cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57760/sciencedb.25487
title: Effects of ultrasonic-frequency pulsed arc on wire-arc directed energy deposition 7075 aluminum alloy
title: Effects of ultrasonic-frequency pulsed arc on wire-arc directed energy deposition 7075 aluminum alloy

description: Variable polarity TIG arc at non-pulsed current and ultrasonic-frequency pulsed (UFP) currents of 20 kHz, 30 kHz, and 40 kHz were applied to fabricate 7075 aluminum alloy (AA7075). A comprehensive comparative investigation was conducted on the microstructure, defects, and mechanical properties to elucidate the effects of UFP arc on wire-arc directed energy deposition AA7075. The results demonstrate that the 30 kHz UFP arc provides optimal microstructural control and performance enhancement for as-built AA7075. UFP arc significantly refined the microstructure, reducing the grain size from 58.86 μm (non-pulsed arc) to 50.96 μm (30 kHz), while effectively weakening crystallographic texture. Furthermore, defect density was dramatically reduced, with porosity decreasing from 2.02% (non-pulsed arc) to 0.16% under 30 kHz. The UFP arc of 30 kHz achieved the most substantial mechanical property enhancements: compared to the non-pulsed as-built AA7075, the horizontal direction exhibited a 20% increase in UTS (282 MPa) and a 217% improvement in elongation (5.4%), while the vertical direction showed 20% greater UTS (268 MPa) and 32% enhanced elongation (2.5%). 
description: Variable polarity TIG arc at non-pulsed current and ultrasonic-frequency pulsed (UFP) currents of 20 kHz, 30 kHz, and 40 kHz were applied to fabricate 7075 aluminum alloy (AA7075). A comprehensive comparative investigation was conducted on the microstructure, defects, and mechanical properties to elucidate the effects of UFP arc on wire-arc directed energy deposition AA7075. The results demonstrate that the 30 kHz UFP arc provides optimal microstructural control and performance enhancement for as-built AA7075. UFP arc significantly refined the microstructure, reducing the grain size from 58.86 μm (non-pulsed arc) to 50.96 μm (30 kHz), while effectively weakening crystallographic texture. Furthermore, defect density was dramatically reduced, with porosity decreasing from 2.02% (non-pulsed arc) to 0.16% under 30 kHz. The UFP arc of 30 kHz achieved the most substantial mechanical property enhancements: compared to the non-pulsed as-built AA7075, the horizontal direction exhibited a 20% increase in UTS (282 MPa) and a 217% improvement in elongation (5.4%), while the vertical direction showed 20% greater UTS (268 MPa) and 32% enhanced elongation (2.5%).
DOI: 10.57760/sciencedb.25485
title: Unraveling the role of spatial configuration effects in phosphate adsorption by lanthanide oxides: a comparative study of positive and negative core−shell design of La−Ce bimetallic particles
title: Unraveling the role of spatial configuration effects in phosphate adsorption by lanthanide oxides: a comparative study of positive and negative core−shell design of La−Ce bimetallic particles

description: Unraveling the role of spatial configuration effects in phosphate adsorption by lanthanide oxides: a comparative study of positive and negative core−shell design of La−Ce bimetallic particles
description: Unraveling the role of spatial configuration effects in phosphate adsorption by lanthanide oxides: a comparative study of positive and negative core−shell design of La−Ce bimetallic particles
DOI: 10.15468/dl.dvy46s
title: Occurrence Download

description: A dataset containing 236 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((17.57424 47.47062,71.27016 47.47062,71.27016 68.92461,17.57424 68.92461,17.57424 47.47062))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Corydalis bracteata (Steph.) Pers."
 ]
}

 The dataset includes 236 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006975-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.erg2fb
title: Occurrence Download

description: A dataset containing 5246 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-14.32345 5.59102,13.77255 5.59102,13.77255 16.84102,-14.32345 16.84102,-14.32345 5.59102))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Adansonia digitata L.",
 "Year 1935-2025"
 ]
}

