AndreaBozzo/ceres-open-data-index huggingface dataset:
Risk-Targeted Maximum Considered Earthquake Spectral Response Accelerations for the 2015 NEHRP Recommended Seismic Provisions, 2016 ASCE/SEI 7 Standard, and 2018 International Building Code

The Risk-Targeted Maximum Considered Earthquake (MCER) spectral response acceleration (S_S and S_1) values of the 2015 NEHRP Recommended Seismic Provisions, the 2016 ASCE/SEI 7 Standard, and the 2018 International Building Code are calculated from the downloadable data via the following equations:
S_S = min[ S_SUH * C_RS , max( S_SD84th , 1.5 ) ]
S_1 = min[ S_1UH * C_R1 , max( S_1D84th , 0.6 ) ]
where
S_SUH &amp; S_1UH = uniform-hazard spectral accelerations at periods of 0.2 &amp; 1.0 seconds, respectively
C_RS &amp; C_R1 = risk coefficients at spectral periods of 0.2 &amp; 1.0 seconds, respectively
S_SD84th &amp; S_1D84th = 84th-percentile spectral accelerations at periods of 0.2 &amp; 1.0 seconds, respectively
The data cover six distinct geographic regions:  1) the conterminous United States, 2) Alaska, 3) Hawaii, 4) Puerto Rico and the U.S. Virgin Islands, 5) Guam and Northern Mariana Islands, and 6) American Samoa.  DETAILED METADATA, ABOUT THE DATA FOR EACH GEOGRAPHIC AREA, CAN BE FOUND IN THE ZIP ARCHIVE TITLED:  AllMetadataMCER.zip

Tags: 2015, 2015-nehrp, 2016, 2016-asce-sei-7, 2018, 2018-ibc, alabama, alaska, american-samoa, arizona, arkansas, california, colorado, connecticut, delaware, district-of-columbia, florida, georgia, guam, hawaii, idaho, illinois, indiana, iowa, kansas, kentucky, louisiana, maine, maryland, massachusetts, michigan, minnesota, mississippi, missouri, montana, nebraska, nevada, new-hampshire, new-jersey, new-mexico, new-york, north-carolina, north-dakota, northern-mariana-islands, ohio, oklahoma, oregon, pennsylvania, puerto-rico, rhode-island, risk, seismic, south-carolina, south-dakota, tennessee, texas, united-states, united-states-virgin-islands, usa, usgs-5e7f957ae4b01d5092794112, utah, vermont, virginia, washington, west-virginia, wisconsin, wyoming
Organization: Department of the Interior
Maximum Considered Earthquake Geometric Mean Peak Ground Accelerations for the 2015 NEHRP Recommended Seismic Provisions, 2016 ASCE/SEI 7 Standard, and 2018 International Building Code

The Maximum Considered Earthquake Geometric Mean (MCEG) peak ground acceleration (PGA) values of the 2015 NEHRP Recommended Seismic Provisions, the 2016 ASCE/SEI 7 Standard, and the 2018 International Building Code can be calculated from the downloadable data via the following equations:
PGA = min[ PGA_UH, max( PGA_D84th , 0.5 ) ]
where
PGA_UH = uniform-hazard peak ground accelerations
PGA_D84th = 84th-percentile peak ground accelerations
The data cover six distinct geographic regions:  1) the conterminous United States, 2) Alaska, 3) Hawaii, 4) Puerto Rico and the U.S. Virgin Islands, 5) Guam and Northern Mariana Islands, and 6) American Samoa.  DETAILED METADATA, ABOUT THE DATA FOR EACH GEOGRAPHIC AREA, CAN BE FOUND IN THE ZIP ARCHIVE TITLED:  AllMetadataMCEG.zip

Tags: 2015, 2015-nehrp, 2016, 2016-asce-sei-7, 2018, 2018-ibc, alabama, alaska, american-samoa, arizona, arkansas, california, colorado, connecticut, delaware, district-of-columbia, florida, georgia, guam, hawaii, idaho, illinois, indiana, iowa, kansas, kentucky, louisiana, maine, maryland, massachusetts, michigan, minnesota, mississippi, missouri, montana, nebraska, nevada, new-hampshire, new-jersey, new-mexico, new-york, north-carolina, north-dakota, northern-mariana-islands, ohio, oklahoma, oregon, pennsylvania, puerto-rico, rhode-island, risk, seismic, south-carolina, south-dakota, tennessee, texas, united-states, usa, usgs-5e7f9536e4b01d509279410f, utah, vermont, virginia, washington, west-virginia, wisconsin, wyoming
Organization: Department of the Interior
Surface Displacement Observations of the 2019 Ridgecrest, California Earthquake Sequence

