cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14837967
title: Supporting materials for classification models for the total sounding. Source data from NPRA's GUDB database.

description: Raw data from soil investigations copied from GUDB in the summer 2020.  The dataset has been scrubbed to only contain data from field- and laboratory tests, removing reports, text files and other data types that might contain personal information.

The dataset contains 250331 files in 3284 folders (with extensions .snd, .tlk, .prv, .gvr, .cpt, .tot, .std, .dpt, .log, .kof, .rko, .rla, .dtr, .rdt, .rdp, .pvt, .pvs, .vct, .org, .vim, .xml,). The files are mostly stored in a human readable state, meaning this 760MB zip unpacks to about 4.6GB on disc.

Please see the attached dataset components figure to see the distribution of the different file types.
DOI: 10.5281/zenodo.14837966
title: Supporting materials for classification models for the total sounding. Source data from NPRA's GUDB database.

description: Raw data from soil investigations copied from GUDB in the summer 2020.  The dataset has been scrubbed to only contain data from field- and laboratory tests, removing reports, text files and other data types that might contain personal information.

The dataset contains 250331 files in 3284 folders (with extensions .snd, .tlk, .prv, .gvr, .cpt, .tot, .std, .dpt, .log, .kof, .rko, .rla, .dtr, .rdt, .rdp, .pvt, .pvs, .vct, .org, .vim, .xml,). The files are mostly stored in a human readable state, meaning this 760MB zip unpacks to about 4.6GB on disc.

Please see the attached dataset components figure to see the distribution of the different file types.
DOI: 10.5281/zenodo.14841538
title: Supporting materials for classification models for the total sounding. Training datasets on.JSON format

description: Dataset with results from total sounding tests has been matched with results from grain size analysis, and remolded fall cone tests.  Dataset versions represent different depth intervals considered for the penetration tests. Each curve segment is labeled based on Norwegian practice.
DOI: 10.5281/zenodo.14841537
title: Supporting materials for classification models for the total sounding. Training datasets on.JSON format

description: Dataset with results from total sounding tests has been matched with results from grain size analysis, and remolded fall cone tests.  Dataset versions represent different depth intervals considered for the penetration tests. Each curve segment is labeled based on Norwegian practice.
DOI: 10.5281/zenodo.14843898
title: Global Pharmaceutical Water Market 2025 To 2034

description: Pharmaceutical Water Market Size, Trends and Insights By Water Type (Bulk Water, Purified Water, Water for Injection (WFI), Pure Steam, Others (Water for Hemodialysis, etc.), Packaged Water, Sterile Purified Water, Sterile Water for Injection (SWFI), Sterile Water for Irrigation, Others (Sterile Water for Inhalation, etc.)), By Application (Solvents and Diluents, Culture Media, Equipment Cleaning, Others (Buffers and Solutions, etc.)), By End-user (Pharmaceutical & Biopharmaceutical Companies, Biotechnology Companies, Contract Research & Manufacturing Organizations, Others (Academics, Research Laboratories, etc.)), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

Global Pharmaceutical Water Market was valued at USD 42.32 Billion in 2025. It is projected to grow at a CAGR of 9.3% from 2024 to 2034 and cross USD 89.9 Billion by the end of 2034 during the forecast period 2025 – 2034.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=62045
DOI: 10.5281/zenodo.14843899
title: Global Pharmaceutical Water Market 2025 To 2034

description: Pharmaceutical Water Market Size, Trends and Insights By Water Type (Bulk Water, Purified Water, Water for Injection (WFI), Pure Steam, Others (Water for Hemodialysis, etc.), Packaged Water, Sterile Purified Water, Sterile Water for Injection (SWFI), Sterile Water for Irrigation, Others (Sterile Water for Inhalation, etc.)), By Application (Solvents and Diluents, Culture Media, Equipment Cleaning, Others (Buffers and Solutions, etc.)), By End-user (Pharmaceutical & Biopharmaceutical Companies, Biotechnology Companies, Contract Research & Manufacturing Organizations, Others (Academics, Research Laboratories, etc.)), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

Global Pharmaceutical Water Market was valued at USD 42.32 Billion in 2025. It is projected to grow at a CAGR of 9.3% from 2024 to 2034 and cross USD 89.9 Billion by the end of 2034 during the forecast period 2025 – 2034.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=62045
DOI: 10.5281/zenodo.14223302
title: Lentiviral barcode library sequencing - supplementary files

description: DNA sequencing to detect and analyse 30N barcodes of a lentiviral barcode library used for lineage tracing in mouse embryos. This information is used to flag barcodes that are over-represented in a library and could potentially confound clonal analysis. 

viral_R1.fastq.gz is a raw sequencing file of a PCR amplicon from a lentiviral prep. This file was processed in order to extract 30N barcodes from a specific location in the amplicon and generate a csv. file extracted_barcodes_viral.csv. This file also contains counts of how many times a specific barcode is found in the dataset. No correction was done for the barcode similarity (such as Hamming distance).

