cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30121900.v1
title: Requirements Dataset

description: Requirements dataset related to the complete set of the sample that i kept in the paper :" A Generic Requirements Engineering Framework for social commerce Platform: Front-end and Back-end Features." The research developed and validated a generic requirements engineering framework tailored for s-commerce platforms.• The framework integrates both front-end and back-end requirements to address unique s-commerce challenges. It was developed using the Design Science Research Methodology end ensure the: relevance-design-rigor:• We have shown that the problem is relevant as there a need to design framework as artifact.• We have designed the artifact through an iterative build-evaluate cycle.• We have used well proven knowledge such as: Requirements Engineering process, Unified Modeling Language, Feature Description Language, Social network rigor, variability technique, Systematic Mapping Study, Systematic Literature Review.
DOI: 10.5281/zenodo.17116353
title: FRUGAL METHODS OF ICP MEASUREMENT ASSOCIATED DATA

description: This dataset contains data extracted from the manuscripts we found for the related article. It has 1 file containing data extracted from all papers excluding those related to ultrasound, another file containing only the ultrasound specific data. Another sheet contains the cost analysis of the equipment that each method of ICP measurement needed. Finally the word document contains the table used for comparative analysis of techniques of ICP measurement.
DOI: 10.5281/zenodo.17116515
title: FRUGAL METHODS OF ICP MEASUREMENT ASSOCIATED DATA

description: This dataset contains data extracted from the manuscripts we found for the related article. It has 1 file containing data extracted from all papers excluding those related to ultrasound, another file containing only the ultrasound specific data. Another sheet contains the cost analysis of the equipment that each method of ICP measurement needed. Finally the word document contains the table used for comparative analysis of techniques of ICP measurement.
DOI: 10.15468/dl.h53a3m
title: Occurrence Download

description: A dataset containing 259509 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mozambique",
 "OccurrenceStatus is Present",
 "Year 2000-2015"
 ]
}

 The dataset includes 259509 records from 218 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000343-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b297q3
title: Occurrence Download

description: A dataset containing 31217 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euphorbia seguieriana"
 ]
}

 The dataset includes 31217 records from 565 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000427-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cxm4wp
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhinanthus antiquus (Sterneck) Schinz & Thell."
 ]
}

 The dataset includes 95 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102157-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4utgu7
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Philander andersoni (Osgood, 1913)"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0185365-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4krn2g
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Romulea multifida M.P.de Vos"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0104734-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pdvavn
title: Occurrence Download

description: A dataset containing 99777 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Spain",
 "Country is Portugal"
 ]
 },
 "TaxonKey is Cistus albidus L."
 ]
}

 The dataset includes 99777 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0205833-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8vy2jj
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Marmosa xerophila Handley & Gordon, 1979"
 ]
}

 The dataset includes 24 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0185373-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g3k6eb
title: Occurrence Download

description: A dataset containing 81529 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Podiceps cristatus (Linnaeus, 1758)"
 ]
}

 The dataset includes 81529 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0205845-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.us755v
title: Occurrence Download

description: A dataset containing 21956 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-28.52826 38.60912,-28.59743 38.44372,-28.14481 38.32041,-27.94482 38.42868,-28.52826 38.60912))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Myosotis maritima Hochst. ex Seub., Myosotis azorica H.C.Watson ex Hook., Lysimachia azorica Hornem. ex Hook., Laurus azorica (Seub.) Franco, Lactuca watsoniana Trel., Juniperus brevifolia (Seub.) Antoine, Hypericum foliosum Dryand. ex Aiton, Hedera azorica Carrière, Frangula azorica Grubov, Festuca petraea Guthnick ex Seub., Euphorbia stygiana H.C.Watson, Euphorbia azorica Hochst., Erica azorica Hochst. ex Seub., Chaerophyllum azoricum Trel., Carex vulcani Hochst. ex Seub., Bellis azorica Hochst., 1844, Azorina vidalii (H.C.Watson) Feer, Asplenium azoricum Lovis, Rasbach, K.Rasbach & Reichst., Arceuthobium azoricum Wiens & Hawksw., Ammi trifoliatum (H.C.Watson) Trel., Aichryson santamariensis M.Moura, Carine & M.Seq., Vicia dennesiana H.C.Watson, Viburnum treleasei Gand., Veronica dabneyi Hochst., Vaccinium cylindraceum Sm., Solidago azorica Hochst., Smilax azorica H.Schaef. & P.Schönfelder, Scabiosa nitens Roem. & Schult., Sanicula azorica Guthnick ex Seub., Rumex azoricus Rech.fil., Rubus hochstetterorum Seub., Rubia agostinhoi Dans. & P.Silva, Platanthera micrantha (Hochst. ex Seub.) Schltr., Platanthera azorica Schltr., Picconia azorica (Tutin) Knobl., Pericallis malvifolia (L'Hér.) B.Nord.)"
 ]
}

 The dataset includes 21956 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102155-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7e76du
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "TaxonKey is Cycas taitungensis C.F.Shen, K.D.Hill, C.H.Tsou & C.J.Chen"
 ]
}

