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WY BRAT Calibration Validation Data


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Created: Jan 26, 2026 at 10:31 p.m. (UTC)
Last updated: Jan 27, 2026 at 8:22 p.m. (UTC)
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Abstract

Code and Beaver Restoration Assessment Tool (BRAT) outputs to validate and determine the performance of different calibration approaches. 

Included is 1 annotated R Script in written in R Studio with the validation code for all of the Beaver Restoration Assessment Tool Outputs (BRAT), and csv files for each calibration approach and comparison BRAT version at 3 different scales. Also included is 1 annotated R Script written in R Studio for the Jenks Natural Breaks determination and csv files for the input.

A significant portion of the attributes are not determined us and were determined by the BRAT developers. Please see https://tools.riverscapes.net/brat/data/ for the Riverscapes BRAT versions and https://brat.riverscapes.net/Documentation/Outputs/WorkingWithBRATv3XOutputs for all other BRAT versions for more detailed descriptions.

Subject Keywords

Content

readme.txt

READ ME - DATA Descriptions

Metadate for WY BRAT Calibration Validation Statistics Data

WY_BRAT_Calibration_ValidationStats.rmd
-	R Script with validation statistics for all BRAT outputs including calibration approaches and comparison versions
Chew_Survey.csv - All HUC 8 scale BRAT Surveyed Calibration Outputs
Variables: 
-	Join_Count: Count of Dams Intersecting Each Line Segment
-	TARGET_FID: Spatial Join Target ID 
-	StreamName: Stream Name
-	StreamID: Stream ID
-	StreamLen: Stream Length
-	SegID: Stream Segment ID
-	SegLen: Stream Segment Length
-	ORIG_FID: Original ID
-	ORIG_SEQ: Original 
-	ReachID: Stream Reach ID
-	ReachLen: Stream Length ID
-	ReachDist: Stream Reach Distance
-	iGeo_ElMax: Reach Maximum Elevation
-	iGeo_ElMin: Reach Minimum Elevation
-	iGeo_Len: Reach Length
-	iGeo_Slope: Reach Slope
-	iGeo_DA: Reach Drainage Area
-	iVeg100EX: Average Existing Vegetation Code within 100 meters
-	iVeg_30EX:  Average Existing Vegetation Code within 30 meters
-	iVeg100Hpe: Average Historic Vegetation Code within 100 meters
-	iVeg_30Hpe: Average Historic Vegetation Code within 30 meters
-	iPC_RoadX: Distance to Road Crossing
-	iPC_RoadVB: Distance to road within valley bottom
-	iPC_Road: Distance to road
-	iPC_RailVB: Distance to railroad within valley bottom 
-	iPC_Rail: Distance to railroad
-	iPC_Canal: Distance to canals and ditches
-	iPC_DivPts: Distance to points of diversion
-	ADMIN_AGEN: Land ownership
-	iPC_Privat: Distance to private land
-	iPC_LU: Land use intensity
-	iPC_VLowLU: Very low land use
-	iPC_LowLU: Low land use
-	iPC_ModLU: Moderate land use
-	iPC_HighLU: High land use
-	oPC_Dist: Distance to nearest infrastructure
-	IsMainCh: Main channel reaches
-	IsMultiCh: Side channel reaches
-	Orig_DA: Original drainage area
-	ClusterID: Group of side and main channel reaches
-	iHyd_QLow: Low flow
-	iHyd_Q2: 2 year recurrence interval flood 
-	iHyd_SPLow: Low flow stream power
-	iHyd_SP2: 2 year interval stream power
-	oVC_Hpe: historic vegetation dam capacity based on historic vegetation
-	oVC_EX: existing vegetation dam capacity based on existing vegetation
-	oCC_HPE: historic dam capacity density
-	mCC_HPE_CT: historic dam capacity count
-	oCC_EX: existing dam capacity density ( dams per km)
-	mCC_EX_CT: existing dam capacity count
-	mCC_HisDep: historic capacity remaining
-	Shape_Leng: Default ArcGIS attribute
-	BUFF_DIST: Buffer distance (m)
-	Name: Dam Name
-	FolderPath: File Folder Source
-	SymbolID: Dam Symbol ID
-	AltMode: Default ArcGIS attribute
-	Base: Default ArcGIS attribute
-	Clamped: Default ArcGIS attribute
-	Extruded: Default ArcGIS attribute
-	Snippet: Default ArcGIS attribute
-	PopupInfo: Default ArcGIS attribute
-	Shape_Le_1: Default ArcGIS attribute
-	EVT: LANDFIRE EVT Code intersecting at each dam
-	Length: Dam Length (m)
-	X: Dam X coordinate
-	Y: Dam Y coordinate
-	Elevation: Dam Elevation (ft)
-	DamKM: Observed Calculated Dam / Km Value
Dam_Frequency.csv - All HUC 8 scale BRAT Dam Frequency Calibration Outputs
Variables: 
-	Join_Count: Count of Dams Intersecting Each Line Segment
-	TARGET_FID: Spatial Join Target ID 
-	StreamName: Stream Name
-	StreamID: Stream ID
-	StreamLen: Stream Length
-	SegID: Stream Segment ID
-	SegLen: Stream Segment Length
-	ORIG_FID: Original ID
-	ORIG_SEQ: Original 
-	ReachID: Stream Reach ID
-	ReachLen: Stream Length ID
-	ReachDist: Stream Reach Distance
-	iGeo_ElMax: Reach Maximum Elevation
-	iGeo_ElMin: Reach Minimum Elevation
-	iGeo_Len: Reach Length
-	iGeo_Slope: Reach Slope
-	iGeo_DA: Reach Drainage Area
-	iVeg100EX: Average Existing Vegetation Code within 100 meters
-	iVeg_30EX:  Average Existing Vegetation Code within 30 meters
-	iVeg100Hpe: Average Historic Vegetation Code within 100 meters
-	iVeg_30Hpe: Average Historic Vegetation Code within 30 meters
-	iPC_RoadX: Distance to Road Crossing
-	iPC_RoadVB: Distance to road within valley bottom
-	iPC_Road: Distance to road
-	iPC_RailVB: Distance to railroad within valley bottom 
-	iPC_Rail: Distance to railroad
-	iPC_Canal: Distance to canals and ditches
-	iPC_DivPts: Distance to points of diversion
-	ADMIN_AGEN: Land ownership
-	iPC_Privat: Distance to private land
-	iPC_LU: Land use intensity
-	iPC_VLowLU: Very low land use
-	iPC_LowLU: Low land use
-	iPC_ModLU: Moderate land use
-	iPC_HighLU: High land use
-	oPC_Dist: Distance to nearest infrastructure
-	IsMainCh: Main channel reaches
-	IsMultiCh: Side channel reaches
-	Orig_DA: Original drainage area
-	ClusterID: Group of side and main channel reaches
-	iHyd_QLow: Low flow
-	iHyd_Q2: 2 year recurrence interval flood 
-	iHyd_SPLow: Low flow stream power
-	iHyd_SP2: 2 year interval stream power
-	oVC_Hpe: historic vegetation dam capacity based on historic vegetation
-	oVC_EX: existing vegetation dam capacity based on existing vegetation
-	oCC_HPE: historic dam capacity density
-	mCC_HPE_CT: historic dam capacity count
-	oCC_EX: existing dam capacity density ( dams per km)
-	mCC_EX_CT: existing dam capacity count
-	mCC_HisDep: historic capacity remaining
-	Shape_Leng: Default ArcGIS attribute
-	BUFF_DIST: Buffer distance (m)
-	Name: Dam Name
-	FolderPath: File Folder Source
-	SymbolID: Dam Symbol ID
-	AltMode: Default ArcGIS attribute
-	Base: Default ArcGIS attribute
-	Clamped: Default ArcGIS attribute
-	Extruded: Default ArcGIS attribute
-	Snippet: Default ArcGIS attribute
-	PopupInfo: Default ArcGIS attribute
-	Shape_Le_1: Default ArcGIS attribute
-	EVT: LANDFIRE EVT Code intersecting at each dam
-	Length: Dam Length (m)
-	X: Dam X coordinate
-	Y: Dam Y coordinate
-	Elevation: Dam Elevation (ft)
-	DamKM: Observed Calculated Dam / Km Value

