cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14630321
title: HeinSight4.0 Dataset and Models for Dynamic Monitoring of Chemical Experiments

description: Datasets:The HeinSight4.0 dataset comprises 3801 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 6493 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
DOI: 10.5281/zenodo.15605098
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
DOI: 10.15468/dl.7kgtww
title: Occurrence Download

description: A dataset containing 1927 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Takydromus amurensis Peters, 1881"
 ]
}

 The dataset includes 1927 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0367419-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eaa7ih
title: Occurrence Download

description: A dataset containing 550 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Drypetes lateriflora (Sw.) Krug & Urb.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 550 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001089-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.989xjp
title: Occurrence Download

description: A dataset containing 8083 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melanerpes formicivorus (Swainson, 1827)",
 "HasCoordinate is True",
 "Country is United States of America",
 "Year is greater than or equal to 1999",
 "Year is less than or equal to 2001",
 "Month is greater than or equal to January",
 "Month is less than or equal to December",
 "HasGeospatialIssue is False",
 "DecimalLatitude is greater than or equal to 24.5",
 "DecimalLatitude is less than or equal to 49.5",
 "DecimalLongitude is greater than or equal to -125.0",
 "DecimalLongitude is less than or equal to -66.5"
 ]
}

 The dataset includes 8083 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227253-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uj8wkh
title: Occurrence Download

description: A dataset containing 4343218 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 4343218 records from 6612 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018801-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q3x29t
title: Occurrence Download

description: A dataset containing 15337 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sprattus sprattus (Linnaeus, 1758)"
 ]
}

 The dataset includes 15337 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0334985-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7vwmz3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sobralia exilis Schltr."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0135694-230530130749713/datasets/export for details.
DOI: 10.15468/dl.bvda3r
title: Occurrence Download

description: A dataset containing 1715 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphagnum recurvum P.Beauv.",
 "HasCoordinate is true",
 "Year 1990-2022",
 "Geometry POLYGON((-13 35,48 35,48 72,-13 72,-13 35))",
 {
 "or" : [
 {
 "not" : {
 "CoordinateUncertaintyInMeters" : [
 "is not null"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 250"
 ]
 }
 ]
}

 The dataset includes 1715 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019093-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v26n77
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sobralia fragilis Dressler & Bogarín"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0135696-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w24tam
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Doras micropoeus (Eigenmann, 1912)"
 ]
}

 The dataset includes 132 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0335015-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bkrmva
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orthotomicus proximus Wood & Bright, 1992",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0370146-210914110416597/datasets/export for details.
DOI: 10.15468/dl.y6xmeb
title: Occurrence Download

description: A dataset containing 3369 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Betula luminifera H.J.P.Winkl."
 ]
}

 The dataset includes 3369 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005880-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rvbz93
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Helogenes castaneus (Dahl, 1960))"
 ]
}

 The dataset includes 27 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013274-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.au85pc
title: Occurrence Download

description: A dataset containing 3241 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taraxacum cordatum Palmgr."
 ]
}

 The dataset includes 3241 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005876-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5nbamv
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nerine undulata (L.) Herb.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 92 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061962-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.775pyq
title: Occurrence Download

description: A dataset containing 154770 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chorthippus albomarginatus (De Geer, 1773), Chorthippus brunneus (Thunberg, 1815))",
 "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 154770 records from 547 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0315308-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6n23jh
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Teucrium ducellieri Batt."
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011663-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n4tz3g
title: Occurrence Download

description: A dataset containing 2314 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scarus flavipectoralis Schultz, 1958"
 ]
}

 The dataset includes 2314 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061959-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tdnz9z
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Teucrium francoi M.Seq., Capelo, J.C.Costa & R.Jardim"
 ]
}

 The dataset includes 54 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011683-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.94fvsx
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fundulopanchax ndianus (Scheel, 1968)"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0331597-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5cz7x2
title: Occurrence Download

description: A dataset containing 191 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Delphinium rugulosum Boiss."
 ]
}

 The dataset includes 191 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020125-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hmef2e
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bedotia leucopteron Loiselle & Rodriguez, 2007"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0331601-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rmhfhp
title: Occurrence Download

description: A dataset containing 221 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is South America",
 "TaxonKey is Crustacea"
 ]
}

 The dataset includes 221 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011693-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xh5zs5
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptachirus bensbach Randall, 2007"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0331602-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kkb9wu
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sobralia hagsateri Dodson"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0135707-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kqt85u
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Garra bibarbatus (Nguyen, 2001)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0334992-210914110416597/datasets/export for details.
DOI: 10.15468/dl.pnbpkx
title: Occurrence Download

description: A dataset containing 464 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stelis segoviensis (Rchb.f.) Pridgeon & M.W.Chase"
 ]
}

 The dataset includes 464 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0142474-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9qp8pd
title: Occurrence Download

description: A dataset containing 39507 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chorthippus dorsatus (Zetterstedt, 1821), Chorthippus mollis (Charpentier, 1825), Chorthippus bellus Zhang & Jin, 1985)",
 "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 39507 records from 298 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0315332-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hqspa6
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sobralia fruticetorum Schltr."
 ]
}

 The dataset includes 7 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0135698-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u4etyv
title: Occurrence Download

description: A dataset containing 6857 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chrysanthia geniculata Heyden, 1877, Chrysobothris chrysostigma (Linnaeus, 1758), Chrysodeixis chalcites (Esper, 1789))",
 "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 6857 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0315337-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bvt9jk
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stelis spathulata Poepp. & Endl."
 ]
}

 The dataset includes 226 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0142510-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ets696
title: Occurrence Download

description: A dataset containing 2227 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Occurrence dataset of waterbirds in Tiaozini Wetland, the World Nature Heritage, China"
 ]
}

 The dataset includes 2227 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0386387-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.us2e8j
title: Occurrence Download

description: A dataset containing 245 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pinalia spicata (D.Don) S.C.Chen & J.J.Wood"
 ]
}

 The dataset includes 245 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005851-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpw739
title: Occurrence Download

description: A dataset listing the 63526 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "OccurrenceStatus is Present",
 "TaxonKey is Arthropoda"
 ]
}

 The dataset's 63526 records were derived from 1626 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0429491-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.