cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21233/n3a3-mt69
title: B11 pollen surface sample dataset

description: Raw data for the B11 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/seqg-gg69
title: Aurora Pond diatom top-bottom dataset

description: Raw data for the Aurora Pond diatom top-bottom dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/mymh-gd18
title: LDDsite3858 ostracode surface sample dataset

description: Raw data for the LDDsite3858 ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/xbg7-3j44
title: Lake Biwa, North Basin ostracode surface sample dataset

description: Raw data for the Lake Biwa, North Basin ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/k6c1-9t36
title: Pine Oak Slough water chemistry dataset

description: Raw data for the Pine Oak Slough water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/fh1n-nj90
title: Hay Bay water chemistry dataset

description: Raw data for the Hay Bay water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/fyq8-he54
title: LDDsite5892 ostracode surface sample dataset

description: Raw data for the LDDsite5892 ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/p13g-8409
title: Helena Lake water chemistry dataset

description: Raw data for the Helena Lake water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/v7ta-rb06
title: LDDsite6339 water chemistry dataset

description: Raw data for the LDDsite6339 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/njvt-n853
title: Track Lake pollen surface sample dataset

description: Raw data for the Track Lake pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/vfrp-fn02
title: Mangui testate amoebae surface sample dataset

description: Raw data for the Mangui testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/76kn-dg46
title: Settle Lake water chemistry dataset

description: Raw data for the Settle Lake water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/1vvx-bf30
title: Bulguk-Dong ostracode surface sample dataset

description: Raw data for the Bulguk-Dong ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/bda8-wv91
title: Bainbridge diatom surface sample dataset

description: Raw data for the Bainbridge diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/qc15-h930
title: Mauntschas testate amoebae surface sample dataset

description: Raw data for the Mauntschas testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/x53f-jj12
title: Dean Pond water chemistry dataset

description: Raw data for the Dean Pond water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/dvxb-5061
title: LDDsite6402 water chemistry dataset

description: Raw data for the LDDsite6402 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/fc46-pe69
title: Alfred Bog testate amoebae surface sample dataset

description: Raw data for the Alfred Bog testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/24az-ga04
title: TK-9 diatom surface sample dataset

description: Raw data for the TK-9 diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/0kw2-2170
title: Löddigsee pollen dataset

description: Raw data for the Löddigsee pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/ybsj4n
title: COVID-19 Project

description: COVID-19 Project
DOI: 10.21233/zhy5-0x22
title: Okayama Prefecture ostracode surface sample dataset

description: Raw data for the Okayama Prefecture ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/f042-t494
title: Manutest4 pollen surface sample dataset

description: Raw data for the Manutest4 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/hem4-jv26
title: Nutleg East water chemistry dataset

description: Raw data for the Nutleg East water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.15378759
title: Spatially-Resolved Gas Hydrate Phase Stability in Clay-Bound Water: A Framework for Resource Potential and Production

description: Title:

Spatially-Resolved Gas Hydrate Phase Stability in Clay-Bound Water: A Framework for Resource Potential and Production

Authors:

Sheng-Li Li (Corresponding author: lishengli@jlu.edu.cn), Yu-Xiang Chen, Shu-Hui Jiang, Peng-Cheng Hui

 

 

Description:

This dataset supports the study "Spatially-Resolved Gas Hydrate Phase Stability in Clay-Bound Water: A Framework for Resource Potential and Production" and provides all necessary materials to reproduce the phase equilibrium analysis and modeling presented in the paper.

 

Contents:

 

1. experimental_data.xlsx

   - Contains all experimental P–T phase equilibrium points for Na- and Ca-montmorillonite.

   - Includes corresponding fitted water activity (a_w) and normalized relative thickness (x).

   - Sheet 1: Experimental setup and initial conditions (clay type, synthesis pressure, temperature).

   - Sheet 2: Raw phase equilibrium data (temperature-pressure pairs for different clay systems).

