cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.n4u2h2
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aechmea costantinii (Mez) L.B.Sm."
 ]
}

 The dataset includes 69 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001822-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.arsgyf
title: Occurrence Download

description: A dataset containing 7011 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Isurus oxyrinchus Rafinesque, 1810",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7011 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037768-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k6f3ym
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "Geometry POLYGON((7.54887 47.5909,9.5364 47.5909,9.5364 49.00646,7.54887 49.00646,7.54887 47.5909))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Myotis bechsteinii (Kuhl, 1817)"
 ]
}

 The dataset includes 26 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015476-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.va7pch
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is China",
 "Country is Chinese Taipei"
 ]
 },
 "TaxonKey is Dendrobium crumenatum Sw."
 ]
}

 The dataset includes 22 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0224793-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nfkhlp
title: Occurrence Download

description: A dataset containing 1678 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Hordeum pusillum Nutt.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1678 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003610-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ej2y3
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex ×mithala Callmé"
 ]
}

 The dataset includes 12 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122238-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4c3bar
title: Occurrence Download

description: A dataset containing 436204 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Material citation",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Occurrence evidence",
 "BasisOfRecord is Material sample"
 ]
 },
 "TaxonKey is Rhododendron L."
 ]
}

 The dataset includes 436204 records from 949 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0274793-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2m6cks
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Impatiens hengduanensis Y.L.Chen"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032907-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pnfxff
title: Occurrence Download

description: A dataset containing 280722 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1000-2018",
 "Geometry POLYGON ((172.7490234375 -40.94671366508001, 173.3642578125 -41.27780646738182, 174.4189453125 -40.91351257612757, 174.5068359375 -41.80407814427234, 172.705078125 -43.35713822211053, 173.2763671875 -43.67581809328341, 172.9248046875 -43.96119063892024, 172.265625 -43.92954993561458, 171.0791015625 -45.02695045318544, 170.90332031249997 -45.85941212790754, 168.92578125 -46.8000594467873, 167.87109375 -46.28622391806706, 166.728515625 -46.22545288226937, 166.1572265625 -45.644768217751924, 168.310546875 -43.86621800655639, 170.68359375 -42.779275360241904, 171.6064453125 -41.54147766679028, 172.0458984375 -40.88029480552823, 172.705078125 -40.44694705960048, 172.7490234375 -40.94671366508001))",
 "HasCoordinate is true",
 "TaxonKey is Aves",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 280722 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010946-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dad2ba
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ipomoea garckeana Vatke"
 ]
}

 The dataset includes 32 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033070-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yd8jxg
title: Occurrence Download

description: A dataset containing 2478 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Capnoides sempervirens (L.) Borkh.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2478 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0142018-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1te7lp
title: Occurrence Download

description: A dataset containing 183 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Podocarpus nagi (Thunb.) Pilg."
 ]
}

 The dataset includes 183 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010946-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dcr33f
title: Occurrence Download

description: A dataset containing 1261 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prionailurus bengalensis (Kerr, 1792)"
 ]
}

 The dataset includes 1261 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0138674-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kz9qmm
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Jamesbrittenia ramosissima (Hiern) Hilliard"
 ]
}

 The dataset includes 109 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032914-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5bfqo0
title: Occurrence Download

description: A dataset containing 40500 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Alchemilla glabra Neygenf."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 40500 records from 148 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010946-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3gh8ea
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isoetes dixitii Shende"
 ]
}

 The dataset includes 33 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032994-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xsndkj
title: Occurrence Download

description: A dataset containing 3096 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Duttaphrynus melanostictus (Schneider, 1799)"
 ]
}

 The dataset includes 3096 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106416-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rzxofq
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Diclidurus albus Wied-Neuwied, 1820"
 ]
}

 The dataset includes 108 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010946-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cprnwq
title: Occurrence Download

description: A dataset containing 19311 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Archips podana (Scopoli, 1763)"
 ]
}

 The dataset includes 19311 records from 158 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0344938-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rnay6k
title: Occurrence Download

description: A dataset containing 367 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acanthocladus dichromus (Steud.) J.F.B.Pastore"
 ]
}

 The dataset includes 367 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033092-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aw0qid
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aphelandra heydeana Donn.Sm."
 ]
}

 The dataset includes 42 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010946-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7gvr4k
title: Occurrence Download

description: A dataset containing 18623 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-9949.0",
 "Geometry POLYGON((-171.73828 5.625,-44.12109 5.625,-44.12109 78.39844,-171.73828 78.39844,-171.73828 5.625))",
 "TaxonKey is Canis latrans Say, 1823"
 ]
}

 The dataset includes 18623 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0197471-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jsas3d
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cydia pyrivora (Danilevsky, 1947)"
 ]
}

