cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/ibzrjo
title: Registros de precipitación (Re-análisis de ERA5, 1980 a 2022) de 460 ubicaciones espaciales muy cercanas a estaciones meteorológicas del territorio de Chile (latitud -17,5 a -56,0; longitud -76,0 a -66,0)

description: Starting from a grid with a spatial resolution of 0.25 x 0.25, from ERA5 reanalysis data, with a spatial domain that covers continental Chile (latitude -17.5 to -56.0; longitude -76.0 to -66.0, corresponding to 6355 points), 460 spatial locations are obtained with daily (accumulated) precipitation records (in mm) for 43 years (1980 to 2022) very close to meteorological stations. We use these data for the analysis of precipitation, avoiding the use of daily precipitation records from local measuring stations located throughout the country, which contain missing data, and not all with sufficient historical records (over 30 years). In this way, we avoid imputation, differences in the duration and quality of the records.
DOI: 10.15468/dl.bj77qv
title: Occurrence Download

description: A dataset containing 1091105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "Country is United States of America",
 "StateProvince is one of (Alabama)",
 "Year is greater than or equal to 2024",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 1091105 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003275-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d937bs
title: Occurrence Download

description: A dataset containing 1011749 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "Country is United States of America",
 "StateProvince is one of (Alabama)",
 "Year is greater than or equal to 2023",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 1011749 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003274-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/68h33q
title: Manx Biological Recording Partnership UNVERIFIED records loaded between 05/09/2019 and 24/01/2024

description: Records from all taxon groups and surveys, collated from MBRP partners, which have been entered into Recorder6 between 05/09/2019 and 24/01/2024. Historical data is also included. The identifications have not been formally verified. This dataset includes verified records from MBRP partners, see https://isleofman.nbnatlas.org/about-nbn-atlas/
DOI: 10.15468/dl.uu4da4
title: Occurrence Download

description: A dataset containing 527 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Necturus alabamensis"
 ]
}

 The dataset includes 527 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003288-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5mff4c
title: Occurrence Download

description: A dataset containing 888 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Albuca bracteata"
 ]
}

 The dataset includes 888 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003286-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fhdzs8
title: Occurrence Download

description: A dataset containing 33911815 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "StateProvince is British Columbia",
 "Year is greater than or equal to 1970",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "SpeciesKey is not null"
 ]
}

 The dataset includes 33911815 records from 533 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003270-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/37z6bs
title: Simulated effect of edge plasma density parameters on lower hybrid wave scattering in EAST

description: Incorporation of lower hybrid (LH) wave spectrum broadening in the poloidal wavenumber (k_θ) space at the last close field surface (LCFS) is reported to lead to a better agreement of the modeled LH wave current profile with the experimental results [S.G. Baek et al, Nucl. Fusion 61 106034 (2021)]. To further understand its underlying mechanism and find the possible influence factors, effects of wave scattering caused by drift-wave type density fluctuation on the probability distribution of the LH wave polar refractive index (N_θ) at the LCFS are studied under density parameters in the scrape-off-layer (SOL). According to a scattering model [P. T. Bonoli and E. Ott, Phys Fluids 25 (2), 359-375 (1982)], scattering probability and scattering angle distribution are two main factors that determine the degree of spectral broadening. Studies presented here show that the total scattering probability increases first and then decreases as the wave propagates towards smaller normalized radius of poloidal magnetic flux (ρ). The degree of spectral broadening is found to depend on the density and density fluctuation together by changing the intensity and a proportion of the geometrical optics approximation term and the E×B drift term. Furthermore, the fluctuation correlation length can significantly modify the probability distribution of N_θ at the LCFS, which is found to significantly change LH wave current profile
description: CITATION: Phys. Plasmas 29, 024503 (2022)<br><br>PUBLISHED VERSION DOI: http://doi.org/10.1063/5.0077657<br><br>PSFC REPORT PSFC/JA-22-125<br><br>Supported by the National Key Research and Development Program of China (Grant No. 2016YFA0400603, 2016YFA0400602), the national natural science foundation of China (Grant No.11975266, 11775259, 11675214, 11805233, U19A20113). Supported by United States Department of Energy Grant number DE‐SC0010492. We would like to thank Dr. P. T. Bonoli for several useful discussions concerning the scattering model formulated in Ref. [14].<br><br>If this record does not contain the full text, then the manuscript has been embargoed by the publisher thus restricting open access for 12 to 24 months after publication.
DOI: 10.34740/kaggle/dsv/13523201
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.7910/dvn/q4zzp2
title: Thinking, Feeling, and Acting with Gen AI in higher education: Exploring the students’ Engagement and AI Performance Outcomes through ABC+ model

