cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15482/usda.adc/27620229
title: Data from: A Comparative Life Cycle Assessment of Hemp Straw Polylactide (PLA) and Pure PLA 3D Printed Part with Fused Filament Fabrication

description: The Fused Filament Fabrication (FFF) technique of additive manufacturing has enabled the use of bio-based polymers like Polylactic Acid (PLA), therefore promoting sustainability in the AM industry using eco-friendly filament instead of synthetic plastics that have long dominated the AM industry. However, PLA’s brittleness limits its broader applicability, leading to the exploration of natural fiber fillers, such as flax, hemp, jute, kenaf, and ramie, to enhance the mechanical, thermal, and aesthetic properties of PLA-based AM filaments. This study investigates the use of untreated hemp straw as a filler to improve the elongation at break of PLA, with a particular focus on the environmental implications of using hemp compared to pure PLA. Tensile specimens from both hemp-based and pure PLA materials were fabricated and assessed. A gate-to-grave life cycle assessment (LCA) was performed using SimaPro and the <i>Ecoinvent</i> database, employing ReCiPe 2016, CED, and IPCC 2021 GWP100 methodologies. Findings revealed that hemp-based specimens exhibited a significantly lower environmental impact than pure PLA, attributed primarily to the reduced energy consumption and emissions during the production and processing of hemp-PLA, as well as the resulting lower composite density using hemp straw. A sensitivity analysis of transportation distances and impact assessment methods (IMPACT World+ and TRACI) showed consistency in the overall environmental evaluation, with minor variations in certain impact categories. This study underscores the potential of hemp-PLA as a more sustainable material for additive manufacturing, especially in applications where ductility is a priority. Future research should explore the environmental impacts of using treated hemp-based straw, hurd, and fiber fillers as they offer possibilities for enhancing the properties of PLA.
DOI: 10.15482/usda.adc/27620229.v4
title: Data from: A Comparative Life Cycle Assessment of Hemp Straw Polylactide (PLA) and Pure PLA 3D Printed Part with Fused Filament Fabrication

description: The Fused Filament Fabrication (FFF) technique of additive manufacturing has enabled the use of bio-based polymers like Polylactic Acid (PLA), therefore promoting sustainability in the AM industry using eco-friendly filament instead of synthetic plastics that have long dominated the AM industry. However, PLA’s brittleness limits its broader applicability, leading to the exploration of natural fiber fillers, such as flax, hemp, jute, kenaf, and ramie, to enhance the mechanical, thermal, and aesthetic properties of PLA-based AM filaments. This study investigates the use of untreated hemp straw as a filler to improve the elongation at break of PLA, with a particular focus on the environmental implications of using hemp compared to pure PLA. Tensile specimens from both hemp-based and pure PLA materials were fabricated and assessed. A gate-to-grave life cycle assessment (LCA) was performed using SimaPro and the <i>Ecoinvent</i> database, employing ReCiPe 2016, CED, and IPCC 2021 GWP100 methodologies. Findings revealed that hemp-based specimens exhibited a significantly lower environmental impact than pure PLA, attributed primarily to the reduced energy consumption and emissions during the production and processing of hemp-PLA, as well as the resulting lower composite density using hemp straw. A sensitivity analysis of transportation distances and impact assessment methods (IMPACT World+ and TRACI) showed consistency in the overall environmental evaluation, with minor variations in certain impact categories. This study underscores the potential of hemp-PLA as a more sustainable material for additive manufacturing, especially in applications where ductility is a priority. Future research should explore the environmental impacts of using treated hemp-based straw, hurd, and fiber fillers as they offer possibilities for enhancing the properties of PLA.
DOI: 10.15482/usda.adc/27620229.v3
title: Data from: A Comparative Life Cycle Assessment of Hemp Straw Polylactide (PLA) and Pure PLA 3D Printed Part with Fused Filament Fabrication

description: The Fused Filament Fabrication (FFF) technique of additive manufacturing has enabled the use of bio-based polymers like Polylactic Acid (PLA), therefore promoting sustainability in the AM industry using eco-friendly filament instead of synthetic plastics that have long dominated the AM industry. However, PLA’s brittleness limits its broader applicability, leading to the exploration of natural fiber fillers, such as flax, hemp, jute, kenaf, and ramie, to enhance the mechanical, thermal, and aesthetic properties of PLA-based AM filaments. This study investigates the use of untreated hemp straw as a filler to improve the elongation at break of PLA, with a particular focus on the environmental implications of using hemp compared to pure PLA. Tensile specimens from both hemp-based and pure PLA materials were fabricated and assessed. A gate-to-grave life cycle assessment (LCA) was performed using SimaPro and the <i>Ecoinvent</i> database, employing ReCiPe 2016, CED, and IPCC 2021 GWP100 methodologies. Findings revealed that hemp-based specimens exhibited a significantly lower environmental impact than pure PLA, attributed primarily to the reduced energy consumption and emissions during the production and processing of hemp-PLA, as well as the resulting lower composite density using hemp straw. A sensitivity analysis of transportation distances and impact assessment methods (IMPACT World+ and TRACI) showed consistency in the overall environmental evaluation, with minor variations in certain impact categories. This study underscores the potential of hemp-PLA as a more sustainable material for additive manufacturing, especially in applications where ductility is a priority. Future research should explore the environmental impacts of using treated hemp-based straw, hurd, and fiber fillers as they offer possibilities for enhancing the properties of PLA.
DOI: 10.15468/dl.6v6tj9
title: Occurrence Download

description: A dataset containing 56764 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-80.32832 1.08603,-79.89267 -4.33115,-75.92345 -1.72115,-80.32832 1.08603))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2024-2025"
 ]
}

