cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14712542
title: Data, code, and model weights for "Insights on Galaxy Evolution from Interpretable Sparse Feature Networks"

description: Overview

This repository contains data, code, and model weights for reproducing the main results of the paper, Insights on Galaxy Evolution from Interpretable Sparse Feature Networks (see arXiv preprint). Specifically, we provide data files (images-sdss.tar.gz and galaxies.csv), a snapshot of the code base (sparse-feature-networks v1.0.0), and model weights (resnet18-topk_4-metallicity.pth, resnet18-topk_4-bpt_lines.pth). These are described in detail below.

Data

galaxies.csv is the main galaxy sample after we have issued the cuts described in the paper (250,224 rows). We include 30 columns queried from the SDSS galSpecInfo, galSpecLine, and galSpecExtra tables: 

objID (int64)
DR7ObjID (int64)
specObjID (int64)
ra (float32)
dec (float32)
z (float32)
zErr (float32)
velDisp (float32)
velDispErr (float32)
modelMag_u (float32)
modelMag_g (float32)
modelMag_r (float32)
modelMag_i (float32)
modelMag_z (float32)
petroMag_r (float32)
petroR50_r (float32)
petroR90_r (float32)
bptclass (int32)
oh_p50 (float32)
lgm_tot_p50 (float32)
sfr_tot_p50 (float32)
nii_6584_flux (float32)
nii_6584_flux_err (float32)
h_alpha_flux (float32)
h_alpha_flux_err (float32)
oiii_5007_flux (float32)
oiii_5007_flux_err (float32)
h_beta_flux (float32)
h_beta_flux_err (float32)
reliable (int32)

images-sdss.tar.gz is a compressed directory containing 250,224 image cutouts from the DESI Legacy Imaging Surveys viewer. Each cutout was generated using the RESTful call http://legacysurvey.org/viewer/cutout.jpg?ra={ra}&dec={dec}&pixscale=0.262&layer=sdss&size=160 where the ra and dec are directly taken from galaxies.csv. Each image is name using the format {objID}.jpg, again taken from galaxies.csv.

Code

The code is a snapshot of https://github.com/jwuphysics/sparse-feature-networks at v1.0.0. After unpacking the images and moving them into the ./data directory, the directory structure should look like:

./
├── data/
│   ├── images-sdss/
│   └── galaxies.csv
├── model/
├── results/
└── src/
    ├── config.py          
    ├── dataloader.py     
    ├── model.py         
    ├── main.py             
    └── trainer.py 

In order to run the analysis and reproduce the main results of the paper, you must create the software environment first:

pip install torch fastai numpy pandas matplotlib cmasher tqdm


and then simply run python src/main.py.

Models

The trained model weghts (resnet18-topk_4-metallicity.pth, resnet18-topk_4-bpt_lines.pth) are provided here for reproducing the exact results from the paper. These are compatible with the ResNet18TopK class defined in src/model.py, and the weights can be stored in the ./model directory.

Alternatively, you can train your own models (i.e. by using the functions defined in src/trainer.py) and save them natively with Pytorch.
DOI: 10.5281/zenodo.14712541
title: Data, code, and model weights for "Insights on Galaxy Evolution from Interpretable Sparse Feature Networks"

description: Overview

This repository contains data, code, and model weights for reproducing the main results of the paper, Insights on Galaxy Evolution from Interpretable Sparse Feature Networks (see arXiv preprint). Specifically, we provide data files (images-sdss.tar.gz and galaxies.csv), a snapshot of the code base (sparse-feature-networks v1.0.0), and model weights (resnet18-topk_4-metallicity.pth, resnet18-topk_4-bpt_lines.pth). These are described in detail below.

Data

galaxies.csv is the main galaxy sample after we have issued the cuts described in the paper (250,224 rows). We include 30 columns queried from the SDSS galSpecInfo, galSpecLine, and galSpecExtra tables: 

objID (int64)
DR7ObjID (int64)
specObjID (int64)
ra (float32)
dec (float32)
z (float32)
zErr (float32)
velDisp (float32)
velDispErr (float32)
modelMag_u (float32)
modelMag_g (float32)
modelMag_r (float32)
modelMag_i (float32)
modelMag_z (float32)
petroMag_r (float32)
petroR50_r (float32)
petroR90_r (float32)
bptclass (int32)
oh_p50 (float32)
lgm_tot_p50 (float32)
sfr_tot_p50 (float32)
nii_6584_flux (float32)
nii_6584_flux_err (float32)
h_alpha_flux (float32)
h_alpha_flux_err (float32)
oiii_5007_flux (float32)
oiii_5007_flux_err (float32)
h_beta_flux (float32)
h_beta_flux_err (float32)
reliable (int32)

images-sdss.tar.gz is a compressed directory containing 250,224 image cutouts from the DESI Legacy Imaging Surveys viewer. Each cutout was generated using the RESTful call http://legacysurvey.org/viewer/cutout.jpg?ra={ra}&dec={dec}&pixscale=0.262&layer=sdss&size=160 where the ra and dec are directly taken from galaxies.csv. Each image is name using the format {objID}.jpg, again taken from galaxies.csv.

