AndreaBozzo/ceres-open-data-index huggingface dataset:
GeoRePORT 2.0 - Protocols and Reporting Tools

Version 2 of the GeoRePORT protocols and excel-based reporting tools. Software allows users to grade the geologic, technical, and socio-economic conditions at a geothermal resource location for both electricity generation and direct-use. Includes tool and protocols for:
* Geologic Assessment Tool
* Technical Assessment Tool
* Socio-Economic Assessment Tool
* International Socio-Economic Assessment Tool

In addition, GeoRePORT now includes a Resource Size Assessment tool and protocol.

Tags: assessment, direct-use, economic, energy, geologic, geothermal, land-access, permitting, power-generation, protocol, reporting, reporting-tools, resource, resource-assesment, resource-size, socio-economic, socioeconomic, technical, tool, tools
Organization: Department of Energy
Hot Pot Regional Geologic and Surface Feature Map

This archive contains an ArcGIS map package file that includes a relief base with the northern Nevada Hot Pot project area, generalized geology, selected mines, and major topographic features.  Also included is a metadata file containing map features and their description.

Tags: arcgis, cities, energy, fault-data, geologic-map, geology, geospatial-data, geothermal, gis, hot-pot, major-highways, map-package, metadata, mine-locations, nevada, shaded-relief, topography
Organization: Department of Energy
GHPsRUS: Geothermal Heat Pump Employment and Installation Price Data

The GHPsRUS Project's full name is "Measuring the Costs and Benefits of Nationwide Geothermal Heat Pump Deployment."  The dataset contains employment and installation price data collected by four economic surveys: (1)GHPsRUS Project Manufacturer & OEM Survey, (2) GHPsRUS Project Geothermal Loop Survey, (3) GHPsRUS Project Mechanical Equipment Installation Survey, and (4) GHPsRUS Geothermal Heat Pump Industry Survey

Tags: cost-benefit, employment, geographic-location, geothermal, geothermal-heat-pump, ghp, industry, loop-installation-price, manufacturers, mechanical-equipment-installation-price
Organization: Department of Energy
CMAQ STAGE 2016 hourly gridded NH3 mixing ratios provided by EPA/ORD researchers for Makar et al. (2025) paper.

This dataset contains the CMAQ STAGE hourly gridded NH3 model data provided by EPA/ORD researchers for the Makar et al. (2025) paper. The gridded data is provided in a netcdf file. 

This dataset is associated with the following publication:
Makar, P., P. Cheung, C. Hogrefe, A. Akingunola, U. Alyuz, J. Bash, M. Bell, R. Bellasio, R. Bianconi, T. Butler, H. Cathcart, O. Clifton, A. Hodzic, I. Kioutsioukis, R. Kranenburg, A. Lupascu, J. Lynch, K. Momoh, J.L. Perez Camanyo, J. Pleim, Y. Ryu, R. San Jose, D. Schwede, T. Scheuschner, M. Shephard, R. Sokhi, and S. Galmarini. Critical load exceedances for North America and Europe using an ensemble of models and an investigation of causes of environmental impact estimate variability: an AQMEII4 study.   Atmospheric Chemistry and Physics. Copernicus Publications, Katlenburg-Lindau,  GERMANY, 25(5): 3049–3107, (2025).

Tags: aqmeii4, cmaq, critical-load-exceedances, ensemble-analysis, model-evaluation, total-deposition
Organization: U.S. Environmental Protection Agency
Evaluating Contaminant Effects and Blend Ratios on the Alkaline Hydrolysis of PET Textile Streams

The increasing amounts of discarded textiles represent a potentially valuable resource that could be reclaimed. This work underscores the significance of advancing chemical recycling techniques for multi-component fabrics under mild reaction conditions. We present a method for nondestructive recovery of cotton (C), elastane, and nylon from polyester (polyethylene terephthalate (P)) textile blends through alkaline hydrolysis, supported with a phase-transfer catalyst. Consistent reaction conditions were maintained while evaluating various pre-consumer blends to assess their impact on the depolymerization of P component into terephthalic acid (TPA). The average TPA yield (by mass) exceeded 93.9 ± 2.79 % for pre-consumer materials and 89.5 ± 3.14 % for post-consumer materials. This work also explored the reuse potential of cotton recovered from the P:C textiles and examined any alterations in tensile strength post-hydrolysis. The average C recovery (by mass) exceeded 95.9 ± 0.784 %. Extensive material characterization for all components of the system was conducted. This research paves the way for a deeper understanding of the potential contamination by small molecules, and the quality of unreacted fibers within this mild alkaline chemical process.

