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

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Puma concolor concolor"
 ]
}

 The dataset includes 60 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001203-160509122628363/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pe9qm3
title: Occurrence Download

description: A dataset containing 97863 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Empetrum L.",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Specimen"
 ]
 }
 ]
}

 The dataset includes 97863 records from 239 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024979-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.etnmgx
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Sri Lanka",
 "HasCoordinate is true",
 "TaxonKey is Francolinus pictus (Jardine & Selby, 1828)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 20 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001203-190918142434337/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.28706744
title: Contam_Control_Filtered.xlsx

description: Contamination list for filtering data for analysis presented in Naumann et al
DOI: 10.15468/dl.keaamu
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hibiscus rosa-sinensis",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 36 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045943-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hy7nm4
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hibiscus rosa-sinensis",
 "Country is Timor-Leste",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045944-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17070533
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp85hotter_2020_2039

description: wind_100m_rcp85hotter_2020_2039 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 20 NetCDF files with simulation outputs.
DOI: 10.5281/zenodo.17070534
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp85hotter_2020_2039

description: wind_100m_rcp85hotter_2020_2039 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 20 NetCDF files with simulation outputs.
DOI: 10.5281/zenodo.17070770
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp85cooler_2080_2099

description: wind_100m_rcp85cooler_2080_2099 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 20 NetCDF files with simulation outputs.
DOI: 10.5281/zenodo.17070771
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp85cooler_2080_2099

description: wind_100m_rcp85cooler_2080_2099 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 20 NetCDF files with simulation outputs.
DOI: 10.5281/zenodo.17070717
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp85cooler_2060_2079

description: wind_100m_rcp85cooler_2060_2079 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 20 NetCDF files with simulation outputs.
DOI: 10.5281/zenodo.17070716
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp85cooler_2060_2079

description: wind_100m_rcp85cooler_2060_2079 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 20 NetCDF files with simulation outputs.
DOI: 10.5281/zenodo.17081694
title: Ancillary data for PREFIRE_SFC code

description: Ancillary data needed to successfully run the PREFIRE_SFC software package. The included data files are in various formats.
DOI: 10.5281/zenodo.17081695
title: Ancillary data for PREFIRE_SFC code

description: Ancillary data needed to successfully run the PREFIRE_SFC software package. The included data files are in various formats.
DOI: 10.5281/zenodo.17070675
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp85cooler_2040_2059

description: wind_100m_rcp85cooler_2040_2059 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 19 NetCDF files with simulation outputs.
DOI: 10.5281/zenodo.17070676
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp85cooler_2040_2059

description: wind_100m_rcp85cooler_2040_2059 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 19 NetCDF files with simulation outputs.
DOI: 10.15468/dl.gas3wm
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trichomycterus punctulatus)",
 "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 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045946-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r64px8
title: Occurrence Download

description: A dataset containing 180 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chamaecytisus spinescens",
 "Country is one of (Bosnia and Herzegovina, Croatia, Italy, Kosovo, Montenegro, North Macedonia, Serbia, Slovenia)"
 ]
}

 The dataset includes 180 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045945-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17070655
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp85cooler_2020_2039

description: wind_100m_rcp85cooler_2020_2039 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 20 NetCDF files with simulation outputs.
DOI: 10.5281/zenodo.17070654
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp85cooler_2020_2039

description: wind_100m_rcp85cooler_2020_2039 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 20 NetCDF files with simulation outputs.
DOI: 10.5281/zenodo.17081024
title: Ancillary data for PREFIRE_ML_MSK (and PREFIRE_MSK) code

description: Ancillary data needed to successfully run the PREFIRE_ML_MSK (and PREFIRE_MSK) software package. The included data files are in various formats.
DOI: 10.5281/zenodo.17081025
title: Ancillary data for PREFIRE_ML_MSK (and PREFIRE_MSK) code

description: Ancillary data needed to successfully run the PREFIRE_ML_MSK (and PREFIRE_MSK) software package. The included data files are in various formats.
DOI: 10.5281/zenodo.17085848
title: Atmospheric EAD grid thruster performance: a theoretical–experimental approach on geometry and pressure effects

description: Dataset for "Atmospheric EAD grid thruster performance: a theoretical–experimental approach on geometry and pressure effects"
DOI: 10.11588/duerer.online.68c04b06e4254
title: Kreuztragung Christi, https://d-nb.info/gnd/1201040450
DOI: 10.15468/dl.tx6rz6
title: Occurrence Download

description: A dataset containing 530 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hibiscus rosa-sinensis",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 530 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045947-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17070631
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp85hotter_2080_2099

description: wind_100m_rcp85hotter_2080_2099 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 20 NetCDF files with simulation outputs.
DOI: 10.5281/zenodo.17070632
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp85hotter_2080_2099

description: wind_100m_rcp85hotter_2080_2099 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 20 NetCDF files with simulation outputs.
DOI: 10.5281/zenodo.17070590
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp85hotter_2060_2079

description: wind_100m_rcp85hotter_2060_2079 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 20 NetCDF files with simulation outputs.
DOI: 10.5281/zenodo.17070591
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp85hotter_2060_2079

description: wind_100m_rcp85hotter_2060_2079 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 20 NetCDF files with simulation outputs.
DOI: 10.15468/dl.z5s45t
title: Occurrence Download

description: A dataset containing 336036 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2006",
 "Year is less than or equal to 2006"
 ]
}

