AndreaBozzo/ceres-open-data-index huggingface dataset:
Probability of Streamflow Permanence (PROSPER) output rasters, 1989-2018, upper Missouri River Basin

The PROSPER output rasters represent the estimates of probability of annual streamflow permanence produced by the PRObability of Streamflow PERmanence (PROSPER) model, for years 1989 through 2018, in the upper Missouri River Basin of the United States. The PROSPER model is a raster-based empirical model with outputs representing probabilistic predictions of an unregulated and minimally impaired stream channel in the upper Missouri River Basin, U.S. having year-round flow. This region includes 4-digit Hydrologic Unit Code boundaries 1002-1013. The model provides predictions at a 10-m spatial resolution based on monthly or annually updated values of basin climatic conditions and static physiographic variables upstream from a pixel cell along a stream network. Predictions are assigned to pixel cells on the channel network consistent with the high-resolution National Hydrography Dataset channel network stream grid.

Tags: montana, north-dakota, south-dakota, statistical-modeling, streamflow, streams, upper-missouri-river-basin, usgs-615223fdd34e0df5fb9bd7f5, wyoming
Organization: Department of the Interior
Chemical and isotopic composition of gas, water, and solids from the 2019-2020 water lake in Halema’uma’u Crater, Kīlauea Volcano, Hawaii: X-Ray Diffraction (XRD) of solids filtered from water samples

Samples of the crater lake water were filtered in the field with a 0.45 micron filter. Subsequently, additional precipitates formed in the solute-rich samples (secondary precipitates) which were subsequently filtered in the lab with a 0.45 micron filter. The mineralogy of secondary precipitates for samples HM19-01 and HM20-01A,B,C that were collected on 10/26/2019 and on 1/17/2020,  respectively was determined by X-ray diffraction (XRD). Analysis was carried out at the British Natural History Museum with a Enraf-Nonius PDS120 diffractometer equipped with a primary Germanium (111) monochromator and an INEL 120° curved position sensitive detector (PSD). Data were collected from 7-120° 2θ using Co Kalpha1 radiation with operating conditions of 40 kV and 30 mA. The X-ray beam was collimated to 0.24 x 2 mm and the samples were analyzed in asymmetric reflection geometry. The angular linearity of the PSD was calibrated using the standards silver behenate and silicon. Samples were suspended in acetone and mounted on a zero-background quartz substrate. Data were collected for 20 hours. Mineral identification was performed using the PDF4+ database.

Tags: geoscientificinformation, hawaii, kilauea, sulfur-isotopes, usgs-61402159d34e1449c5d38538, x-ray-diffraction, xrd
Organization: Department of the Interior
Chemical and isotopic composition of gas, water, and solids from the 2019-2020 water lake in Halema’uma’u Crater, Kīlauea Volcano, Hawaii: Water Chemistry

Samples for water chemistry analysis were filtered to 0.45 µm upon collection. Since the solute-rich samples continued to form precipitates, samples were filtered again immediately prior to analysis if needed. All samples were very rich in solutes and were analyzed at multiple dilutions (1:100 to 1:1000) to match instrument measurement ranges for various analytes. Water chemistry analyses were performed at the U.S. Geological Survey laboratories in Menlo Park, California.
The concentrations of fluoride (F-), chloride (Cl-), sulfate (SO42-), and bromide (Br-) in samples were determined by ion chromatography with a Dionex ICS-2000, using a 250 mm Dionex IonPac AS18 column. 
The concentrations of major cations were determined via inductively coupled plasma-optical emission spectrometry (ICP-OES) using a ThermoScientific ICAP 6500 Duo. A mixed-element standard (produced to spec by High-Purity Standards Inc.) was run at a range of dilutions to calibrate the instrument. 
Additional cation concentrations, including heavier trace elements, were determined by inductively coupled plasma mass spectrometry (ICPMS, NExION 300Q, Perkin Elmer) using a method adapted from Garbarino and Taylor (1996). External standards, serially diluted from ultrapure, single-element stock, were used to create calibration curves.
References:
Garbarino, J.R. and Taylor, H.E., 1996. Inductively coupled plasma-mass spectrometric method for the determination of dissolved trace elements in natural water. Washington, DC: US Geological Survey. USGS OFR 94-358, 49 p. https://doi.org/10.3133/ofr94358

