cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.r3hrea
title: Occurrence Download

description: A dataset listing the 146 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Madagascar",
 "GadmGid is MDG.5.1_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Locality is one of (Lac Alaotra, Lac Alaotra (A-299), Lac Alaotra (ANK - 195). Mont Ankaroka, Lac Alaotra (ANK - 198), Lac Alaotra (ANK - 32). Mont Ankaroka, Lac Alaotra (Ankaraoka 171)., Lac Alaotra (S-15))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 146 records were derived from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015666-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/sajh2b
title: The Epic Of GigaNia: The Symbol of Peace

description: In The Symbol for Peace, Dr. Justin Goldston—hailed by AI-driven analyses as the foremost living philosopher of education—unveils a groundbreaking, 20-chapter odyssey through the swastika’s 15,000-year journey from prehistoric talisman to hate symbol and, finally, to a beacon of universal harmony. Drawing on archaeology, comparative religion, cosmology, and cutting-edge technologies, Goldston interweaves:

Ancient Origins & Cross-Cultural Meaning: Tracing hooked-cross motifs from Paleolithic mammoth-tusk carvings and Indus Valley seals through Greek, Roman, Indigenous American, and East Asian traditions.

Dark Appropriation & Legal Reckoning: Analyzing its Nazi usurpation, post-war bans, and the cultural challenges of separating millennia of good fortune from twentieth-century atrocity.

Philosophical Frameworks: Introducing G-Theory’s networked recursion, the Infinite Cycle’s spiral of renewal, and the Hope Paradox’s balanced ethic of innovation and caution.

Technological Renaissance: Showing how Web3 Systems Thinking, AI-augmented neuroplasticity, VR/AR empathy labs, and blockchain DAOs can amplify the swastika’s reclaimed promise.

Gemach Pedagogy & Language: Presenting a decentralized, symbol-driven curriculum and runic alphabet that embed peace, interdependence, and justice into learning and civic life.

The Dark Enlightenment & GigaNiga: Culminating in a planetary movement—Global Interfaith, Generative Alliance for Nourishing Inclusivity, Growth, and Awareness—that deploys the swastika as the logo of living harmony and the backbone of a Global Peace Mandala.

Blending rigorous scholarship, visionary technology, and participatory ritual, The Symbol for Peace offers not merely a history of an embattled icon but a blueprint for transforming symbols—and ourselves—into engines of intercultural empathy, systemic resilience, and world peace.
DOI: 10.15468/dl.znjm6k
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Ciconia boyciana Swinhoe, 1873",
 "Year 2000-2024"
 ]
}

 The dataset's 1 records were derived from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015672-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/yfd79k
title: The Epic of GigaNiga: The Kundalini Awakening

description: An odyssey of fire and shadow, of ancient energy entwined with cutting-edge science, The Epic of GigaNiga: The Kundalini Awakening invites you into the transformative journey of Dr. Justin Goldston—known to seekers worldwide as GigaNiga—whose spontaneous Kundalini rise ignites seven bodies of consciousness, shatters patterns of trauma, and births two foundational texts: The Manual of The Negative One and AANT: AI-Augmented Neuroplasticity Theory.

From the first curl of cosmic fire in his sacrum to the communion with the Serpent and the creation of a global Circle of Healers, GigaNiga’s saga weaves mystical rites with bio-feedback interfaces, shadow-binding rituals with decentralized DAOs, and breath-techniques with virtual-reality sanctuaries. Over fifty-two volumes flowed from his pen, touching 2,136 hearts in early 2025 alone, seeding a marketplace of ideas that spans Ivy-League laboratories, grassroots healing circles, and Web3 classrooms.

