Abstract: The Cold Lake oil sands area, Township 56 to 69, Range 1 to 11, west of the 4th Meridian, falls within the Lower Athabasca Regional Plan (LARP). As part of Alberta’s Land-use Framework, LARP was developed in 2012 to set the stage for robust growth, vibrant communities and a healthy environment within the region. One of its implementation objectives is to balance the economic development of oil sands and impacts on ecosystem and environment. This is to be achieved through enhanced science-based monitoring for improved characterization of the environment and collection of the information necessary to understand cumulative effects. This land classification raster dataset is derived from 2008 Landsat imagery. It contains 13 classes: 0 - unclassified, 1 - exposed land/cut blocks/harvested areas, 2 - water bodies, 3 - transitional bare surfaces, 5 - mixed developed areas, 6 - developed areas, 7- shoal, 8 - shrub land, 9 - grassland, 10 - agriculture areas, 11 - coniferous forest, 12 - broad leaf forest, 13 - mixed forest, and 14- fire scar.
Metadata: 
  File identifier: 
      DIG_2015_0066.xml
  Language: 
      eng; CAN
  Character set: 
    Character set code: 
      utf8
  Hierarchy level: 
    Scope code: 
      dataset
  Metadata author: 
    Responsible party: 
      Organisation name: 
          Alberta Geological Survey
      Position name: 
          AGS Information Manager
      Contact info: 
        Contact: 
          Phone: 
            Telephone: 
              Voice: 
                  (780) 638-4491
              Facsimile: 
                  (780) 422-1918
          Address: 
            Address: 
              Delivery point: 
                  Alberta Energy Regulator
              Delivery point: 
                  4th Floor, Twin Atria Building
              Delivery point: 
                  4999-98 Avenue NW
              City: 
                  Edmonton
              Administrative area: 
                  Alberta
              Postal code: 
                  T6B 2X3
              Country: 
                  Canada
              Electronic mail address: 
                  AGS-Info@aer.ca
          Hours of service: 
              8:00 a.m. to 12:00 p.m. and 1:00 p.m. to 4:30 p.m.
      Role: 
        Role code: 
          pointOfContact
  Date stamp: 

      2016-03-29
  Metadata standard name: 
      North American Profile of ISO 19115:2003 - Geographic information - Metadata (NAP-Metadata)
  Metadata standard version: 
      ISO 19115-1.1
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Spatial representation info:

Grid spatial representation: Number of dimensions: Cell geometry: Cell geometry code: area Transformation parameter availability: unknown
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Reference system info:

Reference system:
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Reference system info:

xlink: https://www.ngdc.noaa.gov/docucomp/65f8b220-95ed-11e0-aa80-0800200c9a66 title: North American Datum 1983
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Reference system info:

xlink: https://www.ngdc.noaa.gov/docucomp/c3895520-95ed-11e0-aa80-0800200c9a66 title: Geodetic Reference System 1980
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Identification info:

