cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.k7a35p
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Muntiacus atherodes",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 26 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034634-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/s12-jcg-9h0
title: Arenostola phragmitidis Hübner, 1803

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/aj1-gke-h75
title: Coscinia cribraria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zsq-696-l9w
title: Promalactis Meyrick, 1908

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8ye-nyg-jkm
title: Lacanobia (Dianobia) contigua [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yqp-jjr-qnl
title: Xyleta vetusta (Hübner, 1813)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/lrg-td0-dla
title: Diacrisia sannio (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qsk-6e4-aek
title: Diacrisia sannio (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.g57da7
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Dorcus parallelopipedus",
 "Year 2000-2024"
 ]
}

 The dataset includes 50 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034632-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/e9f-jkc-gck
title: Spodoptera exigua (Hübner, 1808)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7dk-3y3-brz
title: Euplexia lucipara (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ams-kya-3nt
title: Parnassius mnemosyne (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/avg-vb3-clb
title: Ptilodon capucina (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/m0x-026-d1a
title: Xanthia (Xanthia) togata Esper

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/sez-wpk-wg4
title: Parnassius mnemosyne (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/kmh-dka-ewj
title: Nomophila noctuella [Denis & Schiffermüller]

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/y1y-zmp-m0r
title: Xanthia (Xanthia) togata Esper

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2wk-t6k-236
title: Vanessa cardui (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ayx-c5h-f81
title: Leucodonta bicoloria ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xth-7kb-gel
title: Leucodonta bicoloria ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3d5-n57-kay
title: Borkhausenia Hübner, 1825

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/t77-5fr-md4
title: Lithophane (Lithophane) consocia Borkhausen, 1792

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xbf-kz3-w04
title: Arenostola phragmitidis Hübner, 1803

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3za-3qn-2hd
title: Xanthia (Xanthia) togata Esper

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jbh-nxf-9m5
title: Diarsia rubi (Vieweg, 1790)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jra-jl2-3r2
title: Tiliacea aurago [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tgd-q05-3w8
title: Diarsia rubi (Vieweg, 1790)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/cqq-hba-t8j
title: Parnassius mnemosyne (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ycd-t6p-ea0
title: Polypogon tentacularia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.e9xadn
title: Occurrence Download

description: A dataset containing 1806247 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Caprimulgidae)",
 "Geometry POLYGON((-178.2165527 7.206111,179.7759399 7.206111,179.7759399 83.6235962,-178.2165527 83.6235962,-178.2165527 7.206111))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is one of (North America)"
 ]
}

 The dataset includes 1806247 records from 191 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034606-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/lbe-r6h-wyp
title: Parnassius mnemosyne (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.brnz2u
title: Occurrence Download

description: A dataset containing 30742 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Vespa velutina",
 "Year is one of (2024, 2025)",
 "HasCoordinate is true",
 "Geometry POLYGON((3.5 43.5, 12.5 43.5, 12.5 50.5, 3.5 50.5, 3.5 43.5))"
 ]
}

 The dataset includes 30742 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034635-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/0f1-yze-q96
title: Hadena (Hadena) bicruris Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7ng-c30-l1m
title: Notodonta torva (Hübner, 1803)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mf4-3kb-yhs
title: Xyleta vetusta (Hübner, 1813)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nwm-j9h-y5k
title: Depressaria badiella Hübner, 1801

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/45n-69n-c3d
title: Depressaria libanotidella Schläger, 1849

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/g6r-bh9-d5y
title: Apamea (Apamea) furva ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/424-9c4-dfk
title: Nyea lurideola (Zincken, 1817)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/znw-m8t-10l
title: Xyleta vetusta (Hübner, 1813)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/x3y-e20-b3x
title: Acentria Stephens, 1829

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.gxv9dd
title: Occurrence Download

description: A dataset containing 30742 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Vespa velutina",
 "Year is one of (2024, 2025)",
 "HasCoordinate is true",
 "Geometry POLYGON((3.5 43.5, 12.5 43.5, 12.5 50.5, 3.5 50.5, 3.5 43.5))"
 ]
}

 The dataset includes 30742 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034633-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/avx-8d8-0ld
title: Aglais urticae (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/wtg-h8r-zxt
title: Caradrina (Platyperigea) montana Bremer, 1864

