cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16418833
title: NeuroLesionNet

description: # NeuroLesionLoc: Object Detection & Lesion Localization in Neuroimaging

> A hybrid AI framework for interpretable and robust lesion localization across multimodal brain imaging datasets.

## 🧠 Overview

**NeuroLesionLoc** is a state-of-the-art computational pipeline for the detection and localization of pathological lesions in neuroimaging. It integrates anatomical priors, structured latent representations, and domain-adaptive inference mechanisms to improve both performance and interpretability in clinical neuroimaging tasks such as stroke, tumor, and trauma detection.

This repository accompanies the research paper:

**"Object Detection Lesion Localization in Neuroimaging: Enhancing Diagnostic Accuracy in Brain Disorders"**  *Lei Zhao, Zhejiang University of Technology*

## 📌 Key Features

- **NeuroManifold Encoder (NME)**:    A variational encoder that embeds multimodal brain imaging data into a biologically consistent, low-dimensional manifold.

- **Cortex-guided Adaptive Projection (CAP)**:    An inference mechanism that uses anatomical priors and uncertainty-aware reweighting to refine lesion localization.

- **Compositional Spatial Decoder**:    Reconstructs input data through interpretable basis functions and attention-driven modulation.

- **Auxiliary-Aware Modulation**:    Integrates subject-specific attributes (e.g., age, sex, diagnosis) to enhance latent space alignment and diagnostic relevance.

- **Cross-domain Alignment**:    Employs Maximum Mean Discrepancy (MMD) to harmonize feature distributions across datasets and institutions.

## 🧪 Datasets Used

- **ISLES 2022**: Stroke lesion segmentation with multimodal MRI.- **Brain Tumor Dataset**: T1, T2, FLAIR MRI scans for tumor detection (glioma, meningioma, pituitary).- **BraTS 2021**: Glioma segmentation with multimodal MRI and survival prediction.- **ATLAS**: Stroke lesion mapping with T1-weighted MRIs and rich metadata.

## 🧬 Model Architecture

The pipeline comprises:1. Graph-Regularized Latent Encoding using anatomical adjacency graphs.2. Spatial-Temporal Compositional Decoder with attention-modulated basis functions.3. Anatomical projection and uncertainty-aware correction.4. Optional classification head for diagnostic tasks.

> See Figures 1–4 in the paper for detailed diagrams of the architecture.

## 📈 Performance Highlights

| Dataset        | Accuracy | F1 Score | AUC     ||----------------|----------|----------|---------|| ISLES 2022     | 93.61%   | 91.72%   | 94.34%  || Brain Tumor    | 92.25%   | 90.83%   | 93.15%  || BraTS 2021     | 94.21%   | 92.03%   | 95.42%  || ATLAS          | 93.07%   | 90.85%   | 94.13%  |

> Outperforms YOLOv5, RetinaNet, DETR, CenterNet and others across all datasets.

