cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18472673
title: QBO: monthly zonal stratospheric winds from tropical radiosonde data (mainly Singapore)

description: Monthly Tropical Stratospheric Zonal Winds from Radiosondes

Data Source and Processing:

Monthly mean zonal wind data for the tropics are provided as a service for the global QBO and trend analysis communities. The original data source and processing chain were established by the Free University of Berlin (FUB). Currently, the data is processed at the Karlsruhe Institute of Technology (KIT, ROR:04t3en479), Institute of Meteorology and Climate Research (IMK), Germany with the tools developed at FUB.

Data Description:

The dataset includes monthly mean zonal wind values at pressure levels 100, 90, 80, 70, 60, 50, 45, 40, 35, 30, 25, 20, 15, 12, and 10 hPa, derived from radiosonde observations at four equatorial stations:



Kiribati (Canton Island) - data from 1953 to 1967 (closed)

Maldives (Gan Island) - data from 1967 to 1975 (closed)

Singapore (Payalebar) - data from 1975 to 1989

Singapore (Changi) - data from 1989 onwards


Important Notes:



Values for 100 hPa from October 1967 are solely from Singapore (Changi).

Values for 100 hPa before October 1967 are from Kiribati (Canton Island) when available.

Detailed information about the radiosonde stations and their periods of operation is provided below.


Additional Information:



Access the data in other formats also published here: https://www.atmohub.kit.edu/english/807.php


Detailed List of Radiosonde Stations:












Station Name
Location (Lat, Lon)
Data Period
Pressure Levels (hPa)


Kiribati (Canton Island)
-2.7667, -171.7167
1953 - 1967 (closed)


Above 100 (until August 1967)

100 (until September 1967)



Maldives (Gan Island)
-0.6933, 73.1556
1967 - 1975 (closed)
Above 100 (September 1967 to December 1975)


Singapore (Payalebar)
1.3667, 103.9167
1975 - 1989
Above 100 (January 1976 to May 1989)


Singapore Upper Air Observatory
1.3404, 103.8879
1989 - present


100 (October 1967 to May 1989), 

All levels from June 1989
DOI: 10.5281/zenodo.10620169
title: QBO: monthly zonal stratospheric winds from tropical radiosonde data (mainly Singapore)

description: Monthly Tropical Stratospheric Zonal Winds from Radiosondes

Data Source and Processing:

Monthly mean zonal wind data for the tropics are provided as a service for the global QBO and trend analysis communities. The original data source and processing chain were established by the Free University of Berlin (FUB). Currently, the data is processed at the Karlsruhe Institute of Technology (KIT, ROR:04t3en479), Institute of Meteorology and Climate Research (IMK), Germany with the tools developed at FUB.

Data Description:

The dataset includes monthly mean zonal wind values at pressure levels 100, 90, 80, 70, 60, 50, 45, 40, 35, 30, 25, 20, 15, 12, and 10 hPa, derived from radiosonde observations at four equatorial stations:



Kiribati (Canton Island) - data from 1953 to 1967 (closed)

Maldives (Gan Island) - data from 1967 to 1975 (closed)

Singapore (Payalebar) - data from 1975 to 1989

Singapore (Changi) - data from 1989 onwards


Important Notes:



Values for 100 hPa from October 1967 are solely from Singapore (Changi).

Values for 100 hPa before October 1967 are from Kiribati (Canton Island) when available.

Detailed information about the radiosonde stations and their periods of operation is provided below.


Additional Information:



Access the data in other formats also published here: https://www.atmohub.kit.edu/english/807.php


Detailed List of Radiosonde Stations:












Station Name
Location (Lat, Lon)
Data Period
Pressure Levels (hPa)


Kiribati (Canton Island)
-2.7667, -171.7167
1953 - 1967 (closed)


Above 100 (until August 1967)

100 (until September 1967)



Maldives (Gan Island)
-0.6933, 73.1556
1967 - 1975 (closed)
Above 100 (September 1967 to December 1975)


Singapore (Payalebar)
1.3667, 103.9167
1975 - 1989
Above 100 (January 1976 to May 1989)


