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                  <gco:CharacterString>Central Maine Land Cover 1995 Analysis for August 13, 1995</gco:CharacterString>
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                        <gco:Date>2001-07-12</gco:Date>
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            <gco:CharacterString>This data set consists of three Landsat Thematic Mapper scenes which
were analyzed according to the Coastal Change Analysis Program (C-CAP) protocol
to determine land cover and a subsequent change detection. The data were field
validated and mosaicked to produce a land cover inventory for Maine,
Penobscott. If you wish to create an attribute table to identify the different
land cover classifications, an easy reference table is available under the
PROCESS DESCRIPTION section.</gco:CharacterString>
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            <gco:CharacterString>To improve the understanding of coastal uplands and wetlands, and
their linkages with the distribution, abundance, and health of living marine
resources.

SPATIAL DATA ORGANIZATION INFORMATION 
Direct Spatial Reference: Raster

SPATIAL REFERENCE INFORMATION - PLANAR 
Grid Coordinate System Name: Universal Transverse Mercator
UTM Zone Number: 19
Scale Factor at Central Meridian: 1
Longitude of Central Meridian: -69
Latitude of Projection Origin: 0
False Easting: 500000.00000
False Northing: 0.00000
Planar Coordinate Encoding Method: Row and column
Abscissa Resolution: 30
Ordinate Resolution: 30
Planar Distance Units: Meters

SPATIAL REFERENCE INFORMATION - GEODETIC MODEL 
Horizontal Datum Name: North American Datum 1983
Ellipsoid Name: GRS80
Semi-major Axis: 6378206.4
Denominator of Flattening Ratio: 294.98

NATIVE: ERDAS IMAGINE Version 8.2 on a SUN Sparc-10 using SUN Operating System
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                              <gco:CharacterString>USA</gco:CharacterString>
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                              <gco:CharacterString>clearinghouse@csc.noaa.gov</gco:CharacterString>
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                  <gco:CharacterString>EARTH SCIENCE &gt; LAND SURFACE &gt; LAND USE/LAND COVER &gt; LAND COVER</gco:CharacterString>
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               <gmd:keyword>
                  <gco:CharacterString>EARTH SCIENCE &gt; BIOSPHERE &gt; AQUATIC ECOSYSTEMS &gt; COASTAL HABITAT</gco:CharacterString>
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                        <gco:CharacterString>NASA/GCMD Earth Science Keywords</gco:CharacterString>
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                        <gmd:CI_Date>
                           <gmd:date>
                              <gco:Date>2008-02-05</gco:Date>
                           </gmd:date>
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                        <gco:CharacterString>Olsen, L.M., G. Major, K. Shein, J. Scialdone, R. Vogel, S. Leicester, H. Weir, S. Ritz, T. Stevens, M. Meaux, C.Solomon, R. Bilodeau, M. Holland, T. Northcutt, R. A. Restrepo, 2007 .   NASA/Global Change Master Directory (GCMD) Earth Science Keywords. Version  6.0.0.0.0</gco:CharacterString>
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                  <gco:CharacterString>Land Cover Analysis</gco:CharacterString>
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         <gmd:descriptiveKeywords>
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                  <gco:CharacterString>GOMODP &gt; Gulf of Maine Ocean Data Partnership</gco:CharacterString>
