cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18770921
title: Geospatial raster, vector and stratified validation-point data for peat swamp forest and forest-cover loss screening in the Lac Télé–Likouala-aux-Herbes landscape, Republic of the Congo, 2001–2024

description: This record provides a versioned geospatial dataset archive (`outputs_all.zip`) for peat swamp forest and forest-cover loss screening in the Lac Télé–Likouala-aux-Herbes landscape (Republic of the Congo), covering 2001–2024. The archive contains source and derived geospatial rasters (GeoTIFF), vector boundaries and validation points (GeoJSON and GeoPackage), tabular summary and quality-assurance outputs (CSV), and quick-look and publication-ready figures (PNG). Core contents include clipped Hansen Global Forest Change rasters (`lossyear` and `treecover2000`), a simplified Congo peat map (100 m), derived loss-on-peat-swamp masks, annual loss time series (wide and tidy formats), threshold sensitivity results (10/30/50% forest baseline definitions), raster QA summaries, class-frequency tables, a stratified candidate validation-point sample, and a canonical corrected summary metrics table (`summary_metrics_corrected.csv`).

The dataset is designed to support reproducible remote-sensing analysis, protected-area screening, method benchmarking, and downstream manual/independent validation. File names and folder structure have been preserved to remain fully compatible with the accompanying reproducible R Markdown workflow (`WWL_V6.Rmd`) and the associated Data Descriptor manuscript. Users should not rename files within the archive if they intend to rerun the workflow without modification. The code workflow is maintained separately in a public GitHub repository (armelbatchi; repository URL provided in the associated manuscript and code archive record).
DOI: 10.34740/kaggle/dsv/14957739
title: Electrically tunable benchtop microscope
DOI: 10.15468/au9t2a
title: National Invasive Species Database

description: Dataset of Invasive species
DOI: 10.5281/zenodo.18771608
title: quercus_resinosa_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18771609
title: quercus_resinosa_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18771587
title: THE ROLE AND IMPORTANCE OF VIRTUAL EDUCATION IN THE MODERN EDUCATION SYSTEM.

description: This article provides brief information about virtual technology and analyzes its special importance in the educational process. At a time when the world is increasingly moving to online cooperation, it is very important to teach students to work effectively in virtual teams. The article is about the virtual world that has entered human life in the age of technological progress, its impact on society, the negative vices that it has brought to the minds of adolescents, and the prospects for its elimination.
DOI: 10.48723/f4v5-m008
title: Computational pathology annotation enhances the resolution and interpretation of breast cancer spatial transcriptomics data
title: Computational pathology annotation enhances the resolution and interpretation of breast cancer spatial transcriptomics data

description: The samples in the dataset are connected to a study focusing on studying breast cancer intratumoral heterogeneity using spatial transcriptomic data and computational pathology. The dataset contains 14 samples from 3 patients (one triple negative breast cancer and two HER2-positive breast cancer). Multiple regions of the tumor were collected for analysis. Each sample is one tumor region from one of the patients.

Libraries for spatial transcriptomics were prepared using Visium spatial gene expression kits (10x genomics). Sequencing was performed using the Illumina NovaSeq 6000 platform at the National Genomics Infrastructure, SciLifeLab in Solna, Sweden. 

The dataset contains 28 fastq files, compressed with GNUzip (gzip), from paired-end RNA sequencing (10X Visium spatial transcriptomics). The meta data is described in SND_metadata.xlsx file. The md5sum.txt file is provided for validation of data integrity. The total size of the dataset is approximately 300 GB.
description: Proverna i datamängden är kopplade till en studie som fokuserar på att studera intratumoral heterogenitet i bröstcancer med användning av rumsliga transkriptomiska data och beräkningspatologi. Datauppsättningen innehåller 14 prover från 3 patienter (en trippelnegativ bröstcancer och två HER2-positiva bröstcancer). Flera regioner av tumören samlades in för analys. Varje prov är en tumörregion från en av patienterna.

Bibliotek för rumslig transkriptomik framställdes med användning av Visium rumsliga genuttryckskit (10x genomik). Sekvensering utfördes med hjälp av Illumina NovaSeq 6000-plattformen vid National Genomics Infrastructure, SciLifeLab i Solna, Sverige.