description: This dataset supports the study “Thinking, Feeling, and Acting with Gen AI in Higher Education: Exploring Students’ Engagement and AI Performance Outcomes through the ABC+ Model.” It includes survey responses from 1,250 international students examining cognitive, behavioral, and emotional engagement with generative AI tools. The data were analyzed using structural equation modeling (SEM) to explore relationships among engagement dimensions, performance outcomes, and trust calibration in human–AI collaboration.
DOI: 10.15468/mddxjg
title: Butterfly distribution records for the UK from Butterfly Conservation, up to 2019

description: UK butterfly distribution data from the Butterflies for the New Millennium (BNM) recording scheme, run by Butterfly Conservation. This dataset comprises occurrence records of butterfly species collected by volunteers, professionals and the public. The data include records of all resident butterfly species plus natural migrants, but exclude adventive species. Records were made from a wide range of terrestrial habitats and throughout the year and were collated from multiple source datasets or surveys. All records were checked by local taxonomic expert volunteers (County Recorders) prior to inclusion. Records are presented at 2km x 2km (tetrad) grid square resolution (unless deemed to be sensitive records).

For more information about butterflies, recording and the UK recording scheme please visit https://butterfly-conservation.org/butterflies. This dataset includes derived information from the UK Butterfly Monitoring Scheme, which is organised and funded by Butterfly Conservation, the UK Centre for Ecology and & Hydrology, British Trust for Ornithology, and the Joint Nature Conservation Committee. Information about UKBMS and its Open Government Licence data is available from https://ukbms.org/
DOI: 10.15468/dl.vb4bpa
title: Occurrence Download

description: A dataset containing 9333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Material sample)",
 "Country is one of (Costa Rica, Panama)",
 "TaxonKey is Lampornis hemileucus"
 ]
}

 The dataset includes 9333 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003289-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17338424
title: Software Self-evolution with SelfEvolve:  an Agentic Architecture for Runtime Code Generation

description:  A collection of 11 curated datasets for evaluating AI agents capable of runtime self-evolution through autonomous code generation, codebase integration, and cross-session          composition. Used in SEAMS 2026 paper "Software Self-evolution with SelfEvolve: an Agentic Architecture for Runtime Code Generation".

  Dataset Categories:

  Integration Tasks (4 datasets): Multi-file codebases (577-783 LOC, 7-20 classes)  • Patient Risk Analyzer (Healthcare) - 752 LOC, 12 files, 20 classes  • Student GPA Calculator (Education) - 783 LOC, 10 files, 10 classes  • Salary Analyzer (HR Analytics) - 616 LOC, 13 files, 12 classes  • Inventory Low Stock Alert (E-commerce) - 577 LOC, 8 files, 7 classes

  Compositional Tasks (3 datasets): Cross-session capability building  • Matrix Eigenvalue, Portfolio Risk, IoT Sensor Pipeline

  Data Processing Tasks (4 datasets): External data manipulation  • Book Recommender (100 books CSV), Friend Suggester (100 users JSON)  • Movie API (100 movies CSV), Performance Tracker (50 reviews CSV)

  Statistics: 65 files, ~80 KB compressed, 49 Python classes, 2,685 LOC, 9 domains (Healthcare, Education, HR Analytics, E-commerce, Finance, Linear Algebra, IoT, Media,         Social Networks)

  Contents: Each dataset includes problem.json (task specification), Python source files (PEP 8 compliant with type hints), __init__.py (package exports), and data files         (CSV/JSON where applicable).

