cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29572922
title: Data for "Machine learning climbs the Jacob's ladder of optoelectronic properties"

description: Data for the publication "Machine learning climbs the Jacob’s Ladder of optoelectronic properties". Included are files that are too large to include on GitHub. For usage, we refer to the code referenced in the paper.

The data consists of:
1. The entire compressed folder of our calculation outputs ("calc.tgz").
2. The compressed database of our calculation results ("database.zip", i.e., structures and associated calculated spectra (RPA and IPA) and computational parameters.
3. The compressed folder of generated images of the crystal structure ("images.zip"). This is used for the gneration of the interactive UMAP.
4. The compressed folder of the models trained and evaluated in the publication ("trained_models.zip").

We also supply an interactive version Fig. 7 of the main manuscript.
DOI: 10.6084/m9.figshare.29572922.v1
title: Data for "Machine learning climbs the Jacob's ladder of optoelectronic properties"

description: Data for the publication "Machine learning climbs the Jacob’s Ladder of optoelectronic properties". Included are files that are too large to include on GitHub. For usage, we refer to the code referenced in the paper.

The data consists of:
1. The entire compressed folder of our calculation outputs ("calc.tgz").
2. The compressed database of our calculation results ("database.zip", i.e., structures and associated calculated spectra (RPA and IPA) and computational parameters.
3. The compressed folder of generated images of the crystal structure ("images.zip"). This is used for the gneration of the interactive UMAP.
4. The compressed folder of the models trained and evaluated in the publication ("trained_models.zip").

We also supply an interactive version Fig. 7 of the main manuscript.
DOI: 10.15468/dl.vh8ts5
title: Occurrence Download

description: A dataset containing 44725 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((-67.77323 60.7992,-127.85714 43.63237,-117.12787 21.81618,-88.51648 9.65634,-79.57542 6.7952,-78.86014 -19.67033,-73.13786 -24.31968,-75.999 -57.58042,-64.91209 -56.86513,-58.47453 -42.2018,-38.08891 -29.32667,-30.93606 -15.73626,-35.58541 1.07293,-59.18981 11.08691,-60.62038 21.45854,-55.97103 38.98302,-48.46054 59.72627,-67.77323 60.7992))",
 "Geometry POLYGON((-10.55045 46.13586,-23.78322 9.2987,-6.25874 0,7.68931 -3.57642,14.48452 -30.3996,32.00899 -39.34066,38.8042 -25.03497,52.03696 -26.46553,54.18282 -9.65634,49.17582 1.43057,68.13087 15.02098,84.58242 2.14585,90.66234 16.45155,97.45754 -4.64935,106.75624 -13.94805,114.98202 -14.66334,110.69031 -28.25375,114.62438 -39.34066,127.85714 -38.98302,138.58641 -40.05594,146.81219 -47.92408,155.75325 -41.84416,156.11089 -25.39261,151.81918 -16.80919,153.24975 -8.58342,132.50649 6.7952,127.14186 28.61139,158.25674 49.35465,162.19081 58.2957,151.46154 75.46254,5.54346 68.66733,-10.55045 46.13586))"
 ]
 },
 "OccurrenceStatus is Present",
 "TaxonKey is Gambusia holbrooki"
 ]
}

 The dataset includes 44725 records from 184 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012698-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q8e84v
title: Occurrence Download

description: A dataset containing 1153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ehrharta erecta",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1153 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012700-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rzqsy7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pangio longimanus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012699-250827131500795/datasets/export for details.
DOI: 10.15468/dl.6re2xr
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ehrharta erecta",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 103 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012701-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bf5mxp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cynoglossum officinale"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012703-250827131500795/datasets/export for details.
DOI: 10.15468/dl.8hr77h
title: Occurrence Download

description: A dataset containing 1398 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ehrharta erecta",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1398 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012702-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fh5vba
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cynoglossum officinale"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012705-250827131500795/datasets/export for details.
DOI: 10.15468/dl.rmck3h
title: Occurrence Download

description: A dataset containing 1033 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Grus monacha",
 "Year 2010-2025"
 ]
}

 The dataset includes 1033 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012706-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nywf8x
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hucho hucho)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 85 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012707-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17010831
title: Prediksi Minyak Sawit Indonesia
DOI: 10.5281/zenodo.17010832
title: Prediksi Minyak Sawit Indonesia
DOI: 10.7488/ds/7990
title: Videos of eMouseAtlas Models: Theiler Stage 11 (7.25-8 dpc)

description: A number of videos for each of the eMouseAtlas 3D mouse embryo models to show the overall form and in some cases selected anatomy. Each video is identified by the unique EMA ID with annotation if required. The videos labelled as "watermovies" are captured using the OPT system with the embryo spun on a longitudinal axis with no tissue clearing.
DOI: 10.15468/dl.aesghf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ehrharta longiflora",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012709-250827131500795/datasets/export for details.
DOI: 10.6084/m9.figshare.29995657
title: Bangladesh Wetland

description: The wetland subclasses in Bangladesh (flooded flat, mangrove, and marsh)
DOI: 10.6084/m9.figshare.29995657.v3
title: Bangladesh Wetland

description: The wetland subclasses in Bangladesh (flooded flat, mangrove, and marsh)
DOI: 10.6084/m9.figshare.29995657.v2
title: Bangladesh Wetland

description: The wetland subclasses in Bangladesh (flooded flat, mangrove, and marsh)
DOI: 10.15468/dl.cghzqg
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ehrharta longiflora",
 "Country is Spain",
 "HasCoordinate is true"
 ]
}

