cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/t5dttm3g4g.1
title: DAAD Alumni Zambia, 2025 | Presentations: Rethinking Water Governance in a Changing World

description: The curated presentations span a wide thematic spectrum, including urban water challenges, aquatic ecosystem health, pollution dynamics, public health risks, and innovative governance approaches in the SSA:
0. Rethinking Water Governance in a Changing World – James Nkhoswe
1. Urbanization and Its Impact on Clean Water Services in Zambia – Dr. Chishala
2. Assessment of Tourism‑Based Effluent Waste Generation in the Okavango Delta – Prof. Moren
3. Status of Phytoplankton Biomass and Water Quality During Fish Cage Culture Fallowing – Msumenji
4. Occurrence of Antimicrobial Residues in Oreochromis niloticus – Dr. Mupango
5. FISH4ACP Project: Unlocking the Potential in Africa – Kelvin
6. The Role of WASH in Preventing Epidemics in the SADC Region – Solange
7. Impact of Invasive Species on Aquatic Food Systems – Dr. Arthertone J.
8. Environmental Fate and Toxicity of Engineered Nanomaterials in Aquatic systems – Mzinyati
9. Cholera Outbreak in Malawi (2022–2023) – Odala
10. One Health: African Migratory Locust Response Plan for Zambia – Dr. Somanje
11. Intersecting Public Health and Education Equity for Vulnerable Children – Conrad
12. Integrating Water Governance Through the Lens of Societal Marketing – Pamela
13. Mycotoxins and Food Safety: A One Health Challenge in Value Chains – Machuku
14. Changing Trends in Land Use and Ecological Dynamics – Primrose N.
15. Integrated Fish–Rice Culture for Sustainable Aquatic Ecosystems – Mandawala A.
16. Analysis of Forest Cover Dynamics in Lusaka East – Michael M.
17. Prevalence of Malaria in Malawi – Grace
18. Macroinvertebrate Biodiversity and Productivity Assessment in Community‑Based Sanctuaries – Upile P.
19. One Health: The Economic Burden of Animal Diseases (GBADs) – Takesure
20. Assessment of Helminthic Infestation in Oreochromis sp & Clarias sp – Ellen Nanjala
21. A Genetically Simple Invader with Complex Ecological Consequences – Muyumbana
22. Climate Change: An Invisible Disease Without Borders – Nsemani W.
23. Converting Waste to Energy – Grace
24. Drivers of Armyworms in Climate‑Stressed Times – Mlambo Shaw
25. Water and Sanitation Governance for Urban and Peri‑Urban Settings – Lweendo
26. Low‑Cost Technologies for Soil Moisture Assessment and Forecasting – Boyd
27. Climate Change‑Induced Water Scarcity and Pest Infestations – Mubayiwa
28. An Urgent Call for Output Controls Alongside Input Controls in Commercial Fisheries – Mexford
29. Water Harvesting for Water Security Improvement Under Climate Change – Dr. Kondwani
30. Mosquito Species Diversity: What Should We Expect? – Dr. Saili
31. Scholarship Opportunities – Nzaganya Nzaganya

Together, these curated presentations provide a rich, multi‑sectoral dataset that captures the complexity of water governance challenges in SSA. They offer evidence, conceptual insights, and practical innovations that collectively inform the WEF‑Nexus framing adopted in the Conference proceedings publica

--
Daadzambia@gmail.com
DOI: 10.5281/zenodo.17414562
title: Evidence of the earliest Hominin use of wooden hand-held tools found at Marathousa 1 (Greece)

description: Virtual surface models as triangular meshes and two videos showing rendered versions of 935/671_13 (filename 935_671-13) underlying the analyses of wooden tools in the publication "Evidence of the earliest Hominin use of wooden hand-held tools found at Marathousa 1 (Greece)" (Milks et al., in prep). 

Within the provided document:



All surface models, except for 935/671_13_UHR, were direct outputs of surface scans acquired utilizing a hand-held Artec Space Spider.

The surface model of 935/671_13_UHR was extracted from a high-resolution CT scan (for further details, see the method section of the accompanying publication). This surface model is uploaded as a zip file due to its size.

The two videos show different manipulations of the rendered surfaces of 935/671_13_UHR.


