cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/skk-dmq-bay
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/474-w4s-sw8
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rjz-jkx-jzs
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rd3-meg-32e
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3y7-mft-6ek
title: Chelidozoum Stach, 1935

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/klq-8h2-pyj
title: Cellaria Ellis & Solander, 1786

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6x7-0cf-vhf
title: Scrupocellaria van Beneden, 1845

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k6g-6y0-yfz
title: Labioporella Harmer, 1926

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1xh-7nm-t4e
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lcm-jh7-l6f
title: Escharella immersa (Fleming, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b0y-b3w-k0q
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ecf-qbl-5qq
title: †Miogypsina Sacco, 1893

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h7z-1fm-16w
title: †Miogypsina Sacco, 1893

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hml-0v3-h0w
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rmx-pm9-lmc
title: †Miogypsina Sacco, 1893

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/581-l8g-l0z
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k5k-9ak-sye
title: †Miogypsina Sacco, 1893

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5ae-ffm-fyk
title: Licornia regularis (Osburn, 1940)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vca-rns-gxs
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l6g-ymj-te9
title: †Belemnitida

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9fk-v7n-xrh
title: †Gemelliporina punctata (Canu & Bassler, 1919)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tsx-xgg-gqh
title: Corbula Bruguière, 1797

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/khp-76s-a46
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q2v-z6n-1bc
title: Sphaerium Scopoli, 1777

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9z3-4g8-c8k
title: Gen. indet. sp. indet.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g1r-3ah-vb1
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gmq-dcy-csv
title: Voacanga Thouars

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qq1-fpj-j35
title: Cupuladria canariensis (Busk, 1859)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a6n-kft-nzd
title: Gen. indet. sp. indet.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jpz-zcs-a0p
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5l0-pqf-6ca
title: Haustator Montfort, 1810

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8rr-jb4-q9m
title: †Miogypsina Sacco, 1893

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ddq-z0r-3vq
title: †Hornera striata Milne Edwards, 1838

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6y3-3em-wqk
title: †Miogypsina Sacco, 1893

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w6h-9pq-mqm
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b2x-j38-744
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9tz-6yc-t3h
title: Nellia tenella (Lamarck, 1816)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kjc-se2-3ed
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0xr-rhx-pcj
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d18-4ld-yj9
title: Neocomites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t03-8vy-9yf
title: Aegocrioceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vva-q4y-7by
title: Balclutha Kirkaldy, 1900

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4yh-ztm-hjv
title: Nellia tenella (Lamarck, 1816)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/338-taj-grq
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6xs-z62-cae
title: †Belemnitida

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4n7-s05-deb
title: Pecten O. F. Müller, 1776

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pm8-m64-8zz
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0jw-par-tgh
title: Labioporella sinuosa Osburn, 1940

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/95q-vev-r1q
title: Steginoporella magnilabris (Busk, 1854)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7dz-yj2-n00
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/abk-4r7-w6s
title: Gen. indet. sp. indet.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aza-2lr-6xc
title: Lyropecten Conrad, 1862

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/07v-q2y-lw5
title: Ramphonotus Norman, 1894

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/11m-l73-cad
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fyw-k5s-fza
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.se5hxa
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Caulibugula zanzibariensis",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018107-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/dkh-553-yqx
title: †Echinocorys ovatus (Leske, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qmf-x3k-1lp
title: Metrarabdotos Canu, 1914

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ky7-fg0-xm8
title: Poricellaria ratoniensis (Waters, 1887)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z8t-2gz-01p
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y4z-c12-1jn
title: Metrarabdotos Canu, 1914

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ghs-89v-gqv
title: †Trigonopora Maplestone, 1902

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ka9-45y-4en
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7j7-0y7-ag0
title: Aegocrioceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kg8-q6b-6z5
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1cz-f4r-bj6
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b3s-gdy-f8a
title: Rhamnus L.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5f0-4xk-mv0
title: Jellyella tuberculata (Bosc, 1802)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r9y-tla-020
title: Poricellaria d'Orbigny, 1854

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vkj-lsm-e8l
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7kp-852-scg
title: Conopeum reticulum (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zqm-2dn-5gc
title: †Escharoides aliferus (Reuss, 1869)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16743885
title: IMPTOX - WP1 - D1.9 Data Analysis Report Appendix

description: This repository is confidential and only intended for member of the IMPTOX consortium.

