cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.rwgcdu
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((150.19025 -2.35249,150.14794 -2.36752,150.11733 -2.39758,150.07558 -2.39758,150.03885 -2.41595,150.00935 -2.44823,149.92418 -2.44823,149.94366 -2.53896,150.06946 -2.60798,150.13013 -2.67032,150.19136 -2.69092,150.29712 -2.69426,150.36892 -2.69314,150.44296 -2.65863,150.45965 -2.62134,150.46633 -2.5846,150.47858 -2.54731,150.46633 -2.49721,150.4424 -2.4627,150.37115 -2.43821,150.29879 -2.4037,150.24368 -2.3742,150.20027 -2.35639,150.19025 -2.35249))"
 ]
}

 The dataset includes 57 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001049-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cz9hzw
title: Occurrence Download

description: A dataset containing 43141 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "DatasetKey is Insecta of Costa Rica (INBio)",
 "TaxonKey is one of (Halictidae, Colletidae, Apidae)"
 ]
}

 The dataset includes 43141 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001048-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wx2rp3
title: Occurrence Download

description: A dataset containing 613 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Geodetic datum assumed WGS84, Coordinate reprojected, Continent derived from coordinates, Coordinate rounded, Country derived from coordinates)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Oreomunnea mexicana (Standl.) J.-F.Leroy, Quercus germana Schltdl. & Cham.)"
 ]
}

 The dataset includes 613 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001051-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q73bvq
title: Occurrence Download

description: A dataset containing 17956 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hordeum marinum Huds."
 ]
}

 The dataset includes 17956 records from 410 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001050-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15121/1657801
title: GEOPHIRES Simulations for Deep Direct Use (DDU) Projects

description: This folder contains the GEOPHIRES codes and input files for running the base case scenarios for the six deep direct-use (DDU) projects. The six DDU projects took place during 2017-2020 and were funded by the U.S. Department of Energy Geothermal Technologies Office. They investigated the potential of geothermal deep direct-use at six locations across the country. The projects were conducted by Cornell University, West Virginia University (WVU), University of Illinois (U of IL), Sandia National Laboratory (SNL), Portland State University (PSU), and National Renewable Energy Laboratory (NREL). Four projects (Cornell, WVU, U of IL, SNL) investigated geothermal for direct heating of a local campus or community, the project by PSU considered seasonal subsurface storage of solar heating, and the NREL project investigated geothermal heating for turbine inlet cooling using absorption chillers. To allow comparison of techno-economic results across the six DDU projects, GEOPHIRES simulations were set up and conducted for each project. The GEOPHIRES code was modified for each project to simulate the local application and incorporate project-specific assumptions and results such as reservoir production temperature or financing conditions. The base case input file is included which simulates the base case conditions assumed by each project team. The levelized cost of heat (LCOH) is calculated and matches the base case LCOH reported by the project teams.
DOI: 10.15121/1756308
title: Geothermal Data Gap Analysis Over the Western US

description: NREL, as part of the Play Fairway Analysis Retrospective, compiled and mapped publicly available geologic and geophysical data in relation to the 2008 USGS geothermal potential analysis. Included in this submission are maps displaying the publicly available data for LIDAR coverage, aeromagnetic coverage, gravity station locations, and geologic map coverage over the Western United States.
DOI: 10.15121/1756309
title: Geothermal Flexibility Characteristics

description: This spreadsheet identifies various flexibility characteristics for flash and binary geothermal power plants which could potentially facilitate provision of grid services beyond bulk power generation. Characteristics are differentiated between resource characteristics such as metal concentration and plant characteristics such as flow rates of pumps used in flash vs. binary plants.
DOI: 10.15121/1763649
title: US Geothermal Electricity and Heat Market Analysis and Report

description: The power production data from FY19 is provided for U.S. geothermal power plants. The spreadsheet includes the plant name and type, nameplate capacity, summer capacity, winter capacity, and net generation for each power plant.
DOI: 10.15121/1764505
title: Identifying Pathways for Enhanced Collaboration between the Mining and Geothermal Industries Techno-Economic Analysis and Data Summaries

description: These spreadsheets include a Techno-Economic Analysis (TEA) summary and descriptions and links to mining data analyzed as part of this study. The TEA summary includes the results from several mining data-informed geothermal development models analyzed using the DOE's Geothermal Electricity Technology Evaluation Model (GETEM).
DOI: 10.15121/1767973
title: Play Fairway Analysis Retrospective GeoRePORTs

description: NREL, as part of the Play Fairway Analysis (PFA) Retrospective and with assistance from PFA PIs, completed GeoRePORTs for the sites identified in Phases 1&2 of the DOE PFA projects. The GeoRePORT (geothermal resource portfolio optimization and reporting technique) uses two factors to describe a specific project; grade and project readiness level. Grade describes the quality or potential of a project while project readiness level shows the progress of research and development. The categories that factor into the total grades and readiness levels are Geological, Technical, and Socio-Economic.
DOI: 10.15468/dl.vbsena
title: Occurrence Download

description: A dataset containing 3365 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-99.2732 19.19934, -99.24263 19.19934, -99.24263 19.22007, -99.2732 19.22007, -99.2732 19.19934))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1970"
 ]
}

