cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.3ujbe9
title: Occurrence Download

description: A dataset containing 282640 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "Geometry POLYGON((-80.12157 -6.03477,-80.1027 -6.666,-79.73169 -7.02188,-78.43485 -6.6373,-78.4507 -5.78665,-79.90851 -5.66052,-80.12157 -6.03477))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 282640 records from 245 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002467-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7fgqc6
title: Occurrence Download

description: A dataset listing the 20 species recorded in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Brachythecium buchananii (Hook.) A.Jaeger"
 ]
}

 The dataset's 20 records were derived from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002475-250214102907787/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.28426994.v1
title: FullProof Mixed Methods Data

description: Proof writing is a core practice of mathematicians and a crucial skill every mathematics major and future secondary mathematics teacher needs to acquire. A proof-based geometry course is a fruitful ground for developing these proof writing skills. Despite recent pedagogical and technological advances, proof remains challenging to learn and teach. An innovative, AI-based digital platform, <i>FullProof, </i>was designed specifically to advance students’ proof writing skills in Euclidean Geometry. We integrated <i>FullProof </i>in college geometry courses at three universities for three years. We conducted a mixed-methods research study to explore the effects of using the <i>FullProof </i>digital proof platform on undergraduate students’ perceived competence and confidence in writing geometry proofs. We report on the findings about students’ interactions with this tool, their thoughts on using the tool, and their general perceptions on whether there was an improvement in their comfort level with proofs, engagement with proofs, proof understanding, and beliefs about proofs.
DOI: 10.6084/m9.figshare.28426994
title: FullProof Mixed Methods Data

description: Proof writing is a core practice of mathematicians and a crucial skill every mathematics major and future secondary mathematics teacher needs to acquire. A proof-based geometry course is a fruitful ground for developing these proof writing skills. Despite recent pedagogical and technological advances, proof remains challenging to learn and teach. An innovative, AI-based digital platform, <i>FullProof, </i>was designed specifically to advance students’ proof writing skills in Euclidean Geometry. We integrated <i>FullProof </i>in college geometry courses at three universities for three years. We conducted a mixed-methods research study to explore the effects of using the <i>FullProof </i>digital proof platform on undergraduate students’ perceived competence and confidence in writing geometry proofs. We report on the findings about students’ interactions with this tool, their thoughts on using the tool, and their general perceptions on whether there was an improvement in their comfort level with proofs, engagement with proofs, proof understanding, and beliefs about proofs.
DOI: 10.15468/dl.bj2s9t
title: Occurrence Download

description: A dataset containing 456784 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2022",
 "Year is less than or equal to 2024",
 "TaxonKey is Arachnida"
 ]
}

 The dataset includes 456784 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002476-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w5vks8
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Henckelia ceratoscyphus (B.L.Burtt) D.J.Middleton & Mich.Möller"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002477-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p2npq2
title: Occurrence Download

description: A dataset containing 698 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "DatasetKey is one of (EOD – eBird Observation Dataset, GalliForm: Galliformes occurrence records from the Indo-Malay and Palaearctic, 1800-2008, Observation.org, Nature data from around the World, iNaturalist Research-grade Observations, Xeno-canto - Bird sounds from around the world, Ornithology Collection Non Passeriformes - Royal Ontario Museum, Birds (coll. Bonnetain))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tragopan caboti (Gould, 1857)"
 ]
}

 The dataset includes 698 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002478-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7gtfyx
title: Occurrence Download

description: A dataset containing 185 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["3686955"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 185 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002479-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.67ffxm
title: Occurrence Download

description: A dataset containing 10406 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["3089154"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 10406 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002480-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cybayf
title: Occurrence Download

description: A dataset containing 267 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["3190413"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 267 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002481-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zsurjh
title: Occurrence Download

description: A dataset containing 7512 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spodoptera litura (Fabricius, 1775)",
 "Year 1000-2025"
 ]
}

 The dataset includes 7512 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002482-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14880566
title: Bonang Barung Instrument

description: Bonang Barung Sound Classification Dataset

Overview

This dataset contains audio recordings of Bonang Barung, a traditional Javanese gamelan instrument. The data is structured into different noise types and sound classes, making it suitable for machine learning applications such as sound classification, denoising, and AI-driven music analysis.

