cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29446726.v1
title: The Turkwel settlement at Oltioki in Baringo: exploring cultural variation in the terminal Pastoral Neolithic of Kenya

description: In the last millennium of the Pastoral Neolithic in East Africa (<i>c.</i> 5000–1200 BP) there is a great deal of diversification of material culture, with new traditions and wares appearing in the archaeological record. One of these is Turkwel, mostly known from a single research project from the 1970s. The Turkwel are considered to have been pastoralists who relied extensively on wild animals for subsistence and are characterised by their grooved ceramics, unstandardised microlithic toolkit and semi-permanent settlements. The site of Oltioki, in Kenya’s Baringo County, is the first Turkwel site to have been excavated in over 40 years. It is dated to approximately 1500 BP and extends the presence of Turkwel to the Central Rift, while its location in an anthropogenic grove provides a tentative link to the long-term ecological influence of the settlement and of Turkwel pastoralists. While the lithic and pottery assemblages show ties to the broader Turkwel culture, they also exhibit evidence of localisation in material culture and resource use. The lithic assemblage also shows links to obsidian sources in the Nakuru-Naivasha basin associated with Elmenteitan and Savanna Pastoral Neolithic communities and there is also evidence for potential early use of iron implements. Oltioki shows the need to revisit what a Turkwel tradition is, while at the same time highlighting the general increase in cultural variation across the Pastoral Neolithic-to-Iron Age transition.
DOI: 10.15468/dl.w3t63w
title: Occurrence Download

description: A dataset containing 1237 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melaleuca hamata",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1237 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042831-251025141854904/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.25792104.v2
title: Declining geomorphic diversity and potential adaptive management opportunities on a highly regulated reach of the Bighorn River, Montana

description: Rivers downstream from dams often experience decreased flow variability and disrupted sediment transport. We investigated a highly regulated 35.5-kilometre reach of the Bighorn River, downstream from Yellowtail Dam, emplaced in 1965. This dam created a thriving trout fishery, but more recently, side channel networks and habitat diminished. We document how the Bighorn River's anabranching morphology responded to flow regulation and a near cessation of sediment supply. Geomorphic diversity drastically decreased since 1939 and the Bighorn River abandoned numerous side channels. By 1980, geomorphic loss slowed, and the river became laterally static. The 1980 river and side channel network could represent the maximum areal extent of a downscaled morphology, maintained through restoration and adaptive management. However, side channel restoration alone will not return natural alluvial processes to this river reach. The Bighorn River needs sediment to reinstate dynamic lateral movement, even within a downscaled morphology. Sediment augmentation is an option, but more complex to implement on rivers where potential downstream impacts and landowners must be considered. The decline of geomorphic diversity and potential adaptive management solutions on the Bighorn River has wide applicability to numerous dammed rivers, where similar changes to the flow and sediment transport regime are common.
DOI: 10.15468/dl.ehtpsc
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-109.1688 23.84913, -109.0188 23.84913, -109.0188 23.99913, -109.1688 23.99913, -109.1688 23.84913))"
 ]
}

 The dataset includes 21 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042832-251025141854904/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.25792104
title: Declining geomorphic diversity and potential adaptive management opportunities on a highly regulated reach of the Bighorn River, Montana

description: Rivers downstream from dams often experience decreased flow variability and disrupted sediment transport. We investigated a highly regulated 35.5-kilometre reach of the Bighorn River, downstream from Yellowtail Dam, emplaced in 1965. This dam created a thriving trout fishery, but more recently, side channel networks and habitat diminished. We document how the Bighorn River's anabranching morphology responded to flow regulation and a near cessation of sediment supply. Geomorphic diversity drastically decreased since 1939 and the Bighorn River abandoned numerous side channels. By 1980, geomorphic loss slowed, and the river became laterally static. The 1980 river and side channel network could represent the maximum areal extent of a downscaled morphology, maintained through restoration and adaptive management. However, side channel restoration alone will not return natural alluvial processes to this river reach. The Bighorn River needs sediment to reinstate dynamic lateral movement, even within a downscaled morphology. Sediment augmentation is an option, but more complex to implement on rivers where potential downstream impacts and landowners must be considered. The decline of geomorphic diversity and potential adaptive management solutions on the Bighorn River has wide applicability to numerous dammed rivers, where similar changes to the flow and sediment transport regime are common.
DOI: 10.6084/m9.figshare.30594164
title: <b>Mass, Residency Duration, and Previous Experience Shape Post-Escalation but Not Pre-Escalation Outcomes in Experimental Territorial Contests of Atlantic Mudskippers (</b><b><i>Periophthalmus barbarus</i></b><b>)</b>

