cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18315067
title: Physics-Informed Federated Multi-Objective Optimization for Sustainable WA–NaCl Soil Stabilization

description: This deposit contains the code, synthetic datasets, trained models, supplementary tables, methodology diagrams, and reproducibility materials for the study:

Yunusa N. et al. (2026). Physics-Informed Multi-Objective Optimization with Federated Learning for Sustainable Mix Design in Wood Ash–NaCl Soil Stabilization.

Contents include:



Federated PINN implementation (PyTorch)

NSGA-III many-objective optimization (pymoo)

Bayesian hyperparameter optimization

SHAP explainability results

Synthetic soil stabilization dataset (used for development and testing)

All 19 supplementary tables in markdown format

Source files for methodology figures (diagrams.net / draw.io format)

Trained federated PINN model checkpoint


The materials enable full reproduction of the results reported in the paper, including privacy-preserving federated training, physics-informed constraints, Pareto front generation, and sustainable mix recommendations for expansive clay soil stabilization.

Real laboratory measurement files are not included due to institutional/data-privacy restrictions.
DOI: 10.5281/zenodo.18315068
title: Physics-Informed Federated Multi-Objective Optimization for Sustainable WA–NaCl Soil Stabilization

description: This deposit contains the code, synthetic datasets, trained models, supplementary tables, methodology diagrams, and reproducibility materials for the study:

Yunusa N. et al. (2026). Physics-Informed Multi-Objective Optimization with Federated Learning for Sustainable Mix Design in Wood Ash–NaCl Soil Stabilization.

Contents include:



Federated PINN implementation (PyTorch)

NSGA-III many-objective optimization (pymoo)

Bayesian hyperparameter optimization

SHAP explainability results

Synthetic soil stabilization dataset (used for development and testing)

All 19 supplementary tables in markdown format

Source files for methodology figures (diagrams.net / draw.io format)

Trained federated PINN model checkpoint


The materials enable full reproduction of the results reported in the paper, including privacy-preserving federated training, physics-informed constraints, Pareto front generation, and sustainable mix recommendations for expansive clay soil stabilization.

Real laboratory measurement files are not included due to institutional/data-privacy restrictions.
DOI: 10.5281/zenodo.15157683
title: Table 1 in Molecular phylogeny of Chinese raspy crickets (Orthoptera: Gryllacrididae) reveals incongruences in current classification

description: Table 1. Abbreviation for genera in this study.
GenusAbbreviationApotrechusApo.ApterolarnacaApt.BianigryllacrisBia.BicornisgryllacrisBic.BorneogryllacrisBo.CapnogryllacrisC.DialarnacaDial.DiaphanogryllacrisDiap.DracogryllacrisDr.EugryllacrisE.FurcilarnacaF.GlolarnacaGl.GryllacrisGr.HaplogryllacrisHa.HomogryllacrisHo.LarnacaL.MagnigryllacrisMag.MarthogryllacrisMar.MelaneremusMel.MetriogryllacrisMet.MicrolarnacaMi.NeolarnacaNe.NippancistrogerNi.OcellarnacaO.PhryganogryllacrisPh.ProsopogryllacrisPr.PterapotrechusPt.RadigryllacrisR.SiamgryllacrisSi.SericgryllacrisSe.TenuigryllacrisT.UltragryllacrisU.WoznessenskiaW.
description: Published as part of Li, Shi-Yu, Liu, Yi-Jiao, Xu, Jing-Yi, Yin, Zi-Xu & He, Zhu-Qing, 2024, Zoological Journal of the Linnean Society (Zool. J. Linn. Soc.) 201 (4) on pages 1-31, DOI: 10.1093/zoolinnean/zlae051, http://zenodo.org/record/13220291
DOI: 10.5281/zenodo.15157682
title: Table 1 in Molecular phylogeny of Chinese raspy crickets (Orthoptera: Gryllacrididae) reveals incongruences in current classification