Surface rupture associated with the 2019 Ridgecrest, California earthquake sequence includes the dominantly left-lateral and northeast-striking M6.4 rupture and dominantly right-lateral and northwest-striking M7.1 rupture. This data release includes surface-displacement observations of these ruptures made by teams of federal, state, academic, and private sector geologists between July and November 2019. These displacement observations describe laterally and/or vertically displaced cultural and geomorphic features. Displacement data included in this release are a subset of observations included in a Seismological Society of America Data Mine article (Ponti et al., in review). Our intent is to compile a complete set of field measurements for the M6.4 and M7.1 ruptures for the purpose of evaluating patterns of surface displacement along fault strike. In evaluating the original data, we synthesized duplicate and repeated measurements at a site, excluded some measurements with insufficient documentation or based on compiler judgement, and combined some measurements across zones of complex faulting (e.g., including summed measurements for subparallel fault strands). Additional discussion of these data is included in a companion journal article (DuRoss et al., in press, Bulletin of the Seismological Society of America).

Tags: california, china-lake, displacement, earthquake, fault, ridgecrest, salt-wells-valley, usgs-5e7e79afe4b01d50927718a1
Organization: Department of the Interior
Worksheet for computing annual exceedance probability flood discharges and prediction intervals at stream sites in Connecticut

The U.S. Geological Survey (USGS), in cooperation with Connecticut Department of Transportation, completed a study to improve flood-frequency estimates in Connecticut. This companion data release is a Microsoft Excel workbook for: (1) computing flood discharges for the 50- to 0.2-percent annual exceedance probabilities from peak-flow regression equations, and (2) computing additional prediction intervals, not available through the USGS StreamStats web application. The current StreamStats application (version 4) only computes the 90-percent prediction interval for stream sites in Connecticut. 
The Excel workbook can be used to compute the 70-, 80-, 90-, 95-, and 99-percent prediction intervals. The prediction interval provides upper and lower limits of the estimated flood discharge with a certain probability, or level of confidence in the accuracy of the estimate.  The standard error of prediction for the Connecticut peak-flow regression equations ranged from 26.3 to 45.0 percent (Ahearn and Hodgkins, 2020). The Excel workbook consists of four worksheets. The worksheets provide an overview of how the application works; input and output tables of the explanatory variables and flood discharges, and graphical display of the results; and the computational formulas used to estimate the flood discharges and prediction intervals.

Tags: annual-exceedance-probability, average-standard-error-of-prediction, flood-frequency, prediction-interval, usgs-5e7e6ed3e4b01d5092771850
Organization: Department of the Interior
High forb diversity prairie reconstruction at Neal Smith NWR 2005-2015

This data set consists of data collected during 2005-2007, 2010, and 2015 at Neal Smith National Wildlife Refuge in Iowa, USA that were used in the analysis in support of the article titled "Toward improving pollinator habitat: Reconstructing prairies with high forb diversity," which has been submitted to Natural Areas Journal. We compared pollinator habitat, in terms of planted forb richness, cover, and phenology, cover of planted grasses, and persistence of exotic species 10-years post-planting of reconstructions with 58 species (extra-high), 34 species (high), 20 species (medium) and 10 species (low) planted at the same time using the same fields, methods, and overall seeding rate.  Twelve replicates of three planting methods (dormant-season broadcast, growing-season broadcast, and growing-season drill) and four seed mix richness levels, fully crossed in a completely randomized design were planted in 2005 on three former agricultural fields.

