cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17141662
title: Genotyping Data of 251 Wheat Samples for Population Structure and GWAS Analysis

description: Title: Genotyping Data of 251 Wheat Samples for Population Structure and GWAS Analysis

Description: This dataset encompasses genotyping results for a collection of 251 wheat samples. The genotyping was conducted using the Illumina iSelect 90K SNP array at Trait Genetics, Gatersleben (Germany), using Illumina Inc., San Diego, USA.

The SNP dataset underwent rigorous quality filtering. Markers with a minor allele frequency (MAF) below 5% and those with more than 10% missing data were excluded. Following this filtering process, a total of 17,093 high-quality SNP markers were retained for the subsequent GWAS analysis. These data enable research focused on understanding the genetic basis of traits in wheat, investigating population structure within this collection, and identifying genomic regions associated with important agronomic characteristics.

Crucially, this high-density genotypic data has served as a valuable resource across multiple research projects, enabling diverse investigations into wheat genetics under various stress conditions (e.g., drought, heat, salinity) and across different field environments. It facilitates a deeper understanding of the genetic basis for traits relevant to crop improvement and adaptation. 

)This dataset supports the manuscript 'Genome-Wide Association Study Reveals Key SNP Markers for Agro-Physiological Traits in Bread Wheat (Triticum aestivum L.)', currently under peer-review. It's uploaded at the editor's request. Upon publication, the article's DOI will be added to this record for traceability(

 

Keywords: Wheat, Genotyping, SNP, GWAS, Illumina iSelect, Trait Genetics, Data Quality, Data Filtering, Genetic Analysis, Agronomic Traits
DOI: 10.48320/1bfa44de-b055-4033-8c9c-2f6cecd09b30
title: Survey on municipal services in Gori, Georgia, 2018
DOI: 10.15468/dl.f53vgt
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Penitella penita",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 91 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010408-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17141779
title: Survey on municipal services in Gori, Georgia, 2018

description: Survey on municipal services in Gori was conducted by Caucasus Research Resource Centers (CRRC) in 2018. It aimed to assess provision of local services in Gori municipality, identification of formats of cooperation between local government and civic organizations, and study of public attitudes.

Population: Adults (18 years old and over) living in Gori municipality.

Sample Design: Multi-stage cluster sampling with preliminary stratification.

Sample Size: 1057 respondents.

Response rate: 65.7%.

Survey mode: Computer-assisted personal interview (CAPI).

Interview languages: Georgian

There is only Georgian version of the questionnaire in the files since the survey was conducted only in Georgian.

Fieldwork Dates: October 5, 2018 to October 22, 2018.

Results are weighted.

Contact for more Information: crrc-geo@crrccenters.org
description: Published on Discuss Data, https://discuss-data.net/dataset/1bfa44de-b055-4033-8c9c-2f6cecd09b30/
description: Method(s) of data collection: Face-To-Face Survey
DOI: 10.5281/zenodo.17141780
title: Survey on municipal services in Gori, Georgia, 2018

description: Survey on municipal services in Gori was conducted by Caucasus Research Resource Centers (CRRC) in 2018. It aimed to assess provision of local services in Gori municipality, identification of formats of cooperation between local government and civic organizations, and study of public attitudes.

Population: Adults (18 years old and over) living in Gori municipality.

Sample Design: Multi-stage cluster sampling with preliminary stratification.

Sample Size: 1057 respondents.

Response rate: 65.7%.

Survey mode: Computer-assisted personal interview (CAPI).

Interview languages: Georgian

There is only Georgian version of the questionnaire in the files since the survey was conducted only in Georgian.

Fieldwork Dates: October 5, 2018 to October 22, 2018.

Results are weighted.

Contact for more Information: crrc-geo@crrccenters.org
description: Published on Discuss Data, https://discuss-data.net/dataset/1bfa44de-b055-4033-8c9c-2f6cecd09b30/
description: Method(s) of data collection: Face-To-Face Survey
DOI: 10.7910/dvn/9xlrmh
title: Replication Data for:

description: 1. Collalti, Dino, and Eric Strobl. "Economic damages due to extreme precipitation during tropical storms: evidence from Jamaica." Natural Hazards 110.3 (2022): 2059-2086.
2. Collalti, Dino, Nekeisha Spencer, and Eric Strobl. "Flash flood detection via copula-based intensity–duration–frequency curves: evidence from Jamaica." Natural Hazards and Earth System Sciences 24.3 (2024): 873-890.
3. Collalti, Dino. "The Economic Dynamics After a Flood: Evidence from Satellite Data." Environmental Resource Economics (2024).
DOI: 10.15468/dl.s4br67
title: Occurrence Download

description: A dataset containing 6364514 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "OccurrenceStatus is Present",
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 6364514 records from 318 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010288-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tm3q5h
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Campanula rhomboidalis",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 54 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010409-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.atbjzn
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hemibrycon microformaa)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010413-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fc486j
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Campanula rhomboidalis",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 22 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010410-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfx6az
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Campanula rhomboidalis",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010411-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ghfu6c
title: Occurrence Download

description: A dataset containing 1979 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pholas dactylus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 1979 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010414-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17141782
title: Global Microbial Biostimulants Market 2025 To 2034

description: Microbial Biostimulants Market Size, Trends and Insights By Microbial Source (Bacteria, Fungi, Algae & Cyanobacteria, Actinomycetes & Others), By Formulation (Liquid, Granular, Powder), By Application (Crop Production, Soil Health Improvement, Plant Stress Management, Seed Treatment), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