description: Table 1. Abbreviation for genera in this study.
GenusAbbreviationApotrechusApo.ApterolarnacaApt.BianigryllacrisBia.BicornisgryllacrisBic.BorneogryllacrisBo.CapnogryllacrisC.DialarnacaDial.DiaphanogryllacrisDiap.DracogryllacrisDr.EugryllacrisE.FurcilarnacaF.GlolarnacaGl.GryllacrisGr.HaplogryllacrisHa.HomogryllacrisHo.LarnacaL.MagnigryllacrisMag.MarthogryllacrisMar.MelaneremusMel.MetriogryllacrisMet.MicrolarnacaMi.NeolarnacaNe.NippancistrogerNi.OcellarnacaO.PhryganogryllacrisPh.ProsopogryllacrisPr.PterapotrechusPt.RadigryllacrisR.SiamgryllacrisSi.SericgryllacrisSe.TenuigryllacrisT.UltragryllacrisU.WoznessenskiaW.
description: Published as part of Li, Shi-Yu, Liu, Yi-Jiao, Xu, Jing-Yi, Yin, Zi-Xu & He, Zhu-Qing, 2024, Zoological Journal of the Linnean Society (Zool. J. Linn. Soc.) 201 (4) on pages 1-31, DOI: 10.1093/zoolinnean/zlae051, http://zenodo.org/record/13220291
DOI: 10.5281/zenodo.15157684
title: Table 2 in Molecular phylogeny of Chinese raspy crickets (Orthoptera: Gryllacrididae) reveals incongruences in current classification

description: Table 2. Molecular markers and primers used in this study.
GenePrimer namePrimer sequences (5 ʹ -3 ʹ)Annealing temperature (°C)ReferencesCOICOBUTYTCAACAAAYCAYAARGATATTGG45Pan et al. 2006COBLTAAACTTCWGGRTGWCCAAARAATCALCO 1490GGTCAACAAATCATAAAGATATTGGFolmer et al. 1994HCO 2198TAAACTTCAGGGTGACCAAAAAATCACOIICOII2a1ATAGAKCWTCYCCHTTAATAGAACA52Svenson and Whiting 2009CPOO9b1GTACTTGCTTTCAGTCATCTWATGCytbREVCB2HTGAGGACAAATATCATTTTGAGGW45Simmons and Weller 2001REVCBJACTGGTCGAGCTCCAATTCATGT18S18S-A2ATGGTTGCAAAGCTGAAAC52Giribet et al. 199918S-9RGATCCTTCCGCAGGTTCACCTAC28S28S-R1.2aCCCSSGTAATTTAAGCATATTA50Jarvis et al. 200528S-Rd3bCCYTGAACGGTTTCACGTACT
description: Published as part of Li, Shi-Yu, Liu, Yi-Jiao, Xu, Jing-Yi, Yin, Zi-Xu & He, Zhu-Qing, 2024, Zoological Journal of the Linnean Society (Zool. J. Linn. Soc.) 201 (4) on pages 1-31, DOI: 10.1093/zoolinnean/zlae051, http://zenodo.org/record/13220291
DOI: 10.5281/zenodo.15157685
title: Table 2 in Molecular phylogeny of Chinese raspy crickets (Orthoptera: Gryllacrididae) reveals incongruences in current classification

