AndreaBozzo/ceres-open-data-index huggingface dataset:
3 Model Forcings: Deep learning approaches for improving prediction of daily stream temperature in data-scarce, unmonitored, and dammed basins

&lt;p&gt;This data release component contains model inputs including river basin attributes, weather forcing data, and simulated and observed river discharge.&lt;/p&gt;

Tags: al, alabama, ar, arizona, arkansas, az, ca, california, co, colorado, connecticut, ct, dc, de, deep-learning, delaware, district-of-columbia, environment, ga, georgia, ia, id, idaho, il, illinois, in, indiana, inlandwaters, iowa, kansas, kentucky, ks, ky, ma, machine-learning, maine, maryland, massachusetts, md, me, mi, michigan, minnesota, mississippi, missouri, mn, mo, modeling, montana, ms, mt, nc, nd, ne, nebraska, nevada, new-hampshire, new-jersey, new-mexico, new-york, nh, nj, nm, north-carolina, north-dakota, nv, ny, oh, ohio, ok, oklahoma, or, oregon, pa, pennsylvania, rhode-island, ri, sc, sd, south-carolina, south-dakota, streams, tennessee, texas, tn, tx, united-states, us, usgs-6084cab2d34eadd49d31aeab, ut, utah, va, virginia, wa, washington, water-resources, water-temperature, west-virginia, wi, wisconsin, wv, wy, wyoming
Organization: Department of the Interior
4 Model Code: Deep learning approaches for improving prediction of daily stream temperature in data-scarce, unmonitored, and dammed basins

&lt;p&gt;This data release component contains model code and configurations for the LSTM models used to predict stream temperature.&lt;/p&gt;

Tags: al, alabama, ar, arizona, arkansas, az, ca, california, co, colorado, connecticut, ct, dc, de, deep-learning, delaware, district-of-columbia, environment, ga, georgia, ia, id, idaho, il, illinois, in, indiana, inlandwaters, iowa, kansas, kentucky, ks, ky, ma, machine-learning, maine, maryland, massachusetts, md, me, mi, michigan, minnesota, mississippi, missouri, mn, mo, modeling, montana, ms, mt, nc, nd, ne, nebraska, nevada, new-hampshire, new-jersey, new-mexico, new-york, nh, nj, nm, north-carolina, north-dakota, nv, ny, oh, ohio, ok, oklahoma, or, oregon, pa, pennsylvania, rhode-island, ri, sc, sd, south-carolina, south-dakota, streams, tennessee, texas, tn, tx, united-states, us, usgs-6084cb16d34eadd49d31aead, ut, utah, va, virginia, wa, washington, water-resources, water-temperature, west-virginia, wi, wisconsin, wv, wy, wyoming
Organization: Department of the Interior
5 Model Predictions: Deep learning approaches for improving prediction of daily stream temperature in data-scarce, unmonitored, and dammed basins

&lt;p&gt;This data release item contains water temperature predictions for 455 river sites across the U.S. Predictions are from the models described by Rahmani et al. (2021b).&lt;/p&gt;

Tags: al, alabama, ar, arizona, arkansas, az, ca, california, co, colorado, connecticut, ct, dc, de, deep-learning, delaware, district-of-columbia, environment, ga, georgia, ia, id, idaho, il, illinois, in, indiana, inlandwaters, iowa, kansas, kentucky, ks, ky, ma, machine-learning, maine, maryland, massachusetts, md, me, mi, michigan, minnesota, mississippi, missouri, mn, mo, modeling, montana, ms, mt, nc, nd, ne, nebraska, nevada, new-hampshire, new-jersey, new-mexico, new-york, nh, nj, nm, north-carolina, north-dakota, nv, ny, oh, ohio, ok, oklahoma, or, oregon, pa, pennsylvania, rhode-island, ri, sc, sd, south-carolina, south-dakota, streams, tennessee, texas, tn, tx, united-states, us, usgs-6084cb2ed34eadd49d31aeaf, ut, utah, va, virginia, wa, washington, water-resources, water-temperature, west-virginia, wi, wisconsin, wv, wy, wyoming
Organization: Department of the Interior
Owasco Lake, New York spatial water-quality data, June 26 and October 8, 2019

This U.S. Geological Survey (USGS) Data Release provides high-resolution, nearshore, spatial water-quality data collected from Owasco Lake, New York, on June 26 and October 8, 2019. All data are reported as raw measured values and are not rounded to USGS significant figures. Continuous water-quality monitors were mounted to a boat at approximately 0.5-meters below the water surface and used to measure water nitrate, chlorophyll fluorescence (fChl), fluorescent dissolved organic matter (fDOM), dissolved oxygen, specific conductance, phycocyanin fluorescence (fPC), turbidity, pH, and temperature.

