cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21421/d2/as65tv
title: Development of a composite core collection from 5,856 sesame accessions being conserved in the Indian National Genebank

description: This study presents ddRAD-seq data for a total of 5,856 sesame accessions that includes 2,496 accessions (a subset of 5,856 accessions) that was reported by us recently. Using next-generation sequencing (NGS) short-reads over 2.16 Terabases of sequence data were generated, with each sample averaging 1.2 million reads. The study identifies a set of 1,768 sesame accessions as the Composite Core Collection (CCC) that captures maximal diversity, genotypic and phenotypic. This will aid researchers in trait discovery, association studies, pre-breeding, and parental selection for complex traits viz., yield, disease resistance, stress resilience, and other economically important traits.
DOI: 10.6084/m9.figshare.29389178
title: Copy of Marketing Cost.xlsx

description: Honey bee rearing plays a dual role in agriculture by enhancing crop yield through pollination and providing income from honey and its by-products. This research looks into the honey supply chain in Gujarat and suggests the best ways to market honey. The study also highlights the hurdles that the beekeepers face when they try to branch out their product line. A descriptive survey was conducted with 50 beekeepers and 10 intermediaries using purposive sampling. Data were analyzed using Garrett Ranking, Likert Scale, and Acharya & Agarwal’s Modified Marketing Efficiency method. The study identified five key marketing channels, among which direct sales from producer to consumer (Channel I) emerged as the most efficient, offering beekeepers 94% of the final price. In contrast, export channels yielded only 10.24% of the consumer’s rupee. Despite the profitability of value-added products like royal jelly and bee venom, constraints such as lack of skilled labour, short shelf life, and the absence of defined markets hinder diversification. The study recommends targeted interventions, including training, improved technology, product standardization, and policy support, to enhance beekeepers' income and market position. Strengthening farmer collectives and direct marketing infrastructure can further improve efficiency and sustainability within the honey value chain in Gujarat.
DOI: 10.6084/m9.figshare.29389178.v1
title: Copy of Marketing Cost.xlsx

description: Honey bee rearing plays a dual role in agriculture by enhancing crop yield through pollination and providing income from honey and its by-products. This research looks into the honey supply chain in Gujarat and suggests the best ways to market honey. The study also highlights the hurdles that the beekeepers face when they try to branch out their product line. A descriptive survey was conducted with 50 beekeepers and 10 intermediaries using purposive sampling. Data were analyzed using Garrett Ranking, Likert Scale, and Acharya & Agarwal’s Modified Marketing Efficiency method. The study identified five key marketing channels, among which direct sales from producer to consumer (Channel I) emerged as the most efficient, offering beekeepers 94% of the final price. In contrast, export channels yielded only 10.24% of the consumer’s rupee. Despite the profitability of value-added products like royal jelly and bee venom, constraints such as lack of skilled labour, short shelf life, and the absence of defined markets hinder diversification. The study recommends targeted interventions, including training, improved technology, product standardization, and policy support, to enhance beekeepers' income and market position. Strengthening farmer collectives and direct marketing infrastructure can further improve efficiency and sustainability within the honey value chain in Gujarat.
DOI: 10.5281/zenodo.15726766
title: Nepali Reddit Comments Dataset (Jan 2020– June 2025)

description: See README content
description: This is the largest collection of comments from the Nepali subreddit community related to mental health and well-being.
DOI: 10.5281/zenodo.15725430
title: Nepali Reddit Comments Dataset (Jan 2020– June 2025)

description: See README content
description: This is the largest collection of comments from the Nepali subreddit community related to mental health and well-being.
DOI: 10.15468/dl.ba6vbp
title: Occurrence Download

description: A dataset containing 1058 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Issue is one of (Geodetic datum assumed WGS84, Country derived from coordinates, Continent derived from country, Continent derived from coordinates, The taxon concept ID was not used in backbone matching, The taxon ID was not used in backbone matching, The scientific name ID was not used in backbone matching, Occurrence status inferred from individual count, Institution match none, Collection match none, Institution match fuzzy)",
 "OccurrenceStatus is Present",
 "TaxonKey is Aleurodicus dispersus Russell, 1965"
 ]
}