 The dataset includes 5246 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006977-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5683/sp3/dcvkqc
title: Additional NMR data for: A streamlined synthesis of 5-methoxy-N,N-dimethyltryptamine, bufotenin, and bufotenin prodrugs from melatonin

description: Raw NMR data for the title paper, ready for reprocessing. Also includes processed .mnova files of the spectra pre-processed for those using MNOVA software.
DOI: 10.15468/dl.4d5zvg
title: Occurrence Download

description: A dataset listing the 34917 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Austria",
 "Elevation 1000.0-9999.0m"
 ]
}

 The dataset's 34917 records were derived from 435 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001292-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k2h2hs
title: Occurrence Download

description: A dataset containing 3860 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abudefduf bengalensis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3860 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001297-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6buks
title: Occurrence Download

description: A dataset containing 6016 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abies nordmanniana"
 ]
}

 The dataset includes 6016 records from 305 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001299-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r55svg
title: Occurrence Download

description: A dataset containing 36860 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Ursus americanus"
 ]
}

 The dataset includes 36860 records from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001301-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e7cnnj
title: Occurrence Download

description: A dataset containing 21206 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-94.2156 39.47752,-90.10799 39.45321,-90.05938 44.49658,-94.43435 44.46012,-94.2156 39.47752))",
 "TaxonKey is Circus hudsonius"
 ]
}

 The dataset includes 21206 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001302-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17665284
title: GSE10281 Expression Data

description: Tumorigenic breast cancer cells characterized by high CD44 and low or undetectable CD24 levels (CD44+/CD24-/low) may be resistant to conventional therapies and responsible for cancer relapse. We defined a “signature” expression pattern of hundreds of genes associated with CD44+/CD24-/low, mammosphere-forming cells. In a panel of patient breast tumors, this tumorigenic gene signature was found exclusively manifested in tumors of the recently identified “claudin-low” molecular profile subtype characterized by overexpression of many mesenchymal-associated genes, suggesting that these tumors have pre-existing higher levels of tumorigenic cells. Furthermore, when comparing the expression profiles of paired breast cancer core biopsies before versus after hormone therapy or chemotherapy, both the tumorigenic and “claudin-low” signatures were more active in about half of tumors after treatment, indicative of a greater enrichment of tumorigenic cells as a result of treatments targeting the bulk tumor cells.Keywords: two group comparison

Data accessed by AnnotatedBCGEData
DOI: 10.15468/dl.79759z
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Pseudosuccinea columella"
 ]
}

 The dataset includes 13 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001303-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9rf867
title: Occurrence Download

description: A dataset containing 1516 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Taxus baccata",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "CoordinateUncertaintyInMeters is 250",
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Year is greater than or equal to 2014"
 ]
}

 The dataset includes 1516 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001304-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14926055
title: Global Pasture Watch - Livestock reference samples based on multi-source sub-national census data (2000—2024)

description: Harmonized collection from various international/national agencies and existing livestock data sources. Data were downloaded, curated and standardized using an ontology framework, and later integrated with existing livestock polygonal data. The data for each administrative area polygon includes: unique id, unit name, reference year,  livestock specie, and annual headcount estimates.

The harmonized GPKG file contains information for cattle, horses, goats, sheep and buffaloes and it is composed by:



GPW: Time series of livestock census data obtained from various national agencies organized by Global Pasture Watch project.

GLW: Subset of the input census polygons used for producing Gridded Livestock of the World v4 (Wisser & Cinardi, 2024)

Malek et al. (2024): European census data of cattle and sheep counts for 2020 and 2010


Processing pipeline was based on arealDB, ontologics, tabshiftr, Pandas and GeoPandas, and it is publicly available in https://github.com/wri/global-pasture-watch.

