cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.63pb58
title: Occurrence Download

description: A dataset containing 400 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Holcus lanatus L.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 400 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0192958-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sevfab
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Year 1895-1897",
 "Geometry POLYGON((115.62012 38.95752,135 42,145.45898 55.0415,115.44434 57.50244,115.62012 38.95752))",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 124 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007540-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2y3d7e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cycas rumphii Miq.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0194106-220831081235567/datasets/export for details.
DOI: 10.15468/dl.bxdgby
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is incertae sedis",
 "Year is greater than 2013",
 "Geometry MULTIPOLYGON (((13.488224 45.706743,13.488159 45.706743,13.488968 45.706001,13.487713 45.705712,13.485548 45.704784,13.482325 45.70401,13.478461 45.703261,13.47809 45.703313,13.477895 45.703546,13.477859 45.703772,13.477536 45.703747,13.477361 45.703567,13.477028 45.703429,13.476939 45.702982,13.476615 45.702958,13.476411 45.703078,13.475927 45.70306,13.47517 45.702977,13.474702 45.703145,13.474331 45.703197,13.473891 45.703065,13.473055 45.703323,13.472639 45.703489,13.472375 45.703537,13.472162 45.704221,13.471818 45.70461,13.471756 45.705176,13.47111 45.705802,13.470605 45.706197,13.470344 45.706282,13.469893 45.706675,13.469905 45.706825,13.470246 45.707015,13.469541 45.707628,13.46701 45.709491,13.464488 45.710791,13.46264 45.711126,13.460037 45.711416,13.458206 45.710624,13.457942 45.710672,13.45769 45.711545,13.459647 45.714585,13.459771 45.714805,13.45903 45.716936,13.459263 45.716925,13.470821 45.719628,13.474205 45.720396,13.475847 45.72082,13.476123 45.720246,13.476351 45.719749,13.47665 45.719474,13.477712 45.718682,13.479549 45.717521,13.480053 45.717126,13.480474 45.716358,13.480373 45.715762,13.479743 45.715261,13.478858 45.71492,13.477763 45.714625,13.476567 45.71441,13.476389 45.714191,13.47643 45.71404,13.477311 45.713667,13.477875 45.713345,13.478839 45.712669,13.480002 45.711797,13.481066 45.711042,13.481829 45.710524,13.481838 45.710496,13.483309 45.709602,13.485065 45.708782,13.48592 45.708749,13.488224 45.706743)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027833-230530130749713/datasets/export for details.
DOI: 10.15468/dl.tjrblc
title: Occurrence Download

description: A dataset containing 47495 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "Country is Afghanistan",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 47495 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007541-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmq8qr
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum torvum Sw.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0194745-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uzuxvs
title: Occurrence Download

description: A dataset containing 46223 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ameiurus nebulosus (Lesueur, 1819)"
 ]
}

 The dataset includes 46223 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022347-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xayudi
title: Occurrence Download

description: A dataset containing 915 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.44758 6.15899,-75.3384 6.15899,-75.3384 6.31189,-75.44758 6.31189,-75.44758 6.15899))",
 "HasCoordinate is true",
 {
 "or" : [
 "TaxonKey is Mammalia",
 "TaxonKey is Aves",
 "TaxonKey is Amphibia",
 "TaxonKey is Reptilia"
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 915 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007541-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dusjhy
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Curculio robustus W.Roelofs, 1874",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189018-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ann2bg
title: Occurrence Download

description: A dataset containing 1172 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cranioleuca semicinerea (Reichenbach, 1853)"
 ]
}

 The dataset includes 1172 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048018-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uc92az
title: Occurrence Download

