cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.bd2vwg
title: Occurrence Download

description: A dataset containing 540 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Quercus acutissima, Impatiens balfourii, Solenopsis richteri, Murdannia keisak, Xylosandrus crassiusculus, Ehrharta calycina, Dracaena trifasciata, Linepithema humile, Schizachyrium scoparium, Rosa bracteata, Gymnocoronis spilanthoides, Wasmannia auropunctata, Heracleum sosnowskyi, Turanoclytus namaganensis, Spirodela punctata, Megaplatypus mutatus, Humulus scandens, Lespedeza cuneata, Sagittaria platyphylla, Persicaria perfoliata, Alternanthera philoxeroides, Cenchrus purpureus, Tetropium gracilicorne, Cenchrus setaceus, Cortaderia jubata, Xylosandrus crassiusculus, Pheidole megacephala, Andropogon virginicus, Uroleucon erigeronense, Anoplophora glabripennis, Anoplophora glabripennis, Cardiospermum grandiflorum, Polistes chinensis, Polygraphus proximus, Hermetia illucens, Hyphantria cunea, Agrilus anxius, Heracleum persicum, Passiflora tarminiana, Rubus ellipticus, Agrilus auroguttatus, Agrilus planipennis, Solenopsis invicta, Rhyzobius lophanthae, Lonicera japonica, Hedychium coronarium, Salvinia minima, Salvinia molesta, Acacia saligna, Aizoon pubescens)",
 "Year is one of (2020, 2021, 2022, 2023, 2024)",
 "DecimalLatitude is greater than or equal to 47.3024876979",
 "DecimalLatitude is less than or equal to 54.983104153",
 "DecimalLongitude is greater than or equal to 5.98865807458",
 "DecimalLongitude is less than or equal to 15.0169958839",
 "Year is not null",
 "HasCoordinate is TRUE",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 540 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038446-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18167/dvn1/sh9cwg
title: La Réunion - Carte d'occupation du sol 2018 (Spot6/7) - 1.5m

description: Dans le cadre du Centre d’Expertise Scientifique Occupation des Sols de THEIA, l’UMR TETIS du CIRAD développe une méthode de cartographie automatisée fondée sur la chaine Moringa qui minimise les interactions avec les utilisateurs par l’automatisation de la plupart des processus d’analyse et de traitement des images. La méthodologie utilise conjointement une image à Très Haute Résolution Spatiale (Spot6/7 ou Pléiades) et une ou plusieurs séries temporelles d’images optiques à Haute Résolution Spatiale type Sentinel-2 et Landsat-8 pour une classification combinant segmentation et classification objet (utilisation de l’algorithme Random Forest) entrainée par une base de données d’apprentissage constituée à partir de collecte in situ et de photo-interprétation. Les cartes d'occupation du sol sont réalisées dans le cadre du projet GABIR (Gestion Agricole des Biomasses à l’échelle de l'Ile de la Réunion) et sont toutes diffusées sur le catalogue de données spatiales du Cirad à la Réunion : https://geode.cirad.fr Cette fiche du Dataverse concerne les cartes produites, pour l'année 2018, en utilisant une mosaïque d'images Spot6/7 pour calculer la segmentation (extraction d'objets homogènes à partir de l'image). Nous utilisons une base de données terrain ayant une nomenclature emboitée avec 3 niveaux de précision nous permettant de produire une classification par niveau. Le niveau 3, le plus détaillé distinguant les types de cultures présente une précision globale de 86% et un indice de Kappa est de 0,85. Le niveau 2, distinguant les groupes de cultures présente une précision globale de 91% et un indice de Kappa est de 0,90. Le niveau 1, distinguant les grands groupes d'occupation du sol présente une précision globale de 97% et un indice de Kappa est de 0,95.
DOI: 10.60875/r4v8-sn03
title: Wool Glossary

description: A spreadsheet glossary with 598 words related to the wool industry, including related terms (broad and narrow), meaning, source. A further column was added to include regional terms from dialects & folk songs.
DOI: 10.15468/dl.qu48hj
title: Occurrence Download

description: A dataset containing 315 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Clematis terniflora, Baccharis spicata, Vespula pensylvanica, Dryocosmus kuriphilus, Monomorium pharaonis, Gryon japonicum, Ludwigia peruviana, Rumex sagittatus, Ardisia crenata, Ceratitis capitata, Solanum marginatum)",
 "Year is one of (2020, 2021, 2022, 2023, 2024)",
 "DecimalLatitude is greater than or equal to 47.3024876979",
 "DecimalLatitude is less than or equal to 54.983104153",
 "DecimalLongitude is greater than or equal to 5.98865807458",
 "DecimalLongitude is less than or equal to 15.0169958839",
 "Year is not null",
 "HasCoordinate is TRUE",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 315 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038448-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwubr8
title: Occurrence Download

