cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/gj2-dkq-57z
title: Turbonilla rosewateri Corgan & van Aartsen, 1993

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4wk-0lh-deg
title: Mauritia histrio (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jhg-0k2-mkt
title: Phorcus richardi (Payraudeau, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dpm-nnt-g2q
title: Martesia striata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sb1-q8q-jt0
title: Tagelus divisus (Spengler, 1794)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2zy-3s8-11z
title: Rapa rapa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vl2-78c-tmx
title: Subulina octona (Bruguière, 1789)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0dq-vp0-yq4
title: Raphitoma philberti (Michaud, 1829)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/710-wzt-cqj
title: Vepricardium burnupi (G. B. Sowerby III, 1897)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a7x-jgt-2fq
title: Chione cancellata (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1ep-ef6-715
title: Herpetopoma aspersum (R. A. Philippi, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bwd-3g8-3pm
title: Nassarius particeps (Hedley, 1915)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/va6-54a-g01
title: Puperita pupa (Linnaeus, 1767)

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

description: A dataset containing 483003 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Living Specimen, Occurrence evidence, Specimen, Material citation, Material sample, Human Observation, Machine Observation, Observation)",
 "TaxonKey is Abies"
 ]
}

 The dataset includes 483003 records from 1691 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008529-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dy63q9
title: Occurrence Download

description: A dataset containing 1128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Araucaria araucana (Molina) K.Koch"
 ]
}

 The dataset includes 1128 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006954-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7ygnx
title: Occurrence Download

description: A dataset containing 736 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Culicoides asiana, Culicoides actoni)"
 ]
}

 The dataset includes 736 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002995-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15467926
title: Replication package for REStud 32807 Homeownership, Polarization, and Inequality

description: Replication package for the Review of Economic Studies article 32807 "Homeownership, Polarization, and Inequality" by Andrii Parkhomenko.  The package contains code and data to replicate all quantitative results in the article.
DOI: 10.5281/zenodo.15467927
title: Replication package for REStud 32807 Homeownership, Polarization, and Inequality

description: Replication package for the Review of Economic Studies article 32807 "Homeownership, Polarization, and Inequality" by Andrii Parkhomenko.  The package contains code and data to replicate all quantitative results in the article.
DOI: 10.6084/m9.figshare.29644835
title: Data and Code.zip

description: <b>Data and Code for research on "Multi-scale habitat drivers of Hainan gibbon distribution: Integrating macro-environmental and fine-scale ecological factors for targeted conservation"</b>
DOI: 10.6084/m9.figshare.29644835.v1
title: Data and Code.zip

description: <b>Data and Code for research on "Multi-scale habitat drivers of Hainan gibbon distribution: Integrating macro-environmental and fine-scale ecological factors for targeted conservation"</b>
DOI: 10.15468/dl.3xsmj5
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus spinosus",
 "Country is Peru",
 "HasCoordinate is true"
 ]
}

 The dataset includes 86 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044359-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mzwmtw
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Observation.org, Nature data from around the World, Natural History Museum (London) Collection Specimens, NMNH Extant Specimen Records (USNM, US), Sharing vertebrate occurrence data from camera traps in Asia, NRM-Mammals, Museum of Comparative Zoology, Harvard University, Mammal Collection (MHNG-MAMO) of Muséum d'histoire naturelle de la Ville de Genève, Mammal collection NTNU University Museum, ZFMK Mammalia collection)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is EN",
 "PublishingOrg is one of (28eb1a3f-1c15-4a95-931a-4af90ecb574d, c8d737e0-2ff8-42e8-b8fc-6b805d26fc5f, 19456090-b49a-11d8-abeb-b8a03c50a862, bc092ff0-02e4-11dc-991f-b8a03c50a862, 58ff88f6-8a7e-41a3-a5fb-8a277f5203e7, 6ba9a8cc-513a-4a51-bf93-6f5de8040a96, 9661d20d-86b6-4485-8948-f3c86b022fa7, b4640710-8e03-11d8-b956-b8a03c50a862, a8144f37-5ff7-4137-9400-94b5b2ea4ec4, 6e1cad80-bdf5-11d8-84ea-b8a03c50a862)",
 "TaxonKey is Symphalangus syndactylus",
 "Year 2020-2025"
 ]
}