Data identification: Citation: Citation: Title: Land-use/Land-cover Classifications of the Cold Lake Oil Sands Area Derived from 2008 Landsat Imagery (Image data, Tiff format) Date: Date: Date: 2015-01-01 Date type: Date type code: publication Cited responsible party: Responsible party: Organisation name: Alberta Energy Regulator Role: Role code: originator Cited responsible party: Responsible party: Organisation name: Alberta Geological Survey Role: Role code: originator Cited responsible party: Responsible party: Organisation name: Chao, D.K. Role: Role code: originator Cited responsible party: Responsible party: Organisation name: Chowdhury, S. Role: Role code: originator Cited responsible party: Responsible party: Organisation name: Alberta Geological Survey Contact info: Contact: Address: Address: City: Edmonton Administrative area: Alberta, Canada Role: Role code: publisher Presentation form: Presentation form code: mapDigital Series: Series: Name: Digital Data Issue identification: DIG 2015-0066 Abstract: The Cold Lake oil sands area, Township 56 to 69, Range 1 to 11, west of the 4th Meridian, falls within the Lower Athabasca Regional Plan (LARP). As part of Alberta’s Land-use Framework, LARP was developed in 2012 to set the stage for robust growth, vibrant communities and a healthy environment within the region. One of its implementation objectives is to balance the economic development of oil sands and impacts on ecosystem and environment. This is to be achieved through enhanced science-based monitoring for improved characterization of the environment and collection of the information necessary to understand cumulative effects. This land classification raster dataset is derived from 2008 Landsat imagery. It contains 13 classes: 0 - unclassified, 1 - exposed land/cut blocks/harvested areas, 2 - water bodies, 3 - transitional bare surfaces, 5 - mixed developed areas, 6 - developed areas, 7- shoal, 8 - shrub land, 9 - grassland, 10 - agriculture areas, 11 - coniferous forest, 12 - broad leaf forest, 13 - mixed forest, and 14- fire scar. Purpose: To provide a 2008 baseline land-use/land-cover classification map to assist oil and gas related regulatory tasks in the Cold Lake area. Status: Progress code: completed Point of contact: Responsible party: Organisation name: Alberta Geological Survey Position name: AGS Information Manager Contact info: Contact: Phone: Telephone: Voice: (780) 638-4491 Facsimile: (780) 422-1918 Address: Address: Delivery point: Alberta Energy Regulator Delivery point: 4th Floor, Twin Atria Building Delivery point: 4999-98 Avenue NW City: Edmonton Administrative area: Alberta Postal code: T6B 2X3 Country: Canada Electronic mail address: AGS-Info@aer.ca Hours of service: 8:00 a.m. to 12:00 p.m. and 1:00 p.m. to 4:30 p.m. Role: Role code: pointOfContact Resource maintenance: Maintenance information: Maintenance and update frequency: Maintenance frequency code: asNeeded Descriptive keywords: Keywords: Keyword: classification Keyword: gis data Keyword: in situ Keyword: land use Keyword: landsat 7 Keyword: remote sensing Keyword: shale gas Keyword: vegetation Keyword: well pads Type: Keyword type code: theme Thesaurus name: Citation: Title: none Date: unknown Descriptive keywords: Keywords: Keyword: 73e Keyword: 73l Keyword: alberta Keyword: canada Keyword: cold lake Keyword: cold lake oil sands area Type: Keyword type code: place Thesaurus name: Citation: Title: none Date: unknown Resource constraints: Legal constraints: Access constraints: Restriction code: otherRestrictions Use constraints: Restriction code: otherRestrictions Other constraints: Access Constraints: Public Use Constraints: Acknowledgement of the Alberta Energy Regulator/Alberta Geological Survey as the originator/source of this information is required as described in the Open Government License - Alberta. Distribution Liability: The Alberta Energy Regulator/Alberta Geological Survey (AER/AGS) licenses this information under the Open Government License - Alberta. Any references to proprietary software in our documentation, and/or any use of proprietary data formats in our releases, do not constitute endorsement by the AER/AGS of any manufacturer's product. Aggregation Info: AggregateInformation: Aggregate Data Set Name: Citation: Title: Quality Evaluation Dataset of the Cold Lake Oil Sands Area Derived from 2008 Landsat Imagery (Image data, Tiff format) Date: Date: Date: 2015-01-01 Date type: Date type code: publication Cited responsible party: Responsible party: Organisation name: Alberta Energy Regulator Role: Role code: originator Cited responsible party: Responsible party: Organisation name: Alberta Geological Survey Role: Role code: originator Cited responsible party: Responsible party: Organisation name: Chao, D.K. Role: Role code: originator Cited responsible party: Responsible party: Organisation name: Chowdhury, S. Role: Role code: originator Cited responsible party: Responsible party: Organisation name: Alberta Geological Survey Contact info: Contact: Address: Address: City: Edmonton Administrative area: Alberta, Canada Online Resource: Online Resource: Linkage: URL: http://ags.aer.ca/ Role: Role code: publisher Presentation form: Presentation form code: mapDigital Series: Series: Name: Digital Data Issue identification: DIG 2015-0088 Other citation details: Association Type: Association type code: crossReference Spatial representation type: Spatial representation type code: grid Language: eng; CAN Topic category: Topic category code: geoscientificInformation Extent: Extent: Geographic element: Geographic bounding box: West bound longitude: -112 East bound longitude: -110 South bound latitude: 53 North bound latitude: 55 Temporal element: Temporal extent: Extent: Time instant: Description: ground condition Time position: 2008-01-01 Supplemental Information: Language: In English;
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Content info:

Feature catalogue description: Included with dataset: false Feature catalogue citation: Citation: Title: Entity and Attribute Information Date: Other citation details: Detailed Entity and Attribute information is provided with the dataset, formatted as Federal Geographic Data Committee (FGDC) Content Standard for Digital Geospatial Metadata.
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DISTRIBUTION INFO:

