cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.jg4gk3
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arthropoda",
 "DatasetKey is Système d'Information sur la Nature et les Paysages d'Ile de France - Données du naturaliste JAPIOT Xavier provenant de la base de donnée du SINP Île-de-France CETTIA",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0217704-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ha5tfn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Porifera",
 "DatasetKey is NSG Dellwiger Wald, Dortmund",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222341-230224095556074/datasets/export for details.
DOI: 10.15468/dl.vrcygb
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lagochilus macracanthus Fisch. & C.A.Mey."
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003073-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tpy2bz
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((121.51646 43.29489,114.69454 36.83519,120.76182 31.37162,127.01022 32.09607,127.91578 37.31816,123.38796 42.29877,121.51646 43.29489))",
 "TaxonKey is Zoarces Cuvier, 1829"
 ]
}

 The dataset includes 123 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007713-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b9kbav
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Porifera",
 "DatasetKey is Hamberger Brücke / Würmtal (Pforzheim)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222350-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6253dy
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leiotulus kotschyi (Boiss.) Pimenov & Ostr."
 ]
}

 The dataset includes 25 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005721-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hhe33j
title: Occurrence Download

description: A dataset containing 2681 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Semiaquilegia adoxoides (DC.) Makino"
 ]
}

 The dataset includes 2681 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222345-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d6hsts
title: Occurrence Download

description: A dataset containing 213 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isatis platyloba Link ex Steud."
 ]
}

 The dataset includes 213 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003086-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cab4xf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lagochilus proskorjakovii Ikramov"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003089-230530130749713/datasets/export for details.
DOI: 10.15468/dl.yaz9rq
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gaillardia coahuilensis B.L.Turner"
 ]
}

 The dataset includes 136 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222347-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.srjday
title: Occurrence Download

description: A dataset containing 946 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carpophilus dimidiatus (Fabricius, 1792)"
 ]
}

 The dataset includes 946 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005736-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xqxq4v
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gaillardia henricksonii B.L.Turner"
 ]
}

 The dataset includes 25 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222365-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzk4ek
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "DecimalLatitude is greater than or equal to 46.5400151865354",
 "DecimalLatitude is less than or equal to 46.5524106372829",
 "DecimalLongitude is greater than or equal to 20.025576360641",
 "DecimalLongitude is less than or equal to 20.0435422206086",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0230837-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mtqx72
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "ScientificName" : [
 "is Physarumalbescens"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045608-230530130749713/datasets/export for details.
DOI: 10.15468/dl.ynkz9w
title: Occurrence Download

description: A dataset containing 971 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gnaphalium norvegicum Retz."
 ]
}

 The dataset includes 971 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0230862-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.66q5a4
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saranthe membranacea Petersen"
 ]
}

 The dataset includes 16 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044958-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tk7j5k
title: Occurrence Download

description: A dataset containing 4816 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Capsicum L."
 ]
}

 The dataset includes 4816 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0256986-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kgzseg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mormolyca fuchii J.T.Atwood"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043778-230530130749713/datasets/export for details.
DOI: 10.15468/dl.3m4mu5
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium kennethii P.D.Sell & D.J.Tennant"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0244830-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4y2ahm
title: Occurrence Download

description: A dataset containing 336 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Keteleeria evelyniana Mast."
 ]
}

 The dataset includes 336 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044981-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.92vbf8
title: Occurrence Download

description: A dataset containing 3172 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Vriesea Lindl.",
 "Year is greater than or equal to 1900",
 "Year is less than or equal to 2000",
 "Geometry POLYGON((-120 -60,-30 -60,-30 35,-120 35,-120 -60))"
 ]
}

 The dataset includes 3172 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003066-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9tjnm6
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mystacidium aliceae Bolus"
 ]
}

 The dataset includes 14 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044999-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.njdxj7
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhododendron densifolium K.M.Feng"
 ]
}

 The dataset includes 15 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046589-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yftacy
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nemacladus australis (Munz) Morin"
 ]
}

 The dataset includes 41 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046006-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rwpj3q
title: Occurrence Download

description: A dataset listing the 138296 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 138296 records were derived from 1195 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007709-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6t6nza
title: Occurrence Download

description: A dataset listing the 1937 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((115.39001 29.76712,115.43428 29.71042,115.52792 28.35651,117.06378 28.21803,117.11636 29.69205,117.05806 29.78007,115.89075 29.76846,115.39001 29.76712))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2000-2025"
 ]
}

 The dataset's 1937 records were derived from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008485-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/tzxywy
title: Données naturalistes opportunistes issues de la plateforme INaturalist-Données naturalistes opportunistes "loumi31"

description: Données naturalistes opportunistes saisies sur iNaturalist à partir du compte "loumi31"
DOI: 10.15468/dl.bt7thd
title: Occurrence Download

description: A dataset containing 18544 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pistia stratiotes",
 "Year 1990-2025"
 ]
}

 The dataset includes 18544 records from 428 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041970-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bm8vy9
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Rhodiola kirilowii"
 ]
}

 The dataset includes 46 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041967-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/hug8gv
title: Données naturalistes opportunistes issues de la plateforme INaturalist-Données naturalistes opportunistes "fannymuscari"

description: Données naturalistes opportunistes saisies sur iNaturalist à partir du compte "fannymuscari"
DOI: 10.15468/dl.g7qqyu
title: Occurrence Download

description: A dataset containing 2287 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Insecta)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((90 0,97.5 0,97.5 7.5,90 7.5,90 0))"
 ]
}