Scripts for barcode extraction are found at the associated github repository.
description: Library preparationLentiviral RNA was extracted using Macherey-Nagel NucleoSpin RNA Virus Mini Kit (Fisher Scientific, cat. no. 12771021) and reverse transcribed using the Invitrogen SuperScript VILO cDNA Synthesis Kit (Thermo Fisher Scientific, cat. no. 11754050). The amplification of the barcode region and the sequencing library preparation was done according to Ratz et al. (Nature Neuroscience, 2022). The library was sequenced using an Illumina NextSeq550 instrument.

Fatsq file processingQuality control of raw sequencing files was performed using FastQC (version 0.11.9). The following software packages were used to filter for high-quality fastq reads, extract and process 30N barcodes to generate "extracted_barcodes_viral.csv": Cutadapt (version 4.0) with Python 3.9.5, seqTools (version 1.34.0) and genBaRcode (version1.2.6) in R 4.3.0.
DOI: 10.5281/zenodo.14223303
title: Lentiviral barcode library sequencing - supplementary files

description: DNA sequencing to detect and analyse 30N barcodes of a lentiviral barcode library used for lineage tracing in mouse embryos. This information is used to flag barcodes that are over-represented in a library and could potentially confound clonal analysis. 

viral_R1.fastq.gz is a raw sequencing file of a PCR amplicon from a lentiviral prep. This file was processed in order to extract 30N barcodes from a specific location in the amplicon and generate a csv. file extracted_barcodes_viral.csv. This file also contains counts of how many times a specific barcode is found in the dataset. No correction was done for the barcode similarity (such as Hamming distance).

Scripts for barcode extraction are found at the associated github repository.
description: Library preparationLentiviral RNA was extracted using Macherey-Nagel NucleoSpin RNA Virus Mini Kit (Fisher Scientific, cat. no. 12771021) and reverse transcribed using the Invitrogen SuperScript VILO cDNA Synthesis Kit (Thermo Fisher Scientific, cat. no. 11754050). The amplification of the barcode region and the sequencing library preparation was done according to Ratz et al. (Nature Neuroscience, 2022). The library was sequenced using an Illumina NextSeq550 instrument.

Fatsq file processingQuality control of raw sequencing files was performed using FastQC (version 0.11.9). The following software packages were used to filter for high-quality fastq reads, extract and process 30N barcodes to generate "extracted_barcodes_viral.csv": Cutadapt (version 4.0) with Python 3.9.5, seqTools (version 1.34.0) and genBaRcode (version1.2.6) in R 4.3.0.
DOI: 10.5281/zenodo.14843896
title: 4DHydro_Results_Tetis_Po_15sec_daily_exp32_20070101_20221231

description: Modeling results with TETIS software, for Po River with a spatial resolution of 15 sec, and temporal resolution daily. Experiment 32. Forcing "mergedera5gpmsm2a". Calibrating methodology MOSCEM, calibrated variable ET

Includes results for the following variables:



Discharge flux in m-3 s-1

Volumetric soil moisture content in percentage

Total water storage content in kg m-2

Total evapotranspiration flux in kg m-2 s-1

Snow water equivalent in kg m-2
DOI: 10.5281/zenodo.14843897
title: 4DHydro_Results_Tetis_Po_15sec_daily_exp32_20070101_20221231

description: Modeling results with TETIS software, for Po River with a spatial resolution of 15 sec, and temporal resolution daily. Experiment 32. Forcing "mergedera5gpmsm2a". Calibrating methodology MOSCEM, calibrated variable ET

Includes results for the following variables:



Discharge flux in m-3 s-1

Volumetric soil moisture content in percentage

Total water storage content in kg m-2

Total evapotranspiration flux in kg m-2 s-1

Snow water equivalent in kg m-2
DOI: 10.5281/zenodo.14843856
title: Tourniquet Cuff Pressure Original Data Sets and Code
DOI: 10.5281/zenodo.14843857
title: Tourniquet Cuff Pressure Original Data Sets and Code
DOI: 10.5281/zenodo.14843842
title: Nine-Year_Study_Risk_Factors_Models_for_Thyroid_Nodules

description: 本研究旨在确定甲状腺功能正常的个体发生和生长甲状腺结节的危险因素,并开发评估这些风险的预测模型。
DOI: 10.5281/zenodo.14843843
title: Nine-Year_Study_Risk_Factors_Models_for_Thyroid_Nodules

description: 本研究旨在确定甲状腺功能正常的个体发生和生长甲状腺结节的危险因素,并开发评估这些风险的预测模型。
DOI: 10.5281/zenodo.14587795
title: Tracking grid-level freshwater boundary exceedance along global supply chains from consumption to impact

description: Code and data for the paper Tracking grid-level freshwater boundary exceedance along global supply chains from consumption to impact
DOI: 10.5281/zenodo.14843755
title: Validation dataset for modified MD-TASK Residue Interaction Network analysis

description: The uploaded dataset comprises the results of a comparative analysis between the outcomes obtained using the original MD-TASK program for Residue Interaction Network analysis and those obtained using a modified version of MD-TASK for the same purpose.
DOI: 10.5281/zenodo.14843756
title: Validation dataset for modified MD-TASK Residue Interaction Network analysis

description: The uploaded dataset comprises the results of a comparative analysis between the outcomes obtained using the original MD-TASK program for Residue Interaction Network analysis and those obtained using a modified version of MD-TASK for the same purpose.
DOI: 10.5281/zenodo.14587794
title: Tracking grid-level freshwater boundary exceedance along global supply chains from consumption to impact

description: Code and data for the paper Tracking grid-level freshwater boundary exceedance along global supply chains from consumption to impact
DOI: 10.6084/m9.figshare.28380299.v1
title: Online Excel sheet for the manuscript <i>Cross-ancestry GWAS of liver function-related biomarkers enhances insights into causal variants, credible genes, and therapies</i>

description: 此在线 Excel 表格包含补充表格，这些表格是手稿<i>肝功能相关生物标志物的交叉祖先 GWAS 增强了对因果变异、可信基因和治疗靶点的见解</i>，这些变异不适合以 Word 格式呈现。请参阅在线补充表文件，了解其余表。
DOI: 10.18150/y9vreh
title: Synthesis, Antimicrobial Activity, and Tyrosinase Inhibition by Multifunctional 3,4-Dihydroxy-Phenyl Peptidomimetics

description: Dane do publikacji: Synthesis, Antimicrobial Activity, and Tyrosinase Inhibition by Multifunctional 3,4-Dihydroxy-Phenyl Peptidomimetics
DOI: 10.15468/dl.h2hjra
title: Occurrence Download

description: A dataset containing 3236446 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DecimalLongitude is greater than -6",
 "DecimalLatitude is greater than 30",
 "DecimalLongitude is less than 42.5",
 "DecimalLatitude is less than 47.5",
 "Year is 2024"
 ]
}

 The dataset includes 3236446 records from 151 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022414-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7znbfu
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Viet Nam",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Bungarus multicinctus Blyth, 1861, Bungarus multicinctus wanghaotingi Pope, 1928, Bungarus candidus (Linnaeus, 1758), Bungarus fasciatus (Schneider, 1801))",
 "Year 1995-2025"
 ]
}

 The dataset includes 125 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022441-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sbtqjr
title: Occurrence Download

description: A dataset containing 13672 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Achillea millefolium L."
 ]
}

 The dataset includes 13672 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022442-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tcbtps
title: Occurrence Download

description: A dataset containing 13138689 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DecimalLongitude is greater than -6",
 "DecimalLatitude is greater than 30",
 "DecimalLongitude is less than 42.5",
 "DecimalLatitude is less than 47.5",
 "Year is 2023"
 ]
}

 The dataset includes 13138689 records from 1141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022413-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fvcknn
title: Occurrence Download

description: A dataset containing 9902 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is DSMZ Bacteria"
 ]
}

 The dataset includes 9902 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164500-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uhphbm
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "or" : [
 "ScientificName is Narcissus × ponsii-sorollae Fern.Casas",
 "ScientificName is Narcissus × ponsii-sorollae",
 "ScientificName is Narcissus x ponsii-sorollae",
 "ScientificName is Narcissus x ponsii-sorollae Fern.Casas",
 "ScientificName is Narcissus xponsii-sorollae Fern.Casas",
 "ScientificName is Narcissus ponsii-sorollae Fern.Casas"
 ]
}

 The dataset includes 11 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004674-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.znyfeg
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Delosperma bosseranum Marais"
 ]
}

 The dataset includes 55 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164508-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7lggma
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Herbivorie_Pflanzenebene_2008"
 ]
}

