cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7923/59m8-5s68
title: Digital aerial imagery (RGB and multispectral) from the 2015-SODA wildfire boundary near the Oregon/Idaho border USA-2022

description: This data set includes raw RGB (red, green, blue) and multispectral (5-band) digital imagery and processed data products (dense point cloud, orthophoto, DSM) collected 2022-06-30 from two sites within the 2015-SODA wildfire boundary (FireCode: ID4311811696020150810, Welty and Jeffries 2020) spanning the Oregon/Idaho border adjacent to US Highway-95. We used a DJI Mavic 2 Pro with Hasselblad 20MP sensor (RGB) with Map Pilot Pro software and DJI Phantom 4 Multispectral sensor (5 band) with DJI GS Pro software to capture imagery over the area of interest. The RGB (Red, Green, Blue) imagery was collected in a crossgrid pattern (20 degree offset) at 44m above ground level; the resulting imagery have a ground resolution of 1.0cm/pixel. The multispectral imagery was collected at 38m above ground level (no crossgrid pattern); the resulting imagery have a ground resolution of 2.0cm/pixel. The images were processed and the products were created in OpenDroneMap version 2.8.8. All products are georectified and in WGS84 UTM Zone 11 N.
DOI: 10.7923/aezg-kd35
title: Digital aerial imagery (RGB and multispectral) from the 2013-PONY COMPLEX wildfire boundary near Mountain Home Idaho USA-2022

description: This data set includes raw RGB (red, green, blue) and multispectral (5-band) digital imagery and processed data products (dense point cloud, orthophoto, DSM) collected 2022-06-15 from two sites within the 2013-PONY COMPLEX wildfire boundary (FireCode: ID4329411554820130809, Welty and Jeffries 2020) near Mountain Home Idaho. We used a DJI Mavic 2 Pro with Hasselblad 20MP sensor (RGB) with Map Pilot Pro software and DJI Phantom 4 Multispectral sensor (5 band) with DJI GS Pro software to capture imagery over the area of interest. The RGB (Red, Green, Blue) imagery was collected in a crossgrid pattern (20 degree offset) at 44m above ground level; the resulting imagery have a ground resolution of 1.0cm/pixel. The multispectral imagery was collected at 38m above ground level (no crossgrid pattern); the resulting imagery have a ground resolution of 2.0cm/pixel. The images were processed and the products were created in OpenDroneMap version 2.8.8. All products are georectified and in WGS84 UTM Zone 11 N.
DOI: 10.7923/2q8w-sn16
title: Digital aerial imagery (RGB and multispectral) from the 2005-NORTH HAM wildfire boundary near Hammett Idaho USA-2022

description: This data set includes raw RGB (red, green, blue) and multispectral (5-band) digital imagery and processed data products (dense point cloud, orthophoto, DSM) collected 2022-05-24 within the 2005-NORTH HAM wildfire boundary (FireCode: ID4299311546620050621, Welty and Jeffries 2020) near Hammett Idaho. We used a DJI Mavic 2 Pro with Hasselblad 20MP sensor (RGB) with Map Pilot Pro software and DJI Phantom 4 Multispectral sensor (5 band) with DJI GS Pro software to capture imagery over the area of interest. The RGB (Red, Green, Blue) imagery was collected in a crossgrid pattern at 41m above ground level; the resulting imagery have a ground resolution of 1cm/pixel. The multispectral imagery was collected at 66m above ground level (no crossgrid pattern); the resulting imagery have a ground resolution of 3.5cm/pixel. The images were processed and the products were created in OpenDroneMap version 2.8.8. All products are georectified and in WGS84 UTM Zone 11 N.
DOI: 10.7923/zs2v-7b04
title: Digital aerial imagery (RGB and multispectral) from within the lower Dry Creek watershed near Boise Idaho USA-2022

