cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/5ar-mpb-tax
title: Leucanthemum ircutianum subsp. ircutianum

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.783umh
title: Occurrence Download

description: A dataset containing 242119 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Echinochloa crus-galli"
 ]
}

 The dataset includes 242119 records from 2103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000117-250710112747441/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112050134
title: P.Oxy.VI 971 Account regarding irrigation, P.Oxy.VI 971

description: [Text Description:] Account of expenditure on irrigation. ❧ [Text or Publication Number Note:] P.Oxy.VI 971, P.Oxy. 971, Spurlock 1914.21.0014 ❧ [Excavation Description:] Excavated by archaeologists, including Bernard Pyne Grenfell and Arthur Surridge Hunt, at an ancient rubbish dump near Oxyrhynchus in Egypt (28°32'N 30°40'E, modern el-Bahnasa). ❧ [Medium:] Papyrus ❧ [Script Note:] Greek ❧ [Physical Object Description:] Papyrus manuscript, 14.7 x 7 cm.
DOI: 10.15468/dl.77yx6v
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aleurothrixus trachoides"
 ]
}

 The dataset includes 32 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231776-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fm9q4d
title: Occurrence Download

description: A dataset containing 913741 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((106.7 22.615,117.957 22.615,117.957 28.932,106.7 28.932,106.7 22.615))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 1000-2020"
 ]
}

 The dataset includes 913741 records from 784 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122393-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j77m79
title: Occurrence Download

description: A dataset containing 410 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is United States of America",
 "TaxonKey is Pinus jeffreyi Balf."
 ]
}

 The dataset includes 410 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0234314-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wz5356
title: Occurrence Download

description: A dataset containing 12765 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helianthus annuus L.",
 "Country is one of (United States of America, Canada)",
 "Year is greater than or equal to 1979"
 ]
}

 The dataset includes 12765 records from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0274621-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112050257
title: P.Oxy.VI 971 Account regarding irrigation, P.Oxy.VI 971

description: [Text Description:] Account of expenditure on irrigation. ❧ [Text or Publication Number Note:] P.Oxy.VI 971, P.Oxy. 971, Spurlock 1914.21.0014 ❧ [Excavation Description:] Excavated by archaeologists, including Bernard Pyne Grenfell and Arthur Surridge Hunt, at an ancient rubbish dump near Oxyrhynchus in Egypt (28°32'N 30°40'E, modern el-Bahnasa). ❧ [Medium:] Papyrus ❧ [Script Note:] Greek ❧ [Physical Object Description:] Papyrus manuscript, 14.7 x 7 cm.
DOI: 10.15468/dl.vaxwge
title: Occurrence Download

description: A dataset containing 1951 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sinanodonta woodiana (I.Lea, 1834)"
 ]
}

 The dataset includes 1951 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0259787-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9g8qv4
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sedum decipiens (Baker) Thiede & 't Hart"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122397-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112045540
title: Cuneiform Tablet 1913.14.0169, Spurlock 1913.14.0169

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0169; CDLI P420550 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/2) Brownish Pink (5YR 8/3) ❧ [Physical Object Note:] 7.5 x 4.5 x 2.3 cm (82g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.6q97zr
title: Occurrence Download

description: A dataset containing 11567 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Libellula saturata Uhler, 1857",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 11567 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018410-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fsh524
title: Occurrence Download

description: A dataset containing 112880 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sitta europaea Linnaeus, 1758",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2022",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 112880 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0259791-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k4e7zp
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Raphidioptera",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 36 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0255785-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112045336
title: Cuneiform Tablet 1913.14.0169, Spurlock 1913.14.0169

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0169; CDLI P420550 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/2) Brownish Pink (5YR 8/3) ❧ [Physical Object Note:] 7.5 x 4.5 x 2.3 cm (82g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.58djqh
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scutellaria szovitziana Bunge"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0121915-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112045501
title: Cuneiform Tablet 1913.14.0169, Spurlock 1913.14.0169