Tags: algae, algal-blooms, chlorophyll-fluorescence-fchl, continuously-measured, cyanobacteria, dissolved-oxygen, finger-lakes, fluorescent-dissolved-organic-matter-fdom, freshwater-surface, hazards, limnology, new-york, nitrate, nutrient-content-water, owasco-lake, oxygen-content-water, phycocyanin-fluorescence-fpc, spatial, specific-conductance, surface-water-quality, synoptic, turbidity, united-states, usgs-60898b2bd34ef6cfc4a8598c, water-ph, water-temperature
Organization: Department of the Interior
Data on the Effects of Oil and Gas Wastewater Components on Microbial Community Structure and Function

Oil and gas (OG) wastewaters are commonly disposed of by underground injection and previous research showed that activities at a disposal facility in West Virginia affected stream biogeochemistry and sediment microbial communities downstream from the facility. Microorganisms can control the fate and transport of organic and inorganic components of OG wastewater highlighting the need to characterize the effects of OG wastewater components on microbial activity. We conducted a series of aerobic microcosm experiments to assess the influence of high total dissolved solids (TDS) and hydraulic fracturing fluid additives (2,2-dibromo-3-nitrilopropionamide (DBNPA), a biocide, and ethylene glycol, an anti-scaling additive), on microbial community structure and function. Microcosms were constructed with sediment from upstream (background) or downstream (impacted) from the disposal facility in West Virginia and four treatment conditions each with heat-killed controls were tested: 1) brine (high TDS) + DBNPA, 2) brine + ethylene glycol, 3) brine, and 4) unamended control. Microbial terminal electron accepting processes were monitored over time and changes in microbial community composition were characterized. Over the course of the incubation, the sediment layer in the microcosms became anoxic, and addition of DBNPA was observed to inhibit iron reduction.

Tags: archaea, bacteria, biochemistry, chromatography, dna-sequencing, fayette-county, gas-chromatography, geochemical-processes, geochemistry, hydraulic-fracturing, laboratory-experiments, liquid-chromatography, microbes, microbiology, molecular-biology, sediments, subsampling, time-series-datasets, usgs-6086c602d34eadd49d31affe, west-virginia, wolf-creek
Organization: Department of the Interior
Fluvial Fish Native Distributions for the Conterminous United States using the NHDPlusV2.1 and Boosted Regression Tree (BRT) Models

This USGS data release documents species distribution models for 271 fluvial fish species in their native ranges of the conterminous United States.  Source data, supporting code and model results are documented in this data package.  Boosted Regression Tree (BRT) models were used to develop presence/absence predictions for each of the National Hydrography Dataset Plus Version 2.1 stream segments within a species' native range.  The predictions provided can be linked to the NHDPlusV2.1 geospatial dataset through the COMID to create a spatial depiction of the models. A readme file and metadata (xml) provide further information on included data and processing steps.

Tags: aquatic-biology, biogeography, biota, environment, fauna, fish, fluvial, freshwater-ecosystems, freshwater-fishes, inland-fisheries-resources, inlandwaters, multivariate-statistical-analysis, river-reaches, species-distribution, usgs-6086da48d34eadd49d31b03d
Organization: Department of the Interior
Storm Event Chemistry and Yields for Precipitation, Throughfall, Stemflow, and Stream Water and Hourly Streamflow and Precipitation Record for the W-9 Catchment, Sleepers River Research Watershed, 2017 and 2018 (ver. 2.0, September 2022)

This dataset describes water yields for precipitation, throughfall and stemflow for 22 rain events within the 41-hectare (ha) forested W-9 catchment at Sleepers River, Vermont. Sampling occurred during the summer and fall of 2018. Dissolved organic carbon (DOC) and total dissolved nitrogen (TDN) concentrations are reported for each sampled event and for periodic stream samples. The dataset also includes the hourly streamflow and precipitation record for 2017 and 2018 calendar years. Major ions and fluorescence dissolved organic matter properties are also reported. Complete chemical analyses was not possible for all observed rain events due to lack of water.
First posted May 17, 2021, ver. 1.0
Revised September 2022, ver. 2.0

