cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25505/fiz.icsd.cc2n8100
title: CSD 2450581: Experimental Crystal Structure Determination

description: Related Article: Li-Hao Hong, De-Qing Qian, Yan-Jia Lin, Sheng-Nan Yue, Xing Huang, Hao-Hong Li, Xin-Xiong Li, Shou-Tian Zheng|2025|Dalton Trans.|54|17259|doi:10.1039/d5dt02299a
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.y99wpx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammalia",
 "HasCoordinate is true",
 "Geometry POLYGON ((-120.8121 36.70894, -120.8132 36.70643, -120.8114 36.70655, -120.8034 36.70097, -120.801 36.70292, -120.8121 36.70894))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007763-251120083545085/datasets/export for details.
DOI: 10.14470/4n7576350874
title: HART-La Palma volcanic eruption

description: Following a sequence of seismic events detected by the National Geographic Institute (IGN Spain), on 13.09.2021 the new volcano Cumbre Vieja initiated an eruption, located on the mid-western flank at a location just to the north of the 1949 eruption site. The eruption fed a lava flow that buried already some hundreds of houses, with a high economic estimated loss. Previous studies have shown that La Palma was the source of 3 or 4 large sector collapses associated with avalanches under see and tsunami generation. This volcanic activity is accompanied with an increased seismic activity. The GFZ contributes to the monitoring of the seismic activity by sending experts in the frame of a Hazard and Risk Team (HART). Our partner is the National Geographic Institute. Besides tiltmeters, a temporary 4 station seismic network with TrilliumCompact 20 sec posthole seismometers, D-Cube digitisers (100 sample/sec) and C-Cubes LTE communication for real-time data transmission is being deployed near the Cumbre Vieja volcano, increasing the station density of the IGN network. Data access is being restricted for some time.
DOI: 10.5281/zenodo.17648432
title: LCZ42 Base Dataset: Metadata + Testing Set (Part I)

description: Part I of the Enhanced LCZ42 Dataset used in the MSc Thesis

"Advancing Deep Ensembles and Knowledge Distillation for Efficient Local Climate Zone Mapping on Axelera Metis".

 

This record includes:

– Base LCZ42 testing patches (Sentinel-2 and SAR)

– Super-resolution testing datasets produced with VDSR (2x,3x), EDSR (2x,4x), ESRGAN, Real-ESRGAN, SwinIR, and BSRNet

– Metadata tables for all base and SR variants (MAT files)

This record contains only testing data and metadata.

All training datasets are provided separately in Parts II, III-A, and III-B.
DOI: 10.5281/zenodo.17648431
title: LCZ42 Base Dataset: Metadata + Testing Set (Part I)

description: Part I of the Enhanced LCZ42 Dataset used in the MSc Thesis

"Advancing Deep Ensembles and Knowledge Distillation for Efficient Local Climate Zone Mapping on Axelera Metis".

 

This record includes:

– Base LCZ42 testing patches (Sentinel-2 and SAR)

– Super-resolution testing datasets produced with VDSR (2x,3x), EDSR (2x,4x), ESRGAN, Real-ESRGAN, SwinIR, and BSRNet

– Metadata tables for all base and SR variants (MAT files)

This record contains only testing data and metadata.

All training datasets are provided separately in Parts II, III-A, and III-B.
DOI: 10.14470/k87564381089
title: 1 week seismological huddle test using 5 rotational sensors and 3 seismometers in August 2019

