<?xml version="1.0" encoding="UTF-8"?>
<inport-metadata xmlns:xs="http://www.w3.org/2001/XMLSchema"
                 version="1.7"
                 source="https://www.fisheries.noaa.gov">
   <item-identification>
      <catalog-item-id>69861</catalog-item-id>
      <title>C-CAP Land Cover, Tampa, Florida, 2021</title>
      <catalog-item-type>Data Set</catalog-item-type>
      <metadata-workflow-state ccs-id="9">Published / External</metadata-workflow-state>
      <parent-catalog-item-id>47841</parent-catalog-item-id>
      <parent-title>C-CAP</parent-title>
      <parent-catalog-item-type>Project</parent-catalog-item-type>
      <status>Completed</status>
      <publication-date>2023-05-17</publication-date>
      <abstract>The NOAA Coastal Change Analysis Program (C-CAP) produces national standardized land cover and change products for the coastal regions of the U.S. C-CAP products inventory coastal intertidal areas, wetlands, and adjacent uplands with the goal of monitoring changes in these habitats through time. The timeframe for this metadata is summer 2021. These maps are developed utilizing high resolution aerial imagery, along with lidar and various available ancillary information, and can be used to track changes in the landscape through time. This trend information gives important feedback to managers on the success or failure of management policies and programs and aid in developing a scientific understanding of the Earth system and its response to natural and human-induced changes. This understanding allows for the prediction of impacts due to these changes and the assessment of their cumulative effects, helping coastal resource managers make more informed regional decisions. </abstract>
      <purpose>C-CAP is dedicated to the development, distribution, and application of land cover and change data for the coastal regions of the U.S. </purpose>
      <notes>C-CAP data sets are not jurisdictional or intended for use in litigation. While efforts have been made to ensure that these data are accurate and reliable within the limits of current technology, NOAA cannot assume liability for any damages or misrepresentations caused by inaccuracies in the data, or as a result of the data to be used on a particular system. NOAA makes no warranty, expressed or implied, nor does the fact of distribution constitute such a warranty. This is a national and regional data set that should be used only as a screening tool for very local or site-specific management decisions. Small features and changes should be verified with a higher-resolution data source.</notes>
      <other-citation-details>USE RESTRICTIONS: This land cover data may not be used for the purpose of creating, training, improving, modifying, validating, testing, or evaluating machine learning algorithms, or otherwise leverage the product for the purposes of machine learning for a period of five years from its date of creation.

</other-citation-details>
      <supplemental-information>Attributes for this product are as follows:

