AndreaBozzo/ceres-open-data-index huggingface dataset:
Ground conductivity measurements at selected National Wildlife Refuges: Jerde, Montana, 2017

Shallow subsurface electrical conductivity was mapped at Jerde National Wildlife Refuge (NWR) in northeast Montana using the DUALEM421 electromagnetic sensor (Dualem, Inc., ON, Canada) in the winter of 2017. Data were acquired by towing the DUALEM421 sensor on a sled behind an all-terrain vehicle or snow machine, with the sensor at a nominal height of 0.3 meters (m) above ground surface. Approximately 10 line-kilometers (km) of data were acquired over an area of approximately 1 square-kilometer. Data were manually edited to remove sensor dropouts, lag corrected for apparent offsets between recorded GPS location and data locations for each coil pair, and averaged to a sounding distance of 1m along the survey path; data were not decoupled from infrastructure noise sources (powerlines, pipelines, fences, etc.) or corrected for sensor pitch or roll. This data release contains raw and processed electromagnetic data. Digital data are described by the data dictionaries. Additional details regarding the processing steps are described in the metadata.

Tags: electromagnetic-surveying, electromagnetics, environment, geology-geophysics-and-geochemistry-science-center, geophysics, geoscientificinformation, gggsc, groundwater, hydrogeology, jerde, montana, national-wildlife-refuge, norock, northern-rocky-mountain-science-center, prairie-pothole-region, resistivity, salinity, science-team-about-energy-and-plains-and-potholes-environments, sheridan-county, steppe, usgs-5e7518afe4b01d50926e6396, water-resources, williston-basin
Organization: Department of the Interior
Mine Safety and Health At A Glance Calendar year

Reports the following metrics:  All injury rate; citations and orders issued, dollar amount assessed (millions); fatal injury rate; fatalities; number of miners; number of mines; production (millions of tons); S&S citations and orders (%); Total mining area inspection (hours per mine)

Tags: miners, mines, mining-contractors, mining-data, mining-fatalities, mining-injuries, mining-injury-rates, mining-operators, mining-safety-statistics, mining-statistics, mining-trends, mining-yearly-comparisons, msha, msha-at-the-glance
Organization: Department of Labor
Sweat and Toil API

These datasets contain information on child labor and forced labor worldwide from ILAB’s three flagship reports: Findings on the Worst Forms of Child Labor; List of Goods Produced by Child Labor or Forced Labor; and List of Products Produced by Forced or Indentured Child Labor. There are 14 tables containing data from the 2015-2019 reporting cycles and 11 tables from the 2014 reporting cycle. ILAB plans to update the structure of the API. This information is also available in ILAB’s app, Sweat & Toil: Child Labor, Forced Labor, and Human Trafficking Around the World. For more information, see ILAB’s International Child Labor and Forced Labor Reports page. https://www.dol.gov/agencies/ilab/resources/reports/child-labor/findings https://developer.dol.gov/others/sweat-and-toil/

Tags: child-labor, ilab
Organization: Department of Labor
Ground conductivity measurements at selected National Wildlife Refuges: Hansen, Montana, 2017

Shallow subsurface electrical conductivity was mapped at Hansen National Wildlife Refuge (NWR) in northeast Montana using the DUALEM421 electromagnetic sensor (Dualem, Inc., ON, Canada) in the winter of 2017. Data were acquired by towing the DUALEM421 sensor on a sled behind an all-terrain vehicle or snow machine, with the sensor at a nominal height of 0.3 meters (m) above ground surface. Approximately 10 line-kilometers (km) of data were acquired over an area of approximately .2 square-kilometers. Data were manually edited to remove sensor dropouts, lag corrected for apparent offsets between recorded GPS location and data locations for each coil pair, and averaged to a sounding distance of 1m along the survey path; data were not decoupled from infrastructure noise sources (powerlines, pipelines, fences, etc.) or corrected for sensor pitch or roll. This data release contains raw and processed electromagnetic data. Digital data are described by the data dictionaries. Additional details regarding the processing steps are described in the metadata.