   - Sheet 3: Fitted parameters including computed water activity (a_w), normalized relative thickness (x), and exponential model coefficients.

 

2. fit.py

   - Python script used to compute gas fugacity (f_g), water activity (a_w), and the relative molar amount (as a proxy for bound-water layer thickness).

   - Water activity is computed using the CHEN–GUO thermodynamic model, which accounts for Langmuir adsorption, phase fugacities, and P–T-dependent activity corrections.

   - Compressibility factor Z is solved via the Patel–Teja Equation of State (PT-EOS), and gas-phase fugacity is derived accordingly.

   - The script then fits an exponential model a_w = 1 − B·exp(−k·x) across multiple datasets and generates a high-resolution plot (corresponding to Figure 6 in the manuscript).

 

3. manuscript_reference.txt

   - Provides full manuscript title and abstract, for citation context.

 

Instructions:

To reproduce the fitting process and plot:

1. Install Python dependencies: numpy, scipy, matplotlib

2. Run the script: `python fit.py`

3. The output figure will be saved in the current directory.

 

Citation:

Please cite this dataset as:

 

Li, S.-L., Chen, Y.-X., Jiang, S.-H., & Hui, P.-C. (2025). Spatially-Resolved Gas Hydrate Phase Stability in Clay-Bound Water: A Framework for Resource Potential and Production [Dataset]. Zenodo. https://doi.org/10.5281/zenodo.15378760

License:

CC-BY-4.0(Creative Commons Attribution 4.0 International)

 

Funding:

This work was supported by the National Natural Science Foundation of China (42172344 and 42402324) and the Science and Technology Development Project of Jilin Province, China (20210201099GX).
DOI: 10.5281/zenodo.15378760
title: Spatially-Resolved Gas Hydrate Phase Stability in Clay-Bound Water: A Framework for Resource Potential and Production

description: Title:

Spatially-Resolved Gas Hydrate Phase Stability in Clay-Bound Water: A Framework for Resource Potential and Production

Authors:

Sheng-Li Li (Corresponding author: lishengli@jlu.edu.cn), Yu-Xiang Chen, Shu-Hui Jiang, Peng-Cheng Hui

 

 

Description:

This dataset supports the study "Spatially-Resolved Gas Hydrate Phase Stability in Clay-Bound Water: A Framework for Resource Potential and Production" and provides all necessary materials to reproduce the phase equilibrium analysis and modeling presented in the paper.

 

Contents:

 

1. experimental_data.xlsx

   - Contains all experimental P–T phase equilibrium points for Na- and Ca-montmorillonite.

   - Includes corresponding fitted water activity (a_w) and normalized relative thickness (x).

   - Sheet 1: Experimental setup and initial conditions (clay type, synthesis pressure, temperature).

   - Sheet 2: Raw phase equilibrium data (temperature-pressure pairs for different clay systems).

   - Sheet 3: Fitted parameters including computed water activity (a_w), normalized relative thickness (x), and exponential model coefficients.

 

2. fit.py

   - Python script used to compute gas fugacity (f_g), water activity (a_w), and the relative molar amount (as a proxy for bound-water layer thickness).

   - Water activity is computed using the CHEN–GUO thermodynamic model, which accounts for Langmuir adsorption, phase fugacities, and P–T-dependent activity corrections.

   - Compressibility factor Z is solved via the Patel–Teja Equation of State (PT-EOS), and gas-phase fugacity is derived accordingly.

   - The script then fits an exponential model a_w = 1 − B·exp(−k·x) across multiple datasets and generates a high-resolution plot (corresponding to Figure 6 in the manuscript).

 

3. manuscript_reference.txt

   - Provides full manuscript title and abstract, for citation context.