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0169; CDLI P420550 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/2) Brownish Pink (5YR 8/3) ❧ [Physical Object Note:] 7.5 x 4.5 x 2.3 cm (82g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.nbwtvv
title: Occurrence Download

description: A dataset containing 1338 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudognaphalium hypoleucum (DC.) Hilliard & B.L.Burtt"
 ]
}

 The dataset includes 1338 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0239112-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hgsr92
title: Occurrence Download

description: A dataset containing 2716 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Biscutella stenophylla Dufour"
 ]
}

 The dataset includes 2716 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0232288-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112045511
title: Cuneiform Tablet 1913.14.0169, Spurlock 1913.14.0169

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0169; CDLI P420550 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/2) Brownish Pink (5YR 8/3) ❧ [Physical Object Note:] 7.5 x 4.5 x 2.3 cm (82g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.6rtp6m
title: Occurrence Download

description: A dataset containing 112088 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sipuncula"
 ]
}

 The dataset includes 112088 records from 392 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0259782-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17488034
title: LPDM-Enablement_v6_EnablementArchive

description: Proof archive demonstrating enablement (§112) and reproducibility for LPDM system. Includes verifier stub, test vectors, CRCF annexes, and reproducibility logs.
DOI: 10.5281/zenodo.17488035
title: LPDM-Enablement_v6_EnablementArchive

description: Proof archive demonstrating enablement (§112) and reproducibility for LPDM system. Includes verifier stub, test vectors, CRCF annexes, and reproducibility logs.
DOI: 10.15468/dl.872wt6
title: Occurrence Download

description: A dataset containing 1235 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Miconia mexicana",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1235 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013088-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17452681
title: Multi-Member Unit-Based Topology Optimization of String-Supported Grid Structures
DOI: 10.15468/dl.cudtvw
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-117 31.68,-116.6 31.68,-116.6 31.95,-117 31.95,-117 31.68))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ziphius cavirostris"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013089-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18626352
title: Emergent rotational order and re-entrant global order of Vicsek agents in a complex noise environment
DOI: 10.5281/zenodo.18626353
title: Emergent rotational order and re-entrant global order of Vicsek agents in a complex noise environment
DOI: 10.15468/dl.kv7g28
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudione confusa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013090-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4hwqrb
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ituglanis ina",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013091-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.smaknf
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "Geometry POLYGON((151.30808 -33.40183,151.33085 -33.39685,151.33528 -33.39129,151.33476 -33.37311,151.30484 -33.37551,151.30808 -33.40183))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 1000-1931"
 ]
}

 The dataset includes 18 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013092-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gd6nys
title: Occurrence Download

description: A dataset containing 266 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tassadia propinqua",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 266 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013093-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vnq4yp
title: Occurrence Download

description: A dataset containing 232 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bambusa arnhemica",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 232 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013094-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tutm2q
title: Occurrence Download

description: A dataset containing 1512 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Moussonia deppeana",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1512 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013096-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e245217
title: Payroll Based Journal Daily Nurse Staffing

description: The Payroll Based Journal (PBJ) Nurse Staffing and Non-Nurse Staffing datasets provide information submitted by nursing homes including rehabilitation services on a quarterly basis. The View Data link above includes the hours staff are paid to work each day, for each facility, aggregated by staff reporting category. Examples of reporting categories include Director of Nursing, Administrative Registered Nurses, Registered Nursing, Administrative Licensed Practice Nurses, Licensed Practice Nurses, Certified Nurse Aides, Certified Medication Aides, and Nurse Aides in Training. There are also other non-nurse staff categories provided in the data such as Respiratory Therapist, Occupational Therapist, and Social Worker. The datasets also include a facility’s daily census calculated using the Minimum Data Set (MDS) submission.
DOI: 10.3886/e245217v1
title: Payroll Based Journal Daily Nurse Staffing