Singapore Upper Air Observatory
1.3404, 103.8879
1989 - present


100 (October 1967 to May 1989), 

All levels from June 1989
DOI: 10.15468/dl.6zc8h8
title: Occurrence Download

description: A dataset containing 262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Patellifolia procumbens",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 262 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010077-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.urra7v
title: Occurrence Download

description: A dataset containing 7734 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achillea atrata",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7734 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010078-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g3xh35
title: Occurrence Download

description: A dataset containing 808 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Thlaspi caerulescens, Thlaspi caerulescens, Noccaea caerulescens, Thlaspi alpestre, Thlaspi alpestre, Thlaspi alpestre, Thlaspi alpestre, Thlaspi alpestre)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 808 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010079-260129131611470/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.30601733
title: Supporting Documents for The genetic basis of mimicry in the snowy bumble bee (<i>B. niveatus</i>) in Anatolia with insights from a color polymorphic gynandromorphB.niveatus and a gynandromorph specimen for understanding white and yellow mimicry patterns in the Anatolian region

description: Bumble bees exhibit remarkable color pattern diversity and repeated convergence resulting from Mullerian mimicry. In Anatolia, multiple lineages independently convert an ancestral yellow anterior setal color to white, producing local mimetic complex. This BioProject characterizes the genetic basis of that white-yellow mimetic dimorphism in the snowy bumble bee Bombus niveatus, which occurs as two color forms (B. n. niveatus, white vs B. n. vorticosus, yellow). Using a genome-wide association study (GWAS) of male samples collected across dimorphic populations, we identify a strong association peak in the cis-regulatory region of the homeobox gene BarH. Fine-scale sequencing and structural analysis reveal a derived tandem duplication, unique to the white form, that likely increases local transcription-factor binding site density and thus regulatory potential. Comparative Sanger sequencing of the same locus in comimicking species shows that parallel white-yellow transitions in co-mimics are produced by different molecular changes, indicating repeated phenotypic convergence via independent genetic routes. In addition, we present the genetic characterization of a largely bilateral mosaic gynandromorph of B. niveatus whose mixed color pattern is explained by a mosaic of at least two distinct haploid sources and diploid tissue heterozygous at the color locus; this supports the Mendelian heredity of the color polymorphism and the conspecific status of these two color morphs. This work highlights how small tandem duplications in cis-regulatory intervals can reshape local regulatory architecture to generate discrete, heritable morphological variation, and provides a comparative dataset for understanding the genetic mechanisms of convergent evolution in natural populations.This repository contains directories and subdirectories that is required to reproduce the results of this project along with the PRJNA1358947 bio project in NCBI.
DOI: 10.6084/m9.figshare.30601733.v1
title: Supporting Documents for The genetic basis of mimicry in the snowy bumble bee (<i>B. niveatus</i>) in Anatolia with insights from a color polymorphic gynandromorphB.niveatus and a gynandromorph specimen for understanding white and yellow mimicry patterns in the Anatolian region

description: Bumble bees exhibit remarkable color pattern diversity and repeated convergence resulting from Mullerian mimicry. In Anatolia, multiple lineages independently convert an ancestral yellow anterior setal color to white, producing local mimetic complex. This BioProject characterizes the genetic basis of that white-yellow mimetic dimorphism in the snowy bumble bee Bombus niveatus, which occurs as two color forms (B. n. niveatus, white vs B. n. vorticosus, yellow). Using a genome-wide association study (GWAS) of male samples collected across dimorphic populations, we identify a strong association peak in the cis-regulatory region of the homeobox gene BarH. Fine-scale sequencing and structural analysis reveal a derived tandem duplication, unique to the white form, that likely increases local transcription-factor binding site density and thus regulatory potential. Comparative Sanger sequencing of the same locus in comimicking species shows that parallel white-yellow transitions in co-mimics are produced by different molecular changes, indicating repeated phenotypic convergence via independent genetic routes. In addition, we present the genetic characterization of a largely bilateral mosaic gynandromorph of B. niveatus whose mixed color pattern is explained by a mosaic of at least two distinct haploid sources and diploid tissue heterozygous at the color locus; this supports the Mendelian heredity of the color polymorphism and the conspecific status of these two color morphs. This work highlights how small tandem duplications in cis-regulatory intervals can reshape local regulatory architecture to generate discrete, heritable morphological variation, and provides a comparative dataset for understanding the genetic mechanisms of convergent evolution in natural populations.This repository contains directories and subdirectories that is required to reproduce the results of this project along with the PRJNA1358947 bio project in NCBI.
DOI: 10.5281/zenodo.18472710
title: УМНЫЕ ПАРКОВОЧНЫЕ СИСТЕМЫ ДЛЯ СНИЖЕНИЯ ТРАНСПОРТНОЙ НАГРУЗКИ

