cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16265804
title: Moral Infrastructure: Soft Skills, Technocratic Blindness, and the Ethics of Systemic Foresight

description: Description

This dataset and accompanying code support the study titled “Soft Skills, Trust, and Income: GSS-Based Empirical Replication”, which investigates the predictive power of interpersonal soft skills—such as trust, job satisfaction, and financial satisfaction—on income using General Social Survey (GSS) data.

The study is part of a broader project on ethical capacities and economic outcomes in behavioral finance and soft skills education. The results reinforce the hypothesis that non-cognitive, relational capacities meaningfully predict real-world income variance.

🔍 Contents

This Zenodo repository includes:





Controls.xlsx: GSS demographic and background variables.




Core.xlsx: Core relational and attitudinal variables (e.g., trust, fairness).




Institutional.xlsx: Measures of institutional trust and confidence in government.




satisfaction.xlsx: Recoded ordinal responses for job and financial satisfaction.




soft.ipynb: A fully executable Google Colab notebook containing data cleaning, regression code, and result interpretation.





🧪 How to Run the Analysis in Google Colab





Open Google Colab.




Upload the files from this Zenodo record into your Colab environment using the file upload interface (left sidebar > Files > Upload).




Open the soft.ipynb notebook.




Run each cell in sequence:





The first cell loads all five .xlsx files using pandas.




The data is merged and cleaned to remove missing and inapplicable responses.




Satisfaction variables are numerically encoded.




A regression model is specified using statsmodels with log_income as the dependent variable.






Review the printed OLS regression summary, which reports coefficient estimates, p-values, and confidence intervals.





🛠 Programming Environment





Language: Python 3.10+




Libraries: pandas, numpy, statsmodels, openpyxl




Runtime: Google Colab, recommended for reproducibility and accessibility.
DOI: 10.15468/dl.st7f3d
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021506-250717081556266/datasets/export for details.
DOI: 10.34740/kaggle/dsv/12533211
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.dsfw5g
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus",
 "Country is Saint Vincent and the Grenadines",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021507-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hf2jz5
title: Occurrence Download

description: A dataset containing 244 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opuntia stricta",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 244 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021508-250717081556266/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.28769603
title: On the Harmfulness of Test Smells in Manual Tests

description: This repository stores all the artifacts used in the study "On the Harmfulness of Test Smells in Manual Tests"<b>questionaire.pdf </b>presents the questionnaire to collect info on participants expertise and perceptions on the test cases execution.<b>answers.csv </b>contains the answers given by participants<b>test_cases.zip</b> contains the four test cases used in the experiment
DOI: 10.6084/m9.figshare.28769603.v1
title: On the Harmfulness of Test Smells in Manual Tests

description: This repository stores all the artifacts used in the study "On the Harmfulness of Test Smells in Manual Tests"<b>questionaire.pdf </b>presents the questionnaire to collect info on participants expertise and perceptions on the test cases execution.<b>answers.csv </b>contains the answers given by participants<b>test_cases.zip</b> contains the four test cases used in the experiment
DOI: 10.15468/dl.qcwusj
title: Occurrence Download

description: A dataset containing 560 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opuntia stricta",
 "Country is Saudi Arabia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 560 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021509-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/wt9lmt
title: Replication Data for: Cleavage theory meets civil society: A framework and research agenda

description: Replication data for Mierke-Zatwarnicki, A., Borbáth, E. & Hutter, S. (2025). Cleavage theory meets civil society: A framework and research agenda. West European Politics forthcoming.
DOI: 10.15468/dl.feduge
title: Occurrence Download

description: A dataset containing 259 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei)",
 "TaxonKey is Corydalis decumbens"
 ]
}

 The dataset includes 259 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021510-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18150/aaa8km
title: Simultaneous use of bacteriophages and UV irradiation for targeted control of bacterial pathogens using biocompatible food colorant brilliant blue FCF for selective protection of virions

description: Zbiór zawiera wyniki eksperymentów wykorzystane przy tworzeniu artykułu "Simultaneous use of bacteriophages and UV irradiation for targeted control of bacterial pathogens using biocompatible food colorant brilliant blue FCF for selective protection of virions"
DOI: 10.15468/dl.ng5rav
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 (Buteo nitidus)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021512-250717081556266/datasets/export for details.
DOI: 10.15468/dl.rn4zph
title: Occurrence Download

description: A dataset containing 93630 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Holcus lanatus",
 "Continent is Europe",
 "Year is 1985,2020",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is greater than or equal to 200",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 93630 records from 228 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021491-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q23y2s
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus",
 "Country is Samoa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021517-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hwh3wx
title: Occurrence Download

