cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.2fkgsd
title: Occurrence Download

description: A dataset containing 213 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "CoordinateUncertaintyInMeters is less than or equal to 1100.0",
 "Country is Madagascar",
 "Geometry POLYGON((48.64746 -10.96924,43.16309 -16.16192,42.31934 -25.67124,50.19434 -26.55512,52.86621 -14.94266,48.64746 -10.96924))",
 "HasGeospatialIssue is false",
 "TaxonKey is Reptilia"
 ]
}

 The dataset includes 213 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012977-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lxwc4g
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xenodon matogrossensis (Scrocchi & Cruz, 1993)"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004171-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7y577v
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (CHN.15_1, CHN.31_1, CHN.1_1, CHN.24_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Zapornia paykullii (Ljungh, 1813), Porphyrio porphyrio (Linnaeus, 1758))"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055541-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wh0csa
title: Occurrence Download

description: A dataset containing 798 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dromiciops gliroides Thomas, 1894"
 ]
}

 The dataset includes 798 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036029-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xblpzm
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Abundance of empty diatom frustules measured on water bottle samples at station PS58/012-5"
 ]
}

 The dataset includes 16 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004171-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ubwvd4
title: Occurrence Download

description: A dataset containing 1046683 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (North America, South America)",
 "TaxonKey is Araneae"
 ]
}

 The dataset includes 1046683 records from 560 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0141286-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.28temt
title: Occurrence Download

description: A dataset containing 9519 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección de Herpetología del Instituto de Ciencias Naturales (ICN-MHN-Her)"
 ]
}

 The dataset includes 9519 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012967-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cj5l1f
title: Occurrence Download

description: A dataset containing 3066 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 {
 "or" : [
 "TaxonKey is Lavatera mauritanica subsp. davaei (Cout.) Cout.",
 "TaxonKey is Lavatera L.",
 "TaxonKey is Lemna trisulca L.",
 "TaxonKey is Leontodon crispus var. crispus",
 "TaxonKey is Leontodon farinosus Merino & Pau",
 "TaxonKey is Leucanthemum arundanum (Boiss.) Cuatrec.",
 "TaxonKey is Leucanthemum gallaecicum Rodr.Oubiña & S.Ortiz",
 "TaxonKey is Leucanthemum paludosum subsp. ebusitanum Vogt",
 "TaxonKey is Leucojum valentinum Pau",
 "TaxonKey is Limonium albidum (Guss.) Pignatti",
 "TaxonKey is Limonium antonii-llorensii L.Llorens",
 "TaxonKey is Limonium aragonense (Debeaux) Font Quer",
 "TaxonKey is Limonium arborescens (Brouss.) Kuntze",
 "TaxonKey is Limonium barceloi Gil & L.Llorens",
 "TaxonKey is Limonium benmageci Marrero Rodr.",
 "TaxonKey is Limonium boirae L.Llorens & Tébar",
 "TaxonKey is Limonium bourgeaui (Webb) Kuntze",
 "TaxonKey is Limonium brassicifolium subsp. macropterum (Webb & Berthel.) G.Kunkel",
 "TaxonKey is Limonium brassicifolium (Webb & Berthel.) Kuntze",
 "TaxonKey is Limonium carthaginense (Rouy) C.E.Hubb. & Sandwith",
 "TaxonKey is Limonium carvalhoi Rosselló & L.Sáez",
 "TaxonKey is Limonium catalaunicum (Willk. & Costa) Pignatti",
 "TaxonKey is Limonium cordovillense Stübing & Cirujano",
 "TaxonKey is Limonium dendroides Svent.",
 "TaxonKey is Limonium dodartii (Girard) Kuntze",
 "TaxonKey is Limonium dufourii (Girard) Kuntze",
 "TaxonKey is Limonium ejulabilis Rosselló, Mus & J.X.Soler",
 "TaxonKey is Limonium erectum Erben",
 "TaxonKey is Limonium estevei Fern.Casas",
 "TaxonKey is Limonium fruticans (Webb) Kuntze",
 "TaxonKey is Limonium geronense Erben",
 "TaxonKey is Limonium grosii L.Llorens",
 "TaxonKey is Limonium imbricatum (Webb ex Girard) F.T.Hubb. ex L.H.Bailey",
 "TaxonKey is Limonium inexpectans L.Sáez & Rosselló",
 "TaxonKey is Limonium leonardi-llorensii L.Sáez, Á.C.Carvalho & Rosselló",
 "TaxonKey is Limonium lobetanicum Erben",
 "TaxonKey is Limonium macrophyllum (Brouss.) O.Ktze.",
 "TaxonKey is Limonium magallufianum L.Llorens",
 "TaxonKey is Limonium majus (Boiss.) Erben",
 "TaxonKey is Limonium malacitanum B.Diez"
 ]
 }
 ]
}

