cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15276126
title: Forest attribute maps: a support for small area estimation of forest disturbances

description: This dataset supports the manuscript "Forest attribute maps: a support for small area estimation of forest disturbances" published in Annals of Forest Sciences (DOI: 10.1186/s13595-025-01293-8). It contains two files saved in parquet format, which can be read using library arrow in R.

Due of restrictions associated with the use of NFI data, the datasets do not contain any spatial information and map data are restricted to the pixels describing the areas impacted by bark-beetle outbreaks such as detected using the FORDEAD approach.  Additional data are available from the authors upon reasonable request and with permission of IGN.

File plot.parquet contains growing stock volume and basal area from NFI surveys, as well as the auxiliary data used to compute the forest attribute maps. The auxiliary data were extracted at a 30 m resolution.

The file includes the following attributes:



"nfi_year"  : year of the NFI field survey

"forest_type" : dominant forest type i.e. conifer or harwood

"specific_model" : binary field indicating if the plot have been used (1) or not (0) to model forest attributes with the specific model (spruce and fir stands only)

"growing_stock_volume_in_m3_per_ha"  : plot level nfi growing stock volume in cubic meter per hectare

"basal_area_in_m2_per_ha"  : plot level nfi basal area in squared meter per hectare

"total_inner_canopy_volume"  : volume of canopy dervied from a lidar canopy height model (see table 7 of the manuscript for computational details)

"gap_area" : surface of the lidar canopy height model below 5 m (see table 7 of the manuscript for computational details)

 "second_cummulative_percentage_of_returns" : cumulative percentage of return in the 2th layer according to Woods et al. (2008); https://doi.org/10.5558/tfc84827-6)

"near_infrared_band8" : mean value of the mean infrared band of Sentinel.                      


The file map_bark_beetle.parquet contains auxiliary data over FORDEAD polygons in the area of interest, computed at 30 m resolution. 

The file included the following attributes: 



"rowid"  : line index of the map

"columnid" : column index of the map

"total_inner_canopy_volume"  : volume of canopy derived from a lidar canopy height model (see table 7 of the manuscript for computational details)

"gap_area" : surface of the lidar canopy height model below 5 m (see table 7 of the manuscript for computational  details)  

 "second_cummulative_percentage_of_returns" : cumulative percentage of return in the 2th layer according to Woods et al. (2008); https://doi.org/10.5558/tfc84827-6)

"near_infrared_band8" : mean value of the mean infrared band of Sentinel. 

"proportion_of_bark_beetle_area_in_m2_in_xxx_in_class_y" : proportion of the pixel detected by FORDEAD method as an anomalie in Sentinel data for the year "xxxx" and a given intensity class (y). The attribute is dennoted prop_outbreak in the manuscript.
DOI: 10.5281/zenodo.15276127
title: Forest attribute maps: a support for small area estimation of forest disturbances

description: This dataset supports the manuscript "Forest attribute maps: a support for small area estimation of forest disturbances" published in Annals of Forest Sciences (DOI: 10.1186/s13595-025-01293-8). It contains two files saved in parquet format, which can be read using library arrow in R.

Due of restrictions associated with the use of NFI data, the datasets do not contain any spatial information and map data are restricted to the pixels describing the areas impacted by bark-beetle outbreaks such as detected using the FORDEAD approach.  Additional data are available from the authors upon reasonable request and with permission of IGN.

File plot.parquet contains growing stock volume and basal area from NFI surveys, as well as the auxiliary data used to compute the forest attribute maps. The auxiliary data were extracted at a 30 m resolution.

The file includes the following attributes:



"nfi_year"  : year of the NFI field survey

"forest_type" : dominant forest type i.e. conifer or harwood

"specific_model" : binary field indicating if the plot have been used (1) or not (0) to model forest attributes with the specific model (spruce and fir stands only)

"growing_stock_volume_in_m3_per_ha"  : plot level nfi growing stock volume in cubic meter per hectare

"basal_area_in_m2_per_ha"  : plot level nfi basal area in squared meter per hectare

"total_inner_canopy_volume"  : volume of canopy dervied from a lidar canopy height model (see table 7 of the manuscript for computational details)

"gap_area" : surface of the lidar canopy height model below 5 m (see table 7 of the manuscript for computational details)

 "second_cummulative_percentage_of_returns" : cumulative percentage of return in the 2th layer according to Woods et al. (2008); https://doi.org/10.5558/tfc84827-6)

"near_infrared_band8" : mean value of the mean infrared band of Sentinel.                      


