cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16362287
title: Supersensitive Optical (Visual) Pressure Sensor Based on the Exciton Luminescence of a Double Perovskite

description: Accurate, rapid, and remote detection of pressure, one of the fundamental physical parameters, is vital for scientific, industrial, and daily life purposes. However, due to the  limited sensitivity of luminescent manometers, the optical pressure monitoring has been applied mainly in scientific studies. Here, we developed the first supersensitive optical pressure sensor based on the exciton-type luminescence of the Bi3+-doped, double perovskite material Cs2Ag0.6Na0.4InCl6. The designed luminescent manometer exhibits an unprecedentedly high sensitivity, i.e. dλ/dp = 112 nm/GPa, more than 300 times greater than that of commonly used ruby-based sensors. It also allows multi-parameter sensing, using both blue-shift and rarely observed band narrowing with pressure. Importantly, this material has a negligible temperature dependence for the manometric parameter used, i.e. spectral shift, allowing detection under extreme pressure and temperature conditions. The developed sensor operates in the visible range, and its emission shifts from orange to blue with pressure. This approach allowed us to demonstrate the real-world application of this sensor in detecting small changes in pressure with a designed uniaxial pressure device, with unprecedented resolution of the order of a few bars, demonstrating the technological potential of this sensor for remote, online monitoring of cracks and strains in heavy construction facilities.
DOI: 10.15468/dl.6pjzj3
title: Occurrence Download

description: A dataset containing 86162 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lonicera japonica"
 ]
}

 The dataset includes 86162 records from 963 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033469-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/58w-b2q-pc0
title: Silene viridiflora L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/j5e-1lq-z61
title: Polygala nicaeensis subsp. mediterranea Chodat

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/k9p-zlh-3bm
title: Silene viridiflora L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yws-a6f-d8g
title: Epilobium lanceolatum Sebast. & Mauri

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/cfk-f0h-hy2
title: Epilobium lanceolatum Sebast. & Mauri

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/clt-037-3g7
title: Epilobium lanceolatum Sebast. & Mauri

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/11m-xv2-8c1
title: Scabiosa webbiana D. Don

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/cyx-8v8-hpa
title: Equisetum arvense L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/495-lbz-ggp
title: Scabiosa ochroleuca L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/j71-y5r-515
title: Lolium perenne L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/vrw-0dr-j8r
title: Trifolium ochroleucon subsp. ochroleucon

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/mkb-bcb-nr2
title: Trifolium pratense L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1rw-qvc-arv
title: Cuscuta campestris Yunck.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/86e-vp3-bxl
title: Pteridium aquilinum (L.) Kuhn

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/dfg-5nz-2zp
title: Dysphania botrys (L.) Mosyakin & Clemants

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1ky-jns-bvg
title: Epilobium collinum C. C. Gmel.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/nd8-pzp-hlf
title: Campanula lingulata Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1z4-x2f-2pc
title: Petrorhagia prolifera (L.) P. W. Ball & Heywood

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/zmc-2sy-r73
title: Lolium rigidum Gaudin

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/s1t-nrx-e0p
title: Pterocephalus plumosus (L.) Coult.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hlf-72w-yhk
title: Centaurium erythraea subsp. erythraea

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/s0f-my8-82s
title: Centaurium erythraea subsp. erythraea

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/k48-4l7-3ps
title: Petrorhagia prolifera (L.) P. W. Ball & Heywood

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yt0-gkr-jwp
title: Petrorhagia prolifera (L.) P. W. Ball & Heywood

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/02h-bmm-76z
title: Equisetum telmateia Ehrh.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/9rq-3z2-mjg
title: Petrorhagia prolifera (L.) P. W. Ball & Heywood

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/f0m-h7w-1cr
title: Petrorhagia prolifera (L.) P. W. Ball & Heywood

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hnq-qnb-bqf
title: Petrorhagia prolifera (L.) P. W. Ball & Heywood

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/bqc-314-ryj
title: Centaurium erythraea subsp. erythraea

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/7ha-nn5-g60
title: Petrorhagia prolifera (L.) P. W. Ball & Heywood

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jjf-dcz-jbh
title: Centaurium erythraea subsp. erythraea

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/106-6t1-ah0
title: Thesium divaricatum Jan ex Mert. & Koch

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/sg5-fn6-hy6
title: Petrorhagia prolifera (L.) P. W. Ball & Heywood

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/wzr-xgw-bkm
title: Juncus tenuis Willd.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/zpf-14a-yp9
title: Juncus tenuis Willd.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/shr-8cv-5r5
title: Digitalis viridiflora Lindl.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6rz-02v-bml
title: Digitalis viridiflora Lindl.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yhg-xq9-bhy
title: Digitalis viridiflora Lindl.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rf7-p1g-89a
title: Ajuga pyramidalis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/5q1-682-5wn
title: Verbena officinalis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/cvx-675-w90
title: Centaurium erythraea subsp. rumelicum (Velen.) Melderis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.9h99db
title: Occurrence Download

description: A dataset containing 723 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alcichthys elongatus (Steindachner, 1881)"
 ]
}

 The dataset includes 723 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112906-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/8x3xkkymzx.1
title: DIY Repair Videos: A Multimodal YouTube Dataset for Instructional Content Analysis

description: DIY Repair Videos: A Multimodal YouTube Dataset for Instructional Content Analysis

Overview:
This dataset consists of 6,015 YouTube videos focused on do‑it‑yourself fix-it repair tutorials. Each video is accompanied by structured metadata, natural language transcripts, community engagement signals, and inferred instructional categories. The dataset is designed to support research in multimodal content understanding, instructional video analysis, and human-computer interaction. For every video, we've included:

Metadata: Titles, descriptions, durations (ISO 8601 & seconds), view/like/comment counts, published dates, and thumbnail URLs.