0 Background,

1 Unclassified (Cloud, Shadow, etc),

2 Developed Impervious,

3

4 Developed Impervious under Tree Canopy 

5 Developed Open Space,

6 Cultivated Land,

7 Pasture/Hay,

8 Grassland,

9 

10 

11 Upland Tree (Forest),

12 Scrub/Shrub,

13 Palustrine Forested Wetland,

14 Palustrine Scrub/Shrub Wetland,

15 Palustrine Emergent Wetland,

16 Estuarine Forested Wetland,

17 Estuarine Scrub/Shrub Wetland,

18 Estuarine Emergent Wetland,

19 Unconsolidated Shore,

20 Bare Land,

21 Open Water,

22 Palustrine Aquatic Bed,

23 Estuarine Aquatic Bed,


Recommended Citation. NOAA Coastal Change Analysis Program (C-CAP) New Orleans Region High Resolution Land Cover Data. Data collected 2017. Charleston, SC: National Oceanic and Atmospheric Administration (NOAA) Office for Coastal Management. Data accessed at https://coast.noaa.gov/digitalcoast/data/ccaphighres.html.</supplemental-information>
   </item-identification>
   <keywords>
      <keyword controlled="Yes">
         <keyword-type>Theme</keyword-type>
         <thesaurus version="12.3">Global Change Master Directory (GCMD) Science Keywords</thesaurus>
         <keyword identifier="e5815f58-8232-4c7f-b50d-ea71d73891a9">EARTH SCIENCE &gt; LAND SURFACE &gt; LAND USE/LAND COVER</keyword>
      </keyword>
      <keyword controlled="Yes">
         <keyword-type>Theme</keyword-type>
         <thesaurus version="12.3">Global Change Master Directory (GCMD) Science Keywords</thesaurus>
         <keyword identifier="75c312bc-79f9-4d74-a7c0-3c67c019196c">EARTH SCIENCE &gt; LAND SURFACE &gt; LAND USE/LAND COVER &gt; LAND USE/LAND COVER CLASSIFICATION</keyword>
      </keyword>
      <keyword controlled="Yes">
         <keyword-type>Spatial</keyword-type>
         <thesaurus version="12.3">Global Change Master Directory (GCMD) Location Keywords</thesaurus>
         <keyword identifier="dcef091b-18b5-48bf-b191-69ab7a3511f1">CONTINENT &gt; NORTH AMERICA &gt; UNITED STATES OF AMERICA &gt; WASHINGTON</keyword>
      </keyword>
      <keyword controlled="No">
         <keyword-type>Theme</keyword-type>
         <thesaurus>Global Change Master Directory (GCMD) Instrument Keywords</thesaurus>
         <keyword>Earth Remote Sensing Instruments &gt; Passive Remote Sensing &gt; Photon/Optical Detectors &gt; Cameras &gt; CAMERAS</keyword>
      </keyword>
      <keyword controlled="No">
         <keyword-type>Theme</keyword-type>
         <thesaurus>Global Change Master Directory (GCMD) Platform Keywords</thesaurus>
         <keyword>Aircraft &gt; AIRCRAFT</keyword>
      </keyword>
      <keyword controlled="No">
         <keyword-type>Theme</keyword-type>
         <thesaurus>ISO 19115 Topic Category</thesaurus>
         <keyword>imageryBaseMapsEarthCover</keyword>
      </keyword>
      <keyword controlled="No">
         <keyword-type>Theme</keyword-type>
         <keyword>C-CAP</keyword>
      </keyword>
      <keyword controlled="No">
         <keyword-type>Theme</keyword-type>
         <keyword>CCAP</keyword>
      </keyword>
      <keyword controlled="No">
         <keyword-type>Theme</keyword-type>
         <keyword>Land Cover</keyword>
      </keyword>
      <keyword controlled="No">
         <keyword-type>Theme</keyword-type>
         <keyword>Land Cover Analysis</keyword>
      </keyword>
      <keyword controlled="No">
         <keyword-type>Theme</keyword-type>
         <keyword>Remotely Sensed Imagery/Photos</keyword>
      </keyword>
      <keyword controlled="No">
         <keyword-type>Temporal</keyword-type>
         <keyword>2021</keyword>
      </keyword>
      <keyword controlled="No">
         <keyword-type>Spatial</keyword-type>
         <thesaurus>Geographic Names Information System</thesaurus>
         <keyword>FL</keyword>
      </keyword>
      <keyword controlled="No">
         <keyword-type>Spatial</keyword-type>
         <thesaurus>Geographic Names Information System</thesaurus>
         <keyword>Florida</keyword>
      </keyword>
      <keyword controlled="No">
         <keyword-type>Spatial</keyword-type>
         <thesaurus>Geographic Names Information System</thesaurus>
         <keyword>Hillsborough</keyword>
      </keyword>
      <keyword controlled="No">
         <keyword-type>Spatial</keyword-type>
         <thesaurus>Geographic Names Information System</thesaurus>
         <keyword>Manatee</keyword>
      </keyword>
      <keyword controlled="No">
         <keyword-type>Spatial</keyword-type>
         <thesaurus>Geographic Names Information System</thesaurus>
