cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.5536995
title: Galaxy Zoo DECaLS: Trained Representations

description: These representations predate Zoobot 2.0 - you may find better performance with those more recent models. See the Zoobot github repository and HuggingFace.

Image representations are lower-dimensional summaries convenient for machine learning searches, predictions, clustering, etc.

This archive includes representations of galaxy images for subsets of DECaLS DR5 and SDSS. It also includes some further data useful for reproducing a series of practical experiments using those representations (see W+22, bottom of this page). 

Representations

The representations are calculated with a CNN trained to predict volunteer answers to Galaxy Zoo DECaLS questions with the code "Zoobot", introduced in W+21 (bottom of this page). The weights of this CNN are available via the Zoobot github repository, currently under the checkpoint folder data/pretrained_models/decals_dr_trained_on_all_labelled_m0. See W+21 for details.

The most significant file is "cnn_features_decals.parquet". This file contains the representations calculated for the approx. 340k GZ DECaLS galaxies. See W+21 for a description of GZD-5. Galaxies can be crossmatched to other catalogues (e.g. the GZ DECaLS catalogue) by iauname.

"cnn_features_gz2.parquet" is the representations calculated by the *same* model, i.e. without retraining on labelled SDSS GZ2 images, for the approx 240k images classifed in Galaxy Zoo 2 (Willet 2013). These are still fairly good (see W+22), implying the CNN can sometimes generalise well to slightly different surveys. However, they could likely be improved by using a model trained on GZ2 directly. The Zoobot code makes this straightforward. The galaxies can be cross-matched to the Galaxy Zoo 2 catalogues on the "id_str" column, which is equal to the GZ2 objid (e.g. "588018090547020096").

Confused about .parquet? Think of it as a csv that's very fast to load. Load them like so:

import pandas as pd

df = pd.read_parquet(parquet_loc)

You might like to check zoobot.readthedocs.io for guidance on the CNN weights and a pair of ring galaxy catalogues.

References

Please cite one or both of these papers if you use this dataset. The labels and trained model come from W+21, while the representations were created in W+22.

W+21: https://arxiv.org/abs/2102.08414, Galaxy Zoo DECaLS: Detailed Visual Morphology Measurements from Volunteers and Deep Learning for 314,000 Galaxies

W+22: https://arxiv.org/abs/2110.12735, Practical Morphology Tools from Deep Supervised Representation Learning

 
description: MW and AMS gratefully acknowledge support from the Alan Turing Institute, grant reference EP/V030302/1.
DOI: 10.5281/zenodo.5536996
title: Galaxy Zoo DECaLS: Trained Representations

description: These representations predate Zoobot 2.0 - you may find better performance with those more recent models. See the Zoobot github repository and HuggingFace.

Image representations are lower-dimensional summaries convenient for machine learning searches, predictions, clustering, etc.

This archive includes representations of galaxy images for subsets of DECaLS DR5 and SDSS. It also includes some further data useful for reproducing a series of practical experiments using those representations (see W+22, bottom of this page). 

Representations

The representations are calculated with a CNN trained to predict volunteer answers to Galaxy Zoo DECaLS questions with the code "Zoobot", introduced in W+21 (bottom of this page). The weights of this CNN are available via the Zoobot github repository, currently under the checkpoint folder data/pretrained_models/decals_dr_trained_on_all_labelled_m0. See W+21 for details.

The most significant file is "cnn_features_decals.parquet". This file contains the representations calculated for the approx. 340k GZ DECaLS galaxies. See W+21 for a description of GZD-5. Galaxies can be crossmatched to other catalogues (e.g. the GZ DECaLS catalogue) by iauname.

"cnn_features_gz2.parquet" is the representations calculated by the *same* model, i.e. without retraining on labelled SDSS GZ2 images, for the approx 240k images classifed in Galaxy Zoo 2 (Willet 2013). These are still fairly good (see W+22), implying the CNN can sometimes generalise well to slightly different surveys. However, they could likely be improved by using a model trained on GZ2 directly. The Zoobot code makes this straightforward. The galaxies can be cross-matched to the Galaxy Zoo 2 catalogues on the "id_str" column, which is equal to the GZ2 objid (e.g. "588018090547020096").

