cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14876881
title: A Deep Learning-Augmented Density Functional Framework for Reaction Modeling with Chemical Accuracy

description: # A Deep Learning-Augmented Density Functional Framework for Reaction Modeling with Chemical Accuracy


this manual will tell you how to train and test with you datasets.

## Install Requirements

Install package version

```python

python==3.9.0

pyscf==2.2.1

torch==2.0.0

ruamel.yaml==0.17.21

numpy==1.24.2

scipy==1.10.1

paramiko==3.1.0

```

Then we will install package [DeePKS-kit](https://github.com/deepmodeling/deepks-kit).

DeePKS-kit is a pure python library so it can be installed following the standard `git clone` then `pip install` procedure. Note that the two main requirements `pytorch` and `pyscf` will not be installed automatically so you will need to install them manually in advance. Below is a more detailed instruction that includes installing the required libraries in the environment.


We use `mamba` here as an example. So first you may need to install [Miniforge](https://github.com/conda-forge/miniforge). and install the requirement package.

```

mamba create -n deepks python=3.9.0 paramiko=3.1.0 numpy scipy=1.10.1 h5py ruamel.yaml=0.17.21 paramiko=3.1.0

mamba activate deepks

pip install torch==2.0.0 torchvision==0.15.1 torchaudio==2.0.1

pip install pyscf=2.2.1

```

Then you can install deepks

```

git clone https://github.com/deepmodeling/deepks-kit

cd deepks/

python setup.py install

```

or you can install

```

pip install git+https://github.com/deepmodeling/deepks-kit/

```


## Train our datasets

The project is Below,  `QM` document contain the each type DFT training parameters`train_input.yaml` and datasets path such as `train.raw`, and `get_energy.py` will give you output energy.


`test_sets` contain the descriptor of test sets and reults


`validate_sets` contain the results


 ```python

projects

├── QM

│   ├── B3LYP

│   │   ├── GRAM

│   │   ├── GRAMandT1X

│   │   └── T1X

└── validate_sets

    └── WHG_BHRE

        └── result

 ```

### Train

we use the `DeePHF@B3LYP` as a example.

```

cd QM/B3LYP/GRAMandT1X

deepks train train_input.yaml  -d train.raw -t valid.raw -o model.out/model.pth > model.out/log.iter 2> model.out/err.iter

```

Test

```

## you can check the test.raw error

deepks test -m model.out/model.pth -d test.raw -o test_corr/test >L1L2.out


## or you can use `get_energy.py` get the output `energy`

python get_energy.py --raw you_test.raw

```
DOI: 10.5281/zenodo.14876882
title: A Deep Learning-Augmented Density Functional Framework for Reaction Modeling with Chemical Accuracy

description: # A Deep Learning-Augmented Density Functional Framework for Reaction Modeling with Chemical Accuracy


this manual will tell you how to train and test with you datasets.

## Install Requirements

Install package version

```python

python==3.9.0

pyscf==2.2.1

torch==2.0.0

ruamel.yaml==0.17.21

numpy==1.24.2

scipy==1.10.1

paramiko==3.1.0

```

Then we will install package [DeePKS-kit](https://github.com/deepmodeling/deepks-kit).

DeePKS-kit is a pure python library so it can be installed following the standard `git clone` then `pip install` procedure. Note that the two main requirements `pytorch` and `pyscf` will not be installed automatically so you will need to install them manually in advance. Below is a more detailed instruction that includes installing the required libraries in the environment.


We use `mamba` here as an example. So first you may need to install [Miniforge](https://github.com/conda-forge/miniforge). and install the requirement package.

```

mamba create -n deepks python=3.9.0 paramiko=3.1.0 numpy scipy=1.10.1 h5py ruamel.yaml=0.17.21 paramiko=3.1.0

mamba activate deepks

pip install torch==2.0.0 torchvision==0.15.1 torchaudio==2.0.1

pip install pyscf=2.2.1

```

Then you can install deepks

```

git clone https://github.com/deepmodeling/deepks-kit

cd deepks/

python setup.py install

```

or you can install

```

pip install git+https://github.com/deepmodeling/deepks-kit/

```


## Train our datasets

The project is Below,  `QM` document contain the each type DFT training parameters`train_input.yaml` and datasets path such as `train.raw`, and `get_energy.py` will give you output energy.