 The dataset includes 67 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044360-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dh7yh2
title: Occurrence Download

description: A dataset containing 311 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Procambarus clarkii",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 311 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044361-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ug2cv7
title: Occurrence Download

description: A dataset containing 350 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Procambarus clarkii",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 350 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044363-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5878qr
title: Occurrence Download

description: A dataset containing 1134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Procambarus clarkii",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1134 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044362-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktrdcg
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhodiola prainii"
 ]
}

 The dataset includes 92 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044364-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/ns2k1y
title: Replication Data for: Keeping the team together: how intra-party divisions shape party behavior across issues

description: Ideological disagreements and infighting are nearly universal for political parties. Left unaddressed, they can have major adverse consequences. Yet, most research on party competition still assumes that parties are unitary actors. This article advances the emerging literature, which moves beyond this simplistic assumption, in several significant ways. I develop a theoretical framework of party behavior that integrates salience, spatial, and blurring approaches. Based on this, I offer a comprehensive empirical assessment of how intra-party divisions shape party behavior across eight key issues. I draw on expert and candidate surveys to measure different levels of intra-party divisions. The extensive empirical analysis of up to 260 parties in 28 European countries between 1999 and 2024 highlights how divisions shape many facets of party behavior. I find consistent evidence that parties avoid internally divisive issues and blur their positions. I find some evidence that parties change positions on divisive issues. The findings have important implications for our understanding of the nature of political parties.
DOI: 10.15468/dl.sry264
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Roeboides loftini)",
 "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 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044367-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qsr84m
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhodiola primuloides"
 ]
}

 The dataset includes 79 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044365-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.afyx22
title: Occurrence Download

description: A dataset containing 179 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhodiola purpureoviridis"
 ]
}

 The dataset includes 179 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044366-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16418703
title: PeatWatch

description: # Multi-source Remote Sensing Peatland Monitoring System

A deep learning-based system for monitoring peatland degradation and assessing restoration effectiveness using multi-source remote sensing data. This project integrates spectral, spatial, and temporal information with explainable AI components to support ecological monitoring and decision-making.

## 🛰️ Overview

Peatlands are vital for climate regulation, carbon storage, and biodiversity conservation. However, they face rapid degradation due to human activities. This repository presents **GeoSpectral Adaptive Network (GeoSAN)** and the **Contextual Earth-Aware Reasoning (CEAR)** framework, offering a scalable and interpretable solution to monitor and evaluate peatland degradation and restoration using multi-modal Earth observation data.

## 🚀 Key Features

- **GeoSAN Architecture**  - Spectral reweighting mechanism  - Deformable spatial learning  - Auxiliary feature fusion  - Multi-resolution context aggregation

- **CEAR Inference Framework**  - Graph-based contextual reasoning  - Integration of physics-guided priors (e.g., NDVI)  - Spatio-temporal alignment and geolocation awareness

- **Multi-source Data Support**  - Optical (e.g., Sentinel-2)  - SAR (e.g., Sentinel-1)  - LiDAR-derived elevation  - Auxiliary geophysical priors (e.g., slope, land cover history)

## 📊 Datasets

- **BigEarthNet**    Multi-spectral imagery across Europe with CORINE land cover labels.  - **UC Merced Land Use**    High-resolution RGB aerial scenes across 21 land-use categories.

- **SpaceNet**    Urban satellite imagery with building footprints and road networks.

- **RSI-CB256**    Google Earth RGB tiles labeled for land-use classification.

## 📈 Performance Highlights

| Dataset        | Precision | Recall | NDCG  | MAP   ||----------------|-----------|--------|--------|--------|| BigEarthNet     | 78.92%    | 75.14% | 76.80% | 74.52% || UC Merced       | 77.45%    | 73.90% | 75.61% | 72.88% || SpaceNet        | 76.88%    | 72.67% | 73.91% | 70.84% || RSI-CB256       | 78.22%    | 74.19% | 75.63% | 72.75% |

*Outperforms baseline models such as SASRec, LightGCN, and ConvNCF across all benchmarks.*