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                        <gco:CharacterString>Projects</gco:CharacterString>
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                        <gmd:CI_Date>
                           <gmd:date>
                              <gco:Date>2009-06-10</gco:Date>
                           </gmd:date>
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                        <gco:CharacterString>Olsen, L.M., G. Major, K. Shein, J. Scialdone, R. Vogel, S. Leicester, H. Weir, S. Ritz, T. Stevens, M. Meaux, C.Solomon, R. Bilodeau, M. Holland, T. Northcutt, R. A. Restrepo, 2007 .   NASA/Global Change Master Directory (GCMD) Earth Science Keywords. Version  6.0.0.0.0</gco:CharacterString>
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            <gmd:MD_Keywords>
               <gmd:keyword>
                  <gco:CharacterString>USA/NOAA</gco:CharacterString>
               </gmd:keyword>
               <gmd:keyword>
                  <gco:CharacterString>CEOS</gco:CharacterString>
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                        <gco:CharacterString>NASA/GCMD Earth Science Keywords</gco:CharacterString>
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                     <gmd:alternateTitle>
                        <gco:CharacterString>IDN Nodes</gco:CharacterString>
                     </gmd:alternateTitle>
                     <gmd:date>
                        <gmd:CI_Date>
                           <gmd:date>
                              <gco:Date>2007-04-01</gco:Date>
                           </gmd:date>
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                        <gco:CharacterString>Olsen, L.M., G. Major, K. Shein, J. Scialdone, R. Vogel, S. Leicester, H. Weir, S. Ritz, T. Stevens, M. Meaux, C.Solomon, R. Bilodeau, M. Holland, T. Northcutt, R. A. Restrepo, 2007 .   NASA/Global Change Master Directory (GCMD) Earth Science Keywords. Version  6.0.0.0.0</gco:CharacterString>
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         <gmd:descriptiveKeywords>
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               <gmd:keyword>
                  <gco:CharacterString>OCEAN &gt; ATLANTIC OCEAN &gt; NORTH ATLANTIC OCEAN &gt; GULF OF MAINE</gco:CharacterString>
               </gmd:keyword>
               <gmd:keyword>
                  <gco:CharacterString>CONTINENT &gt; NORTH AMERICA &gt; UNITED STATES OF AMERICA &gt; MAINE &gt; PENOBSCOT BAY</gco:CharacterString>
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                        <gco:CharacterString>NASA/GCMD Earth Science Keywords</gco:CharacterString>
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                        <gco:CharacterString>Locations</gco:CharacterString>
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                        <gmd:CI_Date>
                           <gmd:date>
                              <gco:Date>2009-12-22</gco:Date>
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                        <gco:CharacterString>Olsen, L.M., G. Major, K. Shein, J. Scialdone, R. Vogel, S. Leicester, H. Weir, S. Ritz, T. Stevens, M. Meaux, C.Solomon, R. Bilodeau, M. Holland, T. Northcutt, R. A. Restrepo, 2007 .   NASA/Global Change Master Directory (GCMD) Earth Science Keywords. Version  6.0.0.0.0</gco:CharacterString>
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      ACCESS CONSTRAINTS: None, except for a possible fee at the cost of
      reproduction.
      