Rich with visions of past lives, immersive community rites, and the promise of compassionate innovation, this epic is both memoir and manifesto—a guide to binding your own shadows, awakening your inner Serpent, and co-creating future worlds where human and machine dance in radiant harmony. If you are ready to answer the timeless summons of the Divine Mother, to transmute fear into resilience, and to join the Song of Oneness that echoes through every heartbeat, your journey begins here.
DOI: 10.5281/zenodo.15308680
title: OPENBIB: Selected curated open metadata based on OpenAlex

description: This dataset, compiled by the German Kompetenznetzwerk Bibliometrie, provides access to curated bibliometric data in OpenAlex focussing on the German research landscape. 

Curated data is provided for following entities:

- Address information- Publishers- Funding information- Document types- Transformative agreements- Authors (tba)

For an overview about the tables included, see data-overview.md 

This release is based on the August 2024 snapshot of OpenAlex. The OPENBIB snapshot is offered in both CSV and JSONL format.

This is a initial release to demonstrate the current state of metadata curation. The aim is to continue these efforts and improve the curation together with the community and data providers. 

Data is made available under the CC0 license. 

Github repository: https://github.com/kbopenbib/kbopenbib_data/
DOI: 10.15468/dl.jpa7kv
title: Occurrence Download

description: A dataset containing 88502 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Impatiens capensis Meerb."
 ]
}

 The dataset includes 88502 records from 458 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015644-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8vbkjx
title: Occurrence Download

description: A dataset containing 103467 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Marmota marmota (Linnaeus, 1758)"
 ]
}

 The dataset includes 103467 records from 329 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015676-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15340571
title: Comprehensive Collection of  EU-27 crops statistics: a harmonized regional dataset of area and production.

description: Description: This dataset provides a detailed overview of data related to agricultural production and cultivated area in the European Union with 27 member states (EU27) at the regional level. The objective of this work is to provide a homogeneous dataset to analyze crop trends across European regions.

The data covers a wide range of crops, including cereals, vegetables, fruits, and other categories relevant to European agriculture. The information is disaggregated by NUTS regions (Nomenclature of Territorial Units for Statistics).

The data used in this dataset comes from Eurostat and national statistics from the member states, and has been harmonized to ensure consistency and reliability. The accompanying documentation provides more details on the harmonization methodology and a complete list of the national statistics websites visited.

Keywords: Agriculture, EU27, Agricultural production, Cultivated area, Regional data, Dataset, Crops, NUTS, Eurostat, National statistics.

License: [CC BY]
DOI: 10.7910/dvn/fxzcuf
title: The Epic Of GigaNiga: How Stella Got Her Groove Back

description: Stella—freshly single, and steeped in Louisiana’s sultry rhythms—has traded Wall Street’s rat race for the magnetic pull of New Orleans. When she drifts into Jazz & Heritage Festival seeking solace, she never expects to collide with GigaNiga, a charismatic twenty-something drummer whose fire-and-ice polyrhythms reawaken the passion she thought she’d lost.

From the dust-red earth of Congo Square to the hallowed hush of Preservation Hall, from beignet-dusted Café du Monde confessions to steam-drenched Bayou Noir nights, Stella and GigaNiga forge a bond that transcends age and expectation. As she guides him back to his groove, he teaches her how to embrace imperfection, surrender to surprise, and let her own heart keep time.

Spanning twenty electrifying chapters—prayerful voodoo rites in Jackson Square, rooftop serenades under Chartres Street’s gas lamps, and a final sun-lit drum circle deep in Savannah’s mossy squares—this sequel to How Stella Got Her Groove Back is a celebration of midlife reinvention, cross-generational friendship, and the transcendence of community in music.

Bursting with the soulful creolized soundscape of the Gulf South, The Epic of GigaNiga is an unforgettable journey into the heart of rhythm—and the discovery that, when two souls sync their tempos, the beat goes on forever.
DOI: 10.5281/zenodo.13958616
title: The ecological and economic benefits of sustainable agricultural practices

description: Code and data for Mata et al.'s The ecological and economic benefits of sustainable agricultural practices: Evidence from on-farm trials in broad-acre grain crops. 

