cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15592472
title: AMP Project Data

description: # AMP Dataset Documentation

This repository contains several datasets used for conducting ProteoGPT, AMPSorter, AMPGenix and BioToxiPept and datasets conducted with prediction results. Below is a description of each dataset included in this repository.

## Datasets

### 1. `uniprot-compressed_true_download_true_format_fasta_includeIsoform_tr-2022.10.13-02.51.31.70.fasta`- **Description**: 609,216 non-redundant canonical and isoform protein sequences.

### 2. `protein_seqs_1000.json`- **Description**: Contains the training data for ProteoGPT.

### 3. `amp_unique_16062.json`- **Description**: Contains the training data for AMPGenix.

### 4. `AMPSorter&BioToxiPept dataset.xlsx`- **Description**: Contains the fine-tuning data, including:  - **AMP_data split**: Data used for training,  validating and  evaluating AMPSorter.  - **AMP_benchmarking Set**: A set of peptides used for benchmarking the AMP models.  - **AMP_external Validation Dataset**: A separate dataset for external model validation for AMPSorter.  - **Toxin_data split**: Data used for training,  validating and  evaluating BioToxiPept.  - **Toxin_test set**: A set of peptides used for testing the toxin models.

### 5. `NRSPDs`- **Description**: A large dataset that includes:  - **410,192,277 non-redundant short peptides**.  - **A candidate pool of 82,694,928 peptides**.  - **Logits** with results predicted by  AMPsorter and BioToxiPept.

### 6. `GNRSPDs`- **Description**: Contains:  - **7,798 generated sequences**.  - **A candidate pool of 4,736 peptides**.  - **Logits**with results predicted by  AMPsorter and BioToxiPept.

### 7. `196 tested peptides.xlsx`- **Description**: A set of  196 selected and experimentally tested peptides, with experimentally measured values.

### 8. `20 pilot tested peptides.xlsx`- **Description**: 20 selected  peptides with prediction results and experimentally values measured in pilot test.

### 9. `Sequences generated by different models.xlsx`- **Description**: Sequences generated by different models with prediction results.
DOI: 10.17632/znkr2dm8fb.2
title: Tesorai Search

description: Processed data outputs for Tesorai Search manuscript:
https://www.biorxiv.org/content/10.1101/2024.08.19.606805v2.full
https://github.com/tesorai/tesorai_search/
DOI: 10.17632/yw4my59xrg.2
title: DataSet Fondecyt1211905

description: Dataset with data generated from simulated meeting videos.
DOI: 10.17632/vyk4kxn9cc.2
title: Investigating Intestinal Farnesoid X Receptor functions at the Intestinal Mucosal Barrier and in the Intestinal Microbiota in a Biliary Obstruction Mouse Model

description: Single-cell transcriptome sequencing and bacteriophage sequencing data
DOI: 10.15468/dl.cbuxj8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lemna gibba L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.7576 -24.3688,20.529 -24.0715,20.509 -24.0715,20.509 -28.5786,25.5395 -28.5786,25.5395 -24.0715,25.1306 -24.0715,24.9333 -24.4571,23.8962 -24.2467,22.8065 -24.295,22.3719 -24.7207,22.2323 -25.547,22.0387 -25.7188,21.7833 -25.7784,21.5388 -25.7113,21.3553 -25.5415,20.7576 -24.3688))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042510-250525065834625/datasets/export for details.
DOI: 10.15468/dl.we5x64
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Closterium Nitzsch ex Ralfs, 1848",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((18.2339 -32.5266,18.1411 -32.657,18.1007 -32.7021,18.0224 -32.6366,17.8923 -32.6419,17.754 -32.8255,17.7723 -32.9007,20.509 -32.9007,20.509 -28.5786,16.2782 -28.5786,16.4358 -28.7202,16.726 -29.1235,17.1957 -30.3752,17.6655 -31.1743,18.1322 -31.7679,18.2495 -32.2638,18.2339 -32.5266))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042511-250525065834625/datasets/export for details.
DOI: 10.17632/4ccm56sbsg
title: Data and code for "What does the equity term structure tell us about Trump 2.0's first 100 days in office?"

description: This folder contains data and code from the replication package of the paper "What does the equity term structure tell us about Trump 2.0's first 100 days in office?" by Benjamin Golez, Peter Kelly, and Ben Matthies.
DOI: 10.17632/4ccm56sbsg.1
title: Data and code for "What does the equity term structure tell us about Trump 2.0's first 100 days in office?"

description: This folder contains data and code from the replication package of the paper "What does the equity term structure tell us about Trump 2.0's first 100 days in office?" by Benjamin Golez, Peter Kelly, and Ben Matthies.
DOI: 10.15468/dl.z4tty7
title: Occurrence Download

description: A dataset listing the 161855 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 161855 records were derived from 3254 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042500-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.paa5qw
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coleus eungellaensis A.J.Paton"
 ]
}

 The dataset includes 25 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0152559-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s7z93z
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nyctibius leucopterus (zu Wied-Neuwied, 1821))",
 "DecimalLatitude is greater than or equal to -20.85",
 "DecimalLatitude is less than or equal to 2.46666666666667",
 "DecimalLongitude is greater than or equal to -83.8333333333333",
 "DecimalLongitude is less than or equal to -66.15"
 ]
}

 The dataset includes 17 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0324084-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tp8hfq
title: Occurrence Download

description: A dataset containing 297 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Culcasia panduriformis Engl. & K.Krause"
 ]
}