Code

The code is a snapshot of https://github.com/jwuphysics/sparse-feature-networks at v1.0.0. After unpacking the images and moving them into the ./data directory, the directory structure should look like:

./
├── data/
│   ├── images-sdss/
│   └── galaxies.csv
├── model/
├── results/
└── src/
    ├── config.py          
    ├── dataloader.py     
    ├── model.py         
    ├── main.py             
    └── trainer.py 

In order to run the analysis and reproduce the main results of the paper, you must create the software environment first:

pip install torch fastai numpy pandas matplotlib cmasher tqdm


and then simply run python src/main.py.

Models

The trained model weghts (resnet18-topk_4-metallicity.pth, resnet18-topk_4-bpt_lines.pth) are provided here for reproducing the exact results from the paper. These are compatible with the ResNet18TopK class defined in src/model.py, and the weights can be stored in the ./model directory.

Alternatively, you can train your own models (i.e. by using the functions defined in src/trainer.py) and save them natively with Pytorch.
DOI: 10.25345/c5h708c4r
title: MassIVE MSV000096918 - Microglia regulate nucleus accumbens synaptic development and circuit function underlying threat avoidance behaviors
title: This study investigates how microglia impacts the synaptic development of the nucleus accumbens.
DOI: 10.15468/dl.v7xp9k
title: Occurrence Download

description: A dataset containing 2290 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepus saxatilis F.Cuvier, 1823"
 ]
}

 The dataset includes 2290 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002032-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xzn2db
title: Occurrence Download

description: A dataset containing 649209 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Papaver L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 649209 records from 3252 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002026-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tnymur
title: Occurrence Download

description: A dataset containing 1543 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Anolis mariarum Barbour, 1932"
 ]
}

 The dataset includes 1543 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007435-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3t5tfn
title: Occurrence Download

description: A dataset containing 180127 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-0.8519093 51.9682, -0.7032599 51.9682, -0.7032599 52.09435, -0.8519093 52.09435, -0.8519093 51.9682))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 180127 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007433-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8wbqac
title: Occurrence Download

description: A dataset containing 370 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-0.7150838 35.60086, -0.510879 35.60086, -0.510879 35.77591, -0.7150838 35.77591, -0.7150838 35.60086))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 370 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007436-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8y8h8j
title: Occurrence Download

description: A dataset containing 12483 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-0.8169772 51.23323, -0.6958837 51.23323, -0.6958837 51.3876, -0.8169772 51.3876, -0.8169772 51.23323))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 12483 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007437-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.56tdyf
title: Occurrence Download

description: A dataset containing 224622 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sida L."
 ]
}

 The dataset includes 224622 records from 1188 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007434-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6jpchq
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-0.6560162 35.17261, -0.5766872 35.17261, -0.5766872 35.225, -0.6560162 35.225, -0.6560162 35.17261))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007438-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v4fjrm
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Dalea cuatrecasasii Barneby"
 ]
}

 The dataset includes 43 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007440-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vc2jtw
title: Occurrence Download

description: A dataset containing 154 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Argentina, Bolivia (Plurinational State of), Peru)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Cumulopuntia boliviana subsp. boliviana, Cumulopuntia boliviana subsp. dactylifera (Vaupel) D.R.Hunt, Cumulopuntia boliviana subsp. echinacea (F.Ritter) D.R.Hunt, Cumulopuntia boliviana subsp. ignescens (Vaupel) D.R.Hunt, Cumulopuntia ignota (Britton & Rose) F.Ritter, Cumulopuntia iturbicola G.J.Charles, Cumulopuntia subterranea subsp. pulcherrima (Halda & Horácek) G.J.Charles, Cumulopuntia subterranea (R.E.Fr.) F.Ritter, Cumulopuntia tumida F.Ritter, Cumulopuntia zehnderi (Rauh & Backeb.) F.Ritter, Maihueniopsis archiconoidea F.Ritter, Maihueniopsis domeykoensis F.Ritter, Maihueniopsis glochidiata G.J.Charles, Maihueniopsis conoidea (Backeb.) F.Ritter, Maihueniopsis molfinoi Speg., Pterocactus araucanus A.Cast., Pterocactus australis (F.A.C.Weber) Backeb., Pterocactus gonjianii R.Kiesling, Pterocactus megliolii Kiesling, Pterocactus reticulatus Kiesling, Tephrocactus bonnieae (D.J.Ferguson & R.Kiesling) Stuppy, Tephrocactus geometricus (A.Cast.) Backeb., Tephrocactus halophilus (Speg.) Backeb., Tephrocactus paediophilus (A.Cast.) F.Ritter)"
 ]
}

