cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28685312.v35
title: Supplementary Material for: Evidence on protective factors for dementia and cognitive impairment in older adults: an umbrella review

description: Introduction: Dementia represents a global public health challenge, and no conclusive evidence exists on how to prevent its onset or at least reduce the risk. This umbrella review aims to identify interventions or exposures that can reduce the incidence of dementia or cognitive impairment.
Methods: A search of meta-analyses and systematic reviews published from 2018 to 2025 (January) was conducted across four databases. Articles assessing associations between interventions or exposures to protective factors and incidence of dementia or cognitive decline in non-demented older adults were selected.
Results: Out of 6,324 articles, 177 underwent full-text screening, and 17 were included. They showed that psychosocial factors (social engagement, purpose in life, life satisfaction, and cognitive reserve) and influenza vaccination protect against dementia. Evidence on antihypertensives is promising, while evidence on low-dose aspirin is promising yet inconclusive. No clear results emerged for both single- and multi-domain lifestyle interventions.
Conclusions: These results offer new insight on potential targets for dementia prevention, a global public health priority. In particular, favorable psychosocial factors and influenza vaccination, undervalued in the scientific debate on dementia prevention, emerged as promising and feasible targets for preventive initiatives. Future research should focus on fine-tuning interventions to promote brain health, exploring their underlying mechanisms, and developing targeted and personalized strategies for specific population subgroups.
DOI: 10.15468/dl.rn38dv
title: Occurrence Download

description: A dataset containing 5155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sagina procumbens L.",
 "Geometry POLYGON((-8.00174339329464 54.1998526673513, 0.202120938926891 54.1998526673513, 0.202120938926891 61.2628565887411, -8.00174339329464 61.2628565887411, -8.00174339329464 54.1998526673513))",
 "CoordinateUncertaintyInMeters is 0,101",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5155 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013073-250426092105405/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.28925675
title: Raw Data Variable.xlsx

description: This study seeks to examine the mediating role of customer satisfaction in the relationship between brand resonance and brand loyalty within a smartphone technology company. Drawing on key principles from brand management, consumer behavior, and marketing theory, the research explores how customer satisfaction influences the link between brand resonance and brand loyalty.
DOI: 10.15468/dl.p7jkms
title: Occurrence Download

description: A dataset containing 33929 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Alstroemeriaceae"
 ]
}

 The dataset includes 33929 records from 499 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013074-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ptec9r
title: Occurrence Download

description: A dataset containing 15621 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Altingiaceae"
 ]
}

 The dataset includes 15621 records from 438 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013076-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3s8yk9
title: Occurrence Download

description: A dataset containing 684 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Alzateaceae"
 ]
}

 The dataset includes 684 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013077-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c9amm3
title: Occurrence Download

description: A dataset containing 110527 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Aizoaceae"
 ]
}

 The dataset includes 110527 records from 746 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013062-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dhswsv
title: Occurrence Download

description: A dataset containing 602 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 one of (Aulopiformes)",
 "Geometry POLYGON((19.0 42.0, 19.0 34.5, 29.7 34.5, 29.7 42.0, 19.0 42.0))"
 ]
}

 The dataset includes 602 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006906-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h9thgh
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"BRA.13.814_2","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006907-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/gtqi5g
title: Replication Data for: A Shared Interest: Do Bonds Strengthen Equity Monitoring?

description: Replication data for A Shared Interest: Do Bonds Strengthen Equity Monitoring?
DOI: 10.15468/dl.n6q4dw
title: Occurrence Download

