cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/wag17u
title: Darwin3/IGSM (ProGrow): model output

description: Provided here are the output from the several simulations used in Ribalet et al. (in prep). Each file is for a different experiment/time period.
&lt;p&gt;
Each file includes 10 year mean: &lt;br&gt;
surface (0-10m) carbon biomass (mg C/m3) for the phytoplankton: Prochlorococcus, Synecococcus, pico-eukaryotes , and all other eukaryotes. &lt;br&gt;
depth integrated carbon biomass ( mg C/m2 respectively) for the phytoplankton: Prochlorococcus, Synecococcus, pico-eukaryotes , and all other eukaryotes. &lt;br&gt;
depth integrated biosynthesis (mg C/m2/year) for all phytoplankton, Proclorococcus, Synecococcus, pico-eukartyoes, and all other eukaryotes. &lt;br&gt;
sea surface temperature, &lt;br&gt;
nitrate flux through 50m &lt;br&gt;
&lt;p&gt;
There are two types of simulations - one where Prochlorococcus growth increases exponential with temperature following a Q10-type parameterization, the other where Prochlorococcus growth decreases above 28oC as suggested by in situ data. &lt;br&gt;
There are two time periods: control is run with 1860 conditions and a 10 year average provided here, and the perturbed system for 2090-2100 under high emission scenario. 
&lt;p&gt;
Reference:
&lt;p&gt;
Ribalet, F. S. Dutkiewicz, E.V. Armbrust. Future ocean warming threatens the survival of key photosynthetic microbes. In prep
DOI: 10.7910/dvn/dbz92o
title: Data of irregular vertical displacement of a roadway cross section caused by frost heaving

description: Data of irregular vertical displacement of a roadway cross section caused by frost heaving (Tomsk Oblast)
DOI: 10.7910/dvn/dmjqcb
title: Replication data for: Public Investment in a Production Network: Aggregate and Sectoral Implications

description: Review of Economics and Statistics: Forthcoming.
DOI: 10.7910/dvn/gv0hij
title: Replication data for: Calculations and graphs regarding maximum specific water yield in terms of relative humidity and temperature for different water-from-air technologies

description: Matlab code for generating: 
Figure 3: Maximum specific water yield of TRHS technology against relative humidity at different ambient air temperatures.
Figure 6: Osmotic pressure π in the deliquescent salt reverse osmosis (DESARO) process against relative humidity at which the salt solution is in equilibrium with ambient air at 20°C. The inset is a zoom in the pressure range of practical interest.
Figure 7: Maximum specific water yield of deliquescent salt reverse osmosis against relative humidity at different temperatures.
Figure 9: Maximum specific water yield of active air cooling against relative humidity at four different temperatures. The system is considered not to be applicable (zero specific water yield) when the condensation surface is below the water freezing point. 
Figure 10: Preferred atmospheric water harvesting technology depending on climate conditions based on theoretical maximum specific water yields. Current limitations of TRHS (min. Φ = 60%) and DESARO (max. pressure 15 MPa) are taken into account; for desiccants a desorption enthalpy of 3,300,000 J/kg is considered.
description: Matlab code for generating: 
Figure 3: Maximum specific water yield of TRHS technology against relative humidity at different ambient air temperatures.
Figure 6: Osmotic pressure π in the deliquescent salt reverse osmosis (DESARO) process against relative humidity at which the salt solution is in equilibrium with ambient air at 20°C. The inset is a zoom in the pressure range of practical interest. 
Figure 7: Maximum specific water yield of deliquescent salt reverse osmosis against relative humidity at different temperatures. 
Figure 9: Maximum specific water yield of active air cooling against relative humidity at four different temperatures. The system is considered not to be applicable (zero specific water yield) when the condensation surface is below the water freezing point. 
Figure 10: Preferred atmospheric water harvesting technology depending on climate conditions based on theoretical maximum specific water yields. Current limitations of TRHS (min. Φ = 60%) and DESARO (max. pressure 15 MPa) are taken into account; for desiccants a desorption enthalpy of 3,300,000 J/kg is considered.
DOI: 10.7910/dvn/x7slvb
title: House Unpassed Legislation 1873, H 141 adopted resolutions, SC1/series 230, Petition of M.S. Bidwell [Marshall S. Bidwell?]

