cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30041821
title: DELHI'S WATER PARADOX - Solution: Global Rainwater Management Program ( GRMP ).

description: "Paradox of Plenty: Why Delhi Drowns and Thirsts every year?" is the question, We are answering with <b>#GRMP</b> Global Rainwater Management Program. {This APPLIES TO ALL CITIES/DISTRICTS/PROVINCES/NATIONS WITH MORE THAN 300MM AVERAGE ANNUAL RAINFALL}.<br>.<br>Despite being located on the Yamuna River and receiving abundant monsoon rainfall, Delhi experiences both severe flooding and acute water scarcity. This presentation explores this paradox, highlighting a critical failure in urban water management.<br>​The root cause lies in mismanagement and poor infrastructure. Widespread concretization has led to a loss of permeable surfaces, preventing rainwater from recharging groundwater. Instead, it becomes a destructive force, overwhelming an outdated and clogged drainage system. Concurrently, a reliance on distant, often polluted, rivers, coupled with leaky pipes and rampant groundwater extraction, leaves the city thirsty.<br>​The presentation will conclude by advocating for a decentralized and sustainable approach, focusing on rainwater harvesting, storm water management, and aquifer recharge.<br>.<br>This presentation offers a solution-oriented approach to Delhi's water paradox, focusing on integrated water management. We will explore how a combination of rainwater harvesting and stormwater management can transform a liability (flooding) into an asset (water supply). The core of our proposed solution lies in decentralized water resources. We will detail the implementation of rooftop rainwater harvesting to recharge aquifers and the development of intelligent storm drains to capture and purify excess runoff. This not only mitigates flood risk but also enhances groundwater quality and quantity, reducing the city's dependence on external rivers. We will conclude with a roadmap for a water-resilient Delhi, emphasizing community involvement, policy reforms, and the use of innovative technologies to create a sustainable and equitable water future. 💧
DOI: 10.6084/m9.figshare.30041821.v1
title: DELHI'S WATER PARADOX - Solution: Global Rainwater Management Program ( GRMP ).

description: "Paradox of Plenty: Why Delhi Drowns and Thirsts every year?" is the question, We are answering with <b>#GRMP</b> Global Rainwater Management Program. {This APPLIES TO ALL CITIES/DISTRICTS/PROVINCES/NATIONS WITH MORE THAN 300MM AVERAGE ANNUAL RAINFALL}.<br>.<br>Despite being located on the Yamuna River and receiving abundant monsoon rainfall, Delhi experiences both severe flooding and acute water scarcity. This presentation explores this paradox, highlighting a critical failure in urban water management.<br>​The root cause lies in mismanagement and poor infrastructure. Widespread concretization has led to a loss of permeable surfaces, preventing rainwater from recharging groundwater. Instead, it becomes a destructive force, overwhelming an outdated and clogged drainage system. Concurrently, a reliance on distant, often polluted, rivers, coupled with leaky pipes and rampant groundwater extraction, leaves the city thirsty.<br>​The presentation will conclude by advocating for a decentralized and sustainable approach, focusing on rainwater harvesting, storm water management, and aquifer recharge.<br>.<br>This presentation offers a solution-oriented approach to Delhi's water paradox, focusing on integrated water management. We will explore how a combination of rainwater harvesting and stormwater management can transform a liability (flooding) into an asset (water supply). The core of our proposed solution lies in decentralized water resources. We will detail the implementation of rooftop rainwater harvesting to recharge aquifers and the development of intelligent storm drains to capture and purify excess runoff. This not only mitigates flood risk but also enhances groundwater quality and quantity, reducing the city's dependence on external rivers. We will conclude with a roadmap for a water-resilient Delhi, emphasizing community involvement, policy reforms, and the use of innovative technologies to create a sustainable and equitable water future. 💧
DOI: 10.5281/zenodo.17045849
title: Dataset supporting Heat Exchanger Characterisation
DOI: 10.5281/zenodo.17045850
title: Dataset supporting Heat Exchanger Characterisation
DOI: 10.5281/zenodo.17045819
title: Preferred Bubble Tube Speed & Physiological–Psychological Factors — SPSS Outputs and Analysis Recipe (v1.0)

description: Summary.This record contains the analysis outputs and step-by-step analysis recipe for the study Preferred Bubble Tube Speed & Physiological–Psychological Factors. All analyses were performed in IBM SPSS Statistics v27 (64-bit) via the graphical interface; no custom code was written. Files here enable reviewers and readers to reproduce the tables and figures reported in the manuscript from the de-identified participant-level dataset.

Contents.





analysis-recipe.pdf — Human-readable, step-by-step analysis recipe documenting every SPSS menu path and parameter (data preparation, Spearman correlations, regression diagnostics, stepwise multiple regression, residual checks, exports).




pbts_ppf_results_v1.0.spv — The complete SPSS output viewer file (correlation matrix, regression models, diagnostics plots, and descriptive statistics).




pbts_ppf_participant-level_v1.0.sav — De-identified participant-level dataset used for the analyses (one row per participant; six speed selections R1–R6, APS, SD of selections, heart-rate variables, time-estimation variables, VDS-J, TQ-J, and STAI totals).



