cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.4bgidv
title: Occurrence Download

description: A dataset containing 205370 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((7.78857 48.98623,9.48047 48.98623,9.48047 49.7517,7.78857 49.7517,7.78857 48.98623))",
 "DatasetKey is Flora von Deutschland (Phanerogamen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 205370 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000535-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bygf7v
title: Occurrence Download

description: A dataset containing 16500 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Calendula arvensis L., Calicium abietinum Pers.)",
 "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 16500 records from 198 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0313859-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.145823
title: Ostracon figuré Ifao - ODM 3218_nb_1984_04014

description: Référence : nb_1984_04014<br />Site : Deir el-Médina<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.145824
title: Ostracon figuré Ifao - ODM 3155_nb_1984_04015

description: Référence : nb_1984_04015<br />Site : Deir el-Médina<br />Type : photographie<br />
DOI: 10.15468/dl.pwfwry
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nototriche compacta (A.Gray) A.W.Hill"
 ]
}

 The dataset includes 107 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001854-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zibznl
title: Occurrence Download

description: A dataset containing 14876007 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 {
 "or" : [
 "TaxonKey is Ascomycota",
 "TaxonKey is Basidiomycota",
 "TaxonKey is Chytridiomycota",
 "TaxonKey is Glomeromycota",
 "TaxonKey is Oomycota",
 "TaxonKey is Zygomycota"
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 14876007 records from 1570 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000524-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3ft4ynrywt.1
title: Soil Conservation and Water Yield Dataset for Guizhou Province, China, 2020

description: Soil Conservation: sc_2000.tif. Water Yield: wyield_2020.tif. Data resolution is 30m.
DOI: 10.15468/dl.432x33
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Platyrrhinus matapalensis Velazco, 2005"
 ]
}

 The dataset includes 67 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036292-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ak495k
title: Occurrence Download

description: A dataset containing 281 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "OccurrenceStatus is Present",
 "TaxonKey is Anaecypris hispanica (Steindachner, 1866)"
 ]
}

 The dataset includes 281 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036293-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/sct6z9jsf6
title: Volatility Spillover and Risk Measurement of Southeast Asian Financial Markets

description: historical data set for ASEAN-5 stock price index, analysing data, output for error correction model, and VaR Calculation
DOI: 10.34740/kaggle/dsv/12131683
title: Automatic pronunciation mistake detector.
DOI: 10.17632/sct6z9jsf6.1
title: Volatility Spillover and Risk Measurement of Southeast Asian Financial Markets

description: historical data set for ASEAN-5 stock price index, analysing data, output for error correction model, and VaR Calculation
DOI: 10.15468/dl.f45rba
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Strongylopus fasciatus (Smith, 1849)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.0251 -31.3959,30.5701 -30.7329,30.5701 -28.5786,25.5395 -28.5786,25.5395 -32.9007,28.2048 -32.9007,28.5753 -32.6569,29.4902 -31.7517,30.0251 -31.3959))"
 ]
}

 The dataset includes 81 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036294-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3wm3jyyyxp.2
title: Lithium isotope fractionation in LCT pegmatites: A density functional theory study

description: All data sheets associated with the manuscript titled "Lithium isotope fractionation in LCT pegmatites: A density functional theory study"
DOI: 10.15468/dl.g9x2zj
title: Occurrence Download

description: A dataset containing 310 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-79.47538003186136 0.918466166809397,-75.47538003186136 0.918466166809397,-75.47538003186136 4.918466166809397,-79.47538003186136 4.918466166809397,-79.47538003186136 0.918466166809397))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phyllobates terribilis Myers, Daly & Malkin, 1978"
 ]
}