      DISTRIBUTION LIABILITY: Users must assume responsibility to determine the
      usability of these data. 
   </gco:CharacterString>
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            <gmd:MD_LegalConstraints>
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      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. Additional Use Constraints: None
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            <gmd:MD_TopicCategoryCode>environment</gmd:MD_TopicCategoryCode>
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            <gmd:MD_TopicCategoryCode>geoscientific information</gmd:MD_TopicCategoryCode>
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         <gmd:topicCategory>
            <gmd:MD_TopicCategoryCode>imagery/base maps/earth cover</gmd:MD_TopicCategoryCode>
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                              <gmd:CI_Citation>
                                 <gmd:title>
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                                    <gco:CharacterString>Locations</gco:CharacterString>
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                                 <gmd:date>
                                    <gmd:CI_Date>
                                       <gmd:date>
                                          <gco:Date>2009-12-22</gco:Date>
                                       </gmd:date>
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                                    <gco:CharacterString>Olsen, L.M., G. Major, K. Shein, J. Scialdone, R. Vogel, S. Leicester, H. Weir, S. Ritz, T. Stevens, M. Meaux, C.Solomon, R. Bilodeau, M. Holland, T. Northcutt, R. A. Restrepo, 2007 .   NASA/Global Change Master Directory (GCMD) Earth Science Keywords. Version  6.0.0.0.0</gco:CharacterString>
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                                    <gco:CharacterString>Olsen, L.M., G. Major, K. Shein, J. Scialdone, R. Vogel, S. Leicester, H. Weir, S. Ritz, T. Stevens, M. Meaux, C.Solomon, R. Bilodeau, M. Holland, T. Northcutt, R. A. Restrepo, 2007 .   NASA/Global Change Master Directory (GCMD) Earth Science Keywords. Version  6.0.0.0.0</gco:CharacterString>
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      ATTRIBUTE ACCURACY REPORT: A team of field investigators participated in data
      verification exercises on October 1997, August 1998. Data validation teams
      consisted of personnel from the NOAA Coastal Services Center and Oak Ridge
      National Laboratory. Each team was equipped with a portable color laptop
      computer linked to a Global Positioning System (GPS). The field station runs
      software that supports the classified data as a raster background with the road
      network as a vector overlay with a simultaneous display of live GPS
      coordinates. Accuracy assessment points were generated with ERDAS Imagine
      software using a stratified random sample in 3x3 pixel homogeneous windows. To
      make the acquisition of the field reference data more practical, a twenty pixel
      buffer area around roads (i.e. 10 pixels on each side of the road) was created.
      7,000 random points were generated within this area for the accuracy
      assessment. Collection of ground reference information for areas that have
      experienced a change in land cover type is a troublesome task. Pre-Processing
      Steps: The scene was georectified to UTM Zone 19 coordinates. Ancillary data
      sets: Subsequent field work and the use of collateral data such as USGS maps,
      county marsh inventories, and National Wetland Inventory data led to further
      refinements in the image classification. Shoreline features can be extracted
      from Landsat images by detecting the land/water interface. However, care must
      be used to avoid misinterpreting tidal differences as changes in shorelines,
      since the satellite images from which these land cover images are derived and
      acquired at different tidal stages, depending on when the satellite is
      overhead. The land cover classifications represent the instantaneous state of
      the shoreline at the moment of image acquisition. C-CAP data are mapped at
      1:100,000 scale with 22 standard classes constituting major landscape
      components. They are not jurisdictional (can't be used for permitting) and will
      not identify individual species. However, they are useful for identifying
      regional landscape patterns, major functional niches, environmental impact
      assessment, urban planning, and zoning applications. If you need change
      analysis data at this scale, C-CAP may be your only option. C-CAP is designed
      around a 1 to 5 year revisit cycle. Land Cover is the complete human and
      natural landscape recorded as surface components - forest, water, wetlands,
      concrete, asphalt, etc. Land cover can be documented by analyzing spectral
      signatures of satellite and aerial imagery. Land Use is the documentation of
      human uses of the landscape - residential, commercial, agricultural, etc. Land
      use can be inferred but, not explicitly derived from satellite and aerial
      imagery. There is no spectral basis for land use determination in satellite
      imagery. C-CAP data can be used to identify concrete and asphalt as land cover,
      but we can only infer that these materials denote a residential or commercial
      use. Post-Processing Steps: The data were put through a datum conversion from
      UTM NAD27 to UTM NAD83 zone 19. Known Problems: In addition, a portion of the
      August 1995 scene were obscured by numerous small cumulus clouds and shadows.
      The areas affected by clouds and shadows were mapped using an algorithm
      developed by ORNL. The corresponding areas were classified using the June 1996
      scene or a June 16, 1991 Landsat scene. Accuracy Results: This data set was
      found to be 90.7% accurate with a Kappa coefficient of 0.897. 
      
