributeLabel> Source Row</attributeLabel>
          <attributeDefinition>Provenance: 1-based row number within _source_file, so a value can be traced back to its line.</attributeDefinition>
          <storageType>INTEGER</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>integer</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>_ingested_at</attributeName>
          <attributeLabel> Ingested At</attributeLabel>
          <attributeDefinition>Provenance: UTC timestamp of the ingest run that produced this row.</attributeDefinition>
          <storageType>TIMESTAMP</storageType>
          <measurementScale>
            <dateTime>
              <formatString>YYYY-MM-DDThh:mm:ss</formatString>
            </dateTime>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>_source_uuid</attributeName>
          <attributeLabel> Source Uuid</attributeLabel>
          <attributeDefinition>Provenance: the UUID the source record carried where it minted one.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Provenance: the UUID the source record carried where it minted one.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>cruise_key</attributeName>
          <attributeLabel>Cruise Key</attributeLabel>
          <attributeDefinition>Natural primary key in YYMMKK format (2-digit year + 2-digit month + ship_key)</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Natural primary key in YYMMKK format (2-digit year + 2-digit month + ship_key)</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>date_min</attributeName>
          <attributeLabel>Date Min</attributeLabel>
          <attributeDefinition>Date Min</attributeDefinition>
          <storageType>DATE</storageType>
          <measurementScale>
            <dateTime>
              <formatString>YYYY-MM-DD</formatString>
            </dateTime>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>date_max</attributeName>
          <attributeLabel>Date Max</attributeLabel>
          <attributeDefinition>Date Max</attributeDefinition>
          <storageType>DATE</storageType>
          <measurementScale>
            <dateTime>
              <formatString>YYYY-MM-DD</formatString>
            </dateTime>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>year</attributeName>
          <attributeLabel>Year</attributeLabel>
          <attributeDefinition>Cruise year extracted from date_ym.</attributeDefinition>
          <storageType>INTEGER</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>integer</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>month</attributeName>
          <attributeLabel>Month</attributeLabel>
          <attributeDefinition>Cruise month extracted from date_ym.</attributeDefinition>
          <storageType>INTEGER</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>integer</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>ship_name</attributeName>
          <attributeLabel>Ship Name</attributeLabel>
          <attributeDefinition>Ship name as resolved against NODC ship registry.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Ship name as resolved against NODC ship registry.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>ship_nodc</attributeName>
          <attributeLabel>Ship NODC</attributeLabel>
          <attributeDefinition>NODC ship code.</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>NODC ship code.</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>ichthyo</attributeName>
          <attributeLabel>Ichthyo Sites</attributeLabel>
          <attributeDefinition>Distinct sites sampled by SWFSC ichthyo on this cruise.</attributeDefinition>
          <storageType>BIGINT</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>number</standardUnit>
              </unit>
              <numericDomain>
                <numberType>integer</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>bottle</attributeName>
          <attributeLabel>Bottle Sites</attributeLabel>
          <attributeDefinition>Distinct sites sampled by CalCOFI bottle casts on this cruise.</attributeDefinition>
          <storageType>BIGINT</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>number</standardUnit>
              </unit>
              <numericDomain>
                <numberType>integer</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>ctd_cast</attributeName>
          <attributeLabel>CTD Sites</attributeLabel>
          <attributeDefinition>Distinct sites sampled by CTD casts on this cruise.</attributeDefinition>
          <storageType>BIGINT</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>number</standardUnit>
              </unit>
              <numericDomain>
                <numberType>integer</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>dic</attributeName>
          <attributeLabel>DIC Sites</attributeLabel>
          <attributeDefinition>Distinct sites with NCEI DIC samples on this cruise.</attributeDefinition>
          <storageType>BIGINT</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>number</standardUnit>
              </unit>
              <numericDomain>
                <numberType>integer</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>cruise_key_method</attributeName>
          <attributeDefinition>cruise_key_method</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>cruise_key_method</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>cruise_key_datasets</attributeName>
          <attributeDefinition>cruise_key_datasets</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>cruise_key_datasets</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
      </attributeList>
    </dataTable>
    <dataTable>
      <entityName>ship</entityName>
      <entityDescription>unique ship with many cruises</entityDescription>
      <physical>
        <objectName>ship.parquet</objectName>
        <size unit="bytes">1238</size>
        <authentication method="SHA-256">6c320d5032a33e3d54295957e09d607ad19f39379e1cb6567de0da9e91dd65da</authentication>