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yms-zv0-6p0
title: Xyleta vetusta (Hübner, 1813)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qjc-eb2-45r
title: Xestia (Pachnobia) alpicola Zetterstedt, 1840

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/bwf-z6b-pfw
title: Depressaria apiella Hübner, 1801

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rjl-ayr-53y
title: Depressaria apiella Hübner, 1801

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/eg0-mfl-wq2
title: Xanthorhoe designata (Hufnagel, 1767)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/g5c-r87-msn
title: Depressaria apiella Hübner, 1801

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tld-0my-awk
title: Chrysoteuchia culmella Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/q1m-0r5-xln
title: Anerastia lotella Hübner, 1813

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/sfw-ftr-dc6
title: Erebinae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/smv-6rg-223
title: Nyea lurideola (Zincken, 1817)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/trv-pn7-66l
title: Lygephila (Lygephila) pastinum Treitschke, 1826

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fgt-ms2-v9l
title: Euclidia (Euclidia) glyphica Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xxq-2jh-k7v
title: Depressaria libanotidella Schläger, 1849

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ekx-043-609
title: Pyrgus andromedae (Wallengren, 1853)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jd8-zxn-fzn
title: Mythimna (Mythimna) pallens Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/4zm-nlv-adz
title: Hadena (Hadena) bicruris Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hge-y3d-x0f
title: Caradrina (Caradrina) morpheus (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/srm-8xc-9rl
title: Chrysoteuchia culmella Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/t6t-4cc-wdc
title: Depressaria badiella Hübner, 1801

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ny4-z4b-2sn
title: Leucodonta bicoloria ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/v9p-98l-bj4
title: Hadena (Anepia) perplexa [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6n4-fcj-hkv
title: Boloria selene ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/p0d-kqa-j9f
title: Chrysoteuchia culmella Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/f6t-qww-daw
title: Paratalanta pandalis Hübner, 1825

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/y88-3k5-e86
title: Paratalanta pandalis Hübner, 1825

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17846462
title: Replication Package --- A Surrogate-based Approach for Faster Multi-objective Architectural Refactoring Optimization

description: # Multi-Objective Evaluation Utilities

This repository contains two Python scripts used to post-process multi-objective optimization experiments:

- `quality_indicator.py` computes Pareto-based quality indicators across multiple runs and generates comparison plots.- `resource_usage.py` aggregates runtime and resource metrics from experiment logs and produces trend visualizations and summaries.

The project is deliberately anonymous: no personal identifiers are included.

## Prerequisites

- Python 3.10+ (tested with Python 3.11)- Dependencies listed in `requirements.txt` (install with `pip install -r requirements.txt`)

## Expected Data Layout

Both scripts assume experiment outputs exist in sibling folders to the project root. By default the experiments are named:

- `nsgaii-ccm-eval-102-surrogate-50`- `nsgaii-ccm-eval-102-surrogate-false`

Each experiment should contain multiple runs structured as:

```<experiment>/  run1/    experiment.json    algo_perf_stats.json  run2/    experiment.json    algo_perf_stats.json  ...```

Adjust the experiment names in the scripts if your folders differ.

## Usage

### Quality indicators

`quality_indicator.py` merges Pareto fronts from all runs, computes metrics (HV, IGD+, GD+, epsilon) with `pymoo` and `jMetalPy`, and saves per-metric comparison plots.

Run from the project root:

```zshpython quality_indicator.py```

Outputs: PNG figures named like `hv_quality_indicator_comparison.png` in the current directory.

### Resource usage analysis

`resource_usage.py` loads `algo_perf_stats.json` files, normalizes differing JSON shapes, and computes mean/std trends for detected numeric resource columns. It also derives execution time and memory summaries when available.