description: Defending territories increases access to food and shelter, enhancing survival and reproductive success, but it also incurs costs such as energy expenditure, injury risk, and reduced opportunities for other vital behaviors. We investigated predictors of dyadic contest outcomes in the Atlantic mudskipper (<i>Periophthalmus barbarus</i>) using a modified resident-intruder design that physically separated the contestants before physical contact, allowing separate investigation of pre-escalation (resident’s decision to engage) and post-escalation (contest resolution) complementary outcomes. This setup disentangled the effects of intrinsic and extrinsic factors influencing the resident’s decision to escalate from those affecting the outcome of a physical confrontation. A modified tournament design and Bayesian mixed-effects logistic models incorporated random effects to avoid pseudoreplication and yield generalized probabilistic inferences about parameters and uncertainty. First-order Markov chain analysis tested the effects of previous fighting experience on outcome probabilities. A binomial generalized linear model with logit link estimated the probability of resident escalation as a time-dependent, predictor-driven decision process, while generalized linear models examined how predictors influenced the resident’s total assessment duration in escalated contests and the post-escalation contest duration. We hypothesized that (1) heavier residents with longer residency durations would be more likely to escalate and win, (2) prior outcomes would influence subsequent contests, and (3) total assessment and post-escalation contest durations would increase as asymmetries in mass and residency duration decreased. Across 51 dyadic contests, residents were more likely to initiate fights, and winning probability was consistently predicted by residency status, relative mass and, to a lesser extent, residency duration. Recent contest experience had significant, role-specific effects only in the post-escalation phase: stronger winner and loser effects in intruders, and a weaker winner effect in residents. Duration analyses revealed directionally consistent but nonsignificant trends, likely reflecting sample-size limitations. These findings provide valuable insight into the determinants of agonistic contest in <i>P. barbarus</i>, supporting the use of mudskippers as model species for experimental studies of assessment strategies and territorial defense.
DOI: 10.6084/m9.figshare.30594164.v1
title: <b>Mass, Residency Duration, and Previous Experience Shape Post-Escalation but Not Pre-Escalation Outcomes in Experimental Territorial Contests of Atlantic Mudskippers (</b><b><i>Periophthalmus barbarus</i></b><b>)</b>

description: Defending territories increases access to food and shelter, enhancing survival and reproductive success, but it also incurs costs such as energy expenditure, injury risk, and reduced opportunities for other vital behaviors. We investigated predictors of dyadic contest outcomes in the Atlantic mudskipper (<i>Periophthalmus barbarus</i>) using a modified resident-intruder design that physically separated the contestants before physical contact, allowing separate investigation of pre-escalation (resident’s decision to engage) and post-escalation (contest resolution) complementary outcomes. This setup disentangled the effects of intrinsic and extrinsic factors influencing the resident’s decision to escalate from those affecting the outcome of a physical confrontation. A modified tournament design and Bayesian mixed-effects logistic models incorporated random effects to avoid pseudoreplication and yield generalized probabilistic inferences about parameters and uncertainty. First-order Markov chain analysis tested the effects of previous fighting experience on outcome probabilities. A binomial generalized linear model with logit link estimated the probability of resident escalation as a time-dependent, predictor-driven decision process, while generalized linear models examined how predictors influenced the resident’s total assessment duration in escalated contests and the post-escalation contest duration. We hypothesized that (1) heavier residents with longer residency durations would be more likely to escalate and win, (2) prior outcomes would influence subsequent contests, and (3) total assessment and post-escalation contest durations would increase as asymmetries in mass and residency duration decreased. Across 51 dyadic contests, residents were more likely to initiate fights, and winning probability was consistently predicted by residency status, relative mass and, to a lesser extent, residency duration. Recent contest experience had significant, role-specific effects only in the post-escalation phase: stronger winner and loser effects in intruders, and a weaker winner effect in residents. Duration analyses revealed directionally consistent but nonsignificant trends, likely reflecting sample-size limitations. These findings provide valuable insight into the determinants of agonistic contest in <i>P. barbarus</i>, supporting the use of mudskippers as model species for experimental studies of assessment strategies and territorial defense.
DOI: 10.15468/dl.m3yyam
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-81.93189 33.39965,-80.42046 33.39965,-80.42046 41.43615,-81.93189 41.43615,-81.93189 33.39965))",
 "TaxonKey is Arthraxon"
 ]
}