As per the Microbial Biostimulants Market conducted by the CMI Team, the global Microbial Biostimulants Market is expected to record a CAGR of 10.5% from 2025 to 2034. In 2025, the market size is projected to reach a valuation of USD 5.64 Billion. By 2034, the valuation is anticipated to reach USD 13.88 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=73702
DOI: 10.5281/zenodo.17141781
title: Global Microbial Biostimulants Market 2025 To 2034

description: Microbial Biostimulants Market Size, Trends and Insights By Microbial Source (Bacteria, Fungi, Algae & Cyanobacteria, Actinomycetes & Others), By Formulation (Liquid, Granular, Powder), By Application (Crop Production, Soil Health Improvement, Plant Stress Management, Seed Treatment), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

As per the Microbial Biostimulants Market conducted by the CMI Team, the global Microbial Biostimulants Market is expected to record a CAGR of 10.5% from 2025 to 2034. In 2025, the market size is projected to reach a valuation of USD 5.64 Billion. By 2034, the valuation is anticipated to reach USD 13.88 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=73702
DOI: 10.5285/145fe44d-1456-4586-8e35-1f97f3003177
title: Geochemical data from hydrothermal vents and distal areas near the North-Atlantic Igneous Province (NAIP) during the Paleocene-Eocene thermal maximum (PETM)

description: The data include organic carbon and nitrogen abundances, carbon isotopes, nitrogen isotopes, major and trace element abundances, RockEval and mercury abundances from sedimentary strata across the Paleocene-Eocene thermal maximum. The samples include areas with hydrothermal influence linked to the emplacement of the North-Atlantic Igneous Province and others distal to hydrothermal activity to evaluate the effect of hydrothermal circulation on geochemical cycles. The results are linked to Rochelle-Bates et al. (in prep.) "Hydrothermal ammonium from a Large Igneous Province mitigated early Eocene climate change".

* Note: U1568A Rockeval : Red filled cells highlight unreliable data with Tmax less than 350°C or greater than 450°C, or oxygen indices greater than 200.
DOI: 10.15468/jvapkh
title: Zoobenthos data from different sources (collected and extracted from literature), personal archive of G.V. Murina (IBSS)

description: Dataset includes zoobenthos data from different sources (collected and extracted from literature). Personal archive of G.V. Murina (IBSS).
DOI: 10.15468/dl.vfs3cf
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Campanula rhomboidalis",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 43 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010415-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwuw7c
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Campanula rhomboidalis",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010416-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y3ayzt
title: Occurrence Download

description: A dataset containing 81795 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Year is 1953"
 ]
}

 The dataset includes 81795 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010358-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jddadg
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Talona explanata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010417-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.naqj36
title: Occurrence Download

description: A dataset containing 9574 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Notropis stramineus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 9574 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010418-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/kdwe7q
title: Environmental impact assessment of oil pollution accident in Gialova lagoon and Navarino Bay

description: Dataset results regarding various parameters (Ash-free dry weight (AFDW) biomass , Benthic microbial activity (ATP), Chlorophyll a, Conductivity, Count, Current velocity water, Depth, Dry weight biomass, Granulometric variables, Nitrate (NO3-), Nitrite (NO2-), Particulate organic carbon (POC), Phaeopigments, Phosphate (PO43-), Redox potential, Salinity, Silicate (SiO44-), Temperature in water, Trace metals) from national Project on the consequences of the Navarino Oil spill, in 1994.
DOI: 10.6084/m9.figshare.30146413
title: uganda_traffic_forecasting.csv

description: uganda_traffic_forecasting.csv captures detailed traffic conditions across multiple locations in Uganda at 15-minute intervals from January 1 to January 16,2023. It includes information on vehicle counts, average speed, weather, road conditions, day of the week, holidays, and special events, with a target variable representing congestion levels on a 0-4 scale. Each record is linked to a specific sensor location, enabling analysis of temporal patterns, location-based congestion, and the impact of environmental factors.The dataset is structured to support predictive modeling and real-time traffic forecasting.
DOI: 10.6084/m9.figshare.30146413.v1
title: uganda_traffic_forecasting.csv

description: uganda_traffic_forecasting.csv captures detailed traffic conditions across multiple locations in Uganda at 15-minute intervals from January 1 to January 16,2023. It includes information on vehicle counts, average speed, weather, road conditions, day of the week, holidays, and special events, with a target variable representing congestion levels on a 0-4 scale. Each record is linked to a specific sensor location, enabling analysis of temporal patterns, location-based congestion, and the impact of environmental factors.The dataset is structured to support predictive modeling and real-time traffic forecasting.
DOI: 10.15468/dl.qpzecx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Legousia hybrida",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010420-250914085247600/datasets/export for details.
DOI: 10.15468/dl.q8fpw6
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Legousia hybrida",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010419-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/gt2zfs
title: Zooplankton of Lebanon