description: We provide seismological data from a huddle test in Fürstenfeldbruck in August 2019 that was realized by University of Potsdam (PI: Eva Eibl) in collaboration with BGR (PI: Stefanie Donner) and LMU (PI: Felix Bernauer). 5 rotational sensors (blueSeis-3A) and 3 seismometers (Trillium Horizon 120s Nanometrics) were installed on a decoupled basement in a building of the Geophysical Observatory Fürstenfeldbruck. The seismometers were isolated with black foam rubber and white cotton. We recorded passive seismological data for one week and recorded noise, coherent noise sources and the August 29, 2019 ML 3.4 Dettingen earthquake. The aim of the seismic experiment is to compare the performance of rotational sensors and seismometers with respect to different coherent and incoherent noise sources. The noise level, spectral content of the coherent noise and back azimuth of the Dettingen earthquake was further investigated for all sensors using correlation, coherence analysis and probabilistic power spectral densities in Izgi et al. (2021). Waveform data are available from the GEOFON data centre, under network code X3.
DOI: 10.15468/dl.zcu4u3
title: Occurrence Download

description: A dataset containing 29136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum invalid, Geodetic datum assumed WGS84, Footprint WKT mismatch, Country mismatch, Country derived from coordinates, Continent coordinate mismatch, Continent derived from coordinates, Recorded date mismatch, Recorded date invalid, Taxon match fuzzy, The scientific name ID was not found in the checklist, The taxon concept ID was not found in the checklist, The taxon ID was not found in the checklist, Modified date invalid, Identified date invalid, References URI invalid, Individual count invalid, Occurrence status inferred from individual count, Occurrence status unparsable)",
 "TaxonKey is Lolium rigidum",
 "Year 1950-2025"
 ]
}

 The dataset includes 29136 records from 263 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007764-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8sjc4a
title: Occurrence Download

description: A dataset containing 3326 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((10.761358296845021 48.58012970235156, 10.761197983969572 48.58893907997895, 10.758449635057602 48.59755843167673, 10.753217612179995 48.60565633246423, 10.745702031325497 48.61292124824671, 10.736191216901638 48.619073559054506, 10.725050697558787 48.62387637067964, 10.712709154457634 48.62714468916727, 10.69964186255228 48.628752594786754, 10.686352274099391 48.62863812989353, 10.673352475345375 48.62680570537163, 10.661143297432016 48.623325929285016, 10.65019487800785 48.61833286460386, 10.640928449905845 48.612018825804824, 10.633700078760983 48.60462692217689, 10.628786985837165 48.596441644499556, 10.62637698057063 48.58777786764315, 10.626561395637278 48.57896870155203, 10.629331772647351 48.57035266486638, 10.634580395957412 48.56226067788706, 10.642104622312932 48.555003374386516, 10.651614811100876 48.548859215434206, 10.662745528909747 48.54406385419196, 10.675069586767847 48.5408011503605, 10.688114371691267 48.53919616888868, 10.701379857913654 48.539310422245315, 10.71435762854322 48.54113953175097, 10.726550206026161 48.54461339402375, 10.737489979978546 48.54959884641922, 10.746757033755774 48.55590473336305, 10.753995206460962 48.56328918661226, 10.758925784625797 48.571468849639054, 10.761358296845021 48.58012970235156))",
 "Year is one of (2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025)",
 "KingdomKey is one of (Animalia, Fungi, Plantae)"
 ]
}

 The dataset includes 3326 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007765-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15161/oar.it/211428
title: Carta Geologica d'Italia alla scala 1:50.000, F. 489 Marsico Nuovo

description: Foglio geologico alla scala 1:50.000 basato su rilevamenti alla scala 1:10.000 (eseguiti tra il 1997 e il 2000) comprensivo di legenda, schemi a cornice, sezioni geologiche.
DOI: 10.6084/m9.figshare.29194607.v3
title: Resonance Theory: Volume 2_Resonant Energy and Programmable Matter: A Bass-Driven Proof of Concept for the Resonance Theory Framework