 The dataset includes 336036 records from 262 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045926-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17080630
title: Ancillary data for PREFIRE_AUX_MET code

description: Ancillary data needed to successfully run the PREFIRE_AUX_MET software package. Most of these data files were not created by the PREFIRE team directly, but by the original data file authors (e.g., Gerrish et al. 2023, Zhang et al. 2015).  The included data files are in various formats.
DOI: 10.5281/zenodo.17080629
title: Ancillary data for PREFIRE_AUX_MET code

description: Ancillary data needed to successfully run the PREFIRE_AUX_MET software package. Most of these data files were not created by the PREFIRE team directly, but by the original data file authors (e.g., Gerrish et al. 2023, Zhang et al. 2015).  The included data files are in various formats.
DOI: 10.6084/m9.figshare.26144536
title: Maritime LiDAR-based Ship Detection Datasets

description: Real-world maritime LiDAR dataset for ship detection. The dataset was collected across a busy<br>maritime environment, including the marina and the River Thames. A Velodyne VLP-16 LiDAR with 16 channels and a measurement range of up to 100m was employed. The processed dataset is managed in the same way as<br>the KITTI datasets. <b>The updated version of the datasets for uncertainty-aware work will be released soon.</b>
DOI: 10.6084/m9.figshare.26144536.v1
title: Maritime LiDAR-based Ship Detection Datasets

description: Real-world maritime LiDAR dataset for ship detection. The dataset was collected across a busy<br>maritime environment, including the marina and the River Thames. A Velodyne VLP-16 LiDAR with 16 channels and a measurement range of up to 100m was employed. The processed dataset is managed in the same way as<br>the KITTI datasets. <b>The updated version of the datasets for uncertainty-aware work will be released soon.</b>
DOI: 10.5281/zenodo.17081155
title: Emotional speaking style captions for MSP Podcast release 1.12 (EmotionRankCLAP)

description: We release a collection of natural-language emotional speaking style descriptions derived from the MSP-Podcast corpus(release 1.12). These descriptions are generated from dimensional emotion attributes (valence and arousal) to help bridge the gap between speech and text modalities in CLAP-style models.

Traditionally, speaking style annotations have been limited to speaker traits and categorical emotions. Our dataset extends beyond such fixed categories, enabling the development of emotion understanding models that capture the subtleties of emotion on a continuous scale.

All captions were generated using OpenAI’s o1 large language model with the following prompt:



“Given the following scale of emotions – valence (1 = very negative; 7 = very positive), arousal (1 = very calm; 7 = very active), write a sentence describing a speaking style that is {VALENCE} on valence and {AROUSAL} on arousal. Do not use any numbers in the sentence. The sentence should start with: The person is speaking ...”


Please cite our work : Chandra, S.S., Goncalves, L., Lu, J., Busso, C., Sisman, B. (2025) EmotionRankCLAP: Bridging Natural Language Speaking Styles and Ordinal Speech Emotion via Rank-N-Contrast. Proc. Interspeech 2025, 3000-3004, doi: 10.21437/Interspeech.2025-1198Paper link : https://www.isca-archive.org/interspeech_2025/chandra25_interspeech.pdf 

MSP Podcast : Lotfian, Reza, and Carlos Busso. "Building naturalistic emotionally balanced speech corpus by retrieving emotional speech from existing podcast recordings." IEEE Transactions on Affective Computing 10.4 (2017): 471-483.
DOI: 10.5281/zenodo.17081156
title: Emotional speaking style captions for MSP Podcast release 1.12 (EmotionRankCLAP)

description: We release a collection of natural-language emotional speaking style descriptions derived from the MSP-Podcast corpus(release 1.12). These descriptions are generated from dimensional emotion attributes (valence and arousal) to help bridge the gap between speech and text modalities in CLAP-style models.

Traditionally, speaking style annotations have been limited to speaker traits and categorical emotions. Our dataset extends beyond such fixed categories, enabling the development of emotion understanding models that capture the subtleties of emotion on a continuous scale.