Tags: biota, dissolved-organic-carbon, precipitation, stemflow, throughfall, total-dissolved-nitrogen, usgs-6086e5c6d34eadd49d31b08b
Organization: Department of the Interior
Seasonal Future Prescribed Burn Windows for the Southeast United States - March - May 2010-2099 RCP 4.5

Prescribed burning is a critical tool for managing wildfire risks and meeting ecological objectives, but its safe and effective application requires that specific meteorological criteria are met. This dataset contains results from a study examining the potential impacts of projected climatic change on prescribed burning in the southeastern United States. A set of burn window criteria (suitable weather conditions within which burning may occur based on maximum daily temperature, daily average relative humidity, and daily average wind speed), were applied to projections from an ensemble of Global Climate Models (GCM) under two greenhouse gas emission scenarios, as well as past observations for comparison. Data are provided as decadal output for observed conditions, and for individual GCM results for the historical climate scenario and the two future climate scenarios are provided. In addition, summary statistics (e.g., multi-model mean, and for selected quantiles) are provided for the GCM ensemble as a whole by decade.

Tags: alabama, arkansas, farming, fires, florida, georgia, geoscientificinformation, kentucky, louisiana, managed-fire-regimes, mississippi, missouri, north-carolina, oklahoma, south-carolina, southeast-united-states, statistical-downscaling, tennessee, texas, usgs-608727a0d34eadd49d31b33c, virginia, west-virginia, wildfires
Organization: Department of the Interior
Seasonal Future Prescribed Burn Windows for the Southeast United States - June-August 2010-2099 RCP 4.5

Prescribed burning is a critical tool for managing wildfire risks and meeting ecological objectives, but its safe and effective application requires that specific meteorological criteria are met. This dataset contains results from a study examining the potential impacts of projected climatic change on prescribed burning in the southeastern United States. A set of burn window criteria (suitable weather conditions within which burning may occur based on maximum daily temperature, daily average relative humidity, and daily average wind speed), were applied to projections from an ensemble of Global Climate Models (GCM) under two greenhouse gas emission scenarios, as well as past observations for comparison. Data are provided as decadal output for observed conditions, and for individual GCM results for the historical climate scenario and the two future climate scenarios are provided. In addition, summary statistics (e.g., multi-model mean, and for selected quantiles) are provided for the GCM ensemble as a whole by decade.

Tags: alabama, arkansas, farming, fires, florida, georgia, geoscientificinformation, kentucky, louisiana, managed-fire-regimes, mississippi, missouri, north-carolina, oklahoma, south-carolina, southeast-united-states, statistical-downscaling, tennessee, texas, usgs-60872893d34eadd49d31b356, virginia, west-virginia, wildfires
Organization: Department of the Interior
Net coal thickness in the Decker coalfield area, Montana (dkcatg.shp)

This ArcView shapefile contains a representation of the
total, net coal thickness in the Anderson-anyon coal zone,
Decker coalfield, Montana. This theme was created
specifically for the National Coal Resources Assessment in
the Northern Rocky Mountains and Great Plains Region.

Tags: anderson-canyon-coal-zone, big-horn-county, coal, decker-coalfield, economy, environment, geoscientificinformation, isopach-map, montana, nca2000, nrockiescoal, powder-river-basin, powder-river-county, powderbasincoal, rosebud-county, total-net-coal-thickness, usgs-60a8083bd34ea221ce4e5623
Organization: Department of the Interior
Seasonal Future Prescribed Burn Windows for the Southeast United States - September-November 2010-2099 RCP 4.5

Prescribed burning is a critical tool for managing wildfire risks and meeting ecological objectives, but its safe and effective application requires that specific meteorological criteria are met. This dataset contains results from a study examining the potential impacts of projected climatic change on prescribed burning in the southeastern United States. A set of burn window criteria (suitable weather conditions within which burning may occur based on maximum daily temperature, daily average relative humidity, and daily average wind speed), were applied to projections from an ensemble of Global Climate Models (GCM) under two greenhouse gas emission scenarios, as well as past observations for comparison. Data are provided as decadal output for observed conditions, and for individual GCM results for the historical climate scenario and the two future climate scenarios are provided. In addition, summary statistics (e.g., multi-model mean, and for selected quantiles) are provided for the GCM ensemble as a whole by decade.