description: This entry expands upon the Resonance Theory first introduced in the BioResonance Manifesto, diving deeper into the phenomenon of how structured energy can transform matter. Using the real-world example of bass contests—where a sound system’s low-frequency energy makes solid glass windows ripple like fluid—and a demonstration of a phone book placed near a powerful subwoofer—where it tears apart as if in a blender—this paper illustrates how sound, properly tuned, can resonate with the natural frequency of materials, turning them from seemingly solid into programmable, dynamic structures.These observations demonstrate that solidness is not an inherent property of matter, but rather an illusion created by the interplay of structured light fields and resonant energy. By applying precise acoustic energy at the correct frequencies and energy densities, matter can be reshaped, reprogrammed, and transformed—without direct physical force.This insight underpins the design and engineering of advanced systems like SparkGel™, MRPC+, and HaloCore™, where structured energy pulses allow for the programmable transformation of matter. The document also outlines how this principle could lead to wireless energy transfer, harmonic propulsion, and adaptive materials that respond to energy inputs.By showing that a phone book—a tightly packed structure of paper—can be atomized by resonant energy, we highlight the enormous potential of applying these principles to programmable matter. This installment of the Resonance Theory series emphasizes that nothing in life is truly static; everything is energy, structured into form through resonance, and ready to be reshaped with the right application of force and frequency.<br>
DOI: 10.6084/m9.figshare.29194607.v2
title: Resonance Theory: Volume 2_Resonant Energy and Programmable Matter: A Bass-Driven Proof of Concept for the Resonance Theory Framework

description: This entry expands upon the Resonance Theory first introduced in the BioResonance Manifesto, diving deeper into the phenomenon of how structured energy can transform matter. Using the real-world example of bass contests—where a sound system’s low-frequency energy makes solid glass windows ripple like fluid—and a demonstration of a phone book placed near a powerful subwoofer—where it tears apart as if in a blender—this paper illustrates how sound, properly tuned, can resonate with the natural frequency of materials, turning them from seemingly solid into programmable, dynamic structures.These observations demonstrate that solidness is not an inherent property of matter, but rather an illusion created by the interplay of structured light fields and resonant energy. By applying precise acoustic energy at the correct frequencies and energy densities, matter can be reshaped, reprogrammed, and transformed—without direct physical force.This insight underpins the design and engineering of advanced systems like SparkGel™, MRPC+, and HaloCore™, where structured energy pulses allow for the programmable transformation of matter. The document also outlines how this principle could lead to wireless energy transfer, harmonic propulsion, and adaptive materials that respond to energy inputs.By showing that a phone book—a tightly packed structure of paper—can be atomized by resonant energy, we highlight the enormous potential of applying these principles to programmable matter. This installment of the Resonance Theory series emphasizes that nothing in life is truly static; everything is energy, structured into form through resonance, and ready to be reshaped with the right application of force and frequency.<br>
DOI: 10.15468/dl.nhymtr
title: Occurrence Download

description: A dataset containing 14162 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Potentilla heptaphylla"
 ]
}

 The dataset includes 14162 records from 192 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024762-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w3f7y5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Medicago sativa",
 "Country is Angola",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024763-250811113504898/datasets/export for details.
DOI: 10.15468/dl.29gsr2
title: Occurrence Download

description: A dataset containing 361 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Medicago sativa",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 361 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024764-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.utp74e
title: Occurrence Download

description: A dataset containing 295 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Alchemilla pentaphyllea L.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 295 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010704-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mjtsfb
title: Occurrence Download