description: A dataset containing 11175001 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ranunculus abortivus, Ranunculus acriformis, Ranunculus acris, Ranunculus adoneus, Ranunculus alismifolius, Ranunculus allegheniensis, Ranunculus allenii, Ranunculus ambigens, Ranunculus andersonii, Ranunculus arcticus, Ranunculus arizonicus, Ranunculus austrooreganus, Ranunculus boecheri, Ranunculus bonariensis, Ranunculus californicus, Ranunculus canus, Ranunculus cardiophyllus, Ranunculus caricetorum, Ranunculus codyanus, Ranunculus confervoides, Ranunculus cupulatus, Ranunculus digitatus, Ranunculus egglestonii, Ranunculus eschscholtzii, Ranunculus fascicularis, Ranunculus fasciculatus, Ranunculus flabellaris, Ranunculus flammula, Ranunculus glaberrimus, Ranunculus glacialis, Ranunculus gmelinii, Ranunculus gormanii, Ranunculus grayi, Ranunculus harveyi, Ranunculus hebecarpus, Ranunculus hederaceus, Ranunculus hispidus, Ranunculus hydrocharoides, Ranunculus hyperboreus, Ranunculus hystriculus, Ranunculus inamoenus, Ranunculus juniperinus, Ranunculaceae, Ranunculus laxicaulis, Ranunculus lobbii, Ranunculus longirostris, Ranunculus ludovicianus, Ranunculus macauleyi, Ranunculus macounii, Ranunculus macranthus, Ranunculus micranthus, Ranunculaceae, Ranunculus mongolicus, Ranunculus nivalis, Ranunculus occidentalis, Ranunculus oresterus, Ranunculus orthorhynchus, Ranunculus pacificus, Ranunculus pallasii, Ranunculus pensylvanicus, Ranunculus petiolaris, Ranunculus populago, Ranunculus porteri, Ranunculus pusillus, Ranunculus pygmaeus, Ranunculus recurvatus, Ranunculus reptans, Ranunculus rhomboideus, Ranunculus sabinei, Ranunculus samojedorum, Ranunculus sceleratus, Ranunculus septentrionalis, Ranunculus sessilis, Ranunculus subrigidus, Ranunculus sulphureus, Ranunculus trichophyllus, Ranunculus triternatus, Ranunculus turneri, Ranunculus uncinatus)",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 11175001 records from 6914 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022994-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14529457
title: Research data supporting: "Relevant, hidden, and frustrated information in high-dimensional analyses of complex dynamical systems with internal noise"

description: This repository contains the set of data shown in the paper "Relevant, hidden, and frustrated information in high-dimensional analyses of complex dynamical systems with internal noise", published on arXiv (DOI: 10.48550/arXiv.2412.09412).

The scripts contained herein are:



 PCA-Analysis.py:  python script to calculate the SOAP descriptor, denoising it, and compute the Principal Component Analysis

SOAP-Component-Analysis.py: python script to calculate the variance of the single SOAP components

Hierarchical-Clustering.py: python script to compute the hierarchical clustering and plot the dataset

OnionClustering-1d.py: script to compute the Onion clustering on a single SOAP component or principal component

OnionClustering-2d.py: script to compute bi-dimensional Onion clustering

OnionClustering-plot.py: script to plot the Onion plot, removing clusters with population <1%

UMAP.py: script to compute the UMAP dimensionality reduction technique


To reproduce the data of this work you should start form SOAP-Component-Analysis.py to calculate the SOAP descriptor and select the components that are interesting for you, then you can calculate the PCA with PCA-Analysis.py, and applying the clustering based on your necessities (OnionClustering-1d.py, OnionClustering-2d.py, Hierarchical-Clustering.py). Further modifications of the Onion plot can be done with the script: OnionClustering-plot.py. Umap can be calculated with UMAP.py.

 

Additional data contained herein are:



starting-configuration.gro: gromacs file with the initial configuration of the ice-water system

traj-ice-water-50ns-sampl4ps.xtc: trajectory of the ice-water system sampled every 4 ps

traj-ice-water-50ns-sampl40ps.xtc: trajectory of the ice-water system sampled every 40 ps

some files containing the SOAP descriptor of the ice-water system: ice-water-50ns-sampl40ps.hdf5, ice-water-50ns-sampl40ps_soap.hdf5, ice-water-50ns-sampl40ps_soap.npy, ice-water-50ns-sampl40ps_soap-spavg.npy

PCA-results: folder that contains some example results of the PCA

UMAP-results: folder that contains some example results of UMAP


The data related to the Quincke rollers can be found here: https://zenodo.org/records/10638736
DOI: 10.15468/dl.t276ve
title: Occurrence Download

description: A dataset containing 322 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 Parastemon A.DC."
 ]
}

 The dataset includes 322 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009934-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4wpaz4
title: Occurrence Download

description: A dataset containing 10926 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-89.16417 37.65067,-89.02226 37.65067,-89.02226 37.74138,-89.16417 37.74138,-89.16417 37.65067))",
 "OccurrenceStatus is Present",
 "Year is 2023"
 ]
}

