cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57760/sciencedb.space.00860
title: A Modeling Study of ≥2 MeV Electron Fluxes with a 5-minute Resolution Based on LSTM and Transformer Networks
title: A Modeling Study of ≥2 MeV Electron Fluxes with a 5-minute Resolution Based on LSTM and Transformer Networks

description: · Our LSTM and transformer models provide predictions or gap filling of ≥2 MeV electron flux data at the geostationary orbit.· For the 1-hour, 3-hour, 6-hour, 12-hour, and 1-day prediction models, the transformer models performed better than the LSTM models with different prediction times.· The PE value of ≥2 MeV electron daily fluences calculated from our transformer model for the 1-day prediction in 2005 is higher than those of other previous models, and there is an improvement in the PE value.
description: · Our LSTM and transformer models provide predictions or gap filling of ≥2 MeV electron flux data at the geostationary orbit.· For the 1-hour, 3-hour, 6-hour, 12-hour, and 1-day prediction models, the transformer models performed better than the LSTM models with different prediction times.· The PE value of ≥2 MeV electron daily fluences calculated from our transformer model for the 1-day prediction in 2005 is higher than those of other previous models, and there is an improvement in the PE value.
DOI: 10.57760/sciencedb.space.00861
title: ADS-B real-world data set (DF=17)20230426Collect
title: ADS-B real-world data set (DF=17)20230426Collect

description: We conducted a study using real-world ADS-B signals transmitted by civil aviation aircraft at Beijing Capital International Airport on April 26, 2023 We used AD9361 as the receiver and ZYNQ-7020 for computational purposes, with a center frequency of 1090 MHz and a sampling rate of 40 MHz. The collected signals were processed to header search, CRC check and ICAO labeling, with Down Formute (DF) equal to 17. Each airplane in the dataset was uniquely identified using the International Civil Aviation Organization (ICAO) code, which served as the label for the signals.File name "IQ_ICAO_frameNum.mat'
description: We conducted a study using real-world ADS-B signals transmitted by civil aviation aircraft at Beijing Capital International Airport on April 26, 2023 We used AD9361 as the receiver and ZYNQ-7020 for computational purposes, with a center frequency of 1090 MHz and a sampling rate of 40 MHz. The collected signals were processed to header search, CRC check and ICAO labeling, with Down Formute (DF) equal to 17. Each airplane in the dataset was uniquely identified using the International Civil Aviation Organization (ICAO) code, which served as the label for the signals.File name "IQ_ICAO_frameNum.mat'
DOI: 10.15468/dl.nqgn4d
title: Occurrence Download

description: A dataset containing 2405 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Ciconia boyciana Swinhoe, 1873"
 ]
}

 The dataset includes 2405 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000740-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.j00143.00086
title: Equisetum chloroplast, complete genome
title: Equisetum chloroplast, complete genome

description: 来源 叶绿体 马齿苋 扩散扩散马蹄甲真核生物;紫薇科;链球菌;胚胎植物;气管癣菌;多足虫;马齿苋科;马齿苋;马齿苋科;木贼属。
description: 来源 叶绿体 马齿苋 扩散扩散马蹄甲真核生物;紫薇科;链球菌;胚胎植物;气管癣菌;多足虫;马齿苋科;马齿苋;马齿苋科;木贼属。
DOI: 10.57760/sciencedb.iga.00060
title: 2015 Yalu River Estuary 30 m Resolution Wetland Landscape Pattern Change Data Set
title: 2015年鸭绿江河口30 m分辨率湿地景观格局变化数据集

description: 2015 Yalu River estuary 30 m resolution wetland landscape pattern change dataset This dataset includes the 2015 Yalu River estuary wetland landscape pattern spatial distribution data, providing data support for the study of wetland change and wetland restoration.
description: 2015 Yalu River estuary 30 m resolution wetland landscape pattern change dataset This dataset includes the 2015 Yalu River estuary wetland landscape pattern spatial distribution data, providing data support for the study of wetland change and wetland restoration.
DOI: 10.57760/sciencedb.iga.00061
title: 2015 Yangtze Delta 30m resolution remote sensing monitoring data set of man-made stress in internationally important wetlands
title: 2015年长江三角洲30m分辨率国际重要湿地人为胁迫遥感监测数据集

description: This data set includes the 2015 Yangtze Delta 30m resolution remote sensing monitoring data set of artificial stress on internationally important wetlands, providing data support for the study of wetland change and wetland restoration.
description: This data set includes the 2015 Yangtze Delta 30m resolution remote sensing monitoring data set of artificial stress on internationally important wetlands, providing data support for the study of wetland change and wetland restoration.
DOI: 10.57760/sciencedb.space.00870
title: Diagram of OMB differences of CMR each channel over time. (a-c): based on APC method; (d-f): based on neural network.
title: Diagram of OMB differences of CMR each channel over time. (a-c): based on APC method; (d-f): based on neural network.

