cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.bzfsxf
title: Occurrence Download

description: A dataset containing 958085 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 one of (Babiana villosa, Stipagrostis subacaulis, Condea laniflora, Cirsium inamoenum, Notholithocarpus densiflorus, Serapicamptis ducoroniae, Searsia incisa, Cirsium acaulon, Centrolepis exserta, Crassula solieri, Olsynium trinerve, Phycella cyrtanthoides, Potentilla erecta, Searsia refracta, Protea scorzonerifolia, Amphoricarpos neumayerianus, Protea lepidocarpodendron, Dasymalla chorisepala, Crassula connata, Crassula campestris, Taraxacum tenuifolium, Justicia purpusii, Senecio coronatus, Helinus spartioides, Lysiphyllum gilvum, Dactylorhiza ruppertii, Cryptandra intermedia, Krascheninnikovia lanata, Tephrosia rufula, Scleranthus biflorus, Prostanthera serpyllifolia, Taraxacum obovatum, Synostemon hubbardii, Cymopterus globosus, Cymopterus lemmonii, Pimelea macrostegia, Tasmannia purpurascens, Omalotheca diminuta, Kardomia odontocalyx, Leptosiphon jepsonii, Lomatium bicolor, Senecio gariepiensis, Lomatium repostum, Schoenus obtusifolius, Malaxis brachystachys, Quercus kerneri, Achnatherum parviflorum, Triodia stipoides, Roemeria hybrida, Scaevola pulvinaris, Roepera debilis, Roepera ammophila, Triodia claytonii, Athanasia adenantha, Eragrostis pectinacea, Polygala brachyphylla, Pentachondra pumila, Eragrostis nigricans, Pericallis hadrosoma, Eragrostis prolifera, Schoenus cruentus, Jacobaea alpina, Ageratina glabrata, Striga parviflora, Schultesia guianensis, Enneapogon foxii, Andropogon glomeratus, Cliffortia subsetacea, Codonorhiza corymbosa, Cyphia digitata, Schistophragma polystachyum, Carpacoce heteromorpha, Athrixia heterophylla, Lapeirousia pyramidalis, Mirbelia platylobioides, Stachys mardinensis, Crotalaria meyeriana, Eriastrum sparsiflorum, Acacia piligera, Canthium ciliatum, Hemionitis arequipensis, Turanecio lorentii, Phyla nodiflora, Lobelia eckloniana, Dovyalis zeyheri, Caroxylon glabrescens, Helichrysum nudifolium, Hemionitis densa, Parakeelya quadrivalvis, Acacia floribunda, Hemionitis hispida, Senna costata, Syzygium eucalyptoides, Alyssum gmelinii, Hemionitis rawsonii, Reichardia gaditana, Gibbaeum pubescens, Hemionitis microphylla)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 958085 records from 2572 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013347-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d9xtk6
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Panama",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cuniculus paca (Linnaeus, 1766)",
 "Year 2000-2022"
 ]
}

 The dataset includes 27 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031661-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.skcee7
title: Occurrence Download

description: A dataset containing 1430 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hormathophylla ligustica (Breistr.) Španiel, Al-Shehbaz, D.A.German & Marhold"
 ]
}

 The dataset includes 1430 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036750-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112053694
title: Baal Myth Fifth Tablet

description: [Text Description:] Baal enters underworld, his body is discovered, El and Anat mourn him ❧ [Text or Publication Number Note:] KTU 1.5; CTA 5; CAT 1.5; KTU2 1.5; CTU 1.5; RS 2.[022]; RS 3.[565] ❧ [Excavation Description:] Excavations at Ras Shamra 1930. Found in Library of the High Priest, p. t. 210-264, Acropolis, excavated by Claude F.-A. Schaeffer, Mission Archeologique Francaise. ❧ [Medium:] Clay ❧ [Script Note:] Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet, 14.5 cm. X 15.6 cm., 6 fragments ❧ [Physical Object Note:] Grey clay, six columns, incomplete
DOI: 10.15468/dl.mys4hm
title: Occurrence Download

