AndreaBozzo/ceres-open-data-index huggingface dataset:
Repeat Lidar and Orthoimagery of Headwater Streams in the Breitenbush River Basin, Oregon: Lidar Intensity Rasters, June 2022

In June and September, 2022, NV5 Geospatial collected aerial imagery and near-infrared (NIR) lidar from crewed aircraft over 34 square kilometers over headwater streams in the Breitenbush River watershed in northwestern Oregon. Repeat aerial imagery and NIR lidar data were collected along over an area spanning from the northern slope of Triangulation Peak to the mainstem Breitenbush River near the confluence of the North Fork and South Fork Breitenbush rivers. Several headwater streams were covered in the survey, including Devils Creek, Hill Creek, Leone Creek, and Skunk Creek. This data release includes orthoimagery and lidar data, including point clouds, bare earth elevation rasters, and intensity rasters, from both June and September 2022, and a tiling index. This documentation describes the lidar intensity rasters from the June data collection. Documentation is adapted from information provided by NV5 Geospatial to the U.S. Geological Survey.

Tags: aerial-photography, bare-earth, breitenbush-river, cascade-creek, dem, devils-creek, digital-elevation-model, elevation-data, hill-creek, hydrology, imagerybasemapsearthcover, inlandwaters, leone-creek, leone-lake, lidar, lidar-intensity, lidar-point-cloud, marion-county, mill-creek, minnie-boohoo-creek, oregon, orthoimagery, outerson-mountain, raster, remote-sensing, skunk-creek, surface-water-non-marine, triangulation-peak, usgs-65c6cd46d34ef4b119cb2a95, willamette-national-forest
Organization: Department of the Interior
Repeat Lidar and Orthoimagery of Headwater Streams in the Breitenbush River Basin, Oregon: Lidar Point Cloud, June 2022

In June and September, 2022, NV5 Geospatial collected aerial imagery and near-infrared (NIR) lidar from crewed aircraft over 34 square kilometers over headwater streams in the Breitenbush River watershed in northwestern Oregon. Repeat aerial imagery and NIR lidar data were collected along over an area spanning from the northern slope of Triangulation Peak to the mainstem Breitenbush River near the confluence of the North Fork and South Fork Breitenbush rivers. Several headwater streams were covered in the survey, including Devils Creek, Hill Creek, Leone Creek, and Skunk Creek. This data release includes orthoimagery and lidar data, including point clouds, bare earth elevation rasters, and intensity rasters, from both June and September 2022, and a tiling index. This documentation describes the lidar point cloud from the June data collection. Documentation is adapted from information provided by NV5 Geospatial to the U.S. Geological Survey.

Tags: aerial-photography, bare-earth, breitenbush-river, cascade-creek, dem, devils-creek, digital-elevation-model, elevation-data, hill-creek, hydrology, imagerybasemapsearthcover, inlandwaters, leone-creek, leone-lake, lidar, lidar-intensity, lidar-point-cloud, marion-county, mill-creek, minnie-boohoo-creek, oregon, orthoimagery, outerson-mountain, raster, remote-sensing, skunk-creek, surface-water-non-marine, triangulation-peak, usgs-65c6cd23d34ef4b119cb2a91, willamette-national-forest
Organization: Department of the Interior
Repeat Lidar and Orthoimagery of Headwater Streams in the Breitenbush River Basin, Oregon: Hydro-flattened Bare Earth Elevation Rasters, June 2022

In June and September 2022, NV5 Geospatial collected aerial imagery and near-infrared (NIR) lidar from crewed aircraft over 34 square kilometers of headwater streams in the Breitenbush River Basin in northwestern Oregon. Repeat aerial imagery and NIR lidar data were collected over an area spanning from the northern slope of Triangulation Peak to the mainstem Breitenbush River near the confluence of the North Fork and South Fork Breitenbush rivers. Several headwater streams were covered in the survey, including Devils Creek, Hill Creek, Leone Creek, and Skunk Creek. This data release includes orthoimagery and lidar data, including point clouds, bare-earth elevation rasters, and intensity rasters, from both June and September 2022, and a tiling index. This documentation describes the hydro-flattened bare earth elevation rasters from the June data collection and is adapted from information provided by NV5 Geospatial to the U.S. Geological Survey.