description: A dataset containing 22319 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Clematis terniflora, Baccharis spicata, Vespula pensylvanica, Dryocosmus kuriphilus, Monomorium pharaonis, Gryon japonicum, Ludwigia peruviana, Rumex sagittatus, Ardisia crenata, Ceratitis capitata, Solanum marginatum)",
 "Year is one of (2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025)",
 "DecimalLatitude is greater than or equal to 36.00645579600007",
 "DecimalLatitude is less than or equal to 81.28880442900004",
 "DecimalLongitude is greater than or equal to -180.0",
 "DecimalLongitude is less than or equal to 180.0",
 "Year is not null",
 "HasCoordinate is TRUE",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 22319 records from 226 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038449-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/fe0f9938-0411-4aec-a39b-ecebf7ba8b30
title: Data underlying the publication: Clinical and genetic characteristics of Enterobacter cloacae and Klebsiella aerogenes in children

description: The dataset combines detailed laboratory sequencing results (MinION and WGS), antimicrobial resistance gene analysis, clinical chart review data, and summary statistics for Enterobacter isolates, along with data prepared for generating related figures. Overall, it integrates genomic and clinical information to support a comprehensive analysis of Enterobacter strains.
DOI: 10.4121/fe0f9938-0411-4aec-a39b-ecebf7ba8b30.v1
title: Data underlying the publication: Clinical and genetic characteristics of Enterobacter cloacae and Klebsiella aerogenes in children

description: The dataset combines detailed laboratory sequencing results (MinION and WGS), antimicrobial resistance gene analysis, clinical chart review data, and summary statistics for Enterobacter isolates, along with data prepared for generating related figures. Overall, it integrates genomic and clinical information to support a comprehensive analysis of Enterobacter strains.
DOI: 10.15468/dl.pfj4gf
title: Occurrence Download

description: A dataset containing 1886 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sicyos angulatus, Ampelopsis glandulosa, Lymantria mathura, Enaphalodes rufulus, Dendrolimus superans, Solanum carolinense, Hakea sericea, Pistia stratiotes, Pulvinaria hydrangeae, Corythucha arcuata, Triadica sebifera, Baccharis halimifolia, Hylobitelus xiaoi, Lygodium japonicum, Vespa mandarinia, Solanum seaforthianum, Saperda candida, Icerya purchasi, Microstegium vimineum, Paederia foetida, Rugulopteryx okamurae, Macrosiphoniella sanborni, Neomyzus circumflexus, Xylosandrus mutilatus, Gunnera tinctoria, Cotoneaster glaucophyllus, Pinus taeda, Prosopis juliflora, Dendrolimus sibiricus, Acaena novae-zelandiae, Lonicera acuminata, Liriope spicata, Cabomba caroliniana, Melaleuca quinquenervia, Platypus quercivorus, Pulvinaria hydrangeae, Xylosandrus crassiusculus, Aphis gossypii, Xylosandrus germanus, Sirex ermak, Pinellia ternata, Megachile sculpturalis, Phedimus stolonifer, Agrilus planipennis, Amaranthus tuberculatus, Corymbia citriodora, Acacia decurrens, Tapinoma melanocephalum, Toumeyella parvicornis, Ligustrum obtusifolium)",
 "Year is one of (2020, 2021, 2022, 2023, 2024)",
 "DecimalLatitude is greater than or equal to 47.3024876979",
 "DecimalLatitude is less than or equal to 54.983104153",
 "DecimalLongitude is greater than or equal to 5.98865807458",
 "DecimalLongitude is less than or equal to 15.0169958839",
 "Year is not null",
 "HasCoordinate is TRUE",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 1886 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038445-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fef5wd
title: Occurrence Download

description: A dataset containing 77499 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alcedo atthis",
 "MediaType is Image"
 ]
}

 The dataset includes 77499 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038413-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nhr5za
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anoplolepis gracilipes",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 104 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038453-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yaeacv
title: Occurrence Download

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

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038452-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sauvj3
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anoplolepis gracilipes",
 "Country is Micronesia (Federated States of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 50 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038454-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16409912
title: EmoAlign

description: # EmoAlign: Multi-Grained Empathetic Dialogue System with Personality Fusion

**EmoAlign** is a novel dialogue generation framework that enhances emotional support conversations through cognitive affective fusion, memory alignment, and personality-aware planning. It is designed for scenarios requiring empathetic, context-sensitive, and supportive interaction, such as mental health counseling, social chatbots, and AI companions.

---

## 📌 Overview

This project implements the core framework proposed in the paper:

> **"Affective Fusion for Emotional Support: An Empathetic Dialogue Framework Using Multi-Grained Cognition and Personality Alignment"**

**EmoAlign** integrates three main components:

- **Perceptual-Cognitive Fusion (PCF):**    Fuses affective cues and multi-turn cognitive representations using hierarchical attention.