Datasetet består av 28 filer i fastq-format, komprimerade med GNUzip (gzip), från paired-end-RNA-sekvensering (10X Visium spatial transcriptomics). Metadata är beskrivna i filen SND_metadata.xlsx. För validering av dataintegritet finns filen md5sum.txt. Datasetets totala storlek är ungefär 300 GB.
DOI: 10.5281/zenodo.18771586
title: THE ROLE AND IMPORTANCE OF VIRTUAL EDUCATION IN THE MODERN EDUCATION SYSTEM.

description: This article provides brief information about virtual technology and analyzes its special importance in the educational process. At a time when the world is increasingly moving to online cooperation, it is very important to teach students to work effectively in virtual teams. The article is about the virtual world that has entered human life in the age of technological progress, its impact on society, the negative vices that it has brought to the minds of adolescents, and the prospects for its elimination.
DOI: 10.48723/11m1-st78
title: Computational pathology annotation enhances the resolution and interpretation of breast cancer spatial transcriptomics data
title: Computational pathology annotation enhances the resolution and interpretation of breast cancer spatial transcriptomics data

description: The samples in the dataset are connected to a study focusing on studying breast cancer intratumoral heterogeneity using spatial transcriptomic data and computational pathology. The dataset contains 14 samples from 3 patients (one triple negative breast cancer and two HER2-positive breast cancer). Multiple regions of the tumor were collected for analysis. Each sample is one tumor region from one of the patients.

Libraries for spatial transcriptomics were prepared using Visium spatial gene expression kits (10x genomics). Sequencing was performed using the Illumina NovaSeq 6000 platform at the National Genomics Infrastructure, SciLifeLab in Solna, Sweden. 

The dataset contains 28 fastq files, compressed with GNUzip (gzip), from paired-end RNA sequencing (10X Visium spatial transcriptomics). The meta data is described in SND_metadata.xlsx file. The md5sum.txt file is provided for validation of data integrity. The total size of the dataset is approximately 300 GB.
description: Proverna i datamängden är kopplade till en studie som fokuserar på att studera intratumoral heterogenitet i bröstcancer med användning av rumsliga transkriptomiska data och beräkningspatologi. Datauppsättningen innehåller 14 prover från 3 patienter (en trippelnegativ bröstcancer och två HER2-positiva bröstcancer). Flera regioner av tumören samlades in för analys. Varje prov är en tumörregion från en av patienterna.

Bibliotek för rumslig transkriptomik framställdes med användning av Visium rumsliga genuttryckskit (10x genomik). Sekvensering utfördes med hjälp av Illumina NovaSeq 6000-plattformen vid National Genomics Infrastructure, SciLifeLab i Solna, Sverige.

Datasetet består av 28 filer i fastq-format, komprimerade med GNUzip (gzip), från paired-end-RNA-sekvensering (10X Visium spatial transcriptomics). Metadata är beskrivna i filen SND_metadata.xlsx. För validering av dataintegritet finns filen md5sum.txt. Datasetets totala storlek är ungefär 300 GB.
DOI: 10.15468/dl.5p38b2
title: Occurrence Download

description: A dataset containing 15937 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudochorthippus montanus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "CoordinateUncertaintyInMeters is less than or equal to 5000",
 "Geometry POLYGON((-25.000000 30.000000, 47.000000 30.000000, 47.000000 73.000000, -25.000000 73.000000, -25.000000 30.000000))",
 {
 "not" : {
 "DatasetKey" : [
 "is iNaturalist Research-grade Observations"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Specimen, Material sample, Fossil)"
 ]
 }
 }
 ]
}

 The dataset includes 15937 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009886-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spmekz
title: Occurrence Download

description: A dataset containing 1024 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen)",
 "OccurrenceStatus is Present",
 "TaxonKey is Anopheles messeae"
 ]
}