description: This data set includes raw RGB (red, green, blue) and multispectral (5-band) digital imagery and processed data products collected 2022-06-29 within the lower Dry Creek watershed within the 1988-STEWART and 1996-EIGHTH STREET wildfire boundaries (FireCode: ID4368311615219880802 and ID4366611613519960826, respectively, Welty and Jeffries 2020) near Boise Idaho, approximately 20 minutes from Boise off Bogus Basin Road. We used a DJI Mavic 2 Pro with Hasselblad 20MP sensor (RGB) with Map Pilot Pro software and DJI Phantom 4 Multispectral sensor (5 band) with DJI GS Pro software to capture imagery over the area of interest. The RGB (Red, Green, Blue) imagery was collected in a crossgrid pattern (20 degree offset) at 44m above ground level; the resulting imagery have a ground resolution of 1cm/pixel. The multispectral imagery was collected at 38m above ground level (no crossgrid pattern); the resulting imagery have ground resolution of 2cm/pixel. The images were processed and the products were created in OpenDroneMap version 2.8.8. All products are georectified and in WGS84 UTM Zone 11 N.
DOI: 10.7923/qxav-s561
title: Digital aerial imagery (RGB and multispectral) from the 1996-COYOTE BUTTE wildfire boundary near Initial Point Kuna Idaho USA-2022

description: This data set includes raw RGB (red, green, blue) and multispectral (5-band) digital imagery and processed data products (dense point cloud, orthophoto, DSM) collected 2022-06-03 at the 1996-COYOTE BUTTE wildfire boundary (FireCode: ID4336711639119960730, Welty and Jeffries 2020) near Initial Point Kuna Idaho. We used a DJI Mavic 2 Pro with Hasselblad 20MP sensor (RGB) with Map Pilot Pro software and DJI Phantom 4 Multispectral sensor (5 band) with DJI GS Pro software to capture imagery over the area of interest. The RGB (Red, Green, Blue) imagery was collected in a crossgrid pattern (20 degree offset) at 41m above ground level; the resulting imagery have a ground resolution of 1cm/pixel. The multispectral imagery was collected at 38m above ground level (no crossgrid pattern); the resulting imagery have a ground resolution of 2.0cm/pixel. Additionally, we completed a test flight with the multispectral drone to assess if slickspot peppergrass can be identified. The images were processed and the products were created in OpenDroneMap version 2.8.8. All products are georectified and in WGS84 UTM Zone 11 N.
DOI: 10.7923/ragg-tv25
title: Digital aerial imagery (RGB and multispectral) from the 2007-COLD wildfire boundary near Glenns Ferry Idaho USA-2022

description: This data set includes raw RGB (red, green, blue) and multispectral (5-band) digital imagery and processed data products collected 2022-06-10 at the 2007-COLD wildfire boundary (FireCode: ID4311811531420070801, Welty and Jeffries 2020) due east of Mountain Home Idaho and due north of Glenns Ferry Idaho, approximately one hour southeast of Boise Idaho off Interstate-84. We used a DJI Mavic 2 Pro with Hasselblad 20MP sensor (RGB) with Map Pilot Pro software and DJI Phantom 4 Multispectral sensor (5 band) with DJI GS Pro software to capture imagery over the area of interest. The RGB (Red, Green, Blue) imagery was collected in a crossgrid pattern (20 degree offset) at 44m above ground level; the resulting imagery have a ground resolution of 1cm/pixel. The multispectral imagery was collected at 38m above ground level (no crossgrid pattern); the resulting imagery have a ground resolution of 2cm/pixel. The images were processed and the products were created in OpenDroneMap version 2.8.8. All products are georectified and in WGS84 UTM Zone 11 N.
DOI: 10.7923/nfw8-6v95
title: Digital aerial imagery (RGB and multispectral) from the 1991-BF3 wildfire boundary near Corrals Trailhead Boise Idaho USA-2022