- **Hierarchical Memory Fusion (HMF):**    Incorporates latent intent, role transitions, and multi-scale memory to maintain emotional and semantic consistency.

- **Causal Persona Planning (CPP):**    Models target user personality and alignment trajectory to generate context-consistent and personalized responses.

---

## 🌟 Key Features

- 🎯 Multi-grained fusion of emotion, cognition, and intent- 🧠 Long-range dialogue memory encoding- 👤 Target speaker personality alignment- 🧾 Explicit emotion and intent constraints- 📈 State-of-the-art performance on ESConv, EmpatheticDialogues

---

## 🧩 Project Structure

```bash.├── data/                   # ESConv / EmpatheticDialogues dataset loaders├── models/                 # PCF, HMF, CPP modules├── configs/                # Model and training configuration├── scripts/                # Train / evaluate / inference scripts├── utils/                  # Helper functions and loss modules├── results/                # Output results, logs, visualizations├── checkpoints/            # Trained model weights└── README.md
DOI: 10.5281/zenodo.16409913
title: EmoAlign

description: # EmoAlign: Multi-Grained Empathetic Dialogue System with Personality Fusion

**EmoAlign** is a novel dialogue generation framework that enhances emotional support conversations through cognitive affective fusion, memory alignment, and personality-aware planning. It is designed for scenarios requiring empathetic, context-sensitive, and supportive interaction, such as mental health counseling, social chatbots, and AI companions.

---

## 📌 Overview

This project implements the core framework proposed in the paper:

> **"Affective Fusion for Emotional Support: An Empathetic Dialogue Framework Using Multi-Grained Cognition and Personality Alignment"**

**EmoAlign** integrates three main components:

- **Perceptual-Cognitive Fusion (PCF):**    Fuses affective cues and multi-turn cognitive representations using hierarchical attention.

- **Hierarchical Memory Fusion (HMF):**    Incorporates latent intent, role transitions, and multi-scale memory to maintain emotional and semantic consistency.

- **Causal Persona Planning (CPP):**    Models target user personality and alignment trajectory to generate context-consistent and personalized responses.

---

## 🌟 Key Features

- 🎯 Multi-grained fusion of emotion, cognition, and intent- 🧠 Long-range dialogue memory encoding- 👤 Target speaker personality alignment- 🧾 Explicit emotion and intent constraints- 📈 State-of-the-art performance on ESConv, EmpatheticDialogues

---

## 🧩 Project Structure

```bash.├── data/                   # ESConv / EmpatheticDialogues dataset loaders├── models/                 # PCF, HMF, CPP modules├── configs/                # Model and training configuration├── scripts/                # Train / evaluate / inference scripts├── utils/                  # Helper functions and loss modules├── results/                # Output results, logs, visualizations├── checkpoints/            # Trained model weights└── README.md
DOI: 10.15468/dl.8yysag
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paralithodes camtschaticus",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 31 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038455-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgx6dx
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pyracantha angustifolia",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 78 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038457-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29538605
title: Retracing the path of evolution: polymorphisms of <i>aspA</i> codon 363 shape the fitness of <i>Yersinia pestis</i>

description: <i>Yersinia pestis</i>, the etiologic agent of plague, is a genetically monomorphic pathogen. By screening 1085 published <i>Y. pestis</i> genomes, we identified an unusual mutation hotspot within codon 363 of the aspartate ammonia-lyase gene <i>aspA</i> with at least six alleles in the population. Our investigation delves into the significance of the polymorphism at the <i>aspA</i> codon 363 and its impact on the fitness of <i>Y. pestis</i> strains. Notably, we found that the dominating TTG allele (L363), resulting in AspA inactivation, confers a fitness advantage to <i>Y. pestis</i> when competing with other bacteria inhabiting a similar niche, due to elevated expression of pesticin. However, the TTG strain exhibits fitness deficits under various stress conditions compared to the GTG strain (V363), which expresses an active AspA. Drawing from these observations, we propose an evolutionary hypothesis for <i>Y. pestis</i> at the <i>aspA</i> codon 363 locus. It is inferred that GTG represented the ancestral state at this locus. However, the TTG strain swiftly dominated populations in the early evolutionary stage of <i>Y. pestis</i>, likely owing to the V363L substitution that conferred a competitive advantage to <i>Y. pestis</i> over other bacteria. Subsequently, spontaneous mutations emerged, reinstating AspA activity, thereby offering fitness advantages across diverse environments and get fixed within the population. Our findings portraited a scenario of inactivating-restoring mutations relay in <i>Y. pestis</i> microevolution, shedding new lights on the evolutional dynamics of pathogens.
DOI: 10.6084/m9.figshare.29538605.v2
title: Retracing the path of evolution: polymorphisms of <i>aspA</i> codon 363 shape the fitness of <i>Yersinia pestis</i>