Tags: geoscientificinformation, hawaii, kilauea, sulfur-isotopes, usgs-61402173d34e1449c5d3853a, water-chemistry
Organization: Department of the Interior
Chemical and isotopic composition of gas, water, and solids from the 2019-2020 water lake in Halema’uma’u Crater, Kīlauea Volcano, Hawaii: Scanning Electron Microscopy (SEM) of solids filtered from water samples

Samples of the crater lake water were filtered in the field with a 0.45 micron filter. Subsequently, additional precipitates formed in the solute-rich samples (secondary precipitates) which were subsequently filtered in the lab with a 0.45 micron filter. Resulting residues were analyzed both in situ on the filter and after scraping. Samples were sputter coated with 10 nm Au, then imaged in a Tescan VEGA3 scanning electron microscope (SEM) equipped with an Oxford 150 mm2 X-MaxN large area energy dispersive spectrometer at the U.S. Geological Survey, Menlo Park, CA. Elemental backscatter (BSE) images were collected with an accelerating voltage (HV) of 30 kV and a working distance (WD) of ~15 mm. Magnification is indicated on individual images.

Tags: geoscientificinformation, hawaii, kilauea, sem, sulfur-isotopes, usgs-614021c3d34e1449c5d38541
Organization: Department of the Interior
Trade Codes Related to the Lithium-Ion Battery Supply Chain for the United States, the European Union, and the People's Republic of China

This dataset presents information concerning 8- and 10-digit trade codes related to the rechargeable lithium-ion battery (LIB) supply chain for the People's Republic of China (PRC) and the European Union, and the United States as classified by Customs and Border Protection (CBP) rulings. Note that this dataset is not intended to be a complete or comprehensive list of trade codes for the LIB supply chain; rather, it presents trade codes from the PRC and the EU that more granularly classify products related to LIB supply chain in comparison to the Harmonized Tariff Schedule of the United States (HTSUS). CBP rulings are included to indicate existing classification decisions for relevant products related to the LIB supply chain. Disaggregated trade codes offer more detailed insight into trade flows, supply chains, and the state of domestic and international industries. The dataset covers raw materials, refined and processed materials, battery materials, cell components, batteries and battery components, end-of-life batteries, and machinery. Tariff line information was assembled through conversations with experts and reviews of supply chain process flows in concert with an examination of trade databases, domestic trade documentation, and primary international customs import and export tariff documents.

Tags: anodes, battery, business-and-economics, cathodes, chemicals, china, cobalt, critical-minerals, data-release, energy-storage, europe, graphite, lithium, lithium-ion, lithium-ion-battery, manganese, materials-flow-commodities, mineral-resources, nickel, nonmetallic-mineral-resources, processed-materials, rechargeable-battery, supply-chain, trade, trade-codes, transportation, united-states, usgs-6140a2add34e1449c5d3ce4e
Organization: Department of the Interior
Shapefiles Defining Areas of Analysis for Proglacial Sediment Studies on Mount Rainier, 1960 to 2017

This repository contains suites of shapefiles defining areas of analysis used in Anderson and Shean (2021). Three types of shapefiles are included, each bundled into a zip file: First, polygons delineating areas with elevation changes we judge to be overwhelmingly due to sediment motion (as opposed to snow or ice melt), used to calculate final volumes of change reported in Anderson and Shean (2021). File names indicate basin and DoD interval associated with a given polygon. Second, polygons defining areas used for averaging Landsat NDVI values. Third, regular valley-spanning cross sections used to calculate longitudinal profiles of the valley floors over time. Calculating the minimum elevation across these cross sections using the DEMs provided elsewhere in this repository will exactly reproduce results presented in Anderson and Shean (2021). These shapefiles include an attribute table indicating both the distance from the start of the centerline (shp_dist) as well as distance relative to Little Ice Age glacial maxima (lia_dist).