Confused about .parquet? Think of it as a csv that's very fast to load. Load them like so:

import pandas as pd

df = pd.read_parquet(parquet_loc)

You might like to check zoobot.readthedocs.io for guidance on the CNN weights and a pair of ring galaxy catalogues.

References

Please cite one or both of these papers if you use this dataset. The labels and trained model come from W+21, while the representations were created in W+22.

W+21: https://arxiv.org/abs/2102.08414, Galaxy Zoo DECaLS: Detailed Visual Morphology Measurements from Volunteers and Deep Learning for 314,000 Galaxies

W+22: https://arxiv.org/abs/2110.12735, Practical Morphology Tools from Deep Supervised Representation Learning

 
description: MW and AMS gratefully acknowledge support from the Alan Turing Institute, grant reference EP/V030302/1.
DOI: 10.15468/dl.vk4vcx
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dryocosmus kuriphilus Yasumatsu, 1951)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Geometry POLYGON ((133.4364 45.60469, 133.8613 46.24775, 134.6958 47.62485, 134.7523 47.71543, 134.6809 48.21045, 134.6652 48.25391, 134.5636 48.32173, 125.649 53.04229, 125.2256 53.16582, 125.075 53.20366, 123.6078 53.54653, 86.88594 49.09058, 83.02949 47.18594, 73.9916 40.04312, 73.93877 39.97881, 73.63164 39.44888, 73.60732 39.2292, 73.69609 38.8543, 73.7541 38.69893, 74.37617 37.13735, 78.75781 31.30249, 81.11035 30.03682, 85.9541 27.92822, 85.99453 27.9104, 100.1477 21.48052, 109.0299 18.36777, 109.5193 18.21826, 109.5896 18.22632, 109.6811 18.24712, 110.0202 18.41626, 110.0674 18.44756, 116.4707 22.9459, 117.417 23.621, 119.8209 25.45698, 121.61 28.29214, 133.1135 45.13071, 133.4364 45.60469))",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than 1000"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001204-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7jqdp3
title: Occurrence Download

description: A dataset containing 839638589 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2000-2025"
 ]
}

 The dataset includes 839638589 records from 29992 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001187-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-181819
title: Yevanhelʹsʹkyy̆ holos = Evangelical Voice, 2000, no. 1 (2000 January-March), whole no. 129

description: [description english/roman)] Yevanhelʹsʹkyy̆ holos, 2000, no. 1 (2000 sichenʹ-berezenʹ), obshchiy no. 129 = Evangelical Voice, 2000, no. 1 (2000 January-March), whole no. 129. Journal (magazine) of the Evangelist Churches in the Ukraine and the Slavic Pentecostal Church Canada and the U.S.A.
DOI: 10.15468/dl.peh7sh
title: Occurrence Download

description: A dataset containing 230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-78.36182 -47.63916,-76.0669 -53.93799,-67.66113 -57.48535,-56.48682 -53.10791,-47.75208 -26.48499,-49.37653 -24.21051,-49.5221 -22.99378,-51.0846 -22.70081,-53.39173 -22.40784,-54.27063 -23.86047,-55.11963 -23.66455,-55.44068 -22.03735,-57.78443 -21.9397,-57.61353 -20.81665,-58.04932 -19.51416,-60.1001 -18.78174,-61.90003 -19.50256,-62.81372 -21.30493,-64.49829 -22.18384,-66.52466 -21.67114,-67.35474 -22.55005,-67.88147 -21.67542,-67.96692 -19.99085,-69.11255 -17.52075,-69.91455 -17.41455,-70.45166 -18.39111,-78.36182 -47.63916))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Telmatoblechnum Perrie, D.J.Ohlsen & Brownsey"
 ]
}

 The dataset includes 230 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120149-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ray5k
title: Occurrence Download

description: A dataset containing 853 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Senecio crassiflorus (Poir.) DC."
 ]
}