description: <i>Yersinia pestis</i>, the etiologic agent of plague, is a genetically monomorphic pathogen. By screening 1085 published <i>Y. pestis</i> genomes, we identified an unusual mutation hotspot within codon 363 of the aspartate ammonia-lyase gene <i>aspA</i> with at least six alleles in the population. Our investigation delves into the significance of the polymorphism at the <i>aspA</i> codon 363 and its impact on the fitness of <i>Y. pestis</i> strains. Notably, we found that the dominating TTG allele (L363), resulting in AspA inactivation, confers a fitness advantage to <i>Y. pestis</i> when competing with other bacteria inhabiting a similar niche, due to elevated expression of pesticin. However, the TTG strain exhibits fitness deficits under various stress conditions compared to the GTG strain (V363), which expresses an active AspA. Drawing from these observations, we propose an evolutionary hypothesis for <i>Y. pestis</i> at the <i>aspA</i> codon 363 locus. It is inferred that GTG represented the ancestral state at this locus. However, the TTG strain swiftly dominated populations in the early evolutionary stage of <i>Y. pestis</i>, likely owing to the V363L substitution that conferred a competitive advantage to <i>Y. pestis</i> over other bacteria. Subsequently, spontaneous mutations emerged, reinstating AspA activity, thereby offering fitness advantages across diverse environments and get fixed within the population. Our findings portraited a scenario of inactivating-restoring mutations relay in <i>Y. pestis</i> microevolution, shedding new lights on the evolutional dynamics of pathogens.
DOI: 10.15468/dl.rawknw
title: Occurrence Download

description: A dataset containing 304 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pyracantha angustifolia",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 304 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038458-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29538605.v1
title: Retracing the Path of Evolution: Polymorphisms of <i>aspA</i> Codon 363 Shape the Fitness of <i>Yersinia pestis</i>

description: <i>Yersinia pestis</i>, the etiologic agent of plague, is a genetically monomorphic pathogen. By screening 1085 published <i>Y. pestis</i> genomes, we identified an unusual mutation hotspot within codon 363 of the aspartate ammonia-lyase gene <i>aspA</i> with at least six alleles in the population. Our investigation delves into the significance of the polymorphism at the <i>aspA</i> codon 363 and its impact on the fitness of <i>Y. pestis</i> strains. Notably, we found that the dominating TTG allele (L363), resulting in AspA inactivation, confers a fitness advantage to <i>Y. pestis</i> when competing with other bacteria inhabiting a similar niche, due to elevated expression of pesticin. However, the TTG strain exhibits fitness deficits under various stress conditions compared to the GTG strain (V363), which expresses an active AspA. Drawing from these observations, we propose an evolutionary hypothesis for <i>Y. pestis</i> at the <i>aspA</i> codon 363 locus. It is inferred that GTG represented the ancestral state at this locus. However, the TTG strain swiftly dominated populations in the early evolutionary stage of <i>Y. pestis</i>, likely owing to the V363L substitution that conferred a competitive advantage to <i>Y. pestis</i> over other bacteria. Subsequently, spontaneous mutations emerged, reinstating AspA activity, thereby offering fitness advantages across diverse environments and get fixed within the population. Our findings portraited a scenario of inactivating-restoring mutations relay in <i>Y. pestis microevolution</i>, shedding new lights on the evolutional dynamics of pathogens.
DOI: 10.6084/m9.figshare.29482816
title: Injury statistics in outdoor compared to conventional early childhood education (ECE) programmes in Canada

description: The benefits of outdoor play are well-established, yet safety concerns can limit outdoor play opportunities in early childhood education (ECE) programmes. Whether injury risk is higher in outdoor versus conventional ECE settings is unknown. This study examined injury rates and patterns in both settings. A survey was administered to 150 conventional and 160 outdoor ECE programmes in Canada in January-February 2023. The survey captured programme size, location, injury frequency/severity, and activity. Differences in minor, moderate and severe injury rates between settings were examined. Thirty-nine (13 conventional and 26 outdoor) programmes reported 855 minor injuries, with 72% occurring outdoors. Conventional programmes had a higher relative rate of minor outdoor injuries per hour per child compared to outdoor programmes (<i>p</i> = .009). No differences were found in moderate or high-severity injury rates (<i>p</i> &gt; .05). Running and climbing were the most common activities linked to injuries in both settings. Boys and girls had equal prevalence of low-severity injuries, whereas boys had higher prevalence of medium and high-severity injuries. Outdoor-focused programmes had lower minor injury rates, though larger samples are needed to confirm this finding. These findings provide a foundation for future studies on injury rates in outdoor ECEs in Canada and internationally.