 The dataset includes 95 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042833-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17643331
title: The Chrono-Fourier AI Dataset: A Chronobiological Immune Time-Series Resource for Spectral Modeling of NLR/PLR/SII During Immune Checkpoint Therapy
title: Chrono-Fourier AI: Chronobiological Immune Time-Series Dataset for ICI Therapy

description: The Chrono-Fourier AI Dataset is the first open-access chronobiological immune time-series dataset derived from real-world clinical data of patients treated with immune checkpoint inhibitors. It contains raw anonymized longitudinal laboratory measurements—including neutrophils, lymphocytes, platelets, and derived immune indices such as NLR, PLR, and SII—collected across sequential treatment cycles under PD-1, PD-L1, and CTLA-4 blockade.

This dataset enables investigation of circadian timing effects, temporal immune dynamics, and immune coherence patterns in relation to therapy administration time (morning vs afternoon), clinical response, toxicity, and survival outcomes. It is specifically structured for Fourier-based spectral modeling and AI-driven time-series analysis, supporting machine learning exploration of rhythm-dependent immunologic behavior.

The dataset is provided in CSV format and adheres to FAIR data principles for reproducibility, transparency, and real-world evidence development. It is compatible with Python, R, MATLAB, and modern deep learning frameworks, and is intended to support translational oncology research and future prospective chronotherapy trial design.
description: This dataset includes multiple CSV files representing raw anonymized laboratory time-series records for individual patients undergoing immune checkpoint inhibitor therapy. Each file contains longitudinal measurements of hematologic parameters such as neutrophils, lymphocytes, platelets, and additional biochemical markers collected at defined clinical sampling dates. These data enable calculation of key immune-inflammatory indices including NLR, PLR, and SII, which can be used for temporal pattern analysis, chronobiological modeling, and Fourier spectral transformation.

The dataset is intended to support development and validation of AI and machine learning models exploring immune system dynamics and circadian-dependent therapeutic outcomes. It provides a foundation for real-world evidence analysis and may serve as a reference resource for chrono-immunotherapy research, immune toxicity prediction, and time-adjusted treatment optimization.

Future versions will include:• Full processed datasets in long-format structure• Cycle-based NLR/PLR/SII calculations• Clinical outcome correlations (ORR / PFS / OS / toxicity)• Timing metadata for morning vs afternoon infusion groups• Fourier spectral analysis output files• Structured README and Data Dictionary documentation
DOI: 10.34740/kaggle/dsv/13781677
title: Balochi Language to English Translation Dataset
DOI: 10.15468/dl.ra5xgh
title: Occurrence Download

description: A dataset containing 3041 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "Geometry POLYGON((-135.46835 10.33959,-52.75166 10.33959,-54.33223 52.48822,-137.57579 51.96136,-135.46835 10.33959))",
 "TaxonKey is Myriophyllum aquaticum"
 ]
}

 The dataset includes 3041 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042834-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.262dqs
title: Occurrence Download

description: A dataset containing 290 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 6.00400989329777",
 "DecimalLongitude is less than 6.00706944648216",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 290 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042835-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.npuqed
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "StateProvince is \"Paraíba\"",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042837-251025141854904/datasets/export for details.
DOI: 10.15468/dl.6fpx4t
title: Occurrence Download

description: A dataset containing 213 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melaleuca leptospermoides",
 "HasCoordinate is true"
 ]
}

 The dataset includes 213 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042836-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gkpjvm
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-109.0188 23.84913, -108.8688 23.84913, -108.8688 23.99913, -109.0188 23.99913, -109.0188 23.84913))"
 ]
}