description: Figure 2 illustrates the OMB difference of CMR for each channel over time, based on the APC method (left panel) and based on the neural network (right panel). Notably, after calibration, the bias between the calibrated TB and the TB,simu are obviously removed, especially, the neural network exhibits significant improvements both in mean deviation and standard deviation of the OMB difference for all three channels when compared to the APC method.
description: Figure 2 illustrates the OMB difference of CMR for each channel over time, based on the APC method (left panel) and based on the neural network (right panel). Notably, after calibration, the bias between the calibrated TB and the TB,simu are obviously removed, especially, the neural network exhibits significant improvements both in mean deviation and standard deviation of the OMB difference for all three channels when compared to the APC method.
DOI: 10.34740/kaggle/dsv/11588054
title: King Saud Medical City (KSMC)
DOI: 10.57760/sciencedb.iga.00062
title: 2015 Mississippi Plain Black Soil Area 30 m Resolution Land Cover Dataset, United States
title: 2015年美国密西西比平原黑土区30 m分辨率土地覆被数据集

description: This data includes a 30m resolution dynamic dataset of land cover distribution in the black soil area of the Mississippi Plain in the United States, reflecting the land cover situation in the black soil area of the Mississippi Plain in the United States. It provides data support for black soil protection, soil restoration, land planning, and other aspects.
description: This data includes a 30m resolution dynamic dataset of land cover distribution in the black soil area of the Mississippi Plain in the United States, reflecting the land cover situation in the black soil area of the Mississippi Plain in the United States. It provides data support for black soil protection, soil restoration, land planning, and other aspects.
DOI: 10.57760/sciencedb.iga.00063
title: 2015 Dongting Lake District 30 m resolution international important wetland landscape dynamic data set
title: 2015年洞庭湖区30 m分辨率国际重要湿地景观动态数据集

description: This data set includes the dynamic distribution data of internationally important wetland landscapes in Dongting Lake District in 2015, providing data support for the study of wetland change and wetland restoration.
description: This data set includes the dynamic distribution data of internationally important wetland landscapes in Dongting Lake District in 2015, providing data support for the study of wetland change and wetland restoration.
DOI: 10.57760/sciencedb.iga.00064
title: 2015 Qaidam Basin 30 m resolution lake distribution data set
title: 2015年柴达木盆地30 m分辨率湖泊分布数据集

description: This data set includes the lake distribution data of Qaidam Basin in 2015, providing data support for the study of lakes.
description: This data set includes the lake distribution data of Qaidam Basin in 2015, providing data support for the study of lakes.
DOI: 10.57760/sciencedb.space.00871
title: Research on Single Event Micro Latch-up in 28nm SRAM FPGA Based on Pulsed Laser Irradiation
title: 基于脉冲激光的28nm SRAM型FPGA单粒子微锁定研究

description: Single event micro latch-up irradiation data for commercial 28nm SRAM FPGA。
description: Single event micro latch-up irradiation data for commercial 28nm SRAM FPGA。
DOI: 10.57760/sciencedb.09756
title: Chinese pulse pattern (TCM)
title: Chinese pulse pattern (TCM)

description: The database contains data on three types of TCM pulse patterns, namely, Slip Pulse, String Pulse and Sinking Pulse. There are 413 cases of Slippery Pulse, labelled as "0" (first column). String Pulse 365 cases, labelled as "1" (first column). Sinking pulse is 1980 cases, labelled as "2" (first column).Each piece of data is normalised.
description: The database contains data on three types of TCM pulse patterns, namely, Slip Pulse, String Pulse and Sinking Pulse. There are 413 cases of Slippery Pulse, labelled as "0" (first column). String Pulse 365 cases, labelled as "1" (first column). Sinking pulse is 1980 cases, labelled as "2" (first column).Each piece of data is normalised.
DOI: 10.57760/sciencedb.09757
title: pangxidong geochemical data
title: pangxidong geochemical data

description: Conversion of Geochemical Data into Knowledge Graph Triplets for Data Analysis
description: Conversion of Geochemical Data into Knowledge Graph Triplets for Data Analysis
DOI: 10.57760/sciencedb.iga.00065
title: Glacier distribution dataset with 30 m resolution in Qaidam Basin in 2015
title: 2015年柴达木盆地30 m分辨率冰川分布数据集

description: This dataset includes the glacier distribution data of Qaidam Basin in 2015, providing data support for glacier research.
description: This dataset includes the glacier distribution data of Qaidam Basin in 2015, providing data support for glacier research.
DOI: 10.57760/sciencedb.iga.00066
title: 2015 Songhua River Basin 30 m Resolution Swamp Wetland Distribution Dynamic Data Set
title: 2015年松花江流域30 m分辨率沼泽湿地分布动态数据集

