cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29409929.v1
title: <b>Seasonal variation of Zygoptera (Odonata) assemblages in preserved streams of Central Amazonia</b>

description: 📄 <b>Dataset Description</b>This dataset contains abundance records of Zygoptera (damselflies) collected at various stream sampling points within the Adolpho Ducke Forest Reserve, Central Amazon, during the year 2025. The data are organized by sampling site (<code>site</code>) and season (<code>periodo</code>), with the number of individuals recorded for each species.📌 Data Structure<b>site</b>: Identifier of the sampling point.<b>periodo</b>: Sampling season.The remaining columns correspond to <b>Zygoptera species</b>, with values indicating the <b>abundance</b> (number of individuals) recorded at each site and season.
DOI: 10.15468/dl.dvffjt
title: Occurrence Download

description: A dataset listing the 433 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "TaxonKey is Trichoptera"
 ]
}

 The dataset's 433 records were derived from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069147-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.mp6g5pl1
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (94 records)
DOI: 10.6084/m9.figshare.28592888
title: Manuscript Data

description: Data and source code accompanying the manuscript Sympathetic Vasomotion Reflects Catheter-based Radiofrequency Renal Denervation: A Dose-Dependent Measure for Real-time Procedural Feedback.
DOI: 10.6084/m9.figshare.28592888.v1
title: Manuscript Data

description: Data and source code accompanying the manuscript Sympathetic Vasomotion Reflects Catheter-based Radiofrequency Renal Denervation: A Dose-Dependent Measure for Real-time Procedural Feedback.
DOI: 10.15468/dl.u6375z
title: Occurrence Download

description: A dataset containing 1910 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"DATASET_KEY","value":"5625910c-6d03-4879-8046-13edc1128b95","matchCase":false},{"type":"equals","key":"HAS_COORDINATE","value":"true","matchCase":false},{"type":"equals","key":"HAS_GEOSPATIAL_ISSUE","value":"false","matchCase":false},{"type":"equals","key":"OCCURRENCE_STATUS","value":"present.","matchCase":false}]}

 The dataset includes 1910 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069152-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7uuyxq
title: Occurrence Download

description: A dataset containing 32509 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eleusine indica (L.) Gaertn."
 ]
}

 The dataset includes 32509 records from 869 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069153-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8thp73
title: Occurrence Download

description: A dataset containing 818 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhinoderma darwinii Duméril & Bibron, 1841"
 ]
}

 The dataset includes 818 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069156-250525065834625/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.29248589
title: Overtuning in Hyperparameter Optimization - Artifacts

description: Trajectories of Hyperparameter Optimization (HPO) runs as analyzed in the paper Overtuning in Hyperparameter Optimization.Code for the analysis of the datasets (.csv files) can be found in the accompanying GitHub repository: https://github.com/slds-lmu/paper_2025_overtuning.`overtuning_csvs.zip` contains already postprocessed HPO trajectories of different HPO runs with columns being self-explanatory.`reshuffling_raw_csvs.zip` contains raw HPO trajectories as produced in the experiments of the paper Reshuffling Resampling Splits Can Improve Generalization of Hyperparameter Optimization.In contrast to https://doi.org/10.6084/m9.figshare.27627504.v1 these are the raw HPO trajectories and not the trajectories over the incumbents.<br>Additionally, HPO runs of HEBO with early stopping are included.<br>This data contains the following columns (and some additional ones not explained here which are self-explanatory) where the validation and test performance of each proposed hyperparameter configuration are tracked over time in the form of trajectoriesiteration (iteration of an HPO run)valid (validation performance)test_retrained (test performance after retraining)seed (replication id)classifier (learning algorithm)data_id (data set id)train_valid_size (size of the set used for training and validation)resampling (resampling method)metric (performance metric)method (post selection method and resampling method)optimizer (HPO algorithm)<br>
DOI: 10.6084/m9.figshare.29248589.v1
title: Overtuning in Hyperparameter Optimization - Artifacts

description: Trajectories of Hyperparameter Optimization (HPO) runs as analyzed in the paper Overtuning in Hyperparameter Optimization.Code for the analysis of the datasets (.csv files) can be found in the accompanying GitHub repository: https://github.com/slds-lmu/paper_2025_overtuning.`overtuning_csvs.zip` contains already postprocessed HPO trajectories of different HPO runs with columns being self-explanatory.`reshuffling_raw_csvs.zip` contains raw HPO trajectories as produced in the experiments of the paper Reshuffling Resampling Splits Can Improve Generalization of Hyperparameter Optimization.In contrast to https://doi.org/10.6084/m9.figshare.27627504.v1 these are the raw HPO trajectories and not the trajectories over the incumbents.<br>Additionally, HPO runs of HEBO with early stopping are included.<br>This data contains the following columns (and some additional ones not explained here which are self-explanatory) where the validation and test performance of each proposed hyperparameter configuration are tracked over time in the form of trajectoriesiteration (iteration of an HPO run)valid (validation performance)test_retrained (test performance after retraining)seed (replication id)classifier (learning algorithm)data_id (data set id)train_valid_size (size of the set used for training and validation)resampling (resampling method)metric (performance metric)method (post selection method and resampling method)optimizer (HPO algorithm)<br>
DOI: 10.6084/m9.figshare.29409920.v1
title: scHDR

