cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10602930
title: COS-1m: the first community-scale open space maps of 31 major cities in China created with the layered occlusion perception model

description: Correspondence to:Shihong DuPeking UniversityBeijing 100871, ChinaE-mail: shdu@pku.edu.cn

COS-1m (Community Open Spaces) offers detailed, high-resolution maps of community-level open spaces across 31 major cities in China. Developed using the latest very high-resolution satellite imagery and a novel Layered Occlusion Perception Model (LOPM), this dataset ensures precise representation with a spatial resolution of 1 meter. In total, the COS-1m dataset covers an area of 46727.46 square kilometers.

The COS-1m dataset addresses the critical challenge of layered occlusions in remote sensing imagery by accurately modeling and reconstructing the intricate layered structures of COS. This approach allows for the detailed delineation of occluded ground elements, overcoming the limitations of traditional single-layer mapping methods. The dataset reveals that, on average, 60.51 km² of COS area per city is occluded, constituting 10.18% of the total COS area, which had previously been overlooked.

Key features of the COS-1m dataset include:



Four Types of Public Open Space Elements: Green spaces (1), blue spaces (2), squares (4), and walkways (6).

Three Types of Coupled Open Spaces: waterfront woodlands (3), shaded squares (5), and shaded walkways (7).


The dual-layer mapping technique used in COS-1m provides a comprehensive overview of urban open spaces, capturing the vertical overlaps of various elements such as trees, water bodies, squares, and walkways. This dataset is a significant advancement in COS monitoring technology, filling a critical gap in community-scale Sustainable Development Goal (SDG) assessments. It provides urban planners and policymakers with valuable insights to promote more effective and sustainable urban development.

COS-1m achieved an overall accuracy of 86.39% and an average F1-score of 77.47% across the 31 cities, demonstrating its robustness and reliability as a tool for urban space analysis and planning.

If you use this dataset, please cite: "Lei, Y., Zhang, X., Xiong, S., Tan, G., & Du, S. (2025). Developing Layered Occlusion Perception Model: Mapping community open spaces in 31 China cities. Remote Sensing of Environment, 316, 114498."
DOI: 10.5281/zenodo.14890617
title: Global Quadricycle and Tricycles Market 2025 To 2034

description: Quadricycle and Tricycles Market Size, Trends and Insights By Power Source Type (Electric, Gasoline, Solar), By Application Type (Personal, Commercial), By Vehicle Type (Quadricycle, Tricycle), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

Global Quadricycle and Tricycles Market was valued at USD 10,043.69 Million in 2025 and is expected to reach USD 22,405.94 Million by 2034, at a CAGR of 10.55% during the forecast period 2025 – 2034.

A quadricycle is a four-wheeled vehicle, either human-powered or motorized, designed for road use. It is also referred to as pedal-powered four-wheel cycles. It often denotes small, lightweight motor vehicles resembling microcars typically equipped with a live two-wheeled axle bicycle seat for the driver & a two-wheeled carriage.

Children are the primary users of tricycles, which have two smaller back wheels and one large front wheel. Adults also use tricycles for shopping and exercise, showing greater market stability.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=61307
DOI: 10.5281/zenodo.14890618
title: Global Quadricycle and Tricycles Market 2025 To 2034

description: Quadricycle and Tricycles Market Size, Trends and Insights By Power Source Type (Electric, Gasoline, Solar), By Application Type (Personal, Commercial), By Vehicle Type (Quadricycle, Tricycle), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

Global Quadricycle and Tricycles Market was valued at USD 10,043.69 Million in 2025 and is expected to reach USD 22,405.94 Million by 2034, at a CAGR of 10.55% during the forecast period 2025 – 2034.

A quadricycle is a four-wheeled vehicle, either human-powered or motorized, designed for road use. It is also referred to as pedal-powered four-wheel cycles. It often denotes small, lightweight motor vehicles resembling microcars typically equipped with a live two-wheeled axle bicycle seat for the driver & a two-wheeled carriage.