description: This data set includes raw digital RGB (red, green, blue) and multispectral (5-band) imagery and processed data products collected 2022-05-20 at the 1991-BF3 wildfire boundary (FireCode: ID4367211616519910731, Welty and Jeffries 2020) near Boise Idaho, approximately 0.25 miles up from the Corrals Trailhead off Bogus Basin Road. We used a DJI Mavic 2 Pro with Hasselblad 20MP sensor (RGB) with Map Pilot Pro software and DJI Phantom 4 Multispectral sensor (5 band) with DJI GS Pro software to capture imagery over the area of interest. The RGB (Red, Green, Blue) imagery was collected in a crossgrid pattern at 41m above ground level; the resulting imagery have a ground resolution of 1cm/pixel. The multispectral imagery was collected at 66m above ground level (no crossgrid pattern); the resulting imagery have a ground resolution of 3.5cm/pixel. The images were processed and the products were created in OpenDroneMap version 2.8.8. All products are georectified and in WGS84 UTM Zone 11 N.
DOI: 10.7923/z23p-9444
title: Unoccupied aerial systems imagery near Castle Rocks Idaho-2021

description: The images used to make these data products were collected at and near Castle Rocks State Park, Idaho, in June 2021 and September 2021. We used a DJI Mavic 2 Pro with Map Pilot Pro software to capture imagery over four sites of interest. The imagery was collected in a crossgrid pattern at 40m above ground level; the resulting imagery have a ground resolution of 1cm/pixel. The images were processed and the products created in Agisoft Metashape Pro. All products are georectified and in WGS84 UTM Zone 12 N. The sites are located along an elevation gradient, ranging from 5,300-6,000ft. The vegetation in Site 1 is dominated about mountain big sagebrush (Artemisia tridentata spp. vaseyana), pinyon pine (Pinus cembroides), and juniper (Juniperus occidentalis). Site 2 and 3 contain a mix of basin big sagebrush (Artemisia tridentata spp. tridentata), rabbit brush (Ericameria nauseosa), and bitterbrush (Purshia tridentata). Site 4 contains Wyoming big sagebrush (Artemisia tridentata spp. wyomingensis).
DOI: 10.7923/w61y-qs53
title: Tag, migration, and fate data of adult radio-tagged Chinook and sockeye salmon and steelhead in the Columbia River Basin 1996-2014

description: These datasets provide information on radiotelemetry tagging, migration and fate of adult spring, summer, and fall Chinook salmon (Oncorhynchus tshawytscha), sockeye salmon (O. nerka) and steelhead (O. mykiss) in the Columbia River Basin, 1996-2014. The tagging database provides tagging metrics that include date collected at time of capture and release, size, fin clips, condition, injuries, marks or tags, release site, etc. The migration databases includes complete migration histories and integrates all coded radio detections, PIT-tag detections, and recapture data. The Fate databases have a final fate category for each fish and includes last detection site, harvest information, recapture data, etc.
DOI: 10.7923/s6q0-1v41
title: Unoccupied aerial systems imagery from Duncan Saddle Idaho

description: The images used to make these data products were collected at Duncan Saddle, approximately one hour south of Mountain Home, Idaho, in August 2021. We used a DJI Mavic 2 Pro with Map Pilot Pro software to capture imagery over the area of interest. The imagery was collected in a crossgrid pattern at 44m above ground level; the resulting imagery have a ground resolution of 1cm/pixel. The images were processed and the products created in Agisoft Metashape Pro. All products are georectified and in WGS84 UTM Zone 12 N.
DOI: 10.15468/dl.mvamj5
title: Occurrence Download

description: A dataset listing the 342 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "StateProvince is one of (Antioquia)",
 "GadmGid is one of (COL.2.57_2)"
 ]
 }
 ]
}