`test_sets` contain the descriptor of test sets and reults


`validate_sets` contain the results


 ```python

projects

├── QM

│   ├── B3LYP

│   │   ├── GRAM

│   │   ├── GRAMandT1X

│   │   └── T1X

└── validate_sets

    └── WHG_BHRE

        └── result

 ```

### Train

we use the `DeePHF@B3LYP` as a example.

```

cd QM/B3LYP/GRAMandT1X

deepks train train_input.yaml  -d train.raw -t valid.raw -o model.out/model.pth > model.out/log.iter 2> model.out/err.iter

```

Test

```

## you can check the test.raw error

deepks test -m model.out/model.pth -d test.raw -o test_corr/test >L1L2.out


## or you can use `get_energy.py` get the output `energy`

python get_energy.py --raw you_test.raw

```
DOI: 10.15468/dl.xpwwsw
title: Occurrence Download

description: A dataset containing 3574262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((65 20,110 20,110 45,65 45,65 20))",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 3574262 records from 795 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034854-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-135393
title: Wigglesworth letters, 1924-1949

description: [description english/roman)] Correspondence with various people including Stanley Frodsham, various brothers from various places including Canada and New Zealand until Alice Salter's note explaining a Brother Wilson in New Zealand who had died [1949]; this was after Wigglewsorth's death [1947] [52 pages of letters and transcriptions].
DOI: 10.25549/pcra-c14-135370
title: Wigglesworth letters, 1924-1949

description: [description english/roman)] Correspondence with various people including Stanley Frodsham, various brothers from various places including Canada and New Zealand until Alice Salter's note explaining a Brother Wilson in New Zealand who had died [1949]; this was after Wigglewsorth's death [1947] [52 pages of letters and transcriptions].
DOI: 10.15468/dl.pp2gvd
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Weinmannia arguta (Bernardi) Bradford"
 ]
}

 The dataset includes 19 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021403-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.phaceu
title: Occurrence Download

description: A dataset containing 17709 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-2.70008 51.38787,-2.40792 51.38787,-2.40792 51.50118,-2.70008 51.50118,-2.70008 51.38787))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2010-2022"
 ]
}

 The dataset includes 17709 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0121016-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ve6fph
title: Occurrence Download

description: A dataset containing 1023 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "License is CC-BY-NC 4.0",
 "OccurrenceStatus is Present",
 "PublishingCountry is Australia",
 "Repatriated is true"
 ]
}

 The dataset includes 1023 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006657-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-135389
title: Wigglesworth letters, 1924-1949

description: [description english/roman)] Correspondence with various people including Stanley Frodsham, various brothers from various places including Canada and New Zealand until Alice Salter's note explaining a Brother Wilson in New Zealand who had died [1949]; this was after Wigglewsorth's death [1947] [52 pages of letters and transcriptions].
DOI: 10.15468/dl.beahev
title: Occurrence Download

description: A dataset containing 8214 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Entoloma rhodocylix (Lasch) M.M.Moser, Entoloma rhodopolium (Fr.) P.Kumm.)",
 "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 8214 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0239976-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.leoqz9
title: Occurrence Download

description: A dataset containing 364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((62 -19,144 -19,144 52,62 52,62 -19))",
 "HasCoordinate is true",
 "TaxonKey is Vespa velutina Lepeletier, 1836",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 364 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000439-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8tk2s5
title: Occurrence Download

description: A dataset containing 5063 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Argopecten gibbus (Linnaeus, 1758)"
 ]
}

 The dataset includes 5063 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002355-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-135391
title: Wigglesworth letters, 1924-1949

description: [description english/roman)] Correspondence with various people including Stanley Frodsham, various brothers from various places including Canada and New Zealand until Alice Salter's note explaining a Brother Wilson in New Zealand who had died [1949]; this was after Wigglewsorth's death [1947] [52 pages of letters and transcriptions].
DOI: 10.15468/dl.5h7vdd
title: Occurrence Download

description: A dataset containing 35500 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "Geometry POLYGON((-169.10156 70.14036,-168.39844 67.06743,-169.10156 59.17593,-173.32031 54.16243,-123.39844 17.97873,-77.69531 -28.92163,-87.77481 -60.35224,-36.68894 -56.97397,-37.61778 -39.24118,-30.1871 -17.37524,-37.61778 18.25951,-49.69262 45.41349,-36.91406 51.61802,-33.05072 65.16474,-9.87229 71.19014,-2.46094 83.59903,-66.44531 84.40594,-127.61719 81.09321,-149.41406 75.84517,-169.10156 70.14036))",
 "HasGeospatialIssue is false",
 "TaxonKey is Clusia L.",
 "Year 1980-2021"
 ]
}

 The dataset includes 35500 records from 401 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0183848-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4xkv3r
title: Occurrence Download

description: A dataset containing 4778 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Entoloma sericellum (Fr.) P.Kumm.)",
 "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 4778 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0239983-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k97z4w
title: Occurrence Download

description: A dataset containing 37655 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Argyrosomus japonicus (Temminck & Schlegel, 1843)"
 ]
}