description: В условиях стремительной урбанизации и роста уровня автомобилизации проблема транспортной перегруженности городов приобретает особую актуальность. Существенную долю транспортной нагрузки формируют поисковые поездки водителей в целях нахождения свободных парковочных мест, что приводит к увеличению заторов, росту выбросов вредных веществ и снижению качества городской среды. В данной статье рассматриваются умные парковочные системы как один из эффективных инструментов интеллектуального управления городским транспортом. Анализируются принципы их функционирования, включая использование датчиков занятости, систем видеонаблюдения, технологий Интернета вещей (IoT), мобильных приложений и аналитических платформ. Особое внимание уделяется влиянию умных парковочных решений на оптимизацию транспортных потоков, сокращение времени поиска парковки и повышение экологической устойчивости городов. В работе обосновывается, что внедрение умных парковочных систем способствует снижению транспортной нагрузки, повышению эффективности использования улично-дорожной сети и формированию комфортнойи устойчивой городской инфраструктуры.
DOI: 10.5281/zenodo.18472709
title: УМНЫЕ ПАРКОВОЧНЫЕ СИСТЕМЫ ДЛЯ СНИЖЕНИЯ ТРАНСПОРТНОЙ НАГРУЗКИ

description: В условиях стремительной урбанизации и роста уровня автомобилизации проблема транспортной перегруженности городов приобретает особую актуальность. Существенную долю транспортной нагрузки формируют поисковые поездки водителей в целях нахождения свободных парковочных мест, что приводит к увеличению заторов, росту выбросов вредных веществ и снижению качества городской среды. В данной статье рассматриваются умные парковочные системы как один из эффективных инструментов интеллектуального управления городским транспортом. Анализируются принципы их функционирования, включая использование датчиков занятости, систем видеонаблюдения, технологий Интернета вещей (IoT), мобильных приложений и аналитических платформ. Особое внимание уделяется влиянию умных парковочных решений на оптимизацию транспортных потоков, сокращение времени поиска парковки и повышение экологической устойчивости городов. В работе обосновывается, что внедрение умных парковочных систем способствует снижению транспортной нагрузки, повышению эффективности использования улично-дорожной сети и формированию комфортнойи устойчивой городской инфраструктуры.
DOI: 10.15468/dl.f9j7a7
title: Occurrence Download

description: A dataset containing 7376 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Occurrence evidence)",
 "TaxonKey is Solanum acaule"
 ]
}

 The dataset includes 7376 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010080-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x9t8vf
title: Occurrence Download

description: A dataset containing 8916 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trifolium arvense, Trifolium arvense)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 8916 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010081-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ch4u6
title: Occurrence Download

description: A dataset containing 116772 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Plant Specimen from Herbarium (IBK) in China, Guangxi Institute of Botany, Chinese Academy of Sciences"
 ]
}

 The dataset includes 116772 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010058-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x8f6xr
title: Occurrence Download

description: A dataset containing 22905 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ostrea edulis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 22905 records from 234 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010082-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zgczq4
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "Geometry POLYGON((-74.92569 -14.33525,-73.17846 -14.33525,-73.17846 -12.68792,-74.92569 -12.68792,-74.92569 -14.33525))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Vultur gryphus"
 ]
}