 The dataset's 342 records were derived from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016958-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7923/8jb6-0123
title: Redband Trout Stream Habitat Data for Big Jacks, Duncan, Little Jacks, Upper Mann and Keithly Creeks Idaho USA

description: Stream habitat data utilized for Redband Trout habitat monitoring, habitat suitability modeling, and bioenergetics modeling at Big Jacks, Duncan, Little Jacks, Upper Mann and Keithly Creeks Idaho USA. All streams except Little Jacks Creek have three-100 meter sampling reaches (Low, Mid, High); Little Jacks Creek only has two-100 meter sampling reaches (Low and High). Each sampling reach contains 11-cross sectional transects spaced at 10 meter intervals to calculate discharge. Measurements of water depth (cm) and flow (cm/s) were measured at 20 cm intervals across each sampling transect.
DOI: 10.7923/em9k-rd28
title: Unoccupied aerial systems imagery from Camas, Cedar Gulch and Rocky Canyon Idaho

description: UAS imagery data and data products from Camas, Cedar Gulch and Rocky Canyon Idaho. Data were collected in both summer and winter seasons between 2013-2015. Data products include digital surface models (DSM), orthorectified color imagery (Ortho), and las point cloud files for each site and season; the dataset also contains 5-cm and 25-cm resolution canopy height models (CHM) for the Camas and Cedar Gulch sites during the summer sampling season. Processing reports are provided for each site and season for more details on processing parameters and georeferencing errors.
DOI: 10.7923/6xrz-g461
title: Water Temperatures: Trail and North Callahan Creeks Idaho 2019-2020-2021

description: Water temperature data collected from North Callahan and Trail Creeks in northern Idaho using HOBO Tidbit temperature loggers. Data is recorded at 15-minute intervals in degrees Celsius. Five sites are included within the dataset: two sites from North Callahan Creek (Upper and Lower) and three sites from Trail Creek (Lower, Upper-Below Bridge, Upper-Above Bridge).

Temporal range of data collection and geographic coordinates for each site is as follows:
North Callahan Lower | Oct 2020 to Sep 2021 | 48.455278    -116.100058
North Callahan Upper | Oct 2020 to Sep 2021 | 48.469728    -116.136611
Trail Lower | Oct 2020 to Sep 2021 | 48.558403    -116.362633
Trail Upper-Below Bridge | Jul 2019 to Sep 2020 | 48.54793    -116.360978
Trail Upper-Above Bridge | Oct 2020 to Aug 2021 | 48.545795    -116.360428

Data contents include raw and cleaned data files (.csv), and georeferenced images (jpeg) for all 5 sites. Raw data files include all downloaded data. Cleaned data files have pre- and post-deployment records removed, and datetimes have been transformed into ISO8601 format as described in readme.txt file.
DOI: 10.7923/77j4-7054
title: Redband Trout Stream Temperature Data for Big Jacks, Duncan, Little Jacks, Upper Mann and Keithly Creeks 2019-2022

description: Stream temperature data utilized for Redband Trout habitat monitoring, habitat suitability modeling, and bioenergetics modeling at Big Jacks, Duncan, Little Jacks, Upper Mann and Keithly Creeks Idaho USA. All streams except Little Jacks Creek have three-100 meter sampling reaches (Low, Mid, Top); Little Jacks Creek only has two-100 meter sampling reaches (Low and Top). Temperature data loggers (HOBO Pendant® Temperature/Alarm Data Logger, UA-001-08, Cape Cod, Massachusetts) were deployed in each sample reach and were set to record hourly measurements (± 0.1 °C) to collect water temperature data between 2019-2022. Duncan Mid and Top sites went dry during the 2021 season, data for these sites is not available for the 2021 season.
DOI: 10.7923/vcap-4128
title: Unoccupied aerial systems imagery from the Soda Fire Natural Area Idaho

description: The images used to make these data products were collected from an area that spans a wildfire boundary created during the 2015 Soda Fire in Idaho USA in 2019, 2020 and 2021. We used a DJI Mavic 2 Pro with Mission Planner software to capture imagery over the site of interest. The flight imagery covers the burn boundary. The imagery was collected in a crossgrid pattern at 44m above ground level; the resulting imagery have a ground resolution of 1cm/pixel. The images were processed and the products created in Agisoft Metashape Pro. All products are georectified and in WGS84 UTM Zone 11N.
DOI: 10.7923/g44q7rwx
title: Pocatello, Idaho Historic Orthoimagery for 1994 (~1 meter resolution)