 

The IMPTOX project has received funding from the EU's H2020 framework programme for research and innovation under grant agreement n. 965173. Imptox is part of the European MNP cluster on human health.

More information about the project here.

Archive content

This repository contains the pdf appendix and report of D1.9 as well as Data (csv, plots) and code (Python Notebooks). 

Datasets

The datasets folder contains the RAW data as well as the processed data that are used for further analysis. The data preprocessing is described in the notebook as well as in the report (D1.9) in the Work Packages section of IMPTOX [intranet](https://intranet.imptox.eu/WorkPackages#home) or in this archive. The original data were not generated by WP1. 

Notebooks

Five notebooks are presented here: 



0_data.ipynb : takes care of the data preprocessing and train/test subset creation.

1_FuzzyCoCo.ipynb : train the FuzzyCoCo model and explore various fuzzy systems and human readable rules. 

2_SHAP.ipynb : Trains a Multi Layer Perceptron and extracts the features weights of the predictions for each feature with SHAP. 

3_GBoost.ipynb : Identical as 2 but with Gradient Boosting. 

4_reporting.ipynb : Creates general plots used in the report. 


Each notebook creates various plots as well as intermediate data that are saved as CSVs in the corresponding subfolders. Note that as we train our models on eight different output variables, the exported data (plots and csv) are present eight times for each method. The exported files include:



SHAP values

Model performance metrics

Data train/test split

Saved Models

Plots 


Usage note

To run the notebooks, a classic anaconda virtual environment with basic datascience packages is sufficient in most cases. For specific tools, such as Fuzzy CoCo, additional informations are available within the concerned notebooks. 

Supplementary material for eXplainable Artificial Intelligence

Regarding the various XAI methods used in this task, you can go to this GitHub.io page where the different methods and more are described in details with additional external ressources.
DOI: 10.5281/zenodo.16743886
title: IMPTOX - WP1 - D1.9 Data Analysis Report Appendix

description: This repository is confidential and only intended for member of the IMPTOX consortium.

 

The IMPTOX project has received funding from the EU's H2020 framework programme for research and innovation under grant agreement n. 965173. Imptox is part of the European MNP cluster on human health.

More information about the project here.

Archive content

This repository contains the pdf appendix and report of D1.9 as well as Data (csv, plots) and code (Python Notebooks). 

Datasets

The datasets folder contains the RAW data as well as the processed data that are used for further analysis. The data preprocessing is described in the notebook as well as in the report (D1.9) in the Work Packages section of IMPTOX [intranet](https://intranet.imptox.eu/WorkPackages#home) or in this archive. The original data were not generated by WP1. 

Notebooks

Five notebooks are presented here: 



0_data.ipynb : takes care of the data preprocessing and train/test subset creation.

1_FuzzyCoCo.ipynb : train the FuzzyCoCo model and explore various fuzzy systems and human readable rules. 

2_SHAP.ipynb : Trains a Multi Layer Perceptron and extracts the features weights of the predictions for each feature with SHAP. 

3_GBoost.ipynb : Identical as 2 but with Gradient Boosting. 

4_reporting.ipynb : Creates general plots used in the report. 


Each notebook creates various plots as well as intermediate data that are saved as CSVs in the corresponding subfolders. Note that as we train our models on eight different output variables, the exported data (plots and csv) are present eight times for each method. The exported files include:



SHAP values

Model performance metrics

Data train/test split

Saved Models

Plots 


Usage note

To run the notebooks, a classic anaconda virtual environment with basic datascience packages is sufficient in most cases. For specific tools, such as Fuzzy CoCo, additional informations are available within the concerned notebooks. 