description: A dataset containing 883606 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Addax nasomaculatus (Blainville, 1816), Alcelaphus buselaphus buselaphus, Ammotragus lervia (Pallas, 1777), Bos primigenius Bojanus, 1827, Canis aureus Linnaeus, 1758, Capra nubiana F.Cuvier, 1825, Caracal caracal (Schreber, 1776), Connochaetes taurinus (Burchell, 1823), Dama dama mesopotamica (Brooke, 1875), Equus africanus Heuglin & Fitzinger, 1866, Felis chaus Schreber, 1777, Felis margarita margarita, Felis silvestris lybica Forster, 1780, Gazella dorcas (Linnaeus, 1758), Giraffa camelopardalis (Linnaeus, 1758), Hippopotamus amphibius Linnaeus, 1758, Hyaena hyaena (Linnaeus, 1758), Hystrix cristata Linnaeus, 1758, Kobus kob (Erxleben, 1777), Loxodonta africana (Blumenbach, 1797), Lycaon pictus (Temminck, 1820), Mellivora capensis (Schreber, 1776), Nanger dama (Pallas, 1766), Nanger soemmerringii (Cretzschmar, 1828), Orycteropus afer (Pallas, 1766), Oryx beisa (Rüppell, 1835), Oryx dammah (Cretzschmar, 1827), Panthera leo (Linnaeus, 1758), Panthera pardus (Linnaeus, 1758), Sus scrofa Linnaeus, 1758, Taurotragus oryx (Pallas, 1766), Vulpes rueppellii (Schinz, 1825), Vulpes vulpes (Linnaeus, 1758), Vulpes zerda (Zimmermann, 1780))",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation, Literature Occurrence, Material sample, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 883606 records from 2454 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189042-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16924796
title: Replication Package for "On the Fragility of Mediation: Theory and Experimental Evidence"

description: This package contains the data, programs, and instructions to replicate the manuscript "On the Fragility of Mediation: Theory and Experimental Evidence" by Casella, Friedman, and Perez Archila, forthcoming at JEEA
DOI: 10.5281/zenodo.16924797
title: Replication Package for "On the Fragility of Mediation: Theory and Experimental Evidence"

description: This package contains the data, programs, and instructions to replicate the manuscript "On the Fragility of Mediation: Theory and Experimental Evidence" by Casella, Friedman, and Perez Archila, forthcoming at JEEA
DOI: 10.15468/dl.gek6z8
title: Occurrence Download

description: A dataset containing 31815541 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is USA.14_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 31815541 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000524-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17117155
title: Explaining Stacking Ensemble Predictions: An Application  of SHAP and LIME to Bank Telemarketing Data

description: Machine learning (ML) is changing the way banks market their products, making it easier to target customers for things like term deposits. However, the complex “black box” models often used—especially ensemble methods—can be difficult for business leaders to trust and adopt. This study addresses that challenge by building a strong stacking ensemble model to predict which clients might subscribe to products and by comparing two popular tools for explaining model predictions: SHapley Additive exPlanations (SHAP) and Local Interpretable Model-agnostic Explanations (LIME). Our model, trained on the UCI Bank Marketing dataset, achieved impressive results, with an accuracy of 0.91 and an F1-score of 0.89 on the test set. Both SHAP and LIME helped clarify how the model made decisions. SHAP provided more consistent insights into which factors mattered most overall, while LIME excelled at offering clear explanations for individual predictions. We found that combining both methods—using SHAP for a big-picture view and LIME for specific cases—makes complex model predictions much easier to understand and use in a business setting.
DOI: 10.5281/zenodo.17117156
title: Explaining Stacking Ensemble Predictions: An Application  of SHAP and LIME to Bank Telemarketing Data

description: Machine learning (ML) is changing the way banks market their products, making it easier to target customers for things like term deposits. However, the complex “black box” models often used—especially ensemble methods—can be difficult for business leaders to trust and adopt. This study addresses that challenge by building a strong stacking ensemble model to predict which clients might subscribe to products and by comparing two popular tools for explaining model predictions: SHapley Additive exPlanations (SHAP) and Local Interpretable Model-agnostic Explanations (LIME). Our model, trained on the UCI Bank Marketing dataset, achieved impressive results, with an accuracy of 0.91 and an F1-score of 0.89 on the test set. Both SHAP and LIME helped clarify how the model made decisions. SHAP provided more consistent insights into which factors mattered most overall, while LIME excelled at offering clear explanations for individual predictions. We found that combining both methods—using SHAP for a big-picture view and LIME for specific cases—makes complex model predictions much easier to understand and use in a business setting.
DOI: 10.15468/dl.hvey8r
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Calliandra hirtiflora hirtiflora"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000588-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xse94r
title: Occurrence Download

description: A dataset containing 138 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Calliandra hirtiflora"
 ]
}

 The dataset includes 138 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000587-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e3rexy
title: Occurrence Download

description: A dataset containing 14212 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diplodus sargus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 14212 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000589-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jvrxta
title: Occurrence Download

description: A dataset containing 6630 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Festuca pallens"
 ]
}