 The dataset includes 853 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015706-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-181807
title: Yevanhelʹsʹkyy̆ holos = Evangelical Voice, 2000, no. 1 (2000 January-March), whole no. 129

description: [description english/roman)] Yevanhelʹsʹkyy̆ holos, 2000, no. 1 (2000 sichenʹ-berezenʹ), obshchiy no. 129 = Evangelical Voice, 2000, no. 1 (2000 January-March), whole no. 129. Journal (magazine) of the Evangelist Churches in the Ukraine and the Slavic Pentecostal Church Canada and the U.S.A.
DOI: 10.15468/dl.8jqdpr
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Guenthera elongata subsp. subscaposa (Maire & Weiller) Gómez-Campo"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045348-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-181815
title: Yevanhelʹsʹkyy̆ holos = Evangelical Voice, 2000, no. 1 (2000 January-March), whole no. 129

description: [description english/roman)] Yevanhelʹsʹkyy̆ holos, 2000, no. 1 (2000 sichenʹ-berezenʹ), obshchiy no. 129 = Evangelical Voice, 2000, no. 1 (2000 January-March), whole no. 129. Journal (magazine) of the Evangelist Churches in the Ukraine and the Slavic Pentecostal Church Canada and the U.S.A.
DOI: 10.15468/dl.suhrx6
title: Occurrence Download

description: A dataset containing 280 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Senecio blochmaniae Greene"
 ]
}

 The dataset includes 280 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015703-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mg5nga
title: Occurrence Download

description: A dataset containing 1316395 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mergus merganser Linnaeus, 1758, Meripilus giganteus (Pers.) P.Karst., Marasmodes fasciculata S.Ortiz)",
 "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 1316395 records from 440 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0321800-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-181535
title: Yevanhelʹsʹkyy̆ holos = Evangelical Voice, 1998, no. 2 (1998 April-June), whole no. 122

description: [description english/roman)] Yevanhelʹsʹkyy̆ holos, 1998, no. 2 (1998 kvitenʹ-chervenʹ), obshchiy no. 122 = Evangelical Voice, 1998, no. 2 (1998 April-June), whole no. 122. Journal (magazine) of the Evangelist Churches in the Ukraine and the Slavic Pentecostal Church Canada and the U.S.A.
DOI: 10.15468/dl.ptstcj
title: Occurrence Download

description: A dataset containing 1303 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lamna nasus (Bonnaterre, 1788)"
 ]
}

 The dataset includes 1303 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015700-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p9wufs
title: Occurrence Download

description: A dataset containing 4437 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nasua nasua (Linnaeus, 1766)"
 ]
}

 The dataset includes 4437 records from 164 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120168-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-181740
title: Yevanhelʹsʹkyy̆ holos = Evangelical Voice, 1999, no. 4 (1999 October-December), whole no. 128

description: [description english/roman)] Yevanhelʹsʹkyy̆ holos, 1999, no. 4 (1999 zhovtenʹ-hrudenʹ), obshchiy no. 128 = Evangelical Voice, 1999, no. 8 (1999 October-December), whole no. 128. Journal (magazine) of the Evangelist Churches in the Ukraine and the Slavic Pentecostal Church Canada and the U.S.A.
DOI: 10.15468/dl.whjyvw
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Odontotrigona Moure, 1961"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001903-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-181736
title: Yevanhelʹsʹkyy̆ holos = Evangelical Voice, 1999, no. 4 (1999 October-December), whole no. 128

description: [description english/roman)] Yevanhelʹsʹkyy̆ holos, 1999, no. 4 (1999 zhovtenʹ-hrudenʹ), obshchiy no. 128 = Evangelical Voice, 1999, no. 8 (1999 October-December), whole no. 128. Journal (magazine) of the Evangelist Churches in the Ukraine and the Slavic Pentecostal Church Canada and the U.S.A.
DOI: 10.15468/dl.259s6t
title: Occurrence Download

description: A dataset containing 222 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stolothrissa tanganicae Regan, 1917"
 ]
}

 The dataset includes 222 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0340412-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jk37nj
title: Occurrence Download

description: A dataset containing 12787 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lissachatina fulica (Bowdich, 1822))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than or equal to 20000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 12787 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010750-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sv6qrv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Poropuntius burtoni (Mukerji, 1933)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0340452-210914110416597/datasets/export for details.
DOI: 10.25549/pcra-c14-181759
title: Yevanhelʹsʹkyy̆ holos = Evangelical Voice, 1999, no. 4 (1999 October-December), whole no. 128

description: [description english/roman)] Yevanhelʹsʹkyy̆ holos, 1999, no. 4 (1999 zhovtenʹ-hrudenʹ), obshchiy no. 128 = Evangelical Voice, 1999, no. 8 (1999 October-December), whole no. 128. Journal (magazine) of the Evangelist Churches in the Ukraine and the Slavic Pentecostal Church Canada and the U.S.A.
DOI: 10.15468/dl.w9ja5b
title: Occurrence Download

description: A dataset containing 381 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ostrea chilensis Küster, 1844"
 ]
}