description: scHDR
DOI: 10.6084/m9.figshare.29409920
title: scHDR

description: scHDR
DOI: 10.15468/dl.dj8kvm
title: Occurrence Download

description: A dataset containing 5405 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección de reptiles del Museo de Historia Natural \"Gustavo Orcés V.\" de la Escuela Politécnica Nacional"
 ]
}

 The dataset includes 5405 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069157-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.usx38p
title: Occurrence Download

description: A dataset containing 52672 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (Saint Vincent and the Grenadines, Grenada)"
 ]
}

 The dataset includes 52672 records from 423 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069151-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e117973v1-183561
title: Data and code for: Subsidy Policies and Insurance Demand

description: Using data from a two-year pricing experiment, we study the impact of subsidy policies on weather insurance take-up. Results show that subsidies increase future insurance take-up through their influence on payout experiences. Exploring mechanisms of the payout effect, we find that for households that randomly benefited from financial education, receiving a payout provides a one-time learning experience that improves take-up permanently. In contrast, households with poor insurance knowledge continuously update take-up decisions based on recent experiences with disasters and payouts. Combining subsidy policies with financial education can thus be effective in promoting long-run insurance adoption.
DOI: 10.5281/zenodo.17210893
title: Electrical Resistivity Data Supporting Geomorphic and Geophysical Evidence for Late Quaternary Surface-Rupturing Earthquakes in Northeast United States

description: This dataset contains DC electrical resistivity measurements supporting the analysis in Geomorphic and Geophysical Evidence for Quaternary Surface-Rupturing Earthquakes in Northeast United States.

The datasets were collected with ABEM Terrameter LS2 64-electrode resistivity meter.

The datasets include:

1. Electrical resistivity tomography (ERT) raw dataset for a 630-m long profile (ERT profile 1) with 10m electrode spacing, across a cluster of fault scarps in Tewksbury, New Jersey, US. The data is in .DAT format, and is provided in two versions: one containing elevation of each station and another without elevation information.

2. Electrical resistivity tomography (ERT) raw dataset for a 63-m long profile (ERT profile 2) with 1m electrode spacing, across a single target fault scarp in Tewksbury, New Jersey, US. The data is in .DAT format, and is provided with a version containing elevation of each station and another version without elevation information.
DOI: 10.5281/zenodo.17210894
title: Electrical Resistivity Data Supporting Geomorphic and Geophysical Evidence for Late Quaternary Surface-Rupturing Earthquakes in Northeast United States

description: This dataset contains DC electrical resistivity measurements supporting the analysis in Geomorphic and Geophysical Evidence for Quaternary Surface-Rupturing Earthquakes in Northeast United States.

The datasets were collected with ABEM Terrameter LS2 64-electrode resistivity meter.

The datasets include:

1. Electrical resistivity tomography (ERT) raw dataset for a 630-m long profile (ERT profile 1) with 10m electrode spacing, across a cluster of fault scarps in Tewksbury, New Jersey, US. The data is in .DAT format, and is provided in two versions: one containing elevation of each station and another without elevation information.

2. Electrical resistivity tomography (ERT) raw dataset for a 63-m long profile (ERT profile 2) with 1m electrode spacing, across a single target fault scarp in Tewksbury, New Jersey, US. The data is in .DAT format, and is provided with a version containing elevation of each station and another version without elevation information.
DOI: 10.15468/dl.g9fcp6
title: Occurrence Download

description: A dataset containing 1260 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus brevifolius",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1260 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023408-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ucqdhx
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023409-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17214798
title: dfgdfg

description: dfgdfg
DOI: 10.15468/dl.ep4fzt
title: Occurrence Download

description: A dataset containing 223421 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 countrycode countrycode,
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, countrycode, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, countrycode, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, countrycode, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, countrycode, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, countrycode, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, countrycode, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.basisofrecord IN ('HUMAN_OBSERVATION', 'PRESERVED_SPECIMEN')
 AND occurrence.countrycode = 'JP'
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence."year" &gt;= 2000 AND occurrence."year" &lt;= 2024)
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL AND occurrence.hascoordinate = TRUE)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year",
 occurrence.countrycode

