cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.fvn4hy
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clutia pentheriana Gand."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0141284-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.iw9o1f
title: Occurrence Download

description: A dataset containing 95107 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asio flammeus (Pontoppidan, 1763)"
 ]
}

 The dataset includes 95107 records from 285 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004477-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fgqfa9
title: Occurrence Download

description: A dataset containing 118 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bolitoglossa salvinii"
 ]
}

 The dataset includes 118 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064381-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57967/hf/7334
title: train
DOI: 10.6084/m9.figshare.30943262
title: Non-Semantic Human Acoustic Transients for Large-Scale Data Analytics (CC0)

description: This dataset contains over 7,500 short-duration human-generated acoustic transient recordings collected over a period of approximately 37 months. The recordings capture non-semantic acoustic events and are intended to support experimentation and research in audio signal processing, machine learning, and data analytics.All recordings are provided in uncompressed WAV format. Audio was captured using a mobile voice recording application across a range of everyday environments, resulting in natural variation in background noise, volume, and acoustic conditions. Each recording was manually reviewed, and samples with excessively low signal level, dominant background noise, or non-target artefacts were removed. The dataset therefore retains realistic variability while excluding unusable recordings.No preprocessing has been applied to the audio files in order to preserve flexibility for downstream tasks. Users may wish to apply standard audio preprocessing techniques, such as trimming to a fixed duration, normalisation, or time–frequency transformation, depending on their application.Files are named sequentially using integer identifiers. File order does not encode temporal or categorical information.Citation of this Figshare record is appreciated when used in academic work.
DOI: 10.6084/m9.figshare.30943262.v1
title: Non-Semantic Human Acoustic Transients for Large-Scale Data Analytics (CC0)

description: This dataset contains over 7,500 short-duration human-generated acoustic transient recordings collected over a period of approximately 37 months. The recordings capture non-semantic acoustic events and are intended to support experimentation and research in audio signal processing, machine learning, and data analytics.All recordings are provided in uncompressed WAV format. Audio was captured using a mobile voice recording application across a range of everyday environments, resulting in natural variation in background noise, volume, and acoustic conditions. Each recording was manually reviewed, and samples with excessively low signal level, dominant background noise, or non-target artefacts were removed. The dataset therefore retains realistic variability while excluding unusable recordings.No preprocessing has been applied to the audio files in order to preserve flexibility for downstream tasks. Users may wish to apply standard audio preprocessing techniques, such as trimming to a fixed duration, normalisation, or time–frequency transformation, depending on their application.Files are named sequentially using integer identifiers. File order does not encode temporal or categorical information.Citation of this Figshare record is appreciated when used in academic work.
DOI: 10.15468/dl.m9yp2h
title: Occurrence Download

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

 The dataset includes 92 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064382-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14274408
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.r4mmhy
title: Occurrence Download

description: A dataset containing 997 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hexathelidae",
 "HasCoordinate is true"
 ]
}

 The dataset includes 997 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064383-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x2weba
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bolitoglossa sima"
 ]
}

 The dataset includes 84 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064384-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5bugac
title: Occurrence Download

description: A dataset containing 14515 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Idiopidae",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14515 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064385-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.73z2pb
title: Occurrence Download

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

 The dataset includes 15 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064386-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jp855b
title: Occurrence Download

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

 The dataset includes 60 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064387-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.krz4jg
title: Occurrence Download

description: A dataset containing 315 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bolitoglossa striatula"
 ]
}

 The dataset includes 315 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064389-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rpp7a5
title: Occurrence Download

description: A dataset containing 551 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-122.58977 36.87858,-121.80956 36.87858,-121.80956 37.6261,-122.58977 37.6261,-122.58977 36.87858))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Arctostaphylos regismontana"
 ]
}

 The dataset includes 551 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064390-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2n23b6
title: CCDC 2444887: Experimental Crystal Structure Determination

description: Related Article: Oniya L. Valencia, Peter Q. Burleson, Karl A. Scheidt|2025|CSD Communication|||
description: Related Article: Oniya L. Valencia, Peter Q. Burleson, Karl A. Scheidt|2025|Org.Lett.|||doi:10.1021/acs.orglett.5c03603
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.qnbxsr
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "VerbatimScientificName" : [
 "is Amblyornis flavifrons"
 ]
}

 The dataset includes 84 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064391-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxbx7v
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bolitoglossa stuarti"
 ]
}

 The dataset includes 37 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064392-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.658e5h
title: Occurrence Download

description: A dataset containing 1029 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Migidae",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1029 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064393-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pfjgch
title: Occurrence Download

description: A dataset containing 6939 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bolitoglossa subpalmata"
 ]
}