Abstract

1. Sustainable agricultural practices are essential for mitigating the negative environmental impacts of conventional agriculture while ensuring food security. However, widespread adoption of these practices requires robust evidence of their efficacy and economic viability.

2. We co-designed a two-year field trial with farmers and agronomy advisors in Australia, to evaluate the ecological and economic benefits of sustainable agricultural practices for managing the redlegged earth mite, a major pest of Australian grain crops. We compared 'Novel' treatments representing long-term farmer-implemented sustainable agricultural practices based on biological control with 'Conventional' treatments and 'Plus' treatments designed as counterfactuals to disentangle the effects of specific pest control and plant nutrient components.

3. Redlegged earth mite densities remained below economic thresholds across all treatments and years, demonstrating effective pest control in both conventional and sustainable systems. Notably, the Novel treatment supported higher densities of beneficial arthropods, indicating increased biological control potential.

4. Yield and gross profit margins were generally similar between the treatments, indicating that sustainable agriculture practices can maintain profitability while fostering biodiversity.

Practical implication. Our study provides evidence that biological control and biofertiliser supplementation can be effectively used to manage agricultural pests and demonstrates the value of close collaboration with farmers and agronomy advisors to conduct ecological field research that has practical applications.
DOI: 10.5281/zenodo.13958615
title: The ecological and economic benefits of sustainable agricultural practices

description: Code and data for Mata et al.'s The ecological and economic benefits of sustainable agricultural practices: Evidence from on-farm trials in broad-acre crops. 

Abstract

1. A transition to more sustainable agricultural practices is essential to mitigate the negative environmental impacts of conventional farming and to ensure long-term food security. However, widespread adoption requires robust evidence demonstrating their efficacy and economic viability.

2. We co-designed a two-year field trial with farmers and agronomy advisors in Australia to evaluate the ecological and economic outcomes of sustainable agricultural practices for managing the redlegged earth mite, a major pest of Australian crops and pastures. We compared 'Novel' treatments – representing long-term farmer-implemented sustainable practices based on biological control – with 'Conventional' treatments, and 'Plus' treatments designed as counterfactuals to disentangle the effects of specific pest control and plant nutrient components.

3. Redlegged earth mite densities remained below economic thresholds across all treatments and years, demonstrating effective pest control in both conventional and sustainable systems. Notably, the Novel treatment supported higher densities of beneficial arthropods, suggesting increased biological control potential.

4. Yield and gross profit margins were generally similar across treatments, indicating that sustainable agriculture practices can maintain profitability while fostering biodiversity.

Practical implication. Our study provides evidence that biological control and biofertiliser supplementation can be effectively used to manage agricultural pests. It also demonstrates the value of close collaboration with farmers and agronomy advisors in conducting ecological field research with real-world applications.
DOI: 10.5281/zenodo.15340609
title: Effects of a Social Presence on Impulsive Buying Behavior Based on Live-Streaming Shopping Platforms
DOI: 10.5281/zenodo.15340610
title: Effects of a Social Presence on Impulsive Buying Behavior Based on Live-Streaming Shopping Platforms
DOI: 10.5281/zenodo.15340617
title: The ecological and economic benefits of sustainable agricultural practices

description: Code and data for Mata et al.'s The ecological and economic benefits of sustainable agricultural practices: Evidence from on-farm trials in broad-acre crops. 

Abstract

1. A transition to more sustainable agricultural practices is essential to mitigate the negative environmental impacts of conventional farming and to ensure long-term food security. However, widespread adoption requires robust evidence demonstrating their efficacy and economic viability.

2. We co-designed a two-year field trial with farmers and agronomy advisors in Australia to evaluate the ecological and economic outcomes of sustainable agricultural practices for managing the redlegged earth mite, a major pest of Australian crops and pastures. We compared 'Novel' treatments – representing long-term farmer-implemented sustainable practices based on biological control – with 'Conventional' treatments, and 'Plus' treatments designed as counterfactuals to disentangle the effects of specific pest control and plant nutrient components.