Tags: alabama, arkansas, farming, fires, florida, georgia, geoscientificinformation, kentucky, louisiana, managed-fire-regimes, mississippi, missouri, north-carolina, oklahoma, south-carolina, southeast-united-states, statistical-downscaling, tennessee, texas, usgs-608728cad34eadd49d31b358, virginia, west-virginia, wildfires
Organization: Department of the Interior
Database of Central and Eastern North American Seismic Velocity Structure

The “Database of Central and Eastern North American Seismic Velocity Structure” involves the compilation of one-dimensional (1D) seismic velocity-depth functions for central and eastern North America (CENA). The present database is an update of the report by Chulick and Mooney (2002) who present a compilation and statistical analysis of 1D seismic velocity-depth functions for North America and its margins. All seismic velocity-depth functions are extracted from peer-reviewed journal articles, with 86% derived from active-source seismic refraction profiles and the remaining 14% from receiver functions or local earthquake tomography models. No reanalysis of the original seismic field data was undertaken. The database of Chulick and Mooney (2002) covered a much larger region than central and eastern North America. In 2013 the USGS focused on augmenting the Chulick and Mooney (2002) database to update the coverage specifically for central and eastern North America. This augmented compilation was done to help characterize the seismic site response at the locations of nuclear power facilities and was a deliverable specified by a USGS-Nuclear Regulatory Commission Inter-agency Work Agreement, which can be found at https://www.nrc.gov/docs/ML1428/ML14280A412.pdf. Each seismic velocity-depth function is specified by its unique latitude and longitude and consists of the published crustal model for the subsurface Earth layers at that location, with each layer specified by compressional-wave velocity, shear-wave velocity, thickness, and depth. Each entry also includes other information, such as: elevation, geologic province, age of last significant thermo-tectonic activity, and the principal seismic methodology used to determine the velocity-depth function.
Chulick, G.S., and Mooney, W.D., 2002, Seismic Structure of the Crust and Uppermost Mantle of North America and Adjacent Oceanic Basins: A Synthesis, Bulletin of the Seismological Society of America, vol.92, no.6, p.2478–2492.

Tags: earthquake-hazards-program, earthquake-science-center, ehp, esc, usgs, usgs-608805a2d34e0fbbe3ddb82d
Organization: Department of the Interior
Database for the Central United States Velocity Model, v1.3

We have developed a new three-dimensional seismic velocity model of the central United States (CUSVM) that includes the New Madrid Seismic Zone (NMSZ) and covers parts of Arkansas, Mississippi, Alabama, Illinois, Missouri, Kentucky, and Tennessee. The model represents a compilation of decades of crustal research consisting of seismic, aeromagnetic, and gravity profiles; geologic mapping; geophysical and geological borehole logs; and inversions of the regional seismic properties. The density and P- and S-wave velocities are synthesized in a stand-alone spatial database that can be queried to generate the required input for numerical seismic-wave propagation simulations. The velocity model has been tested and calibrated by simulating ground motions of the 18 April 2008 Mw 5.4 Mt. Carmel, Illinois, earthquake and comparing the results with observed records within the model area (see associated publication).

Tags: earthquake-hazards-program, earthquake-science-center, ehp, esc, usgs, usgs-60880867d34e0fbbe3ddba0a
Organization: Department of the Interior
Tug Hill Glacial Aquifer Boundaries

The U.S. Geological Survey in cooperation with the New York State Department of Environmental Conservation, the Tug Hill Commission, the Jefferson County Soil and Water Conservation District, the Oswego County Soil and Water Conservation District, and the Tug Hill Land Trust studied the northern and central parts of the Tug Hill glacial aquifer to help communities make sound decisions about the groundwater resource. This child item dataset contains locations of aquifer boundaries for the northern and central parts of the Tug Hill aquifer.

Tags: aquifer, groundwater, jefferson-county, new-york, oswego-county, united-states, usgs-60881ef3d34e0fbbe3ddc3f8
Organization: Department of the Interior
Pesticide Concentrations Measured in Zooplankton Samples Collected from the Sacramento River and Yolo Bypass, California, 2017-2020