description: A dataset containing 3467 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-96.90023448355018 28.359471049112443, -96.90953044811242 28.360368535407556, -96.91884564110377 28.359643523133432, -96.92782141465138 28.357323946405124, -96.93611226125283 28.35349916812251, -96.94339917889305 28.34831651181637, -96.94940198942699 28.341975548333295, -96.95389012780022 28.334720364824165, -96.95669148414589 28.32683012253809, -96.95769896182286 28.31860827574398, -96.95687450797637 28.31037087416749, -96.95425047474107 28.302434403937063, -96.94992827419786 28.29510363632584, -96.94407439424748 28.28865994953668, -96.93691394168845 28.283350567128117, -96.92872196952925 28.279379118778696, -96.91981292510195 28.276897876794113, -96.91052862166705 28.276001957305336, -96.90122518728856 28.276725700969237, -96.89225947969508 28.279041366805327, -96.88397547393794 28.282860187312096, -96.87669113057636 28.288035745976604, -96.87068623584666 28.2943695525041, -96.86619167210524 28.301618609325118, -96.86338052742383 28.309504687922775, -96.86236138862824 28.317724967911566, -96.86317408387097 28.325963638097434, -96.86578805115619 28.33390401921792, -96.87010341085181 28.341240744602747, -96.87595471651478 28.347691529032552, -96.88311725326048 28.353008068397504, -96.89131565078382 28.356985643437223, -96.90023448355018 28.359471049112443))",
 "Year is one of (2019, 2020, 2021, 2022, 2023, 2024, 2025)",
 "KingdomKey is one of (Animalia, Fungi, Plantae)"
 ]
}

 The dataset includes 3467 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049482-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21223/p3/m613ls
title: Dataset for: Genotypic Dataset of In Situ Native Oca Varieties from the Andenes de Cuyocuyo Agrobiodiversity Zone using SilicoDArT markers

description: Molecular markers dataset of 56 cultivated ullucus accessions collected in Cuyocuyo (Puno-Peru) that were genotyped with the HighDensity platform of DArTSeq markers producing 31258 SilicoDArT markers.
DOI: 10.5061/dryad.rd03773
title: Data from: Synchronized mating signals in a communication network: the challenge of avoiding predators while attracting mates

description: Conspicuous mating signals attract mates but also expose signalers to
 predators and parasites. Signal evolution, therefore, is driven by
 conflicting selective pressures from multiple receivers, both target and
 nontarget. Synchronization of mating signals, for example, is an
 evolutionary puzzle given the assumed high cost of reduced female
 attraction when signals overlap. Synchronization may be beneficial,
 however, if overlapping signals reduce attraction of nontarget receivers.
 We investigate how signal synchronization is shaped by the tradeoff
 between natural and sexual selection in two anuran species: pug-nosed tree
 frogs (Smilisca sila), in which males produce mating calls in near-perfect
 synchrony, and túngara frogs (Engystomops pustulosus), in which males
 alternate their calls. To examine the tradeoff imposed by signal
 synchronization, we conducted field and laboratory playback experiments on
 eavesdropping enemies (bats and midges) and target receivers (female
 frogs). Our results suggest that, while synchronization can be a general
 strategy for signalers to reduce their exposure to eavesdroppers, relaxed
 selection by females for unsynchronized calls is key to the evolution and
 maintenance of signal synchrony. This study highlights the role of relaxed
 selection in our understanding the origin of mating signals and displays.
description: bats_pugnosedBat phonotaxis data for pugnosed treefrogsbats_tungaraBat phonotaxis data for tungara frogsmidges_pugnosedMidge phonotaxis data for pugnosed treefrogsmidges_tungaraMidge phonotaxis data for tungara frogsseason_batsBetween season bat phonotaxis dataseason_midgesBetween season midge phonotaxis dataR code for Legett, Page, Bernal (2019)R code for Legett, Page, Bernal (2019). Includes code for bat, midge, female frog phonotaxis data, and comparisons between seasons.Legett,Page,Bernal_2019_R code for Dryad.R
DOI: 10.5061/dryad.k1466kq
title: Data from: Clarification of two poorly known vittarioid ferns (Pteridaceae): Haplopteris angustissima and H. capillaris