Natural_Breaks.csv - All HUC 8 scale BRAT Natural Breaks Calibration Outputs
Variables: 
-	Join_Count: Count of Dams Intersecting Each Line Segment
-	TARGET_FID: Spatial Join Target ID 
-	StreamName: Stream Name
-	StreamID: Stream ID
-	StreamLen: Stream Length
-	SegID: Stream Segment ID
-	SegLen: Stream Segment Length
-	ORIG_FID: Original ID
-	ORIG_SEQ: Original 
-	ReachID: Stream Reach ID
-	ReachLen: Stream Length ID
-	ReachDist: Stream Reach Distance
-	iGeo_ElMax: Reach Maximum Elevation
-	iGeo_ElMin: Reach Minimum Elevation
-	iGeo_Len: Reach Length
-	iGeo_Slope: Reach Slope
-	iGeo_DA: Reach Drainage Area
-	iVeg100EX: Average Existing Vegetation Code within 100 meters
-	iVeg_30EX:  Average Existing Vegetation Code within 30 meters
-	iVeg100Hpe: Average Historic Vegetation Code within 100 meters
-	iVeg_30Hpe: Average Historic Vegetation Code within 30 meters
-	iPC_RoadX: Distance to Road Crossing
-	iPC_RoadVB: Distance to road within valley bottom
-	iPC_Road: Distance to road
-	iPC_RailVB: Distance to railroad within valley bottom 
-	iPC_Rail: Distance to railroad
-	iPC_Canal: Distance to canals and ditches
-	iPC_DivPts: Distance to points of diversion
-	ADMIN_AGEN: Land ownership
-	iPC_Privat: Distance to private land
-	iPC_LU: Land use intensity
-	iPC_VLowLU: Very low land use
-	iPC_LowLU: Low land use
-	iPC_ModLU: Moderate land use
-	iPC_HighLU: High land use
-	oPC_Dist: Distance to nearest infrastructure
-	IsMainCh: Main channel reaches
-	IsMultiCh: Side channel reaches
-	Orig_DA: Original drainage area
-	ClusterID: Group of side and main channel reaches
-	iHyd_QLow: Low flow
-	iHyd_Q2: 2 year recurrence interval flood 
-	iHyd_SPLow: Low flow stream power
-	iHyd_SP2: 2 year interval stream power
-	oVC_Hpe: historic vegetation dam capacity based on historic vegetation
-	oVC_EX: existing vegetation dam capacity based on existing vegetation
-	oCC_HPE: historic dam capacity density
-	mCC_HPE_CT: historic dam capacity count
-	oCC_EX: existing dam capacity density ( dams per km)
-	mCC_EX_CT: existing dam capacity count
-	mCC_HisDep: historic capacity remaining
-	Shape_Leng: Default ArcGIS attribute
-	BUFF_DIST: Buffer distance (m)
-	Name: Dam Name
-	FolderPath: File Folder Source
-	SymbolID: Dam Symbol ID
-	AltMode: Default ArcGIS attribute
-	Base: Default ArcGIS attribute
-	Clamped: Default ArcGIS attribute
-	Extruded: Default ArcGIS attribute
-	Snippet: Default ArcGIS attribute
-	PopupInfo: Default ArcGIS attribute
-	Shape_Le_1: Default ArcGIS attribute
-	EVT: LANDFIRE EVT Code intersecting at each dam
-	Length: Dam Length (m)
-	X: Dam X coordinate
-	Y: Dam Y coordinate
-	Elevation: Dam Elevation (ft)
-	DamKM: Observed Calculated Dam / Km Value

Original.csv - All HUC 8 scale BRAT Original Version Outputs
Variables: 
-	Join_Count: Count of Dams Intersecting Each Line Segment
-	TARGET_FID: Spatial Join Target ID 
-	StreamName: Stream Name
-	StreamID: Stream ID
-	StreamLen: Stream Length
-	SegID: Stream Segment ID
-	SegLen: Stream Segment Length
-	ORIG_FID: Original ID
-	ORIG_SEQ: Original 
-	ReachID: Stream Reach ID
-	ReachLen: Stream Length ID
-	ReachDist: Stream Reach Distance
-	iGeo_ElMax: Reach Maximum Elevation
-	iGeo_ElMin: Reach Minimum Elevation
-	iGeo_Len: Reach Length
-	iGeo_Slope: Reach Slope
-	iGeo_DA: Reach Drainage Area
-	iVeg100EX: Average Existing Vegetation Code within 100 meters
-	iVeg_30EX:  Average Existing Vegetation Code within 30 meters
-	iVeg100Hpe: Average Historic Vegetation Code within 100 meters
-	iVeg_30Hpe: Average Historic Vegetation Code within 30 meters
-	iPC_RoadX: Distance to Road Crossing
-	iPC_RoadVB: Distance to road within valley bottom
-	iPC_Road: Distance to road
-	iPC_RailVB: Distance to railroad within valley bottom 
-	iPC_Rail: Distance to railroad
-	iPC_Canal: Distance to canals and ditches
-	iPC_DivPts: Distance to points of diversion
-	ADMIN_AGEN: Land ownership
-	iPC_Privat: Distance to private land
-	iPC_LU: Land use intensity
-	iPC_VLowLU: Very low land use
-	iPC_LowLU: Low land use
-	iPC_ModLU: Moderate land use
-	iPC_HighLU: High land use
-	oPC_Dist: Distance to nearest infrastructure
-	IsMainCh: Main channel reaches
-	IsMultiCh: Side channel reaches
-	Orig_DA: Original drainage area
-	ClusterID: Group of side and main channel reaches
-	iHyd_QLow: Low flow
-	iHyd_Q2: 2 year recurrence interval flood 
-	iHyd_SPLow: Low flow stream power
-	iHyd_SP2: 2 year interval stream power
-	oVC_Hpe: historic vegetation dam capacity based on historic vegetation
-	oVC_EX: existing vegetation dam capacity based on existing vegetation
-	oCC_HPE: historic dam capacity density
-	mCC_HPE_CT: historic dam capacity count
-	oCC_EX: existing dam capacity density ( dams per km)
-	mCC_EX_CT: existing dam capacity count
-	mCC_HisDep: historic capacity remaining
-	Shape_Leng: Default ArcGIS attribute
-	BUFF_DIST: Buffer distance (m)
-	Name: Dam Name
-	FolderPath: File Folder Source
-	SymbolID: Dam Symbol ID
-	AltMode: Default ArcGIS attribute
-	Base: Default ArcGIS attribute
-	Clamped: Default ArcGIS attribute
-	Extruded: Default ArcGIS attribute
-	Snippet: Default ArcGIS attribute
-	PopupInfo: Default ArcGIS attribute
-	Shape_Le_1: Default ArcGIS attribute
-	EVT: LANDFIRE EVT Code intersecting at each dam
-	Length: Dam Length (m)
-	X: Dam X coordinate
-	Y: Dam Y coordinate
-	Elevation: Dam Elevation (ft)
-	DamKM: Observed Calculated Dam / Km Value

Preferred.csv - All HUC 8 scale BRAT Preferred Calibration Outputs
Variables: 
-	Join_Count: Count of Dams Intersecting Each Line Segment
-	TARGET_FID: Spatial Join Target ID 
-	StreamName: Stream Name
-	StreamID: Stream ID
-	StreamLen: Stream Length
-	SegID: Stream Segment ID
-	SegLen: Stream Segment Length
-	ORIG_FID: Original ID
-	ORIG_SEQ: Original 
-	ReachID: Stream Reach ID
-	ReachLen: Stream Length ID
-	ReachDist: Stream Reach Distance
-	iGeo_ElMax: Reach Maximum Elevation
-	iGeo_ElMin: Reach Minimum Elevation
-	iGeo_Len: Reach Length
-	iGeo_Slope: Reach Slope
-	iGeo_DA: Reach Drainage Area
-	iVeg100EX: Average Existing Vegetation Code within 100 meters
-	iVeg_30EX:  Average Existing Vegetation Code within 30 meters
-	iVeg100Hpe: Average Historic Vegetation Code within 100 meters
-	iVeg_30Hpe: Average Historic Vegetation Code within 30 meters
-	iPC_RoadX: Distance to Road Crossing
-	iPC_RoadVB: Distance to road within valley bottom
-	iPC_Road: Distance to road
-	iPC_RailVB: Distance to railroad within valley bottom 
-	iPC_Rail: Distance to railroad
-	iPC_Canal: Distance to canals and ditches
-	iPC_DivPts: Distance to points of diversion
-	ADMIN_AGEN: Land ownership
-	iPC_Privat: Distance to private land
-	iPC_LU: Land use intensity
-	iPC_VLowLU: Very low land use
-	iPC_LowLU: Low land use
-	iPC_ModLU: Moderate land use
-	iPC_HighLU: High land use
-	oPC_Dist: Distance to nearest infrastructure
-	IsMainCh: Main channel reaches
-	IsMultiCh: Side channel reaches
-	Orig_DA: Original drainage area
-	ClusterID: Group of side and main channel reaches
-	iHyd_QLow: Low flow
-	iHyd_Q2: 2 year recurrence interval flood 
-	iHyd_SPLow: Low flow stream power
-	iHyd_SP2: 2 year interval stream power
-	oVC_Hpe: historic vegetation dam capacity based on historic vegetation
-	oVC_EX: existing vegetation dam capacity based on existing vegetation
-	oCC_HPE: historic dam capacity density
-	mCC_HPE_CT: historic dam capacity count
-	oCC_EX: existing dam capacity density ( dams per km)
-	mCC_EX_CT: existing dam capacity count
-	mCC_HisDep: historic capacity remaining
-	Shape_Leng: Default ArcGIS attribute
-	BUFF_DIST: Buffer distance (m)
-	Name: Dam Name
-	FolderPath: File Folder Source
-	SymbolID: Dam Symbol ID
-	AltMode: Default ArcGIS attribute
-	Base: Default ArcGIS attribute
-	Clamped: Default ArcGIS attribute
-	Extruded: Default ArcGIS attribute
-	Snippet: Default ArcGIS attribute
-	PopupInfo: Default ArcGIS attribute
-	Shape_Le_1: Default ArcGIS attribute
-	EVT: LANDFIRE EVT Code intersecting at each dam
-	Length: Dam Length (m)
-	X: Dam X coordinate
-	Y: Dam Y coordinate
-	Elevation: Dam Elevation (ft)
-	DamKM: Observed Calculated Dam / Km Value