 The dataset includes 10926 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008539-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w2u3ft
title: Occurrence Download

description: A dataset containing 31890 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Antennaria umbrinella Rydb., Antennaria microphylla Rydb., Antennaria rosea Greene, Antennaria anaphaloides Rydb., Antennaria parvifolia Nutt., Antennaria racemosa Hook., Antennaria corymbosa E.E.Nelson, Antennaria media Greene, Antennaria monocephala DC., Antennaria dimorpha (Nutt.) Torr. & A.Gray, Antennaria howellii Greene, Antennaria neglecta Greene)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 31890 records from 253 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008540-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25318/342500012025001-fra
title: Enquête sur les infrastructures publiques essentielles du Canada - fichier de microdonnées à grande diffusion

description: Le fichier de microdonnées à grande diffusion de l'enquête sur les infrastructures publiques essentielles du Canada fournit des renseignements statistiques sur le stock, l'état, le rendement et les stratégies de gestion des actifs relatifs aux infrastructures publiques essentielles que possèdent ou louent les divers ordres de gouvernement au Canada.
DOI: 10.15468/dl.ds875q
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Philoria frosti)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081982-250717081556266/datasets/export for details.
DOI: 10.25505/fiz.icsd.cc2mxn7g
title: CSD 2440606: Experimental Crystal Structure Determination

description: Related Article: Mario Lopez, Peng Yan, Peter Y. Zavalij, Anahita Javadi, Ivan da Silva, Zhongxuan Wang, Shenqiang Ren, Joseph W. Bennett, Efrain E. Rodriguez|2025|J.Mater.Chem.C|13|15354|doi:10.1039/D5TC01719J
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: 10.25505/fiz.icsd.cc2n71zy
title: CSD 2449650: Experimental Crystal Structure Determination

description: Related Article: S. Lee|2025|J.Appl.Crystallogr.|58|1185|doi:10.1107/S1600576725004170
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: 10.5517/ccdc.csd.cc2jy80s
title: CCDC 2351815: Experimental Crystal Structure Determination

description: Related Article: A. Mirocki, M. Lopresti|2025|Acta Crystallogr.,Sect.B:Struct.Sci.,Cryst.Eng. and Mat.|81|395|doi:10.1107/S2052520625004433
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2jy81t
title: CCDC 2351816: Experimental Crystal Structure Determination

description: Related Article: A. Mirocki, M. Lopresti|2025|Acta Crystallogr.,Sect.B:Struct.Sci.,Cryst.Eng. and Mat.|81|395|doi:10.1107/S2052520625004433
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.aw3xpq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Philoria frosti)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081983-250717081556266/datasets/export for details.
DOI: 10.5517/ccdc.csd.cc2jy82v
title: CCDC 2351817: Experimental Crystal Structure Determination

description: Related Article: A. Mirocki, M. Lopresti|2025|Acta Crystallogr.,Sect.B:Struct.Sci.,Cryst.Eng. and Mat.|81|395|doi:10.1107/S2052520625004433
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n9wd8
title: CCDC 2452360: Experimental Crystal Structure Determination

description: Related Article: K.A. Ślepokura, P. Kurowska, D. Budzikur-Maciąg, V. Kinzhybalo|2025|Acta Crystallogr.,Sect.B:Struct.Sci.,Cryst.Eng. and Mat.|81|407|doi:10.1107/S2052520625004408
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n9wf9
title: CCDC 2452361: Experimental Crystal Structure Determination

description: Related Article: K.A. Ślepokura, P. Kurowska, D. Budzikur-Maciąg, V. Kinzhybalo|2025|Acta Crystallogr.,Sect.B:Struct.Sci.,Cryst.Eng. and Mat.|81|407|doi:10.1107/S2052520625004408
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n9wgb
title: CCDC 2452362: Experimental Crystal Structure Determination

description: Related Article: K.A. Ślepokura, P. Kurowska, D. Budzikur-Maciąg, V. Kinzhybalo|2025|Acta Crystallogr.,Sect.B:Struct.Sci.,Cryst.Eng. and Mat.|81|407|doi:10.1107/S2052520625004408
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n9whc
title: CCDC 2452363: Experimental Crystal Structure Determination

description: Related Article: K.A. Ślepokura, P. Kurowska, D. Budzikur-Maciąg, V. Kinzhybalo|2025|Acta Crystallogr.,Sect.B:Struct.Sci.,Cryst.Eng. and Mat.|81|407|doi:10.1107/S2052520625004408
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n9wjd
title: CCDC 2452364: Experimental Crystal Structure Determination

description: Related Article: K.A. Ślepokura, P. Kurowska, D. Budzikur-Maciąg, V. Kinzhybalo|2025|Acta Crystallogr.,Sect.B:Struct.Sci.,Cryst.Eng. and Mat.|81|407|doi:10.1107/S2052520625004408
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n9wkf
title: CCDC 2452365: Experimental Crystal Structure Determination

description: Related Article: K.A. Ślepokura, P. Kurowska, D. Budzikur-Maciąg, V. Kinzhybalo|2025|Acta Crystallogr.,Sect.B:Struct.Sci.,Cryst.Eng. and Mat.|81|407|doi:10.1107/S2052520625004408
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.