Related resources



Maps of livestock headcount for 2000—2022 (FAOSTAT-adjusted):All animals (Part-1)  All animals (Part-2)

Maps of livestock density for 2000—2022 (including 95% prediction interval):Cattle  Goats   Sheep  Horses Buffaloes

Livestock reference census data (2000–2022):CSV and GeoPackage files

Maps potential land for livestock production for 2000—2022 (including production systems)Raster files

Data catalogues:OpenLandMap STAC Google Earth Engine
DOI: 10.5281/zenodo.17665040
title: Global Pasture Watch - Livestock reference samples based on multi-source sub-national census data (2000—2024)

description: Harmonized collection from various international/national agencies and existing livestock data sources. Data were downloaded, curated and standardized using an ontology framework, and later integrated with existing livestock polygonal data. The data for each administrative area polygon includes: unique id, unit name, reference year,  livestock specie, and annual headcount estimates.

The harmonized GPKG file contains information for cattle, horses, goats, sheep and buffaloes and it is composed by:



GPW: Time series of livestock census data obtained from various national agencies organized by Global Pasture Watch project.

GLW: Subset of the input census polygons used for producing Gridded Livestock of the World v4 (Wisser & Cinardi, 2024)

Malek et al. (2024): European census data of cattle and sheep counts for 2020 and 2010


Processing pipeline was based on arealDB, ontologics, tabshiftr, Pandas and GeoPandas, and it is publicly available in https://github.com/wri/global-pasture-watch.

Related resources



Maps of livestock headcount for 2000—2022 (FAOSTAT-adjusted):All animals (Part-1)  All animals (Part-2)

Maps of livestock density for 2000—2022 (including 95% prediction interval):Cattle  Goats   Sheep  Horses Buffaloes

Livestock reference census data (2000–2022):CSV and GeoPackage files

Maps potential land for livestock production for 2000—2022 (including production systems)Raster files

Data catalogues:OpenLandMap STAC Google Earth Engine
DOI: 10.15468/dl.4ct76t
title: Occurrence Download

description: A dataset containing 1516 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Taxus baccata",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "CoordinateUncertaintyInMeters is 250",
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Year is greater than or equal to 2014",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 1516 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001305-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x4tv35
title: Occurrence Download

description: A dataset containing 499901 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "TaxonKey is Tyrannus forficatus",
 "Year 2016-2025"
 ]
}

 The dataset includes 499901 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001289-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17665403
title: Super-Integrated Simulation Framework: A Novel Paradigm for Enhancing Scientific Research through Microscopic Precision, Bayesian Inference, and Advanced Multi-Dimensional Sensitivity Analysis

description: This conceptual paper introduces the Super-Integrated Simulation Framework (SISF), a groundbreaking simulation paradigm that seamlessly integrates high-fidelity microscopic-scale simulations with Bayesian inference, rigorous mathematical modeling, and advanced multi-faceted sensitivity analyses. The framework is designed to advance scientific research by bridging theoretical constructs with empirical applicability, thereby attaining unparalleled levels of accuracy, reproducibility, and falsifiability. Herein, we derive comprehensive mathematical formulations, furnish a verifiable Python implementation, execute sensitivity analyses augmented by Bayesian uncertainty quantification, and substantiate the methodology with quantitative statistical metrics. The SISF is exemplified via a reproducible microscopic particle diffusion simulation, refined through Bayesian parameter updates and multifaceted sensitivity explorations. This self-contained study incorporates external validation utilizing publicly accessible datasets, such as MIMIC-III, for medical applications.
DOI: 10.5281/zenodo.17665283
title: GSE10281 Expression Data

description: Tumorigenic breast cancer cells characterized by high CD44 and low or undetectable CD24 levels (CD44+/CD24-/low) may be resistant to conventional therapies and responsible for cancer relapse. We defined a “signature” expression pattern of hundreds of genes associated with CD44+/CD24-/low, mammosphere-forming cells. In a panel of patient breast tumors, this tumorigenic gene signature was found exclusively manifested in tumors of the recently identified “claudin-low” molecular profile subtype characterized by overexpression of many mesenchymal-associated genes, suggesting that these tumors have pre-existing higher levels of tumorigenic cells. Furthermore, when comparing the expression profiles of paired breast cancer core biopsies before versus after hormone therapy or chemotherapy, both the tumorigenic and “claudin-low” signatures were more active in about half of tumors after treatment, indicative of a greater enrichment of tumorigenic cells as a result of treatments targeting the bulk tumor cells.Keywords: two group comparison