 

Commercial use prohibited. In case of non-commercial use for research purposes, please cite the following publication:


Milks et al. (in prep). Evidence of the earliest Hominin use of wooden hand-held tools found at Marathousa 1 (Greece). Submitted to PNAS.
DOI: 10.5281/zenodo.15725678
title: Protein sequence reconstruction for GMNH0031

description: Sequence reconstruction and visualization of peptides identified in the Japanese cave lion fossil (GMNH0031)
DOI: 10.5281/zenodo.17664421
title: LFINet: Linguistic Semantics Fused Chain-of-Thought Diffusion Model for Realistic Tree Sample Generation from Aerial Imagery

description: A lightweight image–text corpus tailored for forestry applications, designed to train both CLIP-style vision–language models and text-conditioned diffusion models. Each sample consists of an RGB tree image paired with a natural-language caption that captures key visual, structural, and phenological characteristics of the tree canopy.
DOI: 10.5281/zenodo.18351090
title: CannabisDealsUS Cannabis Price Index (Weekly)

description: Weekly aggregated dataset tracking U.S. cannabis retail price trends across CBD, THC, Vaporizers, Headshop, and related categories.

The dataset is derived from a large-scale sample of licensed online cannabis retailers and provides category- and subcategory-level price averages and index values using a documented methodology with clear inclusion and exclusion rules.

This dataset contains no affiliate links, no merchant-level data, and is intended for research and journalistic reference.
description: Citations

This dataset has been cited in independent cannabis market analysis by:





Cannigma




The Marijuana Herald



Links to the articles are available on the canonical index page:https://cannabisdealsus.com/cannabis-price-index/
DOI: 10.15468/dl.7zdaen
title: Occurrence Download

description: A dataset containing 2873196461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Paranaitis, Protomystides, Ancistargis, Ancistrosyllis, Sigambra, Antarctinoe, Barrukia, Bylgides, Eulagisca, Eunoe, Halosydna, Harmothoe, Lepidasthenia, Malmgreniella, Polyeunoa, Leanira, Pelogenia, Psammolyce, Sigalion, Sthenelais, Sthenolepis, Sphaerodorum, Branchiosyllis, Geminosyllis, Haplosyllis, Odontosyllis, Salvatoria, Syllis, Trypanosyllis, Typosyllis, Aeolosoma, Manayunkia, Galathowenia, Myriochele, Gunnarea, Idanthyrsus, Lygdamis, Phragmatopoma, Sabellaria, Acromegalomma, Euchone, Animalia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2873196461 records from 55949 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011407-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7emn9z
title: Occurrence Download

description: A dataset containing 198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-97.34304 30.01842,-97.1519 30.01842,-97.1519 30.21507,-97.34304 30.21507,-97.34304 30.01842))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia",
 "Year 2006-2016"
 ]
}

 The dataset includes 198 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016989-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.678hvc
title: Occurrence Download

description: A dataset containing 12892 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Sardinops sagax (Jenyns, 1842)"
 ]
}

 The dataset includes 12892 records from 160 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016991-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15580962
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250603d Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250603d Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.5281/zenodo.15580963
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250603d Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250603d Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.15468/dl.tj664u
title: Occurrence Download

description: A dataset containing 36515 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Taxon occurrence data for the FungalRoot database"
 ]
}

 The dataset includes 36515 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016992-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8zy2v
title: Occurrence Download

description: A dataset containing 34474 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trifolium resupinatum L."
 ]
}

 The dataset includes 34474 records from 662 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016990-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ex4z89
title: Occurrence Download

description: A dataset containing 202 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-104.21015 30.22899,-103.70077 30.22899,-103.70077 30.82662,-104.21015 30.82662,-104.21015 30.22899))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia",
 "Year 2006-2016"
 ]
}

 The dataset includes 202 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016994-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c37khs
title: Occurrence Download

description: A dataset containing 5470 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Machine Observation)",
 "Country is Japan",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (February, January, March, April, May, June, July, September, August, October, November, December)",
 "TaxonKey is Accipiter Brisson, 1760",
 "Year 1068-2025"
 ]
}

 The dataset includes 5470 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016993-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2kwk5v
title: Occurrence Download

description: A dataset containing 72067 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Lachnospiraceae"
 ]
}