 The dataset includes 154 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007442-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5kb2r3
title: Occurrence Download

description: A dataset containing 35290 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Lycaena dispar (Haworth, 1803)",
 "Year 1950-2024"
 ]
}

 The dataset includes 35290 records from 690 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007441-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f8b5ph
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Papilio bootes bootes"
 ]
}

 The dataset includes 40 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013077-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y4xh28
title: Occurrence Download

description: A dataset containing 5210 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carlia fusca (Duméril & Bibron, 1839)"
 ]
}

 The dataset includes 5210 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0262766-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rgbrct
title: Occurrence Download

description: A dataset containing 122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erysimum ibericum (Adams) DC.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 122 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082941-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6kg2f
title: Occurrence Download

description: A dataset containing 320 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Staehelina baetica DC."
 ]
}

 The dataset includes 320 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0219903-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ni6s1d
title: Occurrence Download

description: A dataset containing 1431 species occurrences available in GBIF matching the query:
{
 "and" : [
 "EventId is MGYA00167832",
 "DatasetKey is Amplicon sequencing of Tara Oceans DNA samples corresponding to size fractions for protists."
 ]
}

 The dataset includes 1431 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023142-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7gh3m8
title: Occurrence Download

description: A dataset containing 2256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Occurrence evidence, Human Observation, Material sample, Material citation, Specimen)",
 "Country is Spain",
 "DatasetKey is one of (Tercer Inventario Forestal Nacional. Ministerio de Agricultura, Alimentación y Medio Ambiente (España/Spain), FloraCAT: Banco de datos de los cormófitos de Cataluña, Sistema de Información de la vegetación Ibérica y Macaronésica, DIBA-Parc del Montnegre i el Corredor, CSIC-Real Jardín Botánico-Anthos. Sistema de Información de las Plantas de España, DIBA-Parc Natural del Montseny, Institut Botanic de Barcelona (IBB, CSIC-Ajuntament de Barcelona), BC-Plantae)",
 "Geometry POLYGON((0.69752 42.79625,0.62305 42.46754,0.39966 42.01866,0.32519 41.62227,0.31456 41.3034,0.63369 41.12735,0.37838 40.8141,0.89964 40.68516,1.03793 40.99902,2.32511 41.27942,3.43144 41.93958,3.26124 42.17652,3.49527 42.32613,3.26124 42.45184,1.94214 42.44399,0.69752 42.79625))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ulex parviflorus Pourr."
 ]
}

 The dataset includes 2256 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082909-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4byk7n
title: Occurrence Download

description: A dataset containing 1215 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diabrotica virgifera LeConte, 1868"
 ]
}

 The dataset includes 1215 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0324557-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wazdli
title: Occurrence Download

description: A dataset containing 14115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Anillamiento SEO_Bird ringing",
 "HasCoordinate is true",
 "TaxonKey is Otus scops (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 14115 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023151-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xrjk6z
title: Occurrence Download

description: A dataset containing 16425 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erysimum cheiri (L.) Crantz",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 16425 records from 352 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082913-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e6dnh5
title: Occurrence Download

description: A dataset containing 275 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrocalamus giganteus Munro"
 ]
}

 The dataset includes 275 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0259203-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ezayco
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Papilio castor castor"
 ]
}

 The dataset includes 54 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013089-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4hc3pn
title: Occurrence Download

description: A dataset containing 1190 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.42_1",
 "PublishingOrg is 1e26a630-7203-11dc-a0d8-b8a03c50a862"
 ]
}

 The dataset includes 1190 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012632-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.neyj23
title: Occurrence Download

description: A dataset containing 283 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erysimum crassistylum C.Presl.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 283 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082918-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ksuh4v
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Decachaeta pyramidalis (B.L.Rob.) Sundberg, R.S.Cowan & B.L.Turner"
 ]
}

 The dataset includes 71 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153722-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gqbctx
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Croton polytomus Urb."
 ]
}

 The dataset includes 66 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153723-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rs5ylo
title: Occurrence Download

description: A dataset containing 4370 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Madagascar",
 "TaxonKey is Ephemeroptera"
 ]
}

 The dataset includes 4370 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005603-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdqy34
title: Occurrence Download

description: A dataset containing 192 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erysimum crassipes Fisch. & C.A.Mey.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 192 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082917-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hiaa4w
title: Occurrence Download

description: A dataset containing 203487 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Algeria"
 ]
}

 The dataset includes 203487 records from 711 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005607-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.