description: &lt;p&gt;Petition subject: Charles Sumner resolution &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:25950399"&gt;http://nrs.harvard.edu/urn-3:FHCL:25950399&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: Monterey &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: James M. Barker, Pittsfield &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;M.S. Bidwell [Marshall S. Bidwell?]&lt;/li&gt;&lt;li&gt;A.B. Garfield&lt;/li&gt;&lt;li&gt;Wilber F. Minor&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Actions taken on dates: 1873-03-11 &lt;/p&gt; &lt;p&gt;Legislative action: Received in the House on March 11, 1873 and placed on file &lt;/p&gt; &lt;p&gt;Total signatures: 14 &lt;/p&gt; &lt;p&gt;Legislative action summary: Received, placed on file &lt;/p&gt; &lt;p&gt;Legal voter signatures (males not identified as non-legal): 14 &lt;/p&gt; &lt;p&gt;Female only signatures: No &lt;/p&gt; &lt;p&gt;Identifications of signatories: voters, ["others"] &lt;/p&gt; &lt;p&gt;Prayer format was &lt;a href="http://en.wikipedia.org/wiki/Printing"&gt;printed&lt;/a&gt; vs. &lt;a href="http://en.wikipedia.org/wiki/Manuscript"&gt;manuscript&lt;/a&gt;: Printed &lt;/p&gt; &lt;p&gt;Additional non-petition or unrelated documents available at archive: no additional documents &lt;/p&gt; &lt;p&gt;Additional archivist notes: Includes note on circulation, To rescind and annul the censure of Charles Sumner for resolution on Civil War battle honors on regimental flags &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: House Unpassed 1873, H 141 adopted resolutions &lt;/p&gt; &lt;p&gt;Acknowledgements: Supported by the National Endowment for the Humanities (PW-5105612), Massachusetts Archives of the Commonwealth, Radcliffe Institute for Advanced Study at Harvard University, Center for American Political Studies at Harvard University, Institutional Development Initiative at Harvard University, and Harvard University Library.&lt;/p&gt;
DOI: 10.15468/dl.qjeau3
title: Occurrence Download

description: A dataset containing 1608 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Conyza canadensis, Erigeron canadensis, Erigeron canadensis, Erigeron canadensis)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 1608 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020720-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e4hw5s
title: Occurrence Download

description: A dataset containing 43355 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((2.21658 46.77976,2.16991 46.67631,2.29048 46.66564,2.35427 46.70246,2.32471 46.78029,2.21658 46.77976))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 43355 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020724-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmjn89
title: Occurrence Download

description: A dataset containing 912 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Nepal",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Emberiza aureola"
 ]
}

 The dataset includes 912 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020725-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rjx2jg
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Material sample)",
 "OccurrenceStatus is Present",
 "TaxonKey is Protandrena piercei"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020727-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rja9u9
title: Occurrence Download

description: A dataset containing 566 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Caridina denticulata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 566 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020728-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jucan7
title: Occurrence Download