 The dataset includes 6630 records from 144 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000590-250914085247600/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.30121300
title: Large language model diagnostic assistance for physicians in a low middle-income country: a randomized controlled trial

description: This dataset contains raw participant response scores from the study. All personally identifiable information has been removed and replaced with anonymous participant codes to ensure privacy compliance.
DOI: 10.6084/m9.figshare.30121300.v1
title: Large language model diagnostic assistance for physicians in a low middle-income country: a randomized controlled trial

description: This dataset contains raw participant response scores from the study. All personally identifiable information has been removed and replaced with anonymous participant codes to ensure privacy compliance.
DOI: 10.15468/dl.g6zddp
title: Occurrence Download

description: A dataset containing 43923 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asphodelus fistulosus"
 ]
}

 The dataset includes 43923 records from 426 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000591-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jb58q6
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Riccia horrida"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000600-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1594/pangaea.754882
title: (Table 1c) Concentration of particulate protein in Black Sea waters at Station ML-1628
DOI: 10.1594/pangaea.881477
title: Radiosonde measurements from station Barrow (2014-09)

description: Start location: Barrow, Alaska, USA; Distance from radiation site: 7 km
DOI: 10.1594/pangaea.744993
title: Meteorological synoptical observations from station Ishigakijima (2010-06)
DOI: 10.1594/pangaea.719559
title: Radiosonde measurements from station Bondville (2002-09)

description: Version 2, 2009-06-15; Start location: Lincoln, IL; Distance from radiation site: 82 km; If launch time is exactly 00Z or 12Z, the actual launch time is likely unknown
DOI: 10.1594/pangaea.883248
title: Ozone measurements from station Lindenberg (2016-05)
DOI: 10.1594/pangaea.754883
title: (Table 1d) Concentration of particulate protein in Black Sea waters at Station ML-1629
DOI: 10.1594/pangaea.778235
title: (Table T3) Recalculated petrographic parameters of volcanic ash from ODP Leg 198 and Leg 126 sites

description: Sediment depth is given in mbsf. Vesiculated = Lvvsv + Lvvmv + Lvvhv + Lvvw; Shards = Lvvp + Lvvy + Lvvu; Blocky = Lvv; Lvv = blocky nonvesicular glass, Lvvsv = slightly vesiculated glass, Lvvmv = moderately vesiculated glass, Lvvhv = highly vesiculated glass, Lvvb = complex bubble wall glass, Lvvy = Y-shaped bubble wall glass, Lvvu = U-shaped bubble wall glass, Lvvw = woody pumice, Lvvp = platy/flat shard.
DOI: 10.1594/pangaea.878243
title: (Table 1) Bulk organic matter and GDGT analyses from riverbed sediments and river SPM samples

description: In order to trace the transport of soil organic carbon (OC) in the lower Amazon basin, we investigated the distributions of crenarchaeol and branched glycerol dialkyl glycerol tetraethers (GDGTs) by analyzing riverbed sediments and river suspended particulate matter (SPM) collected in the Solimões-Amazon River mainstem and its tributaries. The Branched and Isoprenoid Tetraether (BIT) index, a proxy for river-transported soil OC into the ocean, was determined from the distributions of these GDGTs. The GDGT-derived parameters were compared with other bulk geochemical data (i.e. C:N ratio and stable carbon isotopic composition). The GDGT-derived and bulk geochemical data indicate that riverine SPM and riverbed sediments in the lower Amazon River and its tributaries are a mixture of C3 plant-derived soil OC and aquatic-derived OC. The branched GDGTs in the SPM and riverbed sediments did not predominantly originate from the high Andes soils (&gt;2500 m in altitude) as was suggested previously. However, further constraint on the soil source area of branched GDGTs was hampered due to the deficiency of soil data from the lower montane forest areas in the Andes. Our study also revealed seasonal and interannual variation in GDGT composition as well as soil OC discharge, which was closely related to the hydrological cycle. By way of a simple binary mixing model using the flux-weighted BIT values at Óbidos, the last gauging station in the Amazon River, we estimated that 70-80% of the POC pool in the river was derived of soil OC. However, care should be taken to use the BIT index since it showed a non-conservative behaviour along the river continuum due to the aquatic production of crenarchaeol. Further investigation using a continuous sampling strategy following the full hydrological cycle is required to fully understand how soil-derived GDGT signals are transformed in large tropical river systems through their transport pathway to the ocean.
description: Supplement to: Kim, Jung-Hyun; Zell, Claudia; Moreira-Turcq, Patricia; Pérez, Marcela A P; Abril, Gwenaël; Mortillaro, Jean-Michel; Weijers, Johan W H; Meziane, Tarik; Sinninghe Damsté, Jaap S (2012): Tracing soil organic carbon in the lower Amazon River and its tributaries using GDGT distributions and bulk organic matter properties. Geochimica et Cosmochimica Acta, 90, 163-180
DOI: 10.1594/pangaea.835123
title: Radiosonde measurements from station Momote (2000-01)

