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Paved Roads are roads that are surfaced with concrete or asphalt. Roads that have been tarred and chipped are also considered paved. Roads surfaced with gravel or packed dirt are considered Unpaved. An Alleyway is a road, usually narrower than surrounding roads that runs between, but parallel to, two paved roads. An Alley can be either paved or unpaved. Generally, Outbuildings will be adjacent to Alleyways. Road pavement edges that are underneath bridges or overpasses are coded as Hidden. Bridges and Overpasses are delineated along the outside edge of the structure. Portions of bridges that are under other bridges or other objects are coded as Hidden Bridge. Tunnels are shown as lines connecting the apparent width of the tunnel through the earth. Stairways are major pedestrian thoroughfares, either paved or wooden, connecting two (2) roads and typically found on steep hills. Airfield Runways are the edges of Runways, Taxiways and other airfield pavement areas. Driveways that are greater than 300' in length will be digitized and coded as either Paved Road or Unpaved Road. Paved Road edges show the width of the paved area. If the paved road has a paved shoulder, the paved shoulder is shown as part of the paved road. The placement of an unpaved road is subject to interpretation by the photogrammetrist since the road edge may be indefinite due to the imprecise nature of an unpaved surface. Driveways that are over 300' in length are digitized. For a driveway that terminates at a building, it shall be drawn to the building. Driveways will also have a centerline for its entire length. Parking lots are not digitized. The entrance to a parking lot for shopping areas shall be shown. Driving areas around and through parking lots serving shopping areas and other businesses are considered part of the parking lot. If the driving area through a parking lot connects to two (2) or more exterior roads, the main thoroughfare through the parking lot shall be shown as a road. The driving area through an apartment complex or condominium complex shall be digitized as a road. The road is needed in these areas to show access to the individual dwelling places. Edges of Pavement that are updated will have the database field StreetCL_FC populated with the Feature Code of the Street Centerline. 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This tree canopy change data set consists of three classes: no change, gain, and loss. No change polygons are those in which the tree canopy remained the same between the two time periods. Gain polygons are those in which tree canopy increased between the two time periods. Loss polygons are those in which tree canopy decrease between the two time periods. 2010 tree canopy can be calculated by adding the \u201cno change\u201d and loss classes. Tree canopy for 2015 can be calculated by adding the \u201cno change\u201d and \u201cgain\u201d classes.Several data sets were used to map tree canopy change. The starting point was the 2010 high-resolution land cover data set developed for Allegheny County. Change was then mapped using leaf-off lidar data collected in 2006, 4-band leaf-on National Agriculture Imagery Program (NAIP) data collected in 2010, leaf off lidar data collected in 2015, and 4-band leaf-on NAIP data collected in 2015. All four data sets were integratedinto an object-based image analysis system (OBIA), which a rule-based expert system. A combination of segmentation, classification, and morphology algorithms were employed to determine if tree canopy had changed between the two time periods. The data set was then manually edited at a scale of 1:5000. The main factors determining change were a decrease in height, indicating tree removal, as identified by the lidar, and the change in the spectral characteristics, as identified in the aerial imagery. There were spatial misalignment issues between all four of the data sets. As a result, very fine scale changes at the edges of tree canopy could not be determined. The data set can thus be considered to be slightly biased towards tree canopy loss, and fine-scale tree canopy gains could not be determined. Most of the gain identified is not new growth, but rather canopy from trees that were too small to be detected in the original 2010 mapping.The incorporation of newer lidar data enabled a revisit of the original 2010 tree canopy mapping. The 2015 lidar data was substantially higher quality than the 2006 lidar data used for the 2010 high-resolution land cover mapping project. This enabled errors of omission and commission in the original 2010 tree canopy mapping to be corrected. Examples include shrubby areas in 2010 falsely classified as tree canopy and tall trees that were not clearly visible in the data used to map tree canopy in 2010. 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