## 📦 Installation

```bashgit clone https://github.com/yourusername/NeuroLesionLoc.gitcd NeuroLesionLocpip install -r requirements.txt
DOI: 10.5281/zenodo.16418832
title: NeuroLesionNet

description: # NeuroLesionLoc: Object Detection & Lesion Localization in Neuroimaging

> A hybrid AI framework for interpretable and robust lesion localization across multimodal brain imaging datasets.

## 🧠 Overview

**NeuroLesionLoc** is a state-of-the-art computational pipeline for the detection and localization of pathological lesions in neuroimaging. It integrates anatomical priors, structured latent representations, and domain-adaptive inference mechanisms to improve both performance and interpretability in clinical neuroimaging tasks such as stroke, tumor, and trauma detection.

This repository accompanies the research paper:

**"Object Detection Lesion Localization in Neuroimaging: Enhancing Diagnostic Accuracy in Brain Disorders"**  *Lei Zhao, Zhejiang University of Technology*

## 📌 Key Features

- **NeuroManifold Encoder (NME)**:    A variational encoder that embeds multimodal brain imaging data into a biologically consistent, low-dimensional manifold.

- **Cortex-guided Adaptive Projection (CAP)**:    An inference mechanism that uses anatomical priors and uncertainty-aware reweighting to refine lesion localization.

- **Compositional Spatial Decoder**:    Reconstructs input data through interpretable basis functions and attention-driven modulation.

- **Auxiliary-Aware Modulation**:    Integrates subject-specific attributes (e.g., age, sex, diagnosis) to enhance latent space alignment and diagnostic relevance.

- **Cross-domain Alignment**:    Employs Maximum Mean Discrepancy (MMD) to harmonize feature distributions across datasets and institutions.

## 🧪 Datasets Used

- **ISLES 2022**: Stroke lesion segmentation with multimodal MRI.- **Brain Tumor Dataset**: T1, T2, FLAIR MRI scans for tumor detection (glioma, meningioma, pituitary).- **BraTS 2021**: Glioma segmentation with multimodal MRI and survival prediction.- **ATLAS**: Stroke lesion mapping with T1-weighted MRIs and rich metadata.

## 🧬 Model Architecture

The pipeline comprises:1. Graph-Regularized Latent Encoding using anatomical adjacency graphs.2. Spatial-Temporal Compositional Decoder with attention-modulated basis functions.3. Anatomical projection and uncertainty-aware correction.4. Optional classification head for diagnostic tasks.

> See Figures 1–4 in the paper for detailed diagrams of the architecture.

## 📈 Performance Highlights

| Dataset        | Accuracy | F1 Score | AUC     ||----------------|----------|----------|---------|| ISLES 2022     | 93.61%   | 91.72%   | 94.34%  || Brain Tumor    | 92.25%   | 90.83%   | 93.15%  || BraTS 2021     | 94.21%   | 92.03%   | 95.42%  || ATLAS          | 93.07%   | 90.85%   | 94.13%  |

> Outperforms YOLOv5, RetinaNet, DETR, CenterNet and others across all datasets.

## 📦 Installation

```bashgit clone https://github.com/yourusername/NeuroLesionLoc.gitcd NeuroLesionLocpip install -r requirements.txt
DOI: 10.15468/dl.ccyrpn
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus spinosus",
 "Country is Yemen",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044466-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16418829
title: Predicting Crash Causes from Stack Traces: Can We Identify Key Android Settings? (Artifact)

description: These files are the artifact for the manuscript entitled `Predicting Crash Causes from Stack Traces: Can We IdentifyKey Android Settings?`. For more information, please read the README.md  which explains the whole project located in Shark.zip.
DOI: 10.15468/dl.fnewq5
title: Occurrence Download

description: A dataset containing 1178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyla intermedia",
 "MediaType is Image"
 ]
}

 The dataset includes 1178 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044469-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x9q4mx
title: Occurrence Download

description: A dataset containing 1223 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Epilobium ciliatum",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1223 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044467-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cjqryb
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry MULTIPOLYGON(((-14.43658 26.09134,58.52499 26.09134,58.52499 47.33988,-14.43658 47.33988,-14.43658 26.09134)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Crataegus heterophylloides, Crataegus longipes, Crataegus petrodavisii, Crataegus pseudoheterophylla, Crataegus pycnoloba, Crataegus sakranensis, Crataegus sphaenophylla, Crataegus stankovii, Crataegus stevenii, Crataegus tanacetifolia, Crataegus tanacetifolia)"
 ]
}

 The dataset includes 91 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044468-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cgrfss
title: Occurrence Download

description: A dataset containing 100026 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Haematopus ostralegus",
 "MediaType is Image"
 ]
}