Tags: aerial-photography, bare-earth, breitenbush-river, cascade-creek, dem, devils-creek, digital-elevation-model, elevation-data, hill-creek, hydrology, imagerybasemapsearthcover, inlandwaters, leone-creek, leone-lake, lidar, lidar-intensity, lidar-point-cloud, marion-county, mill-creek, minnie-boohoo-creek, oregon, orthoimagery, outerson-mountain, raster, remote-sensing, skunk-creek, surface-water-non-marine, triangulation-peak, usgs-65c6cd18d34ef4b119cb2a8f, willamette-national-forest
Organization: Department of the Interior
Repeat Lidar and Orthoimagery of Headwater Streams in the Breitenbush River Basin, Oregon: Orthoimagery, June 2022

In June and September, 2022, NV5 Geospatial collected aerial imagery and near-infrared (NIR) lidar from crewed aircraft over 34 square kilometers over headwater streams in the Breitenbush River watershed in northwestern Oregon. Repeat aerial imagery and NIR lidar data were collected along over an area spanning from the northern slope of Triangulation Peak to the mainstem Breitenbush River near the confluence of the North Fork and South Fork Breitenbush rivers. Several headwater streams were covered in the survey, including Devils Creek, Hill Creek, Leone Creek, and Skunk Creek. This data release includes orthoimagery and lidar data, including point clouds, bare earth elevation rasters, and intensity rasters, from both June and September 2022, and a tiling index. This documentation describes the orthoimagery from the June data collection. Documentation is adapted from information provided by NV5 Geospatial to the U.S. Geological Survey.

Tags: aerial-photography, bare-earth, breitenbush-river, cascade-creek, dem, devils-creek, digital-elevation-model, elevation-data, hill-creek, hydrology, imagerybasemapsearthcover, inlandwaters, leone-creek, leone-lake, lidar, lidar-intensity, lidar-point-cloud, marion-county, mill-creek, minnie-boohoo-creek, oregon, orthoimagery, outerson-mountain, raster, remote-sensing, skunk-creek, surface-water-non-marine, triangulation-peak, usgs-65c6cc16d34ef4b119cb2a8c, willamette-national-forest
Organization: Department of the Interior
Arcata, California, Distributed Acoustic Sensing (DAS) experiment: 2022 M6.4 Ferndale Aftershock Sequence (ver. 2.0, September 2025)

These data are from a Distributed Acoustic Sensing (DAS) experiment in Arcata, CA, that was conducted jointly by the U.S. Geological Survey, Cal Poly Humboldt University, and Luna Inc. A Luna QuantX DAS interrogator was installed in the Arcata Police Station and connected to a fiber owned by Vero Communications that runs from Arcata to Eureka (Figure 1). The interrogator was installed on December 22nd, 2022, shortly after the December 20th, M6.4 Ferndale earthquake (see https://earthquake.usgs.gov/earthquakes/eventpage/nc73821036).  This dataset covers much of the aftershock sequence including several earthquakes with magnitude &gt;= 4, including the M5.4 earthquake on January 1st, 2023 (see https://earthquake.usgs.gov/earthquakes/eventpage/nc73827571). This release covers the time period from December 22nd, 2022 to December 31, 2023.

Tags: arcata-california, biota, distributed-acoustic-sensing, earthquakes, eureka-california, gorda, usgs-65c6bd1ed34ef4b119cb2a80
Organization: Department of the Interior
Repeat Lidar and Orthoimagery of Headwater Streams in the Breitenbush River Basin, Oregon: Tile Index Shapefile

In June and September, 2022, NV5 Geospatial collected aerial imagery and near-infrared (NIR) lidar from crewed aircraft over 34 square kilometers over headwater streams in the Breitenbush River watershed in northwestern Oregon. Repeat aerial imagery and NIR lidar data were collected along over an area spanning from the northern slope of Triangulation Peak to the mainstem Breitenbush River near the confluence of the North Fork and South Fork Breitenbush rivers. Several headwater streams were covered in the survey, including Devils Creek, Hill Creek, Leone Creek, and Skunk Creek. This data release includes orthoimagery and lidar data, including point clouds, bare earth elevation rasters, and intensity rasters, from both June and September 2022, and a tiling index. This documentation describes the tile index shapefile that delineates the spatial boundaries of remote sensing data files in the data release. Documentation is adapted from information provided by NV5 Geospatial to the U.S. Geological Survey.