 The dataset includes 3365 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001052-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15121/1923003
title: Utah FORGE 2439: A Multi-Component Approach to Characterizing In-Situ Stress

description: Core-based in-situ stress estimation, Triaxial Ultrasonic Velocity (labTUV) data, and Deformation Rate Analysis (DRA) data for Utah FORGE well 16A(78)-32 using triaxial ultrasonic velocity and deformation rate analysis. Report documenting a multi-component approach to characterizing in-situ stress at the U.S. DOE FORGE EGS site: laboratory, modeling and field measurement. Core-based methods for in-situ stress estimation were applied using samples from 5 intervals within the Utah FORGE 16A(78)-32 well. At three of these locations, Triaxial Ultrasonic Velocity (labTUV) tests were performed, resulting in experimentally-determined relationships between wave velocities and stresses. Non-monotonic increase in the velocity-stress relationships are inferred provide evidence of stress history and are therefore used to estimate in-situ stress magnitudes. Additionally, Deformation Rate Analysis (DRA) tests were run on core plugs from various orientations at each of the 5 sampling locations. These, too, provide evidence of stress history based on stress-strain behavior. A novel Weight of Evidence (WoE) method was developed as a means of synthesizing in-situ stress evidence from these two types of tests. Results indicate the minimum horizontal stress gradient ranges from 0.58 psi/ft to 0.69 psi/ft, with 4 of the 5 values between 0.66 psi/ft and 0.69 psi/ft. The vertical stress gradient ranges from 1.05 psi/ft to 1.12 psi/ft, with 4 of the 5 zones given results between 1.09 psi/ft and 1.12 psi/ft. The maximum horizontal stress gradient ranges from 0.98 psi/ft to 1.34 psi/ft, with 4 of the 5 zones falling between 0.98 psi/ft and 1.24 psi/ft. The stress regime thus appears to be on the edge between normal faulting and strike-slip faulting, potentially flipping back and forth between the two regimes due to variability of rock properties, structures such as faults, and/or thermal anomalies.
DOI: 10.15121/1999253
title: Utah FORGE 5-2615: Well 58-32 and 78-32 Poroelastic Properties

description: Lab data on permeability, grain bulk modulus, drained bulk modulus, Skempton's pore pressure coefficient, and Biot's effective stress coefficient for Utah Forge Well 58-32 and Well 78-32. Work done as part of project number 5-2615 by the University of Oklahoma.
DOI: 10.15121/2377924
title: Utah FORGE 5-2615: Laboratory Data for Insights on Hydraulic Fracture Closure and Stress Measurement

description: This dataset includes data from injection/fall-off experiments conducted in controlled laboratory settings. The aim is to investigate the physics governing fracture closure and the associated stress measurements during hydraulic fracturing. These time series data include flow rate, pressure, and volume measurements. These experiments were conducted as part of Utah FORGE Project 5-2615: Thermo-poromechanical Response of Fractured Rock.
DOI: 10.5281/zenodo.14253944
title: PBP: Post-training Backdoor Purification for Malware Classifiers

description: Accepted paper #603 at NDSS 2025
DOI: 10.5281/zenodo.14253945
title: PBP: Post-training Backdoor Purification for Malware Classifiers

description: Accepted paper #603 at NDSS 2025
DOI: 10.5281/zenodo.14890252
title: PBP: Post-training Backdoor Purification for Malware Classifiers

description: Accepted paper #603 at NDSS 2025
DOI: 10.6084/m9.figshare.28440584
title: Supplementary material for: Read W, Laver R, Lau CC, Moritz C & Zozaya SM (2025) Repeated mitochondrial capture with limited genomic introgression in a lizard group. EcoEvoRxiv