Run from the project root:

```zshpython resource_usage.py```

Outputs are written under `results/resource_trends/`, including per-resource plots, an overview grid, optional CSV summaries, and markdown/ASCII tables for execution times.

## Notes

- The scripts rely on Matplotlib and Seaborn; a non-headless environment or appropriate backend may be needed for figure generation.- No external credentials or user-specific configuration are required; paths are relative to the repository root.
DOI: 10.5281/zenodo.17846463
title: Replication Package --- A Surrogate-based Approach for Faster Multi-objective Architectural Refactoring Optimization

description: # Multi-Objective Evaluation Utilities

This repository contains two Python scripts used to post-process multi-objective optimization experiments:

- `quality_indicator.py` computes Pareto-based quality indicators across multiple runs and generates comparison plots.- `resource_usage.py` aggregates runtime and resource metrics from experiment logs and produces trend visualizations and summaries.

The project is deliberately anonymous: no personal identifiers are included.

## Prerequisites

- Python 3.10+ (tested with Python 3.11)- Dependencies listed in `requirements.txt` (install with `pip install -r requirements.txt`)

## Expected Data Layout

Both scripts assume experiment outputs exist in sibling folders to the project root. By default the experiments are named:

- `nsgaii-ccm-eval-102-surrogate-50`- `nsgaii-ccm-eval-102-surrogate-false`

Each experiment should contain multiple runs structured as:

```<experiment>/  run1/    experiment.json    algo_perf_stats.json  run2/    experiment.json    algo_perf_stats.json  ...```

Adjust the experiment names in the scripts if your folders differ.

## Usage

### Quality indicators

`quality_indicator.py` merges Pareto fronts from all runs, computes metrics (HV, IGD+, GD+, epsilon) with `pymoo` and `jMetalPy`, and saves per-metric comparison plots.

Run from the project root:

```zshpython quality_indicator.py```

Outputs: PNG figures named like `hv_quality_indicator_comparison.png` in the current directory.

### Resource usage analysis

`resource_usage.py` loads `algo_perf_stats.json` files, normalizes differing JSON shapes, and computes mean/std trends for detected numeric resource columns. It also derives execution time and memory summaries when available.

Run from the project root:

```zshpython resource_usage.py```

Outputs are written under `results/resource_trends/`, including per-resource plots, an overview grid, optional CSV summaries, and markdown/ASCII tables for execution times.

## Notes

- The scripts rely on Matplotlib and Seaborn; a non-headless environment or appropriate backend may be needed for figure generation.- No external credentials or user-specific configuration are required; paths are relative to the repository root.
DOI: 10.3535/far-6nh-pfn
title: Tetheella fluctuosa (Hübner, 1803)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nab-ltv-cy7
title: Mythimna (Mythimna) pallens Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hch-t8t-can
title: Diarsia brunnea [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/r6a-jbd-ht5
title: Lygephila (Lygephila) pastinum Treitschke, 1826

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/glq-vq6-xd0
title: Pyrgus andromedae (Wallengren, 1853)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/33x-6e7-74f
title: Hadena (Anepia) perplexa [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9ve-wmd-0r2
title: Chrysoteuchia culmella Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/beq-5dg-dqa
title: Caradrina (Platyperigea) montana Bremer, 1864

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/adn-lj8-yrl
title: Chrysoteuchia culmella Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/cpl-zja-jns
title: Depressaria apiella Hübner, 1801

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/q84-a0r-f4k
title: Hadena (Anepia) perplexa [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tz8-jny-7z6
title: Apamea (Apamea) furva ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8yq-sh5-hfp
title: Hadena (Anepia) perplexa [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tnq-qf9-9gt
title: Leucania (Leucania) comma Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/h12-vap-wdn
title: Boloria selene ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zzz-vxy-b2v
title: Chrysoteuchia culmella Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0mj-57x-81z
title: Caradrina (Platyperigea) montana Bremer, 1864

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nx6-63k-zty
title: Borkhausenia Hübner, 1825

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8n9-6qx-hv7
title: Aphantopus hyperantus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/c8b-y13-qyp
title: Xestia (Megasema) c-nigrum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zhe-tjb-2bk
title: Xestia (Megasema) c-nigrum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6zj-r8a-yby
title: Aphantopus hyperantus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/c79-9c0-l1v
title: Xyleta vetusta (Hübner, 1813)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/4fa-0wm-an1
title: Notodonta torva (Hübner, 1803)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3r0-sem-kxz
title: Crambus pascuella Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/z20-47l-649
title: Chersotis cuprea [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.juunws
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Labidiaster radiosus Loven, 1871",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 96 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029537-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.