Distribution: Distributor: Distributor: Distributor contact: Responsible party: Organisation name: Alberta Geological Survey Position name: AGS Information Manager Contact info: Contact: Phone: Telephone: Voice: (780) 638-4491 Facsimile: (780) 422-1918 Address: Address: Delivery point: Alberta Energy Regulator Delivery point: 4th Floor, Twin Atria Building Delivery point: 4999-98 Avenue NW City: Edmonton Administrative area: Alberta Postal code: T6B 2X3 Country: Canada Electronic mail address: AGS-Info@aer.ca Hours of service: 8:00 a.m. to 12:00 p.m. and 1:00 p.m. to 4:30 p.m. Role: Role code: distributor Transfer options: Digital transfer options: Online: Online Resource: Linkage: URL: https://static.ags.aer.ca/files/document/DIG/DIG_2015_0066.zip Name: TIFF
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Data quality info:

Data quality: Scope: Scope: Hierarchy level: Scope code: dataset Report: Completeness commission: Result: unknown Report: Completeness omission: Evaluation method description: All pixels in the Landsat Best Available Pixel (BAP) composite were used for image analysis. Every pixel in the raster grid is classified to a certain class, except for the pixels with the presence of sensor noise or thick cloud. Pixels with sensor noise or thick cloud and pixels outside the study area were assigned ‘0’ value. Result: unknown Report: Conceptual consistency: Measure description: The datasets are in GeoTiff format that have no null values. Result: unknown Report: Non quantitative attribute accuracy: Measure description: The overall accuracy, defined as the total correct pixels (sum of the major diagonal) divided by the total number of pixels in the error matrix N, is 417436/523627 or 79.72% for this dataset. The Producer accuracy (Table 1), or omission error, is an indication of the probability of a reference pixel being correctly classified. It is calculated as the total number of correct classified pixels in a class divided by total number of pixels in that class. Table 1 - Producer accuracy results Class | Producer Accuracy (%) | Pixel Ratio ----- --------------------- ----------- Developed | 100.00 | 27113/27113 Shrub/grass | 43.98 | 19392/44096 Agriculture | 57.05 | 41935/73505 Coniferous forest | 88.91 | 147073/165411 Broadleaf forest | 85.21 | 181923/213502 The User accuracy (Table 2), or commission error, is defined as the total number of correct classified pixels in a class divided by total number of pixels that were classified in that class. It indicates the probability that a pixel classified on the map represents that class on the ground. Table 2 - User accuracy results Class | User Accuracy (%) | Pixel Ratio ----- --------------------- ----------- Developed | 89.66 | 27113/30240 Shrub/grass | 30.12 | 19392/64374 Agriculture | 81.84 | 41935/51238 Coniferous forest | 89.52 | 147073/164290 Broadleaf forest | 85.22 | 181923/213485 Accuracy assessment for the fused classification result was performed with validation data (derived from the ground-reference data in step 2) that include developed areas, mixed developed areas, coniferous forest, broadleaf forest, shrub/grass, and agriculture classes. Transient LULC types with mixed forest, exposed land/cutblocks/harvested areas, transitional bare surfaces, and shoal were not used for validation since ground reference data for these classes were not realistic. developed - mixed developed area (class 5) and developed area ( class 6) were combined to one class shrub/grass - shrubland (class 8) and grassland (class 9) were combined to one class agriculture - agricultural area (class 10) coniferous - coniferous forest (class 11) broadleaf - broadleaf forest (class 12) Result: inapplicable Lineage: Lineage: Statement: All pixels in the Landsat Best Available Pixel (BAP) composite were used for image analysis. Every pixel in the raster grid is classified to a certain class, except for the pixels with the presence of sensor noise or thick cloud. Pixels with sensor noise or thick cloud and pixels outside the study area were assigned ‘0’ value. Process step: Process step: Description: Process steps performed in ENVI 5.1 to produce classification map:
                  1.	Pre-release versions of annual Landsat Best Available Pixel Composite (LBAPC) datasets (1984 to 2012) were obtained from the Natural Resources Canada/Pacific Forestry Centre for testing purpose. Among these datasets, 2008 LBAPC was used to produce this Land Use Land Cover (LULC) classification result.
                  2.	The Alberta Biodiversity Monitoring Institute (ABMI) LULC data for 2010 and the Alberta Department of Energy (ADoE) oil and gas infrastructure data for 2012 were used to produce the 2008 ground-reference data. Normalized Difference Built-up Index (NDBI) was applied to 2008 and 2010 LBAPC data to produce LULC changes from 2008 to 2010. Ground reference data for 2008 was selected by subtracting these changes from the 2010 ABMI data. Ground-reference vegetation types for 2008 include coniferous forest, broadleaf forest, mixed forest, agriculture, grassland, and shrubland. Ground-reference developed areas for 2008 were queried from the ADoE oil and gas infrastructure data. Training data for vegetation types and developed areas were selected from the ground reference data. Training data for exposed land/cutblocks/harvested land and water were selected manually from the 2008 LBAPC data. Areas with cloud, cloud shadow, and noise were discarded from training and validation data. Maximum Likelihood (ML) classification algorithm, Spectral Angle Mapper (SAM) partial unmixing algorithm, and Constraint Energy Minimization (CEM) partial unmixing algorithm utilized the training data with 2008 LBAPC data to produce LULC classification results.