 The dataset includes 1024 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009887-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25420/britishmuseum.31398924
title: Annotation and transcription

description: Annotation and transcription (in English and Turkish) of Hüseyin Avni Özaydın's demonstration on wrapping the reed’s nodes with brass wire
DOI: 10.25420/britishmuseum.31398924.v1
title: Annotation and transcription

description: Annotation and transcription (in English and Turkish) of Hüseyin Avni Özaydın's demonstration on wrapping the reed’s nodes with brass wire
DOI: 10.5281/zenodo.17634835
title: Resonance fluorescence and indistinguishable photons from a coherently driven B centre in hBN

description: Data from the article by D. Gérard et al., "Resonance fluorescence and indistinguishable photons from a coherently driven B centre in hBN", Nature Communications 17, 1843 (2026), arXiv:2506.16980 (2025)
DOI: 10.5281/zenodo.17634836
title: Resonance fluorescence and indistinguishable photons from a coherently driven B centre in hBN

description: Data from the article by D. Gérard et al., "Resonance fluorescence and indistinguishable photons from a coherently driven B centre in hBN", Nature Communications 17, 1843 (2026), arXiv:2506.16980 (2025)
DOI: 10.25420/britishmuseum.31398999
title: Annotation and transcription

description: Annotation and transcription (in English and Turkish) of Neyzen Salih Bilgin's ney lesson
DOI: 10.25420/britishmuseum.31398999.v1
title: Annotation and transcription

description: Annotation and transcription (in English and Turkish) of Neyzen Salih Bilgin's ney lesson
DOI: 10.17870/bathspa.31343311
title: Concerto, Viola concerto in D minor, Berkeley Ms 785, ff. 1r-72, mvt 1, Allegro moderato

description: Berkeley, California, (Berkeley Ms 785, ff. 1v-14v), mvt. 1, (1r-7r). Score in 5 parts: 'viola prima, violino prima, violino secundo, alto, violoncello e altri basse'. Dated 'Maidstone, August 1759' on f. 14r.
DOI: 10.17870/bathspa.31343311.v1
title: Viola Concerto in D Minor, Berk 785, mvt 1 new

description: Berkley, California
DOI: 10.17870/bathspa.31343311.v2
title: Concerto, Viola concerto in D minor, Berkeley Ms 785, ff. 1r-72, mvt 1, Allegro moderato

description: Berkeley, California, (Berkeley Ms 785, ff. 1v-14v), mvt. 1, (1r-7r). Score in 5 parts: 'viola prima, violino prima, violino secundo, alto, violoncello e altri basse'. Dated 'Maidstone, August 1759' on f. 14r.
DOI: 10.15468/dl.29vbsf
title: Occurrence Download

description: A dataset containing 937 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Namibia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Giraffa giraffa angolensis",
 "Year 2016-2025"
 ]
}

 The dataset includes 937 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009891-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17870/bathspa.31343320
title: Concerto, Viola concerto in D minor, Berkeley Ms 785, ff. 7r-9v, mvt 2. Andante cantabile

description: Berkeley, California, (Berkeley Ms 785, ff. 1v-14v), mvt. 2, (7r- 9v). In 3/4 and in key of b flat major. Score in 5 parts: 'viola prima, violino prima, violino secundo, alto, violoncello e altri basse'. Dated 'Maidstone, August 1759' on f. 14r.
DOI: 10.5281/zenodo.18768988
title: Data from: Comparison of turbulent transport dissimilarity and the role of coherent structures in the unstable surface layer between urban and rural areas

description: The dataset was collected from the 325-m meteorological tower in Beijing (39.97°N, 116.37°E, 140 m level) and the 102-m tower in Xianghe (39.75°N, 116.96°E, 32 m level) during July 2017. Each site was equipped with a Gill WindMaster Pro sonic anemometer and a LI-COR LI-7500A open-path gas analyzer to measure wind components, air temperature, H₂O, and CO₂ concentrations at 10 Hz. At the urban site, surface radiation components were additionally measured using a CNR1 radiometer. After quality control, valid 30-min flux segments were archived for use.