Tags: biota, ecosystem-restoration, ecosystem-services-valuation, ecosystem-sustainability, environment, flowering-plants, grasses, grassland-ecosystem, habitats, invasive-cool-season-grasses, invasive-grasses, invasive-species, iowa, jasper-county, neal-smith-national-wildlife-refuge, pollinators, remediation, restoration, species-diversity, species-richness, usgs-5e7e4e5be4b01d509277179f, vegetation
Organization: Department of the Interior
Slope Values for the Island of Lanai Derived from 2007 NOAA DEM Data

This dataset was developed to model habitat suitability for two ungulate species on the island of Lanai. Slope was derived from a 10-m resolution DEM raster dataset created by NOAA.
This dataset, in addition to other datasets, was used to create the habitat suitability models. Datasets and indices derived for use in modeling efforts, as well as suitability models, are included within this data release.

Tags: axis-axis, axis-deer, biota, generalized-linear-model, habitat-suitability, hawaii, lanai, mouflon-sheep, ovis-musimon, random-generalized-linear-model, ungulate, usgs-5e7e4872e4b01d50927714b0
Organization: Department of the Interior
OSHA State Plan Application

SPA is the system of record for tracking State Plan adoption of federal OSHA standards and directives. In addition, it serves as system of record for OSHA approval of State Plan initiated standards and directives, CASPAs, and variances. Finally, SPA also houses a system of communication between OSHA and the State Plans. as a document storage component and contact management database component are in development and will be rolled out in the coming months.

Tags: osha
Organization: Department of Labor
Salesforce (Platform for National Cooperative Program Participants and Safe + Sound Campaign)

"This data set is used to store and manage contact information (e.g., addresses, phone numbers, and emails) pertaining to organizations and contacts associated with National Office cooperative programs (i.e., Alliance Program and OSHA Strategic Partnership Program participants, Challenge Administrators, and VPPPA representatives). This system also contains a portal into which National Alliance Program participants may login and submit information on Alliance-related dissemination efforts, events, speeches/presentations, and other activities. The information is then vetted before being transferred into the OIS Alliance module. OSHA is also exploring the portal as a bulletin board/listserve for engagment and cross-communication between National Alliances.  

This data set is also used to store contact information and additional details regarding contact's participation and engagement with OSHA via the Safe + Sound Campaign."

Tags: osha
Organization: Department of Labor
OSHA Technical Support System (OTSS)

The OSHA Technical Support System (OTSS) replaces LISA and TESA to serve as the main  database for the collection of sampling and analytical results produced during the laboratory analysis of chemical samples and to record, store, track and make available to OSHA personnel, and technical information pertaining to OSHA’s equipment servicing, which most often includes calibration measurements. The database directly supports laboratory processes in which sampling and analytical results are generated, processed, and distributed to OSHA field personnel as well as equipment ordering/servicing and agency consumable supply ordering related to field office technical support.

Tags: osha
Organization: Department of Labor
Habitat Suitability for Mouflon Sheep on the Hawaiian Island of Lanai

This dataset was developed to model habitat suitability for mouflon sheep on the island of Lanai. Model parameters include: cloud cover at 1400 HST, ground surface slope, mean annual precipitation, NDVI, elevation, bare soil, and deer habitat suitability. Datasets and indices derived for use in modeling efforts, as well as the suitability model developed for axis deer, are included within this data release.

Tags: habitat-suitability, hawaii, lanai, mouflon-sheep, ovis-musimon, random-generalized-linear-model, ungulate, usgs-5e7e4864e4b01d509277148c
Organization: Department of the Interior
Normalized Difference Vegetation Index (NDVI) Data for the Hawaiian Island of Lanai, Derived from 2011 WV2 imagery

This dataset was developed to model habitat suitability for two ungulate species on the island of Lanai. This includes raster data derived from WorldView-2 data to create a normalized difference vegetation index (NDVI). This index, in addition to other datasets, was used to develop habitat suitability models for Axis deer and mouflon sheep. Datasets and indices derived for use in modeling efforts, as well as suitability models, are included within this data release.

Tags: axis-axis, axis-deer, biota, generalized-linear-model, habitat-suitability, hawaii, lanai, mouflon-sheep, ovis-musimon, random-generalized-linear-model, ungulate, usgs-5e7e4852e4b01d5092771459
Organization: Department of the Interior
Formulation Execution Performance and Planning (Blueprint)

DOL is transitioning from DEBS to the Blueprint system as the Department's Budget Formulation, Budget Execution, and Performance Management system of record. As of September 2025, the transition of budget formulation activities has occurred and this system collects and maintains budget formulation data starting with the FY 2027 Budget Cycle. More capabilities will be added, which will lead to more data being collected and maintained.