 The dataset includes 2287 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041972-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.36326.75842
title: Habitats in transect 20210209_040_TZ
DOI: 10.15468/dl.87hkbs
title: Occurrence Download

description: A dataset containing 313783 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "OccurrenceStatus is Present",
 "TaxonKey is Erinaceus europaeus",
 "Year 1925-2025"
 ]
}

 The dataset includes 313783 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041922-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/3phdka
title: Données naturalistes opportunistes issues de la plateforme INaturalist-Données naturalistes opportunistes "bobatof"

description: Données naturalistes opportunistes saisies sur iNaturalist à partir du compte "bobatof"
DOI: 10.15468/dl.ns39cy
title: Occurrence Download

description: A dataset containing 122407 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Capra ibex",
 "Year 2000-2025"
 ]
}

 The dataset includes 122407 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041875-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.14673.66409
title: ATTITUDE DETERMINATION SYSTEM USING ACCELEROMETER, GYRO
DOI: 10.15468/dl.qwp853
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ophrys sphegodes aesculapii"
 ]
}

 The dataset includes 81 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041973-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ma8gy
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Artemisia stechmanniana"
 ]
}

 The dataset includes 24 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041975-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.awm24j
title: Occurrence Download

description: A dataset containing 874 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Manis javanica"
 ]
}

 The dataset includes 874 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041974-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/ky3mbh
title: Données naturalistes opportunistes issues de la plateforme INaturalist-Données naturalistes opportunistes "ghoese"

description: Données naturalistes opportunistes saisies sur iNaturalist à partir du compte "ghoese"
DOI: 10.17632/gkww4m9pf7
title: HEGait

description: The code of HEGait: Optimizing Heatmaps with an End-to-End Framework for Higher-Accuracy Gait Recognition.
DOI: 10.17632/gkww4m9pf7.1
title: HEGait

description: The code of HEGait: Optimizing Heatmaps with an End-to-End Framework for Higher-Accuracy Gait Recognition.
DOI: 10.17632/9y5bfw87kk
title: Data for Zhang et al. (2025)

description: This is dataset including hydrological parameters, DOC, CDOM, and microbial community composition in the upper 300 m layers in the central South China Sea.
DOI: 10.17632/9y5bfw87kk.1
title: Data for Zhang et al. (2025)

description: This is dataset including hydrological parameters, DOC, CDOM, and microbial community composition in the upper 300 m layers in the central South China Sea.
DOI: 10.17632/7kvr22vk5f.3
title: Data and Code for: Culture is critical in driving orangutan diet development past individual potentials, Howard-Spink et al.

description: This code and data accompany the manuscript Howard-Spink et al. Culture is critical in driving orangutan diet development past individual potentials. A full list of authors' affiliations and contributions are provided in our manuscript.
DOI: 10.5281/zenodo.17222208
title: Demo Social Rats
DOI: 10.5281/zenodo.17222209
title: Demo Social Rats
DOI: 10.17632/tpg8tn6tfm
title: Replication package for: Structural Shocks, Governance, and the Cost of Equity in Vietnam

description: This dataset accompanies the paper “Structural Shocks, Governance, and the Cost of Equity in Vietnam: Evidence from a Multi-Premium Valuation” and contains the empirical inputs used to calibrate and validate the Frontier Market Valuation Model (FMVM) for Vietnam. The FMVM decomposes the equity risk premium into four additive components—sovereign (CRP), liquidity (LP), behavioral (BP), and institutional (IQP)—and benchmarks them against valuation anchors such as the forward inverse P/E and earnings yield.

The dataset is organized into three Excel workbooks:

Vietnam_FMVM_Structural_Periods_Summary.xlsx
Provides quarterly averages of CRP, LP, BP, and IQP for 2015Q1–2024Q4, grouped into five structural regimes: (i) U.S. liftoff & dong adjustments (2015–2016), (ii) reform & FDI tailwind (2017–2019), (iii) COVID-19 shock & retail boom (2020–2021), (iv) bond crackdown & anti-corruption cycle (2022–2023), and (v) early recovery & easing (2024). These data underpin Table 5 in the paper.

Vietnam_FMVM_data.xlsx
Contains monthly series for the VN-Index (USD-deflated), CRP, LP, BP, IQP, the FMVM premium, and the forward inverse P/E anchor. While estimation is performed at the quarterly frequency, monthly data are provided for visualization and transparency. These inputs reproduce Figure 2 (co-movement of FMVM with valuation anchors) and the regression tests in Tables 6 and 6b.

FMVM_VNM_Comparison.xlsx
Reports 2015–2024 averages of CRP, LP, BP, IQP, and the implied FMVM cost of equity for Vietnam and three regional peers: Thailand, the Philippines, and Bangladesh. Baselines are fixed (Rf = 4.0%, GERP = 5.0%, β = 1.0) to ensure like-for-like comparability. These data support the cross-country benchmarking in Table 7.

All series are expressed in percent per annum unless noted; BP is stored to four decimals for visibility in low-volatility regimes, while totals are computed at full precision. The anchor inverse P/E series is sourced from VNDirect and Investing.com, and sovereign spreads follow Damodaran’s annual country risk premium tables. Liquidity is proxied by turnover velocity (HOSE, WFE, World Bank), and institutional quality is mapped from Worldwide Governance Indicators (Government Effectiveness and Control of Corruption).

Together, these files enable full replication of the empirical analysis in Section 4 of the paper without additional preprocessing. Researchers and policymakers can use the dataset to study how sovereign, liquidity, behavioral, and institutional risks jointly shape Vietnam’s cost of equity, and to benchmark Vietnam against regional peers facing similar structural dynamics.