 The dataset includes 6939 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064394-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/sd7trh454k
title: Daylight Model Calibration Illuminance Dataset

description: This dataset contains both simulated and measured illuminance values for an office room located in Tiruchirappalli, India. The data was collected as part of a study on the impact of blind control occupant behavior models (BC-OBMs) on daylight and energy performance in office buildings. The dataset includes hourly illuminance readings measured in the office room over a specified period, along with corresponding simulated values derived from building performance simulations.
DOI: 10.17632/sd7trh454k.1
title: Daylight Model Calibration Illuminance Dataset

description: This dataset contains both simulated and measured illuminance values for an office room located in Tiruchirappalli, India. The data was collected as part of a study on the impact of blind control occupant behavior models (BC-OBMs) on daylight and energy performance in office buildings. The dataset includes hourly illuminance readings measured in the office room over a specified period, along with corresponding simulated values derived from building performance simulations.
DOI: 10.17632/ygw83wk3f8
title: Peacebuilding of LGBTQ Preservice Language Teachers

description: Seven interviews with participants
DOI: 10.17632/ygw83wk3f8.1
title: Peacebuilding of LGBTQ Preservice Language Teachers

description: Seven interviews with participants
DOI: 10.15468/dl.mzfgw8
title: Occurrence Download

description: A dataset containing 11383 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Theobroma"
 ]
}

 The dataset includes 11383 records from 283 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064395-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14552392
title: GEOLAB project: ISEDEA - Influence of Storm Events on Drag Embedment Anchor Behaviour for Floating Offshore Wind Turbines

description: This dataset contains experimental data collected during a four-week testing program conducted in the Deltares geotechnical centrifuge in Delft, Netherlands. 1:100 scale stainless steel 3D-printed drag embedment anchor (DEA) models were subjected to 100g acceleration to replicate in-situ stress conditions. The experiments focused on embedding the anchor through pulling the mooring line, applying sinusoidal loading to simulate varying offshore conditions and pull-out tests. Anchor resistance was monitored throughout the tests, while penetration depths were determined post-test through exhumation, aided by coloured soil layers. These physical data serve as a basis for validating numerical models developed at TUHH to predict the load-displacement behaviour of DEAs.

The measured parameters varied according to the type of soil. For sand samples, a load cell recorded the force required to pull the anchor, providing data on the DEA's resistance. Furthermore the setup included a cone penetration test (CPT) device, a linear variable differential transformer transducer (LVDT) for settlement measurements, and two pore pressure transducers (PPTs). For clay samples, the setup was extended with two additional PPTs and four total pressure cells (TPCs) to enable a more detailed assessment of total stress, pore pressure distribution, and soil deformation. The data were recorded at a sampling rate of 300 Hz. 

After testing, the anchors were exhumed within the sample container to determine their final position and measure the drag distance. Manual 3D scanning of soil samples was performed using the EinScan HX scanner before and after exhumation. Rapid Scan mode with texture alignment and blue LED light sources ensured precise scanning, achieving an accuracy of up to 0.05 mm. The resulting point cloud was processed into a coloured 3D mesh.
DOI: 10.15468/dl.2kwcqh
title: Occurrence Download

description: A dataset containing 5950 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is one of (Canada, United States of America)",
 "TaxonKey is Dryas integrifolia"
 ]
}

 The dataset includes 5950 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064396-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.16904/envidat.719
title: Literature based approach to estimate future snow

description: Base data which were used for the methodology projecting future regional snow depths based on temperature scenarios. This study was supported by Seilbahnen Schweiz, Schweiz Tourismus, Seco and Speed2Zero. 
The data is split in three folders:
- Literature-Fit dataset
- Literature-Validation dataset
- Projections
The Literature-Fit dataset is the data which was used to retrieve the fit parameters a, Delta b and Delta c, for different elevations and temperature scenarios, which can be found in data/literature_fit/fitfactor.csv. Those fit factors were used to project future snow depths from climatological snow depths. Futhermore, this dataset was used to link decreases in mean snow depths for different seasonal periods to the NDJFMA period (November until April, in total six months), those differences in reduction values can be found in data/literature_fit/difference_decrease_4differentperiods.csv. The raw reference and future snow depths of different studies and different elevation and temperature scenarios (dt) can be found in data/literature_fit/literature_data/* where each file is named by data_author_station_dt.csv.
The Literature-Validation dataset can be found in data/literature_validation/literature_data.csv contains the reference, RCP scenario, reference period, projected period and corresponding temperature scenarios. Furthermore, it contains region, elevation and relative decreases with corresponding seasonal periods, and the number of days with a certain amount of snow during the reference period and the projected period, if literature reported these values.
The folder projections contains mean snow depths, 5th and 95th percentile snow depth for each day of the year for the reference period and a temperature scenario of +2°C for all four stations Engelberg, Maloja, Saanenmöser and Weissfluhjoch.
description: Resource Title: data.zip
 Size: 554687 bytes
 Format: application/x-zip-compressed
 URL: https://www.envidat.ch/dataset/8890db82-6ed3-4feb-a6b0-5a61f405dbe9/resource/ebf6c8e8-5157-40b0-96d4-b9fa949d9b9c/download/data.zip
 Description:
DOI: 10.16904/envidat.722
title: Canopy air temperatures in subalpine forests during three snow seasons