description: Mitochondrial introgression is common among animals and is often first identified through mitonuclear discordance — discrepancies between evolutionary relationships inferred from mitochondrial DNA (mtDNA) and nuclear DNA (nuDNA). Over recent decades, genomic data have also revealed extensive nuclear introgression in many animal groups, with implications for genetic and phenotypic diversity. However, the extent to which mtDNA introgression corresponds to nuDNA introgression varies. Here, we investigated historical and recent introgression in the <i>Gehyra nana-occidentalis</i> clade, a complex group of Australian geckos with documented cases of mitonuclear discordance suggestive of repeated mtDNA introgression. We hypothesised that mitonuclear discordance in this clade reflects mtDNA introgression with substantial nuclear introgression. Despite evidence of repeated mtDNA introgression, however, we found little to no evidence of historical nuDNA introgression using exon capture and genome-wide single nucleotide polymorphism (SNP) data. We also found no evidence of gene flow at modern contact zones and detected only a single early generation hybrid. Unsurprising given these results, we found no evidence of transgressive, intermediate, or more variable morphological phenotypes in taxa with introgressed mtDNA. These findings suggest that hybridisation in this system has, at least in some cases, resulted in repeated mitochondrial introgression with little or no nuclear introgression. This pattern aligns with other studies showing limited nuDNA introgression in taxa with mitonuclear discordance, highlighting a potentially broader trend in animal radiations.
DOI: 10.6084/m9.figshare.28440584.v1
title: Supplementary material for: Read W, Laver R, Lau CC, Moritz C & Zozaya SM (2025) Repeated mitochondrial capture with limited genomic introgression in a lizard group. EcoEvoRxiv

description: Mitochondrial introgression is common among animals and is often first identified through mitonuclear discordance — discrepancies between evolutionary relationships inferred from mitochondrial DNA (mtDNA) and nuclear DNA (nuDNA). Over recent decades, genomic data have also revealed extensive nuclear introgression in many animal groups, with implications for genetic and phenotypic diversity. However, the extent to which mtDNA introgression corresponds to nuDNA introgression varies. Here, we investigated historical and recent introgression in the <i>Gehyra nana-occidentalis</i> clade, a complex group of Australian geckos with documented cases of mitonuclear discordance suggestive of repeated mtDNA introgression. We hypothesised that mitonuclear discordance in this clade reflects mtDNA introgression with substantial nuclear introgression. Despite evidence of repeated mtDNA introgression, however, we found little to no evidence of historical nuDNA introgression using exon capture and genome-wide single nucleotide polymorphism (SNP) data. We also found no evidence of gene flow at modern contact zones and detected only a single early generation hybrid. Unsurprising given these results, we found no evidence of transgressive, intermediate, or more variable morphological phenotypes in taxa with introgressed mtDNA. These findings suggest that hybridisation in this system has, at least in some cases, resulted in repeated mitochondrial introgression with little or no nuclear introgression. This pattern aligns with other studies showing limited nuDNA introgression in taxa with mitonuclear discordance, highlighting a potentially broader trend in animal radiations.
DOI: 10.15468/dl.9kqg4h
title: Occurrence Download

description: A dataset containing 3636 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-99.31068 20.77742, -99.14956 20.77742, -99.14956 20.97843, -99.31068 20.97843, -99.31068 20.77742))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1970"
 ]
}

 The dataset includes 3636 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001054-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gw3akk
title: Occurrence Download

description: A dataset containing 844 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Geodetic datum assumed WGS84, Coordinate reprojected, Continent derived from coordinates, Coordinate rounded, Country derived from coordinates)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Meliosma alba (Schltdl.) Walp., Oreomunnea mexicana (Standl.) J.-F.Leroy, Quercus germana Schltdl. & Cham.)"
 ]
}

 The dataset includes 844 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001056-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qtvxcc
title: Occurrence Download

description: A dataset containing 10660 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((-90.29498 -0.41248,-90.29447 -0.41624,-90.29287 -0.41905,-90.289 -0.4214,-90.28703 -0.42732,-90.29189 -0.43088,-90.29121 -0.43635,-90.28878 -0.43771,-90.28679 -0.43866,-90.28445 -0.4365,-90.2821 -0.43619,-90.2818 -0.44052,-90.28316 -0.44226,-90.28453 -0.44439,-90.29249 -0.44886,-90.29659 -0.45243,-90.29887 -0.45933,-90.29879 -0.46624,-90.30092 -0.47489,-90.29834 -0.47853,-90.29447 -0.48498,-90.28976 -0.48513,-90.28127 -0.48445,-90.2774 -0.48391,-90.27444 -0.48384,-90.26072 -0.47855,-90.24682 -0.46795,-90.24625 -0.45791,-90.25012 -0.44759,-90.26158 -0.43412,-90.27104 -0.41449,-90.27477 -0.40976,-90.28322 -0.41162,-90.28853 -0.41219,-90.29498 -0.41248))"
 ]
}