description: A dataset listing the 56483 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "IucnRedListCategory is EX",
 "IucnRedListCategory is EW",
 "IucnRedListCategory is CR",
 "IucnRedListCategory is EN",
 "IucnRedListCategory is VU",
 "IucnRedListCategory is NT",
 "IucnRedListCategory is LC",
 "IucnRedListCategory is DD",
 "IucnRedListCategory is NE"
 ]
 },
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 56483 records were derived from 949 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0410023-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ywc68
title: Occurrence Download

description: A dataset containing 6565 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen)",
 "OccurrenceStatus is Present",
 "TaxonKey is Ulmus rubra Muhl."
 ]
}

 The dataset includes 6565 records from 152 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019369-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yyn5d7
title: Occurrence Download

description: A dataset containing 627 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypsoblennius gilberti (Jordan, 1882)"
 ]
}

 The dataset includes 627 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036747-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112053729
title: Baal Myth Fifth Tablet

description: [Text Description:] Baal enters underworld, his body is discovered, El and Anat mourn him ❧ [Text or Publication Number Note:] KTU 1.5; CTA 5; CAT 1.5; KTU2 1.5; CTU 1.5; RS 2.[022]; RS 3.[565] ❧ [Excavation Description:] Excavations at Ras Shamra 1930. Found in Library of the High Priest, p. t. 210-264, Acropolis, excavated by Claude F.-A. Schaeffer, Mission Archeologique Francaise. ❧ [Medium:] Clay ❧ [Script Note:] Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet, 14.5 cm. X 15.6 cm., 6 fragments ❧ [Physical Object Note:] Grey clay, six columns, incomplete
DOI: 10.15468/dl.sykr39
title: Occurrence Download

description: A dataset containing 838447 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Continent is Europe",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Alauda arvensis Linnaeus, 1758"
 ]
}

 The dataset includes 838447 records from 994 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019358-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ujqqj
title: Occurrence Download

description: A dataset containing 16505 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lagopus lagopus (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 16505 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257832-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qv6pbz
title: Occurrence Download

description: A dataset containing 313 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (France, Netherlands)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Solen marginatus Pulteney, 1799",
 "Year 1980-2023"
 ]
}

 The dataset includes 313 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0286194-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n9d473
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nomada pulawskii Tsuneki, 1973",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0216395-220831081235567/datasets/export for details.
DOI: 10.15468/dl.pm9xrh
title: Occurrence Download

description: A dataset listing the 328302 species recorded in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset's 328302 records were derived from 8255 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257788-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11620747
title: Layline Shareholder activism dataset
DOI: 10.15468/dl.rsbf5g
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphaerantia discolor",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 126 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021197-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s6xq2z
title: Occurrence Download

description: A dataset listing the 9 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-97.9267 19.51805,-97.87909 19.51784,-97.86672 19.51764,-97.86119 19.5375,-97.87613 19.55798,-97.89927 19.56002,-97.92916 19.55449,-97.93039 19.53238,-97.9267 19.51805))",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset's 9 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021193-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xbubaf
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-97.9267 19.51805,-97.87909 19.51784,-97.86672 19.51764,-97.86119 19.5375,-97.87613 19.55798,-97.89927 19.56002,-97.92916 19.55449,-97.93039 19.53238,-97.9267 19.51805))",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021199-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pj74mc
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stenostegia congesta",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 44 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021200-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u2rmpt
title: Occurrence Download

description: A dataset containing 220 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stockwellia quadrifida",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 220 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021201-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nhja6m
title: Occurrence Download

description: A dataset containing 673 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Syncarpia glomulifera",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 673 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021202-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qxza4q
title: Occurrence Download

description: A dataset containing 509 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carlito syrichta"
 ]
}

 The dataset includes 509 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021203-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18653252
title: Phase 2 Synthetic Event Logs for Counterfactual Process Dynamics in BPIC-AF v75

description: This dataset contains the synthetic event logs generated during Phase 2 (stochastic generative phase) of the BPIC-AF v75 experimental pipeline. The logs were produced under a controlled simulation protocol designed to approximate counterfactual process dynamics while preserving structural and statistical constraints inferred during Phase 1 prior estimation.