description: Table 2. Molecular markers and primers used in this study.
GenePrimer namePrimer sequences (5 ʹ -3 ʹ)Annealing temperature (°C)ReferencesCOICOBUTYTCAACAAAYCAYAARGATATTGG45Pan et al. 2006COBLTAAACTTCWGGRTGWCCAAARAATCALCO 1490GGTCAACAAATCATAAAGATATTGGFolmer et al. 1994HCO 2198TAAACTTCAGGGTGACCAAAAAATCACOIICOII2a1ATAGAKCWTCYCCHTTAATAGAACA52Svenson and Whiting 2009CPOO9b1GTACTTGCTTTCAGTCATCTWATGCytbREVCB2HTGAGGACAAATATCATTTTGAGGW45Simmons and Weller 2001REVCBJACTGGTCGAGCTCCAATTCATGT18S18S-A2ATGGTTGCAAAGCTGAAAC52Giribet et al. 199918S-9RGATCCTTCCGCAGGTTCACCTAC28S28S-R1.2aCCCSSGTAATTTAAGCATATTA50Jarvis et al. 200528S-Rd3bCCYTGAACGGTTTCACGTACT
description: Published as part of Li, Shi-Yu, Liu, Yi-Jiao, Xu, Jing-Yi, Yin, Zi-Xu & He, Zhu-Qing, 2024, Zoological Journal of the Linnean Society (Zool. J. Linn. Soc.) 201 (4) on pages 1-31, DOI: 10.1093/zoolinnean/zlae051, http://zenodo.org/record/13220291
DOI: 10.5281/zenodo.15157688
title: Table 4 in Molecular phylogeny of Chinese raspy crickets (Orthoptera: Gryllacrididae) reveals incongruences in current classification

description: Table 4. Diagnosis of the genera Capnogryllacris, Borneogryllacris, Marthogryllacris, Dracogryllacris, and Ultragryllacris.
Capnogryllacris Karny 1937Borneogryllacris Karny 1937Marthogryllacris Karny 1937Dracogryllacris Li, Yin & He gen. nov.Ultragryllacris Gorochov and Dawwrueng, 2015PronotumOnly margins black, or without marginAnterior and posterior margin with a black bandCentre with a large V-shaped black spotOnly margins blackWith a pair of black spots at anterior margin and a black band at posterior marginForewingsVeins and cells overall fuscousBasal areas of forewing with a large, black and yellow spot, veins deep darkening, other area yellowish transparentVeins deep darkening, cells yellowish trans- parentVeins deep darkening, cells yellowish transparentVeins darkening, cells yellowish transparentHind- wingsVeins fuscous, cells overall fuscous or only centre of cells transparentVeins deep darkening, cells of bilateral cross veins darkening, other areas transparentVeins deep darkening, cells of bilateral cross veins darkening, other areas transparentVeins deep darkening, cells transparentVeins darkening, cells transparentProcess on male ninth abdominal tergiteA pair of robust, straight, and conical spines basal crossedA pair of slender spines basal separatedA pair of short and curved spines basal crossedA pair of long and curved spines basal crossedA very large dorsal projection occupied most part of the tergite, trapeziform or triangular
description: Published as part of Li, Shi-Yu, Liu, Yi-Jiao, Xu, Jing-Yi, Yin, Zi-Xu & He, Zhu-Qing, 2024, Zoological Journal of the Linnean Society (Zool. J. Linn. Soc.) 201 (4) on pages 1-31, DOI: 10.1093/zoolinnean/zlae051, http://zenodo.org/record/13220291
DOI: 10.5281/zenodo.15157689
title: Table 4 in Molecular phylogeny of Chinese raspy crickets (Orthoptera: Gryllacrididae) reveals incongruences in current classification