  Evaluation Results: Pass@1: 92.7% (WITH TDD) vs 72.7% (WITHOUT TDD); Avg iterations: 2.2 vs 4.7; Wilcoxon test: W=55, p<0.001, r=0.98

  Dependencies: Python 3.8+, minimal (NumPy for 1 dataset)

  License: CC BY 4.0
DOI: 10.7910/dvn/khc9tk
title: TBKS_ArticlesReviewed

description: Articles included for the integrative review of the tourism-biodiversity knowledge system
DOI: 10.5281/zenodo.17458725
title: Fore Lines with additional Insights - RJW

description: This groundbreaking paper, "Force Lines and Photons: A Topological Reinterpretation of Matter and Gravity + Insights" by Robert Weber, builds upon the foundational ideas of the initial "Force Lines and Photons" framework, advancing the topological unification of matter, radiation, and gravity through a novel force-line model. Originally proposing that matter emerges from knotted 1D energy threads constrained by the speed of light (ccc), with mass from resistance to unraveling (E=mc2E = mc^2E=mc2) and photons as unraveled, charge-coupled pairs, this work continues that vision. It eliminates discrete particles, aligning with LHC energy-transition data, and integrates quantum electrodynamics (QED), general relativity, and quantum sensing advances. New insights elevate the model: time dilation is reimagined as a density of time force lines, blurred by entropy moments and modulated by spacetime curvature, frame dragging, and gravitational lensing—revealing the universe’s elegant self-adaptive nature. Black holes are explored as one-way force-line systems harvesting spacetime energy, with singularities as "greedy force-line holders" and merger echoes via "ring back." Supported by rigorous mathematics (e.g., Chern-Simons invariants, gravitational dimples) and citations [1-11], this paper invites validation through quantum sensing and simulations (QSimulation.py, AAI.py). A bold evolution, it stands as a provocative challenge to conventional physics.

Continuity with First Post: This paper extends the original "Force Lines and Photons" concept, which introduced matter as knotted force lines and photons as unraveled pairs, unified by gravitational curvature from knot tension. The first framework laid the groundwork with theorems on knot stability, photon neutrality, and spacetime dimples, supported by LHC observations of energy transitions. This new version retains that core, refining it with enhanced mathematical rigor and experimental alignment (e.g., Valahu et al., 2025, on uncertainty redistribution). Added insights deepen the model: time dilation as a dynamic density of force lines, gravitational lensing as evidence of spacetime’s adaptability, and black hole dynamics as energy-harvesting systems with unique topological signatures. It’s a natural progression, pushing the boundaries while grounding new ideas in the original topology. Authors note:  I dare to imagine and envision in elegance that the universe shows.  If I"m right, NICE.  If i'm wrong... I beg your forgiveness in waisting your time... but this FEELS RIGHT TO ME.  So shall we explore the universe to find truth?  Come lets walk this road but only in truth.  I am the preverbial one man band.  If nothing else get a laugh at my expense.  It is allowed... just be sure it is deserved.  RJW
DOI: 10.5281/zenodo.17458726
title: Fore Lines with additional Insights - RJW