Random.csv - All HUC 8 scale BRAT Random Version Outputs
Variables: 
-	Join_Count: Count of Dams Intersecting Each Line Segment
-	TARGET_FID: Spatial Join Target ID 
-	StreamName: Stream Name
-	StreamID: Stream ID
-	StreamLen: Stream Length
-	SegID: Stream Segment ID
-	SegLen: Stream Segment Length
-	ORIG_FID: Original ID
-	ORIG_SEQ: Original 
-	ReachID: Stream Reach ID
-	ReachLen: Stream Length ID
-	ReachDist: Stream Reach Distance
-	iGeo_ElMax: Reach Maximum Elevation
-	iGeo_ElMin: Reach Minimum Elevation
-	iGeo_Len: Reach Length
-	iGeo_Slope: Reach Slope
-	iGeo_DA: Reach Drainage Area
-	iVeg100EX: Average Existing Vegetation Code within 100 meters
-	iVeg_30EX:  Average Existing Vegetation Code within 30 meters
-	iVeg100Hpe: Average Historic Vegetation Code within 100 meters
-	iVeg_30Hpe: Average Historic Vegetation Code within 30 meters
-	iPC_RoadX: Distance to Road Crossing
-	iPC_RoadVB: Distance to road within valley bottom
-	iPC_Road: Distance to road
-	iPC_RailVB: Distance to railroad within valley bottom 
-	iPC_Rail: Distance to railroad
-	iPC_Canal: Distance to canals and ditches
-	iPC_DivPts: Distance to points of diversion
-	ADMIN_AGEN: Land ownership
-	iPC_Privat: Distance to private land
-	iPC_LU: Land use intensity
-	iPC_VLowLU: Very low land use
-	iPC_LowLU: Low land use
-	iPC_ModLU: Moderate land use
-	iPC_HighLU: High land use
-	oPC_Dist: Distance to nearest infrastructure
-	IsMainCh: Main channel reaches
-	IsMultiCh: Side channel reaches
-	Orig_DA: Original drainage area
-	ClusterID: Group of side and main channel reaches
-	iHyd_QLow: Low flow
-	iHyd_Q2: 2 year recurrence interval flood 
-	iHyd_SPLow: Low flow stream power
-	iHyd_SP2: 2 year interval stream power
-	oVC_Hpe: historic vegetation dam capacity based on historic vegetation
-	oVC_EX: existing vegetation dam capacity based on existing vegetation
-	oCC_HPE: historic dam capacity density
-	mCC_HPE_CT: historic dam capacity count
-	oCC_EX: existing dam capacity density ( dams per km)
-	mCC_EX_CT: existing dam capacity count
-	mCC_HisDep: historic capacity remaining
-	Shape_Leng: Default ArcGIS attribute
-	BUFF_DIST: Buffer distance (m)
-	Name: Dam Name
-	FolderPath: File Folder Source
-	SymbolID: Dam Symbol ID
-	AltMode: Default ArcGIS attribute
-	Base: Default ArcGIS attribute
-	Clamped: Default ArcGIS attribute
-	Extruded: Default ArcGIS attribute
-	Snippet: Default ArcGIS attribute
-	PopupInfo: Default ArcGIS attribute
-	Shape_Le_1: Default ArcGIS attribute
-	EVT: LANDFIRE EVT Code intersecting at each dam
-	Length: Dam Length (m)
-	X: Dam X coordinate
-	Y: Dam Y coordinate
-	Elevation: Dam Elevation (ft)
-	DamKM: Observed Calculated Dam / Km Value
MB_Chew_Survey.csv – Medicine Bow scale BRAT Surveyed Calibration Outputs
Variables: 
-	Join_Count: Count of Dams Intersecting Each Line Segment
-	TARGET_FID: Spatial Join Target ID 
-	StreamName: Stream Name
-	StreamID: Stream ID
-	StreamLen: Stream Length
-	SegID: Stream Segment ID
-	SegLen: Stream Segment Length
-	ORIG_FID: Original ID
-	ORIG_SEQ: Original 
-	ReachID: Stream Reach ID
-	ReachLen: Stream Length ID
-	ReachDist: Stream Reach Distance
-	iGeo_ElMax: Reach Maximum Elevation
-	iGeo_ElMin: Reach Minimum Elevation
-	iGeo_Len: Reach Length
-	iGeo_Slope: Reach Slope
-	iGeo_DA: Reach Drainage Area
-	iVeg100EX: Average Existing Vegetation Code within 100 meters
-	iVeg_30EX:  Average Existing Vegetation Code within 30 meters
-	iVeg100Hpe: Average Historic Vegetation Code within 100 meters
-	iVeg_30Hpe: Average Historic Vegetation Code within 30 meters
-	iPC_RoadX: Distance to Road Crossing
-	iPC_RoadVB: Distance to road within valley bottom
-	iPC_Road: Distance to road
-	iPC_RailVB: Distance to railroad within valley bottom 
-	iPC_Rail: Distance to railroad
-	iPC_Canal: Distance to canals and ditches
-	iPC_DivPts: Distance to points of diversion
-	ADMIN_AGEN: Land ownership
-	iPC_Privat: Distance to private land
-	iPC_LU: Land use intensity
-	iPC_VLowLU: Very low land use
-	iPC_LowLU: Low land use
-	iPC_ModLU: Moderate land use
-	iPC_HighLU: High land use
-	oPC_Dist: Distance to nearest infrastructure
-	IsMainCh: Main channel reaches
-	IsMultiCh: Side channel reaches
-	Orig_DA: Original drainage area
-	ClusterID: Group of side and main channel reaches
-	iHyd_QLow: Low flow
-	iHyd_Q2: 2 year recurrence interval flood 
-	iHyd_SPLow: Low flow stream power
-	iHyd_SP2: 2 year interval stream power
-	oVC_Hpe: historic vegetation dam capacity based on historic vegetation
-	oVC_EX: existing vegetation dam capacity based on existing vegetation
-	oCC_HPE: historic dam capacity density
-	mCC_HPE_CT: historic dam capacity count
-	oCC_EX: existing dam capacity density ( dams per km)
-	mCC_EX_CT: existing dam capacity count
-	mCC_HisDep: historic capacity remaining
-	Shape_Leng: Default ArcGIS attribute
-	BUFF_DIST: Buffer distance (m)
-	Name: Dam Name
-	FolderPath: File Folder Source
-	SymbolID: Dam Symbol ID
-	AltMode: Default ArcGIS attribute
-	Base: Default ArcGIS attribute
-	Clamped: Default ArcGIS attribute
-	Extruded: Default ArcGIS attribute
-	Snippet: Default ArcGIS attribute
-	PopupInfo: Default ArcGIS attribute
-	Shape_Le_1: Default ArcGIS attribute
-	EVT: LANDFIRE EVT Code intersecting at each dam
-	Length: Dam Length (m)
-	X: Dam X coordinate
-	Y: Dam Y coordinate
-	Elevation: Dam Elevation (ft)
-	DamKM: Observed Calculated Dam / Km Value
MB_Dam_Frequency.csv – Medicine Bow scale BRAT Dam Frequency Calibration Outputs
Variables: 
-	Join_Count: Count of Dams Intersecting Each Line Segment
-	TARGET_FID: Spatial Join Target ID 
-	StreamName: Stream Name
-	StreamID: Stream ID
-	StreamLen: Stream Length
-	SegID: Stream Segment ID
-	SegLen: Stream Segment Length
-	ORIG_FID: Original ID
-	ORIG_SEQ: Original 
-	ReachID: Stream Reach ID
-	ReachLen: Stream Length ID
-	ReachDist: Stream Reach Distance
-	iGeo_ElMax: Reach Maximum Elevation
-	iGeo_ElMin: Reach Minimum Elevation
-	iGeo_Len: Reach Length
-	iGeo_Slope: Reach Slope
-	iGeo_DA: Reach Drainage Area
-	iVeg100EX: Average Existing Vegetation Code within 100 meters
-	iVeg_30EX:  Average Existing Vegetation Code within 30 meters
-	iVeg100Hpe: Average Historic Vegetation Code within 100 meters
-	iVeg_30Hpe: Average Historic Vegetation Code within 30 meters
-	iPC_RoadX: Distance to Road Crossing
-	iPC_RoadVB: Distance to road within valley bottom
-	iPC_Road: Distance to road
-	iPC_RailVB: Distance to railroad within valley bottom 
-	iPC_Rail: Distance to railroad
-	iPC_Canal: Distance to canals and ditches
-	iPC_DivPts: Distance to points of diversion
-	ADMIN_AGEN: Land ownership
-	iPC_Privat: Distance to private land
-	iPC_LU: Land use intensity
-	iPC_VLowLU: Very low land use
-	iPC_LowLU: Low land use
-	iPC_ModLU: Moderate land use
-	iPC_HighLU: High land use
-	oPC_Dist: Distance to nearest infrastructure
-	IsMainCh: Main channel reaches
-	IsMultiCh: Side channel reaches
-	Orig_DA: Original drainage area
-	ClusterID: Group of side and main channel reaches
-	iHyd_QLow: Low flow
-	iHyd_Q2: 2 year recurrence interval flood 
-	iHyd_SPLow: Low flow stream power
-	iHyd_SP2: 2 year interval stream power
-	oVC_Hpe: historic vegetation dam capacity based on historic vegetation
-	oVC_EX: existing vegetation dam capacity based on existing vegetation
-	oCC_HPE: historic dam capacity density
-	mCC_HPE_CT: historic dam capacity count
-	oCC_EX: existing dam capacity density ( dams per km)
-	mCC_EX_CT: existing dam capacity count
-	mCC_HisDep: historic capacity remaining
-	Shape_Leng: Default ArcGIS attribute
-	BUFF_DIST: Buffer distance (m)
-	Name: Dam Name
-	FolderPath: File Folder Source
-	SymbolID: Dam Symbol ID
-	AltMode: Default ArcGIS attribute
-	Base: Default ArcGIS attribute
-	Clamped: Default ArcGIS attribute
-	Extruded: Default ArcGIS attribute
-	Snippet: Default ArcGIS attribute
-	PopupInfo: Default ArcGIS attribute
-	Shape_Le_1: Default ArcGIS attribute
-	EVT: LANDFIRE EVT Code intersecting at each dam
-	Length: Dam Length (m)
-	X: Dam X coordinate
-	Y: Dam Y coordinate
-	Elevation: Dam Elevation (ft)
-	DamKM: Observed Calculated Dam / Km Value