         <keyword>Pasco</keyword>
      </keyword>
      <keyword controlled="No">
         <keyword-type>Spatial</keyword-type>
         <thesaurus>Geographic Names Information System</thesaurus>
         <keyword>Pinellas</keyword>
      </keyword>
      <keyword controlled="No">
         <keyword-type>Spatial</keyword-type>
         <thesaurus>Geographic Names Information System</thesaurus>
         <keyword>Polk</keyword>
      </keyword>
      <keyword controlled="No">
         <keyword-type>Spatial</keyword-type>
         <thesaurus>Geographic Names Information System</thesaurus>
         <keyword>Sarasota</keyword>
      </keyword>
      <keyword controlled="No">
         <keyword-type>Spatial</keyword-type>
         <keyword>Coastal Zone</keyword>
      </keyword>
   </keywords>
   <physical-location>
      <organization>Office for Coastal Management</organization>
      <city>Charleston</city>
      <state-province>SC</state-province>
   </physical-location>
   <data-set-information>
      <data-set-scope-code>Data Set</data-set-scope-code>
      <maintenance-note>5 years</maintenance-note>
      <data-presentation-form>Image (digital)</data-presentation-form>
      <distribution-liability>Users must assume responsibility to determine the usability of these data.</distribution-liability>
   </data-set-information>
   <entity-attribute-information partial-listing="No" total-count="0"/>
   <support-roles>
      <support-role cc-id="1231822" in-effect="Yes">
         <support-role-type>Data Steward</support-role-type>
         <from-date>2023-03-29</from-date>
         <contact-type>Organization</contact-type>
         <contact-name>NOAA Office for Coastal Management</contact-name>
         <contact-noaa-acronym>NOAA/OCM</contact-noaa-acronym>
         <contact-email>coastal.info@noaa.gov</contact-email>
         <contact-address>2234 South Hobson Ave</contact-address>
         <contact-address-city>Charleston</contact-address-city>
         <contact-address-state>SC</contact-address-state>
         <contact-address-zip>29405-2413</contact-address-zip>
         <contact-phone-number>(843) 740-1202</contact-phone-number>
         <contact-url>https://coast.noaa.gov</contact-url>
         <contact-url-description>NOAA Office for Coastal Management Home Page</contact-url-description>
         <contact-url-function>Online Resource</contact-url-function>
      </support-role>
      <support-role cc-id="1231824" in-effect="Yes">
         <support-role-type>Distributor</support-role-type>
         <from-date>2023-03-29</from-date>
         <contact-type>Organization</contact-type>
         <contact-name>NOAA Office for Coastal Management</contact-name>
         <contact-noaa-acronym>NOAA/OCM</contact-noaa-acronym>
         <contact-email>coastal.info@noaa.gov</contact-email>
         <contact-address>2234 South Hobson Ave</contact-address>
         <contact-address-city>Charleston</contact-address-city>
         <contact-address-state>SC</contact-address-state>
         <contact-address-zip>29405-2413</contact-address-zip>
         <contact-phone-number>(843) 740-1202</contact-phone-number>
         <contact-url>https://coast.noaa.gov</contact-url>
         <contact-url-description>NOAA Office for Coastal Management Home Page</contact-url-description>
         <contact-url-function>Online Resource</contact-url-function>
      </support-role>
      <support-role cc-id="1231825" in-effect="Yes">
         <support-role-type>Metadata Contact</support-role-type>
         <from-date>2023-03-29</from-date>
         <contact-type>Organization</contact-type>
         <contact-name>NOAA Office for Coastal Management</contact-name>
         <contact-noaa-acronym>NOAA/OCM</contact-noaa-acronym>
         <contact-email>coastal.info@noaa.gov</contact-email>
         <contact-address>2234 South Hobson Ave</contact-address>
         <contact-address-city>Charleston</contact-address-city>
         <contact-address-state>SC</contact-address-state>
         <contact-address-zip>29405-2413</contact-address-zip>
         <contact-phone-number>(843) 740-1202</contact-phone-number>
         <contact-url>https://coast.noaa.gov</contact-url>
         <contact-url-description>NOAA Office for Coastal Management Home Page</contact-url-description>
         <contact-url-function>Online Resource</contact-url-function>
      </support-role>
      <support-role cc-id="1231823" in-effect="Yes">