 The dataset includes 100026 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044431-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fuabmf
title: Occurrence Download

description: A dataset containing 17790 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Epilobium ciliatum",
 "Country is Finland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 17790 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044471-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z6g249
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Moenkhausia atahualpiana)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044472-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fvy5sq
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphanomyces astaci",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044473-250717081556266/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/12573332
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.5281/zenodo.15834918
title: Predicting Crash Causes from Stack Traces: Can We Identify Key Android Settings? (Artifact)

description: These files are the artifact for the manuscript entitled `Predicting Crash Causes from Stack Traces: Can We IdentifyKey Android Settings?`. For more information, please read the README.md  which explains the whole project located in Shark.zip.
DOI: 10.15468/dl.6xes7z
title: Occurrence Download

description: A dataset containing 746 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pyrus bretschneideri)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 746 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001555-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2qd874
title: Occurrence Download

description: A dataset containing 6157 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cardellina rubra",
 "Year 2023-2025"
 ]
}

 The dataset includes 6157 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001554-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112054223
title: Baal Myth Sixth Tablet

description: [Text Description:] Shapsh helps Anat recover Baal's corpse, Anat destroys Mot, Baal is restored and fights Mot ❧ [Text or Publication Number Note:] KTU 1.6; CTA 6; CAT 1.6; KTU2 1.6; CTU 1.6; RS 2.[009]; RS 5.155 ❧ [Excavation Description:] Excavations at Ras Shamra 1930. Found in Library of the High Priest, p. t. 210-264, Acropolis, excavated by Claude F.-A. Schaeffer, Mission Archeologique Francaise. ❧ [Medium:] Clay ❧ [Script Note:] Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet, 26.5 cm. X 19.5 cm., 2 fragments ❧ [Physical Object Note:] Grey clay, six columns, incomplete
DOI: 10.15468/dl.afyzz5
title: Occurrence Download

description: A dataset containing 5887 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Muraena helena Linnaeus, 1758"
 ]
}

 The dataset includes 5887 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009493-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112054224
title: Baal Myth Sixth Tablet

description: [Text Description:] Shapsh helps Anat recover Baal's corpse, Anat destroys Mot, Baal is restored and fights Mot ❧ [Text or Publication Number Note:] KTU 1.6; CTA 6; CAT 1.6; KTU2 1.6; CTU 1.6; RS 2.[009]; RS 5.155 ❧ [Excavation Description:] Excavations at Ras Shamra 1930. Found in Library of the High Priest, p. t. 210-264, Acropolis, excavated by Claude F.-A. Schaeffer, Mission Archeologique Francaise. ❧ [Medium:] Clay ❧ [Script Note:] Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet, 26.5 cm. X 19.5 cm., 2 fragments ❧ [Physical Object Note:] Grey clay, six columns, incomplete
DOI: 10.15468/dl.e4683x
title: Occurrence Download

description: A dataset containing 171 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhipidura rennelliana Mayr, 1931"
 ]
}

 The dataset includes 171 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0382963-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jcafc8
title: Occurrence Download

description: A dataset containing 879 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bombycilla Vieillot, 1808",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 879 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0413057-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fbg993
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Selago psammophila Hilliard"
 ]
}

 The dataset includes 15 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122862-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112051650
title: P.Oxy.X 1349 Letter of Sarapion., P.Oxy.X 1349

description: [Text Description:] Letter of Sarapion, 15 lines. ❧ [Text or Publication Number Note:] P.Oxy.X 1349, P.Oxy. 1349, Spurlock 1914.21.0029 ❧ [Excavation Description:] Excavated by archaeologists, including Bernard Pyne Grenfell and Arthur Surridge Hunt, at an ancient rubbish dump near Oxyrhynchus in Egypt (28°32'N 30°40'E, modern el-Bahnasa). ❧ [Medium:] Papyrus ❧ [Script Note:] Greek ❧ [Physical Object Description:] Papyrus manuscript, 20.2 x 7.8 cm
DOI: 10.15468/dl.6daaa6
title: Occurrence Download

description: A dataset containing 49824 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Iris foetidissima L."
 ]
}

 The dataset includes 49824 records from 565 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145657-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ydsz95
title: Occurrence Download

description: A dataset containing 1745 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Guaiacum sanctum L."
 ]
}

