cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/7d9-81k-v1m
title: †Myrtina limoniana (Dall, 1903)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3qq-c9s-eq3
title: Cochlicella acuta (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qe2-5z9-td5
title: Isognomostoma isognomostomos (Schröter, 1784)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/602-q03-lsp
title: Cochlicella acuta (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nah-d7b-g00
title: Amblema plicata (Say, 1817)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3x9-ma8-r3y
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/56f-8nf-sa9
title: Mytilidae Rafinesque, 1815

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/re0-baz-2qf
title: Nautilus pompilius Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/42p-a2a-cmz
title: Glycymeris striatularis (Lamarck, 1819)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d8q-80s-3qt
title: Limidae Rafinesque, 1815

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bxs-bjq-s14
title: Cambarunio iris (I. Lea, 1829)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rd9-42j-9p8
title: Mytilidae Rafinesque, 1815

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4nx-rvr-4ql
title: Amblema plicata (Say, 1817)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9v7-162-x5d
title: Landouria rotatoria (von dem Busch, 1842)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b9n-x79-zvt
title: Japonia A. Gould, 1859

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jty-a75-6c9
title: Papuina E. von Martens, 1860

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2z8-wpk-rw1
title: Alvania scabra (R. A. Philippi, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n1s-9jy-jfw
title: Leptopecten bavayi (Dautzenberg, 1900)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/17z-v8k-6hp
title: Ciliella ciliata (W. Hartmann, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qwy-va3-f7v
title: Cepaea nemoralis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zln-rfx-v73
title: Codakia orbicularis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qqv-nm8-tch
title: Euconulus fulvus (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e5h-9fr-bam
title: Malleus malleus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yt1-vjl-wwl
title: Ligumia recta (Lamarck, 1819)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/66e-98z-qsk
title: Dendostrea cristata (Born, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hg1-08h-4e1
title: Sepia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bss-c0p-4lw
title: Brachidontes pharaonis (P. Fischer, 1870)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2zb-51j-34d
title: Kosicia intermedia (C. Pfeiffer, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6x0-rgy-z3r
title: Cepaea nemoralis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dd.w6g58q
title: Distribution records of Protomyctophum choriodon

description: These records of Protomyctophum choriodon were downloaded from GBIF on 2019-09-11.
DOI: 10.57703/ce-85k8d
title: S75
DOI: 10.15468/dl.wbbdkm
title: Occurrence Download

description: A dataset containing 7787 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alectoris rufa",
 "MediaType is Image"
 ]
}

 The dataset includes 7787 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038602-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zpd4fz
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solenopsis geminata",
 "Country is Myanmar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038605-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d4xc5r
title: Occurrence Download

description: A dataset containing 1343 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhexia cubensis"
 ]
}

 The dataset includes 1343 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038601-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uzy3j7
title: Occurrence Download

description: A dataset containing 5943 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anas carolinensis",
 "MediaType is Image"
 ]
}

 The dataset includes 5943 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038604-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kfv59c
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solenopsis geminata",
 "Country is Papua New Guinea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038606-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4sq5x6
title: Occurrence Download