The file map_bark_beetle.parquet contains auxiliary data over FORDEAD polygons in the area of interest, computed at 30 m resolution. 

The file included the following attributes: 



"rowid"  : line index of the map

"columnid" : column index of the map

"total_inner_canopy_volume"  : volume of canopy derived from a lidar canopy height model (see table 7 of the manuscript for computational details)

"gap_area" : surface of the lidar canopy height model below 5 m (see table 7 of the manuscript for computational  details)  

 "second_cummulative_percentage_of_returns" : cumulative percentage of return in the 2th layer according to Woods et al. (2008); https://doi.org/10.5558/tfc84827-6)

"near_infrared_band8" : mean value of the mean infrared band of Sentinel. 

"proportion_of_bark_beetle_area_in_m2_in_xxx_in_class_y" : proportion of the pixel detected by FORDEAD method as an anomalie in Sentinel data for the year "xxxx" and a given intensity class (y). The attribute is dennoted prop_outbreak in the manuscript.
DOI: 10.25592/uhhfdm.14628
title: An Account on The History of Abdu Njayi (NCAC_RDD_TAPE_0477B)

description: Abdou Njayi


<em><sup>Alternative names: Diaye, Ndiaye, N'Diaye, Njie, Njai, Abdou, Jobarteh, Jobate, Amadou, Kuyateh, Kemo</sup></em>
description: Published by NCAC - National Digital Archive of The Gambia, initiated by University of Hamburg, Asia-Africa-Institute, Germany, funded by Gerda Henkel Foundation, Germany
DOI: 10.25592/uhhfdm.14629
title: An Account on The History of Abdu Njayi (NCAC_RDD_TAPE_0477B)

description: Abdou Njayi


<em><sup>Alternative names: Diaye, Ndiaye, N'Diaye, Njie, Njai, Abdou, Jobarteh, Jobate, Amadou, Kuyateh, Kemo</sup></em>
description: Published by NCAC - National Digital Archive of The Gambia, initiated by University of Hamburg, Asia-Africa-Institute, Germany, funded by Gerda Henkel Foundation, Germany
DOI: 10.5281/zenodo.15675618
title: Dataset on Caravanserais and Qanat Networks in Khorasan, Iran

description: This dataset comprises 280 caravanserais and over 750 associated qanat irrigation systems in Iran's Khorasan region. Caravanserais were roadside structures that provided shelter and services to travellers, while qanats are subterranean channels designed to transport water from underground aquifers across long distances. Together, these infrastructural systems played a critical role in shaping trade, agriculture, and settlement patterns across the Iranian Plateau since ancient times.
Compiled by the EAMENA project at the University of Oxford, the dataset enables analysis of the spatial relationship between caravan routes and qanat networks, as well as the preservation status of these sites and the threats they face. It covers sites across the three Khorasan provinces and Semnan, which, although now administratively separate, historically formed part of key caravan corridors.
description: EAMENA data entry methodology
DOI: 10.5281/zenodo.15675619
title: Dataset on Caravanserais and Qanat Networks in Khorasan, Iran

description: This dataset comprises 280 caravanserais and over 750 associated qanat irrigation systems in Iran's Khorasan region. Caravanserais were roadside structures that provided shelter and services to travellers, while qanats are subterranean channels designed to transport water from underground aquifers across long distances. Together, these infrastructural systems played a critical role in shaping trade, agriculture, and settlement patterns across the Iranian Plateau since ancient times.
Compiled by the EAMENA project at the University of Oxford, the dataset enables analysis of the spatial relationship between caravan routes and qanat networks, as well as the preservation status of these sites and the threats they face. It covers sites across the three Khorasan provinces and Semnan, which, although now administratively separate, historically formed part of key caravan corridors.
description: EAMENA data entry methodology
DOI: 10.5281/zenodo.15675562
title: Table 1 in Description Of The Mature Larva Of Glareadessus stocki Wewalka And Bistrom (Coleoptera: Dytiscidae), A Stygobiontic Bidessini From The Persian Gulf Region