 The dataset includes 1745 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032346-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8pzap7
title: Occurrence Download

description: A dataset containing 856 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhynchopelates oxyrhynchus (Temminck & Schlegel, 1842)"
 ]
}

 The dataset includes 856 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034839-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ypdsvf
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erysiphe hypophylla (Nevod.) U.Braun & Cunningt.",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is Switzerland",
 "Country is Switzerland"
 ]
 }
 ]
}

 The dataset includes 35 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0401825-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112051822
title: P.Oxy.X 1349 Letter of Sarapion., P.Oxy.X 1349

description: [Text Description:] Letter of Sarapion, 15 lines. ❧ [Text or Publication Number Note:] P.Oxy.X 1349, P.Oxy. 1349, Spurlock 1914.21.0029 ❧ [Excavation Description:] Excavated by archaeologists, including Bernard Pyne Grenfell and Arthur Surridge Hunt, at an ancient rubbish dump near Oxyrhynchus in Egypt (28°32'N 30°40'E, modern el-Bahnasa). ❧ [Medium:] Papyrus ❧ [Script Note:] Greek ❧ [Physical Object Description:] Papyrus manuscript, 20.2 x 7.8 cm
DOI: 10.15468/dl.rcpg2b
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alpinia oxyphylla Miq."
 ]
}

 The dataset includes 103 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0232593-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zebj5z
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudoselago quadrangularis (Choisy) Hilliard"
 ]
}

 The dataset includes 26 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122868-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112051823
title: P.Oxy.X 1349 Letter of Sarapion., P.Oxy.X 1349

description: [Text Description:] Letter of Sarapion, 15 lines. ❧ [Text or Publication Number Note:] P.Oxy.X 1349, P.Oxy. 1349, Spurlock 1914.21.0029 ❧ [Excavation Description:] Excavated by archaeologists, including Bernard Pyne Grenfell and Arthur Surridge Hunt, at an ancient rubbish dump near Oxyrhynchus in Egypt (28°32'N 30°40'E, modern el-Bahnasa). ❧ [Medium:] Papyrus ❧ [Script Note:] Greek ❧ [Physical Object Description:] Papyrus manuscript, 20.2 x 7.8 cm
DOI: 10.15468/dl.bvprru
title: Occurrence Download

description: A dataset containing 5690 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material sample, Material citation, Specimen, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Vachellia farnesiana (L.) Wight & Arn."
 ]
}

 The dataset includes 5690 records from 293 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246782-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c69znz
title: Occurrence Download

description: A dataset containing 4289 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhipidura phasiana De Vis, 1885"
 ]
}

 The dataset includes 4289 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0382971-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112051779
title: P.Oxy.X 1349 Letter of Sarapion., P.Oxy.X 1349

description: [Text Description:] Letter of Sarapion, 15 lines. ❧ [Text or Publication Number Note:] P.Oxy.X 1349, P.Oxy. 1349, Spurlock 1914.21.0029 ❧ [Excavation Description:] Excavated by archaeologists, including Bernard Pyne Grenfell and Arthur Surridge Hunt, at an ancient rubbish dump near Oxyrhynchus in Egypt (28°32'N 30°40'E, modern el-Bahnasa). ❧ [Medium:] Papyrus ❧ [Script Note:] Greek ❧ [Physical Object Description:] Papyrus manuscript, 20.2 x 7.8 cm
DOI: 10.15468/dl.nae2zy
title: Occurrence Download

description: A dataset containing 505035 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Viet Nam",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 505035 records from 1235 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0398156-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gf5zv2
title: Occurrence Download

description: A dataset containing 5554 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera tigris (Linnaeus, 1758)"
 ]
}

 The dataset includes 5554 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0256225-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hsywqr
title: Occurrence Download

description: A dataset containing 501 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Fritillaria Tourn. ex L."
 ]
}

 The dataset includes 501 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228933-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.