How to reproduce.





Open pbts_ppf_participant-level_v1.0.sav in SPSS v27+.




Follow analysis-recipe.pdf to compute derived variables and run all analyses, or directly open pbts_ppf_results_v1.0.spv to inspect the exact outputs.




All tests are two-tailed (α = .05).



Software & versions.IBM SPSS Statistics v27 (64-bit). SPSS Bootstrapping module for 95% CIs on correlations. 

Ethics & privacy.All data are de-identified and contain no directly identifying information.

Licensing.Unless otherwise noted, documents and data are released under CC BY 4.0.
DOI: 10.5281/zenodo.17045820
title: Preferred Bubble Tube Speed & Physiological–Psychological Factors — SPSS Outputs and Analysis Recipe (v1.0)

description: Summary.This record contains the analysis outputs and step-by-step analysis recipe for the study Preferred Bubble Tube Speed & Physiological–Psychological Factors. All analyses were performed in IBM SPSS Statistics v27 (64-bit) via the graphical interface; no custom code was written. Files here enable reviewers and readers to reproduce the tables and figures reported in the manuscript from the de-identified participant-level dataset.

Contents.





analysis-recipe.pdf — Human-readable, step-by-step analysis recipe documenting every SPSS menu path and parameter (data preparation, Spearman correlations, regression diagnostics, stepwise multiple regression, residual checks, exports).




pbts_ppf_results_v1.0.spv — The complete SPSS output viewer file (correlation matrix, regression models, diagnostics plots, and descriptive statistics).




pbts_ppf_participant-level_v1.0.sav — De-identified participant-level dataset used for the analyses (one row per participant; six speed selections R1–R6, APS, SD of selections, heart-rate variables, time-estimation variables, VDS-J, TQ-J, and STAI totals).



How to reproduce.





Open pbts_ppf_participant-level_v1.0.sav in SPSS v27+.




Follow analysis-recipe.pdf to compute derived variables and run all analyses, or directly open pbts_ppf_results_v1.0.spv to inspect the exact outputs.




All tests are two-tailed (α = .05).



Software & versions.IBM SPSS Statistics v27 (64-bit). SPSS Bootstrapping module for 95% CIs on correlations. 

Ethics & privacy.All data are de-identified and contain no directly identifying information.

Licensing.Unless otherwise noted, documents and data are released under CC BY 4.0.
DOI: 10.21227/btb7-yd20
title: "Reference Alignments for biomedical Complex Multi-Ontology Matching tasks (HP, MP, WBP)"

description: "Reference alignments for complex multi-ontology matching (CMOM) tasks based on three phenotype ontologies. The references are based on the logical definitions present in the source ontologies, which use entities from  a subset of target ontologies:Human Phenotype Ontology (HP): Cell Ontology (CL), Chemical Entities of Biological Interest (ChEBI), Gene Ontology (GO), Phenotype and Trait Ontology (PATO), Uber Anatomy Ontology (UBERON)Mammalian Phenotype Ontology (MP): Cell Ontology (CL), Chemical Entities of Biological Interest (ChEBI), Gene Ontology (GO), Phenotype and Trait Ontology (PATO), Uber Anatomy Ontology (UBERON)Worm Phenotype Ontology (WBP): Chemical Entities of Biological Interest (ChEBI), Gene Ontology (GO), Phenotype and Trait Ontology (PATO), C.elegans Gross Anatomy Ontology (WBbt)"
DOI: 10.5281/zenodo.17045824
title: Cancer cell destruction: a theoretical model
DOI: 10.25318/3310102001-fra
title: Obstacle le plus difficile auquel l’entreprise ou l’organisme s’attend au cours des trois prochains mois, troisième trimestre de 2025

description: Obstacle le plus difficile auquel l’entreprise ou l’organisme s’attend au cours des trois prochains mois, selon le Système de classification des industries de l’Amérique du Nord (SCIAN), l’effectif de l’entreprise, le type d’entreprise, l’activité de l'entreprise et le propriétaire majoritaire, troisième trimestre de 2025.
DOI: 10.5519/qd.iktdoh4i
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (833 records)
DOI: 10.15468/dl.b5z9rc
title: Occurrence Download

description: A dataset containing 56075 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Tetraonid line transect surveys from Norway: Data from Fjellstyrene"
 ]
}

 The dataset includes 56075 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022223-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aymkej
title: Occurrence Download

description: A dataset listing the 640 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((4.79488 46.71775,4.85883 46.71775,4.85883 46.7527,4.79488 46.7527,4.79488 46.71775))",
 "HasCoordinate is true",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset's 640 records were derived from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022204-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b8w2d5
title: Occurrence Download

description: A dataset containing 140390 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "StateProvince is 甘肃"
 ]
}

 The dataset includes 140390 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022195-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.af2jfd
title: Occurrence Download

description: A dataset containing 104602 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-1.36502 42.92438,-1.15083 42.92438,-1.15083 43.03328,-1.36502 43.03328,-1.36502 42.92438))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 104602 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022199-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17605/osf.io/wbs5z
title: Quantitative measures for online and traditional friendship networks: a systematic literature review.