 The dataset includes 94 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004674-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jh897r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Delosperma clavipes Lavis"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164531-230224095556074/datasets/export for details.
DOI: 10.15468/acyl3a
title: Système d'Information sur la Nature et les Paysages d'Ile de France - Données du/de la naturaliste mace sebastien provenant de la base de donnée du SINP Île-de-France CETTIA

description: Jeux de données provenant de la base de données CETTIA du Système d'Information sur la Nature et les Paysages d'Ile de France. Il concerne la faune à l'exception des insectes.
DOI: 10.15468/dl.pckao2
title: Occurrence Download

description: A dataset containing 204 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Nicaragua",
 "Country is Guyana",
 "Country is Suriname",
 "Country is Ecuador",
 "Country is Brazil",
 "Country is Costa Rica",
 "Country is Panama",
 "Country is Mexico",
 "Country is Trinidad and Tobago",
 "Country is Peru"
 ]
 },
 "TaxonKey is Vampyrum spectrum (Linnaeus, 1758)"
 ]
}

 The dataset includes 204 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004674-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4huxq7
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Megachasma pelagios Taylor, Compagno & Struhsaker, 1983"
 ]
}

 The dataset includes 48 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164541-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/teqleu
title: Avifauna occurrence data for Arabuko Sokoke Forest in Kenya

description: This publication presents a set of occurrence records of bird species observed in Arabuko Sokoke Forest in coastal Kenya between June 2012 and May 2013. The survey conducted lists 1264 records all bird individuals observed and their geo-reference positions within the primary forest, neigbouring plantation forest and farmland. Publication of this data adds to the global database on the avian community to advance research on avian species distribution modeling, for the understanding of the effect of land use and climate change on the avian community at local, regional and global scales.
DOI: 10.5281/zenodo.10154017
title: Supporting Data for Manuscript

description: This dataset supplements our manuscript titled `How to Position Human Factors Requirements and Experts in the Development of Automated Vehicles?'It includes two files:

The first file includes the questionnaire used during Stage 1 of the data collection process.
The second file encompasses the questionnaire employed in Stage 2 of the data collection.
DOI: 10.5281/zenodo.10154018
title: Supporting Data for Manuscript

description: This dataset supplements our manuscript titled `How to Position Human Factors Requirements and Experts in the Development of Automated Vehicles?'It includes two files:

The first file includes the questionnaire used during Stage 1 of the data collection process.
The second file encompasses the questionnaire employed in Stage 2 of the data collection.
DOI: 10.15468/dl.nd5a4k
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Conringia persica Boiss.",
 "HasCoordinate is true",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 23 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004698-160509122628363/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wux82n
title: Occurrence Download

description: A dataset containing 3701 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Monochamus galloprovincialis (Olivier, 1795)",
 "Year 1984-2023"
 ]
}

 The dataset includes 3701 records from 176 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164521-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ldwp3c
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "InstitutionCode is SPW-DNE",
 "TaxonKey is Plantae",
 "HasCoordinate is TRUE",
 {
 "or" : [
 "Country is Albania",
 "Country is Austria",
 "Country is Bosnia and Herzegovina",
 "Country is Belgium",
 "Country is Bulgaria",
 "Country is Belarus",
 "Country is Switzerland",
 "Country is Cyprus",
 "Country is Czechia",
 "Country is Germany",
 "Country is Denmark",
 "Country is Estonia",
 "Country is Spain",
 "Country is Finland",
 "Country is France",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Country is Greece",
 "Country is Croatia",
 "Country is Hungary",
 "Country is Ireland",
 "Country is Iceland",
 "Country is Italy",
 "Country is Lithuania",
 "Country is Luxembourg",
 "Country is Latvia",
 "Country is Moldova, Republic of",
 "Country is Montenegro",
 "Country is Malta",
 "Country is North Macedonia",
 "Country is Netherlands",
 "Country is Norway",
 "Country is Poland",
 "Country is Portugal",
 "Country is Romania",
 "Country is Serbia",
 "Country is Russian Federation",
 "Country is Sweden",
 "Country is Slovenia",
 "Country is Slovakia",
 "Country is Ukraine"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009843-181108115102211/datasets/export for details.
DOI: 10.15468/dl.ncgmdb
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is South Africa",
 "TaxonKey is Oxyura jamaicensis (J.F.Gmelin, 1789)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164532-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hpcc1d
title: Occurrence Download

description: A dataset containing 1166 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Spain",
 "Country is Portugal"
 ]
 },
 "TaxonKey is Pinus mugo Turra"
 ]
}

 The dataset includes 1166 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004674-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.47he6k
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Delosperma deilanthoides S.A.Hammer"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164553-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.