Supplementary material for eXplainable Artificial Intelligence

Regarding the various XAI methods used in this task, you can go to this GitHub.io page where the different methods and more are described in details with additional external ressources.
DOI: 10.3535/425-wrr-dhy
title: †Belemnitida

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ab5-m92-dtg
title: Scrupocellaria van Beneden, 1845

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v4a-qnf-vwk
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4k7-6d2-nhv
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wf5-z7p-xms
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l6d-ml2-qn5
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jmx-3c5-gzh
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/47b-jwk-gl4
title: Sorex (Sorex) minutus Linnaeus, 1766

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e5v-6j2-zc1
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.g8nhey
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Buddleja davidii",
 "Country is Bosnia and Herzegovina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018110-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/yvn-v81-zz0
title: Filisparsa d'Orbigny, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8hn-b92-s8r
title: Cellaria Ellis & Solander, 1786

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yb9-7rd-1x1
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yhr-n58-ndt
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cy4-c1g-qw8
title: Copidozoum tenuirostre (Hincks, 1880)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ste-zah-k13
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5f2-dpf-w2g
title: Echinolampas ovata (Leske, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f1r-z13-4hm
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dn7-bcs-s6j
title: Scrupocellaria scrupea Busk, 1851

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lb3-ctk-5hs
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rsf-nav-7jg
title: †Belemnitida

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hpt-wx6-xk6
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wwe-fyt-gyg
title: Gen. indet. sp. indet.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3cx-t4f-1dc
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8x0-fft-5zw
title: Cupuladria canariensis (Busk, 1859)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hwp-1y3-9za
title: Parasmittina Osburn, 1952

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.ehk3gr
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Buddleja davidii",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 17 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018109-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/esc-h99-fvp
title: Sorex Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hb0-xba-w3r
title: Sorex (Sorex) minutus Linnaeus, 1766

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.u4mdpc
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018108-250811113504898/datasets/export for details.
DOI: 10.3535/ecl-l1x-be6
title: Sorex Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nwc-gxx-dnm
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ptp-l9q-nv0
title: Gen. indet. sp. indet.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3h1-9l9-7l4
title: †Belemnitida

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j13-mpw-hsw
title: Scrupocellaria van Beneden, 1845

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.wjgbtn
title: Occurrence Download

description: A dataset containing 829824 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Labeo rohita (Hamilton, 1822), Cyprinus carpio Linnaeus, 1758, Cyprinella lutrensis (Baird & Girard, 1853), Danio rerio (Hamilton, 1822), Cirrhinus mrigala (Hamilton, 1822), Carassius auratus (Linnaeus, 1758), Hypophthalmichthys molitrix (Valenciennes, 1844), Alburnus alburnus (Linnaeus, 1758), Pimephales promelas Rafinesque, 1820, Zacco platypus (Temminck & Schlegel, 1846), Rhodeus amarus (Bloch, 1782), Squalius cephalus (Linnaeus, 1758), Puntius sophore (Hamilton, 1822), Ptychocheilus lucius Girard, 1856, Gila elegans Baird & Girard, 1853, Pseudorasbora parva (Temminck & Schlegel, 1846), Gibelion catla (Hamilton, 1822), Garra gotyla (Gray, 1830), Puntius dorsalis (Jerdon, 1849), Rasbora daniconius (Hamilton, 1822), Pethia ticto (Hamilton, 1822), Rutilus rutilus (Linnaeus, 1758), Cyprinion watsoni (Day, 1872), Barbonymus gonionotus (Bleeker, 1849), Barbus plebejus Bonaparte, 1839, Barilius vagra (Hamilton, 1822), Leucaspius delineatus (Heckel, 1843), Lepidocephalichthys thermalis (Valenciennes, 1846), Labeo fimbriatus (Bloch, 1795), Tinca tinca (Linnaeus, 1758))",
 "Year 2015-2024"
 ]
}

 The dataset includes 829824 records from 818 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001379-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.