description: This data set includes the spatial distribution data of marsh wetlands within the Songhua River basin in 2015, providing data support for the study of wetland changes.
description: This data set includes the spatial distribution data of marsh wetlands within the Songhua River basin in 2015, providing data support for the study of wetland changes.
DOI: 10.15468/dl.g959gk
title: Occurrence Download

description: A dataset containing 18088897 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.basisofrecord IN ('HUMAN_OBSERVATION', 'PRESERVED_SPECIMEN')
 AND occurrence.hascoordinate = TRUE
 AND occurrence.hasgeospatialissues = FALSE
 AND occurrence.occurrencestatus = 'PRESENT'
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 18088897 records were derived from 43996 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000723-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15526979
title: Paper Archives from URGUMG # 1 Kent #2 Crawford (partial)

description: University of Reading  Grimmond Urban Micromet Group (URGUMG)

Papers

Key Person: 

(1) Christoph Kent 



London_LandCoverMap_color.tifGLA_Imp_100m.tifGLA_H2O_100m.tifGLA_Bld_100m.tifpn910202-London_DSMs-surface_percentages.tarLondon_LandCoverMap_greyscale_legend.txtLondon_LandCoverMap_color_legend.txtLondon_LandCoverMap_greyscale.tifGLA_Veg_100m.tifLandCoverMap_LS8_London.tif


(2) Ben Crawford  - Scintillometry Source Areas



Crawford-ScintilometerSA-Benchmarkdata.zipSourceAreas.tar.gz










 





see also: https://zenodo.org/uploads/15530026
DOI: 10.5281/zenodo.15526980
title: Paper Archives from URGUMG # 1 Kent #2 Crawford (partial)

description: University of Reading  Grimmond Urban Micromet Group (URGUMG)

Papers

Key Person: 

(1) Christoph Kent 



London_LandCoverMap_color.tifGLA_Imp_100m.tifGLA_H2O_100m.tifGLA_Bld_100m.tifpn910202-London_DSMs-surface_percentages.tarLondon_LandCoverMap_greyscale_legend.txtLondon_LandCoverMap_color_legend.txtLondon_LandCoverMap_greyscale.tifGLA_Veg_100m.tifLandCoverMap_LS8_London.tif


(2) Ben Crawford  - Scintillometry Source Areas



Crawford-ScintilometerSA-Benchmarkdata.zipSourceAreas.tar.gz










 





see also: https://zenodo.org/uploads/15530026
DOI: 10.15468/dl.z2dezc
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Die Heteropterensammlung Ernst Heiss im Tiroler Landesmuseum Ferdinandeum. Teil V: Tingoidea, Familie Tingidae LAPORTE, 1832",
 "Country is Croatia"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005761-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gcvrra
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is NHMO Bird collection",
 "Country is Croatia"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005762-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y3n72d
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bubo sumatranus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 13 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084221-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.evmq37
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum seaforthianum",
 "Country is Zambia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084220-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.27af4v
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum seaforthianum",
 "Country is Zimbabwe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 74 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084224-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ysfzg4
title: Occurrence Download

description: A dataset containing 25488 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Carcharhinus limbatus (Müller & Henle, 1839)"
 ]
}

 The dataset includes 25488 records from 174 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013268-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xrmcxs
title: Occurrence Download

description: A dataset containing 26734 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Database of Vascular Plants of Himalaya"
 ]
}

 The dataset includes 26734 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001859-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/avrekz
title: Replication Data for: Information and Perceptions of Electability in Primary Elections

description: Data to replicate a conditionally accepted Political Behavior article
DOI: 10.15468/dl.zd33t6
title: Occurrence Download

description: A dataset containing 4464 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Tanzania, United Republic of",
 "TaxonKey is Sorghum bicolor"
 ]
}

 The dataset includes 4464 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028541-251025141854904/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.27948633
title: Squidiff: Predicting cellular development and responses to perturbations using a diffusion model

description: We present <i>Squidiff</i>, an innovative conditional diffusion model designed to predict transcriptomic changes across diverse cell types under various environmental stimuli.
DOI: 10.6084/m9.figshare.27948633.v1
title: Squidiff: Predicting cellular development and responses to perturbations using a diffusion model

description: We present <i>Squidiff</i>, an innovative conditional diffusion model designed to predict transcriptomic changes across diverse cell types under various environmental stimuli.
DOI: 10.6084/m9.figshare.27948633.v2
title: Squidiff: Predicting cellular development and responses to perturbations using a diffusion model

description: We present <i>Squidiff</i>, an innovative conditional diffusion model designed to predict transcriptomic changes across diverse cell types under various environmental stimuli.
DOI: 10.5281/zenodo.17587496
title: SEM Withered Plant (BSE, 2025-11-12) — Kikoh Matsuura (Art–Science Archive)

description: SEM Withered Plant (BSE, 2025-11-12) is a child dataset within the series SEM Withered Plant (BSE Series) by Kikoh Matsuura.