 The dataset includes 84 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0330206-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8hfvuf
title: Occurrence Download

description: A dataset containing 1828 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Spain",
 "Country is Portugal"
 ]
 },
 "Geometry POLYGON((-26.55824 28.40630,24.76988 28.40630,24.76988 48.92876,-26.55824 48.92876,-26.55824 28.40630))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hesperia comma (Linnaeus, 1758)"
 ]
}

 The dataset includes 1828 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0205844-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vxjbex
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Colombia",
 "InstitutionCode is universidad nacional de colombia (unal)",
 "TaxonKey is Leucanthemum vulgare Lam."
 ]
}

 The dataset includes 18 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084378-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rret27
title: Occurrence Download

description: A dataset containing 178777 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tyromyces chioneus (Fr.) P.Karst., Tyto alba (Scopoli, 1769), Ulmus scabra Mill.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 178777 records from 654 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0330182-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10793647
title: 20240221_Elisa_Spots_Frac_17_18

description: 20240221_Elisa_Spots_Frac_17_18
DOI: 10.5281/zenodo.10793648
title: 20240221_Elisa_Spots_Frac_17_18

description: 20240221_Elisa_Spots_Frac_17_18
DOI: 10.15468/dl.at3pbz
title: Occurrence Download

description: A dataset containing 3548793 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 1972-2022"
 ]
}

 The dataset includes 3548793 records from 1818 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0205847-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uf6cks
title: Occurrence Download

description: A dataset containing 25641 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Opuntia Mill."
 ]
}

 The dataset includes 25641 records from 165 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0273488-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y9akdy
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceratostylis calceiformis R.S.Rogers"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132635-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xfjzaa
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eremiascincus butlerorum (Aplin, How & Boeadi, 1993)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0277152-210914110416597/datasets/export for details.
DOI: 10.15468/dl.geg6w8
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-98.47528 26.03084,-98.43472 25.95336,-98.3105 25.90663,-98.23825 25.91803,-98.16271 25.98782,-98.16024 26.0115,-98.18082 26.01593,-98.20387 25.98634,-98.2475 25.96044,-98.28372 25.95081,-98.38168 25.97302,-98.40062 25.99152,-98.44672 26.04108,-98.47528 26.03084))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 111 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132669-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2dk8d3
title: Occurrence Download

description: A dataset containing 191318 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Arctium minus (Hill) Bernh."
 ]
}

 The dataset includes 191318 records from 1275 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002616-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.an2ujs
title: Occurrence Download

description: A dataset containing 341 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oplurus quadrimaculatus Duméril & Bibron, 1851"
 ]
}

 The dataset includes 341 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0277153-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5atbmp
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceratostylis dischorensis Schltr."
 ]
}

 The dataset includes 6 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132667-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2puzh6
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chalcides sphenopsiformis (Duméril, 1856)"
 ]
}

 The dataset includes 103 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0280148-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mj8jd7
title: Occurrence Download

description: A dataset containing 10393 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lobelia erinus L."
 ]
}

 The dataset includes 10393 records from 274 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022030-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/upd13e
title: A-07.0302: Eersel, E3 Strand Eersel E3 strand. Inventariserend veldonderzoek doormiddel van proefsleuven

description: &lt;p&gt;Op 6 augustus 2007 heeft BAAC bv aan het E3 strand in Gemeente Eersel een Inventariserend VeldOnderzoek (IVO) door middel van proefsleuven uitgevoerd.&lt;br&gt;De reden voor het proefonderzoek is de voorgenomen bouw van een speelhal.&lt;br&gt;Het onderzoek is uitgevoerd op basis van een Programma van Eisen. In het plangebied E3 Strand zijn geen archeologische resten aanwezig. Van een archeologische vindplaats is dan ook geen sprake. Ons advies is dan ook om het plangebied E3 Strand vrij te geven voor verdere bodemverstorende activiteiten.&lt;br&gt;Bovenstaand advies vormt een zogenaamd selectie-advies. Met nadruk willen wij u er op attenderen dat dit selectie-advies nog niet betekent dat u als opdrachtgever al bodemverstorende activiteiten of daarop voorbereidende activiteiten kunt ondernemen. Het selectie-advies dient namelijk eerst beoordeeld te worden door het bevoegd gezag (de gemeente Eersel) waarna een selectiebesluit volgt.&lt;br&gt;Hoewel getracht is een zo gefundeerd mogelijk advies te geven op grond van de gebruikte onderzoeksmethoden, kan de aanwezigheid van archeologische sporen of resten in het plangebied echter nooit volledig worden uitgesloten. BAAC bv wil er daarom op wijzen dat men bij bodemverstorende activiteiten alert dient te zijn op de aanwezigheid van archeologische waarden. Bij het aantreffen van deze waarden dient men hiervan melding te maken conform artikel 47 van de Monumentenwet 1988.&lt;/p&gt;
DOI: 10.5281/zenodo.17986437
title: Rapid Burn Severity and Post-Fire Flood Risk Assessment: Hyrcanian Forest Wildfires (November 2025)

description: Dataset Overview This dataset provides a comprehensive rapid assessment of the wildfire impact on the UNESCO-listed Hyrcanian Forests (Northern Iran) during the November 2025 fire event. The analysis focuses on the Marzan-Abad to Chalus road corridor, covering approximately 14,397 hectares of burned area.