 The dataset includes 297 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014063-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zevwc4
title: Occurrence Download

description: A dataset listing the 16288 species recorded in GBIF matching the query:
{
 "Country" : [
 "is Côte d’Ivoire"
 ]
}

 The dataset's 16288 records were derived from 429 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020990-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2w9ecw
title: Occurrence Download

description: A dataset containing 4986 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panthera onca (Linnaeus, 1758)"
 ]
}

 The dataset includes 4986 records from 187 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228457-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ivggnx
title: Occurrence Download

description: A dataset containing 15895 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Elgaria Gray, 1838",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15895 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008703-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3hq4uy
title: Occurrence Download

description: A dataset containing 1516 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cistus lasianthus subsp. alyssoides (Lam.) Demoly)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1516 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004180-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.32rbsb
title: Occurrence Download

description: A dataset containing 198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Carlito syrichta (Linnaeus, 1758)"
 ]
}

 The dataset includes 198 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269793-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wf6ww6
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyclopogon subalpestris Schltr."
 ]
}

 The dataset includes 76 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0152560-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ny1nvo
title: Occurrence Download

description: A dataset containing 6614 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1994-2019",
 "TaxonKey is Emydoidea blandingii (Holbrook, 1838)"
 ]
}

 The dataset includes 6614 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008697-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3tcg76
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asperula szovitsii Ehrend. & Schönb.-Tem."
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017587-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zm6p58
title: Occurrence Download

description: A dataset containing 21677 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vitellaria paradoxa C.F.Gaertn."
 ]
}

 The dataset includes 21677 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269787-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ggdl7z
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Liolaemus yanalcu Martínez Oliver & Lobo, 2002"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008706-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bv2m72
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dalea parrasana Brandegee"
 ]
}

 The dataset includes 28 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0152561-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wa2e2p
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Costus ricus Maas & H.Maas"
 ]
}

 The dataset includes 106 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002635-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ikzkv9
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Jenynsia luxata Aguilera, Mirande, Calviño & Lobo, 2013",
 "TaxonKey is Jenynsia weitzmani Ghedotti, Meisner & Lucinda, 2001"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008718-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uraasj
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sonchus asper (L.) Vill."
 ]
}

 The dataset includes 15 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269779-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qtwxhs
title: Occurrence Download

description: A dataset containing 772 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Freshwater Lamprey Survey Data"
 ]
}

 The dataset includes 772 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006767-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1xrjqu
title: Occurrence Download

description: A dataset containing 4774 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Benin",
 "TaxonKey is Acacia auriculiformis A.Cunn. ex Benth."
 ]
}

 The dataset includes 4774 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002791-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rocofp
title: Occurrence Download

description: A dataset containing 128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Acheilognathus macropterus (Bleeker, 1871)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 128 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008725-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hvq5bm
title: Occurrence Download

description: A dataset containing 233 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Costus wilsonii Maas"
 ]
}

 The dataset includes 233 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002637-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.73gmj2
title: Occurrence Download

description: A dataset containing 43242 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Canis latrans Say, 1823"
 ]
}

 The dataset includes 43242 records from 176 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0271322-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.brxzwn
title: Occurrence Download

description: A dataset containing 117800 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Fossil",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Unknown evidence"
 ]
 },
 "Country is Colombia",
 {
 "or" : [
 "PublishingOrg is e2e717bf-551a-4917-bdc9-4fa0f342c530",
 "PublishingOrg is dc282b9d-8f3b-4197-b174-ba5272721a6f",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "PublishingOrg is 2a7e3080-28a9-11dd-97cd-b8a03c50a862",
 "PublishingOrg is a2f1c6f5-88de-4fc5-891a-336259f32f4e"
 ]
 },
 "Issue is Coordinate rounded",
 "HasCoordinate is true",
 "TaxonKey is Columbiformes",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 117800 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008682-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eheat6
title: Occurrence Download

description: A dataset containing 7340534 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves, Tracheophyta, Actinopterygii, Mammalia, Amphibia, Reptilia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry MULTIPOLYGON (((1.802 48.471, 2.781 48.471, 2.781 49.172, 1.802 49.172, 1.802 48.471)), ((150.656 -34.184, 151.425 -34.184, 151.425 -33.567, 150.656 -33.567, 150.656 -34.184)))"
 ]
}

 The dataset includes 7340534 records from 1012 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0267889-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a2dhu2
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Zimbabwe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Combretum apiculatum Sond."
 ]
}

 The dataset includes 14 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053240-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vhnc3f
title: Occurrence Download

description: A dataset containing 2342 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carex aurea Nutt.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 2342 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269421-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zavdwn
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Billbergia ambigua (L.B.Sm. & Read) Betancur & N.R.Salinas"
 ]
}

 The dataset includes 16 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070808-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5fara8
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Onohippidium galushai (MacFadden & Skinner, 1979)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053241-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ndp6dz
title: Occurrence Download

description: A dataset containing 719 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Deconica merdaria (Fr.) Noordel., Ramaria largentii Marr & D.E.Stuntz)",
 "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 719 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0166385-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8qmcxz
title: Occurrence Download

description: A dataset containing 51997 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spodiopsar cineraceus (Temminck, 1835)"
 ]
}

 The dataset includes 51997 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0399524-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oziqzf
title: Occurrence Download

description: A dataset containing 120316 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vidua macroura (Pallas, 1764)"
 ]
}

 The dataset includes 120316 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033853-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/8591992
title: Health Workforce Shortage Areas