It contains raw, uncompressed BMP images (without embedded scale bars) and JPG preview images (with overlaid scale bars), acquired on 2025-11-12 with a personally owned TECHNEX TinySEM M3-i using the BSE detector under high-vacuum conditions.

This dataset constitutes the primary observation data underlying the art–science work Withered Plant.The images capture the hidden microstructures of a dried plant fragment, prepared with an Au sputter coating and observed at an accelerating voltage of 17 kV with a label magnification of 80×.

By preserving both raw scientific evidence and its artistic context, this record stands as a unique trace at the boundary between art and science.

It links to the parent series record via the “Related works” field (IsPartOf) and contributes to the long-term archival of observation as both scientific evidence and a cultural record.
DOI: 10.25549/inscriptifact-ouc15259820
title: Gold numerological plaque

description: [Text Description:] Gold numerological plaque ❧ [Excavation Description:] unprovenanced ❧ [Medium:] Metal ❧ [Script Note:] Uncertain ❧ [Physical Object Description:] Gold plaque, 1.1 cm ❧ 1, rectangular
DOI: 10.57755/vvmg-b892
title: The Anchoring Effect In Real Estate Decisions
title: Efekt zakotwiczenia

description: <p> The data contains responses from surveys conducted among real estate professionals regarding property valuation. A total of 170 people took part in the study, and the respondents were divided into two research groups, with one group being subjected to the anchoring effect with an underestimated value and the other group being subjected to the anchoring effect with an overestimated value. A detailed description of the research process is provided in the article. <br /></p>
description: <p>Dane zawierają odpowiedzi z ankiet przeprowadzonych wśród specjalistów z branży nieruchomości dotyczącej szacowania wartości nieruchomości. W badaniu udział wzięło 170 osób, a respondenci podzieleni zostali na dwie grupy badawcze, gdzie jedna grupa poddana była wpływowi efektu zakotwiczenia z wartością zaniżoną, a druga grupa wpływowi efektu zakotwiczenia z wartością zawyżoną. Szczegółowy opis procesu badawczego zawarty jest w artykule pt. &#34;THE ANCHORING EFFECT IN REAL ESTATE DECISIONS&#34;</p>
DOI: 10.57745/0egtoh
title: Valorisation des données OCSGE Nouvelle Génération - Evaluation de la vulnérabilité des espaces face à l’étalement urbain- Gers

description: Dans le cadre de la valorisation des données de l'Occupation du Sol à Grande Échelle (OCS GE) Nouvelle Génération - 2019, ont été produits des indicateurs spatialisés sur le département du Gers afin d'évaluer le processus d'artificialisation des sols sur le territoire. L’étalement urbain et la consommation de terres non artificialisées constitue une menace pour les espaces naturels mais également pour les sols. Ces sites constituent de fait des enjeux écologiques de taille et sont soumis à un risque d’urbanisation et d’aménagement plus ou moins élevé. Evaluer leur vulnérabilité face à l’étalement urbain permet d’identifier les zones prioritaires dans les politiques de gestion des espaces naturels. Ont été identifiées trois grandes étapes pour cartographier des zones fortement vulnérables face à l’étalement urbain : - Spécification des enjeux environnementaux (liés à la multifonctionnalité des sols et aux trames vertes et bleues) - Spécification de l’exposition à l’accroissement urbain (identification des zones non artificialisées fortement exposées à l’étalement urbain) - Identification des zones vulnérables (croisement des enjeux et de l’exposition à l’accroissement urbain) Cette analyse est réalisée sur une zone d’étude de 284 km² située au nord du département du Gers
DOI: 10.25549/inscriptifact-ouc15259819
title: Coin with Augustus

description: [Text Description:] Coin with Augustus ❧ [Excavation Description:] unprovenanced ❧ [Medium:] Metal ❧ [Script Note:] Latin ❧ [Physical Object Description:] Coin, bronze? 2.16 cm ❧ 1.7 cm
DOI: 10.25549/inscriptifact-ouc15259812
title: Egyptian bas relief

description: [Text Description:] Egyptian bas relief ❧ [Excavation Description:] unprovenanced ❧ [Medium:] Stone ❧ [Script Note:] Hieroglyphs ❧ [Physical Object Description:] Stone bas relief fragment with broken edges; 48.14 cm wide 27.82 cm high
DOI: 10.25549/inscriptifact-ouc15259557
title: ENNION beaker with inscription

description: [Text Description:] ENNION beaker with inscription ❧ [Excavation Description:] unprovenanced ❧ [Medium:] Glass ❧ [Script Note:] Greek ❧ [Physical Object Description:] Blue glass beaker with two handles; 17.5 cm tall 10.4 cm diameter