      LOGICAL CONSISTENCY REPORT: 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
      appear to be logically consistent. Examining the change matrix for logical
      fallacies, we find, for example, that a very small number of pixels changed
      from developed land to any other category. 
      
      COMPLETENESS REPORT: The classification scheme comprehensively includes all
      anticipated land covers, and all pixels have been classified. The NOAA Coastal
      Change Analysis Program (C-CAP): Guidance for Regional Implementation, NOAA
      National Marine Fisheries Service Report 123, discusses the interagency effort
      to develop the land cover classification scheme and defines all categories. 
      
      HORIZONTAL POSITIONAL ACCURACY REPORT: Precision corrected images were
      purchased from the EROS Data Center in UTM NAD27 meters to an RMSE +/- 0.5
      pixels. 
      
      VERTICAL POSITIONAL ACCURACY REPORT: There was no terrain correction in the
      georeferencing procedure. 
      
      PROCESS DESCRIPTION: The processing steps for each C-CAP Central Maine Land
      Cover 1995 Analysis product are intricately associated. Each database is the
      result of many processing steps with numerous iterations for each step. The
      output of one processing step or database is often the input data for another
      processing step. A brief description of the processing steps used in the land
      cover classification of the this project follows. Further description of the
      processing steps can be found in the NOAA Coastal Change Analysis Program
      (C-CAP): Guidance for Regional Implementation, NOAA National Marine Fisheries
      Service Report 123 (Dobson et al, 1995). Baseline Classification Process: The
      Penobscot Bay land cover/change classification product was processed using an
      iterative classification approach. Landsat Thematic Mapper data for
      path/row/date(s): 11/29 19950813 were analyzed and mosaicked to create a land
      cover inventory for Maine, Penobscott. The scene was classified, focusing first
      on separating major categories (e.g. water, forest, marsh, herbaceous upland,
      and developed) using standard supervised classification techniques. Numerous
      individual areas were chosen as training sites for the land cover
      classification. The mean and covariance statistics for these areas are passed
      to an isodata classification algorithm which assigns an unknown pixel to the
      class in which it has the highest probability of being a member. Then iterative
      unsupervised classifications were performed on each major category individually
      by masking out all other major categories. With this type of unsupervised
      classification, the computer is allowed to query the multispectral properties
      of the masked scene using user specified criteria and to identify X mutually
      exclusive clusters in N-dimensional feature space. By masking out all data but
      a single major category, the spectral variance is greatly reduced thus
      decreasing classification errors. After several classification iterations of
      the masked data, final classification labels were assigned to the spectral
      clusters. Changes among major categories were permitted to occur even at this
      stage of processing. Subsequent field work and the use of collateral data such
      as USGS maps, TIGER road data, and National Wetland Inventory data led to
      further refinements in the image classification. In small areas where landcover
      class confusion could not be separated spectrally, human pattern recognition
      was used to recode the data. A spatial filter was applied to the final
      classification data file. Change Classification Process: Landsat Thematic
      Mapper data for path/row(s) 11/29 19950813 were analyzed to arrive at a land
      cover for Maine, Penobscott. The change date land cover classification was in
      part derived from the baseline classification. Only the pixels in the August
      13, 1995 image that changed spectrally from the change date image were
      classified for the August 5, 1986 data file. All other pixels were simply
      replaced with the baseline image classification. It is possible to simply
      identify the amount of change between two images by image differencing the same
      band in two images which have previously been rectified to a common basemap.
      Image differencing involves subtracting the imagery of one date from that of
      another. The subtraction results in positive and negative values in areas of
      radiance change and zero values in areas of no-change in a new 'change image'.
      The images are subtracted resulting in an signed 16-bit analysis with pixel
      values ranging from -255 to 255. The results were transformed into positive
      unsigned 16-bit values by adding a constant, c. The operation is expressed
      mathematically as: Dijk = BVijk(1) - BVijk(2) + c where Dijk = change pixel
      value BVijk(1) = brightness value at time 1 BVijk(2) = brightness value at time
      2 c = a constant (e.g., 255). i = line number j = column number k = a single
      band (e.g. TM band 4). The 'change image' produced using image differencing
      usually yields a BV distribution approximately gaussian in nature, where pixels
      of no BV change are distributed around the mean and pixels of change are found
      in the tails of the distribution. A threshold value was carefully chosen to
      identify spectral 'change' and 'no-change' pixels in the 'change image.' A
      'change/no-change' mask was derived by performing image differencing on band 4,
      and Normalized Difference Vegetation Index (NDVI) of the two date dataset and
      recoded into a binary mask file. The 'change/no-change' mask was then overlaid
      onto the earlier date of imagery and only those pixels which were detected as
      having spectrally changed were viewed as candidate pixels for categorical
      change. Change Detection Database The change date and baseline land cover
      classifications were compared on a pixel by pixel basis using a change
      detection matrix. This traditional post-classification comparison yields 'from
      land cover class - to land cover class' change information. Many pixels with
      sufficient change to be included in the mask of candidate pixels in the
      spectral change process did not qualify as categorical land cover change. This
      method may reduce change detection errors (omission and commission) and
      provides detailed 'from-to' change class information. The technique reduces
      effort by allowing analysts to focus on the small amount of area that has
      changed between dates. PROCESS DATE: 19980930
      
      PROCESS DESCRIPTION: This data was projected to Universal Transverse Mercator
      zone 19 with a horizontal datum of NAD83. PROCESS DATE: Unknown
      
      SOURCE INFORMATION - CITATION: Earth Observation Satellite Company. Landsat
      Thematic Mapper. 1995-08-13. GEOSPATIAL DATA PRESENTATION FORM: remote-sensing
      image. OTHER CITATION DETAILS: Landsat Thematic Mapper scenes processed: Path =
      11 Row = 29 Date 08-13-1995 ONLINE LINKAGE: http://edc.usgs.gov/eros-home.html.
      TYPE OF SOURCE MEDIA: 8 mm magnetic tape. 
      BEGINNING TIME: 19860805. 
      ENDING TIME: 19950813. 
      SOURCE CURRENTNESS REFERENCE: ground condition. 
      SOURCE CITATION ABBREVIATION: central_95. 
      SOURCE CONTRIBUTION: Source used in C-CAP land cover classification
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