description: A dataset containing 320097 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Glycine max, Triticum aestivum, Oryza sativa, Hordeum vulgare, Vigna radiata, Ulmus pumila, Sorghum bicolor, Prunus persica, Cucumis melo, Castanea mollissima, Diospyros kaki, Phaseolus vulgaris, Vigna unguiculata, Zea mays, Prunus armeniaca, Sesamum indicum, Raphanus sativus, Vigna angularis, Setaria italica, Pisum sativum, Medicago sativa, Brassica rapa glabra, Citrullus lanatus, Pseudocydonia sinensis, Ziziphus jujuba, Juglans regia, Litchi chinensis, Cucurbita moschata, Avena sativa, Cucumis sativus, Cucurbita pepo, Helianthus annuus, Vigna unguiculata sesquipedalis, Panicum miliaceum, Vernicia montana, Prunus mume, Vicia faba, Cannabis sativa, Capsicum annuum, Citrus maxima, Elymus pseudocaninus, Solanum lycopersicum, Spinacia oleracea, Arachis hypogaea, Benincasa hispida, Lactuca sativa, Allium cepa, Solanum melongena, Agropyron cristatum, Lablab purpureus, Pyrus ussuriensis, Crataegus pinnatifida, Lagenaria siceraria, Daucus carota, Diospyros lotus, Pyrus calleryana, Vitis vinifera, Citrus sinensis, Colocasia esculenta, Brassica juncea, Citrus reticulata, Castanea henryi, Pinus bungeana, Beta vulgaris, Fagopyrum lineare, Gossypium arboreum, Agropyron sibiricum, Callistephus chinensis, Davidia involucrata, Rhododendron crinigerum, Astragalus melilotoides, Prunus tomentosa, Camellia sinensis, Juglans mandshurica, Meconopsis integrifolia, Prunus salicina, Viburnum betulifolium, Apium graveolens, Pistacia chinensis, Prunus davidiana, Calamagrostis epigejos, Gleditsia sinensis, Hibiscus cannabinus, Hordeum vulgare coeleste, Poa sphondylodes, Avena nuda, Malus sylvestris, Phyllostachys nidularia, Pinus armandii, Triticum turgidum, Triticum turgidum durum, Atalantia buxifolia, Berberis wilsoniae, Cucurbita maxima, Brassica oleracea, Fagopyrum esculentum, Vernicia fordii, Vigna unguiculata cylindrica, Actinidia chinensis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is United States of America",
 "Year 1898-2024"
 ]
}

 The dataset includes 320097 records from 330 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038576-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16410482
title: NeuroTrack-LPF

description: # 🧠 Latent Psychodynamic Flow (LPF)

A probabilistic deep learning framework for modeling psychiatric symptom progression using multimodal time series data.

## 📝 Overview

Latent Psychodynamic Flow (LPF) is an AI-powered framework designed to model the nonlinear, temporal dynamics of psychiatric disorders. It combines **probabilistic temporal modeling**, **attention-guided encoding**, and **domain-aware variational inference** to predict symptom severity and diagnostic trajectories with interpretability and clinical relevance.

## 📌 Key Features

- **Flow-based latent transition modeling** to capture complex, nonlinear psychiatric state evolution.- **Attention-guided variational inference** for interpretable latent trajectory learning.- **Multimodal fusion** integrating structured and unstructured clinical data (e.g., self-reports, physiological signals, neuroimaging).- **Domain-Aware Variational Synchronization (DVS)** for robust training under sparse and irregular observations.- **Clinical priors and structural constraints** enhance prediction stability and interpretability.

## 🧠 Architecture

### 1. Latent Psychodynamic Flow (LPF)

- **Encoder**: Attention-guided encoder maps raw input to latent variables via multi-head attention and RNN.- **Latent Transition**: Flow-based transition dynamics model psychiatric state evolution over time.- **Decoder**: Maps latent state to clinical outcomes via hierarchical observation-outcome modeling.

_See architecture diagram on page 5 of the paper._

### 2. Domain-Aware Variational Synchronization (DVS)

- Synchronizes latent representations across irregular time intervals.- Embeds clinical priors using personalized variational distributions.- Enforces **latent structural consistency** across patient cohorts.

_Detailed in page 6–8 with schematic illustrations._

## 🧪 Datasets

We evaluated LPF on four prominent medical imaging datasets:

- **ChestX-ray14**: Multi-label disease classification (NIH).- **LUNA16**: Lung nodule detection (CT scans).- **BraTS**: Brain tumor segmentation (MRI).- **CAMELYON16**: Histopathology images for metastasis detection.

## 📈 Performance

LPF consistently outperformed SOTA models such as Informer, Autoformer, and PatchTST across multiple metrics:

| Dataset       | Accuracy | RMSE  | R² Score ||---------------|----------|-------|----------|| ChestX-ray14  | 90.13%   | 0.164 | 0.851    || LUNA16        | 89.47%   | 0.169 | 0.842    || BraTS         | 89.61%   | 0.188 | 0.823    || CAMELYON16    | 88.97%   | 0.193 | 0.812    |

More benchmarks in Tables 1 and 2 (pages 11–12).