description: Table 1. Number of secondary setae on the legs of third instar of Glareadessus stocki Wewalka and Biström. A = anterior, AD = anterodorsal, AV = anteroventral, CO = coxa, D = dorsal, FE = femur, PD = posterodorsal, Pr = proximal, PV = posteroventral, TA = tarsus, TI = tibia, TR = trochanter, V = ventral, n = number of specimens studied, range = total number of secondary setae on segment.
SegmentSensillar seriesInstar III (n = 3)SegmentSensillar seriesInstar III (n = 3)ProCOD4MesoTIAD1–2A0AV1–2V0PD1Range4PV1ProTRPr0Range5ProFEAD3MesoTAAD1AV1AV2PV2–3PD0Range6–7PV0ProTIAD0Range3AV0MetaCOD3PD1A0PV1V0Range2Range3ProTAAD0MetaTRPr1AV0MetaFEAD4PD0AV3PV0PV2–3Range0Range9–10MesoCOD3–4MetaTIAD2A0AV1–2V0PD1Range3–4PV1MesoTRPr1Range5–6MesoFEAD4MetaTAAD1AV1AV2PV2–3PD0Range7–8PV0Range3
description: Published as part of Alarie, Yves & Wewalka, Günther, 2001, Description Of The Mature Larva Of Glareadessus stocki Wewalka And Bistrom (Coleoptera: Dytiscidae), A Stygobiontic Bidessini From The Persian Gulf Region, pp. 148 in The Coleopterists Bulletin 55 (2) on page 148, DOI: 10.1649/0010-065x(2001)055[0144:dotmlo]2.0.co;2, http://zenodo.org/record/4900340
DOI: 10.5281/zenodo.15675563
title: Table 1 in Description Of The Mature Larva Of Glareadessus stocki Wewalka And Bistrom (Coleoptera: Dytiscidae), A Stygobiontic Bidessini From The Persian Gulf Region

description: Table 1. Number of secondary setae on the legs of third instar of Glareadessus stocki Wewalka and Biström. A = anterior, AD = anterodorsal, AV = anteroventral, CO = coxa, D = dorsal, FE = femur, PD = posterodorsal, Pr = proximal, PV = posteroventral, TA = tarsus, TI = tibia, TR = trochanter, V = ventral, n = number of specimens studied, range = total number of secondary setae on segment.
SegmentSensillar seriesInstar III (n = 3)SegmentSensillar seriesInstar III (n = 3)ProCOD4MesoTIAD1–2A0AV1–2V0PD1Range4PV1ProTRPr0Range5ProFEAD3MesoTAAD1AV1AV2PV2–3PD0Range6–7PV0ProTIAD0Range3AV0MetaCOD3PD1A0PV1V0Range2Range3ProTAAD0MetaTRPr1AV0MetaFEAD4PD0AV3PV0PV2–3Range0Range9–10MesoCOD3–4MetaTIAD2A0AV1–2V0PD1Range3–4PV1MesoTRPr1Range5–6MesoFEAD4MetaTAAD1AV1AV2PV2–3PD0Range7–8PV0Range3
description: Published as part of Alarie, Yves & Wewalka, Günther, 2001, Description Of The Mature Larva Of Glareadessus stocki Wewalka And Bistrom (Coleoptera: Dytiscidae), A Stygobiontic Bidessini From The Persian Gulf Region, pp. 148 in The Coleopterists Bulletin 55 (2) on page 148, DOI: 10.1649/0010-065x(2001)055[0144:dotmlo]2.0.co;2, http://zenodo.org/record/4900340
DOI: 10.15468/dl.enc23n
title: Occurrence Download

description: A dataset containing 2198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((64.11925 5.59152,104.60979 5.59152,104.60979 37.81348,64.11925 37.81348,64.11925 5.59152))",
 "OccurrenceStatus is Present",
 "TaxonKey is Canis lupus Linnaeus, 1758"
 ]
}

 The dataset includes 2198 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048910-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wzuava
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "Continent is Africa",
 "Country is Benin",
 "DatasetKey is one of (A global database for the distributions of crop wild relatives, Recensement des espèces de BOWE dans la zone Soudano-Guinéenne du Bénin, Study of medicinal and energy plants from Benin, Census of fodder species through central and north of Benin, Census of the flora of Benin, Floral inventory of the natural pastures of the municipalities bordering the W Transboundary Biosphere Reserve in the Alibori department and the municipalities of Dassa_Zoume and Glazoué in the Collines department (Benin)., Census of species recorded during phytosociological surveys in Benin)",
 "OccurrenceStatus is Present",
 "TaxonKey is Borassus aethiopum Mart.",
 "Year 1984-2025"
 ]
}