Tags: budget, dbc, execution, formulation, justification, oasam, oasam-dbc-budget, performance
Organization: Department of Labor
Form PR Registration Filings Search Database

Registration system and data for pooled plan providers under the Employee Retirement Income Security Act (ERISA) and Internal Revenue Code. The Form PR includes information about the pooled plan provider, any affiliated service providers, and any criminal or civil proceedings related to the provider or its employees. The form must be filed electronically with the Department of Labor before the provider can begin operating pooled employer plans.

Tags: ebsa, form-pr, participants, pooled-plan
Organization: Department of Labor
Habitat suitability for axis deer on the Hawaiian Island of Lanai

This dataset was developed to model habitat suitability for axis deer on the island of Lanai. Model parameters include: cloud cover at 1400 HST, ground surface slope, mean annual precipitation, NDVI, elevation, and bare soil. Datasets and indices derived for use in modeling efforts, as well as the suitability model developed for mouflon sheep, are included within this data release.

Tags: axis-axis, axis-deer, generalized-linear-model, habitat-suitability, hawaii, lanai, ungulate, usgs-5e7e4844e4b01d509277142c
Organization: Department of the Interior
Better Trade Tool API

These datasets match 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) with U.S. import trade data, including Harmonized Tariff Schedule Codes, to empower users to advance efforts in supply chain transparency as well as strategic sourcing priorities. There are 3 tables combining data from ILAB’s essential reporting with U.S. import trade data.

Tags: child-labor, forced-labor, international-trade, trade-in-goods-and-services
Organization: Department of Labor
Annual State Obligations and Quarterly State Expenditures

Workforce Innovation and Opportunity Act (WIOA) State and Outlying Areas Quarterly Spending Summary for Adult, Youth, and Dislocated Worker by Program - State and Local spending combined, and by Report Activity - State spending separated from Local spending. WIOA annual obligation reports are also posted in the same formats. The data is extracted from the ETA-9130 Financial Reports and aggregated in user friendly summary reports. Data is available on ETA’s website at https://www.dol.gov/agencies/eta/budget/spending-updates/quarterly and https://www.dol.gov/agencies/eta/budget/spending-updates/annual.

Tags: eta-9130-data, financial-data, financial-reporting, grant-expenditures, grant-obligations, grant-spending-data, wioa-annual-state-obligation-reports, wioa-quarterly-state-expenditure-reports
Organization: Department of Labor
National Agricultural Workers Survey Public Access Data (NAWSPAD)

The NAWSPAD file contains 232 questionnaire variables and 125 summary and analytic variables from 71,311 in-person interviews that were administered in 48 states during federal fiscal years 1989-2020 (October 1, 1988, to September 30, 2020). Users can analyze these data for the United States and six regions. California is the only single-state region. County-level data are not available.

Tags: agriculture, eta, farm-labor
Organization: Department of Labor
Apprenticeship Grantee Quarterly Performance Data

This dataset contains Quarterly Performance Report data (QPR) for state and competitive apprenticeship grants beginning 7/1/2019 or later.  The dataset contains  aggregate-level  data on the number of new participants and others impacted by the grant, services provided, and performance outcomes.  Data is aggregated and summarized at the grantee level on a quarterly basis.

Tags: apprentice, eta, performance, registered-apprenticeship, training
Organization: Department of Labor
Complaint Tracking and Reporting System - All Modules; Reasonable Accommodation Tracking and Reporting System

DOL's internal computerized system used by Civil Rights Center management and employees to record and track EEO complaints (internal and external) and compliance reviews.

The Reasonable Accommodation Tracking System (RATS) is an electronic system for processing reasonable accommodation requests.  RATS allows the Reasonable Accommodation Resource Center to organize data to determine trends, fulfill the DLMS recordkeeping requirements, maintain a centralized repository of information, track when future action is needed (such as purchasing software upgrades), and allows for quick reference on the status and resolution of a request.