MB_Natural_Breaks.csv – Medicine Bow scale BRAT Natural Breaks Calibration Outputs
Variables: 
-	Join_Count: Count of Dams Intersecting Each Line Segment
-	TARGET_FID: Spatial Join Target ID 
-	StreamName: Stream Name
-	StreamID: Stream ID
-	StreamLen: Stream Length
-	SegID: Stream Segment ID
-	SegLen: Stream Segment Length
-	ORIG_FID: Original ID
-	ORIG_SEQ: Original 
-	ReachID: Stream Reach ID
-	ReachLen: Stream Length ID
-	ReachDist: Stream Reach Distance
-	iGeo_ElMax: Reach Maximum Elevation
-	iGeo_ElMin: Reach Minimum Elevation
-	iGeo_Len: Reach Length
-	iGeo_Slope: Reach Slope
-	iGeo_DA: Reach Drainage Area
-	iVeg100EX: Average Existing Vegetation Code within 100 meters
-	iVeg_30EX:  Average Existing Vegetation Code within 30 meters
-	iVeg100Hpe: Average Historic Vegetation Code within 100 meters
-	iVeg_30Hpe: Average Historic Vegetation Code within 30 meters
-	iPC_RoadX: Distance to Road Crossing
-	iPC_RoadVB: Distance to road within valley bottom
-	iPC_Road: Distance to road
-	iPC_RailVB: Distance to railroad within valley bottom 
-	iPC_Rail: Distance to railroad
-	iPC_Canal: Distance to canals and ditches
-	iPC_DivPts: Distance to points of diversion
-	ADMIN_AGEN: Land ownership
-	iPC_Privat: Distance to private land
-	iPC_LU: Land use intensity
-	iPC_VLowLU: Very low land use
-	iPC_LowLU: Low land use
-	iPC_ModLU: Moderate land use
-	iPC_HighLU: High land use
-	oPC_Dist: Distance to nearest infrastructure
-	IsMainCh: Main channel reaches
-	IsMultiCh: Side channel reaches
-	Orig_DA: Original drainage area
-	ClusterID: Group of side and main channel reaches
-	iHyd_QLow: Low flow
-	iHyd_Q2: 2 year recurrence interval flood 
-	iHyd_SPLow: Low flow stream power
-	iHyd_SP2: 2 year interval stream power
-	oVC_Hpe: historic vegetation dam capacity based on historic vegetation
-	oVC_EX: existing vegetation dam capacity based on existing vegetation
-	oCC_HPE: historic dam capacity density
-	mCC_HPE_CT: historic dam capacity count
-	oCC_EX: existing dam capacity density ( dams per km)
-	mCC_EX_CT: existing dam capacity count
-	mCC_HisDep: historic capacity remaining
-	Shape_Leng: Default ArcGIS attribute
-	BUFF_DIST: Buffer distance (m)
-	Name: Dam Name
-	FolderPath: File Folder Source
-	SymbolID: Dam Symbol ID
-	AltMode: Default ArcGIS attribute
-	Base: Default ArcGIS attribute
-	Clamped: Default ArcGIS attribute
-	Extruded: Default ArcGIS attribute
-	Snippet: Default ArcGIS attribute
-	PopupInfo: Default ArcGIS attribute
-	Shape_Le_1: Default ArcGIS attribute
-	EVT: LANDFIRE EVT Code intersecting at each dam
-	Length: Dam Length (m)
-	X: Dam X coordinate
-	Y: Dam Y coordinate
-	Elevation: Dam Elevation (ft)
-	DamKM: Observed Calculated Dam / Km Value

MB_Original.csv – Medicine Bow scale BRAT Original Version Outputs
Variables: 
-	Join_Count: Count of Dams Intersecting Each Line Segment
-	TARGET_FID: Spatial Join Target ID 
-	StreamName: Stream Name
-	StreamID: Stream ID
-	StreamLen: Stream Length
-	SegID: Stream Segment ID
-	SegLen: Stream Segment Length
-	ORIG_FID: Original ID
-	ORIG_SEQ: Original 
-	ReachID: Stream Reach ID
-	ReachLen: Stream Length ID
-	ReachDist: Stream Reach Distance
-	iGeo_ElMax: Reach Maximum Elevation
-	iGeo_ElMin: Reach Minimum Elevation
-	iGeo_Len: Reach Length
-	iGeo_Slope: Reach Slope
-	iGeo_DA: Reach Drainage Area
-	iVeg100EX: Average Existing Vegetation Code within 100 meters
-	iVeg_30EX:  Average Existing Vegetation Code within 30 meters
-	iVeg100Hpe: Average Historic Vegetation Code within 100 meters
-	iVeg_30Hpe: Average Historic Vegetation Code within 30 meters
-	iPC_RoadX: Distance to Road Crossing
-	iPC_RoadVB: Distance to road within valley bottom
-	iPC_Road: Distance to road
-	iPC_RailVB: Distance to railroad within valley bottom 
-	iPC_Rail: Distance to railroad
-	iPC_Canal: Distance to canals and ditches
-	iPC_DivPts: Distance to points of diversion
-	ADMIN_AGEN: Land ownership
-	iPC_Privat: Distance to private land
-	iPC_LU: Land use intensity
-	iPC_VLowLU: Very low land use
-	iPC_LowLU: Low land use
-	iPC_ModLU: Moderate land use
-	iPC_HighLU: High land use
-	oPC_Dist: Distance to nearest infrastructure
-	IsMainCh: Main channel reaches
-	IsMultiCh: Side channel reaches
-	Orig_DA: Original drainage area
-	ClusterID: Group of side and main channel reaches
-	iHyd_QLow: Low flow
-	iHyd_Q2: 2 year recurrence interval flood 
-	iHyd_SPLow: Low flow stream power
-	iHyd_SP2: 2 year interval stream power
-	oVC_Hpe: historic vegetation dam capacity based on historic vegetation
-	oVC_EX: existing vegetation dam capacity based on existing vegetation
-	oCC_HPE: historic dam capacity density
-	mCC_HPE_CT: historic dam capacity count
-	oCC_EX: existing dam capacity density ( dams per km)
-	mCC_EX_CT: existing dam capacity count
-	mCC_HisDep: historic capacity remaining
-	Shape_Leng: Default ArcGIS attribute
-	BUFF_DIST: Buffer distance (m)
-	Name: Dam Name
-	FolderPath: File Folder Source
-	SymbolID: Dam Symbol ID
-	AltMode: Default ArcGIS attribute
-	Base: Default ArcGIS attribute
-	Clamped: Default ArcGIS attribute
-	Extruded: Default ArcGIS attribute
-	Snippet: Default ArcGIS attribute
-	PopupInfo: Default ArcGIS attribute
-	Shape_Le_1: Default ArcGIS attribute
-	EVT: LANDFIRE EVT Code intersecting at each dam
-	Length: Dam Length (m)
-	X: Dam X coordinate
-	Y: Dam Y coordinate
-	Elevation: Dam Elevation (ft)
-	DamKM: Observed Calculated Dam / Km Value