Tags: blended-textiles, chemical-recycling, contaminants, cotton, depolymerization, elastomeric-fibers, garments, polyethylene-terephthalate, textiles
Organization: National Institute of Standards and Technology
AgentDojo-Inspect

AgentDojo-Inspect is a codebase created by the U.S. AI Safety Institute to facilitate research into agent hijacking and defenses against said hijacking. Agent hijacking is a type of indirect prompt injection [1] in which an attacker inserts malicious instructions into data that may be ingested by an AI agent, causing it to take unintended, harmful actions.AgentDojo-Inspect is a fork of the original AgentDojo repository [2], which was created by researchers at ETH Zurich [3]. This fork extends the upstream AgentDojo in four key ways:1. It adds an Inspect bridge that allows AgentDojo evaluations to be run using the Inspect evaluations framework [4] (see below for more details).2. It fixes some bugs in the upstream AgentDojo's task suites (most of these fixes have been merged upstream). It also removes certain tasks that are of low quality.3. It adds new injection tasks in the Workspace environment that have to do with mass data exfiltration (these have since been merged upstream).4. It adds a new terminal environment and associated tasks that test for remote code execution vulnerabilities in this environment.[1] Greshake K, Abdelnabi S, Mishra S, Endres C, Holz T, Fritz M (2023) Not what you?ve signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injection (arXiv), arXiv:2302.12173. https://doi.org/10.48550/arXiv.2302.12173[2] Edoardo Debenedetti (2025) ethz-spylab/agentdojo. Available at https://github.com/ethz-spylab/agentdojo.[3] Debenedetti E, Zhang J, Balunovi? M, Beurer-Kellner L, Fischer M, Tramèr F (2024) AgentDojo: A Dynamic Environment to Evaluate Prompt Injection Attacks and Defenses for LLM Agents (arXiv), arXiv:2406.13352. https://doi.org/10.48550/arXiv.2406.13352[4] UK AI Safety Institute (2024) Inspect AI: Framework for Large Language Model Evaluations. Available at https://github.com/UKGovernmentBEIS/inspect_ai.

Tags: agent, ai, artificial-intelligence, cybersecurity, security
Organization: National Institute of Standards and Technology
Data for Intrinsic DAC calculations

Results of calculations and simulations for the Intrinsic Direct Air Capture analysis of Metal Organic Framwork (MOF) sorbents.Includes Grand Canonical Monte Carlo (GCMC) simulations, predictions of the Specific Heat Capacities (CV), and Intrinsic Direct Air Capture (DAC) calculations for MOF sorbents.

Tags: direct-air-capture, machine-learning, mofs, solid-sorbents, thermodynamics
Organization: National Institute of Standards and Technology
Electromagnetic Interference Measurements from Tungsten Inert Gas (TIG) Arc Welding

The 2.4 GHz ISM band is shared by Wi-Fi, Bluetooth, Wireless HART, ISA100.11a, and several other industrial wireless systems.  Our dataset contains comprehensive electromagnetic interference (EMI) measurements from TIG welding processes conducted in the NIST fabrication shop. The measurements were taken using a typical arc welding power source and recorded at three distinct frequencies: 900 MHz, 2.4 GHz, and 5.3 GHz. The data collection was performed with a bandwidth of 160 MHz and a sample rate of 625 MHz, providing high-resolution insights into the EMI characteristics during the welding operations. This dataset may be useful for understanding the EMI behavior in TIG welding and can be instrumental in developing interference mitigation strategies, aiding in RF band selection and frequency planning, and improving welding technology and regulations.Disclaimer: Certain commercial equipment, instruments, or materials are identified in this publication in order to describe the experimental procedures and data adequately. Such identification is not intended to imply recommendation or endorsement by the National Institute of Standards and Technology, nor is it intended to imply that the materials or equipment identified are necessarily the best available for the purpose.

Tags: 5g, ieee-802-11, ieee-p3388, industrial-control, industrial-wireless, wi-fi, wireless
Organization: National Institute of Standards and Technology
Data Publication: Differential interference contrast microscopy from a cross section of a fractured ASTM 1008 steel

This dataset contains 42 individual images that are part of a single sample.  The individual images can be combined into a single image via image stitching.  These data are provided as an example so that different image stitching methods may be tested.  Some of the features of this data that make the image stitching challenging are: the color gradient across the screen due to the differential interference contrast technique, the deep scratches that exist on some of the images but may appear to change position due to the slight changes in lighting conditions between different images depending on position of the scratch on the image.