The generation mechanism implements a probabilistic process model defined over:





Empirical activity transition kernels




Resource-conditional transition matrices




Case-level duration distributions




Inter-arrival stochastic processes




Boundary forcing derived from observed arrival intensity



Each synthetic trace is constructed via sequential sampling from a constrained state-transition model:

P(at+1,rt+1,Δtt+1∣at,rt,θ)P(a_{t+1}, r_{t+1}, \Delta t_{t+1} \mid a_t, r_t, \theta)P(at+1,rt+1,Δtt+1∣at,rt,θ)

where:





ata_tat denotes the activity at step ttt,




rtr_trt denotes the executing resource,




Δtt\Delta t_tΔtt denotes inter-event temporal increments,




θ\thetaθ represents the parameter vector estimated in Phase 1.



The generative process enforces:





Empirical marginal preservation of activity frequencies.




Controlled perturbation of transition entropy.




Stochastic consistency of resource allocation dynamics.




Temporal coherence via sampled duration models.




Reproducibility through deterministic seed control.



The dataset includes, per scenario and replication:





CSV-formatted event logs (t1.csv, t2.csv)




Optional XES exports (process mining compliant)




Metadata descriptors (meta.json)




Run-level manifest for audit traceability (phase2_manifest.csv)



Each trace contains:





case_id




activity




timestamp




resource




Additional synthetic or preserved attributes depending on configuration.



The dataset is suitable for:





Process mining benchmarking




Transition structure robustness analysis




Counterfactual intervention simulation




Statistical physics–based network topology evaluation




Digital twin validation experiments



All logs are generated without inclusion of personally identifiable information and are fully synthetic, derived from probabilistic abstractions of the original empirical process.

The generation protocol ensures structural separation between:





The observational model (sensor layer)




The generative digital twin




The evaluation and control modules



This separation guarantees methodological non-circularity and supports reproducible Q1-level experimental validation workflows.
DOI: 10.5281/zenodo.18653253
title: Phase 2 Synthetic Event Logs for Counterfactual Process Dynamics in BPIC-AF v75

description: This dataset contains the synthetic event logs generated during Phase 2 (stochastic generative phase) of the BPIC-AF v75 experimental pipeline. The logs were produced under a controlled simulation protocol designed to approximate counterfactual process dynamics while preserving structural and statistical constraints inferred during Phase 1 prior estimation.

The generation mechanism implements a probabilistic process model defined over:





Empirical activity transition kernels




Resource-conditional transition matrices




Case-level duration distributions




Inter-arrival stochastic processes




Boundary forcing derived from observed arrival intensity



Each synthetic trace is constructed via sequential sampling from a constrained state-transition model:

P(at+1,rt+1,Δtt+1∣at,rt,θ)P(a_{t+1}, r_{t+1}, \Delta t_{t+1} \mid a_t, r_t, \theta)P(at+1,rt+1,Δtt+1∣at,rt,θ)

where:





ata_tat denotes the activity at step ttt,




rtr_trt denotes the executing resource,




Δtt\Delta t_tΔtt denotes inter-event temporal increments,




θ\thetaθ represents the parameter vector estimated in Phase 1.



The generative process enforces:





Empirical marginal preservation of activity frequencies.




Controlled perturbation of transition entropy.




Stochastic consistency of resource allocation dynamics.




Temporal coherence via sampled duration models.




Reproducibility through deterministic seed control.