 The dataset includes 3066 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004171-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4jg5np
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clypeola dichotoma Boiss."
 ]
}

 The dataset includes 61 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0141299-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jjmxwy
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Nannofossil abundance of Hole 26-251"
 ]
}

 The dataset includes 27 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004171-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fzhmns
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-8.92914 41.76727,-6.89667 41.71783,-6.88019 43.78326,-7.97333 43.94806,-9.00055 43.7558,-9.67621 43.29437,-8.92914 41.76727))",
 {
 "or" : [
 "TaxonKey is Ramalina fraxinea (L.) Ach.",
 "TaxonKey is Lobaria pulmonaria (L.) Hoffm."
 ]
 }
 ]
}

 The dataset includes 18 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019161-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.an589q
title: Occurrence Download

description: A dataset containing 204 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clypeola eriocarpa Cav."
 ]
}

 The dataset includes 204 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0141301-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6sfp71
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Discocactus petr-halfari Zachar"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004171-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgeocp
title: Occurrence Download

description: A dataset containing 7441 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceiba pentandra (L.) Gaertn."
 ]
}

 The dataset includes 7441 records from 312 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007007-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2hqbkw
title: Occurrence Download

description: A dataset containing 4043 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Amblyrhynchus cristatus Bell, 1825"
 ]
}

 The dataset includes 4043 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0141311-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gx0blr
title: Occurrence Download

description: A dataset containing 376 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Premnas biaculeatus (Bloch, 1790)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 376 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004171-171113114016250/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yxm338
title: Occurrence Download

description: A dataset containing 172 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Malaysia",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ruellia simplex C.Wright",
 "Year 2019-2024"
 ]
}

 The dataset includes 172 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0198240-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9y6znw
title: Occurrence Download

description: A dataset containing 12726 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clypeola jonthlaspi L."
 ]
}

 The dataset includes 12726 records from 238 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0141302-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2jaj3s
title: Occurrence Download

description: A dataset containing 12755 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((4.32861 43.2932,7.229 43.2292,10.78857 44.49651,9.90967 47.78363,5.16357 47.45781,4.19678 45.58329,4.32861 43.2932))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acer monspessulanum L."
 ]
}

 The dataset includes 12755 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022418-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vrmdvo
title: Occurrence Download

description: A dataset containing 71598 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Côte d’Ivoire",
 {
 "or" : [
 "DatasetKey is Naturalis Biodiversity Center (NL) - Botany",
 "DatasetKey is A global database for the distributions of crop wild relatives",
 "DatasetKey is The vascular plants collection (P) at the Herbarium of the Muséum national d'Histoire Naturelle (MNHN - Paris)"
 ]
 }
 ]
}

 The dataset includes 71598 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004171-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rnkzq3
title: Occurrence Download

description: A dataset containing 1738 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Japan",
 "TaxonKey is Cryptomeria D.Don",
 "Year 1950-2021"
 ]
}

 The dataset includes 1738 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065881-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kpjv96
title: Occurrence Download

description: A dataset containing 2320 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chordeiles acutipennis (Hermann, 1783)",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2320 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004172-150316153013904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jzcncw
title: Occurrence Download

description: A dataset containing 541084 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is one of (Acer platanoides L., Adelges tsugae Annand, 1924, Agrilus planipennis Fairmaire, 1888, Alliaria petiolata (M.Bieb.) Cavara & Grande, Channa argus (Cantor, 1842), Crocodylus niloticus Laurenti, 1768, Dreissena polymorpha (Pallas, 1771), Faxonius rusticus (Girard, 1852), Frangula alnus Mill., Heracleum mantegazzianum Sommier & Levier, Heracleum sphondylium L., Hydrocharis morsus-ranae L., Impatiens glandulifera Royle, Kali tragus (L.) Scop., Lissachatina fulica (Bowdich, 1822), Lycorma delicatula (White, 1845), Myriophyllum spicatum L., Phragmites australis subsp. australis, Potamogeton crispus L., Pterois volitans (Linnaeus, 1758), Pueraria lobata (Willd.) Ohwi, Python bivittatus Kuhl, 1820, Reynoutria japonica Houtt., Reynoutria sachalinensis (F.Schmidt) Nakai, Reynoutria ×bohemica Chrtek & Chrtková, Rhamnus cathartica L., Rhinella marina (Linnaeus, 1758), Stratiotes aloides L., Trapa natans L., Vincetoxicum nigrum (L.) Moench, Vincetoxicum rossicum (Kleopow) Barbar.)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 541084 records from 533 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039680-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57934/0b01e4108004e441
title: Investeringen en lease regionaal SBI 1993; Openbare voorzieningsbedrijven
DOI: 10.57934/0b01e4108004e49d
title: Investeringen en lease regionaal SBI 1993; Reparatie van consumentenartikelen en handel
DOI: 10.57934/0b01e4108004e53a
title: Investeringen en lease regionaal SBI 1993; Verhuur en zakelijke dienstverlening
DOI: 10.15468/dl.rhfgce
title: Occurrence Download

description: A dataset listing the 661546 species recorded in GBIF matching the query:
{
 "Continent" : [
 "is South America"
 ]
}