description: Version 3, 2014-08-26. Launches at irregular time intervals
DOI: 10.1594/pangaea.901690
title: Other measurements at 10 m from station Sioux Falls (2018-03)
DOI: 10.1594/pangaea.718634
title: Ultra-violet measurements from station Boulder, SURFRAD (2003-04)

description: Version 2, 2009-06-12. UV-b values were originally given in mW/m² and then erroneously imported in W/m² using the same numbers. The numbers have been corrected (divided by 1000) on 2017-02-09.
DOI: 10.1594/pangaea.772469
title: Hydrochemistry measured on water bottle samples during cruise Polyarnik1956

description: No original source is given by the authors of the atlas.
DOI: 10.1594/pangaea.668493
title: Basic and other measurements of radiation at station Barrow (1998-10), Version 1

description: Ellsworth G. Dutton discovered a calibration glitch in the SWD "Short-wave downward (GLOBAL) radiation" data for Barrow, Alaska. SWD data was therefore removed from this dataset. Please refer to the updated Version 2 (see replaced by reference) with correct calibration.
DOI: 10.1594/pangaea.668496
title: Basic and other measurements of radiation at station Barrow (1999-01), Version 1

description: Ellsworth G. Dutton discovered a calibration glitch in the SWD "Short-wave downward (GLOBAL) radiation" data for Barrow, Alaska. SWD data was therefore removed from this dataset. Please refer to the updated Version 2 (see replaced by reference) with correct calibration.
DOI: 10.1594/pangaea.842017
title: Radiosonde measurements from station Darwin (2003-02)

description: Version 3, 2015-01-28; Launches at irregular time intervals
DOI: 10.1594/pangaea.668489
title: Basic and other measurements of radiation at station Barrow (1998-06), Version 1

description: Ellsworth G. Dutton discovered a calibration glitch in the SWD "Short-wave downward (GLOBAL) radiation" data for Barrow, Alaska. SWD data was therefore removed from this dataset. Please refer to the updated Version 2 (see replaced by reference) with correct calibration.
DOI: 10.1594/pangaea.682923
title: Continuous meteorological observations at Georg-von-Neumayer station (1986-09)

description: Geocode DATE/TIME has centered values.
DOI: 10.1594/pangaea.749002
title: Meteorological observations during El Grimaldi cruise from La Habana to La Coruña started at 1790-08-15
DOI: 10.1594/pangaea.915772
title: Methane sensor (METS) measurements at station HE537_35-1

description: Deep-towed methane and CTD data measured during RV Heincke expedition HE537 in the German 'Entenschnabel' area, North Sea. The methane sensor (METS) from the company Franatech was mounted at a frame (together with CTD, video cameras, forward looking sonar, altimeter and USBL transponder), which was towed 0.5 - 2 m above the sea floor at tow speeds of only 0.5 - 1 knots.
DOI: 10.1594/pangaea.774992
title: Continuous meteorological observations at Neumayer station (2001-06)
DOI: 10.1594/pangaea.667715
title: Basic measurements of radiation at station Bermuda (1997-09)
DOI: 10.1594/pangaea.668487
title: Basic and other measurements of radiation at station Barrow (1998-04), Version 1

description: Ellsworth G. Dutton discovered a calibration glitch in the SWD "Short-wave downward (GLOBAL) radiation" data for Barrow, Alaska. SWD data was therefore removed from this dataset. Please refer to the updated Version 2 (see replaced by reference) with correct calibration.
DOI: 10.1594/pangaea.668490
title: Basic and other measurements of radiation at station Barrow (1998-07), Version 1

description: Ellsworth G. Dutton discovered a calibration glitch in the SWD "Short-wave downward (GLOBAL) radiation" data for Barrow, Alaska. SWD data was therefore removed from this dataset. Please refer to the updated Version 2 (see replaced by reference) with correct calibration.