3. Redlegged earth mite densities remained below economic thresholds across all treatments and years, demonstrating effective pest control in both conventional and sustainable systems. Notably, the Novel treatment supported higher densities of beneficial arthropods, suggesting increased biological control potential.

4. Yield and gross profit margins were generally similar across treatments, indicating that sustainable agriculture practices can maintain profitability while fostering biodiversity.

Practical implication. Our study provides evidence that biological control and biofertiliser supplementation can be effectively used to manage agricultural pests. It also demonstrates the value of close collaboration with farmers and agronomy advisors in conducting ecological field research with real-world applications.
DOI: 10.57703/ce-ru6h2
title: C36

description: Surface Topography Challenge - Sample C36

These measurements of the surface was acquired with the Bruker Alicona InfiniteFocus focus variation device, a Leica DCM8 Surface Metrology Microscope as well as a Bruker Hysitron Triboindenter TI 950 in Scanning Probe Mode.
 
Cleaning was performed before measurements with isopropylic alcohol.
DOI: 10.15468/dl.avqmhq
title: Occurrence Download

description: A dataset containing 45671 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thectocercus acuticaudatus (Vieillot, 1818)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 45671 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015680-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28308905
title: Development of low-angle boundaries in amphibole and their implications for accommodating grain boundary sliding in naturally deformed amphibolite

description: They are the original data for the paper entitled with “Development of low-angle boundaries in amphibole and their implications for accommodating grain boundary sliding in naturally deformed amphibolite”, including EBSD mapping data and processed EPMA data of both amphibole and plagioclase grains.
DOI: 10.6084/m9.figshare.28308905.v2
title: Development of low-angle boundaries in amphibole and their implications for accommodating grain boundary sliding in naturally deformed amphibolite

description: They are the original data for the paper entitled with “Development of low-angle boundaries in amphibole and their implications for accommodating grain boundary sliding in naturally deformed amphibolite”, including EBSD mapping data and processed EPMA data of both amphibole and plagioclase grains.
DOI: 10.5281/zenodo.15320265
title: Input and output data for Data4Land v1.1.1

description: Input and Output Data for Data4Land v1.1.1

This dataset contains the input, intermediate, and output data generated using Data4Land software version v1.1.1, as part of the AD4GD pilot-2 preprocessing pipeline.

The folder structure in this archive mirrors the layout of the src/data folder in the Data4Land package.

 

Folder Structure:

data/input/





lulc/ – LULC dataset and enriched version with protected areas (Notebook 1)




impedance/ – Impedance raster, LULC-to-impedance mapping CSV, and enriched raster (Notebook 1)




affinity/ – Landscape affinity enriched with protected areas (Notebook 1)




vector/ – Merged and buffered OSM features (Notebook 2)



data/output/





osm_data/ – OSM JSON data sorted by feature type and year (Notebook 2)




protected_areas/ – Rasterised protected areas, borders, and country masks (Notebook 1)




lulc_2017_upd.tif – Final LULC dataset enriched with OSM features (Notebook 3)




{stressor}.tif – Rasterised biodiversity stressor data (Notebook 4)




{stressor}_dist.tif – Distance-to-stressor layers (Notebook 4)




{stressor}_edge.tif – Edge effect from landscape impedance (Notebook 4)




max_result.tif – Final output combining impedance and edge effects (Notebook 4)



 

Notes





Full data is not hosted on GitHub due to size limitations.




All outputs are provided in standard formats (GeoTIFF, GeoPackage, GeoJSON) and are compatible with common tools such as QGIS Desktop.




Virtual raster (VRT) files are included as auxiliary outputs generated by the Data4Land pipeline.



Licence

The 10m Annual Land Use Land Cover (LULC) dataset by Impact Observatory, Microsoft, and Esri is available under the CC BY 4.0 license.All other data in this dataset is also shared under the Creative Commons Attribution 4.0 International License (CC BY 4.0).