 The dataset includes 44 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012710-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dqbhcc
title: Occurrence Download

description: A dataset containing 8076 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ehrharta longiflora",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8076 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012708-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pdq55r
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cynoglossum officinale"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012711-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2gxy3k
title: Occurrence Download

description: A dataset containing 44725 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((-67.77323 60.7992,-127.85714 43.63237,-117.12787 21.81618,-88.51648 9.65634,-79.57542 6.7952,-78.86014 -19.67033,-73.13786 -24.31968,-75.999 -57.58042,-64.91209 -56.86513,-58.47453 -42.2018,-38.08891 -29.32667,-30.93606 -15.73626,-35.58541 1.07293,-59.18981 11.08691,-60.62038 21.45854,-55.97103 38.98302,-48.46054 59.72627,-67.77323 60.7992))",
 "Geometry POLYGON((-10.55045 46.13586,-23.78322 9.2987,-6.25874 0,7.68931 -3.57642,14.48452 -30.3996,32.00899 -39.34066,38.8042 -25.03497,52.03696 -26.46553,54.18282 -9.65634,49.17582 1.43057,68.13087 15.02098,84.58242 2.14585,90.66234 16.45155,97.45754 -4.64935,106.75624 -13.94805,114.98202 -14.66334,110.69031 -28.25375,114.62438 -39.34066,127.85714 -38.98302,138.58641 -40.05594,146.81219 -47.92408,155.75325 -41.84416,156.11089 -25.39261,151.81918 -16.80919,153.24975 -8.58342,132.50649 6.7952,127.14186 28.61139,158.25674 49.35465,162.19081 58.2957,151.46154 75.46254,5.54346 68.66733,-10.55045 46.13586))"
 ]
 },
 "OccurrenceStatus is Present",
 "TaxonKey is Gambusia holbrooki"
 ]
}

 The dataset includes 44725 records from 184 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012712-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.352yku
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aspidoras brunneus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012713-250827131500795/datasets/export for details.
DOI: 10.15468/dl.ggncs3
title: Occurrence Download

description: A dataset containing 251 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ehrharta longiflora",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 251 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012714-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nk5ctn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cynoglossum officinale"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012715-250827131500795/datasets/export for details.
DOI: 10.15468/dl.8dmbec
title: Occurrence Download

description: A dataset containing 1162 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cynoglossum clandestinum"
 ]
}

 The dataset includes 1162 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012716-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.28vg67
title: Occurrence Download

description: A dataset containing 140 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hypopomus artedi)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 140 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012717-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8bpme6
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ehrharta pusilla",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012718-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.usd5sh
title: Occurrence Download

description: A dataset containing 1718 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cynoglossum dioscoridis"
 ]
}

 The dataset includes 1718 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012719-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c4f7hk
title: Occurrence Download

description: A dataset containing 260 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ehrharta villosa",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 260 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012720-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nxjtbd
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ehrharta villosa",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 30 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012721-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4mxbr3
title: Occurrence Download

description: A dataset containing 845 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Entosphenus tridentatus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 845 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012722-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xvdv2d
title: Occurrence Download

description: A dataset containing 271 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Kronopolites"
 ]
}

 The dataset includes 271 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012723-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.frr7zg
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kenya",
 "Geometry POLYGON((36.66954739198226 -3.2535671878821617,40.66954739198226 -3.2535671878821617,40.66954739198226 0.7464328121178383,36.66954739198226 0.7464328121178383,36.66954739198226 -3.2535671878821617))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Connochaetes taurinus",
 "Year 1812-1927"
 ]
}

 The dataset includes 19 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012725-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t273aq
title: Occurrence Download

description: A dataset containing 2893 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Desmodium glabellum"
 ]
}

 The dataset includes 2893 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012724-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hdrvdq
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleusine indica",
 "Country is Azerbaijan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012727-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.48rwga
title: Occurrence Download

description: A dataset containing 229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleusine indica",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 229 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012728-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.85j4dp
title: Occurrence Download

description: A dataset containing 2907 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleusine indica",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2907 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012726-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pcv8xc
title: Occurrence Download

description: A dataset containing 141 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Desmodium marilandicum"
 ]
}

 The dataset includes 141 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012730-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a2tjc2
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Polylobosoma"
 ]
}

 The dataset includes 27 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012731-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uadsxy
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sicyopterus marquesensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012732-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hy6ycc
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleusine indica",
 "Country is Bhutan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012734-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zby74g
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleusine indica",
 "Country is Belize",
 "HasCoordinate is true"
 ]
}

 The dataset includes 36 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012733-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.drma6n
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleusine indica",
 "Country is Bosnia and Herzegovina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012735-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.