Tags: crc, oasam
Organization: Department of Labor
Methylmercury and associated data in macroinvertebrates from tributaries of Honnedaga Lake and from the Middle Branch Black River in New York.

Macroinvertebrate samples were collected from streams tributary to Honnedaga Lake and from the Middle Branch of the Black River during 2012-2016 and analyzed for methylmercury concentrations and for stable isotope ratios of nitrogen and carbon. Macroinvertebrates were identified in the field, and the level of taxonomic resolution varied from order to species; most taxa were identified to the family level. Specimens were field-processed into composite samples, field-frozen, and submitted to the mercury laboratory for freeze-drying and analysis. Subsamples were then submitted to the stable isotope laboratory for analysis of nitrogen and carbon isotope ratios. This database contains the resulting data and associated information for these composite samples of whole macroinvertebrates.

Tags: ecotoxicology, herkimer-county, honnedaga-lake, macroinvertebrates, methylmercury, middle-branch-black-river, new-york, streams, usgs-5e7e3d63e4b01d509276dbf9
Organization: Department of the Interior
Greater sage-grouse habitat suitability 15-years post simulated fire event and targeted sagebrush transplants (2015-2030)

Here, we present greater sage-grouse nesting habitat suitability 15-years after simulating a fire and planting of sagebrush. The planting design used here reflects the multi-year (my) habitat restoration effort where we used several moderate (sm) patches with high density (hd) planting of sagebrush. The planting was targeted for nesting habitat, and the data reflects simulated habitat conditions in 2030.
To assess the degree to which transplanting sagebrush (Artemisia spp.) could quickly restore former sage-grouse habitat and the strategies by which greater sage-grouse (Centrocercus urophasianus; hereafter, sage-grouse) habitat restoration is best accomplished, we linked vegetation transitions with habitat selection models to evaluate habitat recovery. Within our modeling extent (Tuscarora, Nevada), we simulated the fire-induced loss of habitat, planting of sagebrush seedlings, and the regrowth of sagebrush and other vegetation over 15 years. We used sagebrush growth equations and vegetation state transitions to return and grow vegetation within the burned and planted areas. Every year, we updated seasonal sage-grouse habitat selection maps by re-applying pre-fire habitat selection equations to re-calculate the proportion of suitable habitat gained by sagebrush restoration efforts. We evaluated alternative planting designs to identify the key factors influencing habitat selection outcomes. Specifically, we varied the number of plants, patch sizes, densities, location of planting sites (i.e., random versus within sage-grouse nesting habitat), as well as post-transplant (30, 70, or 100%) survival. We assumed all planting occurred in a single year. We ranked the influence of these different planting factors on sage-grouse habitat recovery across restoration scenario. The following data reflect nesting habitat conditions 15-years after a simulated fire and sagebrush revegetation. Here, we provide the habitat recovery results for one of many different planting designs assessed for this project.

Tags: biota, environment, fire, greater-sage-grouse, habitat-selection, nevada, nv, planting-design, sagebrush, state-and-transition-model, transplant, tuscarora, united-states, usgs-5e7e1918e4b01d509275511b, vegetation-restoration, vegetation-transition
Organization: Department of the Interior
Employment Navigator and Partnership Program (ENPP) Locations List

This dataset is a list of locations for the Employment Navigator and Partnership Program (ENPP) administered by the US Department of Labor Veterans' Employment and Training Service (VETS) for fiscal year (FY) 2024.

Tags: employment-navigators, enpp, military-spouse, office-of-national-programs, partnerships, tap, transition-assistance-program, transitioning-service-member, vets
Organization: Department of Labor
Bare Ground Index Data for the Hawaiian Island of Lanai, Derived from 2011 WV2 Imagery

This dataset was developed to model habitat suitability for two ungulate species on the island of Lanai. This includes raster data derived from WorldView-2 data to create a bare ground index. This index, in addition to other datasets, was used to create the habitat suitability models. Datasets and indices derived for use in modeling efforts, as well as suitability models, are included within this data release.

Tags: axis-axis, axis-deer, biota, generalized-linear-model, habitat-suitability, hawaii, lanai, mouflon-sheep, ovis-musimon, random-generalized-linear-model, ungulate, usgs-5e7e4838e4b01d5092771401
Organization: Department of the Interior