MB_Preferred.csv – Medicine Bow scale BRAT Preferred Calibration Outputs
Variables: 
-	Join_Count: Count of Dams Intersecting Each Line Segment
-	TARGET_FID: Spatial Join Target ID 
-	StreamName: Stream Name
-	StreamID: Stream ID
-	StreamLen: Stream Length
-	SegID: Stream Segment ID
-	SegLen: Stream Segment Length
-	ORIG_FID: Original ID
-	ORIG_SEQ: Original 
-	ReachID: Stream Reach ID
-	ReachLen: Stream Length ID
-	ReachDist: Stream Reach Distance
-	iGeo_ElMax: Reach Maximum Elevation
-	iGeo_ElMin: Reach Minimum Elevation
-	iGeo_Len: Reach Length
-	iGeo_Slope: Reach Slope
-	iGeo_DA: Reach Drainage Area
-	iVeg100EX: Average Existing Vegetation Code within 100 meters
-	iVeg_30EX:  Average Existing Vegetation Code within 30 meters
-	iVeg100Hpe: Average Historic Vegetation Code within 100 meters
-	iVeg_30Hpe: Average Historic Vegetation Code within 30 meters
-	iPC_RoadX: Distance to Road Crossing
-	iPC_RoadVB: Distance to road within valley bottom
-	iPC_Road: Distance to road
-	iPC_RailVB: Distance to railroad within valley bottom 
-	iPC_Rail: Distance to railroad
-	iPC_Canal: Distance to canals and ditches
-	iPC_DivPts: Distance to points of diversion
-	ADMIN_AGEN: Land ownership
-	iPC_Privat: Distance to private land
-	iPC_LU: Land use intensity
-	iPC_VLowLU: Very low land use
-	iPC_LowLU: Low land use
-	iPC_ModLU: Moderate land use
-	iPC_HighLU: High land use
-	oPC_Dist: Distance to nearest infrastructure
-	IsMainCh: Main channel reaches
-	IsMultiCh: Side channel reaches
-	Orig_DA: Original drainage area
-	ClusterID: Group of side and main channel reaches
-	iHyd_QLow: Low flow
-	iHyd_Q2: 2 year recurrence interval flood 
-	iHyd_SPLow: Low flow stream power
-	iHyd_SP2: 2 year interval stream power
-	oVC_Hpe: historic vegetation dam capacity based on historic vegetation
-	oVC_EX: existing vegetation dam capacity based on existing vegetation
-	oCC_HPE: historic dam capacity density
-	mCC_HPE_CT: historic dam capacity count
-	oCC_EX: existing dam capacity density ( dams per km)
-	mCC_EX_CT: existing dam capacity count
-	mCC_HisDep: historic capacity remaining
-	Shape_Leng: Default ArcGIS attribute
-	BUFF_DIST: Buffer distance (m)
-	Name: Dam Name
-	FolderPath: File Folder Source
-	SymbolID: Dam Symbol ID
-	AltMode: Default ArcGIS attribute
-	Base: Default ArcGIS attribute
-	Clamped: Default ArcGIS attribute
-	Extruded: Default ArcGIS attribute
-	Snippet: Default ArcGIS attribute
-	PopupInfo: Default ArcGIS attribute
-	Shape_Le_1: Default ArcGIS attribute
-	EVT: LANDFIRE EVT Code intersecting at each dam
-	Length: Dam Length (m)
-	X: Dam X coordinate
-	Y: Dam Y coordinate
-	Elevation: Dam Elevation (ft)
-	DamKM: Observed Calculated Dam / Km Value

MB_Random.csv – Medicine Bow scale BRAT Random Version Outputs
Variables: 
-	Join_Count: Count of Dams Intersecting Each Line Segment
-	TARGET_FID: Spatial Join Target ID 
-	StreamName: Stream Name
-	StreamID: Stream ID
-	StreamLen: Stream Length
-	SegID: Stream Segment ID
-	SegLen: Stream Segment Length
-	ORIG_FID: Original ID
-	ORIG_SEQ: Original 
-	ReachID: Stream Reach ID
-	ReachLen: Stream Length ID
-	ReachDist: Stream Reach Distance
-	iGeo_ElMax: Reach Maximum Elevation
-	iGeo_ElMin: Reach Minimum Elevation
-	iGeo_Len: Reach Length
-	iGeo_Slope: Reach Slope
-	iGeo_DA: Reach Drainage Area
-	iVeg100EX: Average Existing Vegetation Code within 100 meters
-	iVeg_30EX:  Average Existing Vegetation Code within 30 meters
-	iVeg100Hpe: Average Historic Vegetation Code within 100 meters
-	iVeg_30Hpe: Average Historic Vegetation Code within 30 meters
-	iPC_RoadX: Distance to Road Crossing
-	iPC_RoadVB: Distance to road within valley bottom
-	iPC_Road: Distance to road
-	iPC_RailVB: Distance to railroad within valley bottom 
-	iPC_Rail: Distance to railroad
-	iPC_Canal: Distance to canals and ditches
-	iPC_DivPts: Distance to points of diversion
-	ADMIN_AGEN: Land ownership
-	iPC_Privat: Distance to private land
-	iPC_LU: Land use intensity
-	iPC_VLowLU: Very low land use
-	iPC_LowLU: Low land use
-	iPC_ModLU: Moderate land use
-	iPC_HighLU: High land use
-	oPC_Dist: Distance to nearest infrastructure
-	IsMainCh: Main channel reaches
-	IsMultiCh: Side channel reaches
-	Orig_DA: Original drainage area
-	ClusterID: Group of side and main channel reaches
-	iHyd_QLow: Low flow
-	iHyd_Q2: 2 year recurrence interval flood 
-	iHyd_SPLow: Low flow stream power
-	iHyd_SP2: 2 year interval stream power
-	oVC_Hpe: historic vegetation dam capacity based on historic vegetation
-	oVC_EX: existing vegetation dam capacity based on existing vegetation
-	oCC_HPE: historic dam capacity density
-	mCC_HPE_CT: historic dam capacity count
-	oCC_EX: existing dam capacity density ( dams per km)
-	mCC_EX_CT: existing dam capacity count
-	mCC_HisDep: historic capacity remaining
-	Shape_Leng: Default ArcGIS attribute
-	BUFF_DIST: Buffer distance (m)
-	Name: Dam Name
-	FolderPath: File Folder Source
-	SymbolID: Dam Symbol ID
-	AltMode: Default ArcGIS attribute
-	Base: Default ArcGIS attribute
-	Clamped: Default ArcGIS attribute
-	Extruded: Default ArcGIS attribute
-	Snippet: Default ArcGIS attribute
-	PopupInfo: Default ArcGIS attribute
-	Shape_Le_1: Default ArcGIS attribute
-	EVT: LANDFIRE EVT Code intersecting at each dam
-	Length: Dam Length (m)
-	X: Dam X coordinate
-	Y: Dam Y coordinate
-	Elevation: Dam Elevation (ft)
-	DamKM: Observed Calculated Dam / Km Value
HJ_Chew_Survey.csv – Pole Mountain scale BRAT Surveyed Calibration Outputs
Variables: 
-	Join_Count: Count of Dams Intersecting Each Line Segment
-	TARGET_FID: Spatial Join Target ID 
-	StreamName: Stream Name
-	StreamID: Stream ID
-	StreamLen: Stream Length
-	SegID: Stream Segment ID
-	SegLen: Stream Segment Length
-	ORIG_FID: Original ID
-	ORIG_SEQ: Original 
-	ReachID: Stream Reach ID
-	ReachLen: Stream Length ID
-	ReachDist: Stream Reach Distance
-	iGeo_ElMax: Reach Maximum Elevation
-	iGeo_ElMin: Reach Minimum Elevation
-	iGeo_Len: Reach Length
-	iGeo_Slope: Reach Slope
-	iGeo_DA: Reach Drainage Area
-	iVeg100EX: Average Existing Vegetation Code within 100 meters
-	iVeg_30EX:  Average Existing Vegetation Code within 30 meters
-	iVeg100Hpe: Average Historic Vegetation Code within 100 meters
-	iVeg_30Hpe: Average Historic Vegetation Code within 30 meters
-	iPC_RoadX: Distance to Road Crossing
-	iPC_RoadVB: Distance to road within valley bottom
-	iPC_Road: Distance to road
-	iPC_RailVB: Distance to railroad within valley bottom 
-	iPC_Rail: Distance to railroad
-	iPC_Canal: Distance to canals and ditches
-	iPC_DivPts: Distance to points of diversion
-	ADMIN_AGEN: Land ownership
-	iPC_Privat: Distance to private land
-	iPC_LU: Land use intensity
-	iPC_VLowLU: Very low land use
-	iPC_LowLU: Low land use
-	iPC_ModLU: Moderate land use
-	iPC_HighLU: High land use
-	oPC_Dist: Distance to nearest infrastructure
-	IsMainCh: Main channel reaches
-	IsMultiCh: Side channel reaches
-	Orig_DA: Original drainage area
-	ClusterID: Group of side and main channel reaches
-	iHyd_QLow: Low flow
-	iHyd_Q2: 2 year recurrence interval flood 
-	iHyd_SPLow: Low flow stream power
-	iHyd_SP2: 2 year interval stream power
-	oVC_Hpe: historic vegetation dam capacity based on historic vegetation
-	oVC_EX: existing vegetation dam capacity based on existing vegetation
-	oCC_HPE: historic dam capacity density
-	mCC_HPE_CT: historic dam capacity count
-	oCC_EX: existing dam capacity density ( dams per km)
-	mCC_EX_CT: existing dam capacity count
-	mCC_HisDep: historic capacity remaining
-	Shape_Leng: Default ArcGIS attribute
-	BUFF_DIST: Buffer distance (m)
-	Name: Dam Name
-	FolderPath: File Folder Source
-	SymbolID: Dam Symbol ID
-	AltMode: Default ArcGIS attribute
-	Base: Default ArcGIS attribute
-	Clamped: Default ArcGIS attribute
-	Extruded: Default ArcGIS attribute
-	Snippet: Default ArcGIS attribute
-	PopupInfo: Default ArcGIS attribute
-	Shape_Le_1: Default ArcGIS attribute
-	EVT: LANDFIRE EVT Code intersecting at each dam
-	Length: Dam Length (m)
-	X: Dam X coordinate
-	Y: Dam Y coordinate
-	Elevation: Dam Elevation (ft)
-	DamKM: Observed Calculated Dam / Km Value
HJ_Dam_Frequency.csv – Pole Mountain scale BRAT Dam Frequency Calibration Outputs
Variables: 
-	Join_Count: Count of Dams Intersecting Each Line Segment
-	TARGET_FID: Spatial Join Target ID 
-	StreamName: Stream Name
-	StreamID: Stream ID
-	StreamLen: Stream Length
-	SegID: Stream Segment ID
-	SegLen: Stream Segment Length
-	ORIG_FID: Original ID
-	ORIG_SEQ: Original 
-	ReachID: Stream Reach ID
-	ReachLen: Stream Length ID
-	ReachDist: Stream Reach Distance
-	iGeo_ElMax: Reach Maximum Elevation
-	iGeo_ElMin: Reach Minimum Elevation
-	iGeo_Len: Reach Length
-	iGeo_Slope: Reach Slope
-	iGeo_DA: Reach Drainage Area
-	iVeg100EX: Average Existing Vegetation Code within 100 meters
-	iVeg_30EX:  Average Existing Vegetation Code within 30 meters
-	iVeg100Hpe: Average Historic Vegetation Code within 100 meters
-	iVeg_30Hpe: Average Historic Vegetation Code within 30 meters
-	iPC_RoadX: Distance to Road Crossing
-	iPC_RoadVB: Distance to road within valley bottom
-	iPC_Road: Distance to road
-	iPC_RailVB: Distance to railroad within valley bottom 
-	iPC_Rail: Distance to railroad
-	iPC_Canal: Distance to canals and ditches
-	iPC_DivPts: Distance to points of diversion
-	ADMIN_AGEN: Land ownership
-	iPC_Privat: Distance to private land
-	iPC_LU: Land use intensity
-	iPC_VLowLU: Very low land use
-	iPC_LowLU: Low land use
-	iPC_ModLU: Moderate land use
-	iPC_HighLU: High land use
-	oPC_Dist: Distance to nearest infrastructure
-	IsMainCh: Main channel reaches
-	IsMultiCh: Side channel reaches
-	Orig_DA: Original drainage area
-	ClusterID: Group of side and main channel reaches
-	iHyd_QLow: Low flow
-	iHyd_Q2: 2 year recurrence interval flood 
-	iHyd_SPLow: Low flow stream power
-	iHyd_SP2: 2 year interval stream power
-	oVC_Hpe: historic vegetation dam capacity based on historic vegetation
-	oVC_EX: existing vegetation dam capacity based on existing vegetation
-	oCC_HPE: historic dam capacity density
-	mCC_HPE_CT: historic dam capacity count
-	oCC_EX: existing dam capacity density ( dams per km)
-	mCC_EX_CT: existing dam capacity count
-	mCC_HisDep: historic capacity remaining
-	Shape_Leng: Default ArcGIS attribute
-	BUFF_DIST: Buffer distance (m)
-	Name: Dam Name
-	FolderPath: File Folder Source
-	SymbolID: Dam Symbol ID
-	AltMode: Default ArcGIS attribute
-	Base: Default ArcGIS attribute
-	Clamped: Default ArcGIS attribute
-	Extruded: Default ArcGIS attribute
-	Snippet: Default ArcGIS attribute
-	PopupInfo: Default ArcGIS attribute
-	Shape_Le_1: Default ArcGIS attribute
-	EVT: LANDFIRE EVT Code intersecting at each dam
-	Length: Dam Length (m)
-	X: Dam X coordinate
-	Y: Dam Y coordinate
-	Elevation: Dam Elevation (ft)
-	DamKM: Observed Calculated Dam / Km Value