All captions were generated using OpenAI’s o1 large language model with the following prompt:



“Given the following scale of emotions – valence (1 = very negative; 7 = very positive), arousal (1 = very calm; 7 = very active), write a sentence describing a speaking style that is {VALENCE} on valence and {AROUSAL} on arousal. Do not use any numbers in the sentence. The sentence should start with: The person is speaking ...”


Please cite our work : Chandra, S.S., Goncalves, L., Lu, J., Busso, C., Sisman, B. (2025) EmotionRankCLAP: Bridging Natural Language Speaking Styles and Ordinal Speech Emotion via Rank-N-Contrast. Proc. Interspeech 2025, 3000-3004, doi: 10.21437/Interspeech.2025-1198Paper link : https://www.isca-archive.org/interspeech_2025/chandra25_interspeech.pdf 

MSP Podcast : Lotfian, Reza, and Carlos Busso. "Building naturalistic emotionally balanced speech corpus by retrieving emotional speech from existing podcast recordings." IEEE Transactions on Affective Computing 10.4 (2017): 471-483.
DOI: 10.5281/zenodo.17070555
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp85hotter_2040_2059

description: wind_100m_rcp85hotter_2040_2059 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 20 NetCDF files with simulation outputs.
DOI: 10.5281/zenodo.17070556
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp85hotter_2040_2059

description: wind_100m_rcp85hotter_2040_2059 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 20 NetCDF files with simulation outputs.
DOI: 10.5281/zenodo.17070496
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp45cooler_2080_2099

description: wind_100m_rcp45cooler_2080_2099 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 20 NetCDF files with simulation outputs.
DOI: 10.5281/zenodo.17070495
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp45cooler_2080_2099

description: wind_100m_rcp45cooler_2080_2099 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 20 NetCDF files with simulation outputs.
DOI: 10.5281/zenodo.17070459
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp45cooler_2060_2079

description: wind_100m_rcp45cooler_2060_2079 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 20 NetCDF files with simulation outputs.
DOI: 10.5281/zenodo.17070458
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp45cooler_2060_2079

description: wind_100m_rcp45cooler_2060_2079 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 20 NetCDF files with simulation outputs.
DOI: 10.5281/zenodo.17070418
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp45cooler_2040_2059

description: wind_100m_rcp45cooler_2040_2059 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 20 NetCDF files with simulation outputs.
DOI: 10.5281/zenodo.17070419
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp45cooler_2040_2059

description: wind_100m_rcp45cooler_2040_2059 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 20 NetCDF files with simulation outputs.
DOI: 10.15468/dl.zxn5wp
title: Occurrence Download

description: A dataset containing 663 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CAN.11_1",
 "Geometry POLYGON((-75.87619 45.34435,-75.77736 45.33697,-75.64455 45.41312,-75.39874 45.4806,-75.29024 45.51664,-75.29495 45.61475,-75.34986 45.64199,-75.47759 45.63008,-75.51146 45.61844,-75.59 45.6083,-75.77107 45.57718,-75.8431 45.53059,-75.95173 45.5135,-75.97187 45.47518,-75.93773 45.38001,-75.87619 45.34435))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Frangula alnus, Rhamnus cathartica)"
 ]
}

 The dataset includes 663 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045948-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.td6f38
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Melanotaenia dumasi)",
 "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/0045950-250827131500795/datasets/export for details.
DOI: 10.15468/dl.wr3fwt
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hibiscus sabdariffa",
 "Country is Burkina Faso",
 "HasCoordinate is true"
 ]
}

 The dataset includes 51 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045953-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17070347
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp45hotter_2080_2099

description: wind_100m_rcp45hotter_2080_2099 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 20 NetCDF files with simulation outputs.
DOI: 10.5281/zenodo.17070348
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp45hotter_2080_2099

description: wind_100m_rcp45hotter_2080_2099 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 20 NetCDF files with simulation outputs.
DOI: 10.15468/dl.wy9br8
title: Occurrence Download

description: A dataset containing 356 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hibiscus sabdariffa",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 356 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045952-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ja8tdb
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045954-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17070333
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp45hotter_2060_2079

description: wind_100m_rcp45hotter_2060_2079 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 20 NetCDF files with simulation outputs.
DOI: 10.5281/zenodo.17070334
title: GODEEEP-based dataset for ReEDS bus network - wind_100m_rcp45hotter_2060_2079

description: wind_100m_rcp45hotter_2060_2079 data for capacity factors in the continental US, processed from PNNL's GODEEEP dataset for NREL's ReEDs bus network. Contains 20 NetCDF files with simulation outputs.
DOI: 10.15468/dl.drykpn
title: Occurrence Download

description: A dataset containing 328448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (El Salvador, Costa Rica, Panama, Nicaragua, Guatemala, Honduras)",
 "OccurrenceStatus is Present",
 "TaxonKey is Brotogeris jugularis"
 ]
}

 The dataset includes 328448 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045884-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.