description: Pocatello, Idaho historical orthomosaic for 1994 was created by collecting, scanning, merging and georectifying historic photography of Pocatello. The total spatial error is less than 1 meter. These historical orthomosaic images were derived using SfM (Structure-from-motion photogrammetry). SfM uses a series of overlapping images aligned to form a 3D representation. Classification resulted in raster and vector data with discrete classes grouped into objects located in the urban corridor of Pocatello. High-resolution aerial photography of the Pocatello area was provided by Valley Air Photos and the Idaho State Historical Society for 1984. All images were transferred from a traditional 9x9 photograph and scanned at a 1210 dpi resolution. (Date: 11/02/1994, Scale: 1:24,000, Total GSD [GSD = photo scale x scanning resolution]: 60, Scanned resolution: 11432x11241 1210 dpi). The general workflow for processing was as follows: Image collection, image pre-processing combined with gps positioning and differential correction. Photo alignment, point cloud generation, point cloud meshing, orthomosaic and DSM (Digital Surface Models) output. Photos were aligned using Agisoft Photoscan. Focal lengths for data sets were 152mm. GPS points were collected for ground truthing. Photo alignment, dense cloud, and mesh generation using ground control points, resulted in orthomosaics and DSMs (Digital Surface Models) for time periods. Orthomosaics were produced at a fine scale spatial resolution: .25m resolution in all cases except the final year at .5m due to differences in scale of the original imagery. Each orthomosaic and DEM was outputted at .5 m and 1 m resolution respectively, in order to maintain continuity between data sets. See Brock Lipple Thesis, 2015, for more in-depth discussion of the scanning and merging process.  [http://geology.isu.edu/thesis/Lipple.Brock.2015.pdf] See data here: http://miles.isu.edu/Basemap/HistoricPocatello.html
DOI: 10.7923/g4x63jt0
title: Pocatello, Idaho Historic Orthoimagery for 1959 (1 meter resolution)

description: Pocatello, Idaho historical orthomosaic for 1959 was created by collecting, scanning, merging and georectifying historic photography of Pocatello. The total spatial error is less than 1 meter. These historical orthomosaic images were derived using SfM (Structure-from-motion photogrammetry). SfM uses a series of overlapping images aligned to form a 3D representation. Classification resulted in raster and vector data with discrete classes grouped into objects located in the urban corridor of Pocatello. High-resolution aerial photography of the Pocatello area was provided by Valley Air Photos and the Idaho State Historical Society for 1959. All images were transferred from a traditional 9x9 photograph and scanned at a 1210 dpi resolution. (Date: 11/02/1959, Scale: 1: 12,000, Total GSD [GSD = photo scale x scanning resolution]: 44, Scanned resolution: 11432x11241 1210 dpi). The general workflow for processing was as follows: Image collection, image pre-processing combined with gps positioning and differential correction. Photo alignment, point cloud generation, point cloud meshing, orthomosaic and DSM (Digital Surface Models) output. Photos were aligned using Agisoft Photoscan. Focal lengths for data sets were 152mm. GPS points were collected for ground truthing. Photo alignment, dense cloud, and mesh generation using ground control points, resulted in orthomosaics and DSMs (Digital Surface Models) for time periods. Orthomosaics were produced at a fine scale spatial resolution: .25m resolution in all cases except the final year at .5m due to differences in scale of the original imagery. Each orthomosaic and DEM was outputted at .5 m and 1 m resolution respectively, in order to maintain continuity between data sets. See Brock Lipple Thesis, 2015, for more in-depth discussion of the scanning and merging process. [http://geology.isu.edu/thesis/Lipple.Brock.2015.pdf] See data here: http://miles.isu.edu/Basemap/HistoricPocatello.html
DOI: 10.7923/g48g8hmn
title: Pocatello, Idaho Historic Orthoimagery for 1984 (~1 meter resolution)