Tags: electromagnetic-surveying, electromagnetics, environment, geology-geophysics-and-geochemistry-science-center, geophysics, geoscientificinformation, gggsc, groundwater, hansen, hydrogeology, montana, national-wildlife-refuge, norock, northern-rocky-mountain-science-center, prairie-pothole-region, resistivity, salinity, science-team-about-energy-and-plains-and-potholes-environments, sheridan-county, steppe, usgs-5e75189fe4b01d50926e6370, water-resources, williston-basin
Organization: Department of the Interior
Ground conductivity measurements at selected National Wildlife Refuges: Goose Lake, Montana, 2017

Shallow subsurface electrical conductivity was mapped at Goose Lake National Wildlife Refuge (NWR) in northeast Montana using the DUALEM421 electromagnetic sensor (Dualem, Inc., ON, Canada) in the winter of 2017. Data were acquired by towing the DUALEM421 sensor on a sled behind an all-terrain vehicle or snow machine, with the sensor at a nominal height of 0.3 meters (m) above ground surface. Approximately 15 line-kilometers (km) of data were acquired over an area of approximately 1 square-kilometer. Data were manually edited to remove sensor dropouts, lag corrected for apparent offsets between recorded GPS location and data locations for each coil pair, and averaged to a sounding distance of 1m along the survey path; data were not decoupled from infrastructure noise sources (powerlines, pipelines, fences, etc.) or corrected for sensor pitch or roll. This data release contains raw and processed electromagnetic data. Digital data are described by the data dictionaries. Additional details regarding the processing steps are described in the metadata.

Tags: electromagnetic-surveying, electromagnetics, environment, geology-geophysics-and-geochemistry-science-center, geophysics, geoscientificinformation, gggsc, goose-lake, groundwater, hydrogeology, montana, national-wildlife-refuge, norock, northern-rocky-mountain-science-center, prairie-pothole-region, resistivity, salinity, science-team-about-energy-and-plains-and-potholes-environments, steppe, usgs-5e751890e4b01d50926e6348, water-resources, williston-basin
Organization: Department of the Interior
Formulation Execution Performance and Planning (DEBS)

DEBS collects and maintains data in the context of automating the end-to-end budget formulation and execution lifecycle, and key departmental performance processes. DOL is transitioning from DEBS to a new system. As of September 2025, the transition of budget formulation activities has occured.

Tags: budget, dbc, execution, formulation, justification, oasam, oasam-dbc-budget, performance, pmc
Organization: Department of Labor
Ground conductivity measurements at selected National Wildlife Refuges: Gjesdal East, Montana, 2017

Shallow subsurface electrical conductivity was mapped at Gjesdal East National Wildlife Refuge (NWR) in northeast Montana using the DUALEM421 electromagnetic sensor (Dualem, Inc., ON, Canada) in the winter of 2017. Data were acquired by towing the DUALEM421 sensor on a sled behind an all-terrain vehicle or snow machine, with the sensor at a nominal height of 0.3 meters (m) above ground surface. Approximately 13 line-kilometers (km) of data were acquired over an area of approximately .7 square-kilometers. Data were manually edited to remove sensor dropouts, lag corrected for apparent offsets between recorded GPS location and data locations for each coil pair, and averaged to a sounding distance of 1m along the survey path; data were not decoupled from infrastructure noise sources (powerlines, pipelines, fences, etc.) or corrected for sensor pitch or roll. This data release contains raw and processed electromagnetic data. Digital data are described by the data dictionaries. Additional details regarding the processing steps are described in the metadata.

Tags: electromagnetic-surveying, electromagnetics, environment, geology-geophysics-and-geochemistry-science-center, geophysics, geoscientificinformation, gggsc, gjesdal-east, groundwater, hydrogeology, montana, national-wildlife-refuge, norock, northern-rocky-mountain-science-center, prairie-pothole-region, resistivity, salinity, science-team-about-energy-and-plains-and-potholes-environments, sheridan-county-mt, steppe, usgs-5e751880e4b01d50926e6339, water-resources, williston-basin
Organization: Department of the Interior
High-resolution seismic imaging of the West Napa Fault Zone at Saintsbury Winery, Napa, California