 The dataset includes 1058 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066713-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15726756
title: Köln-Mülheim Rheingold-Apotheke (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.5281/zenodo.15726757
title: Köln-Mülheim Rheingold-Apotheke (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.5281/zenodo.15726767
title: Köln Stern-Apotheke (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.5281/zenodo.15726768
title: Köln Stern-Apotheke (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.5281/zenodo.15723292
title: Sea Ice Outlook: Spatial forecast dataset

description: This repository contains the fields of Sea Ice Probability (SIP) submitted to the Sea Ice Outlook, from 2014 onwards.
DOI: 10.5281/zenodo.15723293
title: Sea Ice Outlook: Spatial forecast dataset

description: This repository contains the fields of Sea Ice Probability (SIP) submitted to the Sea Ice Outlook, from 2014 onwards.
DOI: 10.4121/ca0da4ec-b4d0-430a-b8b9-84aa5a90446b
title: Data underlying the MSc research project: Urban Stream Restoration of Teplica in Senica, Slovakia

description: This dataset contains quantitative data on normalization of 8 different MCDA aspects based on spatial geometry alongside stream Teplica, to show the suitability of areas to be prioritised in sustainable stream restoration efforts based on biodiversity, climate adaptation, and quality of life. This dataset is student work created as part of the TU Delft BK course ARFW0501 Applied Spatial Analysis for Sustainable Urban Development (2024/25 Q4). Additional details about the project can be accessed at https://github.com/sdgis-edu-tud/report-asa2025-groupc.git.
DOI: 10.5281/zenodo.15726776
title: Köln Viktoria-Apotheke (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.5281/zenodo.15726777
title: Köln Viktoria-Apotheke (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.4121/ca0da4ec-b4d0-430a-b8b9-84aa5a90446b.v1
title: Data underlying the MSc research project: Urban Stream Restoration of Teplica in Senica, Slovakia

description: This dataset contains quantitative data on normalization of 8 different MCDA aspects based on spatial geometry alongside stream Teplica, to show the suitability of areas to be prioritised in sustainable stream restoration efforts based on biodiversity, climate adaptation, and quality of life. This dataset is student work created as part of the TU Delft BK course ARFW0501 Applied Spatial Analysis for Sustainable Urban Development (2024/25 Q4). Additional details about the project can be accessed at https://github.com/sdgis-edu-tud/report-asa2025-groupc.git.
DOI: 10.15468/dl.6aew3m
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((102 28,105 28,105 33,102 33,102 28))",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhinopithecus roxellana (A.Milne-Edwards, 1870)",
 "Year 2000-2025"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066718-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/l2x6go/zbzyl3
title: Figure4_data.tab

description: :unav
DOI: 10.48668/l2x6go/heslsx
title: Figure2_data

description: :unav
DOI: 10.48668/l2x6go/ghrkqa
title: Figure6_data.tab

description: :unav
DOI: 10.48668/l2x6go/x2cpyp
title: Figure5_data

description: :unav
DOI: 10.48668/l2x6go/tdw7n9
title: Figure3_data

description: :unav
DOI: 10.48668/l2x6go
title: Altered nutrient cycling functionality in seagrass meadows under a simulated future marine heatwave event

description: Altered nutrient cycling functionality in seagrass meadows under a simulated future marine heatwave event
DOI: 10.15468/dl.c8zrr9
title: Occurrence Download

description: A dataset containing 5890 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Indriidae"
 ]
}

 The dataset includes 5890 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066719-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdwvbc
title: Occurrence Download

description: A dataset containing 519 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Geodetic datum assumed WGS84, Country derived from coordinates, Continent derived from country, Continent derived from coordinates, The taxon concept ID was not used in backbone matching, The taxon ID was not used in backbone matching, The scientific name ID was not used in backbone matching, Occurrence status inferred from individual count, Institution match none, Collection match none, Institution match fuzzy)",
 "OccurrenceStatus is Present",
 "TaxonKey is Aleurodicus dispersus Russell, 1965"
 ]
}