HJ_Natural_Breaks.csv – Pole Mountain scale BRAT Natural Breaks Calibration Outputs
Variables: 
-	Join_Count: Count of Dams Intersecting Each Line Segment
-	TARGET_FID: Spatial Join Target ID 
-	StreamName: Stream Name
-	StreamID: Stream ID
-	StreamLen: Stream Length
-	SegID: Stream Segment ID
-	SegLen: Stream Segment Length
-	ORIG_FID: Original ID
-	ORIG_SEQ: Original 
-	ReachID: Stream Reach ID
-	ReachLen: Stream Length ID
-	ReachDist: Stream Reach Distance
-	iGeo_ElMax: Reach Maximum Elevation
-	iGeo_ElMin: Reach Minimum Elevation
-	iGeo_Len: Reach Length
-	iGeo_Slope: Reach Slope
-	iGeo_DA: Reach Drainage Area
-	iVeg100EX: Average Existing Vegetation Code within 100 meters
-	iVeg_30EX:  Average Existing Vegetation Code within 30 meters
-	iVeg100Hpe: Average Historic Vegetation Code within 100 meters
-	iVeg_30Hpe: Average Historic Vegetation Code within 30 meters
-	iPC_RoadX: Distance to Road Crossing
-	iPC_RoadVB: Distance to road within valley bottom
-	iPC_Road: Distance to road
-	iPC_RailVB: Distance to railroad within valley bottom 
-	iPC_Rail: Distance to railroad
-	iPC_Canal: Distance to canals and ditches
-	iPC_DivPts: Distance to points of diversion
-	ADMIN_AGEN: Land ownership
-	iPC_Privat: Distance to private land
-	iPC_LU: Land use intensity
-	iPC_VLowLU: Very low land use
-	iPC_LowLU: Low land use
-	iPC_ModLU: Moderate land use
-	iPC_HighLU: High land use
-	oPC_Dist: Distance to nearest infrastructure
-	IsMainCh: Main channel reaches
-	IsMultiCh: Side channel reaches
-	Orig_DA: Original drainage area
-	ClusterID: Group of side and main channel reaches
-	iHyd_QLow: Low flow
-	iHyd_Q2: 2 year recurrence interval flood 
-	iHyd_SPLow: Low flow stream power
-	iHyd_SP2: 2 year interval stream power
-	oVC_Hpe: historic vegetation dam capacity based on historic vegetation
-	oVC_EX: existing vegetation dam capacity based on existing vegetation
-	oCC_HPE: historic dam capacity density
-	mCC_HPE_CT: historic dam capacity count
-	oCC_EX: existing dam capacity density ( dams per km)
-	mCC_EX_CT: existing dam capacity count
-	mCC_HisDep: historic capacity remaining
-	Shape_Leng: Default ArcGIS attribute
-	BUFF_DIST: Buffer distance (m)
-	Name: Dam Name
-	FolderPath: File Folder Source
-	SymbolID: Dam Symbol ID
-	AltMode: Default ArcGIS attribute
-	Base: Default ArcGIS attribute
-	Clamped: Default ArcGIS attribute
-	Extruded: Default ArcGIS attribute
-	Snippet: Default ArcGIS attribute
-	PopupInfo: Default ArcGIS attribute
-	Shape_Le_1: Default ArcGIS attribute
-	EVT: LANDFIRE EVT Code intersecting at each dam
-	Length: Dam Length (m)
-	X: Dam X coordinate
-	Y: Dam Y coordinate
-	Elevation: Dam Elevation (ft)
-	DamKM: Observed Calculated Dam / Km Value

HJ_Original.csv – Pole Mountain scale BRAT Original Version Outputs
Variables: 
-	Join_Count: Count of Dams Intersecting Each Line Segment
-	TARGET_FID: Spatial Join Target ID 
-	StreamName: Stream Name
-	StreamID: Stream ID
-	StreamLen: Stream Length
-	SegID: Stream Segment ID
-	SegLen: Stream Segment Length
-	ORIG_FID: Original ID
-	ORIG_SEQ: Original 
-	ReachID: Stream Reach ID
-	ReachLen: Stream Length ID
-	ReachDist: Stream Reach Distance
-	iGeo_ElMax: Reach Maximum Elevation
-	iGeo_ElMin: Reach Minimum Elevation
-	iGeo_Len: Reach Length
-	iGeo_Slope: Reach Slope
-	iGeo_DA: Reach Drainage Area
-	iVeg100EX: Average Existing Vegetation Code within 100 meters
-	iVeg_30EX:  Average Existing Vegetation Code within 30 meters
-	iVeg100Hpe: Average Historic Vegetation Code within 100 meters
-	iVeg_30Hpe: Average Historic Vegetation Code within 30 meters
-	iPC_RoadX: Distance to Road Crossing
-	iPC_RoadVB: Distance to road within valley bottom
-	iPC_Road: Distance to road
-	iPC_RailVB: Distance to railroad within valley bottom 
-	iPC_Rail: Distance to railroad
-	iPC_Canal: Distance to canals and ditches
-	iPC_DivPts: Distance to points of diversion
-	ADMIN_AGEN: Land ownership
-	iPC_Privat: Distance to private land
-	iPC_LU: Land use intensity
-	iPC_VLowLU: Very low land use
-	iPC_LowLU: Low land use
-	iPC_ModLU: Moderate land use
-	iPC_HighLU: High land use
-	oPC_Dist: Distance to nearest infrastructure
-	IsMainCh: Main channel reaches
-	IsMultiCh: Side channel reaches
-	Orig_DA: Original drainage area
-	ClusterID: Group of side and main channel reaches
-	iHyd_QLow: Low flow
-	iHyd_Q2: 2 year recurrence interval flood 
-	iHyd_SPLow: Low flow stream power
-	iHyd_SP2: 2 year interval stream power
-	oVC_Hpe: historic vegetation dam capacity based on historic vegetation
-	oVC_EX: existing vegetation dam capacity based on existing vegetation
-	oCC_HPE: historic dam capacity density
-	mCC_HPE_CT: historic dam capacity count
-	oCC_EX: existing dam capacity density ( dams per km)
-	mCC_EX_CT: existing dam capacity count
-	mCC_HisDep: historic capacity remaining
-	Shape_Leng: Default ArcGIS attribute
-	BUFF_DIST: Buffer distance (m)
-	Name: Dam Name
-	FolderPath: File Folder Source
-	SymbolID: Dam Symbol ID
-	AltMode: Default ArcGIS attribute
-	Base: Default ArcGIS attribute
-	Clamped: Default ArcGIS attribute
-	Extruded: Default ArcGIS attribute
-	Snippet: Default ArcGIS attribute
-	PopupInfo: Default ArcGIS attribute
-	Shape_Le_1: Default ArcGIS attribute
-	EVT: LANDFIRE EVT Code intersecting at each dam
-	Length: Dam Length (m)
-	X: Dam X coordinate
-	Y: Dam Y coordinate
-	Elevation: Dam Elevation (ft)
-	DamKM: Observed Calculated Dam / Km Value