Tags: aerial-photography, bare-earth, breitenbush-river, cascade-creek, dem, devils-creek, digital-elevation-model, elevation-data, hill-creek, hydrology, imagerybasemapsearthcover, inlandwaters, leone-creek, leone-lake, lidar, lidar-intensity, lidar-point-cloud, marion-county, mill-creek, minnie-boohoo-creek, oregon, orthoimagery, outerson-mountain, raster, remote-sensing, skunk-creek, surface-water-non-marine, triangulation-peak, usgs-65c6b82fd34ef4b119cb2a79, willamette-national-forest
Organization: Department of the Interior
Repeat Lidar and Orthoimagery of Headwater Streams in the Breitenbush River Basin, Oregon: Tile Index Shapefile

In June and September, 2022, NV5 Geospatial collected aerial imagery and near-infrared (NIR) lidar from crewed aircraft over 34 square kilometers over headwater streams in the Breitenbush River watershed in northwestern Oregon. Repeat aerial imagery and NIR lidar data were collected along over an area spanning from the northern slope of Triangulation Peak to the mainstem Breitenbush River near the confluence of the North Fork and South Fork Breitenbush rivers. Several headwater streams were covered in the survey, including Devils Creek, Hill Creek, Leone Creek, and Skunk Creek. This data release includes orthoimagery and lidar data, including point clouds, bare earth elevation rasters, and intensity rasters, from both June and September 2022, and a tiling index. This documentation describes the tile index shapefile that delineates the spatial boundaries of remote sensing data files in the data release. Documentation is adapted from information provided by NV5 Geospatial to the U.S. Geological Survey.

Tags: aerial-photography, bare-earth, breitenbush-river, cascade-creek, dem, devils-creek, digital-elevation-model, elevation-data, hill-creek, hydrology, imagerybasemapsearthcover, inlandwaters, leone-creek, leone-lake, lidar, lidar-intensity, lidar-point-cloud, marion-county, mill-creek, minnie-boohoo-creek, oregon, orthoimagery, outerson-mountain, raster, remote-sensing, skunk-creek, surface-water-non-marine, triangulation-peak, usgs-65c6b821d34ef4b119cb2a76, willamette-national-forest
Organization: Department of the Interior
Repeat Lidar and Orthoimagery of Headwater Streams in the Breitenbush River Basin, Oregon: Tile Index Shapefile

In June and September, 2022, NV5 Geospatial collected aerial imagery and near-infrared (NIR) lidar from crewed aircraft over 34 square kilometers over headwater streams in the Breitenbush River watershed in northwestern Oregon. Repeat aerial imagery and NIR lidar data were collected along over an area spanning from the northern slope of Triangulation Peak to the mainstem Breitenbush River near the confluence of the North Fork and South Fork Breitenbush rivers. Several headwater streams were covered in the survey, including Devils Creek, Hill Creek, Leone Creek, and Skunk Creek. This data release includes orthoimagery and lidar data, including point clouds, bare earth elevation rasters, and intensity rasters, from both June and September 2022, and a tiling index. This documentation describes the tile index shapefile that delineates the spatial boundaries of remote sensing data files in the data release. Documentation is adapted from information provided by NV5 Geospatial to the U.S. Geological Survey.

Tags: aerial-photography, bare-earth, breitenbush-river, cascade-creek, dem, devils-creek, digital-elevation-model, elevation-data, hill-creek, hydrology, imagerybasemapsearthcover, inlandwaters, leone-creek, leone-lake, lidar, lidar-intensity, lidar-point-cloud, marion-county, mill-creek, minnie-boohoo-creek, oregon, orthoimagery, outerson-mountain, raster, remote-sensing, skunk-creek, surface-water-non-marine, triangulation-peak, usgs-65c6a1dad34ef4b119cb2a41, willamette-national-forest
Organization: Department of the Interior
US non-native plant occurrence and abundance data and distribution maps for Eastern US species with current and future climate

This is a dataset containing aggregated non-native plant occurrence and abundance data for the contiguous United States. We used these data to develop habitat suitability models for species found in the Eastern United States using locations with 5% cover or greater. We adapted the INHABIT modeling workflow (Young et al. 2020), using a consistent set of climatic predictors that were important in the INHABIT models. We developed models using five algorithms with VisTrails: Software for Assisted Habitat Modeling [SAHM 2.2.2]. We accounted for sampling bias by using the target background approach, and constructed model ensembles using the five models for each species for three different thresholds (conservative to targeted;1st percentile, 10th percentile, and maximum of sensitivity-specificity ). This data bundle contains a single file of occurrence data with abundance information (Nonnative_plants_US.csv) and a subfolder for each species that contains the two raster files associated with the species. Each of the two rasters represent the following: species_code for current climate and species_code.2c for predictions under a +2C climate change scenario.
The bundle documentation files are:
1) 'project_metdata.xml' (this file) which contains the project-level metadata
2) Nonnative_plants_US.csv is the occurrence and abundance data.
3)  XX.tif where XX is the species code with current climatic conditions and species code with '2c' appended for habitat suitability predictions with +2C of climate change.