description: A dataset containing 711 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((98.53400000000001 8.758084999999999, 98.462915 8.752511999999999, 98.393586 8.735932999999999, 98.327726 8.708757, 98.26696099999999 8.671654, 98.21279 8.625541999999999, 98.16654800000001 8.571559000000001, 98.129372 8.511036000000001, 98.10217400000001 8.445468, 98.085621 8.376469, 98.080113 8.305740999999999, 98.085781 8.235026, 98.10248 8.166062999999999, 98.12979199999999 8.100550999999999, 98.167042 8.040099, 98.21331000000001 7.986194, 98.267455 7.94016, 98.328146 7.903128, 98.393891 7.876008, 98.463075 7.859465, 98.53400000000001 7.853905, 98.60492499999999 7.859465, 98.674109 7.876008, 98.73985399999999 7.903128, 98.800545 7.94016, 98.85469000000001 7.986194, 98.900958 8.040099, 98.938208 8.100550999999999, 98.96552 8.166062999999999, 98.982219 8.235026, 98.987887 8.305740999999999, 98.98237899999999 8.376469, 98.96582600000001 8.445468, 98.93862799999999 8.511036000000001, 98.90145200000001 8.571559000000001, 98.85521 8.625541999999999, 98.801039 8.671654, 98.740274 8.708757, 98.674414 8.735932999999999, 98.605085 8.752511999999999, 98.53400000000001 8.758084999999999))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 711 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020726-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5518/1635
title: Dataset associated with 'Reactive fluid-like ferroelectrics: a gateway to the next generation of ferroelectric liquid crystalline polymer networks'

description: This dataset contains the data associated with the article titled 'Reactive fluid-like ferroelectrics: a gateway to the next generation of ferroelectric liquid crystalline polymer networks', published in Small. The data is provided either as raw data files or the files used to plot figures in the relevant article. Data is focused primarily on structural characterisation and material properties of the monomers synthesised in the article, whilst also extending to the data obtained in the polymer stabilisation studies conducted in the relevant article.
DOI: 10.17632/6bzvpy3dhj
title: Data Availability for Cogent Education

description: The data have been deposited in this repository in accordance with the requirements of the Data Availability Statement of the journal Cogent Education
DOI: 10.17632/6bzvpy3dhj.1
title: Data Availability for Cogent Education

description: The data have been deposited in this repository in accordance with the requirements of the Data Availability Statement of the journal Cogent Education
DOI: 10.15468/dl.fv6had
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Coronilla coronata, Coronilla coronata, Coronilla coronata, Coronilla montana, Coronilla montana)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020729-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/ym4yxwtpjk
title: Influence of fO2 on U isotope fractionation between zircon and melt

description: Influence of fO2 on U isotope fractionation between zircon and melt
DOI: 10.17632/ym4yxwtpjk.1
title: Influence of fO2 on U isotope fractionation between zircon and melt

description: Influence of fO2 on U isotope fractionation between zircon and melt
DOI: 10.17632/s5fz5jfzxh
title: Pomegranate peel extract non-targeted metabolomics
DOI: 10.17632/s5fz5jfzxh.2
title: Pomegranate peel extract non-targeted metabolomics
DOI: 10.17632/8yb7dnrzcz
title: Food processing and fermentation of the kelps Alaria esculenta and Saccharina latissima – effects on sensory properties and flavour-active compounds

description: This dataset contains raw data from sensory and chemical analyses of edible kelps Alaria esculenta and Saccharina latissima subjected to different food processing and fermentation treatments.

Kelp samples were processed using various pre-treatment methods, including pulsed electric field (PEF) treatment and low-temperature blanching in warm seawater (W-SW), and compared to untreated controls (CO). Samples were subsequently subjected or not to lactic acid fermentation (Ferm) as a stabilization method for kelp biomass.

The dataset includes measurements related to sensory properties and concentrations of flavour-active compounds, enabling comparison of quality attributes between processing methods and between kelp species.

These data support investigations into the effects of food processing and fermentation on the sensory and chemical characteristics of kelp intended for food applications.

1. Sensory data (sensory_2023.csv): sensory scores of kelp (Sp: Alaria/Saccharina) samples from processing treatments (PEF, W-SW, ...) for 11 flavour and odour attributes on a scale from 1 to 9, obtained from the generic descriptive analysis of the kelp samples by 8 trained panellists (A - H) in replicate sessions (a/b).