Children are the primary users of tricycles, which have two smaller back wheels and one large front wheel. Adults also use tricycles for shopping and exercise, showing greater market stability.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=61307
DOI: 10.15468/dl.zhf9jw
title: Occurrence Download

description: A dataset containing 1300 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["2942716"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 1300 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001173-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uhnnmn
title: Occurrence Download

description: A dataset containing 7952 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["8323622"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 7952 records from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001174-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.39w656
title: Occurrence Download

description: A dataset containing 1928 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["2766278"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 1928 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001175-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99yhmd
title: Occurrence Download

description: A dataset containing 528 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Oxypetalum coeruleum (D.Don ex Sweet) Decne."
 ]
}

 The dataset includes 528 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001176-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x97bm2
title: Occurrence Download

description: A dataset containing 2629 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Crataegus crus-galli L."
 ]
}

 The dataset includes 2629 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001177-250218110819086/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/10789964
title: Egypt Gold Prices | Daily Updated
DOI: 10.5281/zenodo.14890630
title: Global Veterinary Supplements Market 2025 To 2034

description: Veterinary Supplements Market Size, Trends and Insights By Animal Type (Companion animals, Dogs, Cats, Horses, Birds, Other companion animals, Livestock animals, Cattle, Poultry, Swine, Other livestock animals), By Product Type (Multivitamins & minerals, Omega-3 fatty acids, Probiotics & prebiotics, Proteins & peptides, Cannabidiol (CBD), Antioxidants, Other product types), By Dosage Form (Pills/ tablets, Powders, Chewables, Liquids, Other dosage forms), By Application (Joint health support, Calming/ stress/ anxiety, Digestive health, Weight management, Immunity support, Skin & coat health, Other applications), By Distribution Channel (Online channels, Offline channels, Veterinary pharmacies, Pet specialty stores, Other offline channels), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

Global Veterinary Supplements Market size is estimated at USD 3.25 Billion in 2025 and is expected to reach USD 4.12 Billion by 2034, at a CAGR of 5.98% during the forecast period 2025 – 2034.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=62297
DOI: 10.5281/zenodo.14890631
title: Global Veterinary Supplements Market 2025 To 2034

description: Veterinary Supplements Market Size, Trends and Insights By Animal Type (Companion animals, Dogs, Cats, Horses, Birds, Other companion animals, Livestock animals, Cattle, Poultry, Swine, Other livestock animals), By Product Type (Multivitamins & minerals, Omega-3 fatty acids, Probiotics & prebiotics, Proteins & peptides, Cannabidiol (CBD), Antioxidants, Other product types), By Dosage Form (Pills/ tablets, Powders, Chewables, Liquids, Other dosage forms), By Application (Joint health support, Calming/ stress/ anxiety, Digestive health, Weight management, Immunity support, Skin & coat health, Other applications), By Distribution Channel (Online channels, Offline channels, Veterinary pharmacies, Pet specialty stores, Other offline channels), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

Global Veterinary Supplements Market size is estimated at USD 3.25 Billion in 2025 and is expected to reach USD 4.12 Billion by 2034, at a CAGR of 5.98% during the forecast period 2025 – 2034.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=62297
DOI: 10.15468/dl.sm72pt
title: Occurrence Download

description: A dataset containing 245 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["2910934"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 245 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001179-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kus78p
title: Occurrence Download

description: A dataset containing 368 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["2715148"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 368 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001178-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wtpzy7
title: Occurrence Download

description: A dataset containing 209 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["2733934"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 209 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001180-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.84kf7p
title: Occurrence Download

description: A dataset listing the 106 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Poblaciones vizcainas de plantas incluidas en el Catálogo Vasco de Especies Amenazadas - Sistema de Información de la Naturaleza de Euskadi"
 ]
}

 The dataset's 106 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001172-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ubw8rz
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alchemilla dasycrater Juz."
 ]
}

