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Nearshore Substrate Mapping Change Analysis using Multispectral Imagery, California South Coast MPA Baseline Study, 2011 to 2012

Published by California Ocean Protection Council | State of California | Metadata Last Checked: July 29, 2025 | Last Modified: 2018-05-15T18:22:45.472080
Three remote sensing datasets were utilized to create the final substrate map products: 1) 4-banded imagery collected in June, October and November of 2012 by Keystone Aerial Mapping with its Microsoft UltraCam-X (used for 2012 intertidal and kelp mapping); 2) 4-banded imagery collected in December of 2011 by Ocean Imaging using its DMSC MK II sensor (used for 2011 kelp mapping); 3) Light Detection and Ranging (LiDAR) topographic data collected by Fugro Earth Data in March, 2010. The LiDAR dataset (providing high resolution topographical data of the intertidal zone) proved to be less useful for intertidal zone delineation than for the North Central California Coast (NCC). This was due to data format issues and some obvious errors in the SCR dataset in the lower intertidal to subtidal zones. However, the LiDAR dataset was used whenever possible. Field data and photographs collected for this project between 2013-2014 were also utilized to divide the terrestrial, intertidal and subtidal areas into subzones helping to create subzone-specific training sets used in the supervised classification procedure. Each subzone classification was then manually edited in order to ensure the highest accuracy product possible, and then mosaicked together into subregions of the overall SCR. The habitat classes this process confidently identified and mapped using the multispectral imagery for the sub/intertidal zones were: 1 - Whitewash/Undefined 2 - Water 3 - Sandy Beach 4 - Mixed Red/Brown Algae 5 - Shadow 6 - Terrestrial Vegetation 7 - Unvegetated Rock 8 - Beach Wrack 9 - Kelp/Brown Algae 10 - Blue-Green Algae 11 - Mixed Rock/Mussels/Barnacles/Anemone 12 - Cobble 13 - Man-made/Artificial 14 - Driftwood 15 - Surf Grass 17 - Eel Grass 21 - Green Algae 22 - Submerged Sandy Bottom 23 - Submerged Rock/Reef 24 - Deep Water

Resources

30 resources available

  • SANDAG Habitat Mapping - Ocean Imaging Processing - Metadata

    PDF
    Download

  • Final Report Nearshore Substrate Mapping Change Analysis Using Historical and Contemporary Multispectral Aerial Imagery