 The dataset includes 72067 records from 539 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016973-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pugcf8
title: Occurrence Download

description: A dataset containing 98220 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 (Limosa haemastica (Linnaeus, 1758))",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 98220 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016974-250525065834625/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/12042198
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.dp758k
title: Occurrence Download

description: A dataset containing 98846 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-99.20125 19.30906,-99.1868 19.30906,-99.18879 19.32484,-99.20092 19.32474,-99.20125 19.30906))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year 2010-2025"
 ]
}

 The dataset includes 98846 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016969-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8n2be
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Zealand",
 "SpeciesKey is Rusa timorensis (Blainville, 1822)"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016995-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jwwa7t
title: Occurrence Download

description: A dataset containing 113 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.continent = 'NORTH_AMERICA'
 AND occurrence.countrycode IN ('HN', 'GT', 'NI', 'SV', 'BZ', 'CR', 'MX')
 AND (occurrence.taxonkey = 3152824 OR occurrence.acceptedtaxonkey = 3152824 OR occurrence.kingdomkey = 3152824 OR occurrence.phylumkey = 3152824 OR occurrence.classkey = 3152824 OR occurrence.orderkey = 3152824 OR occurrence.familykey = 3152824 OR occurrence.genuskey = 3152824 OR occurrence.specieskey = 3152824)
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 113 records were derived from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016984-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tfwc2a
title: Occurrence Download

description: A dataset containing 299943 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zostera L."
 ]
}

 The dataset includes 299943 records from 720 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016972-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5067/grgia-1dj10
title: TELLUS GRACE Level-3 1.0-degree Glacial Isostatic Adjustment v1.0 datasets produced by JPL
DOI: 10.5281/zenodo.18392945
title: Time_resolved_photoluminescence_WP3_INSA

description: This dataset was generated as part of DYNASTY project activities (specifically WP3, samples preparation, data production and data analysis), to support the characterization of the physical properties of van der Waals heterojunctions. Time-resolved photoluminescence (PL) spectroscopy measurements were carried out to evaluate the behavior exciton relaxation in WSe2 monolayers
DOI: 10.48530/isoarch.2022.004
title: Dataset 2022.004

description: in progress
DOI: 10.5067/grgsm-20g06
title: GRACE STATIC FIELD GEOPOTENTIAL COEFFICIENTS GFZ RELEASE 6.0
DOI: 10.5281/zenodo.18392944
title: Time_resolved_photoluminescence_WP3_INSA

description: This dataset was generated as part of DYNASTY project activities (specifically WP3, samples preparation, data production and data analysis), to support the characterization of the physical properties of van der Waals heterojunctions. Time-resolved photoluminescence (PL) spectroscopy measurements were carried out to evaluate the behavior exciton relaxation in WSe2 monolayers
DOI: 10.48530/isoarch.2022.004.v1
title: Dataset 2022.004

description: in progress
DOI: 10.5067/gfl20-lc061
title: GRACE-FO Level-2 Monthly Laser Ranging Interferometer (LRI) Geopotential Spherical Harmonics CSR Release 6.1 (RL06.1)
DOI: 10.5061/dryad.vhhmgqp3q
title: Data for: Plio-Pleistocene decline of mesic forest underpins diversification in a clade of Australian Panesthia cockroaches