Transcripts: Auto‑captions (blank if not available), labeled as "instructional," "musical," "ambiguous," or "unknown".

DIY Categories: Zero‑shot labels (e.g., home repair, plumbing) from a BART‑MNLI model.

Comments: Up to 50 top‑level comments per video (JSON), along with a Boolean flag (Has_Comments).

Channel Info: Uploader ID, title, and thumbnail URL.

Engagement Metric: Calculated like-to-view ratio (Like_Count / (View_Count + 1)).

Data Collection Methods:

Video Discovery: Selenium-based scraping mimicking real-time user scrolling to dynamically load YouTube search results across varied queries.

Metadata & Comments: Batches (max 50 videos per request) retrieved using the YouTube Data API.

Transcripts: Retrieved using youtube_transcript_api. Videos with no captions are marked, with future work planned for Whisper-based ASR.

Classification:

Transcript type identified using heuristics (entropy, instructional keywords).

DIY domain classification performed using zero-shot learning.

Deduplication: Has a live set of processed video IDs to make dataset growth incremental and distinctive.

DIY-Repair-Youtube-Dataset/
│
├── data/
│ ├── video_metadata.csv # Main dataset file (6,015 rows × 19 columns)
│ └── data_dictionary.csv # Definitions of each column/field
│
├── code/
│ ├── 00_setup_environment.sh
│ ├── 01_data_collection.py
│ ├── 02_filter_new_videos.py
│ ├── 03_metadata_extraction.py
│ ├── 04_transcript_classification.py
│ ├── 05_diy_category_tagging.py
│ ├── 06_comments_channel_info.py
│ ├── 07_process_video_record.py
│ └── 08_batch_processing.py
│ └── utils.py
│
├── CITATION.cff
├── LICENSE
└── README.md
└── requirements.txt
DOI: 10.15468/dl.bfnatv
title: Occurrence Download

description: A dataset containing 122027 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "GadmGid is MEX.26_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 122027 records from 231 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004090-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/8x3xkkymzx.2
title: DIY Repair Videos: A Multimodal YouTube Dataset for Instructional Content Analysis

description: DIY Repair Videos: A Multimodal YouTube Dataset for Instructional Content Analysis

Overview:
This dataset consists of 6,015 YouTube videos focused on do‑it‑yourself fix-it repair tutorials. Each video is accompanied by structured metadata, natural language transcripts, community engagement signals, and inferred instructional categories. The dataset is designed to support research in multimodal content understanding, instructional video analysis, and human-computer interaction. For every video, we've included:

Metadata: Titles, descriptions, durations (ISO 8601 & seconds), view/like/comment counts, published dates, and thumbnail URLs.

Transcripts: Auto‑captions (blank if not available), labeled as "instructional," "musical," "ambiguous," or "unknown".

DIY Categories: Zero‑shot labels (e.g., home repair, plumbing) from a BART‑MNLI model.

Comments: Up to 50 top‑level comments per video (JSON), along with a Boolean flag (Has_Comments).

Channel Info: Uploader ID, title, and thumbnail URL.

Engagement Metric: Calculated like-to-view ratio (Like_Count / (View_Count + 1)).

Data Collection Methods:

Video Discovery: Selenium-based scraping mimicking real-time user scrolling to dynamically load YouTube search results across varied queries.

Metadata & Comments: Batches (max 50 videos per request) retrieved using the YouTube Data API.

Transcripts: Retrieved using youtube_transcript_api. Videos with no captions are marked, with future work planned for Whisper-based ASR.

Classification:

Transcript type identified using heuristics (entropy, instructional keywords).

DIY domain classification performed using zero-shot learning.

Deduplication: Has a live set of processed video IDs to make dataset growth incremental and distinctive.