description: This dataset contains data of zooplakton species which were found in Lebanese waters. The study area extends over 150 km between the south of Lebanon and offshore Tripoli city in the North. Monthly, seasonally and annual cruises were carried out between 1965 and 2007. Surface and vertical plankton samples were taken at standard depths 0m, 0-25m, 0-100m, 0-200m.
Data are available as a classification of the frequency of occurance.
DOI: 10.15468/334bm3
title: Survey of North Wales and Pembrokeshire Tide Influenced Communities

description: Marine biological surveys of seabed and shore habitats in four areas exposed to strong tidal currents around southwest and northwest Wales, made in summer 2002 and 2003.
DOI: 10.15468/dl.8n4e2e
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Legousia hybrida",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010421-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17141821
title: Global Neurosurgical Drills Market 2025 To 2034

description: Neurosurgical Drills Market Size, Trends and Insights By Product Type (Pneumatic Neurosurgical Drills, Electric Neurosurgical Drills, Battery-Operated/Rechargeable Drills, Accessories & Consumables), By Technology (High-Speed Drills, Medium-Speed Drills, Navigation-Integrated Drills, Disposable/Single-Use Drills), By Application (Cranial Surgery, Spinal Surgery, Trauma & Emergency Neurosurgery, Other Specialized Neurosurgeries), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

As per the Neurosurgical Drills Market conducted by the CMI Team, the global Neurosurgical Drills Market is expected to record a CAGR of 5.1% from 2025 to 2034. In 2025, the market size is projected to reach a valuation of USD 0.79 Billion. By 2034, the valuation is anticipated to reach USD 1.24 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=73706
DOI: 10.5281/zenodo.17141822
title: Global Neurosurgical Drills Market 2025 To 2034

description: Neurosurgical Drills Market Size, Trends and Insights By Product Type (Pneumatic Neurosurgical Drills, Electric Neurosurgical Drills, Battery-Operated/Rechargeable Drills, Accessories & Consumables), By Technology (High-Speed Drills, Medium-Speed Drills, Navigation-Integrated Drills, Disposable/Single-Use Drills), By Application (Cranial Surgery, Spinal Surgery, Trauma & Emergency Neurosurgery, Other Specialized Neurosurgeries), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

As per the Neurosurgical Drills Market conducted by the CMI Team, the global Neurosurgical Drills Market is expected to record a CAGR of 5.1% from 2025 to 2034. In 2025, the market size is projected to reach a valuation of USD 0.79 Billion. By 2034, the valuation is anticipated to reach USD 1.24 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=73706
DOI: 10.15468/pm5edm
title: MidMedPol: Polychaetes from midlittoral rocky shores in Greece and Italy (Mediterranean Sea)

description: This dataset contains records of polychaetes from intertidal rocky shores in the Mediterranean Sea.
DOI: 10.15468/3t7suq
title: Monthly variation in the macrozoobenthic community structure in Laki Lagoon (Evros Delta, N. Aegean Sea)

description: This dataset data from montly benthos sampling in 1998 at 1 station in the Laki lagoon in the Ervos Delta. The presence of the encoutered taxa was recourded aswel as the depth, watertemperature and sediment grain size.
DOI: 10.15468/dl.2rkuup
title: Occurrence Download

description: A dataset containing 684 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zirfaea pilsbryi",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 684 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010422-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/b8346h
title: HMAP Dataset 06: Newfoundland, 1675-1698

description: Fishermen, settlers and cod catches in 17th-century Newfoundland.
DOI: 10.15468/ceg78q
title: HMAP Dataset 08: Swedish Baltic Catch Data, 1752-1990

description: This dataset contains data on Baltic fish catches between 1752 and 1990, derived from Swedish archives.
DOI: 10.15468/fhte2z
title: Hamburg pelagic fish database

description: Data on pelagic fishes from German North Atlantic cruises from the 1970s to 1980s kept by the Zoological Museum of Hamburg (ZIM Hamburg). The dataset was provided to MAR-ECO by Dr. Heino Fock. Primary reference: Post, A. 1987. Pelagic transects of FRVs "Walther Herwig" and "Anton Dohrn" in the Atlantic Ocean 1966 to 1986. Mitt. Inst. f. Seefischerei d. BfaFi Hamburg, 42: 1-68.
DOI: 10.15468/ja4xhg
title: HMAP Dataset 09: North Russian Salmon Catch Data, 1615-1937

description: This dataset contains catch data relating to salmon from northern Russia between 1615 and 1937.
DOI: 10.15468/k79qn5
title: HMAP Dataset 07: Danish Baltic Catch Data, 1611-1920

description: This dataset contains data on Baltic fish catches between 1611 and 1920, derived from Danish archives.
DOI: 10.15468/wmdrjv
title: HMAP Dataset 05: Newfoundland, 1698-1833

description: This fisheries dataset from Newfoundland includes data on fisheries statistics, cod catches, fishing effort and the Newfoundland settlement. The data covers the time period 1698-1833.