 The dataset includes 310 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036295-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57701/suf.rtzn.2019.1-0
title: Versichertenrentenzugang 2019
title: SUF
title: RTZN

description: Scientific Use File Versichertenrentenzugang (SUF.RTZN):Grundlage des Querschnittsdatensatzes SUF.RTZN ist die Rentenzugangsstatistik (§ 6 RSVwV, SK90). Die Grundgesamtheit des SUF.RTZN bilden Alters- und Erwerbsminderungsrenten, deren Rentenbeginn im Berichtjahr liegt. Die Größe der Zufallsstichprobe beträgt 20 Prozent. Berichtet wird neben demographischen Angaben über wichtige rentenrechtliche Sachverhalte wie beispielsweise Rentenhöhe, Komponenten des Rentenzahlbetrages, Entgeltpunkte sowie angerechnete versicherungsrechtliche Zeiten.
DOI: 10.17632/mgv2n2vcb9.1
title: A Bilingual Malay-English Social Media Dataset for Binary Hate Speech Detection

description: This dataset consists of 26,985 bilingual Malay-English social media posts curated for binary hate speech detection tasks. The data are collected and processed from five publicly available sources: HateXplain (English), HateM (Malay), Toxicity-Small (Malay), Snapshot-Twitter-2022 (Malay), and Supervised-Twitter (Malay). Among them, HateXplain, HateM, and Toxicity-Small contain manually annotated labels, while Snapshot and Supervised-Twitter are pseudo-labeled using a custom pipeline.

Each entry includes cleaned social media text, a binary hate speech label (0 = non-hate, 1 = hate), language code (en for English, ms for Malay), and the original source. The dataset is balanced across classes, with 14,642 non-hate and 12,343 hate-labeled entries. Language distribution includes 13,907 English and 13,708 Malay-language texts.

Preprocessing is conducted separately for each language. Malay-language texts underwent spelling correction, slang normalisation, placeholder standardisation (, ), and translation filtering using Malaya NLP tools and custom-built dictionaries. English texts are processed using Ekphrasis to handle social media-specific patterns, emojis, hashtags, and slang. Low-quality or duplicate entries are removed to ensure the data quality. The dataset is stored in CSV format (UTF-8) and is suitable for training and evaluating multilingual and low-resource hate speech detection models.
DOI: 10.17632/ppy7vg8h7z
title: Red Chilli Adulteration: Digital image Dataset (DS-KT-1.0)

description: Two datasets, including digital images of Red Chilli Powder (RcP) adulteration, specifically the Khammam Teja (KT), were sourced from Guntur, Andhra Pradesh, India. Dataset I (DS I) targeted binary classification and comprised pure KT samples (C1_PKT) and adulterated KT samples (C2_AKT), totaling 1339 images. Furthermore, Dataset II (DS II) supported 19 classes: one for pure KT RcP (KT00) and 18 for adulterated samples (adulterants that are commonly used in the industry), representing six natural adulterants (i.e., Wood Saw (WS), Wheat Bran (WB), Low grade chilli (Boriya Chilli (BM) from Kanyakumari, United (UT) from Punjab, and Guntur Mix (GM) from Andhra Pradesh) at three concentration levels (5%, 10%, and 15%). The total number of images in DS II is 5275, with a training (80%) and testing (20%) split ratio.
DOI: 10.15468/dl.2wcjg6
title: Occurrence Download

description: A dataset containing 207 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "OccurrenceStatus is Present",
 "TaxonKey is Barbus comizo Steindachner, 1864"
 ]
}

 The dataset includes 207 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036297-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/ppy7vg8h7z.2
title: Red Chilli Adulteration: Digital image Dataset (DS-KT-1.0)

description: Two datasets, including digital images of Red Chilli Powder (RcP) adulteration, specifically the Khammam Teja (KT), were sourced from Guntur, Andhra Pradesh, India. Dataset I (DS I) targeted binary classification and comprised pure KT samples (C1_PKT) and adulterated KT samples (C2_AKT), totaling 1339 images. Furthermore, Dataset II (DS II) supported 19 classes: one for pure KT RcP (KT00) and 18 for adulterated samples (adulterants that are commonly used in the industry), representing six natural adulterants (i.e., Wood Saw (WS), Wheat Bran (WB), Low grade chilli (Boriya Chilli (BM) from Kanyakumari, United (UT) from Punjab, and Guntur Mix (GM) from Andhra Pradesh) at three concentration levels (5%, 10%, and 15%). The total number of images in DS II is 5275, with a training (80%) and testing (20%) split ratio.
DOI: 10.15468/dl.qm4m3x
title: Occurrence Download

description: A dataset containing 28668 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Pterois volitans (Linnaeus, 1758)"
 ]
}