Tags: elevation, emmons-glacier, environment, geoscientificinformation, mount-rainier, nisqually, nisqually-glacier, sediment-transport, sedimentation, snow-and-ice-cover, south-tahoma-glacier, usgs-6140d6b3d34e1449c5d60072, winthrop-glacier
Organization: Department of the Interior
Detection range and efficiency of acoustic telemetry receivers in Clear Lake, Lake County, California

Data on the detection range and efficiency of VR2W-69 kHz acoustic receivers (Innovasea Marine Systems Canada Inc., Bedford, Nova Scotia, Canada; https://www.vemco.com/) were collected to guide the development of telemetry studies of the Clear Lake Hitch (Lavinia exilicauda chi), an imperiled fish species endemic to Clear Lake, Lake County, California. The study took place June 21, 2021 through July 01, 2021. Receivers we deployed at distances of 0m, 25m, 50m, 100m, 200m, and 300m from a sentinel test tag. The test tag was deployed for 20 minutes and emitted signals approximately 6-7 times per minute. Data recorded included the total number of signals emitted by the test tag and the number of those signals that were detected by each receiver. Receiver performance was evaluated in five habitat types: nearshore beach, nearshore with dock pilings, nearshore with a rock reinforced bank (riprap), nearshore with submergent aquatic vegetation, and offshore open water. Five evaluations were conducted in each habitat type. Water depth was measured at each receiver. Basic water quality parameters (Temperature °C, Specific Conductance µS/cm, Salinity PSU, DO saturation %, DO concentration mg/L, pH, Depth, Turbidity FNU, and Chlorophyll µg/L) were measured at the 0m, 100m, and 300m distances with a handheld YSI EXO2 Sonde (Yellow Springs Instruments, Yellow Spring, OH).

Tags: acoustic-telemetry, aquatic-ecology, biota, california, clearlake, fish-movement, fish-tracking, usgs-6140cf82d34e1449c5d5fff6
Organization: Department of the Interior
Whiskey Island Caillou Lake Headlands restoration area – 2012 habitat map, Louisiana Barrier Island Comprehensive Monitoring Program

This package includes a detailed habitat map, general habitat map, and georeferenced imagery from 2012 for the Natural Resource Damage Assessment (NRDA) Caillou Lake Headlands project area (TE-0100), also known as Whiskey Island. The project created 170 acres of marsh habitat and 917 acres of dune and beach habitat on Whiskey Island in Terrebonne Parish using material dredged from Ship Shoal. The habitat maps are part of a suite of Whiskey Island habitat maps for the years 2012, 2015, and 2017–19, which span the time period before, during, and after the restoration project was conducted. For more information on this restoration project, see the project page on Louisiana Coastal Protection and Restoration Authority’s (CPRA) Coastal Information Management System (https://cims.coastal.la.gov/outreach/projects/ProjectView?projID=TE-0100).
The habitat maps developed for this effort were utilized together with ecological data in an avian analysis of habitat occupancy and use/function for several focal species pre- and post- restoration activity. The results of this analysis will help land managers evaluate how restoration and subsequent natural ecological processes impact bird species of conservation concern, and target restoration activities that enhance island sustainability and preserve avian habitat availability. 
The maps in this package use a detailed 15-class habitat scheme and a general eight-class habitat scheme developed by the CPRA’s Barrier Island Comprehensive Monitoring (BICM) Program. The BICM Program uses both historical data and contemporary data collections to assess and monitor changes to barrier islands. Habitat map products developed using aerial imagery and lidar elevation data are one type of BICM dataset. For more information about the BICM Program, see Kindinger and others (2013); for more information about recent BICM habitat mapping, see Enwright and others (2020). The detailed habitat scheme builds off the general scheme used in previous BICM habitat mapping efforts (Fearnley and others, 2009). The additional classes developed in the detailed scheme are primarily used to further delineate various dune habitats, separate marsh and mangrove, and distinguish between beach and unvegetated barrier flat habitats. To ensure comparability between this effort and previous BICM map products, we have crosswalked the detailed classes to general habitat classes previously used by Fearnley and others (2009). This package includes recommended symbology for BICM detailed habitat classes and BICM general habitat classes with and without outlines.

Tags: barrier-flat, barrier-vegetation, beach, beach-berm, dune, early-lafourche-delta-region, environment, geoscientificinformation, gulf-of-mexico, habitat-map, imagerybasemapsearthcover, louisiana, louisiana-coastal, mangroves-aquatic-vegetation, marsh-ecosystems, remote-sensing, restoration, shrubland-ecosystems, terrebonne-parish, tidal-flat, united-states-of-america, usgs-6140cfe0d34e1449c5d5fffc, wetland-ecosystems
Organization: Department of the Interior
Supporting Datasets for Proglacial Topographic Change Analyses on Mount Rainier, 1960 to 2017

This data release is a repository for data presented in Anderson and Shean (2021), a publication looking at topographic change in proglacial and glacier-marginal areas on Mount Rainier between 1960 and 2017. Datasets include all newly derived digital elevation models, shapefiles defining various areas of analysis, and tabular summaries of data presented in figures. See individual child items and original publication for more details.