    PDF
    Download

  • Intertidal Classification Summary by MPA

    PDF
    Download

  • Intertidal Classification Summary by Region

    PDF
    Download

  • Intertidal Coverage Area Change 2002 - 2012

    PDF
    Download

  • Yearly Kelp Coverage Area by MPA

    PDF
    Download

  • Yearly Kelp Coverage Area by Region

    PDF
    Download

  • Survey Sites

    XLSX
    Download

  • Microsoft Vexcel Ultra Cam X - Metadata

    PDF
    Download

  • Intertidal and Kelp Classification Geotiff 2012 - Anacapa

    GEOTIFF
    Download

  • Intertidal and Kelp Classification Map 2012 – San Miguel Island

    ZIP
    Download

  • Intertidal and Kelp Classification Map 2012 – La Jolla and Point Loma

    ZIP
    Download

  • Intertidal and Kelp Classification Map 2012 – Dana Point

    ZIP
    Download

  • Intertidal and Kelp Classification Map 2012 – Point Conception

    ZIP
    Download

  • Intertidal and Kelp Classification Map 2012 – Santa Cruz Island North East

    ZIP
    Download

  • Intertidal and Kelp Classification Map 2012 – Catalina Island North

    ZIP
    Download

  • Intertidal and Kelp Classification Map 2012 – Point Dume

    ZIP
    Download

  • Intertidal and Kelp Classification Map 2012 – Imperial Beach

    ZIP
    Download

  • Intertidal and Kelp Classification Map 2012 – Encinitas and La Jolla

    ZIP
    Download

  • Intertidal and Kelp Classification Map 2012 – Santa Rosa Island South

    ZIP
    Download

  • Intertidal and Kelp Classification Map 2012 – Santa Rosa Island North

    ZIP
    Download

  • Intertidal and Kelp Classification Map 2012 – Santa Barbara Island

    ZIP
    Download

  • Intertidal and Kelp Classification Map 2012 – Point Vicente

    ZIP
    Download

  • Intertidal and Kelp Classification Map 2012 – Santa Cruz Island North

    ZIP
    Download

  • Intertidal and Kelp Classification Map 2012 – Catalina Island West

    ZIP
    Download

  • Intertidal and Kelp Classification Map 2012 - Anacapa

    ZIP
    Download

  • Intertidal and Kelp Classification Map 2012 – Santa Cruz Island South

    ZIP
    Download

  • Intertidal and Kelp Classification Map 2012 – Catalina Island East

    ZIP
    Download

  • Intertidal and Kelp Classification Map 2012 – Coal Oil Point

    ZIP
    Download

  • Data package for Intertidal Change Detection analysis

    ZIP
    Download

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Complete Metadata
@type dcat:Dataset
accessLevel public
contactPoint 
                                            {
  "fn": "Jan Svejkovsky",
  "@type": "vcard:Contact",
  "hasEmail": "mailto:jan@oceani.com"
}
description Three remote sensing datasets were utilized to create the final substrate map products: 1) 4-banded imagery collected in June, October and November of 2012 by Keystone Aerial Mapping with its Microsoft UltraCam-X (used for 2012 intertidal and kelp mapping); 2) 4-banded imagery collected in December of 2011 by Ocean Imaging using its DMSC MK II sensor (used for 2011 kelp mapping); 3) Light Detection and Ranging (LiDAR) topographic data collected by Fugro Earth Data in March, 2010. The LiDAR dataset (providing high resolution topographical data of the intertidal zone) proved to be less useful for intertidal zone delineation than for the North Central California Coast (NCC). This was due to data format issues and some obvious errors in the SCR dataset in the lower intertidal to subtidal zones. However, the LiDAR dataset was used whenever possible. Field data and photographs collected for this project between 2013-2014 were also utilized to divide the terrestrial, intertidal and subtidal areas into subzones helping to create subzone-specific training sets used in the supervised classification procedure. Each subzone classification was then manually edited in order to ensure the highest accuracy product possible, and then mosaicked together into subregions of the overall SCR. The habitat classes this process confidently identified and mapped using the multispectral imagery for the sub/intertidal zones were: 1 - Whitewash/Undefined 2 - Water 3 - Sandy Beach 4 - Mixed Red/Brown Algae 5 - Shadow 6 - Terrestrial Vegetation 7 - Unvegetated Rock 8 - Beach Wrack 9 - Kelp/Brown Algae 10 - Blue-Green Algae 11 - Mixed Rock/Mussels/Barnacles/Anemone 12 - Cobble 13 - Man-made/Artificial 14 - Driftwood 15 - Surf Grass 17 - Eel Grass 21 - Green Algae 22 - Submerged Sandy Bottom 23 - Submerged Rock/Reef 24 - Deep Water
distribution 
                                            [
  {
    "@type": "dcat:Distribution",
    "title": "SANDAG Habitat Mapping - Ocean Imaging Processing - Metadata",
    "format": "PDF",
    "mediaType": "application/pdf",
    "description": "Ocean Imaging Processing Sections for Thales report for SANDAG
Habitat Mapping",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/de31f047-76e1-47ed-b76c-3a2b5b64c710/download/sandagthalesfinalrep.pdf"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Final Report Nearshore Substrate Mapping Change Analysis Using Historical and Contemporary Multispectral Aerial Imagery",
    "format": "PDF",
    "mediaType": "application/pdf",