 The dataset includes 85 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033039-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kfxcd2
title: Occurrence Download

description: A dataset containing 6404922 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "MediaType is Image",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6404922 records from 246 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010946-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.68mn8m
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Indigofera pinnata (Burm.f.) J.F.B.Pastore & Agust.Martinez"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033043-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7zvf87
title: Occurrence Download

description: A dataset containing 1462266 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Branta canadensis (Linnaeus, 1758)",
 "Year is 2019"
 ]
}

 The dataset includes 1462266 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0221708-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fkhtxa
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Eugenia underwoodii Britton",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010947-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7tbmnu
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Veronica carstensensis Wernham"
 ]
}

 The dataset includes 13 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133885-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kt3kxm
title: Occurrence Download

description: A dataset containing 203 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pavlova lutheri (Droop) J.C.Green",
 "HasCoordinate is true"
 ]
}

 The dataset includes 203 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0142042-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.819liz
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-89.14723 -34.25579,-52.85277 -34.25579,-52.85277 -19.74421,-89.14723 -19.74421,-89.14723 -34.25579))",
 "HasCoordinate is true",
 "TaxonKey is Eriosyce esmeraldana (F.Ritter) Katt.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010947-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bk95cz
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alyssum anatolicum Hausskn. ex Nyár."
 ]
}

 The dataset includes 28 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033101-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k5rgfa
title: Occurrence Download

description: A dataset containing 451 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Litchi chinensis Sonn.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 451 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0142037-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4t1ewd
title: Occurrence Download

description: A dataset containing 11516 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Alchemilla micans Buser"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11516 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010948-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8pun6f
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Justicia niassensis Vollesen"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032929-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6wzuhq
title: Occurrence Download

description: A dataset containing 3620 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hymenophyllum cupressiforme Labill.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3620 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0142047-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d6vh4v
title: Occurrence Download

description: A dataset containing 706524 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pieris brassicae (Linnaeus, 1758)"
 ]
}

 The dataset includes 706524 records from 593 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010948-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15225293
title: RAM-SCB Autoencoder and Dataset

description: ram_scb_autoencoder==============================

An autoencoder model for the RAM-SCB inner magnetosphere model.

Project Organization------------

    ├── README.md          <- The top-level README for developers using this project.    ├── data    │   ├── processed      <- The final, canonical data sets for modeling.    ├── models             <- Trained and serialized models, model predictions, or model summaries    ├── src                     <- Source code for training and visualization

Data----

dates_*.npy                <- the datetime objects of the test,validation and training datasets.log_*.npy                  <- Inputs into the model (unscaled).lstm_input*.npy            <- Inputs into the lstm before sequencing.*_enc.npy                  <- Data after encoding using the autoencoder.*_enc_oae.npy              <- Data after encoding using the orthogonal autoencoder.rope_ae_*                  <- The outputs of the rope using autoencoder.rope_oae_*                 <- The outputs of the rope using orthogonal autoencoder.

Models------

autoencoder_bo_best.keras <- Autoencoder model.autoencoder_ortho_decoder.keras <- Decoder for the orthogonal autoencoder.autoencoder_ortho_encoder.keras <- Encoder for the orthogonal autoencoder.rope_ae_resnet*.keras           <- A single LSTM+Resnet model of the ROPE.rope_oae_*.keras                <- A single LSTM+ResNet model of the OAEROPE.
DOI: 10.5281/zenodo.15225294
title: RAM-SCB Autoencoder and Dataset

description: ram_scb_autoencoder==============================

An autoencoder model for the RAM-SCB inner magnetosphere model.

Project Organization------------

    ├── README.md          <- The top-level README for developers using this project.    ├── data    │   ├── processed      <- The final, canonical data sets for modeling.    ├── models             <- Trained and serialized models, model predictions, or model summaries    ├── src                     <- Source code for training and visualization

Data----

dates_*.npy                <- the datetime objects of the test,validation and training datasets.log_*.npy                  <- Inputs into the model (unscaled).lstm_input*.npy            <- Inputs into the lstm before sequencing.*_enc.npy                  <- Data after encoding using the autoencoder.*_enc_oae.npy              <- Data after encoding using the orthogonal autoencoder.rope_ae_*                  <- The outputs of the rope using autoencoder.rope_oae_*                 <- The outputs of the rope using orthogonal autoencoder.

Models------

autoencoder_bo_best.keras <- Autoencoder model.autoencoder_ortho_decoder.keras <- Decoder for the orthogonal autoencoder.autoencoder_ortho_encoder.keras <- Encoder for the orthogonal autoencoder.rope_ae_resnet*.keras           <- A single LSTM+Resnet model of the ROPE.rope_oae_*.keras                <- A single LSTM+ResNet model of the OAEROPE.
DOI: 10.15468/dl.f27aft
title: Occurrence Download

description: A dataset containing 1512208412 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is EOD – eBird Observation Dataset"
 ]
}

 The dataset includes 1512208412 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000758-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9hn2p8
title: Occurrence Download

description: A dataset containing 28720 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Asparagus asparagoides (L.) Druce"
 ]
}

 The dataset includes 28720 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0362087-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.