 The dataset includes 42 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001181-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.55q928
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["2757204"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 38 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001182-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e4tmjd
title: Occurrence Download

description: A dataset containing 318 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["3989199"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 318 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001183-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4un6y7
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["7308027"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 130 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001184-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ejqwgk
title: Occurrence Download

description: A dataset containing 156 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is MEX.25_1",
 "TaxonKey is Euptilotis neoxenus (Gould, 1838)"
 ]
}

 The dataset includes 156 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001185-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sbe2js
title: Occurrence Download

description: A dataset containing 3322 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["5378605"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 3322 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001187-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a26uev
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["3830070"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 30 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001188-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tzp4jd
title: Occurrence Download

description: A dataset containing 1685 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["5275415"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 1685 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001189-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdpbhw
title: Occurrence Download

description: A dataset containing 807 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Ursidae"
 ]
}

 The dataset includes 807 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001190-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25911/9fbp-7z27
title: GEOFIL: mass drug administration and targeted surveillance and treatment strategies model output

description: Model output from study into efficacy of mass drug administration vs. targeted surveillance and treatment strategies in American Samoa for Lymphatic filariasis elimination.
description: GEOFIL model output from study into potential lymphatic filariasis treatment strategies for elimination in American Samoa. Traditional mass drug administration (MDA) was compared to targeted surveillance and treatment strategies.

34 different model configurations were tested and each configuration's output was saved as a csv. Each configuration was run for 26 years (2010-2035) and as the model is stochastic, each configuration was simulated 100 times. Columns A-AG contain information on configuration setup, AH-BT contain antigen positive, mf positive, and total population counts for a number of age brackets, BU and BV contain total tested and treated, and BW-GT contain village-level antigen prevalence. Each row corresponds to a simulation year for each simulation. 

For clarity model output has been divided into a number of directories. The "Baseline" directory only contains Baseline.csv, which is the configuration without additional intervention. These simulations only had the standard MDA in 2018, 2019, and 2021. 

The "MDA" directory contains all the MDA based output. There are three files, each correspond to a different tested MDA coverage. MDA_High.csv assumed 85% coverage, MDA_REAL.csv assumed 73% coverage, and MDA_WHO.csv assumed 65% coverage. Each MDA file contains results from 1-5 additional years of MDA, each run 100 times. The first 100 simulations are for 1 additional year of MDA, the next 100 simulations are two additional years etc. For clarity, column V contains the number of additional MDA rounds each simulation had.

The "Household" directory has output from the household-based strategies. It contains two sub-directories: "Single"- configurations where only one member of a household was tested, and "Whole"- configurations where every member of a household was tested. As a number of household-based strategies were tested, the file names contain information on the configuration specifics. The format is "# Teams"_"Treatment Radius"_"Household test aim".csv. For example, three teams with 100m treatment radius and a 50% household test aim is called THREE_100_50.csv.

The "School" directory has the school-based intervention output. There are three files: SCHOOL_ALL.csv- testing of all students, SCHOOL_ELEM.csv- testing of only elementary aged students, and SCHOOL_TAS.csv- testing of only TAS aged students. 

The "Workplace" directory contains the workplace-based intervention output. There are four files: W_LARGE_NF.csv- testing of large workplaces (50+) and no treatment of families, W_LARGE_WF.csv- testing of large workplaces (50+) and treatment of families, W_SMALL_NF.csv- testing of all workplaces (5+) and no treatment of families, and W_SMALL_WF.csv- testing of all workplaces (5+) and treatment of families.
DOI: 10.15468/dl.2shzec
title: Occurrence Download

description: A dataset containing 142 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["2928691"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 142 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001192-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p357k2
title: Occurrence Download

description: A dataset containing 1002 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["3069168"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 1002 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001191-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wunqks
title: Occurrence Download

description: A dataset containing 284 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["5329707"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 284 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001193-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.