    "description": "South coast baseline (phase I) marine protected area (MPA) final report Nearshore Substrate Mapping Change Analysis Using Historical and Contemporary Multispectral Aerial Imagery. This project and report were completed in fulfillment of CA Sea Grant R/MPA-30.",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/49fb2781-8525-4d65-81d2-4964ade2d365/download/scmpa-30-final-report.pdf"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Intertidal Classification Summary by MPA",
    "format": "PDF",
    "mediaType": "application/pdf",
    "description": "Summary of area and percent cover of various intertidal categories by MPA",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/d7ff3f11-2b7f-4b2f-8f72-d21716a1967a/download/intertidal-class-area-and-percentages-by-mpa.pdf"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Intertidal Classification Summary by Region",
    "format": "PDF",
    "mediaType": "application/pdf",
    "description": "Summary of area and percent cover of various intertidal categories by region",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/10b6256a-089c-49e7-ae2d-c16c4e42f850/download/intertidal-class-area-and-percentage-by-scr-subregion.pdf"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Intertidal Coverage Area Change 2002 - 2012",
    "format": "PDF",
    "mediaType": "application/pdf",
    "description": "Summary of change in intertidal area in southern California  2002 to 2012",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/4a13dfc0-e48f-482c-b7d3-89782b899d48/download/intertidal-20022012-coverage-area-change.pdf"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Yearly Kelp Coverage Area by MPA",
    "format": "PDF",
    "mediaType": "application/pdf",
    "description": "Summary table of yearly kelp coverage area by MPA for years 1999, 2002 - 2006, 2008 - 2012 in southern California MPAs",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/41aa5758-e4cb-4f98-b0c1-36aabbe3ac93/download/yearly-kelp-coveage-area-by-mpa.pdf"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Yearly Kelp Coverage Area by Region",
    "format": "PDF",
    "mediaType": "application/pdf",
    "description": "Summary table of yearly kelp coverage area by regions for years 1999, 2002 - 2006, 2008 - 2012 in southern California.",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/b9aaf2d4-0244-499d-89da-a3a1f25c1695/download/yearly-kelp-coverage-area-by-scr-subregion.pdf"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Survey Sites",
    "format": "XLSX",
    "mediaType": "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
    "description": "Table of coordinates defining Ocean Imaging aerial data product coverage areas and MPAs",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/0ab38fdb-4480-4514-9b04-89d5eb743ab7/download/scr-area-names-and-mpas.xlsx"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Microsoft Vexcel Ultra Cam X - Metadata",
    "format": "PDF",
    "mediaType": "application/pdf",
    "description": "Technical information about the ULTRACAMX, THE LARGE FORMAT DIGITAL AERIAL CAMERA SYSTEM
BY VEXCEL IMAGING / MICROSOFT",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/c8fb19d8-6e25-4121-aeaa-f16c58e74486/download/the-microsoft-vexcel-ultra-cam-x.pdf"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Intertidal and Kelp Classification Geotiff 2012 - Anacapa",
    "format": "GeoTIFF",
    "mediaType": "application/octet-stream",
    "description": "This raster dataset contains a habitat classification of either offshore giant kelp beds and/or the
intertidal zone along the California South Coast Region (SCR) from from Point Conception, CA
down to Imperial beach, CA. This specific raster classification includes the Anacapa Island SMCA
and Anacapa Island SMR.",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/191badd6-86a6-4516-b30b-9c3c50f4fa46/download/scraerialanacapaisland10142012intclass.zip"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Intertidal and Kelp Classification Map 2012 – San Miguel Island",
    "format": "ZIP",
    "mediaType": "application/zip",
    "description": "Zip file containing PDF maps highlighting raw imagery and imagery classifications in the Nearshore Substrate Mapping Change Analysis using Multispectral Imagery, California South Coast MPA Baseline Study, 2011 to 2012 data set.",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/2a8b45a9-8da5-4330-a4fe-0a14baf35233/download/sanmiguelisland.zip"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Intertidal and Kelp Classification Map 2012 – La Jolla and Point Loma",
    "format": "ZIP",
    "mediaType": "application/zip",
    "description": "Zip file containing PDF maps highlighting raw imagery and imagery classifications in the Nearshore Substrate Mapping Change Analysis using Multispectral Imagery, California South Coast MPA Baseline Study, 2011 to 2012 data set.",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/34f3cb63-34e3-4736-8b80-b69f62fb155d/download/lajolla-pointloma.zip"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Intertidal and Kelp Classification Map 2012 – Dana Point",
    "format": "ZIP",
    "mediaType": "application/zip",