Tags: biogeography, biota, contiguous-united-states, habitat-suitability, invasive-species, modeling, sahm, species-distribution-modeling, united-states, usgs-65c68bcdd34ef4b119cb2a18, vistrails
Organization: Department of the Interior
Repeat Lidar and Orthoimagery of Headwater Streams in the Donner und Blitzen River Basin, Oregon: Tile Index Shapefile

In June and September, 2022, NV5 Geospatial collected aerial imagery and near-infrared (NIR) lidar from crewed aircraft over 62 square kilometers over headwater streams in the Donner und Blitzen River watershed in southeastern  Oregon. Repeat data were collected along Mud Creek and Bridge Creek on the western slope of Steens Mountain. This data release includes orthoimagery and lidar data, including point clouds, bare-earth elevation rasters, and intensity rasters, from both June and September 2022, and a tiling index. This documentation describes the tile index shapefile that delineates the spatial boundaries of remote sensing data files in the data release.

Tags: aerial-photography, big-bridge-creek, bridge-creek, geoscientificinformation, harney-county, hydrology, imagerybasemapsearthcover, inlandwaters, lambing-creek, lidar, little-bridge-creek, malheur-national-wildlife-refuge, mud-creek, orthoimagery, remote-sensing, steens-mountain, usgs-65c66bf8d34ef4b119cb2997
Organization: Department of the Interior
Date of Last Earthquake (DOLE) compilation for use in time-dependent seismic hazard analyses

We provide information of the date of last earthquake across the U.S. where available. This information is captured by two geometries — line features (“HistDOLE_v1”) and point features (“PaleoDOLE_v1”). The line features describe surface ruptures constrained by historical or near-historical observations, and point features describe paleoseismic observations of the most recent earthquake at a given trench location. These compilations support future development of time-dependent seismic hazard analyses. Given constraints in their (presently) narrow application, these data (particularly the point data) are not meant to be comprehensive of known or inferred paleoseismic observations across the U.S.

Tags: alaska, central-and-eastern-u-s, date-of-last-earthquake, earthquake, earthquake-surface-rupture, historical-earthquakes, united-states, usgs-65c64fc9d34ef4b119cb28e9, western-u-s
Organization: Department of the Interior
Digital Data for Land and climate change in Mexico and Texas reveals small effects on migratory habitat of monarch butterflies (Danaus plexippus).

The decline of the iconic monarch butterfly in North America has motivated research on the impacts of land use and land cover (LULC) change and climate variability on monarch habitat and population dynamics. We investigated spring and fall trends in LULC, milkweed and nectar resources over a 20-year period, and ~30 years of climate variables in Mexico and Texas, a key region supporting spring and fall migration during monarchs annual life cycle. We estimated a 2.9% decline in milkweed in Texas, but little to no change in Mexico. Fall and spring nectar resources declined &lt;1% in both countries. Vegetation greenness increased in both the fall and spring in Mexico while the other climate variables, for both countries, did not. Monarch habitat in Mexico and Texas appears relatively more intact than in other parts of their range, particularly the midwestern agricultural landscapes of the US. Given the relatively modest observed changes, it seems unlikely that habitat loss (quantity and quality) in Mexico and Texas has caused large declines in population size or survival during migration.

Tags: climate-change, land-cover-change, mexico, migratory-species, milkweed-resources, monarch-butterfly, nectar-resources, united-states, usgs-65c64c7fd34ef4b119cb28d8
Organization: Department of the Interior
Measurement of benthic invertebrates, zooplankton, stamp sands and metals from four beaches near Keweenaw Bay, Lake Superior in 2021

Between 1900 and 1932, a copper (Cu) mine operated near Gay, Michigan, along the shore of Lake Superior, discharged approximately 22.8 million metric tons of waste material known as ‘stamp sands’ (SS) to a nearby beach.  This pile of SS has migrated via wind and rain along the beaches in northern Grand Traverse Bay and into Buffalo Reef, an important spawning area for Lake Trout and Lake Whitefish.  During their first summer, these newly spawned fish consume benthic invertebrates and zooplankton in nearby beach habitats.  SS contain elevated concentrations of metals (especially Cu) that are toxic to many invertebrate taxa, and studies have observed very few benthic taxa in areas with very high SS.   Here, we sampled the invertebrate community from four beaches: one near Buffalo Reef with very high SS, one in southern Grand Traverse Bay with moderate SS, one in the nearby Little Traverse Bay with very little SS and a beach ~58 km away with no SS (Big Bay).  We also re-sampled the benthos at some sites that had been sampled as part of an earlier study.  Both benthic invertebrates (in August 2021) and zooplankton (in June and July 2021) were sampled along the transects at these four beaches.  Sediment samples were collected at the same time as the benthic invertebrate sampling and used to quantify SS and 12 metals at each site (including Cu).