 The dataset includes 94 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042838-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s6nxaw
title: Occurrence Download

description: A dataset containing 169 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "NetworkKey is 99d66b6c-9087-452f-a9d4-f15f2c2d0e7e",
 "TaxonKey is Chordata"
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Starnoenas cyanocephala [GBIF Backbone Taxonomy])",
 "BasisOfRecord is one of (Specimen)"
 ]
 }
 ]
}

 The dataset includes 169 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042839-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rc2rcn
title: Occurrence Download

description: A dataset containing 183 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((44.29248 61.58213,43.98217 59.84364,44.14621 57.13686,47.55019 56.48067,52.07298 56.10739,53.78398 59.06441,53.70479 63.29241,45.54061 63.69875,44.29248 61.58213))",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Monopis monachella, Glyphipterix simpliciella, Agonopterix nervosa, Heinemannia laspeyrella, Coleophora mayrella, Mompha locupletella, Anacampsis blattariella, Acleris forsskaleana, Acleris holmiana, Archips oporana, Archips xylosteana, Choristoneura albaniana, Clepsis pallidana, Apotomis sauciana, Eudemis porphyrana, Eudemis profundana, Epinotia gimmerthaliana, Epinotia maculana, Pelochrista huebneriana, Pyropteron triannuliformis, Zygaena minos, Hypsopygia costalis, Sciota hostilis, Sciota rhenella, Nephopterix angustella, Acrobasis tumidana, Crambus alienellus, Crambus ericella, Crambus uliginosellus, Catoptria falsella, Catoptria verellus, Pediasia truncatellus, Ancylolomia palpella, Scoparia ancipitella, Atralata albofascialis, Pyrausta porphyralis, Anania stachydalis, Watsonalla binaria, Ennomos erosaria, Rheumaptera cervinalis, Peridea anceps, Euchalcia consona, Euchalcia modestoides, Phyllophila obliterata, Cucullia gnaphalii, Amphipyra livida, Sedina buettneri, Lateroligia ophiogramma, Cosmia affinis, Dicycla oo, Griposia aprilina, Saragossa siccanorum, Mythimna l-album, Noctua fimbriata, Noctua interposita)"
 ]
}

 The dataset includes 183 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042840-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p1wzkpjx
title: Statistical streamflow comparison of current (1990-2019) and historical (1950-79) 30-year periods for selected streams in New Jersey

description: The U.S. Geological Survey completed a study of selected continuous and partial-record streams in New Jersey for a historical period (1950-79) and a current period (1990-2019) in order to better understand potential streamflow trends over time. The outcomes of this project will support New Jersey Department of Environmental Protection and other agencies in water-supply planning, waste load allocation decisions, and watershed plan evaluations. This data release provides various streamflow statistics including: 7Q10 (the lowest 7-day average flow that occurs, on average, once every 10 years), 1-day-low-flow monthly medians, September median for a historical period (1950-79), and current period (1990-2019). It also contains supplemental datasets for land use, precipitation, and water use.
DOI: 10.15468/dl.asygbx
title: Occurrence Download

description: A dataset containing 371 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 6.00706944648216",
 "DecimalLongitude is less than 6.01012899966655",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 371 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042842-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16634282
title: Assessing primary productivity changes across spatio-temporal patterns: a 30-year remote sensing landscape analysis in UK

description: The dataset was used to perform a primary productivity timeseries analysis and assess spatial patterns of NDVI change. All TIFF files are in WGS 84 (EPSG:4326). This dataset includes:



Annual integrated NDVI TIFF files derived from Landsat imagery from 1995 to 2024;

CSV files with annual average, maximum and minimum NDVI values;

Mann-Kendall pixel-scale TIFF files (signficant and non-significant tau rasters);

Spatial autocorrelation (Local Moran's I) TIFF files for the whole study area and for each land cover type;

Land cover change TIFF file from 1990 to 2023;

Mann-Kendall TIFF files masked for land cover changes.
DOI: 10.15468/dl.f7dha2
title: Occurrence Download

description: A dataset containing 637 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-108.8688 23.84913, -108.7188 23.84913, -108.7188 23.99913, -108.8688 23.99913, -108.8688 23.84913))"
 ]
}

 The dataset includes 637 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042843-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dhcab8
title: Occurrence Download

description: A dataset containing 374 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melaleuca nematophylla",
 "HasCoordinate is true"
 ]
}

 The dataset includes 374 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042844-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.