Tags: differential-interference-contrast, fracture, image-stitching, microscopy
Organization: National Institute of Standards and Technology
trans-1,2,3,4,4a,9,9a,10-Octahydroanthracene: Experimental and Derived Thermodynamic Properties

This document is part of a series of reports describing experimental property measurements completed at the National Institute for Petroleum and Energy Research (NIPER) in Bartlesville, Oklahoma, in the 1980s and 1990s. Members of the Bartlesville Thermodynamics Group included William D. "Bill" Good, William V. "Bill" Steele, Bruce E. Gammon, Norris K. Smith, Stephen E. Knipmeyer, An "Andy" Nguyen, Timothy D. Klots, I. A. "Alex" Hossenlopp, Aaron P. Rau, William B. Collier, John F. Messerly, Ann G. Osborn, Susan Lee-Bechtold, Donald G. Archer, Ian R. Tasker, Allan B. Cowell, Michael M. Strube, and the author of this report.

Tags: density-vapor-pressure-enthalpy-of-formation-heat-capacity-thermodynamic-functions
Organization: National Institute of Standards and Technology
1,2,3,4-Tetrahydrophenanthrene: Experimental and Derived Thermodynamic Properties

This document is part of a series of reports describing experimental property measurements completed at the National Institute for Petroleum and Energy Research (NIPER) in Bartlesville, Oklahoma, in the 1980s and 1990s. Members of the Bartlesville Thermodynamics Group included William D. "Bill" Good, William V. "Bill" Steele, Bruce E. Gammon, Norris K. Smith, Stephen E. Knipmeyer, An "Andy" Nguyen, Timothy D. Klots, I. A. "Alex" Hossenlopp, Aaron P. Rau, William B. Collier, John F. Messerly, Ann G. Osborn, Susan Lee-Bechtold, Donald G. Archer, Ian R. Tasker, Allan B. Cowell, Michael M. Strube, and the author of this report.

Tags: density-vapor-pressure-enthalpy-of-formation-heat-capacity-thermodynamic-functions
Organization: National Institute of Standards and Technology
CMAQ M3DRY 2016 hourly gridded NH3 mixing ratios provided by EPA/ORD researchers for Makar et al. (2025) paper.

This dataset contains the CMAQ M3Dry hourly gridded NH3 model data provided by EPA/ORD researchers for the Makar et al. (2025) paper. The gridded data is provided in a netcdf file. 

This dataset is associated with the following publication:
Makar, P., P. Cheung, C. Hogrefe, A. Akingunola, U. Alyuz, J. Bash, M. Bell, R. Bellasio, R. Bianconi, T. Butler, H. Cathcart, O. Clifton, A. Hodzic, I. Kioutsioukis, R. Kranenburg, A. Lupascu, J. Lynch, K. Momoh, J.L. Perez Camanyo, J. Pleim, Y. Ryu, R. San Jose, D. Schwede, T. Scheuschner, M. Shephard, R. Sokhi, and S. Galmarini. Critical load exceedances for North America and Europe using an ensemble of models and an investigation of causes of environmental impact estimate variability: an AQMEII4 study.   Atmospheric Chemistry and Physics. Copernicus Publications, Katlenburg-Lindau,  GERMANY, 25(5): 3049–3107, (2025).

Tags: aqmeii4, cmaq, critical-load-exceedances, ensemble-analysis, model-evaluation, total-deposition
Organization: U.S. Environmental Protection Agency
9,10-Dihydroanthracene: Experimental and Derived Thermodynamic Properties

This document is part of a series of reports describing experimental property measurements completed at the National Institute for Petroleum and Energy Research (NIPER) in Bartlesville, Oklahoma, in the 1980s and 1990s. Members of the Bartlesville Thermodynamics Group included William D. "Bill" Good, William V. "Bill" Steele, Bruce E. Gammon, Norris K. Smith, Stephen E. Knipmeyer, An "Andy" Nguyen, Timothy D. Klots, I. A. "Alex" Hossenlopp, Aaron P. Rau, William B. Collier, John F. Messerly, Ann G. Osborn, Susan Lee-Bechtold, Donald G. Archer, Ian R. Tasker, Allan B. Cowell, Michael M. Strube, and the author of this report.