 The dataset's 661546 records were derived from 9792 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001220-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xgdb8c
title: Occurrence Download

description: A dataset containing 2879 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is d5ef14a1-5177-4547-9ce2-46d84a4214eb",
 "TaxonKey is Cuculidae"
 ]
}

 The dataset includes 2879 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0143674-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ams5to
title: Occurrence Download

description: A dataset containing 125937 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((-93.295898 46.739860,-89.121093 44.621754,-88.945312 40.847060,-82.617187 41.013065,-80.463867 43.834526,-83.496093 47.487513,-85.429687 48.835797,-91.625976 47.989921,-93.295898 46.739860))",
 "Geometry POLYGON((-93.295898 46.739860,-89.121093 44.621754,-88.945312 40.847060,-82.617187 41.013065,-80.463867 43.834526,-83.496093 47.487513,-85.429687 48.835797,-91.625976 47.989921,-93.295898 46.739860))",
 "Geometry POLYGON((-93.295898 46.739860,-89.121093 44.621754,-88.945312 40.847060,-82.617187 41.013065,-80.463867 43.834526,-83.496093 47.487513,-85.429687 48.835797,-91.625976 47.989921,-93.295898 46.739860))",
 "Geometry POLYGON((-93.295898 46.739860,-89.121093 44.621754,-88.945312 40.847060,-82.617187 41.013065,-80.463867 43.834526,-83.496093 47.487513,-85.429687 48.835797,-91.625976 47.989921,-93.295898 46.739860))"
 ]
 },
 {
 "or" : [
 "TaxonKey is Odonata",
 "TaxonKey is Hymenoptera",
 "TaxonKey is Coccinellidae",
 "TaxonKey is Mollusca"
 ]
 }
 ]
}

 The dataset includes 125937 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025747-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7n6d8b
title: Occurrence Download

description: A dataset containing 131 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crocodilium pumilio (L.) N.Garcia & Susanna"
 ]
}

 The dataset includes 131 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014548-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y2qt5k
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bolivia (Plurinational State of)",
 "TaxonKey is Liolaemus fittkaui Laurent, 1986"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0152045-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9tmtxm
title: Occurrence Download

description: A dataset containing 22676 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Bombus impatiens Cresson, 1863",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 22676 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025747-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.succa4
title: Occurrence Download

description: A dataset containing 248391 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gammaridae"
 ]
}

 The dataset includes 248391 records from 813 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0143583-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m7u6ah
title: Occurrence Download

description: A dataset containing 5139614 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Pieridae",
 "Year 2010-2024"
 ]
}

 The dataset includes 5139614 records from 5212 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0143581-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3r9ztm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Marcusenius caudisquamatus Maake, Gon & Swartz, 2014",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((15.6372 -28.0032,16.2782 -28.5786,20.509 -28.5786,20.509 -24.0715,15.4933 -24.0715,15.4945 -24.1257,16.0509 -25.6631,15.6372 -28.0032))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024153-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.14630320
title: HeinSight4.0 Dataset and Models for Dynamic Monitoring of Chemical Experiments

description: Datasets:The HeinSight4.0 dataset comprises 6,031 images of chemical experiments conducted in laboratory settings, primarily involving transparent vessels. It classifies chemical phases into five categories:



Air:o    Empty: Clear air above the liquid level.o    Residue: Air contaminated with solid deposits.

Liquid:o    Homogeneous Layer: Clear solutions.o    Heterogeneous Layer: Cloudy or turbid liquids.

Solid:o    Solid: Particles or deposits either suspended in liquid or forming a distinct phase.


The images were extracted from videos capturing dynamic chemical processes, enriching the dataset to handle diverse phase behaviors such as dissolution, melting, mixing, settling, and more. Additionally, a vessel dataset containing 6,523 images is included. This dataset incorporates images from the HeinSight3.0 dataset, supplemented with new images of reactors and vessels, to enhance detection across a variety of laboratory equipment and setups.All images were manually annotated, with bounding boxes marking the regions of chemical phases and their respective classifications. The dataset is split into a 90:10 train/validation.

Models:Two models were trained on the custom HeinSight4.0 dataset using the YOLOv8 architecture, fine-tuned from pretrained models on the COCO dataset. Included in this release are:•    Model weights.•    Training parameters.•    Evaluation metrics.

Code and Usage:The models and datasets can be utilized via the associated codebase, available at https://gitlab.com/heingroup/heinsight4.0