         <support-role-type>Point of Contact</support-role-type>
         <from-date>2023-03-29</from-date>
         <contact-type>Organization</contact-type>
         <contact-name>NOAA Office for Coastal Management</contact-name>
         <contact-noaa-acronym>NOAA/OCM</contact-noaa-acronym>
         <contact-email>coastal.info@noaa.gov</contact-email>
         <contact-address>2234 South Hobson Ave</contact-address>
         <contact-address-city>Charleston</contact-address-city>
         <contact-address-state>SC</contact-address-state>
         <contact-address-zip>29405-2413</contact-address-zip>
         <contact-phone-number>(843) 740-1202</contact-phone-number>
         <contact-url>https://coast.noaa.gov</contact-url>
         <contact-url-description>NOAA Office for Coastal Management Home Page</contact-url-description>
         <contact-url-function>Online Resource</contact-url-function>
      </support-role>
   </support-roles>
   <extents>
      <currentness-reference>Acquisition date of the aerial imagery</currentness-reference>
      <extent cc-id="1231838">
         <geographic-areas>
            <geographic-area cc-id="1231840">
               <west-bound>-82.93833333333</west-bound>
               <east-bound>-81.81083333333</east-bound>
               <north-bound>28.52444444444</north-bound>
               <south-bound>26.94527777778</south-bound>
            </geographic-area>
         </geographic-areas>
         <time-frames>
            <time-frame cc-id="1231839">
               <time-frame-type>Discrete</time-frame-type>
               <start-date-time>2021</start-date-time>
            </time-frame>
         </time-frames>
      </extent>
   </extents>
   <spatial-information>
      <spatial-representation>
         <representations-used>
            <grid>Yes</grid>
         </representations-used>
         <grid-representations>
            <grid-representation cc-id="1231832">
               <dimension-count>3</dimension-count>
               <cell-geometry>Point</cell-geometry>
               <transformation-parameters-available>No</transformation-parameters-available>
               <axis-dimensions>
                  <axis-dimension cc-id="1231833">
                     <dimension-type>Row</dimension-type>
                     <size>4166</size>
                  </axis-dimension>
                  <axis-dimension cc-id="1231834">
                     <dimension-type>Column</dimension-type>
                     <size>7703</size>
                  </axis-dimension>
                  <axis-dimension cc-id="1231835">
                     <dimension-type>Vertical</dimension-type>
                     <size>1</size>
                  </axis-dimension>
               </axis-dimensions>
            </grid-representation>
         </grid-representations>
      </spatial-representation>
   </spatial-information>
   <access-information>
      <security-class>Unclassified</security-class>
      <data-access-constraints>None</data-access-constraints>
      <data-use-constraints>Data set is not for use in litigation. While efforts have been made to ensure that these data are accurate and reliable within the state of the art, NOAA, cannot assume liability for any damages, or misrepresentations, caused by any inaccuracies in the data, or as a result of the data to be used on a particular system. NOAA makes no warranty, expressed or implied, nor does the fact of distribution constitute such a warranty.</data-use-constraints>
   </access-information>
   <urls>
      <url cc-id="1231828">
         <url>https://coast.noaa.gov/dataviewer/#/landcover/search/where:ID=9828</url>
         <name>Data Access Viewer</name>
      </url>
      <url cc-id="1231826">
         <url>https://coast.noaa.gov/digitalcoast/data/ccaphighres.html</url>
      </url>
      <url cc-id="1231827">
         <url>https://chs.coast.noaa.gov/htdata/raster1/landcover/bulkdownload/hires/fl/</url>
         <url-type>Online Resource</url-type>
      </url>
   </urls>
   <technical-environment>
      <description>Microsoft Windows XP Version 5.1 (Build 2600) Service Pack 3; ESRI ArcCatalog 9.2.2.1350</description>
   </technical-environment>
   <data-quality>
      <accuracy>According to the accuracy assessment performed by NOAA Office for Coastal Management staff, the overall accuracy of this product is 89.3%.  There were 1089 total points distributed across the study area. The accuracy of each class is as follows (Producer's, User's accuracies): 