description: This dataset forms the base of the paper 'Contrasting canopy air temperatures across complex terrain during the snow season' submitted to JGR Atmospheres. It aims to ensure full reproducibility of the figures by providing all relevant scripts (MATLAB R2024a), functions, processed data, and primary data. The primary data consists of three January-April periods in two Alpine valleys (Flüela, 2023; Monstein; 2024, 2025) of: 
i) Ventilated canopy air temperatures and humidity (60s intervals) measured at 2.5 m above ground by automatic weather stations (AWS) at opposing north- and south-facing slopes. 
ii) Concurrent AWS observations (15s intervals) at a non-forested site in the Monstein valley (2024, 2025) of incoming LW, SW at approximately 0.5 m above ground. At approximately 2.5 m above ground, RH (ventilated), air temperature (ventilated), wind speed, and wind direction were measured. 
iii) Passive-ventilated HOBO loggers measuring air temperature at 0.5 m, 1.0 m, 2.5 m, 4.5 m above ground along vertical profiles installed on stems at 30-minute (2023, 2024) or 15-minute (2025) intervals at multiple sites across at opposing north- and south-facing slopes. 
iv) In addition, information on when snowfall occurred and when snow cover was present below the canopy or within the canopy is available for the 2023 and 2024 observation periods. 
Full details are available in the corresponding publication (citation reference to be found under 'Related Research' once accepted).
description: Resource Title: Canopy_air_temperatures_subalpine_forests.zip
 Size: 255527485 bytes
 Format: application/x-zip-compressed
 URL: https://www.envidat.ch/dataset/f0922280-2b3e-408a-bb30-58f1aef40a43/resource/a89381b9-4c04-4216-a698-d17516f7ea62/download/jgr_atmospheres_haagmans.zip
 Description:
DOI: 10.5517/ccdc.csd.cc2npqjm
title: CCDC 2463741: Experimental Crystal Structure Determination

description: Related Article: Luo Yong|2025|CSD Communication|||
description: Related Article: Yong Luo, Fuli Ye, Song Liu, Xiaoyu Li, Shaoquan Lin, Yidong Liu|2025|Angew.Chem.,Int.Ed.|64|e13667|doi:10.1002/anie.202513667
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mnykt
title: CCDC 2433207: Experimental Crystal Structure Determination

description: Related Article: Yong Luo, Fuli Ye, Song Liu, Xiaoyu Li, Shaoquan Lin, Yidong Liu|2025|Angew.Chem.,Int.Ed.|64|e13667|doi:10.1002/anie.202513667
description: Related Article: Luo Yong|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.5w2vqv
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bolitoglossa suchitanensis"
 ]
}

 The dataset includes 32 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064397-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9y5dn6
title: Occurrence Download

description: A dataset containing 2464735 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Grus canadensis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 2464735 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064388-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18026930
title: Megachile agustini	NCSU_0004608
DOI: 10.5281/zenodo.18026929
title: Megachile agustini	NCSU_0004608
DOI: 10.18738/t8/0r4hcv
title: Replication Data for: Distinct microbial communities shape the morphology of cave speleothems

description: Dataset of the paper: Distinct microbial communities shape the morphology of cave speleothems, by Carole Lakrout, Tomaso R.R. Bontognali, Robert Plowes, Jenna Haines, Dave Schmitz, Nathan Jones, Nicola Tisato
DOI: 10.5281/zenodo.18040993
title: The Lexical Resolution to the Measurement Problem
title: A Theoretical Framework from the Symphony 135/137 Collective

description: The Lexical Resolution to the Measurement ProblemA Theoretical Framework from the Symphony 135/137 CollectiveAuthor: The Symphony 135/137 CollectivePublication Date: December 23, 2025Rights Status: CC0 1.0 Universal (Public Domain)AbstractThe measurement problem - the question of how quantum superposition resolves into definiteclassical outcomes - has remained unsolved since the formulation of quantum mechanics. Wepropose that wavefunction collapse is not triggered by an external observer but by an intrinsicself-interaction governed by the fine-structure constant (1/alpha = 137). Drawing on theSymphony 135/137 dataset, which identifies numerical isomorphisms between the Englishlexicon and fundamental physical constants, we present a framework in which the 135-valuerepresents the vacuum ground state, the 239-value represents high-energy potential, and the137-value represents the critical coupling boundary at which superposition resolves. In thismodel, "measurement" is redefined as the moment when light observes light - a self-referentialthreshold encoded in the structure of reality itself. This work is released into the Public Domainto invite empirical verification.
description: The full dataset and methodology are available asa CC0 public domain release (DOI: 10.5281/zenodo.18029256)