The dataset consists of one Excel file and four text files corresponding to the observational analysis and case studies presented in the manuscript. The Excel file (data1.xlsx) contains processed meteorological variables and turbulence statistics for both the urban and rural sites. The four text files provide 10-Hz turbulent fluctuation data for representative case studies at the two sites, corresponding to the urban and rural observations at 08:30 and 12:30 on 12 July 2017, and are used for the wavelet analysis.
DOI: 10.5281/zenodo.18768987
title: Data from: Comparison of turbulent transport dissimilarity and the role of coherent structures in the unstable surface layer between urban and rural areas

description: The dataset was collected from the 325-m meteorological tower in Beijing (39.97°N, 116.37°E, 140 m level) and the 102-m tower in Xianghe (39.75°N, 116.96°E, 32 m level) during July 2017. Each site was equipped with a Gill WindMaster Pro sonic anemometer and a LI-COR LI-7500A open-path gas analyzer to measure wind components, air temperature, H₂O, and CO₂ concentrations at 10 Hz. At the urban site, surface radiation components were additionally measured using a CNR1 radiometer. After quality control, valid 30-min flux segments were archived for use.

The dataset consists of one Excel file and four text files corresponding to the observational analysis and case studies presented in the manuscript. The Excel file (data1.xlsx) contains processed meteorological variables and turbulence statistics for both the urban and rural sites. The four text files provide 10-Hz turbulent fluctuation data for representative case studies at the two sites, corresponding to the urban and rural observations at 08:30 and 12:30 on 12 July 2017, and are used for the wavelet analysis.
DOI: 10.25420/britishmuseum.31399182
title: Annotation and transcription

description: Annotation and transcription (in English and Turkish) of an interview with Neyzen Salih Bilgin on his apprenticeship with Neyzen Niyazi Sayın
DOI: 10.25420/britishmuseum.31399236
title: Annotation and transcription

description: Annotation and transcription (in English and Turkish) of an interview with Neyzen Salih Bilgin on the apprenticeship pedagogy known as meşk, rooted in the master–pupil relationship
DOI: 10.25420/britishmuseum.31399236.v1
title: Annotation and transcription

description: Annotation and transcription (in English and Turkish) of an interview with Neyzen Salih Bilgin on the apprenticeship pedagogy known as meşk, rooted in the master–pupil relationship
DOI: 10.25420/britishmuseum.31399626.v1
title: Annotation and transcription

description: Annotation and transcription (in English and Turkish) of an iterview with Neyzen Hüseyin Özkılıç on his musical training under Neyzen Salih Bilgin
DOI: 10.5281/zenodo.15720989
title: Reproducible generation of green-emitting color centers in hBN using oxygen annealing

description: Data from the article by H. Fartas et al. "Reproducible generation of green-emitting color centers in hBN using oxygen annealing", Appl. Phys. Lett. 127, 014001 (2025)
DOI: 10.25420/britishmuseum.31399629
title: Ney performance

description: A 2:27 solo taksim (improvisation) by Neyzen Salih Bilgin in the makam (mode) Sultaniyegah, recorded in a lesson context
DOI: 10.25420/britishmuseum.31399629.v1
title: Ney performance

description: A 2:27 solo taksim (improvisation) by Neyzen Salih Bilgin in the makam (mode) Sultaniyegah, recorded in a lesson context
DOI: 10.5281/zenodo.15720988
title: Reproducible generation of green-emitting color centers in hBN using oxygen annealing

description: Data from the article by H. Fartas et al. "Reproducible generation of green-emitting color centers in hBN using oxygen annealing", Appl. Phys. Lett. 127, 014001 (2025)
DOI: 10.25420/britishmuseum.31399635.v1
title: Ney performance

description: A 1:35 solo taksim (improvisation) by Neyzen Salih Bilgin in the makam (mode) Beyati, recorded in a lesson context
DOI: 10.25420/britishmuseum.31399638.v1
title: Ney performance

description: A 3:10 solo taksim (improvisation) by Neyzen Hüseyin Avni Özaydın in the makam (mode) Şevkefza, recorded at Hezarfen Ney and Art Workshop
DOI: 10.25420/britishmuseum.31399917
title: Annotation

description: A 3:10 solo taksim (improvisation) by Neyzen Hüseyin Avni Özaydın in the makam (mode) Şevkefza, recorded at Hezarfen Ney and Art Workshop
DOI: 10.25420/britishmuseum.31399917.v1
title: Annotation

description: A 3:10 solo taksim (improvisation) by Neyzen Hüseyin Avni Özaydın in the makam (mode) Şevkefza, recorded at Hezarfen Ney and Art Workshop
DOI: 10.5281/zenodo.15801002
title: Conservation-relevant lands in Australia have higher farmland values