HJ_Preferred.csv – Pole Mountain scale BRAT Preferred Calibration Outputs
Variables: 
-	Join_Count: Count of Dams Intersecting Each Line Segment
-	TARGET_FID: Spatial Join Target ID 
-	StreamName: Stream Name
-	StreamID: Stream ID
-	StreamLen: Stream Length
-	SegID: Stream Segment ID
-	SegLen: Stream Segment Length
-	ORIG_FID: Original ID
-	ORIG_SEQ: Original 
-	ReachID: Stream Reach ID
-	ReachLen: Stream Length ID
-	ReachDist: Stream Reach Distance
-	iGeo_ElMax: Reach Maximum Elevation
-	iGeo_ElMin: Reach Minimum Elevation
-	iGeo_Len: Reach Length
-	iGeo_Slope: Reach Slope
-	iGeo_DA: Reach Drainage Area
-	iVeg100EX: Average Existing Vegetation Code within 100 meters
-	iVeg_30EX:  Average Existing Vegetation Code within 30 meters
-	iVeg100Hpe: Average Historic Vegetation Code within 100 meters
-	iVeg_30Hpe: Average Historic Vegetation Code within 30 meters
-	iPC_RoadX: Distance to Road Crossing
-	iPC_RoadVB: Distance to road within valley bottom
-	iPC_Road: Distance to road
-	iPC_RailVB: Distance to railroad within valley bottom 
-	iPC_Rail: Distance to railroad
-	iPC_Canal: Distance to canals and ditches
-	iPC_DivPts: Distance to points of diversion
-	ADMIN_AGEN: Land ownership
-	iPC_Privat: Distance to private land
-	iPC_LU: Land use intensity
-	iPC_VLowLU: Very low land use
-	iPC_LowLU: Low land use
-	iPC_ModLU: Moderate land use
-	iPC_HighLU: High land use
-	oPC_Dist: Distance to nearest infrastructure
-	IsMainCh: Main channel reaches
-	IsMultiCh: Side channel reaches
-	Orig_DA: Original drainage area
-	ClusterID: Group of side and main channel reaches
-	iHyd_QLow: Low flow
-	iHyd_Q2: 2 year recurrence interval flood 
-	iHyd_SPLow: Low flow stream power
-	iHyd_SP2: 2 year interval stream power
-	oVC_Hpe: historic vegetation dam capacity based on historic vegetation
-	oVC_EX: existing vegetation dam capacity based on existing vegetation
-	oCC_HPE: historic dam capacity density
-	mCC_HPE_CT: historic dam capacity count
-	oCC_EX: existing dam capacity density ( dams per km)
-	mCC_EX_CT: existing dam capacity count
-	mCC_HisDep: historic capacity remaining
-	Shape_Leng: Default ArcGIS attribute
-	BUFF_DIST: Buffer distance (m)
-	Name: Dam Name
-	FolderPath: File Folder Source
-	SymbolID: Dam Symbol ID
-	AltMode: Default ArcGIS attribute
-	Base: Default ArcGIS attribute
-	Clamped: Default ArcGIS attribute
-	Extruded: Default ArcGIS attribute
-	Snippet: Default ArcGIS attribute
-	PopupInfo: Default ArcGIS attribute
-	Shape_Le_1: Default ArcGIS attribute
-	EVT: LANDFIRE EVT Code intersecting at each dam
-	Length: Dam Length (m)
-	X: Dam X coordinate
-	Y: Dam Y coordinate
-	Elevation: Dam Elevation (ft)
-	DamKM: Observed Calculated Dam / Km Value

HJ_Random.csv – Pole Mountain scale BRAT Random Version Outputs
Variables: 
-	Join_Count: Count of Dams Intersecting Each Line Segment
-	TARGET_FID: Spatial Join Target ID 
-	StreamName: Stream Name
-	StreamID: Stream ID
-	StreamLen: Stream Length
-	SegID: Stream Segment ID
-	SegLen: Stream Segment Length
-	ORIG_FID: Original ID
-	ORIG_SEQ: Original 
-	ReachID: Stream Reach ID
-	ReachLen: Stream Length ID
-	ReachDist: Stream Reach Distance
-	iGeo_ElMax: Reach Maximum Elevation
-	iGeo_ElMin: Reach Minimum Elevation
-	iGeo_Len: Reach Length
-	iGeo_Slope: Reach Slope
-	iGeo_DA: Reach Drainage Area
-	iVeg100EX: Average Existing Vegetation Code within 100 meters
-	iVeg_30EX:  Average Existing Vegetation Code within 30 meters
-	iVeg100Hpe: Average Historic Vegetation Code within 100 meters
-	iVeg_30Hpe: Average Historic Vegetation Code within 30 meters
-	iPC_RoadX: Distance to Road Crossing
-	iPC_RoadVB: Distance to road within valley bottom
-	iPC_Road: Distance to road
-	iPC_RailVB: Distance to railroad within valley bottom 
-	iPC_Rail: Distance to railroad
-	iPC_Canal: Distance to canals and ditches
-	iPC_DivPts: Distance to points of diversion
-	ADMIN_AGEN: Land ownership
-	iPC_Privat: Distance to private land
-	iPC_LU: Land use intensity
-	iPC_VLowLU: Very low land use
-	iPC_LowLU: Low land use
-	iPC_ModLU: Moderate land use
-	iPC_HighLU: High land use
-	oPC_Dist: Distance to nearest infrastructure
-	IsMainCh: Main channel reaches
-	IsMultiCh: Side channel reaches
-	Orig_DA: Original drainage area
-	ClusterID: Group of side and main channel reaches
-	iHyd_QLow: Low flow
-	iHyd_Q2: 2 year recurrence interval flood 
-	iHyd_SPLow: Low flow stream power
-	iHyd_SP2: 2 year interval stream power
-	oVC_Hpe: historic vegetation dam capacity based on historic vegetation
-	oVC_EX: existing vegetation dam capacity based on existing vegetation
-	oCC_HPE: historic dam capacity density
-	mCC_HPE_CT: historic dam capacity count
-	oCC_EX: existing dam capacity density ( dams per km)
-	mCC_EX_CT: existing dam capacity count
-	mCC_HisDep: historic capacity remaining
-	Shape_Leng: Default ArcGIS attribute
-	BUFF_DIST: Buffer distance (m)
-	Name: Dam Name
-	FolderPath: File Folder Source
-	SymbolID: Dam Symbol ID
-	AltMode: Default ArcGIS attribute
-	Base: Default ArcGIS attribute
-	Clamped: Default ArcGIS attribute
-	Extruded: Default ArcGIS attribute
-	Snippet: Default ArcGIS attribute
-	PopupInfo: Default ArcGIS attribute
-	Shape_Le_1: Default ArcGIS attribute
-	EVT: LANDFIRE EVT Code intersecting at each dam
-	Length: Dam Length (m)
-	X: Dam X coordinate
-	Y: Dam Y coordinate
-	Elevation: Dam Elevation (ft)
-	DamKM: Observed Calculated Dam / Km Value
Riverscapes.csv – All HUC 8 scale BRAT Riverscapes Version Outputs
Variables:
-	Join_Count: Count of Dams Intersecting Each Line Segment
-	TARGET_FID: Spatial Join Target ID 	
-	OBJECTID_1: Object ID
-	ReachCode: NHD FCode integer
-	StreamName	NHD Stream Name
-	NHDPlusID: 
-	WatershedI
-	level_path
-	ownership: Land Administrator
-	divergence: Flow divergence
-	stream_ord: Stream Order
-	us_state: State
-	ecoregion_: EPA Level III ecoregion
-	ecoregio_1: EPA Level IV ecoregion
-	IsPeren: Is perennial 	
-	iGeo_Slope: Reach slope
-	iGeo_Len: Reach Length	
-	iGeo_DA: Reach Drainage Area	
-	iVeg100EX: Average Existing Vegetation Code within 100 meters
-	iVeg_30EX: Average Existing Vegetation Code within 30 meters
-	iVeg100HPE: Average Historic Vegetation Code within 100 meters
-	iVeg_30HPE: Average Historic Vegetation Code within 30 meters
-	iPC_Road: Distance to nearest road
-	iPC_RoadX: Distance to nearest road crossing
-	iPC_RoadVB: Distance to nearest road in valley bottom
-	iPC_Rail: Distance to nearest railroad	
-	iPC_RailVB: Distance to nearest railroad in valley bottom
-	iPC_LU: Land use intensity
-	iPC_VLowLU: Very Low Land Use intensity
-	iPC_LowLU: Low Land Use intensity
-	iPC_ModLU: Moderate Land Use intensity
-	iPC_HighLU: High Land Use Intensity	
-	iHyd_QLow: Low Flow Discharge
-	iHyd_Q2: Typical Flood Discharge	
-	iHyd_SPLow: Low Flow Stream Power
-	iHyd_SP2: Flood Flow Stream Power
-	oVC_HPE: Historic Vegetation Capacity
-	oVC_EX: Existing Vegetation Capacity
-	oCC_HPE: Historic dam capacity
-	mCC_HPE_CT: Historic dam count	
-	oCC_EX: Existing dam capacity
-	mCC_EX_CT: Existing dam count
-	Limitation: Limitation ID
-	RiskID: Risk ID
-	Opportunit: Oppurtunity ID
-	iPC_Canal: Distance to nearest canal
-	iPC_DivPts: Distance to nearest diversion
-	iPC_Privat: Distance to private land
-	oPC_Dist: Distance to nearest infrastructure
-	IsMainCh: Is main channel
-	IsMultiCh: Is multi channel
-	mCC_HisDep: Difference from historic dam count
-	Dam_Settin: Dam setting 
-	ReachType: Reach type	
-	Limitati_1: Dam building limitation
-	Risk: Dam risk
-	Opportun_1: 	Restoration / Conservation oppurtunity
-	Shape_Leng: Default ArcGIS attribute
-	ReachLen: Reach Length
-	BUFF_DIST: Buffer Distance (m)
-	ORIG_FID: Original FID
-	Name: Dam Name
-	FolderPath: File Folder Source
-	SymbolID: Dam Symbol ID
-	AltMode: Default ArcGIS attribute	
-	Base: Default ArcGIS attribute
-	Clamped: Default ArcGIS attribute
-	Extruded: Default ArcGIS attribute
-	Snippet: Default ArcGIS attribute
-	PopupInfo: Default ArcGIS attribute
-	Shape_Le_1: Default ArcGIS attribute
-	EVT: LANDFIRE EVT Code intersecting at each dam
-	Length: Dam Length (m)
-	X: Dam X coordinate
-	Y: Dam Y coordinate
-	Elevation: Dam Elevation (ft)
-	DamKM: Observed Calculated Dam / Km Value