Zooplankton samples were collected at a site in the Yolo Bypass in Northern California and at a comparison site on the Sacramento River below the city of Sacramento and analyzed for a large suite of current-use pesticides and degradates. Samples were collected biweekly in the summer/fall 2017 and 2018, and from May 2019−March 2020. Samples were collected by towing a 150-micron conical plankton net for 5 minutes by boat at each site. In the laboratory, zooplankton samples were filtered through a 63-micrometer sieve to separate the zooplankton and vegetation/detritus from the water. Large sticks, twigs, rocks, and leaves were rinsed with organic free water into the sieve and then discarded. The remaining mass in the sieve was transferred into 50 milliliter plastic centrifuge tubes, frozen overnight at -20 degrees celsius, dehydrated completely using a freeze dryer, and then stored at -20 degrees celsius. Immediately prior to analysis, each freeze-dried sample was homogenized and subsampled to a targeted final weight of 0.5 to 1.0 grams. Each subsample was further homogenized with sodium sulfate and extracted with dichloromethane at 100 degrees celsius and 1500 PSI using an ASE 200 solvent extraction system. Extracts were cleaned up using activated carbon, evaporated to 200 microliters in ethyl acetate, internal standards added, and analyzed by gas chromatography-tandem mass spectrometry for 86 pesticides. A total of 29 pesticides were detected in the zooplankton samples, and 70 of the 73 samples collected contained multiple pesticides (up to 17 per sample). The most frequently detected compounds in zooplankton were 3,4-dichloroanline, azoxystrobin, bifenthrin, p,p’-DDD, p,p’-DDE, pendimethalin, and thiobencarb.

Tags: california, environment, pesticide-and-herbicide-contamination, sacramento, usgs-608840acd34e5611588f8ca5, zooplankton
Organization: Department of the Interior
Decker coalfield clinker from 1999 National Coal Resource Assessment (dkclkg.shp)

This ArcView shapefile contains a representation of clinker
in the Decker coalfield area.  This theme was created
specifically for the National Coal Resources Assessment in
the Northern Rocky Mountains and Great Plains Region.

Tags: big-horn-county, burned-coal, clinker, coal, decker-coalfield, economy, environment, geoscientificinformation, montana, nca2000, northern-rocky-mountains-and-great-plains, nrockiescoal, powder-river-basin, powder-river-county, powderbasincoal, rosebud-county, usgs-60a80860d34ea221ce4e5632
Organization: Department of the Interior
Spatial mark-recapture and chew card rat data on Guam and Rota, 2018-2019

We provide four datasets: Mark recapture and trapping effort, Grid layout, Chew cards, and Trail camera validation. Mark recapture and trapping effort has one row for every live-trap night, including the unique grid identification code, date of trap check, cumulative rain amount from the 24-hr period before the trap check, unique trap identification, trap status, unique individual rat identification (ID) and associated morphometrics, and rat fate. Grid layout includes the unique grid identification code, unique trap identification, and GPS coordinates of the traps. Chew cards has one row for every chew-card night, including the unique grid identification code, date of chew-card check, unique chew-card identification, and whether the card had been chewed by a rat. Trail camera validation has one row for every chew-card night that had a functioning trail camera and that we identified as having a rat chew in the field. These data include the unique grid identification code, chew-card night date, unique chew-card identification, whether the card was identified as having a rat chew in the field, and whether image(s) of a rat chewing that card were captured on camera.

Tags: biota, guam, relative-abundance-analysis, rota, usgs-6088475cd34e5611588f8da1, wildlife-population-management
Organization: Department of the Interior
Effects of rotenone on nesting Ospreys (Pandion haliaetus) at Hyatt and Howard Prairie Reservoirs, OR, 1988-1992

To assess the effects of rotenone (fish toxicant) treatment and possible fish removal effects on nesting Osprey (Pandion haliaetus) populations, nests were observed at two reservoirs east of Ashland, Oregon. Hyatt Reservoir was treated with rotenone on October 12, 1989. Howard Prairie was observed as an untreated reference area. Nests at both reservoirs were observed two years pre-treatment (1988, 1989) and two years post-treatment (1990, 1992).
The dataset contains Osprey reproductive parameters, foraging parameters, prey delivery rates and bald eagle piracy rates at eight intensively observed nests. Fish stocking records and creel data were obtained from the Oregon Department of Fish &amp; Wildlife for both reservoirs for the study period.

Tags: ameiurus-nebulosus, bald-eagle, biota, birds, brood-reduction, brown-bullhead, fish, haliaeetus-leucocephalus, howard-prairie-reservoir, hyatt-reservoir, jackson, largemouth-bass, micropterus-salmoides, nesting-population, oncorhynchus-mykiss, oregon, osprey, pandion-haliaetus, prey-delivery-rates, prey-loss, rainbow-trout, reproduction, rotenone, spring-steelhead, usgs-6088536fd34e5611588f9086, wildlife-biology, winter-steelhead
Organization: Department of the Interior