DIY-Repair-Youtube-Dataset/
│
├── data/
│ ├── video_metadata.csv # Main dataset file (6,015 rows × 19 columns)
│ └── data_dictionary.csv # Definitions of each column/field
│
├── code/
│ ├── 00_setup_environment.sh
│ ├── 01_data_collection.py
│ ├── 02_filter_new_videos.py
│ ├── 03_metadata_extraction.py
│ ├── 04_transcript_classification.py
│ ├── 05_diy_category_tagging.py
│ ├── 06_comments_channel_info.py
│ ├── 07_process_video_record.py
│ └── 08_batch_processing.py
│ └── utils.py
│
├── CITATION.cff
├── LICENSE
└── README.md
└── requirements.txt

#The dataset is annotated manually and rebviewed the transcripts.
DOI: 10.17632/zgswr8kyf5.1
title: PENGEOM — A general-purpose geometry package for Monte Carlo simulation of radiation transport in complex material structures (New Version Announcement)

description: A new version of the code system PENGEOM, which provides a complete set of tools to handle different geometries in Monte Carlo simulations of radiation transport, is presented. The distribution package consists of a set of Fortran subroutines and a Java graphical user interface that allows building and debugging the geometry-definition file, and producing images of the geometry in two- and three-dimensions. A detailed description of these tools is given in the original paper [Comput. Phys. Commun. 199 (2016) 102–113] and in the code manual included in the distribution package. The present new version corrects a bug in the Fortran subroutines, and it includes various improvements of the Java graphical user interface. The previous version of this program (AEYH_v1_0) may be found at https://doi.org/10.1016/j.cpc.2015.09.019.
DOI: 10.17632/zgswr8kyf5.2
title: PENGEOM – A general-purpose geometry package for Monte Carlo simulation of radiation transport in complex material structures (New Version Announcement)

description: A new version of the code system pengeom, which provides a complete set of tools to handle different geometries in Monte Carlo simulations of radiation transport, is presented. The distribution package consists of a set of Fortran subroutines and a Java graphical user interface that allows building and debugging the geometry-definition file, and producing images of the geometry in two- and three dimensions. A detailed description of these tools is given in the original paper [Comput. Phys. Commun. 199 (2016) 102–113] and in the code manual included in the distribution package. The present new version differs from the previous one in that 1) it implements a more systematic handling of round-off errors, 2) the set of examples has been updated, and 3) it allows including a single voxelized box as a geometry module. With the last optional feature, a Monte Carlo code can readily be used for describing irradiation processes with complex material structures, such as medical treatments.
DOI: 10.5281/zenodo.18602021
title: BIOPHYSICAL MECHANISMS OF TRANSCRANIAL MAGNETIC STIMULATION IN MIGRAINE

description: This research work  presents an analysis of the biophysical mechanisms underlying the therapeutic effects of the Transcranial Magnetic Stimulation in patients with chronic migraine. The study focuses on the influence of TMS on cortical excitability, neuronal membrane polarization and modulation of synaptic transmission.
DOI: 10.5281/zenodo.18602022
title: BIOPHYSICAL MECHANISMS OF TRANSCRANIAL MAGNETIC STIMULATION IN MIGRAINE

description: This research work  presents an analysis of the biophysical mechanisms underlying the therapeutic effects of the Transcranial Magnetic Stimulation in patients with chronic migraine. The study focuses on the influence of TMS on cortical excitability, neuronal membrane polarization and modulation of synaptic transmission.
DOI: 10.15468/dl.sy82up
title: Occurrence Download

description: A dataset containing 207 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is one of (North America, South America)",
 "Country is Mexico",
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Chrysina adelaida"
 ]
}

 The dataset includes 207 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006520-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c8j9fg
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "DatasetKey is Atlas de coleópteros Scarabaeoidea de México",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Plusiotis"
 ]
}

 The dataset includes 134 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006521-260208012135463/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/14800398
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.v7h2ew
title: Occurrence Download

description: A dataset containing 4109 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Atriplex confertifolia"
 ]
}

 The dataset includes 4109 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006522-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26027/datafgidyp
title: WHOTS 1 to 17 surface meteorology and air-sea fluxes

description: Six time series spanning July 2004 to July 2022 provide surface meteorology and air-sea fluxes from the WHOTS ORS (Woods Hole Oceanographic Institution Hawaii Ocean Timeseries Station Ocean Reference Station) located north of Oahu, Hawaii. Three time series provide surface meteorology sampled 1 per minute, 1 per hour, and 1 per day, respectively. Three time series provide air-sea fluxes of heat and momentum 1 per minute, 1 per hour and 1 per day, respectively.
description: Well-instrumented surface mooring redeployed annually to build long time series.
description: WHOTS – WHOI Hawaii Ocean Time-series Station
DOI: 10.15468/dl.ejktaw
title: Occurrence Download

description: A dataset containing 899 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atheris squamigera"
 ]
}

 The dataset includes 899 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006523-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bw2sxs
title: Occurrence Download

description: A dataset containing 207 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is one of (North America, South America)",
 "Country is Mexico",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Chrysina adelaida"
 ]
}

 The dataset includes 207 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006524-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ns9bq4
title: Occurrence Download

description: A dataset containing 1148 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"SPECIES_KEY","value":"2752970","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},{"type":"equals","key":"BASIS_OF_RECORD","value":"PreservedSpecimen","matchCase":false},{"type":"in","key":"COUNTRY","values":["US","CA","MX"],"matchCase":false}]}

 The dataset includes 1148 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006526-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w4fysf
title: Occurrence Download

description: A dataset containing 2068701 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Tringa semipalmata"
 ]
}

 The dataset includes 2068701 records from 254 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006491-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.