 

Instructions:

To reproduce the fitting process and plot:

1. Install Python dependencies: numpy, scipy, matplotlib

2. Run the script: `python fit.py`

3. The output figure will be saved in the current directory.

 

Citation:

Please cite this dataset as:

 

Li, S.-L., Chen, Y.-X., Jiang, S.-H., & Hui, P.-C. (2025). Spatially-Resolved Gas Hydrate Phase Stability in Clay-Bound Water: A Framework for Resource Potential and Production [Dataset]. Zenodo. https://doi.org/10.5281/zenodo.15378760

License:

CC-BY-4.0(Creative Commons Attribution 4.0 International)

 

Funding:

This work was supported by the National Natural Science Foundation of China (42172344 and 42402324) and the Science and Technology Development Project of Jilin Province, China (20210201099GX).
DOI: 10.21233/70mv-xh25
title: Souris River water chemistry dataset

description: Raw data for the Souris River water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.ja6bwu
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ireland",
 "Geometry POLYGON((-18.53969 47.21610,8.93309 47.21610,8.93309 58.19994,-18.53969 58.19994,-18.53969 47.21610))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Solidago canadensis L.",
 "Year 1600-2025"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024569-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/ewdc-hf57
title: Webster diatom surface sample dataset

description: Raw data for the Webster diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.3886/e229121
title: NCVAS State Summary Arizona FY2021

description: National Center for Veterans Analysis and Statistics (NCVAS) State Summary data for the state of Arizona in fiscal year 2021. Data includes VA facilities, VA expenditures, veteran population, VA health care & benefits, veteran population projections (age, sex, service, and ethnicity by year).<br><br>State Summaries capture major facts about the Veteran population, including gender, age, population projections etc., and VA's presence in each state, including facilities and expenditures. The reports are produced by VA's National Center for Veterans Analysis and Statistics.
description: Veteran population in the state of Arizona in FY2021.
DOI: 10.3886/e229121v1
title: NCVAS State Summary Arizona FY2021

description: National Center for Veterans Analysis and Statistics (NCVAS) State Summary data for the state of Arizona in fiscal year 2021. Data includes VA facilities, VA expenditures, veteran population, VA health care & benefits, veteran population projections (age, sex, service, and ethnicity by year).<br><br>State Summaries capture major facts about the Veteran population, including gender, age, population projections etc., and VA's presence in each state, including facilities and expenditures. The reports are produced by VA's National Center for Veterans Analysis and Statistics.
description: Veteran population in the state of Arizona in FY2021.
DOI: 10.21233/h55z-2z20
title: Assiniboine River water chemistry dataset

description: Raw data for the Assiniboine River water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/da21-yg21
title: Lille Vildmose testate amoebae surface sample dataset

description: Raw data for the Lille Vildmose testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/4gm6-gh04
title: LDDsite2447 ostracode surface sample dataset

description: Raw data for the LDDsite2447 ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/y88v-7r07
title: NLA06608-0692 diatom surface sample dataset

description: Raw data for the NLA06608-0692 diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.zdfqjq
title: Occurrence Download

description: A dataset containing 21269 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acer palmatum Thunb."
 ]
}

 The dataset includes 21269 records from 493 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024571-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/exep-k072
title: LDDsite589 ostracode surface sample dataset

description: Raw data for the LDDsite589 ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.48366/r1382582
title: Mixture-of-Expert Models on Question Answering

description: This comparison includes researches that deploy diverse MoE architectures for QA and natural language modelling. It gives insight into the focus of recent MoE works in the natural language processing domain. Limitations of current works and how to exploit them for further research can also be drawn from the submission
DOI: 10.21233/pj7b-x471
title: North River ostracode surface sample dataset

description: Raw data for the North River ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/a12e-1m55
title: SJ-6, Hwy 74 pollen surface sample dataset

description: Raw data for the SJ-6, Hwy 74 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.63a92h
title: Occurrence Download

description: A dataset containing 511554 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Setophaga nigrescens (J.K.Townsend, 1837)",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 511554 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024564-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.