 The dataset includes 10660 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001055-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e114620
title: Replication data for: The Fiscal Cost of Hurricanes: Disaster Aid versus Social Insurance

description: Little is known about the fiscal costs of natural disasters, especially regarding social safety nets that do not specifically target extreme weather events. This paper shows that US hurricanes lead to substantial increases in non-disaster government transfers, such as unemployment insurance and public medical payments, in affected counties in the decade after a hurricane. The present value of this increase significantly exceeds that of direct disaster aid. This implies, among other things, that the fiscal costs of natural disasters have been significantly underestimated and that victims in developed countries are better insured against them than previously thought.
DOI: 10.3886/e114620v1-168401
title: Replication data for: The Fiscal Cost of Hurricanes: Disaster Aid versus Social Insurance

description: Little is known about the fiscal costs of natural disasters, especially regarding social safety nets that do not specifically target extreme weather events. This paper shows that US hurricanes lead to substantial increases in non-disaster government transfers, such as unemployment insurance and public medical payments, in affected counties in the decade after a hurricane. The present value of this increase significantly exceeds that of direct disaster aid. This implies, among other things, that the fiscal costs of natural disasters have been significantly underestimated and that victims in developed countries are better insured against them than previously thought.
description: United States.
DOI: 10.6084/m9.figshare.28440773
title: <b>Soil extracellular enzymes explain soil carbon accumulation under elevated CO</b><sub><strong>2</strong></sub>-data and figure code from YZhang

description: Here, we conducted a global meta-analysis to evaluate the potential capacity of the soil microbiome to degrade organic matter under eCO<sub>2</sub>. We also evaluated the relative capacity of the soil microbiome to degrade labile versus recalcitrant carbon sources after different periods of eCO<sub>2</sub> exposure. For this, we built a database of 272 observations of soil carbon-degrading extracellular enzymes from 71 eCO<sub>2</sub> studies across four continents. Classic meta-analysis and random forest analysis were combined to quantify the relative importance of potential predictors in explaining the effects of eCO<sub>2</sub> on EEAs and SOC. This approach allowed us to assess the role of EEAs in affecting SOC under eCO2 across a wide range of climatic, edaphic, and experimental conditions. Specifically, our study aimed (a) to quantify the effects of eCO<sub>2</sub> on cellulase and ligninase activities, (b) to identify the edaphoclimatic factors affecting the responses of cellulase and ligninase activities to eCO<sub>2</sub>, and (c) to explore links between eCO<sub>2</sub>-induced shifts in cellulase and ligninase activities and changes in SOC.
DOI: 10.6084/m9.figshare.28440773.v1
title: CO2-SOC-ENZYME-data and figure code from YZhang

description: Here, we conducted a global meta-analysis to evaluate the potential capacity of the soil microbiome to degrade organic matter under eCO<sub>2</sub>. We also evaluated the relative capacity of the soil microbiome to degrade labile versus recalcitrant carbon sources after different periods of eCO<sub>2</sub> exposure. For this, we built a database of 272 observations of soil carbon-degrading extracellular enzymes from 71 eCO<sub>2</sub> studies across four continents. Classic meta-analysis and random forest analysis were combined to quantify the relative importance of potential predictors in explaining the effects of eCO<sub>2</sub> on EEAs and SOC. This approach allowed us to assess the role of EEAs in affecting SOC under eCO2 across a wide range of climatic, edaphic, and experimental conditions. Specifically, our study aimed (a) to quantify the effects of eCO<sub>2</sub> on cellulase and ligninase activities, (b) to identify the edaphoclimatic factors affecting the responses of cellulase and ligninase activities to eCO<sub>2</sub>, and (c) to explore links between eCO<sub>2</sub>-induced shifts in cellulase and ligninase activities and changes in SOC.
DOI: 10.15468/dl.utx3vw
title: Occurrence Download

description: A dataset containing 629 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Centrolenidae"
 ]
}

 The dataset includes 629 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001057-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4htuka
title: Occurrence Download

description: A dataset containing 1254 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Geodetic datum assumed WGS84, Coordinate reprojected, Continent derived from coordinates, Coordinate rounded, Country derived from coordinates)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Turpinia insignis (Kunth) Tul., Meliosma alba (Schltdl.) Walp., Oreomunnea mexicana (Standl.) J.-F.Leroy, Quercus germana Schltdl. & Cham.)"
 ]
}

 The dataset includes 1254 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001058-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w7c92h
title: Occurrence Download

description: A dataset containing 1014 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Lissachatina fulica (Bowdich, 1822)"
 ]
}

 The dataset includes 1014 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001059-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.