description: This groundbreaking paper, "Force Lines and Photons: A Topological Reinterpretation of Matter and Gravity + Insights" by Robert Weber, builds upon the foundational ideas of the initial "Force Lines and Photons" framework, advancing the topological unification of matter, radiation, and gravity through a novel force-line model. Originally proposing that matter emerges from knotted 1D energy threads constrained by the speed of light (ccc), with mass from resistance to unraveling (E=mc2E = mc^2E=mc2) and photons as unraveled, charge-coupled pairs, this work continues that vision. It eliminates discrete particles, aligning with LHC energy-transition data, and integrates quantum electrodynamics (QED), general relativity, and quantum sensing advances. New insights elevate the model: time dilation is reimagined as a density of time force lines, blurred by entropy moments and modulated by spacetime curvature, frame dragging, and gravitational lensing—revealing the universe’s elegant self-adaptive nature. Black holes are explored as one-way force-line systems harvesting spacetime energy, with singularities as "greedy force-line holders" and merger echoes via "ring back." Supported by rigorous mathematics (e.g., Chern-Simons invariants, gravitational dimples) and citations [1-11], this paper invites validation through quantum sensing and simulations (QSimulation.py, AAI.py). A bold evolution, it stands as a provocative challenge to conventional physics.

Continuity with First Post: This paper extends the original "Force Lines and Photons" concept, which introduced matter as knotted force lines and photons as unraveled pairs, unified by gravitational curvature from knot tension. The first framework laid the groundwork with theorems on knot stability, photon neutrality, and spacetime dimples, supported by LHC observations of energy transitions. This new version retains that core, refining it with enhanced mathematical rigor and experimental alignment (e.g., Valahu et al., 2025, on uncertainty redistribution). Added insights deepen the model: time dilation as a dynamic density of force lines, gravitational lensing as evidence of spacetime’s adaptability, and black hole dynamics as energy-harvesting systems with unique topological signatures. It’s a natural progression, pushing the boundaries while grounding new ideas in the original topology. Authors note:  I dare to imagine and envision in elegance that the universe shows.  If I"m right, NICE.  If i'm wrong... I beg your forgiveness in waisting your time... but this FEELS RIGHT TO ME.  So shall we explore the universe to find truth?  Come lets walk this road but only in truth.  I am the preverbial one man band.  If nothing else get a laugh at my expense.  It is allowed... just be sure it is deserved.  RJW
DOI: 10.15468/dl.qtyacc
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Peltogyne maranhensis"
 ]
}

 The dataset includes 84 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003290-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/7g092w
title: Replication Data for: Inference at the Data's Edge: Gaussian Processes for Estimation and Inference in the Face of Extrapolation Uncertainty

description: Many inferential tasks involve fitting models to observed data and predicting outcomes at new covariate values, requiring interpolation or extrapolation. Conventional methods select a single best-fitting model, discarding fits that were similarly plausible in-sample but would yield sharply different predictions out-of-sample. Gaussian Processes (GPs) offer a principled alternative. Rather than committing to one conditional expectation function, GPs deliver a posterior distribution over outcomes at any covariate value. This posterior effectively retains the range of models consistent with the data, widening uncertainty intervals where extrapolation magnifies divergence. In this way, the GP's uncertainty estimates reflect the implications of extrapolation on our predictions, helping to tame the "dangers of extreme counterfactuals" (King and Zeng 2006). The approach requires (i) specifying a covariance function linking outcome similarity to covariate similarity, and (ii) assuming Gaussian noise around the conditional expectation. We provide an accessible introduction to GPs with emphasis on this property, along with a simple, automated procedure for hyperparameter selection implemented in the R package gpss. We illustrate the value of GPs for capturing counterfactual uncertainty in three settings: (i) treatment effect estimation with poor overlap, (ii) interrupted time series requiring extrapolation beyond pre-intervention data, and (iii) regression discontinuity designs where estimates hinge on boundary behavior.
DOI: 10.5281/zenodo.12701667
title: leeyabot-data

description: Minted data used by Hector's leeyabot
DOI: 10.5281/zenodo.17458844
title: leeyabot-data

description: Minted data used by Hector's leeyabot
DOI: 10.6084/m9.figshare.30047380
title: NGS output for MS2 circular permutation library