 The dataset includes 56764 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047435-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y97rwf
title: Occurrence Download

description: A dataset containing 288 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leucaena leucocephala",
 "Country is Indonesia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 288 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047455-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zzjdfr
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Erotelis smaragdus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 68 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047456-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u3h4x7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Remiz pendulinus)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047461-250717081556266/datasets/export for details.
DOI: 10.15468/dl.tkthas
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Remiz pendulinus)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 35 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047459-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gv34xu
title: Occurrence Download

description: A dataset containing 1291 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fallopia baldschuanica",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1291 records from 125 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047462-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26093/cds/vizier.36340051
title: NGC 330 seen by MUSE

description: VizieR online Data Catalogue associated with article published in journal Astronomy and Astrophysics with title ' The young massive SMC cluster NGC 330 seen by MUSE. I. Observations and stellar content' (bibcode: 2020A&A...634A..51B)
DOI: 10.15468/dl.4fsyxm
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fallopia baldschuanica",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047463-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.82jcnf
title: Occurrence Download

description: A dataset containing 418 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leucaena leucocephala",
 "Country is Kenya",
 "HasCoordinate is true"
 ]
}

 The dataset includes 418 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047464-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ajz7e9
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leucaena leucocephala",
 "Country is Jamaica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 40 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047465-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ecpwee
title: Occurrence Download

description: A dataset containing 230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leucaena leucocephala",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 230 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047466-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z3tf7b
title: Occurrence Download

description: A dataset containing 418 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leucaena leucocephala",
 "Country is Kenya",
 "HasCoordinate is true"
 ]
}

 The dataset includes 418 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047468-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yax86y
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fallopia baldschuanica",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 40 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047470-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xzdkea
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Leporinus acutidens)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 10 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047469-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gepx3a
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leucaena leucocephala",
 "Country is Kiribati",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047472-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16423286
title: Manuscript Supporting Data: "Characterizing uncertainties in residential electrification: Financial feasibility, climate impacts, and health outcomes for equitable policy design"

description: Article Abstract: 

Low-to-moderate-income (LMI) families in the United States face disproportionately high energy costs due to inefficient housing and systemic underinvestment, conditions that stem in part from discriminatory housing policies (e.g., redlining and exclusionary zoning). With uncertain federal support, state and local authorities need evidence-based strategies for equitable electrification initiatives. This study enhances the Tradeoff Analysis of Residential retrofits for Energy equity (TARE) model for retrofit adoption potential, considering both effects from the Inflation Reduction Act (IRA) and a comprehensive societal impact assessment.

Heat pump water heaters demonstrate nearly universal adoption potential, with LMI adoption reaching 96-99% for delivered fuel users. Air-source heat pump (ASHP) retrofits show fuel-specific adoption trends in LMI households, ranging from 2% (natural gas) to 67% (fuel oil), with diminishing returns for enclosure upgrades. Climate impacts were evaluated using three social cost of carbon bounds, while health co-benefits were quantified using six methodologies combining reduced-complexity models (InMAP, EASIUR, AP2) with two concentration-response functions. Electrifying space heating in 85-96% of households would improve public health through reduced air pollution exposure. Furthermore, accounting for societal benefits from reduced greenhouse gas emissions increases economically viable retrofits from 16% (private costs only) to 53-67% (including monetized climate benefits).

Results suggest that decision-makers should prioritize heat pump water heaters as key electrification policy entry points and design fuel-specific approaches for space heating. The expanded framework provides decision-makers with quantitative tools for equitable energy transition planning and can be adapted locally to expedite technical assistance for historically underserved populations.
DOI: 10.15468/dl.fvr7sm
title: Occurrence Download

description: A dataset containing 127 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fallopia baldschuanica",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 127 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047471-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y9vp33
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Corydoras noelkempffi)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047476-250717081556266/datasets/export for details.
DOI: 10.15468/dl.ymrtdt
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leucaena leucocephala",
 "Country is Kiribati",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047473-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ddr5q8
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leucaena leucocephala",
 "Country is Liberia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047474-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fp9rfr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leucaena leucocephala",
 "Country is Libya",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047475-250717081556266/datasets/export for details.
DOI: 10.15468/dl.84ue84
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fallopia baldschuanica",
 "Country is Libya",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047477-250717081556266/datasets/export for details.
DOI: 10.15468/dl.5t4nn6
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leucaena leucocephala",
 "Country is Liberia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047478-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tjzaqh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fallopia baldschuanica",
 "Country is Liechtenstein",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047479-250717081556266/datasets/export for details.
DOI: 10.15468/dl.9hrk4h
title: Occurrence Download

description: A dataset listing the 4048375 species recorded in GBIF matching the query:
{ }

 The dataset's 4048375 records were derived from 74809 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047436-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7mruj5
title: Occurrence Download

description: A dataset containing 197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Etheostoma luteovinctum)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 197 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047480-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x4extt
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leucaena leucocephala",
 "Country is Madagascar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 107 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047481-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sx5rwt
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leucaena leucocephala",
 "Country is Maldives",
 "HasCoordinate is true"
 ]
}

 The dataset includes 21 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047482-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.