## 🔍 Ablation Study

We ablated key components:

- **w/o Flow Transition** → major drop in R²- **w/o HOOM** → less precise outcome mapping- **w/o DVS** → reduced robustness under sparse sampling

📄 See Tables 3 and 4 for quantitative results.

## ⚙️ Installation

```bashgit clone https://github.com/your-username/LPF-AI-Psychiatry.gitcd LPF-AI-Psychiatrypip install -r requirements.txt
DOI: 10.5281/zenodo.16410483
title: NeuroTrack-LPF

description: # 🧠 Latent Psychodynamic Flow (LPF)

A probabilistic deep learning framework for modeling psychiatric symptom progression using multimodal time series data.

## 📝 Overview

Latent Psychodynamic Flow (LPF) is an AI-powered framework designed to model the nonlinear, temporal dynamics of psychiatric disorders. It combines **probabilistic temporal modeling**, **attention-guided encoding**, and **domain-aware variational inference** to predict symptom severity and diagnostic trajectories with interpretability and clinical relevance.

## 📌 Key Features

- **Flow-based latent transition modeling** to capture complex, nonlinear psychiatric state evolution.- **Attention-guided variational inference** for interpretable latent trajectory learning.- **Multimodal fusion** integrating structured and unstructured clinical data (e.g., self-reports, physiological signals, neuroimaging).- **Domain-Aware Variational Synchronization (DVS)** for robust training under sparse and irregular observations.- **Clinical priors and structural constraints** enhance prediction stability and interpretability.

## 🧠 Architecture

### 1. Latent Psychodynamic Flow (LPF)

- **Encoder**: Attention-guided encoder maps raw input to latent variables via multi-head attention and RNN.- **Latent Transition**: Flow-based transition dynamics model psychiatric state evolution over time.- **Decoder**: Maps latent state to clinical outcomes via hierarchical observation-outcome modeling.

_See architecture diagram on page 5 of the paper._

### 2. Domain-Aware Variational Synchronization (DVS)

- Synchronizes latent representations across irregular time intervals.- Embeds clinical priors using personalized variational distributions.- Enforces **latent structural consistency** across patient cohorts.

_Detailed in page 6–8 with schematic illustrations._

## 🧪 Datasets

We evaluated LPF on four prominent medical imaging datasets:

- **ChestX-ray14**: Multi-label disease classification (NIH).- **LUNA16**: Lung nodule detection (CT scans).- **BraTS**: Brain tumor segmentation (MRI).- **CAMELYON16**: Histopathology images for metastasis detection.

## 📈 Performance

LPF consistently outperformed SOTA models such as Informer, Autoformer, and PatchTST across multiple metrics:

| Dataset       | Accuracy | RMSE  | R² Score ||---------------|----------|-------|----------|| ChestX-ray14  | 90.13%   | 0.164 | 0.851    || LUNA16        | 89.47%   | 0.169 | 0.842    || BraTS         | 89.61%   | 0.188 | 0.823    || CAMELYON16    | 88.97%   | 0.193 | 0.812    |

More benchmarks in Tables 1 and 2 (pages 11–12).

## 🔍 Ablation Study

We ablated key components:

- **w/o Flow Transition** → major drop in R²- **w/o HOOM** → less precise outcome mapping- **w/o DVS** → reduced robustness under sparse sampling

📄 See Tables 3 and 4 for quantitative results.

## ⚙️ Installation

```bashgit clone https://github.com/your-username/LPF-AI-Psychiatry.gitcd LPF-AI-Psychiatrypip install -r requirements.txt
DOI: 10.15468/dl.g2vjsm
title: Occurrence Download

description: A dataset containing 5670 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Poa compressa",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5670 records from 183 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038609-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.539s8b
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solenopsis geminata",
 "Country is Saudi Arabia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038607-250717081556266/datasets/export for details.
DOI: 10.15468/dl.atrmfe
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Ficus abscondita",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 23 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038610-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fvaz8p
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melia azedarach",
 "Country is Marshall Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038608-250717081556266/datasets/export for details.
DOI: 10.15468/dl.u4b5pj
title: Occurrence Download

description: A dataset containing 1850 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Mosquito Occurrence Dataset",
 "GadmGid is NGA"
 ]
}