description: NGS output from MS2 circular permutation library studySamples 001, 002, and 003 are screened library replicate 1 to 3, and samples 004, 005, and 006 are unscreened library replicate 1 to 3. R1 files are forward reads and R2 files are reverse reads.
DOI: 10.6084/m9.figshare.30047380.v1
title: NGS output for MS2 circular permutation library

description: NGS output from MS2 circular permutation library studySamples 001, 002, and 003 are screened library replicate 1 to 3, and samples 004, 005, and 006 are unscreened library replicate 1 to 3. R1 files are forward reads and R2 files are reverse reads.
DOI: 10.25574/29174
title: Chandra X-ray Observatory ObsId 29174

description: The high-speed ejecta from a gamma-ray binary
DOI: 10.25574/29175
title: Chandra X-ray Observatory ObsId 29175

description: The high-speed ejecta from a gamma-ray binary
DOI: 10.15468/vtu3sd
title: Nottinghamshire Non-Native Invasive Species Dataset

description: This dataset comprises records of a number of non-native species which have been recorded across Nottinghamshire and the City of Nottingham
The data is collated by Nottinghamshire Biodiversity Action Group
DOI: 10.15468/32ecvf
title: NE Scotland Leisler's and Nathusius's pipistrelle bat records (2015-2021)

description: Leisler's and Nathusius's pipistrelle bat records records held at North-East Scotland Biological Records Centre - mostly from bat detector recordings.
DOI: 10.15468/raz4qk
title: Southern Scotland Bat Survey, 2016

description: 715 different 1 km squares (3.4% of the survey area) were surveyed for bats in 2016. This sample comprised 1,537 complete nights of recording in 1,422 different recording locations. 667,755 recordings were collected which, following analyses and validation, were found to include 399,242 bat recordings.

The ranges occupied by noctule, Leislerís bat and Nathusiusí pipistrelle in southern Scotland are restricted with little overlap between species. For the two Nyctalus species, there is a clear eastñwest split, with Leislerís bat occurring in the west and noctule mainly in the east. For both Leislerís bat and noctule, occupancy and activity patterns were particularly aggregated, with a comparatively small number of 1 km squares contributing a large proportion of the recorded distribution and activity. Nathusiusí pipistrelle was recorded at few sites, dispersed across the survey area, with some clustering of records in the south-west and the north of the region.

Whilst wind farms tend to be located at higher elevation than the three high-risk bat species most commonly occur, there was still significant spatial overlap. Because there is little overlap in the ranges of the three high risk bat species, any steps taken to reduce the risk posed by wind farms at a local scale are most likely to benefit a single species, rather than having broader benefits for the three high risk species.

It is likely that the true population estimates for the two Nyctalus species are likely to far exceed the current published estimates of a few hundred individuals for the whole of Scotland. Considering that the 715 1 km squares surveyed in 2016 comprised just 3.4% of the survey area, and that there were 4,327 recordings of Leislerís bat from 224 1 km squares, and 2,101 recordings of noctule from 152 1 km squares, it is likely that the minimum population sizes of Leislerís bat and noctule for the whole of Scotland are in the thousands. Indications from the survey are that Nathusiusí pipistrelle was much less abundant than the two Nyctalus species in southern Scotland, with just 185 recordings from 23 1 km squares. Considering the migratory status of Nathusiusí pipistrelle it is likely that some records of this species in this survey, particularly at coastal locations, were of migrants. However at one site close to Stranraer (Dumfries and Galloway) in the southwest of the survey area, male advertisement calls were recorded, which may suggest the possibility of breeding in this area. It is expected that the minimum population size of Nathusiusí pipistrelle in Scotland is likely to be in the hundreds.
DOI: 10.5281/zenodo.17457216
title: Data (part2) for the article "Two-particle self-consistent approach combined with dynamical mean field theory: A real-frequency study of the square-lattice Hubbard model"

description: Part II for the data shown in the PRB paper : Two-particle self-consistent approach combined with dynamical mean field theory: A real-frequency study of the square-lattice Hubbard model.