 The dataset includes 519 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066721-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15726789
title: Köln Apotheke Am Ubierring (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.5281/zenodo.15726788
title: Köln Apotheke Am Ubierring (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.4121/a38b4140-288f-4d45-b422-78c855ede2c0
title: Data and signal processing code underlying the BSc thesis: Breathing rate estimation using intraoral sensor data

description: The raw data and signal processing pipeline for the BSc thesis as part of CSE3000 Research Project. The research concerns intraoral sensor applications, specifically breathing rate estimation technologies. A literature review along with a signal processing pipeline were implemented. The data are accelerometer, barometer and light level sensor measurements, along with experiment metadata. It was collected by the intraoral sensing platform Densor.
DOI: 10.4121/a38b4140-288f-4d45-b422-78c855ede2c0.v1
title: Data and signal processing code underlying the BSc thesis: Breathing rate estimation using intraoral sensor data

description: The raw data and signal processing pipeline for the BSc thesis as part of CSE3000 Research Project. The research concerns intraoral sensor applications, specifically breathing rate estimation technologies. A literature review along with a signal processing pipeline were implemented. The data are accelerometer, barometer and light level sensor measurements, along with experiment metadata. It was collected by the intraoral sensing platform Densor.
DOI: 10.4121/92cc0b7b-d709-421c-8eb9-06d661cff5b9
title: Data underlying the publication: Case Study Analyses of Benefits and Barriers of Circular Manufacturing Systems: A Step Towards a Simulation-Based Approach

description: This dataset belongs to a publication related to the Global Conference on Sustainable Manufacturing (GCSM 2025). A review of literature and industry-based case studies was conducted and 62 cases that integrate circularity practices into their manufacturing systems were identified.
DOI: 10.4121/92cc0b7b-d709-421c-8eb9-06d661cff5b9.v1
title: Data underlying the publication: Case Study Analyses of Benefits and Barriers of Circular Manufacturing Systems: A Step Towards a Simulation-Based Approach

description: This dataset belongs to a publication related to the Global Conference on Sustainable Manufacturing (GCSM 2025). A review of literature and industry-based case studies was conducted and 62 cases that integrate circularity practices into their manufacturing systems were identified.
DOI: 10.5281/zenodo.15726800
title: Köln Apotheke Zum Goldenen Horn (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.5281/zenodo.15726801
title: Köln Apotheke Zum Goldenen Horn (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.5281/zenodo.15726807
title: Köln Apotheke Zum Goldenen Kopf (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.5281/zenodo.15726806
title: Köln Apotheke Zum Goldenen Kopf (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.15468/dl.4bdzgz
title: Occurrence Download

description: A dataset containing 337648 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Nigerian Bird Atlas Project (Adhoc Records)"
 ]
}

 The dataset includes 337648 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066716-250525065834625/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.29389148
title: Data of paper 'EOF-based Model for Falling-Snow Deposition over Mountainous Terrain'.

description: This dataset provides the data in paper "EOF-based Model for Falling-Snow Deposition over Mountainous Terrain"，there are two files in the main file, which is 'single 3D-hills' and 'Namtso terrain', each file contains data of the EOF analyze and snow deposition intensity results, for single 3D-hills it also contains the vorticity results. The file format is .dat, the first column is X, the second column is Y, and the left is the relative results.
DOI: 10.6084/m9.figshare.29389148.v1
title: Data of paper 'EOF-based Model for Falling-Snow Deposition over Mountainous Terrain'.

description: This dataset provides the data in paper "EOF-based Model for Falling-Snow Deposition over Mountainous Terrain"，there are two files in the main file, which is 'single 3D-hills' and 'Namtso terrain', each file contains data of the EOF analyze and snow deposition intensity results, for single 3D-hills it also contains the vorticity results. The file format is .dat, the first column is X, the second column is Y, and the left is the relative results.
DOI: 10.15468/dl.wf7e9j
title: Occurrence Download

description: A dataset containing 6537 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Lemur_occurrences_TAF_MLP_20190917"
 ]
}

 The dataset includes 6537 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066726-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.