description: Table 4. Diagnosis of the genera Capnogryllacris, Borneogryllacris, Marthogryllacris, Dracogryllacris, and Ultragryllacris.
Capnogryllacris Karny 1937Borneogryllacris Karny 1937Marthogryllacris Karny 1937Dracogryllacris Li, Yin & He gen. nov.Ultragryllacris Gorochov and Dawwrueng, 2015PronotumOnly margins black, or without marginAnterior and posterior margin with a black bandCentre with a large V-shaped black spotOnly margins blackWith a pair of black spots at anterior margin and a black band at posterior marginForewingsVeins and cells overall fuscousBasal areas of forewing with a large, black and yellow spot, veins deep darkening, other area yellowish transparentVeins deep darkening, cells yellowish trans- parentVeins deep darkening, cells yellowish transparentVeins darkening, cells yellowish transparentHind- wingsVeins fuscous, cells overall fuscous or only centre of cells transparentVeins deep darkening, cells of bilateral cross veins darkening, other areas transparentVeins deep darkening, cells of bilateral cross veins darkening, other areas transparentVeins deep darkening, cells transparentVeins darkening, cells transparentProcess on male ninth abdominal tergiteA pair of robust, straight, and conical spines basal crossedA pair of slender spines basal separatedA pair of short and curved spines basal crossedA pair of long and curved spines basal crossedA very large dorsal projection occupied most part of the tergite, trapeziform or triangular
description: Published as part of Li, Shi-Yu, Liu, Yi-Jiao, Xu, Jing-Yi, Yin, Zi-Xu & He, Zhu-Qing, 2024, Zoological Journal of the Linnean Society (Zool. J. Linn. Soc.) 201 (4) on pages 1-31, DOI: 10.1093/zoolinnean/zlae051, http://zenodo.org/record/13220291
DOI: 10.5281/zenodo.15157691
title: Table 5 in Molecular phylogeny of Chinese raspy crickets (Orthoptera: Gryllacrididae) reveals incongruences in current classification

description: Table 5. Diagnosis of the genera Eugryllacris, Magnigryllacris, Radigryllacris, and Prosopogryllacris.
Eugryllacris Karny 1937Magnigryllacris Li, Yin & He gen. nov.Radigryllacris Li, Yin & He gen. nov.Prosopogryllacris Karny 1937ForewingsVeins deep darkening, cells yellowish transparentVeins green, cells yellowish brown when aliveVeins green, cells yellowish brown when aliveVeins yellowish brown, cells yellowish transparentHindwingsVeins and cells overall transparentLongitudinal veins light brown, centre of cells brown, other areas transparentLongitudinal veins deep darkening, other areas transparentCells of bilateral cross veins darkening, other areas yellowish transparentOcelliSmall or invisibleSmall or invisibleProminentProminentFaceTypical colorTypical colorTypical colorBlack
description: Published as part of Li, Shi-Yu, Liu, Yi-Jiao, Xu, Jing-Yi, Yin, Zi-Xu & He, Zhu-Qing, 2024, Zoological Journal of the Linnean Society (Zool. J. Linn. Soc.) 201 (4) on pages 1-31, DOI: 10.1093/zoolinnean/zlae051, http://zenodo.org/record/13220291
DOI: 10.5281/zenodo.15157690
title: Table 5 in Molecular phylogeny of Chinese raspy crickets (Orthoptera: Gryllacrididae) reveals incongruences in current classification

description: Table 5. Diagnosis of the genera Eugryllacris, Magnigryllacris, Radigryllacris, and Prosopogryllacris.
Eugryllacris Karny 1937Magnigryllacris Li, Yin & He gen. nov.Radigryllacris Li, Yin & He gen. nov.Prosopogryllacris Karny 1937ForewingsVeins deep darkening, cells yellowish transparentVeins green, cells yellowish brown when aliveVeins green, cells yellowish brown when aliveVeins yellowish brown, cells yellowish transparentHindwingsVeins and cells overall transparentLongitudinal veins light brown, centre of cells brown, other areas transparentLongitudinal veins deep darkening, other areas transparentCells of bilateral cross veins darkening, other areas yellowish transparentOcelliSmall or invisibleSmall or invisibleProminentProminentFaceTypical colorTypical colorTypical colorBlack
description: Published as part of Li, Shi-Yu, Liu, Yi-Jiao, Xu, Jing-Yi, Yin, Zi-Xu & He, Zhu-Qing, 2024, Zoological Journal of the Linnean Society (Zool. J. Linn. Soc.) 201 (4) on pages 1-31, DOI: 10.1093/zoolinnean/zlae051, http://zenodo.org/record/13220291
DOI: 10.5281/zenodo.18322395
title: Zannichellia palustris L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:56
DOI: 10.5281/zenodo.18322396
title: Zannichellia palustris L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:56
DOI: 10.5281/zenodo.15157692
title: Table 6 in Molecular phylogeny of Chinese raspy crickets (Orthoptera: Gryllacrididae) reveals incongruences in current classification