Methodology The assessment was conducted using Google Earth Engine (GEE) and Sentinel-2 MSI Level-2A satellite imagery. Burn severity was classified using the Relative Differenced Normalized Burn Ratio (RdNBR). Additionally, a post-fire flood risk model was developed by integrating burn severity levels with topographic slope (>25°) and winter precipitation forecasts.

File Descriptions:





Burn_Severity_Classification.tif: Classified map showing 5 levels of fire impact.




PostFire_Flood_Risk_Map.tif: Hazard map identifying zones prone to secondary disasters (floods/landslides).




RdNBR_Index.tif: The continuous raw index layer for research reproducibility.




Sample_Points_Final.csv: 5,000 ground-truth and validation points used for accuracy assessment (78% Overall Accuracy).




Analytical_Stack_Complete.tif: A multi-band raster stack including NDVI, Slope, and Precipitation data.




README.md: Complete technical documentation and metadata.



Keywords: Remote Sensing, Hyrcanian Forests, Wildfire Monitoring, Google Earth Engine, Sentinel-2, Burn Severity, Flood Risk.
DOI: 10.5281/zenodo.17986438
title: Rapid Burn Severity and Post-Fire Flood Risk Assessment: Hyrcanian Forest Wildfires (November 2025)

description: Dataset Overview This dataset provides a comprehensive rapid assessment of the wildfire impact on the UNESCO-listed Hyrcanian Forests (Northern Iran) during the November 2025 fire event. The analysis focuses on the Marzan-Abad to Chalus road corridor, covering approximately 14,397 hectares of burned area.

Methodology The assessment was conducted using Google Earth Engine (GEE) and Sentinel-2 MSI Level-2A satellite imagery. Burn severity was classified using the Relative Differenced Normalized Burn Ratio (RdNBR). Additionally, a post-fire flood risk model was developed by integrating burn severity levels with topographic slope (>25°) and winter precipitation forecasts.

File Descriptions:





Burn_Severity_Classification.tif: Classified map showing 5 levels of fire impact.




PostFire_Flood_Risk_Map.tif: Hazard map identifying zones prone to secondary disasters (floods/landslides).




RdNBR_Index.tif: The continuous raw index layer for research reproducibility.




Sample_Points_Final.csv: 5,000 ground-truth and validation points used for accuracy assessment (78% Overall Accuracy).




Analytical_Stack_Complete.tif: A multi-band raster stack including NDVI, Slope, and Precipitation data.




README.md: Complete technical documentation and metadata.



Keywords: Remote Sensing, Hyrcanian Forests, Wildfire Monitoring, Google Earth Engine, Sentinel-2, Burn Severity, Flood Risk.
DOI: 10.5281/zenodo.17986248
title: The data for "Detection of dark companions via the combination of eclipse timing variation, Hipparcos and/or Gaia astrometry: the cases of V Puppis and CY Ari"

description: Data for targes are put in /data directory. MCMC Results will be stored in current path.

RVAst_mcmc_v18.py: the source code to perform joint fitting of radial velocity (RV), eclipse timing variation(ETV) and Hipparcos-Gaia astrometry data. The detailed methodology are presented in Feng et.al (2023) and Xiao et.al (2024).

*_posterior_*.txt: the posterior distribution of fitting parameters generated by the code. The basic fitting parameters include the orbital period, RV semi-amplitude, eccentricity, argument of periastron of stellar reflex motion, orbital inclination, longitude of ascending node, mean anomaly at the minimum epoch of RV data and five astrometric offsets  of barycenter relative to GDR3. 

*png/pdf: resulting figures.

*vels/dat: RV data from different instruments

*gost.csv:  the synthetic Gaia epoch data generated from Gaia Observation Forecast Tool 

*hip2.abs: Hipparcos Intermediate Astrometric Data (IAD)

*hg123: Astrometric measurements of HIpparcos and Gaia DR2 & DR3

*eb.tim1: ETV data

1. Gaia BH3:

a) RV+GDR4 fitting.

######## Global configuration #######target       = 'GaiaBH3'nplanet      = 1RV_Enable    = TrueTTV_Enable   = False GDR4_Enable  = TrueHGAst_Enable = False  

 b) RV+GDR23 fitting.

######## Global configuration #######

target       = 'GaiaBH3'nplanet      = 1RV_Enable    = TrueTTV_Enable   = False GDR4_Enable  = FalseHGAst_Enable = True

2. V pup:

target       = 'HIP38957'nplanet      = 1RV_Enable    = FalseTTV_Enable   = True GDR4_Enable  = FalseHGAst_Enable = True

Please feel free to contact us (gyxiao_tdli@sjtu.edu.cn or ffeng@sjtu.edu.cn) if you have any questions about the use of this script.