 The dataset includes 65 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048911-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25592/uhhfdm.11272
title: An Account on Alfa Yaaya, Buraama Njayi, Abdu Njayi And Ha Fode Jawula (NCAC_RDD_TAPE_0021A)

description: History of Alfa Yaaya
 Buraama Njayi
 Abdu Njayi
 Battles
 Ha Fode Jawula


<sup><em>Alternative names: Alpha, Diaye, Ndiaye, N'Diaye, Njie, Njai,</em> <em>Yaya, Burama, Abdou, Foday, Jawla, Yahya, Fatty, Mansour</em></sup>
description: Published by NCAC - National Digital Archive of The Gambia, initiated by University of Hamburg, Asia-Africa-Institute, Germany, funded by Gerda Henkel Foundation, Germany
DOI: 10.25592/uhhfdm.11271
title: An Account on Alfa Yaaya, Buraama Njayi, Abdu Njayi And Ha Fode Jawula (NCAC_RDD_TAPE_0021A)

description: History of Alfa Yaaya
 Buraama Njayi
 Abdu Njayi
 Battles
 Ha Fode Jawula


<sup><em>Alternative names: Alpha, Diaye, Ndiaye, N'Diaye, Njie, Njai,</em> <em>Yaya, Burama, Abdou, Foday, Jawla, Yahya, Fatty, Mansour</em></sup>
description: Published by NCAC - National Digital Archive of The Gambia, initiated by University of Hamburg, Asia-Africa-Institute, Germany, funded by Gerda Henkel Foundation, Germany
DOI: 10.34973/6sa5-0t15
title: Neural oscillations of interference control in the aging brain: evidence from spoken word production

description: Speaking is not only about retrieving words and structuring them into sentences, but it also requires top-down control to plan and execute speech. In previous electrophysiological research with young-adult speakers, mid-frontal theta oscillations have been observed using a picture-word interference paradigm. With this paradigm, participants name pictures while ignoring superimposed distractor words. In particular, mid-frontal theta power increases for categorically related distractors relative to other types of distractors, reflecting the top-down interference control in resolving the competition between processing streams during word production (Piai, Roelofs, Jensen, Schoffelen, & Bonnefond, 2014). In the present study, we conceptually replicated the magnetoencephalography study by Piai et al. (2014) with an older group of healthy adults (mean age of 60 years). Behaviorally, we replicated distractor semantic interference and Stroop-like interference effects usually observed in young adults. However, we did not find the corresponding theta modulation associated with these interference effects on the neural level. Instead, we found beta power decreases for both effects, mostly pronounced in the left posterior temporal and inferior parietal cortex. The distinct spectro-spatial-temporal profile of the oscillatory effects in the older population suggests different underlying dynamics relative to the midline frontal effect previously found in young-adult speakers. Our results indicate that the neural underpinnings of top-down interference control may be modified by aging, and that the mid-frontal theta cannot be the exclusive mechanism enabling interference control during spoken word production.
The MEG and behavioral data from 17 young adults and 16 old adults are shared in this data repository.
DOI: 10.34973/6dw9-0924
title: Binary stimulus sequences for brain-computer interfaces (BCI) using the code-modulated-visual evoked potential (c-VEP)

description: We evaluated a variety of modulated and unmodulated stimulus sequences, including m-sequences, Gold codes, de Bruijn sequences, and Golay sequences. These stimulus sequences elicit code-modulated visual evoked potentials (c-VEPs) for use in a speller brain-computer interface (BCI). In addition, we recorded non-overlapping flash-VEPs with varying durations and inter-stimulus intervals, pre- and post-session resting-state activity (eyes open and closed), and conducted several behavioral assessments, including user comfort ratings and the sustained attention to response task (SART). The primary goal was to investigate BCI inefficiency, identify contributing factors, and explore strategies for mitigation, such as optimizing the stimulus protocol. This dataset contains the EEG and ECG data that were collected from 26 healthy human participants during each of these tasks.
DOI: 10.15468/dl.6sd8hh
title: Occurrence Download

description: A dataset containing 2995949 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Base de datos biogeográfica del Fondo de Investigación Pesquera y de Acuicultura (1999-2019), Subsecretaría de Pesca y Acuicultura"
 ]
}

 The dataset includes 2995949 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048906-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pyae7m
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "MediaType is Image",
 "TaxonKey is Ursus thibetanus formosanus Swinhoe, 1864"
 ]
}