Impervious (95.4%, 97.2%)
Impervious under Tree Canopy (84.0%, 77.8%) 
Open Space Developed (87.6%, 89.3%)
Cultivated (85.5%, 90.4%)
Pasture/Hay (90.6%, 88.5%)
Grassland (72.2%, 79.6%)
Upland Tree (Forest) (93.4%, 87.1%)
Shrub/Scrub (85.5%, 81.0%)
Palustrine Forested Wetland (86.1%, 96.7%)
Palustrine Shrub/Scrub Wetland (91.4%, 71.1%)
Palustrine Emergent Wetland (80.4%, 83.3%)
Estuarine Forested Wetland (90.6%, 96.7%)  
Estuarine Shrub/Scrub Wetland (76.5%, 92.9%)
Estuarine Emergent Wetland (93.8%, 83.3%)
Unconsolidated Shore (100%, 50.0%)
Bare Land (100%, 85.7%)
Water (100%, 99.2%)
Palustrine Aquatic Bed (69.2%, 81.8%)
Estuarine Aquatic Bed (N/A, N/A)

Overall accuracy (89.3%)

Points were sampled using a stratified random sampling scheme, with a minimum target sample of 25 points per class.  A few of the rarer categories did not meet this minimum threshold or were not sampled at all due to the relatively low total area of those classes. The following categories had fewer than the target 20 point minimum: Estuarine Scrub/Shrub Wetland, Estuarine Emergent Wetland, Unconsolidated Shore, and Palustrine Aquatic Bed. The correct land cover classification was determined through analyst interpretation of the imagery used in creating the map, as well as possible references to GoogleEarth in order to reference additional dates/seasons of imagery for that location.  All points were interpreted by two analysts, plus a third who made a final determination when there was disagreement on the call. This analysis allowed for the use of fuzzy designations, or alternate calls to the truth category where that truth call may not have been completely obvious, or where point locations are located so they could possibly be more than one category. 87 of the total 1089 points were counted correct based on the use of that fuzzy call.

</accuracy>
      <completeness-report>Data does not exist for all classes.
There are no pixels representing: class 1 (unclassified), class 9 (Deciduous Forest), 101 (Evergreen Forest), , 24 (Tundra), 25 (Perennial Ice/Snow), 26 (Dwarf Scrub - Alaska specific class), 27 (Sedge/Herbaceous), and 28 (Moss - Alaska specific).  Developed classes have been altered to exclude the percentage breakdown of impervious surfaces as the breakdown is not appropriate for high resolution mapping (Developed High Intensity (2), Developed Medium Intensity (3), and Developed Low Intensity (4) are reduced to Impervious (Class 2)).</completeness-report>
      <conceptual-consistency>Tests for logical consistency indicate that all row and column positions in the selected latitude/longitude window contain data. Conversion and integration with vector files indicates that all positions are consistent with earth coordinates covering the same area. Attribute files are logically consistent.</conceptual-consistency>
   </data-quality>
   <lineage>
      <lineage-process-steps>
         <lineage-process-step cc-id="1231836">
            <sequence-number>1</sequence-number>
            <description>This dataset was created by NOAA's Ocean Service, Office for Coastal Management (OCM).

Classification: Initial 1m spatial resolution feature extraction for Impervious, Water, and Canopy (tree and scrub/shrub) mapping was conducted by Ecopia and was developed by Ecopia using a proprietary feature recognition technology. This involves taking each image and classifying the pixels based on spectral and spatial properties, based on training examples and analyst refinement. This work was done under contract to NOAA, through NOAAâ&#x80;&#x99;s Coastal Geospatial Services Contract (CGSC) vehicle. 

Impervious Surface Refinement: Commission and omission errors associated with the Impervious class were addressed through manual interpretation and clean up in ERDAS Imagine using OpenStreetMap road, building, and railroad layers as reference. Once the review and edits were complete, the refined Impervious class was incorporated back into the land cover data set.