2. Free amino-acids (faa_2023.csv): free amino-acid concentrations (in g/100g DW) of kelp (Sp: Alaria/Saccharina) samples from processing treatments (PEF, W-SW, ...), obtained from ultra-performance liquid chromatography (UPLC).

3. Minerals (minerals.csv): mineral concentrations (in mg/kg DW) of kelp (Sp: Alaria/Saccharina) samples from processing treatments (PEF, W-SW, ...), obtained from inductively coupled plasma-mass spectrometry (ICP-MS).

4. Mannitol and other carbohydrates (carbohydrates.csv): carbohydrate concentrations (in g/100g DW) of kelp (Sp: Alaria/Saccharina) samples from processing treatments (PEF, W-SW, ...), obtained from high performance liquid chromatography (HPLC).

5. Volatile compounds (volatiles_mean.csv): relative abundance (mean peak area of triplicate samples) of volatile compounds in kelp (Sp: Alaria/Saccharina) samples from processing treatments (PEF, W-SW, ...), obtained by headspace solid phase microextraction (HS-SPME) and gas chromatography–mass spectrometry (GC–MS). The odour characteristics of compounds were found on flavornet.org and thegoodscentscompany.com databases.

6. Data analysis (R_script.pdf): Analytical workflow including R script related to the statistical analysis of the data
 - Mixed model ANOVA (sensory scores)
 - one-way ANOVA (minerals, mannitol and free amino-acids)
 - PCA (sensory scores, free amino-acid and volatile compounds profiles)
 - PLSR: correlation between flavour-active compounds (i.e. chemical predictors) and sensory responses (flavour and odour scores)
DOI: 10.17632/8yb7dnrzcz.1
title: Food processing and fermentation of the kelps Alaria esculenta and Saccharina latissima – effects on sensory properties and flavour-active compounds

description: This dataset contains raw data from sensory and chemical analyses of edible kelps Alaria esculenta and Saccharina latissima subjected to different food processing and fermentation treatments.

Kelp samples were processed using various pre-treatment methods, including pulsed electric field (PEF) treatment and low-temperature blanching in warm seawater (W-SW), and compared to untreated controls (CO). Samples were subsequently subjected or not to lactic acid fermentation (Ferm) as a stabilization method for kelp biomass.

The dataset includes measurements related to sensory properties and concentrations of flavour-active compounds, enabling comparison of quality attributes between processing methods and between kelp species.

These data support investigations into the effects of food processing and fermentation on the sensory and chemical characteristics of kelp intended for food applications.

1. Sensory data (sensory_2023.csv): sensory scores of kelp (Sp: Alaria/Saccharina) samples from processing treatments (PEF, W-SW, ...) for 11 flavour and odour attributes on a scale from 1 to 9, obtained from the generic descriptive analysis of the kelp samples by 8 trained panellists (A - H) in replicate sessions (a/b).

2. Free amino-acids (faa_2023.csv): free amino-acid concentrations (in g/100g DW) of kelp (Sp: Alaria/Saccharina) samples from processing treatments (PEF, W-SW, ...), obtained from ultra-performance liquid chromatography (UPLC).

3. Minerals (minerals.csv): mineral concentrations (in mg/kg DW) of kelp (Sp: Alaria/Saccharina) samples from processing treatments (PEF, W-SW, ...), obtained from inductively coupled plasma-mass spectrometry (ICP-MS).

4. Mannitol and other carbohydrates (carbohydrates.csv): carbohydrate concentrations (in g/100g DW) of kelp (Sp: Alaria/Saccharina) samples from processing treatments (PEF, W-SW, ...), obtained from high performance liquid chromatography (HPLC).

5. Volatile compounds (volatiles_mean.csv): relative abundance (mean peak area of triplicate samples) of volatile compounds in kelp (Sp: Alaria/Saccharina) samples from processing treatments (PEF, W-SW, ...), obtained by headspace solid phase microextraction (HS-SPME) and gas chromatography–mass spectrometry (GC–MS). The odour characteristics of compounds were found on flavornet.org and thegoodscentscompany.com databases.