 The dataset includes 37655 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002371-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-206925
title: Fountain Trust Roman Catholic Pentecostal Dialogue 1971

description: [description english/roman)] Meetings between Roman Catholic & Pentecostal leaders to explore a theological dialogue [82 pages].
DOI: 10.15468/dl.m7cd53
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Apiomorpha attenuata (Froggatt, 1898)",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0368957-210914110416597/datasets/export for details.
DOI: 10.15468/dl.j335ym
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carollia manu Pacheco, Solari & Velazco, 2004"
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028925-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-135359
title: Wigglesworth letters, 1920-1923

description: [description english/roman)] A series of correspondence between Smith Wigglesworth, Cecil Polhill, and Thomas Mundell, and Stanley Frodsham, that deal with the circumstances of Wigglesworth's forced resignation from the PMU (Wigglesworth's dispute with Polhill) [86 pages of letters]
DOI: 10.15468/dl.f6h5g6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zale squamularis Drury, 1773",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is Poland",
 "Country is Poland"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0368962-210914110416597/datasets/export for details.
DOI: 10.15468/dl.p566vy
title: Occurrence Download

description: A dataset containing 75750 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudocheirus peregrinus (Boddaert, 1785)"
 ]
}

 The dataset includes 75750 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031980-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qkmygz
title: Occurrence Download

description: A dataset containing 540 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abies sachalinensis (F.Schmidt) Mast.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 540 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042979-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v4jqk5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Apiomorpha pedunculata (Fuller, 1896)",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0368978-210914110416597/datasets/export for details.
DOI: 10.25549/pcra-c14-135378
title: Wigglesworth letters, 1924-1949

description: [description english/roman)] Correspondence with various people including Stanley Frodsham, various brothers from various places including Canada and New Zealand until Alice Salter's note explaining a Brother Wilson in New Zealand who had died [1949]; this was after Wigglewsorth's death [1947] [52 pages of letters and transcriptions].
DOI: 10.15468/dl.5h2fva
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stephanotis thouarsii Brongn."
 ]
}

 The dataset includes 76 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0143756-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-135348
title: Wigglesworth letters, 1920-1923

description: [description english/roman)] A series of correspondence between Smith Wigglesworth, Cecil Polhill, and Thomas Mundell, and Stanley Frodsham, that deal with the circumstances of Wigglesworth's forced resignation from the PMU (Wigglesworth's dispute with Polhill) [86 pages of letters]
DOI: 10.34816/ifao.archives.142817
title: Ostracon hiératique Ifao - ODM 771_nb_1999_03164

description: Référence : nb_1999_03164<br />Site : Deir el-Médina<br />Secteur : Grand puits<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.142818
title: Ostracon hiératique Ifao - ODM 771_nb_1999_03165

description: Référence : nb_1999_03165<br />Site : Deir el-Médina<br />Secteur : Grand puits<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.142819
title: Ostracon hiératique Ifao - ODM 709_nb_1999_03179

description: Référence : nb_1999_03179<br />Site : Deir el-Médina<br />Type : photographie<br />
DOI: 10.15468/dl.smytrm
title: Occurrence Download

description: A dataset containing 216 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "Year is 1903"
 ]
}

 The dataset includes 216 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013024-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-135361
title: Wigglesworth letters, 1920-1923

description: [description english/roman)] A series of correspondence between Smith Wigglesworth, Cecil Polhill, and Thomas Mundell, and Stanley Frodsham, that deal with the circumstances of Wigglesworth's forced resignation from the PMU (Wigglesworth's dispute with Polhill) [86 pages of letters]
DOI: 10.15468/dl.nafp7u
title: Occurrence Download

description: A dataset containing 333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((-120.26178 42.99112,-116.25663 42.99112,-116.25663 46.79442,-120.26178 46.79442,-120.26178 42.99112))",
 "Month is one of (March, April, May)",
 "TaxonKey is Centrocercus urophasianus (Bonaparte, 1827)",
 "Year 2000-2023"
 ]
}

 The dataset includes 333 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006684-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.142820
title: Ostracon hiératique Ifao - ODM 866_nb_1999_03181

description: Référence : nb_1999_03181<br />Site : Deir el-Médina<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.142821
title: Ostracon hiératique Ifao - ODM 866_nb_1999_03182

description: Référence : nb_1999_03182<br />Site : Deir el-Médina<br />Type : photographie<br />
DOI: 10.25549/pcra-c14-135350
title: Wigglesworth letters, 1920-1923

description: [description english/roman)] A series of correspondence between Smith Wigglesworth, Cecil Polhill, and Thomas Mundell, and Stanley Frodsham, that deal with the circumstances of Wigglesworth's forced resignation from the PMU (Wigglesworth's dispute with Polhill) [86 pages of letters]
DOI: 10.34816/ifao.archives.142822
title: Ostracon hiératique Ifao - ODM 806_nb_1999_03194

description: Référence : nb_1999_03194<br />Site : Deir el-Médina<br />Secteur : Grand puits<br />Type : photographie<br />
DOI: 10.15468/dl.cx9828
title: Occurrence Download

description: A dataset containing 227 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lobelia deckenii (Asch.) Hemsl."
 ]
}

 The dataset includes 227 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042188-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.byq8vf
title: Occurrence Download

description: A dataset containing 273 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimachlamys varia nivea (MacGillivray, 1825)"
 ]
}

 The dataset includes 273 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002389-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.