 The dataset includes 28668 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036296-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/vy76ghz7ws
title: ROLE OF INFORMATION COMMUNICATION TECHNOLOGIES ON TIMELY ACCESS OF INFORMATION ON BEST AGRONOMIC PRACTICES AMONG SMALLHOLDER TOMATO FARMERS IN KIRINYAGA COUNTY, KENYA

description: The research hypothesis for this data was; i.ICT tools have no effect on timely access of agricultural information on best agronomic practices by smallholder tomato farmers in Kirinyaga County. The data was used to run a binary logistic regression model that led to rejection of the null hypothesis and from the results it was found that use of ICT tool significantly affect timely access to information where when a farmer uses more than 1 ICT tool, they are more likely to access agricultural information mode timely
DOI: 10.3886/e223961v4
title: ECIN Replication Package for "Building the Walls of International Trade after War: Can Dispute Resolution Mechanisms (DRMs) Help?"

description: This replication package provides the data, code, and instructions required to reproduce the results presented in the paper titled ”Building the Walls of International Trade after War: Can
Dispute Resolution Mechanisms (DRMs) Help?”. The analysis examines how international trade
dispute resolution mechanisms (DRMs)—specifically GATT/WTO membership and diplomatic exchanges—affect trade flows between countries with a history of conflict. The empirical analysis
employs a gravity model of trade and covers bilateral trade data from 1948 to 2019.
DOI: 10.17632/vy76ghz7ws.1
title: ROLE OF INFORMATION COMMUNICATION TECHNOLOGIES ON TIMELY ACCESS OF INFORMATION ON BEST AGRONOMIC PRACTICES AMONG SMALLHOLDER TOMATO FARMERS IN KIRINYAGA COUNTY, KENYA

description: The research hypothesis for this data was; i.ICT tools have no effect on timely access of agricultural information on best agronomic practices by smallholder tomato farmers in Kirinyaga County. The data was used to run a binary logistic regression model that led to rejection of the null hypothesis and from the results it was found that use of ICT tool significantly affect timely access to information where when a farmer uses more than 1 ICT tool, they are more likely to access agricultural information mode timely
DOI: 10.17632/jtttfbx342
title: Image Dataset for Turmeric Plant Leaf Disease Detection

description: The dataset comprises 4,361 high-quality images with 4 different classes of turmeric leaves, each class giving an exact description of the unhealthy leaf and the healthy leaf. 

Original Dataset
Aphids Disease: 221 
Blotch: 238 
Leaf Spot:193
Healthy Leaf:213
Total: 865 

Augmented Dataset
Aphids Disease: 847
Blotch: 909
Leaf Spot: 919
Healthy Leaf: 821
Total 3496
DOI: 10.17632/jtttfbx342.2
title: Image Dataset for Turmeric Plant Leaf Disease Detection

description: The dataset comprises 4,361 high-quality images with 4 different classes of turmeric leaves, each class giving an exact description of the unhealthy leaf and the healthy leaf. 

Original Dataset
Aphids Disease: 221 
Blotch: 238 
Leaf Spot:193
Healthy Leaf:213
Total: 865 

Augmented Dataset
Aphids Disease: 847
Blotch: 909
Leaf Spot: 919
Healthy Leaf: 821
Total 3496
DOI: 10.15468/dl.6dznqs
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Strongylopus fasciatus (Smith, 1849)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.5701 -24.0715,25.5395 -24.0715,25.5395 -28.5786,30.5701 -28.5786,30.5701 -24.0715))"
 ]
}

 The dataset includes 55 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036298-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15593458
title: Empirical insights on adaptation implementation in European cities: Data & Code

description: Data and code used to conduct research about empirical insights of adaptation implementation, especifically analysis social, institutional, and economic factors.

"_Metadata_Data" and "_Metadata_Code" files contain all needed info to read and run the respective code and data to reproduce authors' results and conduct research on the topic.
DOI: 10.5281/zenodo.15593459
title: Empirical insights on adaptation implementation in European cities: Data & Code

description: Data and code used to conduct research about empirical insights of adaptation implementation, especifically analysis social, institutional, and economic factors.