Tags: benthos, biota, copper, keweenaw-bay-ne, lake-superior, michigan, mine-waste, plankton, southcentral-lake-superior, stamp-sands, usgs-65c55d70d34ef4b119cb0387, zooplankton
Organization: Department of the Interior
Otolith microchemistry for determining natal origins of prey fishes in the Upper Mississippi River System

This dataset includes otolith and water chemistry used for determining natal origins of individuals from six species. The dataset contains Sr:Ca and Ba:Ca of water samples for the Mississippi River and tributaries as well as otolith Sr, Ba, Mg values from fishes collected in navigation pools 4, 8, 13, and 26 of the Upper Mississippi River, as well as the Open River Reach of the Middle Mississippi River and the La Grange Pool of the Illinois River. Fishes included Bullhead Minnow, Emerald Shiner, Gizzard Shad, Bluegill, Orangespotted Sunfish, and Yellow Perch. Laser ablation inductively coupled mass spectrometry to quantify natal origins of these prey fish. Upwards of 50-75% of individuals at a given river reach were identified as immigrant or tributary origin individuals that at some point in their life moved to the mainstem river where they were captured. Importantly, sources of recruits occurred both upstream and downstream from capture locations of these fishes indicating that movement within the river is not unidirectional. Combined, our findings underscore the need to manage or conserve the Upper Mississippi River System collaboratively among state jurisdictions.

Tags: biota, fish, illinois, iowa, minnesota, missouri, river-systems, upper-mississippi, usgs-65c533cbd34ef4b119caf9e5, wisconsin
Organization: Department of the Interior
Repeat Lidar and Orthoimagery of Headwater Streams in the Donner und Blitzen River Basin, Oregon: Lidar Point Cloud, September 2022

In June and September, 2022, NV5 Geospatial collected aerial imagery and near-infrared (NIR) lidar from crewed aircraft over 62 square kilometers over headwater streams in the Donner und Blitzen River watershed in southeastern  Oregon. Repeat data were collected along Mud Creek and Bridge Creek on the western slope of Steens Mountain. This data release includes orthoimagery and lidar data, including point clouds, bare-earth elevation rasters, and intensity rasters, from both June and September 2022, and a tiling index. This documentation describes the classified lidar point cloud from the September data collection. Documentation is adapted from information provided by NV5 Geospatial to the U.S. Geological Survey.

Tags: aerial-photography, bare-earth, big-bridge-creek, bridge-creek, dem, digital-elevation-model, elevation-data, geoscientificinformation, harney-county, hydrology, imagerybasemapsearthcover, inlandwaters, lambing-creek, lidar, lidar-intensity, lidar-point-cloud, little-bridge-creek, malheur-national-wildlife-refuge, mud-creek, oregon, orthoimagery, raster, remote-sensing, steens-mountain, surface-water-non-marine, usgs-65c51329d34ef4b119caf50b
Organization: Department of the Interior
Repeat Lidar and Orthoimagery of Headwater Streams in the Donner und Blitzen River Basin, Oregon: Hydro-flattened Bare-Earth Elevation Rasters, September 2022

In June and September, 2022, NV5 Geospatial collected aerial imagery and near-infrared (NIR) lidar from crewed aircraft over 62 square kilometers over headwater streams in the Donner und Blitzen River watershed in southeastern  Oregon. Repeat data were collected along Mud Creek and Bridge Creek on the western slope of Steens Mountain. This data release includes orthoimagery and lidar data, including point clouds, bare-earth elevation rasters, and intensity rasters, from both June and September 2022, and a tiling index. This documentation describes the hydro-flattened bare-earth elevation rasters from the September data collection. Documentation is adapted from information provided by NV5 Geospatial to the U.S. Geological Survey.

Tags: aerial-photography, bare-earth, big-bridge-creek, bridge-creek, dem, digital-elevation-model, elevation-data, geoscientificinformation, harney-county, hydrology, imagerybasemapsearthcover, inlandwaters, lambing-creek, lidar, lidar-intensity, lidar-point-cloud, little-bridge-creek, malheur-national-wildlife-refuge, mud-creek, oregon, orthoimagery, raster, remote-sensing, steens-mountain, surface-water-non-marine, usgs-65c512f4d34ef4b119caf506
Organization: Department of the Interior