Data accessed by AnnotatedBCGEData
DOI: 10.5281/zenodo.17665426
title: GSE10281 Expression Data

description: Tumorigenic breast cancer cells characterized by high CD44 and low or undetectable CD24 levels (CD44+/CD24-/low) may be resistant to conventional therapies and responsible for cancer relapse. We defined a “signature” expression pattern of hundreds of genes associated with CD44+/CD24-/low, mammosphere-forming cells. In a panel of patient breast tumors, this tumorigenic gene signature was found exclusively manifested in tumors of the recently identified “claudin-low” molecular profile subtype characterized by overexpression of many mesenchymal-associated genes, suggesting that these tumors have pre-existing higher levels of tumorigenic cells. Furthermore, when comparing the expression profiles of paired breast cancer core biopsies before versus after hormone therapy or chemotherapy, both the tumorigenic and “claudin-low” signatures were more active in about half of tumors after treatment, indicative of a greater enrichment of tumorigenic cells as a result of treatments targeting the bulk tumor cells.Keywords: two group comparison

Data accessed by AnnotatedBCGEData
DOI: 10.15468/dl.446fet
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-114.55537 11.97164,-84.44463 11.97164,-84.44463 24.02836,-114.55537 24.02836,-114.55537 11.97164))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Symphimus leucostomus"
 ]
}

 The dataset includes 54 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001307-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e524np
title: Occurrence Download

description: A dataset containing 14875 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Ephippigerida, Neocallicrania, Callicrania, Albarracinia, Coracinotus, Lluciapomaresius, Parasteropleurus, Platystolus, Pycnogaster, Sabaterpia, Steropleurus, Synephippius, Uromenus)"
 ]
}

 The dataset includes 14875 records from 410 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001306-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cqs4rp
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is United States of America",
 "GadmGid is one of (USA.5.19_1, USA.5.33_1, USA.5.36_1, USA.5.30_1, USA.5.56_1, USA.5.37_1)",
 "TaxonKey is Thamnophis sirtalis",
 "Year 2010-2025"
 ]
}

 The dataset includes 21 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001308-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b84bk9
title: Occurrence Download

description: A dataset containing 1837 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Geometry POLYGON((-78.9608 33.50216,-78.20159 33.56544,-75.51147 35.49717,-75.97458 36.44614,-81.82761 36.65899,-84.14873 34.6966,-78.9608 33.50216))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pinus palustris",
 "Year 1900-2025"
 ]
}

 The dataset includes 1837 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001309-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13809475
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.kywbe5
title: Occurrence Download

description: A dataset containing 4423 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Taxus baccata",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "CoordinateUncertaintyInMeters is less than or equal to 250",
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Year is greater than or equal to 2014",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 4423 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001310-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/lxkedh
title: Replication Data for: Complex Institutions, Social Identities, and Belief Formation

description: Replication code and data for "Complex Institutions, Social Identities, and Belief Formation."
DOI: 10.15468/dl.er8m34
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Occurrence evidence)",
 "Geometry POLYGON((-78.9608 33.50216,-78.20159 33.56544,-75.51147 35.49717,-75.97458 36.44614,-81.82761 36.65899,-84.14873 34.6966,-78.9608 33.50216))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Glaucomys volans"
 ]
}

 The dataset includes 205 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001312-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6gxu47
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mauritia flexuosa"
 ]
}

 The dataset includes 55 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001311-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.