description: The progressive aridification of the Australian continent and the
 coincident decline of mesic forests have been a powerful driver of
 allopatric and environmental speciation in native species. The relictual
 mesic forests of the eastern seaboard now harbour a diverse group of
 endemic fauna, including the wood-feeding cockroaches of the genus
 Panesthia, which reached the continent via two separate invasions from
 Melanesia. The more recent of these colonisation events gave rise to a
 group of five recognised species, occurring in mainland woodlands,
 sclerophylls, and rainforests, as well as the forests and grasslands of
 the Lord Howe Island Group. Due to limited sampling in molecular studies
 and doubt regarding the standing taxonomy, there is little certainty about
 relationships among the species and a poor understanding of the effects of
 ancient climatic change upon their evolution. We undertook a comprehensive
 phylogenetic analysis of the clade, using complete mitogenomes and nuclear
 ribosomal markers from nearly all known morphospecies and populations. Our
 time-calibrated phylogenetic analyses reveal an additional six
 unrecognized, highly divergent lineages and suggest that these have arisen
 primarily through vicariance as rainforests fragmented during
 Plio-Pleistocene glacial cycles (2–5 million years ago). Ancestral niche
 estimations also evidence a tropical rainforest origin for the group,
 followed by at least three niche transitions into drier forest, including
 one associated with the singular colonisation of the Lord Howe Island
 Group. Finally, we find evidence of frequent, parallel wing reduction in
 potential association with the contraction of forest habitats into small
 refugia. Our results reiterate the far-reaching role of ancient
 aridification in driving speciation, niche expansion, and morphological
 evolution in Australian fauna.
description: # Data for: Plio-Pleistocene decline of mesic forest underpins
 diversification in a clade of Australian Panesthia cockroaches
 [https://doi.org/10.5061/dryad.vhhmgqp3q](https://doi.org/10.5061/dryad.vhhmgqp3q) ## Description of the data and file structure Sequence data assembled in SPAdes and aligned in Geneious Prime. Phylogenetic trees were estimated in IQTREE2 and BEAST. ### Files and variables #### File: Figure3\_raw\.tre **Description:** Nuclear phylogeny estimated in IQTREE #### File: Figure2\_raw\.tre **Description:** Mitochondrial phylogeny estimated in BEAST #### File: FigureS1\_raw\.tre **Description:** Mitochondrial phylogeny estimated in IQTREE #### File: FigureS2\_raw\.tre **Description:** Nuclear phylogeny estimated in BEAST #### File: nuclear\_alignment.nex **Description:** Nuclear ribosomal alignment #### File: mitogenome\_alignment.nex **Description:** Mitochondrial genomic alignment ## Code/software Phylogenetic trees can be opened in FigTree, and alignments can be viewed in any plain-text editor.
DOI: 10.5067/gfl20-lj061
title: GRACE-FO Level-2 Monthly Laser Ranging Interferometer (LRI) Geopotential Spherical Harmonics JPL Release 6.1 (RL06.1)
DOI: 10.5067/abprfo-l2v10
title: Hourly Ocean Bottom Pressure at the North Pole from the Arctic Bottom Pressure Recorder Follow On Version 1.0
DOI: 10.5067/gfl1a-asj04
title: GRACE-FO Level-1A Release version 4.0 from JPL in ASCII
DOI: 10.5067/gfl1b-asj04
title: GRACE-FO Level-1B Release version 4.0 from JPL in ASCII
DOI: 10.5067/ghh08-2po27
title: GHRSST NOAA/STAR Himawari-08 AHI L2P Pacific Ocean Region SST v2.70 dataset in GDS2
DOI: 10.48530/isoarch.2022.005
title: Ancient Lebanese, Egyptian, and Sudanese archaeological datasets

description: These datasets represent some publications across the ancient Near East. Samples here are both human and non-human, and a variety of isotope systems were employed within these papers (i.e.,  δ13c and δ15N from bone collagen, 87Sr/86Sr, δ18O, and δ13C). The sites included in this dataset are: Pella, Sidon, El-Badari, Naqada, Hierakonpolis, Abydos, Qau, Saqqara, Mostegedda, Giza, Lahun, and Kharga Oasis. In addition to these sites, several animals from the Petrie Collection were analyzed, which have dubious/missing location information. A variety of research questions were centered in these publications, including questions about gender roles, migration, differential access to foods, and baseline building.
DOI: 10.48530/isoarch.2022.005.v1
title: Ancient Lebanese, Egyptian, and Sudanese archaeological datasets

description: These datasets represent some publications across the ancient Near East. Samples here are both human and non-human, and a variety of isotope systems were employed within these papers (i.e.,  δ13c and δ15N from bone collagen, 87Sr/86Sr, δ18O, and δ13C). The sites included in this dataset are: Pella, Sidon, El-Badari, Naqada, Hierakonpolis, Abydos, Qau, Saqqara, Mostegedda, Giza, Lahun, and Kharga Oasis. In addition to these sites, several animals from the Petrie Collection were analyzed, which have dubious/missing location information. A variety of research questions were centered in these publications, including questions about gender roles, migration, differential access to foods, and baseline building.
DOI: 10.5067/ghh08-3co27
title: GHRSST NOAA/STAR Himawari-08 AHI L3C Pacific Ocean Region SST v2.70 dataset in GDS2
DOI: 10.5067/rscat-l1b20
title: RapidScat Level 1B Time-Ordered Geo-Located Sigma-0 Version 2.0