In November 2016, the U.S. Geological Survey acquired high-resolution P- and S-wave seismic data across the surface trace of the West Napa Fault zone at Saintsbury Winery in Napa, California. We acquired seismic reflection, refraction, and guided-wave data along a 115-m-long profile across the known surface rupture zone of the West Napa Fault zone.  To acquire the reflection and refraction data, we co-located shots and geophones, spaced every meter along the profile.  We used 116 SercelTM L40A P-wave (40-Hz vertical-component) geophones with a sensitivity of 22.34 volts/meter/second to record 116 P-wave shots.  We also used 116 SercelTM L28-LBH S-wave (4.5-Hz horizontal-component) geophones with a sensitivity of 31.3 volts/meter/second to record 116 S-wave shots. We generated P-wave data using a 2.5-kg sledgehammer and steel plate combination. S-wave sources were generated by horizontally striking an aluminum block with a 2.5-kg sledgehammer. We acquired fault-zone guided-wave data by generating P- and S-wave energy (2.5-kg sledgehammer and steel plate or aluminum block) approximately 22, 45, and 105 m northwest of the P- and S-wave recording arrays. All data were recorded using two 60-channel Geometrics Stratavisor NX-60TM seismographs with a 24-bit analog-to-digital converter (Subcommittee of the SEG Engineering and Groundwater Geophysics Committee, 1990); the seismographs were connected to the P- and S-wave geophones via refraction cables. Each shot was recorded for two seconds, with data recording starting 100 ms before the actual time of the shot.  Data were recorded at a sampling rate of 0.5 ms, or 2000 samples per second. This report provides the metadata needed to utilize the seismic data.

Tags: earthquake-hazards, faulting-geologic, napa, northern-california, seismic-reflection-methods, seismic-refraction-methods, seismology, usgs-5e59d63ae4b01d50924ca226
Organization: Department of the Interior
Ground conductivity measurements at selected National Wildlife Refuges: Dogleg, Montana, 2017

Shallow subsurface electrical conductivity was mapped at Dogleg National Wildlife Refuge (NWR) in northeast Montana using the DUALEM421 electromagnetic sensor (Dualem, Inc., ON, Canada) in the winter of 2017. Data were acquired by towing the DUALEM421 sensor on a sled behind an all-terrain vehicle or snow machine, with the sensor at a nominal height of 0.3 meters (m) above ground surface. Approximately 14 line-kilometers (km) of data were acquired over an area of approximately .6 square-kilometers. Data were manually edited to remove sensor dropouts, lag corrected for apparent offsets between recorded GPS location and data locations for each coil pair, and averaged to a sounding distance of 1m along the survey path; data were not decoupled from infrastructure noise sources (powerlines, pipelines, fences, etc.) or corrected for sensor pitch or roll. This data release contains raw and processed electromagnetic data. Digital data are described by the data dictionaries. Additional details regarding the processing steps are described in the metadata.

Tags: dogleg, electromagnetic-surveying, electromagnetics, environment, geology-geophysics-and-geochemistry-science-center, geophysics, geoscientificinformation, gggsc, groundwater, hydrogeology, montana, national-wildlife-refuge, norock, northern-rocky-mountain-science-center, prairie-pothole-region, resistivity, salinity, science-team-about-energy-and-plains-and-potholes-environments, steppe, usgs-5e75186ae4b01d50926e62f3, water-resources, williston-basin
Organization: Department of the Interior
Ground conductivity measurements at selected National Wildlife Refuges: Bigslough, Montana, 2017

Shallow subsurface electrical conductivity was mapped at Bigslough National Wildlife Refuge (NWR) in northeast Montana using the DUALEM421 electromagnetic sensor (Dualem, Inc., ON, Canada) in the winter of 2017. Data were acquired by towing the DUALEM421 sensor on a sled behind an all-terrain vehicle or snow machine, with the sensor at a nominal height of 0.3 meters (m) above ground surface. Approximately 36 line-kilometers (km) of data were acquired over an area of approximately 2 square-kilometers. Data were manually edited to remove sensor dropouts, lag corrected for apparent offsets between recorded GPS location and data locations for each coil pair, and averaged to a sounding distance of 1m along the survey path; data were not decoupled from infrastructure noise sources (powerlines, pipelines, fences, etc.) or corrected for sensor pitch or roll. This data release contains raw and processed electromagnetic data. Digital data are described by the data dictionaries. Additional details regarding the processing steps are described in the metadata.

Tags: bigslough, electromagnetic-surveying, electromagnetics, environment, geology-geophysics-and-geochemistry-science-center, geophysics, geoscientificinformation, gggsc, groundwater, hydrogeology, montana, national-wildlife-refuge, norock, northern-rocky-mountain-science-center, prairie-pothole-region, resistivity, salinity, science-team-about-energy-and-plains-and-potholes-environments, sheridan-county, steppe, usgs-5e751852e4b01d50926e62cb, water-resources, williston-basin
Organization: Department of the Interior
Oregon spotted frog (Rana pretiosa) monitoring data for metademographic analysis 2010-2018, Oregon

This dataset contains information from surveys conducted 2010-2018 by USGS as part of a long-term Oregon spotted frog monitoring effort in the central Oregon range. Data consist of site, survey, habitat, and species detection covariates, as well as inter-site distance measurements.