The dataset includes, per scenario and replication:





CSV-formatted event logs (t1.csv, t2.csv)




Optional XES exports (process mining compliant)




Metadata descriptors (meta.json)




Run-level manifest for audit traceability (phase2_manifest.csv)



Each trace contains:





case_id




activity




timestamp




resource




Additional synthetic or preserved attributes depending on configuration.



The dataset is suitable for:





Process mining benchmarking




Transition structure robustness analysis




Counterfactual intervention simulation




Statistical physics–based network topology evaluation




Digital twin validation experiments



All logs are generated without inclusion of personally identifiable information and are fully synthetic, derived from probabilistic abstractions of the original empirical process.

The generation protocol ensures structural separation between:





The observational model (sensor layer)




The generative digital twin




The evaluation and control modules



This separation guarantees methodological non-circularity and supports reproducible Q1-level experimental validation workflows.
DOI: 10.15468/dl.bq7znc
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-122.33992 34.44174,-118.34443 34.44174,-118.34443 40.88799,-122.33992 40.88799,-122.33992 34.44174))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Spongillidae"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021204-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18653601
title: Stability–Saliency Decoupling Dataset for Constraint-Based Protein Structural Analysis

description: This dataset contains processed residue-level structural observables used in the study:

“Topological Biophysics of Proteins Reveals Predictive Stability–Saliency Decoupling”

The dataset includes results from:



709 experimentally annotated protein structures

210 independent prediction benchmark structures


All protein coordinate files were obtained from the RCSB Protein Data Bank (PDB). For each structure, we provide:



PDB identifier

Residue index mapping

Computed stability scores ($S_i$)

Computed saliency scores ($G_i$)

Functional residue annotations (based on CSA definitions)

Summary prediction outputs used in statistical evaluation


These quantities were computed using a deterministic constraint-based geometric framework as described in the manuscript. All results can be exactly reproduced using the accompanying computational pipeline and identical structural coordinates.

The dataset is organized per protein and includes processed outputs sufficient to reproduce all figures, statistical analyses, and reported performance metrics in the manuscript.

Code used for computation and analysis is provided in the associated GitHub repository (URL), archived for long-term access.
DOI: 10.5281/zenodo.18653600
title: Stability–Saliency Decoupling Dataset for Constraint-Based Protein Structural Analysis

description: This dataset contains processed residue-level structural observables used in the study:

“Topological Biophysics of Proteins Reveals Predictive Stability–Saliency Decoupling”

The dataset includes results from:



709 experimentally annotated protein structures

210 independent prediction benchmark structures


All protein coordinate files were obtained from the RCSB Protein Data Bank (PDB). For each structure, we provide:



PDB identifier

Residue index mapping

Computed stability scores ($S_i$)

Computed saliency scores ($G_i$)

Functional residue annotations (based on CSA definitions)

Summary prediction outputs used in statistical evaluation


These quantities were computed using a deterministic constraint-based geometric framework as described in the manuscript. All results can be exactly reproduced using the accompanying computational pipeline and identical structural coordinates.

The dataset is organized per protein and includes processed outputs sufficient to reproduce all figures, statistical analyses, and reported performance metrics in the manuscript.

Code used for computation and analysis is provided in the associated GitHub repository (URL), archived for long-term access.
DOI: 10.15468/dl.pk2zxq
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Syzygium anisatum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 107 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021205-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.haxeqw
title: Occurrence Download

description: A dataset containing 18590707 records in GBIF matching the query:
SELECT DISTINCT eventdate, locality, recordedby, decimallatitude, decimallongitude FROM "occurrence" WHERE "datasetkey" = '4fa7b334-ce0d-4e88-aaae-2e0c138d049e' AND decimalLatitude &gt;= -10.359987481328 AND decimalLatitude &lt;= 81.85419921875 AND decimalLongitude &gt;= -28.842041015625 AND decimalLongitude &lt;= 180

 The dataset's 18590707 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021198-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.