 The dataset's 223421 records were derived from 606 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023394-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17214795
title: Table S1 Top ten most produced crops in sub-Saharan Africa, with the highest producing countries and the common production practices.
DOI: 10.5281/zenodo.17214796
title: Table S1 Top ten most produced crops in sub-Saharan Africa, with the highest producing countries and the common production practices.
DOI: 10.15468/dl.qrk9k8
title: Occurrence Download

description: A dataset containing 363 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus compressus",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 363 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023410-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mfjne6
title: Occurrence Download

description: A dataset containing 3603802 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-97.5167 22.85176,-98.96886 22.76252,-99.23509 22.13621,-98.79944 20.76214,-98.60582 19.76315,-97.56511 18.32187,-96.30658 18.06896,-94.99964 17.35425,-94.07994 17.05369,-93.30546 17.16935,-92.99082 18.57442,-93.25705 18.94109,-94.17675 18.57442,-95.14485 19.10126,-95.77412 19.44395,-96.25817 20.58099,-96.98425 21.55212,-97.5167 22.85176))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 3603802 records from 783 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023379-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.96fjza
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dichondra carolinensis",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023411-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.93cjme
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dichondra carolinensis",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 64 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023412-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17214813
title: un test final

description: test final
DOI: 10.5281/zenodo.17214814
title: un test final

description: test final
DOI: 10.6084/m9.figshare.30218872
title: BRYTSERC: Bangla Realistic YouTube Speech Emotion Recognition Corpus

description: BRYTSERC is a realistic Bangla speech emotion dataset collected from publicly available YouTube videos. It contains authentic emotional expressions across diverse speakers, genders, and accents. The dataset includes 5215 audio clips labeled with emotions as follows: Happy, Sad, Anger, Surprise, Fear, Disgust, and Neutral.Designed for speech emotion recognition research, BRYTSERC supports training and evaluation of SER models in the Bangla language.
DOI: 10.6084/m9.figshare.30218872.v1
title: BRYTSERC: Bangla Realistic YouTube Speech Emotion Recognition Corpus

description: BRYTSERC is a realistic Bangla speech emotion dataset collected from publicly available YouTube videos. It contains authentic emotional expressions across diverse speakers, genders, and accents. The dataset includes 5215 audio clips labeled with emotions as follows: Happy, Sad, Anger, Surprise, Fear, Disgust, and Neutral.Designed for speech emotion recognition research, BRYTSERC supports training and evaluation of SER models in the Bangla language.
DOI: 10.15468/dl.xqcc6u
title: Occurrence Download

description: A dataset containing 498 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyperus difformis",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 498 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023414-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17214720
title: Dataset of Roughness Index (RI), Rg and DEM data from the terraced area of the Fish Creek–Vallecito Basin (San Andreas Fault System, southern California)
title: surface_roughness_dataset

description: This dataset contains the geospatial data used to calculate the Roughness Index (RI) in the main study area. It includes:– A shapefile of the main study area roughness (RI).– A 20 × 20 m cell shapefile of the terraced area.– A shapefile of three profiles.– Three Excel files with cell IDs and the values of two normalized equations linked to each cell (Profiles).

–One Excel files with cell IDs and the values of Rg of the terraced area (20x20 m cell).

– A DEM (Digital Elevation Model) of the terraced area.

All files are provided with their associated components (e.g. .shp, .shx, .dbf for shapefiles).The dataset uses the EPSG: 26911 coordinate reference system (UTM Zone 11N).

These data support the article “Detecting active cryptic faults from surface roughness in the Fish Creek Vallecito basin, San Andreas fault system, southern California” published in Journal of Geophysical Research: Earth Surface.
DOI: 10.5281/zenodo.17214721
title: Dataset of Roughness Index (RI), Rg and DEM data from the terraced area of the Fish Creek–Vallecito Basin (San Andreas Fault System, southern California)
title: surface_roughness_dataset

description: This dataset contains the geospatial data used to calculate the Roughness Index (RI) in the main study area. It includes:– A shapefile of the main study area roughness (RI).– A 20 × 20 m cell shapefile of the terraced area.– A shapefile of three profiles.– Three Excel files with cell IDs and the values of two normalized equations linked to each cell (Profiles).

–One Excel files with cell IDs and the values of Rg of the terraced area (20x20 m cell).

– A DEM (Digital Elevation Model) of the terraced area.

All files are provided with their associated components (e.g. .shp, .shx, .dbf for shapefiles).The dataset uses the EPSG: 26911 coordinate reference system (UTM Zone 11N).

These data support the article “Detecting active cryptic faults from surface roughness in the Fish Creek Vallecito basin, San Andreas fault system, southern California” published in Journal of Geophysical Research: Earth Surface.
DOI: 10.15468/dl.x8fy6g
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dichondra repens",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023416-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yrauau
title: Occurrence Download

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

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023417-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17214821
title: title

description: sdfsd
DOI: 10.5281/zenodo.17214822
title: title

description: sdfsd
DOI: 10.15468/dl.yhpnqw
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bison bison"
 ]
}

 The dataset includes 105 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023418-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5v3rfr
title: Occurrence Download

description: A dataset containing 23327 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Drusus"
 ]
}

 The dataset includes 23327 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023419-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.