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

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Stictis stellata Wallr.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 112 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0254155-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dzzpgv
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asarum sagittarioides C.F.Liang"
 ]
}

 The dataset includes 78 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059124-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e4xfa6
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "OccurrenceStatus is Present",
 "TaxonKey is Barkeria palmeri (Rolfe) Schltr."
 ]
}

 The dataset includes 89 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0159967-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-47511
title: Redemption tidings, vol. 23, nos. 1-26, 3 Jan. - 19 Dec. 1947

description: [description english/roman)] Issued fortnightly (every two weeks). "A full gospel magazine for all believers" -- subtitle. Includes Tidings from our missionaries in each issue (3 Jan. - 6 June, 4 July - 19 Dec. 1947) except vol. 23, nos. 13 & 20. Bound with vol. 22.
DOI: 10.15468/dl.dzp278
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyperus atractocarpus Ridl."
 ]
}

 The dataset includes 14 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017157-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2qvnjb
title: Occurrence Download

description: A dataset containing 7973 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Lithobates berlandieri (Baird, 1859)"
 ]
}

 The dataset includes 7973 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0320465-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h8tq74
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Melanophryniscus spectabilis Caramaschi & Cruz, 2002)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 36 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059170-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-47284
title: Redemption tidings, vol. 22, nos. 1-26, 4 Jan. - 20 Dec. 1946

description: [description english/roman)] Issued fortnightly (every two weeks). "A full gospel magazine for all believers" -- subtitle. Includes Tidings from our missionaries in each issue (4 Jan. - 20 Dec. 1946). Bound with vol. 23.
DOI: 10.15468/dl.hpn8e2
title: Occurrence Download

description: A dataset containing 9299 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Danaus plexippus (Linnaeus, 1758)"
 ]
}

 The dataset includes 9299 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0158779-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mub7vc
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Boana pulidoi (Rivero, 1968))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059204-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v9juj9
title: Occurrence Download

description: A dataset containing 346 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Patellaria atrata (Hedw.) Fr., Patellariopsis atrovinosa (A.Bloxam ex Curr.) Dennis, Paullicorticium globosum Oberw.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 346 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0323804-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.68vs4h
title: Occurrence Download

description: A dataset containing 6436379 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Allium vineale L., Brachypodium pinnatum (L.) P.Beauv., Briza media L., Calystegia sepium (L.) R.Br., Carlina vulgaris L., Centaurea cyanus L., Centaurea jacea L., Cirsium palustre (L.) Scop., Equisetum palustre L., Eucalyptus camaldulensis Dehn., Eucalyptus globulus Labill., Filipendula ulmaria (L.) Maxim., Holcus mollis L., Lactuca serriola L., Lamium purpureum L., Lycium ferocissimum Miers, Lythrum salicaria L., Malva moschata L., Nerium oleander L., Olea europaea L., Pinus halepensis Mill., Plantago media L., Ranunculus sceleratus L., Rhinanthus minor L., Sanguisorba officinalis L., Sisymbrium officinale (L.) Scop., Trifolium pratense L., Vicia sepium L.)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1900",
 "BasisOfRecord is one of (Human Observation, Specimen, Unknown evidence)"
 ]
}

 The dataset includes 6436379 records from 1884 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0144617-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15622907
title: Ensemble Learning for Spatial Modeling of Icing Fields from Multi-Source Remote Sensing Data: Partial Data and Training Code

description: Accurate real-time icing grid fields are critical for preventing ice-related disasters during winter and protecting property. These fields are essential both for mapping ice distribution and for predicting icing using physical models combined with numerical weather prediction systems. However, developing precise real-time icing grids is challenging due to the uneven distribution of monitoring stations, data confidentiality restrictions, and the limitations of existing interpolation methods. In this study, we propose a new approach for constructing real-time icing grid fields using 1,339 online terminal monitoring datasets provided by the China Southern Power Grid Research Institute Co., Ltd. (CSPGRI) during the winter of 2023. Our method integrates static geographic information, dynamic meteorological factors, and ice_kriging values derived from parameter-optimized Empirical Bayesian Kriging Interpolation (EBKI) to create a spatiotemporally matched, multi-source fused icing thickness grid dataset. We applied five machine learning algorithms—Random Forest, XGBoost, LightGBM, Stacking, and Convolutional Neural Network Transformers (CNNT)—and evaluated their performance using six metrics: R, RMSE, CSI, MAR, FAR, and fbias, on both validation and testing sets. The stacking model performed best, achieving an R value of 0.634 (0.893), RMSE of 3.424 mm (2.834 mm), CSI of 0.514 (0.774), MAR of 0.309 (0.091), FAR of 0.332 (0.161), and fbias of 1.034 (1.084), respectively, when comparing predicted icing values with actual measurements on pylons. Additionally, we employed the SHAP model to provide a physical interpretation of the stacking model, confirming the independence of selected features. Meteorological factors such as relative humidity (RH), 10-meter wind speed (WS10), 2-meter temperature (T2), and precipitation (PRE) demonstrated a range of positive and negative contributions consistent with the observed growth of icing. Thus, our multi-source remote sensing data fusion approach, combined with the stacking model, offers a highly accurate and interpretable solution for generating real-time icing grid fields.
DOI: 10.5281/zenodo.15622908
title: Ensemble Learning for Spatial Modeling of Icing Fields from Multi-Source Remote Sensing Data: Partial Data and Training Code