    "description": "Zip file containing PDF maps highlighting raw imagery and imagery classifications in the Nearshore Substrate Mapping Change Analysis using Multispectral Imagery, California South Coast MPA Baseline Study, 2011 to 2012 data set.",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/499ccbbe-e2b7-410a-8884-41ec0a6813bb/download/danapoint.zip"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Intertidal and Kelp Classification Map 2012 – Point Conception",
    "format": "ZIP",
    "mediaType": "application/zip",
    "description": "Zip file containing PDF maps highlighting raw imagery and imagery classifications in the Nearshore Substrate Mapping Change Analysis using Multispectral Imagery, California South Coast MPA Baseline Study, 2011 to 2012 data set.",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/4e52ad52-35b1-49b6-aeb5-1b6ab49f218c/download/pointconception.zip"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Intertidal and Kelp Classification Map 2012 – Santa Cruz Island North East",
    "format": "ZIP",
    "mediaType": "application/zip",
    "description": "Zip file containing PDF maps highlighting raw imagery and imagery classifications in the Nearshore Substrate Mapping Change Analysis using Multispectral Imagery, California South Coast MPA Baseline Study, 2011 to 2012 data set.",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/4fba60bc-df5d-4c38-b3fd-559a11ce8b6d/download/santa-cruz-island-ne.zip"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Intertidal and Kelp Classification Map 2012 – Catalina Island North",
    "format": "ZIP",
    "mediaType": "application/zip",
    "description": "Zip file containing PDF maps highlighting raw imagery and imagery classifications in the Nearshore Substrate Mapping Change Analysis using Multispectral Imagery, California South Coast MPA Baseline Study, 2011 to 2012 data set.",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/6f3509d0-7873-4c18-9947-e7ecccc3fbf2/download/catalinaislandnorth.zip"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Intertidal and Kelp Classification Map 2012 – Point Dume",
    "format": "ZIP",
    "mediaType": "application/zip",
    "description": "Zip file containing PDF maps highlighting raw imagery and imagery classifications in the Nearshore Substrate Mapping Change Analysis using Multispectral Imagery, California South Coast MPA Baseline Study, 2011 to 2012 data set.",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/87206247-ad3d-476f-9e35-2ac4422919a7/download/pointdume.zip"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Intertidal and Kelp Classification Map 2012 – Imperial Beach",
    "format": "ZIP",
    "mediaType": "application/zip",
    "description": "Zip file containing PDF maps highlighting raw imagery and imagery classifications in the Nearshore Substrate Mapping Change Analysis using Multispectral Imagery, California South Coast MPA Baseline Study, 2011 to 2012 data set.",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/9bd5b92b-5e25-489c-8b2e-96736ef56891/download/imperialbeach.zip"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Intertidal and Kelp Classification Map 2012 – Encinitas and La Jolla",
    "format": "ZIP",
    "mediaType": "application/zip",
    "description": "Zip file containing PDF maps highlighting raw imagery and imagery classifications in the Nearshore Substrate Mapping Change Analysis using Multispectral Imagery, California South Coast MPA Baseline Study, 2011 to 2012 data set.",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/a4261023-c042-4c18-bce0-cb8ed6a80e75/download/encinitas-la-jolla.zip"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Intertidal and Kelp Classification Map 2012 – Santa Rosa Island South",
    "format": "ZIP",
    "mediaType": "application/zip",
    "description": "Zip file containing PDF maps highlighting raw imagery and imagery classifications in the Nearshore Substrate Mapping Change Analysis using Multispectral Imagery, California South Coast MPA Baseline Study, 2011 to 2012 data set.",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/a6723d10-717b-486a-a471-5a224fdd49e7/download/santarosaislandsouth.zip"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Intertidal and Kelp Classification Map 2012 – Santa Rosa Island North",
    "format": "ZIP",
    "mediaType": "application/zip",
    "description": "Zip file containing PDF maps highlighting raw imagery and imagery classifications in the Nearshore Substrate Mapping Change Analysis using Multispectral Imagery, California South Coast MPA Baseline Study, 2011 to 2012 data set.",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/a8dee0c9-182d-496d-a053-9a93fe66fee3/download/santarosaislandnorth.zip"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Intertidal and Kelp Classification Map 2012 – Santa Barbara Island",
    "format": "ZIP",
    "mediaType": "application/zip",
    "description": "Zip file containing PDF maps highlighting raw imagery and imagery classifications in the Nearshore Substrate Mapping Change Analysis using Multispectral Imagery, California South Coast MPA Baseline Study, 2011 to 2012 data set.",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/af179271-9b3f-4458-adbd-f2f1bc8c0db7/download/santabarbaraisland.zip"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Intertidal and Kelp Classification Map 2012 – Point Vicente",