Tags: elevation, emmons-glacier, environment, geoscientificinformation, mount-rainier, nisqually, nisqually-glacier, sediment-transport, sedimentation, snow-and-ice-cover, south-tahoma-glacier, usgs-6140d06fd34e1449c5d60008, winthrop-glacier
Organization: Department of the Interior
Photogrammetrically Derived Digital Elevation Models of Mount Rainier Proglacial Areas, 1960 to 2017

This repository contains a suite of digital elevation models (DEMs), derived from aerial or satellite imagery, covering glacier and proglacial areas on Mount Rainier between 1960 and 2017. Data are available for the Emmons, Winthrop, Nisqually, and South Tahoma Glaciers and their associated proglacial areas. These data were used in Anderson and Shean (2021) to calculate DEMs of Difference (DoDs) and assess topographic change in these proglacial settings. Aerial lidar datasets used in that analysis are available through the Washington Department of Natural Resources lidar repository (https://lidarportal.dnr.wa.gov/). 
The DEMs stored here have been coregistered to the 2008 Mount Rainier aerial lidar dataset. Differencing of sequential DEMs will exactly reproduce DoDs used in Anderson and Shean (2021); shapefiles defining exact areas of analysis used to generate final change volumes are also available in a separate child item of this repository. 
DEMs are separated by glacier/basin and year, indicated in the file name. In several instances, the Winthrop and Emmons study areas contained continuous overlapping photos and were processed together. Each zip file includes a DEM in TIF format with associated supporting files. Zip files for DEMs generated using Agisoft Photoscan (all except the 2017 DEMs) also include a processing report that summarizes imagery and ground control inputs as well as processing parameters used in their generation. 
Imagery source information: The majority of the aerial imagery used to derive these DEMs was collected by the U.S. Geological Survey (USGS) and later scanned and publicly archived by Nolan et al. (2017). Images are available at doi:10.18739/A21R9G. Imagery from 1951 and 1961 are available through the USGS EarthExplorer repository (https://earthexplorer.usgs.gov/). Imagery of the Emmons and Nisqually from 2005 were collected by the National Park Service and scanned from negatives for this project. Imagery of South Tahoma Glacier from 1960 were collected by the U.S. Geological Survey; print images held at Mount Rainier National Park were scanned for this project.

Tags: elevation, emmons-glacier, environment, geoscientificinformation, mount-rainier, nisqually, nisqually-glacier, sediment-transport, sedimentation, snow-and-ice-cover, south-tahoma-glacier, usgs-6140d0a3d34e1449c5d6000a, winthrop-glacier
Organization: Department of the Interior
Whiskey Island Caillou Lake Headlands restoration area – 2015 habitat map, Louisiana Barrier Island Comprehensive Monitoring Program

This package includes a detailed habitat map, general habitat map, and georeferenced imagery from 2015 for the Natural Resource Damage Assessment (NRDA) Caillou Lake Headlands project area (TE-0100), also known as Whiskey Island. The project created 170 acres of marsh habitat and 917 acres of dune and beach habitat on Whiskey Island in Terrebonne Parish using material dredged from Ship Shoal. The habitat maps are part of a suite of Whiskey Island habitat maps for the years 2012, 2015, and 2017–19, which span the time period before, during, and after the restoration project was conducted. For more information on this restoration project, see the project page on Louisiana Coastal Protection and Restoration Authority’s (CPRA) Coastal Information Management System (https://cims.coastal.la.gov/outreach/projects/ProjectView?projID=TE-0100).
The habitat maps developed for this effort were utilized together with ecological data in an avian analysis of habitat occupancy and use/function for several focal species pre- and post- restoration activity. The results of this analysis will help land managers evaluate how restoration and subsequent natural ecological processes impact bird species of conservation concern, and target restoration activities that enhance island sustainability and preserve avian habitat availability. 
The maps in this package use a detailed 15-class habitat scheme and a general eight-class habitat scheme developed by the CPRA’s Barrier Island Comprehensive Monitoring (BICM) Program. The BICM Program uses both historical data and contemporary data collections to assess and monitor changes to barrier islands. Habitat map products developed using aerial imagery and lidar elevation data are one type of BICM dataset. For more information about the BICM Program, see Kindinger and others (2013); for more information about recent BICM habitat mapping, see Enwright and others (2020). The detailed habitat scheme builds off the general scheme used in previous BICM habitat mapping efforts (Fearnley and others, 2009). The additional classes developed in the detailed scheme are primarily used to further delineate various dune habitats, separate marsh and mangrove, and distinguish between beach and unvegetated barrier flat habitats. To ensure comparability between this effort and previous BICM map products, we have crosswalked the detailed classes to general habitat classes previously used by Fearnley and others (2009). This package includes recommended symbology for BICM detailed habitat classes and BICM general habitat classes with and without outlines.