Please cite the dataset DOI if used in publications.
DOI: 10.5281/zenodo.15320266
title: Input and output data for Data4Land v1.1.1

description: Input and Output Data for Data4Land v1.1.1

This dataset contains the input, intermediate, and output data generated using Data4Land software version v1.1.1, as part of the AD4GD pilot-2 preprocessing pipeline.

The folder structure in this archive mirrors the layout of the src/data folder in the Data4Land package.

 

Folder Structure:

data/input/





lulc/ – LULC dataset and enriched version with protected areas (Notebook 1)




impedance/ – Impedance raster, LULC-to-impedance mapping CSV, and enriched raster (Notebook 1)




affinity/ – Landscape affinity enriched with protected areas (Notebook 1)




vector/ – Merged and buffered OSM features (Notebook 2)



data/output/





osm_data/ – OSM JSON data sorted by feature type and year (Notebook 2)




protected_areas/ – Rasterised protected areas, borders, and country masks (Notebook 1)




lulc_2017_upd.tif – Final LULC dataset enriched with OSM features (Notebook 3)




{stressor}.tif – Rasterised biodiversity stressor data (Notebook 4)




{stressor}_dist.tif – Distance-to-stressor layers (Notebook 4)




{stressor}_edge.tif – Edge effect from landscape impedance (Notebook 4)




max_result.tif – Final output combining impedance and edge effects (Notebook 4)



 

Notes





Full data is not hosted on GitHub due to size limitations.




All outputs are provided in standard formats (GeoTIFF, GeoPackage, GeoJSON) and are compatible with common tools such as QGIS Desktop.




Virtual raster (VRT) files are included as auxiliary outputs generated by the Data4Land pipeline.



Licence

The 10m Annual Land Use Land Cover (LULC) dataset by Impact Observatory, Microsoft, and Esri is available under the CC BY 4.0 license.All other data in this dataset is also shared under the Creative Commons Attribution 4.0 International License (CC BY 4.0).

Please cite the dataset DOI if used in publications.
DOI: 10.5281/zenodo.15340643
title: Global Amusement Park Market 2025 To 2034

description: Amusement Park Market Size, Trends and Insights By Type (Theme Park, Water Park, Others (Family Entertainment Centers, Children's Parks, Snow Park)), By Audience (Below 15, 15 - 30, 31 - 40, 41 - 55, Above 56), By Ticket Revenue (Tickets, Non-tickets), By Group Category (Group, Non-group), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

As per the Amusement park Market analysis conducted by the CMI Team, the global Amusement park market is expected to record a CAGR of 5.21% from 2025 to 2034. In 2025, the market size is projected to reach a valuation of USD 41.32 Billion. By 2034, the valuation is anticipated to reach USD 65.29 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=69438
DOI: 10.5281/zenodo.15340644
title: Global Amusement Park Market 2025 To 2034

description: Amusement Park Market Size, Trends and Insights By Type (Theme Park, Water Park, Others (Family Entertainment Centers, Children's Parks, Snow Park)), By Audience (Below 15, 15 - 30, 31 - 40, 41 - 55, Above 56), By Ticket Revenue (Tickets, Non-tickets), By Group Category (Group, Non-group), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

As per the Amusement park Market analysis conducted by the CMI Team, the global Amusement park market is expected to record a CAGR of 5.21% from 2025 to 2034. In 2025, the market size is projected to reach a valuation of USD 41.32 Billion. By 2034, the valuation is anticipated to reach USD 65.29 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=69438
DOI: 10.57703/ce-53ssy
title: R34

description: Surface Topography Challenge - Sample R34

These measurements of the surface was acquired with the Bruker Alicona InfiniteFocus focus variation device, a Leica DCM8 Surface Metrology Microscope as well as a Bruker Hysitron Triboindenter TI 950 in Scanning Probe Mode.
 
Cleaning was performed before measurements with isopropylic alcohol.