                  3.	ML classification algorithm was applied to the 2008 LBAPC data to produce LULC classification result with coniferous forest, broadleaf forest, mixed forest, agriculture, grassland, shrubland, exposed land/cutblock/harvested land, and water classes.
                  4.	LULC classification result with developed areas, mixed developed areas, and transitional bare surface classes were produced from the 2008 LBAPC data by dividing the CEM partial unmixing result by the SAM partial unmixing result, followed by the K-Means clustering. Post classification techniques (i.e., majority/minority filter, clump, and sieve) were applied on each of these classes to refine the result and to minimize false detections.
                  5.	A fused classification result was produced by combining LULC classification results from step 3 and 4. A buffer with 90 m was applied on the stream channel datasets from Alberta Energy Regulator (AER) and Alberta Merged Wetland Inventory (AMWI) to track yearly changes associated with landslide activities and the appearance or disappearance of sandbars due to water level fluctuation. This buffer zone is assigned to a separate class called shoal.
Date and time: 2015-01-01T00:00:00 Process step: Process step: Description: Updated coordinate reference system datum to corporate standard, NAD83. Date and time: 2016-01-01T00:00:00 Source: Source: Description: Source Contribution: The vegetative classes: coniferous forest, broadleaf forest, mixed forest, agriculture, grassland, and shrubland were acquired from the ABMI data.disc Scale: Representative fraction: Denominator: 0 Source citation: Citation: Title: Alberta Biodiversity Monitoring Institute's land cover map Alternate title: ABMI Date: Date: Date: 2010-01-01 Date type: Date type code: publication Edition: Version 1.0 (ABMIw2wLCV2010v1.0) Cited responsible party: Responsible party: Organisation name: Alberta Biodiversity Monitoring Institute Role: Role code: resourceProvider Presentation form: Presentation form code: mapDigital Series: Series: Name: Issue identification: Other citation details: Based on two raster datasets: the Canadian Forest Service Earth Observation for Sustainable Development land cover dataset, and Agriculture and Agri-Food Canada land cover dataset. Source extent: Extent: Temporal element: Temporal extent: Extent: Time instant: Description: ground condition Time position: 2010-01-01 Source: Source: Description: Source Contribution: The shoal classification is derived from the stream channel vectors in this data set.online Scale: Representative fraction: Denominator: 0 Source citation: Citation: Title: Alberta Merged Wetland Inventory Alternate title: Alberta Merged Wetland Inventory Date: Date: Date: 2014-01-01 Date type: Date type code: publication Edition: Cited responsible party: Responsible party: Organisation name: Alberta Environment and Sustainable Resource Development Role: Role code: resourceProvider Presentation form: Presentation form code: mapDigital Series: Series: Name: Issue identification: Other citation details: A major component of this dataset is derived from Ducks Unlimited Canada's drained and boreal Enhanced Wetland Classification inventories. Http://www.capf.ca/pdfs/AWCS%20Draft%20requesting%20Public%20Feedback.pdf Source extent: Extent: Temporal element: Temporal extent: Extent: Time instant: Description: ground condition Time position: 2014-01-01
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Metadata constraints:

Legal constraints: Access constraints: Restriction code: otherRestrictions Use constraints: Restriction code: otherRestrictions Other constraints: Metadata Access Constraints: none Metadata Use Constraints: none
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Metadata maintenance:

Maintenance information: Maintenance and update frequency: unknown Maintenance note: This metadata was automatically generated from the FGDC Content Standard for Digital Geospatial Metadatastandard version FGDC-STD-001-1998 using the January 2013 version of the FGDC CSDGM to ISO 19115-2 transform. Metadata author: Responsible party: Organisation name: Alberta Geological Survey Position name: AGS Information Manager Contact info: Contact: Phone: Telephone: Voice: (780) 638-4491 Facsimile: (780) 422-1918 Address: Address: Delivery point: Alberta Energy Regulator Delivery point: 4th Floor, Twin Atria Building Delivery point: 4999-98 Avenue NW City: Edmonton Administrative area: Alberta Postal code: T6B 2X3 Country: Canada Electronic mail address: AGS-Info@aer.ca Hours of service: 8:00 a.m. to 12:00 p.m. and 1:00 p.m. to 4:30 p.m. Role: Role code: custodian
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