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          <externallyDefinedFormat>
            <formatName>Apache Parquet</formatName>
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        <distribution>
          <online>
            <url function="download">https://storage.googleapis.com/calcofi-db/ducklake/tables/ship/9a88861433301d3665cb140d/ship.parquet</url>
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      <attributeList>
        <attribute>
          <attributeName>ship_key</attributeName>
          <attributeLabel>Ship Key</attributeLabel>
          <attributeDefinition>Ship Key</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Ship Key</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>ship_name</attributeName>
          <attributeLabel>Ship Name</attributeLabel>
          <attributeDefinition>Ship Name</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Ship Name</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>ship_nodc</attributeName>
          <attributeLabel>Ship Nodc</attributeLabel>
          <attributeDefinition>Ship Nodc</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Ship Nodc</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>_source_file</attributeName>
          <attributeLabel> Source File</attributeLabel>
          <attributeDefinition>Source File</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Source File</definition>
                </textDomain>
              </nonNumericDomain>
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          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>_source_row</attributeName>
          <attributeLabel> Source Row</attributeLabel>
          <attributeDefinition>Source Row</attributeDefinition>
          <storageType>INTEGER</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>integer</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>_ingested_at</attributeName>
          <attributeLabel> Ingested At</attributeLabel>
          <attributeDefinition>Ingested At</attributeDefinition>
          <storageType>TIMESTAMP</storageType>
          <measurementScale>
            <dateTime>
              <formatString>YYYY-MM-DDThh:mm:ss</formatString>
            </dateTime>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>_source_uuid</attributeName>
          <attributeLabel> Source Uuid</attributeLabel>
          <attributeDefinition>Source Uuid</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Source Uuid</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
      </attributeList>
    </dataTable>
    <dataTable>
      <entityName>lookup</entityName>
      <entityDescription>Unified vocabulary lookup table for egg stages, larva stages, and tow types</entityDescription>
      <physical>
        <objectName>lookup.parquet</objectName>
        <size unit="bytes">1597</size>
        <authentication method="SHA-256">21f96f3971d403fdac5c50d5e5e4fba9cd1ba2d3c0bee6ee3637091b3e9b8fda</authentication>
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            <url function="download">https://storage.googleapis.com/calcofi-db/ducklake/tables/lookup/4638ecc002bce55650565636/lookup.parquet</url>
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      <attributeList>
        <attribute>
          <attributeName>lookup_id</attributeName>
          <attributeLabel>Lookup ID</attributeLabel>
          <attributeDefinition>Sequential integer primary key</attributeDefinition>
          <storageType>INTEGER</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>integer</numberType>
              </numericDomain>
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          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>lookup_type</attributeName>
          <attributeLabel>Lookup Type</attributeLabel>
          <attributeDefinition>Category: 'egg_stage', 'larva_stage', or 'tow_type'</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Category: 'egg_stage', 'larva_stage', or 'tow_type'</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>lookup_num</attributeName>
          <attributeLabel>Lookup Number</attributeLabel>
          <attributeDefinition>Numeric code for the lookup value</attributeDefinition>
          <storageType>INTEGER</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>integer</numberType>
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        </attribute>
        <attribute>
          <attributeName>lookup_chr</attributeName>
          <attributeLabel>Lookup Character</attributeLabel>
          <attributeDefinition>Character code for the lookup value (e.g. YOLK, PREF)</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Character code for the lookup value (e.g. YOLK, PREF)</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>description</attributeName>
          <attributeLabel>Description</attributeLabel>
          <attributeDefinition>Human-readable description of the lookup value</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Human-readable description of the lookup value</definition>
                </textDomain>
              </nonNumericDomain>
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        </attribute>
        <attribute>
          <attributeName>_source_file</attributeName>
          <attributeLabel> Source File</attributeLabel>
          <attributeDefinition>Source File</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Source File</definition>
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        </attribute>
        <attribute>
          <attributeName>_source_row</attributeName>
          <attributeLabel> Source Row</attributeLabel>
          <attributeDefinition>Source Row</attributeDefinition>
          <storageType>INTEGER</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
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              <numericDomain>
                <numberType>integer</numberType>