 The dataset includes 381 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011480-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dm36sa
title: Occurrence Download

description: A dataset containing 36477 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bombus distinguendus Morawitz, 1869"
 ]
}

 The dataset includes 36477 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120187-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-181783
title: Yevanhelʹsʹkyy̆ holos = Evangelical Voice, 2000, no. 1 (2000 January-March), whole no. 129

description: [description english/roman)] Yevanhelʹsʹkyy̆ holos, 2000, no. 1 (2000 sichenʹ-berezenʹ), obshchiy no. 129 = Evangelical Voice, 2000, no. 1 (2000 January-March), whole no. 129. Journal (magazine) of the Evangelist Churches in the Ukraine and the Slavic Pentecostal Church Canada and the U.S.A.
DOI: 10.25549/pcra-c14-181682
title: Yevanhelʹsʹkyy̆ holos = Evangelical Voice, 1999, no. 1 (1999 January-March), whole no. 125

description: [description english/roman)] Yevanhelʹsʹkyy̆ holos, 1999, no. 1 (1999 sichenʹ-berezenʹ), obshchiy no. 125 = Evangelical Voice, 1999, no. 1 (1999 January-March), whole no. 125. Journal (magazine) of the Evangelist Churches in the Ukraine and the Slavic Pentecostal Church Canada and the U.S.A.
DOI: 10.15468/dl.5pd2u8
title: Occurrence Download

description: A dataset containing 11425 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microtus mexicanus (Saussure, 1861)"
 ]
}

 The dataset includes 11425 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005247-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mpv94a
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Apistogramma martini Römer, Hahn, Römer, Soares & Wöhler, 2003"
 ]
}

 The dataset includes 84 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0340450-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-181397
title: Yevanhelʹsʹkyy̆ holos = Evangelical Voice, 1994, no. 1 (1994 January-February), whole no. 103

description: [description english/roman)] Yevanhelʹsʹkyy̆ holos, 1994, no. 1 (1994 sichenʹ-lyutyy̆), obshchiy no. 103 = Evangelical Voice, 1994, no. 1 (1994 January-February), whole no. 103. Journal (magazine) of the Evangelist Churches in the Ukraine and the Slavic Pentecostal Church Canada and the U.S.A.
DOI: 10.15468/dl.b6p5ry
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Zimbabwe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Apis mellifera Linnaeus, 1758"
 ]
}

 The dataset includes 110 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015688-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cgs7vq
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mylochromis mollis (Trewavas, 1935)"
 ]
}

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0340436-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-181597
title: Yevanhelʹsʹkyy̆ holos = Evangelical Voice, 1998, no. 3 (1998 July September), whole no. 123

description: [description english/roman)] Yevanhelʹsʹkyy̆ holos, 1998, no. 3 (1998 lypenʹ-veresenʹ), obshchiy no. 123 = Evangelical Voice, 1998, no. 3 (1998 July-September), whole no. 123. Journal (magazine) of the Evangelist Churches in the Ukraine and the Slavic Pentecostal Church Canada and the U.S.A.
DOI: 10.15468/dl.5fyjxh
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is one of (Russian Federation, Serbia, Germany)",
 "TaxonKey is Platycheirus complicatus (Becker, 1889)"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001904-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nh7jvz
title: Occurrence Download

description: A dataset containing 315 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pseudoplatystoma fasciatum (Linnaeus, 1766)"
 ]
}

 The dataset includes 315 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120196-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-181642
title: Yevanhelʹsʹkyy̆ holos = Evangelical Voice, 1999, no. 1 (1999 January-March), whole no. 125

description: [description english/roman)] Yevanhelʹsʹkyy̆ holos, 1999, no. 1 (1999 sichenʹ-berezenʹ), obshchiy no. 125 = Evangelical Voice, 1999, no. 1 (1999 January-March), whole no. 125. Journal (magazine) of the Evangelist Churches in the Ukraine and the Slavic Pentecostal Church Canada and the U.S.A.