description: Accurate real-time icing grid fields are critical for preventing ice-related disasters during winter and protecting property. These fields are essential both for mapping ice distribution and for predicting icing using physical models combined with numerical weather prediction systems. However, developing precise real-time icing grids is challenging due to the uneven distribution of monitoring stations, data confidentiality restrictions, and the limitations of existing interpolation methods. In this study, we propose a new approach for constructing real-time icing grid fields using 1,339 online terminal monitoring datasets provided by the China Southern Power Grid Research Institute Co., Ltd. (CSPGRI) during the winter of 2023. Our method integrates static geographic information, dynamic meteorological factors, and ice_kriging values derived from parameter-optimized Empirical Bayesian Kriging Interpolation (EBKI) to create a spatiotemporally matched, multi-source fused icing thickness grid dataset. We applied five machine learning algorithms—Random Forest, XGBoost, LightGBM, Stacking, and Convolutional Neural Network Transformers (CNNT)—and evaluated their performance using six metrics: R, RMSE, CSI, MAR, FAR, and fbias, on both validation and testing sets. The stacking model performed best, achieving an R value of 0.634 (0.893), RMSE of 3.424 mm (2.834 mm), CSI of 0.514 (0.774), MAR of 0.309 (0.091), FAR of 0.332 (0.161), and fbias of 1.034 (1.084), respectively, when comparing predicted icing values with actual measurements on pylons. Additionally, we employed the SHAP model to provide a physical interpretation of the stacking model, confirming the independence of selected features. Meteorological factors such as relative humidity (RH), 10-meter wind speed (WS10), 2-meter temperature (T2), and precipitation (PRE) demonstrated a range of positive and negative contributions consistent with the observed growth of icing. Thus, our multi-source remote sensing data fusion approach, combined with the stacking model, offers a highly accurate and interpretable solution for generating real-time icing grid fields.
DOI: 10.15468/dl.9k3dec
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Brunei Darussalam, Singapore)",
 "DatasetKey is Naturalis Biodiversity Center (NL) - Botany",
 "TaxonKey is Memecylon L."
 ]
}

 The dataset includes 113 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030440-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.shj9b3
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Arctonyx collaris F.G.Cuvier, 1825, Meles leucurus (Hodgson, 1847))"
 ]
}

 The dataset includes 99 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030439-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-248764
title: Women’s International Convention, COGIC (13th: 1963), program

description: [description english/roman)] Program for the 13th Women’s International Convention, Church of God in Christ, Chicago, Illinois, 1963 April 30 - May 5. This xerographic exemplar lacks covers and pages 29 & 37.
DOI: 10.15468/dl.kaip4k
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((93.77383 7.69479,113.22617 7.69479,113.22617 21.30521,93.77383 21.30521,93.77383 7.69479))",
 "HasCoordinate is true",
 "TaxonKey is Hemitrygon laosensis (Roberts & Karnasuta, 1987)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004472-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yprzt7
title: Occurrence Download

description: A dataset containing 15930 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Diglossa caerulescens (P.L.Sclater, 1856))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15930 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0299878-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dguemd
title: Occurrence Download

description: A dataset containing 3111 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ocimum americanum L."
 ]
}

 The dataset includes 3111 records from 218 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0143832-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-247212
title: International youth congress, COGIC (28th: 1963), program

description: [description english/roman)] Program book for the 28th International youth congress, Church of God in Christ, Denver, Colorado, 1963 June 26 - July 2.
DOI: 10.15468/dl.39h6x3
title: Occurrence Download

description: A dataset containing 9485 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mentha ×piperita L."
 ]
}

 The dataset includes 9485 records from 493 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0299881-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.496whd
title: Occurrence Download

description: A dataset containing 18938 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Honduras",
 "TaxonKey is Reptilia"
 ]
}

 The dataset includes 18938 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025184-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-247455
title: International youth congress, COGIC (35th: 1970), institute guide

description: [description english/roman)] Institute guide for the 35th? International youth congress, Church of God in Christ, Dallas, Texas, 1970 June 25-29.
DOI: 10.15468/dl.fuzkwa
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Guatteria procera R.E.Fr."
 ]
}

 The dataset includes 125 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0151790-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-247447
title: International youth congress, COGIC (35th: 1970), institute guide

description: [description english/roman)] Institute guide for the 35th? International youth congress, Church of God in Christ, Dallas, Texas, 1970 June 25-29.
DOI: 10.15468/dl.mxfr2z
title: Occurrence Download

description: A dataset containing 8541 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Monarda didyma L."
 ]
}

 The dataset includes 8541 records from 180 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0299902-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vxbb43
title: Occurrence Download

description: A dataset containing 366127 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rumex acetosella L."
 ]
}

 The dataset includes 366127 records from 868 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037325-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cjctpm
title: Occurrence Download

description: A dataset containing 812 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Malthodes guttifer Kiesenwetter, 1852",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 812 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018777-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pk4bkr
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is Belize",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Tropicos Specimens Non-MO, Tropicos MO Specimen Data, NMNH Extant Specimen Records (USNM, US), Natural History Museum (London) Collection Specimens, Royal Botanic Gardens, Kew - Economic Botany Collection Specimens, Louisiana State University, Shirley C. Tucker Herbarium - Vascular Plants, Pl@ntNet observations, Digitalización y Sistematización de las Colecciones Biológicas Nacionales del Instituto de Biología, UNAM (Plantas vasculares), The New York Botanical Garden Herbarium (NY))",
 "TaxonKey is Anacardium occidentale L."
 ]
}

 The dataset includes 57 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018779-241007104925546/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.27245319
title: GWAS summary data of social isolation

description: Based on UKB Caucasian participants, and after excluding those included in the protein GWAS, we obtained a final sample of 297,396 participants. GWAS adjusted for age, sex, and the first 20 genetic PCs.
DOI: 10.15468/dl.2a7nvw
title: Occurrence Download

description: A dataset containing 1938 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Malthodes marginatus (Latreille, 1806)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 1938 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018778-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.