description: Pocatello, Idaho historical orthomosaic for 1984 was created by collecting, scanning, merging and georectifying historic photography of Pocatello. The total spatial error is less than 1 meter. These historical orthomosaic images were derived using SfM (Structure-from-motion photogrammetry). SfM uses a series of overlapping images aligned to form a 3D representation. Classification resulted in raster and vector data with discrete classes grouped into objects located in the urban corridor of Pocatello. High-resolution aerial photography of the Pocatello area was provided by Valley Air Photos and the Idaho State Historical Society for 1984. All images were transferred from a traditional 9x9 photograph and scanned at a 1210 dpi resolution. (Date: 07/11/1984, Scale: 1:12,000, Total GSD [GSD = photo scale x scanning resolution]: 122, Scanned resolution: 11432x11241 1210 dpi). The general workflow for processing was as follows: Image collection, image pre-processing combined with gps positioning and differential correction. Photo alignment, point cloud generation, point cloud meshing, orthomosaic and DSM (Digital Surface Models) output. Photos were aligned using Agisoft Photoscan. Focal lengths for data sets were 152mm. GPS points were collected for ground truthing. Photo alignment, dense cloud, and mesh generation using ground control points, resulted in orthomosaics and DSMs (Digital Surface Models) for time periods. Orthomosaics were produced at a fine scale spatial resolution: .25m resolution in all cases except the final year at .5m due to differences in scale of the original imagery. Each orthomosaic and DEM was outputted at .5 m and 1 m resolution respectively, in order to maintain continuity between data sets. See Brock Lipple Thesis, 2015, for more in-depth discussion of the scanning and merging process.[http://geology.isu.edu/thesis/Lipple.Brock.2015.pdf] See data here: http://miles.isu.edu/Basemap/HistoricPocatello.html
DOI: 10.7923/g4j1012n
title: Pocatello, Idaho Historic Orthoimagery for 1968 (~1 meter resolution)

description: Pocatello, Idaho historical orthomosaic for 1968 was created by collecting, scanning, merging and georectifying historic photography of Pocatello. The total spatial error is less than 1 meter. These historical orthomosaic images were derived using SfM (Structure-from-motion photogrammetry). SfM uses a series of overlapping images aligned to form a 3D representation. Classification resulted in raster and vector data with discrete classes grouped into objects located in the urban corridor of Pocatello. High-resolution aerial photography of the Pocatello area was provided by Valley Air Photos and the Idaho State Historical Society for 1968. All images were transferred from a traditional 9x9 photograph and scanned at a 1210 dpi resolution. (Date: 10/17/1968, Scale: 1:12,000, Total GSD [GSD = photo scale x scanning resolution]: 42, Scanned resolution: 11432x11241 1210 dpi). The general workflow for processing was as follows: Image collection, image pre-processing combined with gps positioning and differential correction. Photo alignment, point cloud generation, point cloud meshing, orthomosaic and DSM (Digital Surface Models) output. Photos were aligned using Agisoft Photoscan. Focal lengths for data sets were 152mm. GPS points were collected for ground truthing. Photo alignment, dense cloud, and mesh generation using ground control points, resulted in orthomosaics and DSMs (Digital Surface Models) for time periods. Orthomosaics were produced at a fine scale spatial resolution: .25m resolution in all cases except the final year at .5m due to differences in scale of the original imagery. Each orthomosaic and DEM was outputted at .5 m and 1 m resolution respectively, in order to maintain continuity between data sets. See Brock Lipple Thesis, 2015, for more in-depth discussion of the scanning and merging process.[http://geology.isu.edu/thesis/Lipple.Brock.2015.pdf] See data here: http://miles.isu.edu/Basemap/HistoricPocatello.html