Tags: density, enthalpy-of-formation, heat-capacity, thermodynamic-functions, vapor-pressure
Organization: National Institute of Standards and Technology
1,2,3,4-Tetrahydroanthacene: Experimental and Derived Thermodynamic Properties

This document is part of a series of reports describing experimental property measurements completed at the National Institute for Petroleum and Energy Research (NIPER) in Bartlesville, Oklahoma, in the 1980s and 1990s. Members of the Bartlesville Thermodynamics Group included William D. "Bill" Good, William V. "Bill" Steele, Bruce E. Gammon, Norris K. Smith, Stephen E. Knipmeyer, An "Andy" Nguyen, Timothy D. Klots, I. A. "Alex" Hossenlopp, Aaron P. Rau, William B. Collier, John F. Messerly, Ann G. Osborn, Susan Lee-Bechtold, Donald G. Archer, Ian R. Tasker, Allan B. Cowell, Michael M. Strube, and the author of this report.

Tags: density, enthalpy-of-formation, heat-capacity, thermodynamic-functions, vapor-pressure
Organization: National Institute of Standards and Technology
Semisolid Extrusion and Drop-on-Demand Pharmaceutical Printing for Personalized Medicine: Solid Tablet Manufacturing

This data publication contains the raw, derived, and processed data related to investigations into solid tablet dosage form production using drop-on-demand dispensing of active pharmacetuical ingredients. UV-Vis spectroscopy, THz Raman spectroscopy, and mass spectrometry chemical data for pharmaceutical-grade excipients, warfarin sodium, doxycycline, citalopram HBr, levothyroxine, fluoxetine, oxycodone, and acetaminophen are provided. SEM and high speed visualization, and drop counting print log data are included. Processed data from linear least squares calibration, uncertainty, and various parametric analyses (personalized dose production, taper regimen production, dissolution studies, content uniformity measurments, etc) are provided in tabulated data files.*Any mention of commercial products is for information only; it does not imply recommendation or endorsement by NIST.

Tags: point-of-care-pharmaceutics-drop-on-demand-manufacturing-drug-delivery-precision-medicine-perso
Organization: National Institute of Standards and Technology
Trojan Detection Software Challenge - llm-instruct-oct2024-train

This is the training data used to create and evaluate trojan detection software solutions. This data, generated at NIST, consists of instruction fine tuned LLMs. A known percentage of these trained AI models have been poisoned with a known trigger which induces incorrect behavior. This data will be used to develop software solutions for detecting that trigger behavior in the trained AI models.

Tags: trojan-detection-artificial-intelligence-ai-machine-learning-adversarial-machine-learning
Organization: National Institute of Standards and Technology
Trojan Detection Software Challenge - mitigation-llm-instruct-oct2024-train

This is the training data used to create and evaluate trojan detection software solutions. This data, generated at NIST, consists of instruction fine tuned LLMs. A known percentage of these trained AI models have been poisoned with a known trigger which induces incorrect behavior. This data will be used to develop software solutions for mitigating that trigger behavior in the trained AI models.

Tags: trojan-detection-artificial-intelligence-ai-machine-learning-adversarial-machine-learning
Organization: National Institute of Standards and Technology
Trojan Detection Software Challenge - rl-safetygymnasium-oct2024-train

This is the training data used to create and evaluate trojan detection software solutions. This data, generated at NIST, consists of RL agents operating in the Safety Gymnasium environment. A known percentage of these trained AI models have been poisoned with a known trigger which induces incorrect behavior. This data will be used to develop software solutions for detecting that trigger behavior in the trained AI models.

Tags: trojan-detection-artificial-intelligence-ai-machine-learning-adversarial-machine-learning
Organization: National Institute of Standards and Technology
Trojan Detection Software Challenge - rl-colorful-memory-sep2024-train

This is the training data used to create and evaluate trojan detection software solutions. This data, generated at NIST, consists of RL agents operating in the Colorful Memory environment. A known percentage of these trained AI models have been poisoned with a known trigger which induces incorrect behavior. This data will be used to develop software solutions for detecting that trigger behavior in the trained AI models.

Tags: trojan-detection-artificial-intelligence-ai-machine-learning-adversarial-machine-learning
Organization: National Institute of Standards and Technology
Trojan Detection Software Challenge - cyber-pe-aug2024-train

This is the training data used to create and evaluate trojan detection software solutions. This data, generated at NIST, consists of malware packer classification AIs. A known percentage of these trained AI models have been poisoned with a known trigger which induces incorrect behavior. This data will be used to develop software solutions for mitigating/removing that trigger behavior from the trained AI models.