description: The Payroll Based Journal (PBJ) Nurse Staffing and Non-Nurse Staffing datasets provide information submitted by nursing homes including rehabilitation services on a quarterly basis. The View Data link above includes the hours staff are paid to work each day, for each facility, aggregated by staff reporting category. Examples of reporting categories include Director of Nursing, Administrative Registered Nurses, Registered Nursing, Administrative Licensed Practice Nurses, Licensed Practice Nurses, Certified Nurse Aides, Certified Medication Aides, and Nurse Aides in Training. There are also other non-nurse staff categories provided in the data such as Respiratory Therapist, Occupational Therapist, and Social Worker. The datasets also include a facility’s daily census calculated using the Minimum Data Set (MDS) submission.
DOI: 10.3886/e245220
title: “+971568316598💬🤰Abortion Pills in Dubai-JVC, ##Legit Abortion Pills in Abu Dhabi, Sharjah-UAE, and Mifepristone & Misoprostol in Fujairah, RAK, Al ain “+971568316598”-unwanted pregnancy termination pills & CYTOTEC in Satwa, Alnahda.”

description: “+971568316598💬🤰Abortion Pills in Dubai-JVC,
##Legit Abortion Pills in Abu Dhabi, Sharjah-UAE, and Mifepristone &
Misoprostol in Fujairah, RAK, Al ain “+971568316598”-unwanted pregnancy
termination pills & CYTOTEC in Satwa, Alnahda.”
DOI: 10.15468/dl.t2htka
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ituglanis macunaima",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 31 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013100-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4xfj7m
title: Occurrence Download

description: A dataset containing 994 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Echinochloa stagnina"
 ]
}

 The dataset includes 994 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013098-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dzhvdc
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aega bicarinata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 51 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013099-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.39vm9d
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tavaresia barklyi",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 41 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013102-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.avhjas
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bulbophyllum vaginatum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 106 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013103-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15485/3017687
title: Data and scripts associated with “Sediment moisture content modulates DOM thermodynamic regulation of oxygen consumption”

description: NOTE: The manuscript associated with this data package is currently in review. The data may be revised based on reviewer feedback. Upon manuscript acceptance, this data package will be updated with the final dataset and additional metadata.
This data package is associated with the publication “Sediment moisture content modulates DOM thermodynamic regulation of oxygen consumption” submitted to Nature Communications (Garayburu-Caruso et al., 2026). The package contains processed data products and scripts used to quantify how drying and rewetting of riverbed sediments influence dissolved organic matter (DOM) thermodynamic properties and their relationship with sediment oxygen (O₂) consumption across 33 stream sites in the contiguous United States. The data package contains DOM thermodynamic metrics (e.g., Gibbs free energy of carbon oxidation and thermodynamic efficiency), and watershed-scale climate and land-cover metrics used as explanatory variables in the analyses.
Underlying unprocessed and processed ultrahigh-resolution mass spectrometry data, oxygen consumption rates from laboratory moisture-manipulation experiments, within-sample environmental properties, sediment moisture content and contextual field measurements are archived separately at https://data.ess-dive.lbl.gov/datasets/doi:10.15485/2428003 (Laan et al., 2024) and https://data.ess-dive.lbl.gov/datasets/doi:10.15485/1923689 (Forbes et al.,2023). For details on how to navigate data packages generated by this project, see https://data.ess-dive.lbl.gov/portals/PNNLRiverCorridorSFA/About.
At the top level, the data package is organized into five main folders: (1) Data, (2)Figures, (3) Map, (4) 06_GAM_Reulsts, and (5) src. The Data folder contains analysis-ready tabular files with oxygen consumption rates, DOM thermodynamic properties by site and treatment, site-level environmental variables, watershed-scale metrics, and other derived variables referenced in the manuscript. The Figures folder contains static image files associated with the main text and supplemental figures, while the Map folder includes spatial data and map-layer files used to create the sampling-location map. The GAM results folder contains the results for each of the general additive model (GAM) results and resulting plots.The src folder contains R scripts used to perform data processing, statistical analyses (including clustering, generalized additive models, and threshold analysis), and figure generation. This data package is associated with a GitHub repository found at https://github.com/WHONDRS-Hub/ECA_DOM_Thermodynamics.