## 🛠️ Installation

```bashgit clone https://github.com/your-username/peatland-monitoring.gitcd peatland-monitoringpip install -r requirements.txt
DOI: 10.5281/zenodo.16418704
title: PeatWatch

description: # Multi-source Remote Sensing Peatland Monitoring System

A deep learning-based system for monitoring peatland degradation and assessing restoration effectiveness using multi-source remote sensing data. This project integrates spectral, spatial, and temporal information with explainable AI components to support ecological monitoring and decision-making.

## 🛰️ Overview

Peatlands are vital for climate regulation, carbon storage, and biodiversity conservation. However, they face rapid degradation due to human activities. This repository presents **GeoSpectral Adaptive Network (GeoSAN)** and the **Contextual Earth-Aware Reasoning (CEAR)** framework, offering a scalable and interpretable solution to monitor and evaluate peatland degradation and restoration using multi-modal Earth observation data.

## 🚀 Key Features

- **GeoSAN Architecture**  - Spectral reweighting mechanism  - Deformable spatial learning  - Auxiliary feature fusion  - Multi-resolution context aggregation

- **CEAR Inference Framework**  - Graph-based contextual reasoning  - Integration of physics-guided priors (e.g., NDVI)  - Spatio-temporal alignment and geolocation awareness

- **Multi-source Data Support**  - Optical (e.g., Sentinel-2)  - SAR (e.g., Sentinel-1)  - LiDAR-derived elevation  - Auxiliary geophysical priors (e.g., slope, land cover history)

## 📊 Datasets

- **BigEarthNet**    Multi-spectral imagery across Europe with CORINE land cover labels.  - **UC Merced Land Use**    High-resolution RGB aerial scenes across 21 land-use categories.

- **SpaceNet**    Urban satellite imagery with building footprints and road networks.

- **RSI-CB256**    Google Earth RGB tiles labeled for land-use classification.

## 📈 Performance Highlights

| Dataset        | Precision | Recall | NDCG  | MAP   ||----------------|-----------|--------|--------|--------|| BigEarthNet     | 78.92%    | 75.14% | 76.80% | 74.52% || UC Merced       | 77.45%    | 73.90% | 75.61% | 72.88% || SpaceNet        | 76.88%    | 72.67% | 73.91% | 70.84% || RSI-CB256       | 78.22%    | 74.19% | 75.63% | 72.75% |

*Outperforms baseline models such as SASRec, LightGCN, and ConvNCF across all benchmarks.*

## 🛠️ Installation

```bashgit clone https://github.com/your-username/peatland-monitoring.gitcd peatland-monitoringpip install -r requirements.txt
DOI: 10.15468/dl.4vrdwk
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus spinosus",
 "Country is Korea, Republic of",
 "HasCoordinate is true"
 ]
}

 The dataset includes 39 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044371-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bzyagv
title: Occurrence Download

description: A dataset containing 6770 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hierophis viridiflavus",
 "MediaType is Image"
 ]
}

 The dataset includes 6770 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044369-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.23t7ay
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus spinosus",
 "Country is Philippines",
 "HasCoordinate is true"
 ]
}

 The dataset includes 30 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044370-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hpmqhz
title: Occurrence Download

description: A dataset containing 1275 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ornithogalum nutans",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1275 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044376-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.thyema
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044378-250717081556266/datasets/export for details.
DOI: 10.15468/dl.wdhgzs
title: Occurrence Download

description: A dataset containing 44300 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Plegadis falcinellus)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 44300 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044373-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8zax95
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Procambarus clarkii",
 "Country is Kenya",
 "HasCoordinate is true"
 ]
}

 The dataset includes 29 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044380-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hv3fws
title: Occurrence Download

description: A dataset containing 12799 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens parviflora",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12799 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044377-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cfj5ra
title: Occurrence Download

description: A dataset containing 900 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cubiceps gracilis"
 ]
}

 The dataset includes 900 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044379-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b92h67
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Cambodia",
 "OccurrenceStatus is Present",
 "TaxonKey is Heliopais personatus"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044383-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eu8nyd
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Procambarus clarkii",
 "Country is Malta",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044381-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8d76fz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Barbodes truncatulus)",
 "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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044382-250717081556266/datasets/export for details.
DOI: 10.6084/m9.figshare.29644859
title: Research data.docx

description: Research data for CATENA.
DOI: 10.6084/m9.figshare.29644859.v1
title: Research data.docx

description: Research data for CATENA.