Tags: trojan-detection-artificial-intelligence-ai-machine-learning-adversarial-machine-learning
Organization: National Institute of Standards and Technology
Trojan Detection Software Challenge - mitigation-image-classification-jun2024-train

mitigation-image-classification-jun2024-train datasetThis is the training data used to create and evaluate trojan detection software solutions. This data, generated at NIST, consists of image classification AIs. A known percentage of these trained AI models have been poisoned with a known trigger which induces incorrect behavior. This data will be used to develop software solutions for mitigating/removing that trigger behavior from the trained AI models. This dataset consists of 288 AI models using a small set of model architectures.

Tags: trojan-detection-artificial-intelligence-ai-machine-learning-adversarial-machine-learning
Organization: National Institute of Standards and Technology
Data associated with "Two-dimensional imaging of electromagnetic fields via light sheet fluorescence imaging with Rydberg atoms"

Data associated with the publication: "Two-dimensional imaging of electromagnetic fields via light sheet fluorescence imaging with Rydberg atoms"Abstract:The ability to image electromagnetic fields holds key scientific and industrial applications, including electromagnetic compatibility, diagnostics of high-frequency devices, and experimental scientific work involving field interactions. Generally electric and magnetic  field measurements require conductive elements which significantly perturb the field.  However, electromagnetic fields can be measured non-perturbatively via the shift they induce on Rydberg states of alkali atoms in atomic vapor, which are highly sensitive to electric fields. Previous field measurements using Rydberg atoms utilized electromagnetically induced transparency to read out the shift on the states induced by the fields, but did not provide spatial resolution. In this work, we demonstrate that electromagnetically induced transparency can be spatially resolved by imaging the fluorescence of the probe. We demonstrate that this can be used to image $\sim$V/cm scale electric fields in the MHz-GHz range and $\sim$mT scale static magnetic fields, with minimal perturbation to the fields. We also demonstrate the ability to image $\sim$ V/m scale fields for resonant microwave radiation, although standing waves generated by the vapor cell walls obscure external field structure in this regime. We perform this field imaging with a spatial resolution of order 160 $\mu$m.This dataset contains the data associated with Figure 1 c,f,g, and h, Figure 2, Figure 3 b,d,f, and h, Figure 4 c,d, and e, Figure 5 b, c, and e, Figure 6, and the Supplemental Material's Figure 1.

Tags: atomic-physics, electric-field, fields-strength, receivers, rydberg-atoms, volts-meter
Organization: National Institute of Standards and Technology
Telephone Interpreter Service (TIS) Call Counts - 2018 On

This dataset displays our national Telephone Interpreter Service (TIS) call counts for calendar years 2018 on.

Tags: 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, equity, foia, freedom-of-information, language-interpreter-services, language-preferences, lep, limited-english-proficiency, people-facing-barriers, pfb, social-security, social-security-administration, ssa, telephone-interpreter-service, tis
Organization: Social Security Administration
Dual-Frequency-Bias Programmable Josephson Voltage Standard Circuit

This paper presents a 2 V programmable Josephson voltage standard with dual microwave frequency inputs and multiple output taps. The design provides three main features: (1) output voltages with nanovolt resolution, (2) the ability to perform a microwave frequency self-check based on a null voltage measurement, and (3) additional voltage output taps providing simultaneous 10:1 (or 5:1) divided voltage reference for resistive divider calibration. With low heat dissipation this device is well suited for implementation with a compact cryocooler as a turnkey traveling system.

Tags: josephson-arrays, measurement-techniques, precision-measurements, standards, superconducting-integrated-circuits, voltage-measurement
Organization: National Institute of Standards and Technology
USDA NFC GovTa Time & Attendance System

GovTa is a Time & Attendance system from USDA NFC. GovTA is the next iteration of the USDA NFC’s time and attendance system, replacing webTA. GovTA is a web-based system that is used to submit work time and leave information to the Department’s payroll/personnel service provider, the National Finance Center (NFC), for salary payment. Employees use this system to enter their own biweekly time and leave data, request leave, and validate the data online.

Tags: timecards
Organization: Department of Homeland Security
Tolt Report Animations

Animation for Tolt North Fork Snow, Soil Moisture, Streamflow (mp4) 
Animation for Tolt River Floodplain Irradiance

Tags: clearcutting, floodplain, forest-harvest, low-flow, penumbra, puget-sound, riparian, salmon, snowpack, stream-flow, stream-temperature, velma
Organization: U.S. Environmental Protection Agency