Folder Structure and Labels

The dataset is organized into three major noise types:



noise grey (ng) → Background noise with grey noise characteristics.

noise instrumen (ni) → Noise from other musical instruments.

noise speech (ns) → Noise from human speech.


Each noise type contains multiple sound classes, representing different playing techniques of Bonang Barung:



gembyang

mbalung

mipil lamba

mipil rangkep

nduduk gembyang


Potential Applications

This dataset can be useful for various audio and machine learning tasks, including:



🎵 Machine learning models for sound classification

🎧 Audio signal processing and denoising research

📊 Music information retrieval (MIR)

🎼 Gamelan music analysis and preservation
DOI: 10.5281/zenodo.14880567
title: Bonang Barung Instrument

description: Bonang Barung Sound Classification Dataset

Overview

This dataset contains audio recordings of Bonang Barung, a traditional Javanese gamelan instrument. The data is structured into different noise types and sound classes, making it suitable for machine learning applications such as sound classification, denoising, and AI-driven music analysis.

Folder Structure and Labels

The dataset is organized into three major noise types:



noise grey (ng) → Background noise with grey noise characteristics.

noise instrumen (ni) → Noise from other musical instruments.

noise speech (ns) → Noise from human speech.


Each noise type contains multiple sound classes, representing different playing techniques of Bonang Barung:



gembyang

mbalung

mipil lamba

mipil rangkep

nduduk gembyang


Potential Applications

This dataset can be useful for various audio and machine learning tasks, including:



🎵 Machine learning models for sound classification

🎧 Audio signal processing and denoising research

📊 Music information retrieval (MIR)

🎼 Gamelan music analysis and preservation
DOI: 10.5281/zenodo.14880910
title: IMgae1
DOI: 10.5281/zenodo.14880911
title: IMgae1
DOI: 10.15468/dl.6mk3m5
title: Occurrence Download

description: A dataset containing 1570 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["12203608"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 1570 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002483-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kap7cw
title: Occurrence Download

description: A dataset containing 5391 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["2969284"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 5391 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002484-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.936bpp
title: Occurrence Download

description: A dataset containing 469 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["5421133"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 469 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002485-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.axz683
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Dubai Turtle Rehabilitation Project (aggregated per 1-degree cell)"
 ]
}

 The dataset includes 130 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002486-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q82g8m
title: Occurrence Download

description: A dataset containing 284 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["3698705"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 284 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002487-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8kq8r
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["3718906"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 125 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002488-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7uaucc
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["5537964"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 37 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002489-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14880935
title: Global Wind Turbine Operation and Maintenance Market 2025 To 2034

description: Wind Turbine Operation and Maintenance Market Size, Trends and Insights By Type of Service (Routine Maintenance, Corrective Maintenance, Predictive Maintenance, Condition-Based Maintenance), By Component Type (Turbine Blades, Gearboxes, Generators, Control Systems, Electrical Systems, Tower Structure), By End-User (Onshore Wind Farms, Offshore Wind Farms), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2024–2033.

Reports Description

Global Wind Turbine Operation and Maintenance Market was valued at USD 30.34 Billion in 2024 and is expected to reach USD 84.41 Billion by 2033, at a CAGR of 12.04% during the forecast period 2024 – 2033.

Wind turbine operation and maintenance is the ongoing management and upkeep of wind energy systems to ensure optimal functionality and performance, encompassing tasks such as monitoring, repairs, and preventative maintenance.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=48438
DOI: 10.5281/zenodo.14880936
title: Global Wind Turbine Operation and Maintenance Market 2025 To 2034

description: Wind Turbine Operation and Maintenance Market Size, Trends and Insights By Type of Service (Routine Maintenance, Corrective Maintenance, Predictive Maintenance, Condition-Based Maintenance), By Component Type (Turbine Blades, Gearboxes, Generators, Control Systems, Electrical Systems, Tower Structure), By End-User (Onshore Wind Farms, Offshore Wind Farms), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2024–2033.