description: Table 6. Diagnosis of the genera Phryganogryllacris, Bicornisgryllacris, and Sericgryllacris.
Phryganogryllacris Karny 1937Bicornisgryllacris Li, Yin & He gen. nov.Sericgryllacris Li, Yin & He gen. nov.ForewingsVeins and cells overall yellowish brownVeins and cells overall yellowish brownVeins darkening and cells transparentFemale seventh abdominal sterniteNo projectingWith a pair of horns projectingNo projecting
description: Published as part of Li, Shi-Yu, Liu, Yi-Jiao, Xu, Jing-Yi, Yin, Zi-Xu & He, Zhu-Qing, 2024, Zoological Journal of the Linnean Society (Zool. J. Linn. Soc.) 201 (4) on pages 1-31, DOI: 10.1093/zoolinnean/zlae051, http://zenodo.org/record/13220291
DOI: 10.5281/zenodo.15157693
title: Table 6 in Molecular phylogeny of Chinese raspy crickets (Orthoptera: Gryllacrididae) reveals incongruences in current classification

description: Table 6. Diagnosis of the genera Phryganogryllacris, Bicornisgryllacris, and Sericgryllacris.
Phryganogryllacris Karny 1937Bicornisgryllacris Li, Yin & He gen. nov.Sericgryllacris Li, Yin & He gen. nov.ForewingsVeins and cells overall yellowish brownVeins and cells overall yellowish brownVeins darkening and cells transparentFemale seventh abdominal sterniteNo projectingWith a pair of horns projectingNo projecting
description: Published as part of Li, Shi-Yu, Liu, Yi-Jiao, Xu, Jing-Yi, Yin, Zi-Xu & He, Zhu-Qing, 2024, Zoological Journal of the Linnean Society (Zool. J. Linn. Soc.) 201 (4) on pages 1-31, DOI: 10.1093/zoolinnean/zlae051, http://zenodo.org/record/13220291
DOI: 10.5281/zenodo.18322399
title: Trichloris blanchardiana E.Fourn. ex Scribn. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.5281/zenodo.18322400
title: Trichloris blanchardiana E.Fourn. ex Scribn. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.15468/dl.b629a9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((101.395 0.994184, 101.324727 0.9886160000000001, 101.256184 0.97205, 101.191061 0.944895, 101.130961 0.907817, 101.077364 0.8617320000000001, 101.031589 0.807774, 100.994765 0.747272, 100.967796 0.681716, 100.951347 0.61272, 100.945822 0.541983, 100.951357 0.471247, 100.967816 0.402253, 100.994792 0.336701, 101.031621 0.276203, 101.077397 0.222251, 101.130992 0.176171, 101.191088 0.139098, 101.256204 0.111946, 101.324737 0.09538199999999999, 101.395 0.08981500000000001, 101.465263 0.09538199999999999, 101.533796 0.111946, 101.598912 0.139098, 101.659008 0.176171, 101.712603 0.222251, 101.758379 0.276203, 101.795208 0.336701, 101.822184 0.402253, 101.838643 0.471247, 101.844178 0.541983, 101.838653 0.61272, 101.822204 0.681716, 101.795235 0.747272, 101.758411 0.807774, 101.712636 0.8617320000000001, 101.659039 0.907817, 101.598939 0.944895, 101.533816 0.97205, 101.465273 0.9886160000000001, 101.395 0.994184))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001680-260120142942310/datasets/export for details.
DOI: 10.15468/dl.d8sgtg
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kazakhstan",
 "Geometry POLYGON((12.57359 32.03670,97.42641 32.03670,97.42641 65.96330,12.57359 65.96330,12.57359 32.03670))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Amygdalus ledebouriana"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001681-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y9ungd
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((100.731 4.982153, 100.660473 4.976583, 100.591686 4.96001, 100.526335 4.932842, 100.466033 4.89575, 100.412266 4.84965, 100.366357 4.795676, 100.329437 4.735161, 100.302413 4.669595, 100.285948 4.600595, 100.280444 4.52986, 100.286034 4.459131, 100.302577 4.39015, 100.329663 4.324615, 100.366623 4.264138, 100.412546 4.210207, 100.466299 4.164149, 100.526562 4.127095, 100.59185 4.099958, 100.660559 4.083404, 100.731 4.077841, 100.801441 4.083404, 100.87015 4.099958, 100.935438 4.127095, 100.995701 4.164149, 101.049454 4.210207, 101.095377 4.264138, 101.132337 4.324615, 101.159423 4.39015, 101.175966 4.459131, 101.181556 4.52986, 101.176052 4.600595, 101.159587 4.669595, 101.132563 4.735161, 101.095643 4.795676, 101.049734 4.84965, 100.995967 4.89575, 100.935665 4.932842, 100.870314 4.96001, 100.801527 4.976583, 100.731 4.982153))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 98 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001682-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25612/837.3gd7rov58vw3
title: Public Crash Data Extract from TxDOT (2010-2020)