    "format": "ZIP",
    "mediaType": "application/zip",
    "description": "Zip file containing PDF maps highlighting raw imagery and imagery classifications in the Nearshore Substrate Mapping Change Analysis using Multispectral Imagery, California South Coast MPA Baseline Study, 2011 to 2012 data set.",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/b354cf6f-e491-4959-8677-85f5dc4852c3/download/pointtvicente.zip"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Intertidal and Kelp Classification Map 2012 – Santa Cruz Island North",
    "format": "ZIP",
    "mediaType": "application/zip",
    "description": "Zip file containing PDF maps highlighting raw imagery and imagery classifications in the Nearshore Substrate Mapping Change Analysis using Multispectral Imagery, California South Coast MPA Baseline Study, 2011 to 2012 data set.",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/b402871e-5b48-475c-8d89-684e21c6c001/download/santa-cruz-island-north.zip"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Intertidal and Kelp Classification Map 2012 – Catalina Island West",
    "format": "ZIP",
    "mediaType": "application/zip",
    "description": "Zip file containing PDF maps highlighting raw imagery and imagery classifications in the Nearshore Substrate Mapping Change Analysis using Multispectral Imagery, California South Coast MPA Baseline Study, 2011 to 2012 data set.",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/b57ac9cc-7947-4af4-8746-8037e488d3a3/download/catalinaislandwest.zip"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Intertidal and Kelp Classification Map 2012 - Anacapa",
    "format": "ZIP",
    "mediaType": "application/zip",
    "description": "Zip file containing PDF maps highlighting raw imagery and imagery classifications in the Nearshore Substrate Mapping Change Analysis using Multispectral Imagery, California South Coast MPA Baseline Study, 2011 to 2012 data set.",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/bb0c9e98-b43b-44d9-88f1-6139a98f500d/download/anacapa.zip"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Intertidal and Kelp Classification Map 2012 – Santa Cruz Island South",
    "format": "ZIP",
    "mediaType": "application/zip",
    "description": "Zip file containing PDF maps highlighting raw imagery and imagery classifications in the Nearshore Substrate Mapping Change Analysis using Multispectral Imagery, California South Coast MPA Baseline Study, 2011 to 2012 data set.",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/cf48c21e-a8d0-4ee3-ad78-8c5b1628df7e/download/santa-cruz-island-south.zip"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Intertidal and Kelp Classification Map 2012 – Catalina Island East",
    "format": "ZIP",
    "mediaType": "application/zip",
    "description": "Zip file containing PDF maps highlighting raw imagery and imagery classifications in the Nearshore Substrate Mapping Change Analysis using Multispectral Imagery, California South Coast MPA Baseline Study, 2011 to 2012 data set.",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/e150d41c-e8c6-458f-972b-99b20a22d16b/download/catalinaislandeast.zip"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Intertidal and Kelp Classification Map 2012 – Coal Oil Point",
    "format": "ZIP",
    "mediaType": "application/zip",
    "description": "Zip file containing PDF maps highlighting raw imagery and imagery classifications in the Nearshore Substrate Mapping Change Analysis using Multispectral Imagery, California South Coast MPA Baseline Study, 2011 to 2012 data set.",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/e3352034-bd68-44bb-8217-537ef4d21677/download/coal-oil-point.zip"
  },
  {
    "@type": "dcat:Distribution",
    "title": "Data package for Intertidal Change Detection analysis",
    "format": "ZIP",
    "mediaType": "application/zip",
    "description": "Zip file of GIS data and derivatives related to the Nearshore Substrate Mapping Change Analysis using Multispectral Imagery, California South Coast MPA Baseline Study.",
    "downloadURL": "https://data.cnra.ca.gov/dataset/49a377cd-f986-416f-a8c4-d0427fa29ecb/resource/1ae398a5-99b9-4963-b9e7-db17806ff169/download/intertidalchangedetection.zip"
  }
]
identifier fd5eda79-57fe-4001-9bad-75f7b04b55f7
issued 2017-12-22T21:50:40.538905
keyword 
                                            [
  "2011",
  "2012",
  "Baseline",
  "Biota",
  "California",
  "Ecological Data",
  "Environmental",
  "Habitats",
  "MPA",
  "Marine Protected Area",
  "Monitoring",
  "Oceans",
  "South Coast",
  "california ocean protection council"
]
license http://www.opendefinition.org/licenses/cc-by
modified 2018-05-15T18:22:45.472080
publisher 
                                            {
  "name": "California Ocean Protection Council",
  "@type": "org:Organization"
}
theme 
                                            [
  "Natural Resources",
  "Water"
]
title Nearshore Substrate Mapping Change Analysis using Multispectral Imagery, California South Coast MPA Baseline Study, 2011 to 2012

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