Reports Description

Global Wind Turbine Operation and Maintenance Market was valued at USD 30.34 Billion in 2024 and is expected to reach USD 84.41 Billion by 2033, at a CAGR of 12.04% during the forecast period 2024 – 2033.

Wind turbine operation and maintenance is the ongoing management and upkeep of wind energy systems to ensure optimal functionality and performance, encompassing tasks such as monitoring, repairs, and preventative maintenance.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=48438
DOI: 10.15468/dl.9fbdue
title: Occurrence Download

description: A dataset containing 7512 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spodoptera litura (Fabricius, 1775)",
 "Year 1000-2025"
 ]
}

 The dataset includes 7512 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002490-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8sdcsh
title: Occurrence Download

description: A dataset containing 128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ammatho cuneonotatus Walker, 1855"
 ]
}

 The dataset includes 128 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002491-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xz39y8
title: Occurrence Download

description: A dataset containing 373 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["2808791"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 373 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002492-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vdefmq
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["3926588"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 18 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002493-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ajhjs
title: Occurrence Download

description: A dataset containing 8046 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["7353729"],"matchCase":false},{"type":"in","key":"LICENSE","values":["CC0 1.0","CC-BY 4.0"],"matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false}]}

 The dataset includes 8046 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002494-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wua75y
title: Occurrence Download

description: A dataset containing 2113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Vigna angularis (Willd.) Ohwi & H.Ohashi"
 ]
}

 The dataset includes 2113 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002495-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14880912
title: Some Traditional Ethno- Medicinal Plants Useful in Abscess

description: Traditional Medicinal plants are remarkable for their significant potential to treat a specific disorder. Plant diversity depends on local climatic condition and also on their adaptation capacity in changeable environmental condition. Abscess is a tender mass/a swollen area within body tissue, generally surrounded by a colored area from pink to deep red.The vast majority of them are caused by infections. Inside, they are full of pus, bacteria and debris. Once the abscesses burst, they usually discharge for several days before gradually healing up.Painful and warm to touch, abscesses can show up any place on your body. The most common sites on the skin in your armpits (axillae), areas around your anus and vagina (Bartholin gland abscess), the base of your spine (pilonidal abscess), around a tooth (dental abscess), and in your groin. Inflammation around a hair follicle can also lead to the formation of an abscess, which is called a boil (furuncle). Plants are great source of primary health care due to presence of certain chemical compounds. Abscess  mainly affectingskin. Prevention of pathogenic attack in body plants can perform certain role known as herbal medicine.
DOI: 10.5281/zenodo.14880913
title: Some Traditional Ethno- Medicinal Plants Useful in Abscess

description: Traditional Medicinal plants are remarkable for their significant potential to treat a specific disorder. Plant diversity depends on local climatic condition and also on their adaptation capacity in changeable environmental condition. Abscess is a tender mass/a swollen area within body tissue, generally surrounded by a colored area from pink to deep red.The vast majority of them are caused by infections. Inside, they are full of pus, bacteria and debris. Once the abscesses burst, they usually discharge for several days before gradually healing up.Painful and warm to touch, abscesses can show up any place on your body. The most common sites on the skin in your armpits (axillae), areas around your anus and vagina (Bartholin gland abscess), the base of your spine (pilonidal abscess), around a tooth (dental abscess), and in your groin. Inflammation around a hair follicle can also lead to the formation of an abscess, which is called a boil (furuncle). Plants are great source of primary health care due to presence of certain chemical compounds. Abscess  mainly affectingskin. Prevention of pathogenic attack in body plants can perform certain role known as herbal medicine.