description: Agricultural land conversion is a major driver of global environmental degradation, contributing to habitat loss for threatened species and climate change when carbon-rich native vegetation is replaced with crops. Conversely, agricultural production remains a necessary land use to ensure food security, support regional employment, and generate foreign income. Hence, conservation interventions and nature-based solutions must compete with—and be balanced against—agricultural production, with careful consideration of the opportunity costs associated with provisioning land from agriculture to environmentally-focused purposes. Information on agricultural land value and opportunity costs are therefore important factors in land use planning, but such data is often limited. We developed a model of farmland value for Australia using socioeconomic and biophysical data and three years of farm sales records across 316 local government areas (LGAs). 

Please cite: Engert, J.E. & Andres, S.E. (2026). Conservation-relevant lands in Australia have higher farmland values. Journal of Environmental Management, 402, https://doi.org/10.1016/j.jenvman.2026.129004.
DOI: 10.25420/britishmuseum.31399965
title: Annotation

description: A 3:51 solo taksim (improvisation) by Neyzen Hüseyin Avni Özaydın in the makam (mode) Evcârâ, recorded at Hezarfen Ney and Art Workshop
DOI: 10.25420/britishmuseum.31399965.v1
title: Annotation

description: A 3:51 solo taksim (improvisation) by Neyzen Hüseyin Avni Özaydın in the makam (mode) Evcârâ, recorded at Hezarfen Ney and Art Workshop
DOI: 10.5281/zenodo.15801001
title: Conservation-relevant lands in Australia have higher farmland values

description: Agricultural land conversion is a major driver of global environmental degradation, contributing to habitat loss for threatened species and climate change when carbon-rich native vegetation is replaced with crops. Conversely, agricultural production remains a necessary land use to ensure food security, support regional employment, and generate foreign income. Hence, conservation interventions and nature-based solutions must compete with—and be balanced against—agricultural production, with careful consideration of the opportunity costs associated with provisioning land from agriculture to environmentally-focused purposes. Information on agricultural land value and opportunity costs are therefore important factors in land use planning, but such data is often limited. We developed a model of farmland value for Australia using socioeconomic and biophysical data and three years of farm sales records across 316 local government areas (LGAs). 

Please cite: Engert, J.E. & Andres, S.E. (2026). Conservation-relevant lands in Australia have higher farmland values. Journal of Environmental Management, 402, https://doi.org/10.1016/j.jenvman.2026.129004.
DOI: 10.25420/britishmuseum.31400028.v1
title: Annotation

description: A 5:02 joint musical performance by Neyzen Hüseyin Özkılıç and tanbur (long-necked lute) artist Hulusi Babalık, recorded at Hezarfen Ney and Art Workshop
DOI: 10.15468/dl.4jhnzm
title: Occurrence Download

description: A dataset containing 13429 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "Geometry POLYGON((-100.551 36.917,-71.79 36.917,-71.79 49.612,-100.551 49.612,-100.551 36.917))",
 "Year is greater than or equal to 2024",
 "RecordedBy is one of (@jfebz.photo, aanth, aaron brady, aaronstorm, acarnold88, adam1420, Adamthedeertracker, adriblac, adriskill, aegolius99, aegorski, AG, AG Sweany, Aidan Walsh, aidantonidandel, ajl6279, alecrw, alejandrokmdza, Alex Heffernan, Alexa Howansky, Alexander Skevington, alexandramegladon, Alexis Desmarais, alisakhanjine, Allan Harris, Allanah Vokes, Alli Smith, Alvaro Jaramillo, alyalkbe0044, amaciuba, andewewlendehypolentrrl, Andrea Kingsley, Andrew, Andrew Brown, Andrew MacDonald, Andrew McConnell, Andrew Sebastian, Andrew Smith, Andrew Van Bavel, andrewdressel, Angela Thomas, Angie Macias, annushka, April, ashanddash, aster_22, Astrid Mazzeno, Aurelle Joseph, autumns17, Ava Moskaluk)",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 13429 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009892-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.32rfs8
title: Occurrence Download

description: A dataset containing 4046868 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 4046868 records from 527 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025202-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.