Water Refinement: Commission and omission errors associated with the Water class were addressed through manual interpretation and clean up in ERDAS Imagine. Once the review and edits were complete, the refined Water class was incorporated back into the land cover data set.

Canopy Surface Refinement: Commission and omission errors associated with the Canopy class were addressed through manual interpretation and clean up in ERDAS Imagine. Once the review and edits were complete, the refined Canopy class was incorporated back into the land cover data set.

Agriculture and Open Space Developed: Cultivated land, Pasture/Hay, and Open Space Developed features were incorporated into the grassland category of the initial land cover product based on 2020 land use data obtained from the Southwest Florida Water Management District. The SWFWMD land use was crosswalked into the appropriate C-CAP categories (cultivated, Pasture/Hay, or Open Space Developed) based on interpretation of those categories compared to standard C-CAP class definitions.  Commission and omission errors associated with these categories were addressed through manual interpretation and clean up in ERDAS Imagine. Once the review and edits were complete, the edits were incorporated back into the land cover data set.  

Wetlands: Wetlands were derived through a modeling process which used ancillary data such as Soils (SSURGO), the National Wetlands Inventory (NWI) and topographic derivatives (derived from USGS OPR data). Forest, shrub and grassland objects within the initial land cover that exhibited hydric characteristics based on the input ancillary layers were designated to their appropriate wetland category. The process relied mainly on the NWI to determine palustrine and estuarine distinctions.

Grass and Bare: Grass and Bare classifications were derived using an NDVI threshold and manual interpretation by Staff and Contractors.

</description>
            <process-date-time>2023-05-15T00:00:00</process-date-time>
         </lineage-process-step>
         <lineage-process-step cc-id="1231837">
            <sequence-number>2</sequence-number>
            <description>Attributes for this product are as follows:
0	Background
1	Unclassified
2	Developed Impervious
3
4	Developed Impervious under Tree Canopy
5	Developed, Open Space
6	Cultivated Crops
7	Pasture/Hay
8	Grassland/Herbaceous
9	
10	
11	Upland Tree (Forest)
12	Scrub/Shrub
13	Palustrine Forested Wetland
14	Palustrine Scrub/Shrub Wetland
15	Palustrine Emergent Wetland
16	Estuarine Forested Wetland
17	Estuarine Scrub/Shrub Wetland
18	Estuarine Emergent Wetland
19	Unconsolidated Shore
20	Bare Land
21	Open Water
22	Palustrine Aquatic Bed
23      Estuarine Aquatic Bed,
</description>
            <process-date-time>2023-05-15T00:00:00</process-date-time>
         </lineage-process-step>
      </lineage-process-steps>
   </lineage>
   <catalog-details>
      <guid>gov.noaa.nmfs.inport:69861</guid>
      <metadata-record-created-by pers-id="20138">Erik Hund</metadata-record-created-by>
      <metadata-record-created>2023-05-08T14:37:17</metadata-record-created>
      <metadata-record-last-modified-by pers-id="20138">Erik Hund</metadata-record-last-modified-by>
      <metadata-record-last-modified>2023-05-17T13:21:51</metadata-record-last-modified>
      <record-published>2023-05-17</record-published>
      <owner-organization>Office for Coastal Management</owner-organization>
      <owner-organization-acronym>OCM</owner-organization-acronym>
      <owner-organization-address/>
      <owner-organization-address-city/>
      <owner-organization-address-state/>
      <owner-organization-address-zip/>
      <owner-organization-address-country/>
      <owner-organization-phone/>
      <owner-organization-url/>
      <owner-organization-business-hours/>
      <owner-organization-group-id>1002</owner-organization-group-id>
      <publication-status>Public</publication-status>
      <is-do-not-publish>No</is-do-not-publish>
      <metadata-last-review-date>2023-05-17</metadata-last-review-date>
      <metadata-review-frequency>1 Year</metadata-review-frequency>
      <metadata-next-review-date>2024-05-17</metadata-next-review-date>
   </catalog-details>
</inport-metadata>