Tags: barrier-flat, barrier-vegetation, beach, beach-berm, dune, early-lafourche-delta-region, environment, geoscientificinformation, gulf-of-mexico, habitat-map, imagerybasemapsearthcover, louisiana, louisiana-coastal, mangroves-aquatic-vegetation, marsh-ecosystems, remote-sensing, restoration, shrubland-ecosystems, terrebonne-parish, tidal-flat, united-states-of-america, usgs-6140d2ded34e1449c5d6001e, wetland-ecosystems
Organization: Department of the Interior
Whiskey Island Caillou Lake Headlands restoration area – 2017 habitat map, Louisiana Barrier Island Comprehensive Monitoring Program

This package includes a detailed habitat map, general habitat map, and georeferenced imagery from 2017 for the Natural Resource Damage Assessment (NRDA) Caillou Lake Headlands project area (TE-0100), also known as Whiskey Island. The project created 170 acres of marsh habitat and 917 acres of dune and beach habitat on Whiskey Island in Terrebonne Parish using material dredged from Ship Shoal. The habitat maps are part of a suite of Whiskey Island habitat maps for the years 2012, 2015, and 2017–19, which span the time period before, during, and after the restoration project was conducted. For more information on this restoration project, see the project page on Louisiana Coastal Protection and Restoration Authority’s (CPRA) Coastal Information Management System (https://cims.coastal.la.gov/outreach/projects/ProjectView?projID=TE-0100).
The habitat maps developed for this effort were utilized together with ecological data in an avian analysis of habitat occupancy and use/function for several focal species pre- and post- restoration activity. The results of this analysis will help land managers evaluate how restoration and subsequent natural ecological processes impact bird species of conservation concern, and target restoration activities that enhance island sustainability and preserve avian habitat availability. 
The maps in this package use a detailed 15-class habitat scheme and a general eight-class habitat scheme developed by the CPRA’s Barrier Island Comprehensive Monitoring (BICM) Program. The BICM Program uses both historical data and contemporary data collections to assess and monitor changes to barrier islands. Habitat map products developed using aerial imagery and lidar elevation data are one type of BICM dataset. For more information about the BICM Program, see Kindinger and others (2013); for more information about recent BICM habitat mapping, see Enwright and others (2020). The detailed habitat scheme builds off the general scheme used in previous BICM habitat mapping efforts (Fearnley and others, 2009). The additional classes developed in the detailed scheme are primarily used to further delineate various dune habitats, separate marsh and mangrove, and distinguish between beach and unvegetated barrier flat habitats. To ensure comparability between this effort and previous BICM map products, we have crosswalked the detailed classes to general habitat classes previously used by Fearnley and others (2009). This package includes recommended symbology for BICM detailed habitat classes and BICM general habitat classes with and without outlines.

Tags: barrier-flat, barrier-vegetation, beach, beach-berm, dune, early-lafourche-delta-region, environment, geoscientificinformation, gulf-of-mexico, habitat-map, imagerybasemapsearthcover, louisiana, louisiana-coastal, mangroves-aquatic-vegetation, marsh-ecosystems, remote-sensing, restoration, shrubland-ecosystems, terrebonne-parish, tidal-flat, united-states-of-america, usgs-6140d37ad34e1449c5d60024, wetland-ecosystems
Organization: Department of the Interior