description: Two poorly known Malesian vittarioid ferns, Haplopteris angustissima and
 Monogramma capillaris are noteworthy for their similar gross morphology.
 In this study, their systematic relationship was clarified by using
 molecular phylogenetic analysis which resolved the species in two
 different clades. Diagnostic morphological characters were further
 revealed by detailed comparison of almost all the known collections.
 Although overlaps were found in most of the investigated morphological
 characters, the venation and silica bodies were found to be useful for
 species delimitation. Type information, field images, illustrations, and
 taxonomic notes are provided for both species. A new combination
 Haplopteris capillaris is made and its occurrence in Taiwan as independent
 gametophytes is confirmed.
description: Raw morphological
 dataData for morphological
 analysis20180131DNA sequences for phylogenetic analysis
DOI: 10.5061/dryad.ph0b6k8
title: Data from: Evaluation of parametric and nonparametric machine-learning techniques for prediction of saturated and near-saturated hydraulic conductivity

description: Parametric and nonparametric supervised machine learning techniques were
 used to estimate saturated and near saturated hydraulic conductivities
 (Ks, K10) from easily measurable soil properties including name of
 pedological horizon (HOR), soil texture (sand, silt & clay),
 organic matter (OM), bulk density (BD) and water contents (θpF1, θpF2,
 θpF3 and, θpF4.2) measured at four different matric heads (-10, -100,
 -1000, and -15848 cm). Using a stepwise linear model (SWLM) and the Lasso
 regression as parametric methods with 316 data in training and 135 data in
 testing phase, four pedotransfer functions (PTFs) were obtained in which
 water contents for both methods play an important role compared to other
 variables. SWLM showed better performance than Lasso in the testing phase
 for log(Ks) and log(K10) prediction with RMSE of 0.666 and 0.551 cm d-1
 and R2 of 0.26 and 0.65. Nonparametric supervised machine learning methods
 trained and tested with similar data set significantly improved the
 accuracy of Ks prediction with R2 of 0.52, 0.36 and 0.53 for Gaussian
 regression process (GPR), support vector machine (SVM) and Ensemble (ENS)
 method in the testing stage. These methods also described 74.9, 66.7 and
 72.5% of the variation of log(K10). Bootstrapping method validated the
 strong performance of nonparametric techniques. Feature selection
 capability of GPR determined that instead of using a model with all
 predictors, HOR, silt, θpF1 and θpF3 are sufficient for the prediction of
 log(Ks) or log(K10), HOR, silt, and OM can predict as accurate as the
 comprehensive model with all variables.
description: Data for pedotransfer
 functionColumns beong to
 different input paramters including, Horizon, texture, Organic matter,
 bulk density and water content at different pressure heads. The last two
 column are for logarithmic value of saturated and near saturated hydraulic
 conductivityData.xlsx
DOI: 10.5061/dryad.gn8h3tg
title: Data from: Brief in-hospital cognitive screening anticipates complex admissions and may detect dementia

description: Objective: With the long-term goal of improving community health by
 screening for dementia, we tested the utility of integrating the Six-Item
 Screener (SIS) into our emergency department neurology consultations.
 Methods: In this cross-sectional observational study, we measured SIS
 performance within 24 hours of hospital arrival in 100 consecutive
 English-speaking patients aged ≥ 45 years. Performance was compared to
 patient age, previously charted cognitive impairment, and proxies for
 in-hospital complexity: whether or not a patient was admitted to the
 hospital and the number of medical studies ordered. Results: Those with
 poor SIS performance were older (p = 0.02) and more likely to
 have previously charted cognitive impairment (p &lt; 0.01; sensitivity
 86%, specificity 77%). Poor performers were more likely to be admitted to
 the hospital (p = 0.04; odds ratio 3.6) and were subjected to more tests
 once admitted (p &lt; 0.01), relationships that persisted after
 accounting for age and history of cognitive impairment. Conclusions: Poor
 performance on the SIS was associated with previously charted cognitive
 impairment, justifying future study of its ability to detect unrecognized
 dementia cases. Until then, its ability to inexpensively anticipate
 medically complex hospital admissions motivates broader emergency
 department use of the SIS.
description: Supplementary_Dataset_S1 Performance on the
 six-item screener (three word recall, and orientation to month, year, and
 day of the week) on one hundred neurology consultations at University of
 California - Davis.