6. Data analysis (R_script.pdf): Analytical workflow including R script related to the statistical analysis of the data
 - Mixed model ANOVA (sensory scores)
 - one-way ANOVA (minerals, mannitol and free amino-acids)
 - PCA (sensory scores, free amino-acid and volatile compounds profiles)
 - PLSR: correlation between flavour-active compounds (i.e. chemical predictors) and sensory responses (flavour and odour scores)
DOI: 10.11588/duerer.online.696e3cc120802
title: Bildnis Albrecht Dürers, 191665
DOI: 10.5281/zenodo.18297683
title: MTD2025: A high-quality dataset curated specifically for multi-target molecule generation

description: Multi-Target Dataset 2025 (MTD2025) is a high-quality dataset curated specifically for multi-target molecule generation. It is constructed based on the Papyrus bioactivity database and integrates experimental activity data from multiple authoritative sources. We systematically filtered, paired, and reconstructed the data to generate a multi-target resource. The final dataset contains 4,011 unique proteins and 123,024 unique small molecules, together with more than 600,000 quantum-precision 3D conformations, resulting in approximately 446,000 dual-target and 283,000 triple-target associations. For each molecule, we firstly performed conformational search using CREST, and then optimized the resulting structures with the quantum-accurate LiTEN-FF to obtain the locally lowest-energy 3D conformation, ensuring high structural quality and physical plausibility.
DOI: 10.17632/5725jzvwbx.3
title: Micro-analytical investigations on Campi Flegrei pyroxene-hosted melt inclusions, H2O-CO2-S-melt and δD modelling

description: We attempt to reconstruct the architecture of the magmatic feeding system of the Campi Flegrei volcanic field, to shed light on the processes interplaying during magma evolution and ascent to the surface. To this aim, we provide chemical (major, trace and volatile elements) and isotopic (δD) data on melt inclusions from Campi Flegrei eruptions. The datadabase includes major and trace elements analyses of the host-clinopyroxene crystals, from the paper "The source-to-surface journey of volatile-flooded magmas: the archetypal case of the Campi Flegrei unrest caldera" by Ilenia Arienzo, Bruna Cariddi, Carlo Pelullo, Claudia D’Oriano, Etienne Deloule, Massimo D’Antonio, Roberto Moretti. Case studies are the Campanian Ignimbrite eruption (∼40 ka) and explosive events occurred during the last 5 kyrs of volcanic activity. The obtained data were modelled by using the non-ideal, composition-dependent model of Papale et al. (2006) and the CHOSETTO software (Moretti et al., 2003; Papale et al., 2022) implemented by accounting for magma crystallization.
DOI: 10.5281/zenodo.17197078
title: MTD2025: A high-quality dataset curated specifically for multi-target molecule generation

description: Multi-Target Dataset 2025 (MTD2025) is a high-quality dataset curated specifically for multi-target molecule generation. It is constructed based on the Papyrus bioactivity database and integrates experimental activity data from multiple authoritative sources. We systematically filtered, paired, and reconstructed the data to generate a multi-target resource. The final dataset contains 4,011 unique proteins and 123,024 unique small molecules, together with more than 600,000 quantum-precision 3D conformations, resulting in approximately 446,000 dual-target and 283,000 triple-target associations. For each molecule, we firstly performed conformational search using CREST, and then optimized the resulting structures with the quantum-accurate LiTEN-FF to obtain the locally lowest-energy 3D conformation, ensuring high structural quality and physical plausibility.
DOI: 10.17632/2msh3ssj9v
title: Wind Tunnel Data

description: The attached are results obtained while optimising a sand control system using wind tunnel experiments
DOI: 10.17632/2msh3ssj9v.1
title: Wind Tunnel Data

description: The attached are results obtained while optimising a sand control system using wind tunnel experiments