Tags: aquatic, aquatic-biology, biota, cascade-range, day, deschutes-county, environment, inlandwaters, klamath-county, land-surface, lane-county, linn-county, modern, native-species, oregon, pacific-northwest, population-dynamics, riparian, spring, summer, usgs-5e599a06e4b01d50924ca1d5, wasco-county
Organization: Department of the Interior
MSHA 107(a) Orders Issued

Listing of 107(a) Orders issued by MSHA since July 1, 2010. This listing does not include any vacated orders.
From Mine Act: SEC. 107. (a) If, upon any inspection or investigation of a coal or other mine which is subject to this Act, an authorized representative of the Secretary finds that an imminent danger exists, such representative shall determine the extent of the area of such mine throughout which the danger exists, and issue an order requiring the operator of such mine to cause all persons, except those referred to in section 104(c), to be withdrawn from, and to be prohibited from entering, such area until an authorized representative of the Secretary determines that such imminent danger and the conditions or practices which caused such imminent danger no longer exist. The issuance of an order under this subsection shall not preclude the issuance of a citation under section 104 or the. proposing of a penalty under section 110.

Tags: 107-a-orders, citations-and-orders, controller-id, enforcement, mine-id, mine-operator, mining, msha, operator-id, violation-date, violation-number, violations
Organization: Department of Labor
Machine-learning model predictions and rasters of specific conductance in the Mississippi Alluvial Plain

Boosted regression trees (BRT), a type of ensemble-tree machine-learning method, were used to predict specific conductance concentration at multiple depths throughout the Mississippi River Valley alluvial aquifer (MRVA) and underlying aquifers. Groundwater from the MRVA, coincident with the Mississippi Alluvial Plain (MAP), is a vital resource for agriculture and drinking-water supplies in the central United States. Water availability can be limited in some areas of the aquifer by high concentrations of salinity, measured as specific conductance. Two models were created to test the incorporation of datasets from a regional aerial electromagnetic (AEM) survey and evaluate model performance. Explanatory variables for the BRT models included attributes associated with well location and construction, surficial variables (such as hydrologic position and recharge), and variables from the AEM survey of the aquifer. This data release provides the R scripts to tune and reproduce the BRT models and final prediction rasters. 
For a full description of modeling workflow and final model selection see: 
Killian, C.D. and Knierim, K.J., (2022) Machine learning predictions of groundwater specific conductance in the Mississippi Alluvial Plain, United States with evaluation of geophysical and regional aerial electromagnetic data as predictor variables, US Geological Survey Scientific Investigations Report XXXX.

Tags: aquifer, arkansas, boosted-regression-tree, environment, geoscientificinformation, groundwater, groundwater-quality, illinois, louisiana, machine-learning, mathematical-modeling, mississippi, mississippi-alluvial-plain, mississippi-river-valley-alluvial-aquifer, missouri, mrva, science-center, tennessee, u-s-geological-survey, usgs, usgs-5e750a89e4b01d50926e1e26, water-availability-and-use-science-program, wausp
Organization: Department of the Interior
Published

Intervention Issue Resolved or Closed dataset contains data to assist with analysis of the Intervention records not resolved timely. This dataset contains the following data: All Intervention records where resolution is Resolved prior to Intervention, Resolution Closed - Inactivity, Resolution Closed - Prolonged Duration, Resolutions Closed - Escalated to ALJ, Resolved With Conference, Resolved without Conference (excluding records from deleted cases), Received date, Case Type, Case Status, Payment Status, Extent of Injury, Injury Type, Office of the User who closed Intervention, User who closed Intervention, RCE of the Case at the time when the Intervention record was closed.
Intervention issue resolved or closed within 90 days; target 85% (OPS Plan Goal Language).

Tags: case, injury, intervention, longshore, payment
Organization: Department of Labor
Argon data for Central Anatolian Ophiolite

This dataset accompanies planned publication 'Conditions, mechanisms, and timing of high-grade metamorphism and ductile deformation of the southern segment of the Central Anatolian Ophiolite'. The Ar/Ar data are for samples that record the metamorphic deformation of the ophiolite. The geochronology provides time constraints for the deformation studied in the manuscript. Samples were collected from the Central Anatolian Ophiolite by Molly Radwany and Donna Whitney, who sent them to the USGS for Ar/Ar analysis.