description: It is well known that a network of friends can offer the possibility of establishing useful relationships 
that allow the individual to be more autonomous and participative in society. On the other hand, the 
absence of a friendship network is often attributed to the lack of physical spaces in which to 
interact with others, but also to individual tendencies such as extroversion and friendliness, which 
can influence a category of behaviours in relation to specific social contexts. Nowadays, however, 
social media can offer valuable alternatives for establishing sufficient external social contacts. In 
recent years, numerous scales have been developed to assess both online and traditional 
friendship networks. Researchers have noted a variety of ways in which online social interactions 
are similar to face-to-face interactions (Gonçalves et al., 2011; Gruzd, Wellman & Takhteyev, 2011) 
and have proposed scales to measure both types of social support (Nick et al.,2018). However, 
these scales have differences and not all can be used to assess both social media contexts and 
more traditional sociality (Cummings, Butler & Kraut, 2002; Wright & Bell, 2003; Longman et al., 
2009). The purpose of this systematic literature review is to provide a comprehensive overview of 
the various instruments that are suitable for this purpose, with an emphasis on psychometric 
characteristics and the contexts in which they are used.
DOI: 10.15468/dl.5zd7jy
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Halictophagus silwoodensis"
 ]
}

 The dataset includes 36 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022232-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17045881
title: All Data for RbSnBr3
DOI: 10.5281/zenodo.17045880
title: All Data for RbSnBr3
DOI: 10.15468/dl.pussq9
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.28_1",
 "TaxonKey is Zygophyllum loczyi"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022238-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q5wmte
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022235-250827131500795/datasets/export for details.
DOI: 10.15468/dl.97g8b2
title: Occurrence Download

description: A dataset containing 18169 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carrichtera annua",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18169 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022234-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17045907
title: Dataset supporting Fan Characterisation
DOI: 10.5281/zenodo.17045908
title: Dataset supporting Fan Characterisation
DOI: 10.25318/3310103001-eng
title: Expected impacts of the new United States administration over the next 12 months, third quarter of 2025

description: Expected impacts of the new United States administration over the next 12 months, by North American Industry Classification System (NAICS), business employment size, type of business, business activity and majority ownership, third quarter of 2025.
DOI: 10.6084/m9.figshare.30041746.v1
title: The Influence of Work Life Balance On Intention To Leave Among Staff In Public Universities In Kenya.pdf

description: Work-life balance (WLB) has emerged as a critical determinant of employee retention in higher education institutions. This study investigated the influence of work-life balance on intention to leave among staff in Kenya's public universities. Grounded in Schaffer's (1953) Fulfillment Theory and Clark's (2000) Work/Family Border Theory, the research employed a cross-sectional survey design with 412 participants drawn from 30 public universities using stratified purposive sampling. Data were collected through structured questionnaires employing five-point Likert scales for work-life balance and six-point scales for intention to leave, achieving reliability coefficients above 0.70. Results revealed moderate work-life balance challenges (M = 3.26, SD = 1.02) with pronounced work-to-life interference. Staff reported high levels of job-related personal life difficulties (M = 4.50) and struggles juggling work-life demands (M = 3.74). Intention to leave scores were concerned (M = 4.34), with the highest mean for feelings of inadequacy and hypersensitivity to criticism (M = 5.65). Simple linear regression analysis established a significant positive relationship between work-life balance and intention to leave (R = .421, p &lt; .001), with work-life balance explaining 17.7% of variance in intentions to leave. The study concludes that poor work-life balance significantly contributes to staff intentions to leave in Kenya's public universities, though other organizational factors also play important roles. Recommendations include implementing flexible work arrangements, reducing administrative burdens, establishing mental health support programs, and developing emotionally intelligent leadership to improve staff retention and institutional effectiveness.
DOI: 10.15468/dl.7nsbns
title: Occurrence Download

description: A dataset containing 171371 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Seychelles",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 171371 records from 439 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022178-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3nd22b
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022236-250827131500795/datasets/export for details.
DOI: 10.15468/dl.ykzs3r
title: Occurrence Download

description: A dataset containing 170 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.28_1",
 "TaxonKey is Carum carvi"
 ]
}

 The dataset includes 170 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022239-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hbpywz
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Xyliphius anachoretes)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022240-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bn3kfq
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.28_1",
 "TaxonKey is Iris ruthenica"
 ]
}

 The dataset includes 74 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022241-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6f5bcu
title: Occurrence Download

description: A dataset containing 148643 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Anacamptis morio"
 ]
}

 The dataset includes 148643 records from 1045 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022173-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sdzwa9
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((16.35612 48.21947,16.35509 48.21911,16.35544 48.21863,16.35664 48.21904,16.35612 48.21947))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117165-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rafzee
title: Occurrence Download

description: A dataset containing 678170 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((99.03866 25.24418,104.36185 25.24418,104.36185 30.28469,99.03866 30.28469,99.03866 25.24418))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 678170 records from 167 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117121-240626123714530/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.25963148.v1
title: Additional file 1 of Extracting patient lifestyle characteristics from Dutch clinical text with BERT models

description: Supplementary Material 1.