MB_Riverscapes.csv – Medicine Bow scale BRAT Riverscapes Version Outputs
Variables:
-	Join_Count: Count of Dams Intersecting Each Line Segment
-	TARGET_FID: Spatial Join Target ID 	
-	OBJECTID_1: Object ID
-	ReachCode: NHD FCode integer
-	StreamName	NHD Stream Name
-	NHDPlusID: 
-	WatershedI
-	level_path
-	ownership: Land Administrator
-	divergence: Flow divergence
-	stream_ord: Stream Order
-	us_state: State
-	ecoregion_: EPA Level III ecoregion
-	ecoregio_1: EPA Level IV ecoregion
-	IsPeren: Is perennial 	
-	iGeo_Slope: Reach slope
-	iGeo_Len: Reach Length	
-	iGeo_DA: Reach Drainage Area	
-	iVeg100EX: Average Existing Vegetation Code within 100 meters
-	iVeg_30EX: Average Existing Vegetation Code within 30 meters
-	iVeg100HPE: Average Historic Vegetation Code within 100 meters
-	iVeg_30HPE: Average Historic Vegetation Code within 30 meters
-	iPC_Road: Distance to nearest road
-	iPC_RoadX: Distance to nearest road crossing
-	iPC_RoadVB: Distance to nearest road in valley bottom
-	iPC_Rail: Distance to nearest railroad	
-	iPC_RailVB: Distance to nearest railroad in valley bottom
-	iPC_LU: Land use intensity
-	iPC_VLowLU: Very Low Land Use intensity
-	iPC_LowLU: Low Land Use intensity
-	iPC_ModLU: Moderate Land Use intensity
-	iPC_HighLU: High Land Use Intensity	
-	iHyd_QLow: Low Flow Discharge
-	iHyd_Q2: Typical Flood Discharge	
-	iHyd_SPLow: Low Flow Stream Power
-	iHyd_SP2: Flood Flow Stream Power
-	oVC_HPE: Historic Vegetation Capacity
-	oVC_EX: Existing Vegetation Capacity
-	oCC_HPE: Historic dam capacity
-	mCC_HPE_CT: Historic dam count	
-	oCC_EX: Existing dam capacity
-	mCC_EX_CT: Existing dam count
-	Limitation: Limitation ID
-	RiskID: Risk ID
-	Opportunit: Oppurtunity ID
-	iPC_Canal: Distance to nearest canal
-	iPC_DivPts: Distance to nearest diversion
-	iPC_Privat: Distance to private land
-	oPC_Dist: Distance to nearest infrastructure
-	IsMainCh: Is main channel
-	IsMultiCh: Is multi channel
-	mCC_HisDep: Difference from historic dam count
-	Dam_Settin: Dam setting 
-	ReachType: Reach type	
-	Limitati_1: Dam building limitation
-	Risk: Dam risk
-	Opportun_1: 	Restoration / Conservation oppurtunity
-	Shape_Leng: Default ArcGIS attribute
-	ReachLen: Reach Length
-	BUFF_DIST: Buffer Distance (m)
-	ORIG_FID: Original FID
-	Name: Dam Name
-	FolderPath: File Folder Source
-	SymbolID: Dam Symbol ID
-	AltMode: Default ArcGIS attribute	
-	Base: Default ArcGIS attribute
-	Clamped: Default ArcGIS attribute
-	Extruded: Default ArcGIS attribute
-	Snippet: Default ArcGIS attribute
-	PopupInfo: Default ArcGIS attribute
-	Shape_Le_1: Default ArcGIS attribute
-	EVT: LANDFIRE EVT Code intersecting at each dam
-	Length: Dam Length (m)
-	X: Dam X coordinate
-	Y: Dam Y coordinate
-	Elevation: Dam Elevation (ft)
-	DamKM: Observed Calculated Dam / Km Value

HJ_Riverscapes.csv – Pole Mountain scale BRAT Riverscapes Version Outputs
Variables:
-	Join_Count: Count of Dams Intersecting Each Line Segment
-	TARGET_FID: Spatial Join Target ID 	
-	OBJECTID_1: Object ID
-	ReachCode: NHD FCode integer
-	StreamName	NHD Stream Name
-	NHDPlusID: 
-	WatershedI
-	level_path
-	ownership: Land Administrator
-	divergence: Flow divergence
-	stream_ord: Stream Order
-	us_state: State
-	ecoregion_: EPA Level III ecoregion
-	ecoregio_1: EPA Level IV ecoregion
-	IsPeren: Is perennial 	
-	iGeo_Slope: Reach slope
-	iGeo_Len: Reach Length	
-	iGeo_DA: Reach Drainage Area	
-	iVeg100EX: Average Existing Vegetation Code within 100 meters
-	iVeg_30EX: Average Existing Vegetation Code within 30 meters
-	iVeg100HPE: Average Historic Vegetation Code within 100 meters
-	iVeg_30HPE: Average Historic Vegetation Code within 30 meters
-	iPC_Road: Distance to nearest road
-	iPC_RoadX: Distance to nearest road crossing
-	iPC_RoadVB: Distance to nearest road in valley bottom
-	iPC_Rail: Distance to nearest railroad	
-	iPC_RailVB: Distance to nearest railroad in valley bottom
-	iPC_LU: Land use intensity
-	iPC_VLowLU: Very Low Land Use intensity
-	iPC_LowLU: Low Land Use intensity
-	iPC_ModLU: Moderate Land Use intensity
-	iPC_HighLU: High Land Use Intensity	
-	iHyd_QLow: Low Flow Discharge
-	iHyd_Q2: Typical Flood Discharge	
-	iHyd_SPLow: Low Flow Stream Power
-	iHyd_SP2: Flood Flow Stream Power
-	oVC_HPE: Historic Vegetation Capacity
-	oVC_EX: Existing Vegetation Capacity
-	oCC_HPE: Historic dam capacity
-	mCC_HPE_CT: Historic dam count	
-	oCC_EX: Existing dam capacity
-	mCC_EX_CT: Existing dam count
-	Limitation: Limitation ID
-	RiskID: Risk ID
-	Opportunit: Oppurtunity ID
-	iPC_Canal: Distance to nearest canal
-	iPC_DivPts: Distance to nearest diversion
-	iPC_Privat: Distance to private land
-	oPC_Dist: Distance to nearest infrastructure
-	IsMainCh: Is main channel
-	IsMultiCh: Is multi channel
-	mCC_HisDep: Difference from historic dam count
-	Dam_Settin: Dam setting 
-	ReachType: Reach type	
-	Limitati_1: Dam building limitation
-	Risk: Dam risk
-	Opportun_1: 	Restoration / Conservation oppurtunity
-	Shape_Leng: Default ArcGIS attribute
-	ReachLen: Reach Length
-	BUFF_DIST: Buffer Distance (m)
-	ORIG_FID: Original FID
-	Name: Dam Name
-	FolderPath: File Folder Source
-	SymbolID: Dam Symbol ID
-	AltMode: Default ArcGIS attribute	
-	Base: Default ArcGIS attribute
-	Clamped: Default ArcGIS attribute
-	Extruded: Default ArcGIS attribute
-	Snippet: Default ArcGIS attribute
-	PopupInfo: Default ArcGIS attribute
-	Shape_Le_1: Default ArcGIS attribute
-	EVT: LANDFIRE EVT Code intersecting at each dam
-	Length: Dam Length (m)
-	X: Dam X coordinate
-	Y: Dam Y coordinate
-	Elevation: Dam Elevation (ft)
-	DamKM: Observed Calculated Dam / Km Value

How to Cite

Andruss, M. (2026). WY BRAT Calibration Validation Data, HydroShare, http://www.hydroshare.org/resource/495bc1c63d064fb2b7d16fa859f67f84

This resource is shared under the Creative Commons Attribution CC BY.

http://creativecommons.org/licenses/by/4.0/
CC-BY

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