Tags: 40ar-39ar, anatolia, argon-geochronology-laboratory, geochronology, geology-geophysics-and-geochemistry-science-center, geoscientificinformation, gggsc, mass-spectroscopy, mineral-resources-program, mrp, ophiolite, radiometric-dating, turkey, u-s-geological-survey, usgs, usgs-5e74e39ae4b01d50926c6a29
Organization: Department of the Interior
Longshore non conference action data

Non-Conference Action dataset contains all Intervention records received a recommendation within number of days with no conference, Resolutions Confirmation, Written Recommendation and DD Order (no records from deleted cases). It also contains the following data: Start Date and End Date, Case Type, Case Status, Extent of Injury, Injury Type, Office of the User who closed Intervention, RCE of the Case when Intervention record was closed.
Recommendation for Intervention issue is made within 90 days of LS-7 if no conference; target: 85% (OPS Plan Goal Language).

Tags: case, injury, intervention, longshore, resolution
Organization: Department of Labor
Published

Conference Memo Final dataset contains all Conference records that been held where at least 1 Interim Memo was Issued. It also includes the Interim Conference Issues start and end dates, case type, case status, payments status, Extent of Injury, Injury Type, Office of the User who issued conference memorandum type Final.
*Measure the number of days between the date the conference is held and the memorandum type Final is issued (OPS Goal Language)

Tags: conference, injury, longshore, memo, payment
Organization: Department of Labor
LANDFIRE Remap Forest Canopy Bulk Density (CBD) Marshall Islands

LANDFIRE’s (LF) 2016 Remap (Remap) Canopy Bulk Density (CBD) describes the mass of available canopy fuel per unit canopy volume that would burn in a crown fire. A spatially explicit map of CBD supplies information used in fire behavior models to determine the spread characteristics of crown fires across the landscape. The CBD mapping process derives field referenced estimates of canopy characteristics through LF Reference Database (LFRDB) plot analysis. Utilizing the LFRDB plots, field referenced CBD values are computed for each plot with the canopy fuel estimation software FuelCalc. In FuelCalc, for tree species that have no crown biomass, an equation for a species with a similar genus is used as a substitute. Species widely considered to be resistant to fire are excluded, for example, Acer and Populus spp. are excluded from the canopy fuel profile because these species are considered relatively inflammable and therefore unavailable. 
CBD has a series of post-processing techniques and logic checks ensuring it is relevant in the context of other fuel products and fire behavior predictions. All non-forest values and non-burnable types such as urban, barren, snow and ice, and agriculture are coded as 0. Some stands dominated by broadleaf species which typically do not permit initiation of crown fire (e.g. Populus spp.) are coded with a CBD of 0.01 kg m-3.  In some instances, LF Remap assumes the potential burnable biomass in the tree canopy has been accounted for in the surface fuel model. For example, young or short conifer stands where the trees are represented by a shrub type fuel model will not have canopy characteristics. 
LF Remap Annual Disturbance products are incorporated into CBD to provide informed changes by disturbance type, severity, and time since disturbance (TSD). Annual Disturbance products provide a pre-disturbance scenario represented by LF Remap existing vegetation products. Reporting of the pre-disturbance scenario helps to calculate CBD, with information about vegetation type, cover, and height impacted by a disturbance. With the use of Annual Disturbance products, CBD also has capable fuels functionality. Capable fuels calculate TSD assignments for disturbed areas using an "effective year." For example, year 2020 fuels may be calculated for the year 2020. the new process considers all the existing disturbances included in LF Remap and adjusts the TSD for these to the effective year (2020 in the example), making the products "2020 capable fuels." More information about capable fuels can be found at https://www.landfire.gov/lf_remap.php.

Tags: biota, canopy-bulk-density, cbd, fires, geographic-information-systems, geospatial-datasets, hazard-preparedness, ia, image-collections, imagerybasemapsearthcover, insular-areas, landfire-2016-remap, lf-2016-remap, marshall-islands, oconus, raster-digital-data, remote-sensing, u-s-forest-service-usfs, u-s-geological-survey-usgs, united-states, us, usgs-5e74893e-42c8-46c5-8732-a9c4b32c389a
Organization: Department of the Interior