 The dataset includes 80 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010084-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ha7vsk
title: Occurrence Download

description: A dataset containing 5846 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hibiscus rosa-sinensis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5846 records from 358 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010085-260129131611470/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.31017469
title: Latent Trajectories and Predictors of Cognition: A Traumatic Brain Injury Model Systems Study

description: Supplementary Table 1 shows the proportion of missing data by variable stratified by class and computed maximum difference between classes and final predictors within the final backward stepwise multinomial logistic regression model.Supplementary Table 2 shows the comparison of demographic, clinical, and injury-related characteristics between participants included and excluded from the sample.Supplementary Table 3 shows the baseline demographic, clinical, and injury characteristics of 8060 participants by class trajectory membership.Supplementary Table 4 shows the model fit indices and classification quality parameters for 1-7 class model solutions from the latent class growth analysis on ordinal FIM-Cog data.Supplementary Table 5 shows the results of the backward stepwise multinomial logistic regression assessing the role of demographic, clinical, and injury-related characteristics on FIM-Cog trajectory membership.
DOI: 10.6084/m9.figshare.31017469.v1
title: Latent Trajectories and Predictors of Cognition: A Traumatic Brain Injury Model Systems Study

description: Supplementary Table 1 shows the proportion of missing data by variable stratified by class and computed maximum difference between classes.Supplementary Table 2 shows the comparison of demographic, clinical, and injury-related characteristics between participants included and excluded from the sample.Supplementary Table 3 shows the baseline demographic, clinical, and injury characteristics of 8060 participants by class trajectory membership.
DOI: 10.6084/m9.figshare.31017469.v2
title: Latent Trajectories and Predictors of Cognition: A Traumatic Brain Injury Model Systems Study

description: Supplementary Table 1 shows the proportion of missing data by variable stratified by class and computed maximum difference between classes and final predictors within the final backward stepwise multinomial logistic regression model.Supplementary Table 2 shows the comparison of demographic, clinical, and injury-related characteristics between participants included and excluded from the sample.Supplementary Table 3 shows the baseline demographic, clinical, and injury characteristics of 8060 participants by class trajectory membership.Supplementary Table 4 shows the model fit indices and classification quality parameters for 1-7 class model solutions from the latent class growth analysis on ordinal FIM-Cog data.Supplementary Table 5 shows the results of the backward stepwise multinomial logistic regression assessing the role of demographic, clinical, and injury-related characteristics on FIM-Cog trajectory membership.
DOI: 10.57702/4zck04or
title: ACSP Applet Dataset

description: The dataset used in the study to evaluate the explanation functionality for the ACSP applet.
DOI: 10.13145/bacdive171373.20251217.10
title: Bacillus cereus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive171374.20241212.9.2
title: Bacillus cereus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive171374.20251217.10
title: Bacillus cereus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive171375.20241212.9.2
title: Bacillus cereus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/0l4mg0oy
title: Real-Time Steganalysis for Stream Media Based on Multi-channel Convolutional Sliding Windows

description: The dataset used in this paper for real-time VoIP steganalysis.
DOI: 10.13145/bacdive171375.20251217.10
title: Bacillus cereus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive171376.20241212.9.2
title: Bacillus cereus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/8mj6tcfd
title: Fashion IQ

description: Fashion IQ is a new dataset for research on natural language based image retrieval systems, which is situated in the detail-critical fashion domain.
DOI: 10.13145/bacdive171376.20251217.10
title: Bacillus cereus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive171377.20241212.9.2
title: Bacillus cereus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive171377.20251217.10
title: Bacillus cereus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive171378.20241212.9.2
title: Bacillus cereus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive171378.20251217.10
title: Bacillus cereus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/zlpahq3z
title: Fountain

description: The video consists of 650 frames and the images are of size 1080 × 1920. To speed up the algorithms, we first test on the under-sampled data which has image size of 108 × 192. As can be seen from TABLE II, ReLD has the best denoising performance.
DOI: 10.13145/bacdive171379.20241212.9.2
title: Bacillus cereus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive171379.20251217.10
title: Bacillus cereus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/qlfbprxa
title: MIDOG21 and TUPAC16 datasets

description: The MIDOG21 and TUPAC16 datasets were used for training and testing the proposed hierarchical anchor-free object detection pipeline.
DOI: 10.13145/bacdive171380.20241212.9.2
title: Bacillus cereus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive171380.20251217.10
title: Bacillus cereus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive171381.20241212.9.2
title: Bacillus cereus

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.