"_Metadata_Data" and "_Metadata_Code" files contain all needed info to read and run the respective code and data to reproduce authors' results and conduct research on the topic.
DOI: 10.15468/dl.87cgpc
title: Occurrence Download

description: A dataset containing 32124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((5.6473 51.90666,6.17149 51.90666,6.17149 52.2152,5.6473 52.2152,5.6473 51.90666))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 32124 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036300-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6j7umx
title: Occurrence Download

description: A dataset containing 47116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((127.13378 40.15048,125.91582 41.29487,123.42255 42.26219,118.75562 41.68821,115.80496 39.3046,117.25952 36.01499,118.45726 32.48008,118.63097 29.10048,117.23772 26.05473,113.52038 24.07522,109.35149 23.92356,107.99533 21.7476,107.04862 18.88533,109.2499 16.56723,110.3891 13.78182,108.63672 10.07112,105.21296 7.71215,107.06192 3.06214,112.22439 4.10451,116.83076 8.22911,119.14635 13.76832,121.26549 19.61332,123.07464 23.99016,127.70394 25.77077,130.47378 30.85339,127.13378 40.15048))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Rhyacichthyidae, Eleotridae, Butidae, Oxudercidae, Gobiidae)"
 ]
}

 The dataset includes 47116 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036299-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2f18lc
title: CCDC 2235552: Experimental Crystal Structure Determination

description: Related Article: Aliya Ajaz, Muhammad Ashraf Shaheen, Muhammad Fayyaz ur Rehman, Maqsood Ahmad, Khurram Shahzad Munawar, Abu Bakar Siddique, Muhammad Ashfaq, Nazir Ahmad|2025|RSC Advances|15|18752|doi:10.1039/D5RA00065C
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.17632/vkxs7nh7wd
title: Transfer function (Jun.~Aug.)

description: Original transfer function data from 2021.6~2021.8 for the manuscript "Estimation of temporal variation in seismic wave velocity using coda wave interferometry with an accurately controlled seismic source"
This dataset contains transfer function data obtained through the ACROSS (Accurately Controlled Routinely Operated Signal System). The dataset consists of transfer function data processed according to the methodology described in Section 2.2. Each seismometer in the array provides six-component transfer functions. Each .mat file contains transfer function data derived from two-hour continuous recordings.
DOI: 10.15468/dl.dmbvw6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Panicum deustrum",
 "Geometry POLYGON((29.76451 -26.09643, 32.1599 -26.09643, 32.1599 -22.51877, 29.76451 -22.51877, 29.76451 -26.09643))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036302-250525065834625/datasets/export for details.
DOI: 10.17632/vkxs7nh7wd.1
title: Transfer function (Jun.~Aug.)

description: Original transfer function data from 2021.6~2021.8 for the manuscript "Estimation of temporal variation in seismic wave velocity using coda wave interferometry with an accurately controlled seismic source"
This dataset contains transfer function data obtained through the ACROSS (Accurately Controlled Routinely Operated Signal System). The dataset consists of transfer function data processed according to the methodology described in Section 2.2. Each seismometer in the array provides six-component transfer functions. Each .mat file contains transfer function data derived from two-hour continuous recordings.
DOI: 10.15468/dl.h29qye
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Cenchrus clandestinus",
 "Geometry POLYGON((29.76451 -26.09643, 32.1599 -26.09643, 32.1599 -22.51877, 29.76451 -22.51877, 29.76451 -26.09643))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036304-250525065834625/datasets/export for details.
DOI: 10.15468/dl.sqn93r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Panicum maximum",
 "Geometry POLYGON((29.76451 -26.09643, 32.1599 -26.09643, 32.1599 -22.51877, 29.76451 -22.51877, 29.76451 -26.09643))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036303-250525065834625/datasets/export for details.
DOI: 10.17632/xmy3rnfrr2.2
title: Data_ZhuangMaGCAsubmitted

description: All produced in this study and literature data used in the figures in the manuscript are provided.
DOI: 10.34740/kaggle/dsv/12131708
title: Media player management system project report
DOI: 10.15468/dl.te9u32
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "OccurrenceStatus is Present",
 "TaxonKey is Barbus sclateri Günther, 1868"
 ]
}

 The dataset includes 165 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036305-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.