 The dataset includes 17 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048914-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34810/data288
title: Italian-Catalan LMF Apertium Bilingual dictionary

description: -
description: This is the LMF version of the Apertium bilingual dictionary for Italian and Catalan languages. Bilingual LMF dictionaries were generated from Apertium bilingual dix files. For each Apertium bilingual correspondence, the corresponding source and target monolingual entries (LexicalEntry) were generated in addition to the bilingual correspondence (SenseAxis) element. Apertium is a free/open-source machine translation platform, initially aimed at related-language pairs but recently expanded to deal with more divergent language pairs (such as English-Catalan). The platform provides: a language-independent machine translation engine; tools to manage the linguistic data necessary to build a machine translation system for a given language pair and linguistic data for a growing number of language pairs.
DOI: 10.5281/zenodo.14733658
title: Fault hydromechanics control the emergence of seismic and aseismic slip patterns
DOI: 10.5281/zenodo.15675143
title: Fault hydromechanics control the emergence of seismic and aseismic slip patterns
DOI: 10.15468/dl.wh9vmv
title: Occurrence Download

description: A dataset containing 5 records in GBIF matching the query:
SELECT
 datasetkey,
 v_taxonrank,
 COUNT(*)
FROM
 occurrence
WHERE
 occurrence.v_basisofrecord = 'PRESERVED_SPECIMEN'
 AND occurrence.taxonkey = 7707728
GROUP BY
 occurrence.datasetkey,
 occurrence.v_taxonrank

 The dataset's 5 records were derived from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048908-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15675616
title: PENERIMAAN SOSIAL TERHADAP KAUM LGBT DI KALANGAN REMAJA
DOI: 10.5281/zenodo.15675617
title: PENERIMAAN SOSIAL TERHADAP KAUM LGBT DI KALANGAN REMAJA
DOI: 10.15468/dl.cqf4am
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "TaxonKey is Crotalaria maypurensis Kunth"
 ]
}

 The dataset includes 68 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048915-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34810/data291
title: GrAF version of the SenSem Spanish Corpus

description: -
description: This is the stand-off GrAF version of the SenSem Spanish Corpus. The original SenSem Spanish Corpus includes syntactic and semantic annotations for a number of Spanish texts from the press domain developed by the GRIAL group (Grup de recerca consolidat de la Generalitat de Catalunya). The corpus contains one million words 300,000 of which were manually annotated at the syntactic and semantic level with syntagmatic categories, syntactic functions and semantic roles.
DOI: 10.15468/dl.nwff3r
title: Occurrence Download

description: A dataset containing 4350 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cottus ricei (Nelson, 1876)"
 ]
}

 The dataset includes 4350 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048916-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25592/uhhfdm.11115
title: An Interview About The History of The Kamara Clan in Basori (NCAC_RDD_TAPE_3126A)

description: Origin, Migration and Settlement of the Kamara clan
 War between Balanta people and Abdu Njayi
 Europeans


<sup><em>Alternative names: Abdou, Diaye, Ndiaye, N'Diaye, Njie, Njai, Camara, Suandi, Ceesay, Cisse, Seesay, Sissay, Sise, Sisse, Sanyang, Foday</em></sup>
description: Published by NCAC - National Digital Archive of The Gambia, initiated by University of Hamburg, Asia-Africa-Institute, Germany, funded by Gerda Henkel Foundation, Germany
DOI: 10.25592/uhhfdm.11114
title: An Interview About The History of The Kamara Clan in Basori (NCAC_RDD_TAPE_3126A)

description: Origin, Migration and Settlement of the Kamara clan
 War between Balanta people and Abdu Njayi
 Europeans


<sup><em>Alternative names: Abdou, Diaye, Ndiaye, N'Diaye, Njie, Njai, Camara, Suandi, Ceesay, Cisse, Seesay, Sissay, Sise, Sisse, Sanyang, Foday</em></sup>
description: Published by NCAC - National Digital Archive of The Gambia, initiated by University of Hamburg, Asia-Africa-Institute, Germany, funded by Gerda Henkel Foundation, Germany
DOI: 10.6084/m9.figshare.29329007
title: CyHV-2

description: CyHV-2
DOI: 10.6084/m9.figshare.29329007.v1
title: CyHV-2

description: CyHV-2
DOI: 10.15468/dl.p2h4kp
title: Occurrence Download

description: A dataset containing 16461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Luxilus chrysocephalus Rafinesque, 1820"
 ]
}

 The dataset includes 16461 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048917-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.