description: Crash records for many counties in Texas, including crash type, date/time, roadway system, speed limit, roadway type, geographic information (including census block and ZCTA geoids), crash severity, and day of the week.
DOI: 10.5281/zenodo.18322365
title: Kajian lingkungan proyek pembangunan rehabilitasi Lantai kerja
DOI: 10.5281/zenodo.18322364
title: Kajian lingkungan proyek pembangunan rehabilitasi Lantai kerja
DOI: 10.5281/zenodo.15524290
title: Dataset for Phys. Rev. A 113, 013728 (2026) (arXiv:2505.19424)

description: Dataset for reproducing figures in Phys. Rev. A 113, 013728 (2026) (arXiv:2505.19424)
DOI: 10.5281/zenodo.17345604
title: Dataset for Phys. Rev. A 113, 013728 (2026) (arXiv:2505.19424)

description: Dataset for reproducing figures in Phys. Rev. A 113, 013728 (2026) (arXiv:2505.19424)
DOI: 10.15468/dl.ff4grv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((101.58 0.994184, 101.509727 0.9886160000000001, 101.441184 0.97205, 101.376061 0.944895, 101.315961 0.907817, 101.262364 0.8617320000000001, 101.216589 0.807774, 101.179765 0.747272, 101.152796 0.681716, 101.136347 0.61272, 101.130822 0.541983, 101.136357 0.471247, 101.152816 0.402253, 101.179792 0.336701, 101.216621 0.276203, 101.262397 0.222251, 101.315992 0.176171, 101.376088 0.139098, 101.441204 0.111946, 101.509737 0.09538199999999999, 101.58 0.08981500000000001, 101.650263 0.09538199999999999, 101.718796 0.111946, 101.783912 0.139098, 101.844008 0.176171, 101.897603 0.222251, 101.943379 0.276203, 101.980208 0.336701, 102.007184 0.402253, 102.023643 0.471247, 102.029178 0.541983, 102.023653 0.61272, 102.007204 0.681716, 101.980235 0.747272, 101.943411 0.807774, 101.897636 0.8617320000000001, 101.844039 0.907817, 101.783939 0.944895, 101.718816 0.97205, 101.650273 0.9886160000000001, 101.58 0.994184))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001683-260120142942310/datasets/export for details.
DOI: 10.15468/dl.bm65dj
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kazakhstan",
 "Geometry POLYGON((52.85277 34.74421,89.14723 34.74421,89.14723 49.25579,52.85277 49.25579,52.85277 34.74421))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anaphalis racemifera"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001684-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.