 The dataset includes 1850 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038612-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6systd
title: Occurrence Download

description: A dataset containing 178008 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON(((5.649824486537707 52.283432697613755,5.648940429902755 52.292224714450455,5.645275246369942 52.30074196310345,5.638968334560785 52.30865690199792,5.63026102222888 52.3156649817952,5.619487452024598 52.32149640724874,5.607061813791886 52.3259265782643,5.593462402576997 52.32878479777396,5.579213118577615 52.32996090003911,5.564863138152406 52.329409534131166,5.550965567119763 52.32715193030154,5.538055933877931 52.3232750777341,5.526631387455988 52.31792834626736,5.517131433940067 52.31131768736058,5.509920975756827 52.30369764621128,5.505276316246348 52.29536150324334,5.503374662873875 52.28662993552264,5.504287513632355 52.277838644186716,5.507978150598667 52.26932543078455,5.51430330010683 52.261417222563985,5.523018857874696 52.25441754418355,5.533789425943029 52.24859491185241,5.546201271497455 52.24417258699072,5.559778199291915 52.24132007215723,5.573999732029872 52.24014666460137,5.588320918246632 52.2406973050045,5.602193035799431 52.24295087356761,5.615084431361634 52.24682099544301,5.626500732421367 52.25215932548293,5.636003688158159 52.25876119127135,5.64322793906603 52.26637338628246,5.647895081977559 52.274703824592386,5.649824486537707 52.283432697613755)))"
 ]
}

 The dataset includes 178008 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038520-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s7bevw
title: Occurrence Download

description: A dataset containing 547009118 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plantae"
 ]
}

 The dataset includes 547009118 records from 18024 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038215-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18621904
title: Do Black Holes Transform into White Holes?
title: White holes exits?

description: This text talks about "Does Black wholes transform to white wholes?" And explains that Black wholes might transform to white whole
DOI: 10.5281/zenodo.18621903
title: Do Black Holes Transform into White Holes?
title: White holes exits?

description: This text talks about "Does Black wholes transform to white wholes?" And explains that Black wholes might transform to white whole
DOI: 10.15468/dl.tz3pfj
title: Occurrence Download

description: A dataset containing 50437 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pharomachrus mocinno",
 "Year 2000-2026"
 ]
}

 The dataset includes 50437 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011528-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/1auqvi
title: DED-2023

description: Downloaded HOBO environmental data for 2023.
DOI: 10.15468/dl.huwxq3
title: Occurrence Download

description: A dataset containing 6649 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.52322 10.50806,-75.52497 10.41027,-75.46769 10.40642,-75.45791 10.50596,-75.52322 10.50806))",
 "OccurrenceStatus is Present",
 "TaxonKey is Ardeidae"
 ]
}

 The dataset includes 6649 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011585-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jpta8k
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypostomus paucipunctatus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 28 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011589-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zvx6aw
title: Occurrence Download

description: A dataset containing 717 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((3.06784 46.93964,3.07715 46.9371,3.08764 46.93871,3.0926 46.94661,3.0942 46.95333,3.09265 46.95674,3.0925 46.96047,3.07989 46.96016,3.07947 46.95835,3.07973 46.95607,3.07715 46.95137,3.07353 46.94822,3.06893 46.94372,3.06609 46.94031,3.06784 46.93964))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 717 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011586-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/lkhdg3
title: DED-2024

description: Downloaded HOBO environmental data for 2024.
DOI: 10.34740/kaggle/dsv/14818839
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.48580/dgwnf.v2
title: Traité d'ornithologie, ou, Tableau méthodique des ordres, sous-ordres, familles, tribus, genres, sous-genres et races d'oiseaux: ouvrage entièrement neuf, formant le catalogue le plus complet des espèces réunies dans les collections publiques de la France / par R. P. Lesson