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          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>_ingested_at</attributeName>
          <attributeLabel> Ingested At</attributeLabel>
          <attributeDefinition>Ingested At</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Ingested At</definition>
                </textDomain>
              </nonNumericDomain>
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          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>_source_uuid</attributeName>
          <attributeLabel> Source Uuid</attributeLabel>
          <attributeDefinition>Source Uuid</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Source Uuid</definition>
                </textDomain>
              </nonNumericDomain>
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          </measurementScale>
        </attribute>
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    </dataTable>
    <dataTable>
      <entityName>grid</entityName>
      <entityDescription>CalCOFI survey grid polygons with standard and historical station patterns</entityDescription>
      <physical>
        <objectName>grid.parquet</objectName>
        <size unit="bytes">102994</size>
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      <attributeList>
        <attribute>
          <attributeName>grid_key</attributeName>
          <attributeLabel>Grid Key</attributeLabel>
          <attributeDefinition>Natural primary key (e.g. st60-ln80 or st60-ln80_hist for historical)</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Natural primary key (e.g. st60-ln80 or st60-ln80_hist for historical)</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>station</attributeName>
          <attributeLabel>Station</attributeLabel>
          <attributeDefinition>Offshore component of CalCOFI coordinate system</attributeDefinition>
          <storageType>DOUBLE</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>real</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>line</attributeName>
          <attributeLabel>Line</attributeLabel>
          <attributeDefinition>Alongshore component of CalCOFI coordinate system</attributeDefinition>
          <storageType>DOUBLE</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>real</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>shore</attributeName>
          <attributeLabel>Shore</attributeLabel>
          <attributeDefinition>Shore classification (nearshore, offshore, etc.)</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Shore classification (nearshore, offshore, etc.)</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>pattern</attributeName>
          <attributeLabel>Pattern</attributeLabel>
          <attributeDefinition>Station pattern: 'standard' or 'historical'</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Station pattern: 'standard' or 'historical'</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>spacing</attributeName>
          <attributeLabel>Spacing</attributeLabel>
          <attributeDefinition>Station spacing in nautical miles</attributeDefinition>
          <storageType>INTEGER</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>dimensionless</standardUnit>
              </unit>
              <numericDomain>
                <numberType>integer</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>zone</attributeName>
          <attributeLabel>Zone</attributeLabel>
          <attributeDefinition>Combined shore-pattern zone label</attributeDefinition>
          <storageType>VARCHAR</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Combined shore-pattern zone label</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>area_km2</attributeName>
          <attributeLabel>Area</attributeLabel>
          <attributeDefinition>Grid cell area</attributeDefinition>
          <storageType>DOUBLE</storageType>
          <measurementScale>
            <ratio>
              <unit>
                <standardUnit>squareKilometers</standardUnit>
              </unit>
              <numericDomain>
                <numberType>real</numberType>
              </numericDomain>
            </ratio>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>geom</attributeName>
          <attributeLabel>Geometry</attributeLabel>
          <attributeDefinition>Polygon geometry (WGS84 EPSG:4326) of grid cell</attributeDefinition>
          <storageType>GEOMETRY('EPSG:4326')</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Polygon geometry (WGS84 EPSG:4326) of grid cell</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
        <attribute>
          <attributeName>geom_ctr</attributeName>
          <attributeLabel>Geometry Center</attributeLabel>
          <attributeDefinition>Point geometry (WGS84 EPSG:4326) of grid cell centroid</attributeDefinition>
          <storageType>GEOMETRY('EPSG:4326')</storageType>
          <measurementScale>
            <nominal>
              <nonNumericDomain>
                <textDomain>
                  <definition>Point geometry (WGS84 EPSG:4326) of grid cell centroid</definition>
                </textDomain>
              </nonNumericDomain>
            </nominal>
          </measurementScale>
        </attribute>
      </attributeList>
    </dataTable>
  </dataset>
  <additionalMetadata>
    <metadata>
      <calcofi>
        <datasetCitation>NOAA Fisheries SWFSC. CalCOFI Ichthyoplankton Database.</datasetCitation>
        <datasetKey>swfsc_ichthyo</datasetKey>
        <datasetPage>https://calcofi.io/datasets/swfsc_ichthyo/</datasetPage>
        <release>v2026.09.06</release>
        <releaseCitation>CalCOFI (2026). CalCOFI Integrated Database, release v2026.09.06 [Data set]. Scripps Institution of Oceanography, NOAA Fisheries, and California Department of Fish and Wildlife. https://calcofi.io/db-schema/?v=v2026.09.06</releaseCitation>
        <sourceAccessed>2026-09-04</sourceAccessed>
      </calcofi>
    </metadata>
  </additionalMetadata>
</eml:eml>