description: A dataset containing 42149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oenothera glazioviana, Oenothera laevifolia, Oenothera rubritincta, Oenothera lata, Oenothera lamarckiana, Oenothera gigantea, Oenothera tardiflora, Oenothera blandina, Oenothera glazioviana azorica, Oenothera bipartita, Oenothera liquida, Oenothera vrieseana, Oenothera fatua, Oenothera scintillans, Oenothera semilata, Oenothera pallescens, Onagra nanella, Oenothera leptocarpa, Oenothera plicatula, Oenothera sublinearis, Oenothera lamarkiana, Oenothera candicans, Oenothera oblonga, Oenothera nanella, Oenothera cana, Oenothera brevistylis, Oenothera fusiformis, Oenothera aberrans, Oenothera glazioviana glazioviana, Oenothera pulla, Onagra laevifolia, Oenothera militaris, Oenothera tarda, Oenothera rubrinervis, Oenothera rubrinervoides, Oenothera vana, Oenothera albida, Oenothera hamata, Oenothera oxypetala, Oenothera subovata, Oenothera erythrosepala azorica, Oenothera gigas, Oenothera simplex, Oenothera elliptica, Oenothera superflua, Oenothera scindens, Oenothera spathulata, Oenothera multiflora elliptica, Oenothera multiflora, Onagra erythrosepala, Oenothera glazioviana glazioviana, Oenothera crassifolia leptocarpa, Onagra nanella, Onagra rubrinervis, Onagra rubrinervis, Onagra gigas, Onagra gigas, Oenothera suaveolens erythrocephala, Oenothera biennis erythrosepala, Oenothera suaveolens erythrosepala, Oenothera suaveolens erythrosepala, Oenothera grandiflora erythrocephala, Oenothera erythrosepala, Oenothera grandiflora erythrosepala)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 42149 records from 533 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021515-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yutymm
title: Occurrence Download

description: A dataset containing 7776 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Antennaria neglecta"
 ]
}

 The dataset includes 7776 records from 229 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021511-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18150/e8vq32
title: Copper Oxide Electrochemical Deposition to Create Antiviral and Antibacterial Nanocoatings

description: Zbiór zawiera dane wykorzystane w publikacji "Copper Oxide Electrochemical Deposition to Create Antiviral and Antibacterial Nanocoatings", opublikowane w czasopiśmie Langmuir 09.07.2024.
DOI: 10.15468/dl.nzypz7
title: Occurrence Download

description: A dataset containing 192 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opuntia stricta",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 192 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021519-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18150/ybvyr9
title: Phage-Nanoparticle Cocktails as a Novel Antibacterial Approach: Synergistic Effects of Bacteriophages and Green-Synthesized Silver Nanoparticles

description: Bacteriophages have emerged as promising natural antibacterial agents, offering a targeted approach to combating bacterial infections. While phage-antibiotic cocktails are widely explored to enhance antibacterial efficacy and prevent resistance, research on phage-nanoparticle combinations remains limited. However, antibiotic resistance continues to rise, necessitating alternative strategies. Combining bacteriophages with nanoparticles presents a novel approach that could enhance antibacterial potency while reducing the risk of resistance, yet studies in this area are still scarce. We explore the synergy between green tea extract-capped silver nanoparticles (G-TeaNPs) and bacteriophages in combating pathogenic bacteria (Staphylococcus aureus, Salmonella enterica). G-TeaNPs show no antiphage activity, ensuring compatibility in phage-NP formulations. These combinations significantly reduce bacterial counts in a short time (only 3 hours), e.g., S. aureus survival is around 30% after incubations with just 0.001 mg/mL of G-TeaNPs, with G-TeaNPs and phages alone result in around 80% and 70% survival, respectively. Cytotoxicity tests against eukaryotic 3T3 NIH fibroblast cells confirmed biocompatibility at effective concentrations. Additionally, we examine G-TeaNPs' impact on the free-living protist Acanthamoeba castellanii. Both green tea extract and G-TeaNPs are capable of reducing A. castellanii cell counts by 80%, but only at concentrations larger than 10 mg/mL. Microscopy revealed nanoparticle uptake by amoebae, causing intracellular accumulation and vacuolization, while green tea extract induced similar changes without uptake. Our findings highlight G-TeaNPs as safe, effective agents in phage-nanoparticle antibacterial formulations with dual antimicrobial and amoebicidal properties for therapeutic and environmental applications.
DOI: 10.15468/dl.c2g3e6
title: Occurrence Download

description: A dataset containing 717030 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "Geometry POLYGON ((-20.00014 4.999861, -20.00014 44.999861, 62.99986 44.999861, 62.99986 4.999861, -20.00014 4.999861))"
 ]
}

 The dataset includes 717030 records from 701 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021484-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8yfuju
title: Occurrence Download

description: A dataset containing 448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Verrucomicrobiae",
 "HasCoordinate is true",
 "Country is one of (Denmark)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 448 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222488-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bs9kkg
title: Occurrence Download

description: A dataset containing 26537 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crambe maritima L."
 ]
}

 The dataset includes 26537 records from 235 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050192-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ubucz
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Lessingianthus glabratus (Less.) H.Rob."
 ]
}

 The dataset includes 98 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038780-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mndqg8
title: Occurrence Download

description: A dataset containing 2836 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Crax rubra Linnaeus, 1758"
 ]
}

 The dataset includes 2836 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269308-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgym5q
title: Occurrence Download

description: A dataset containing 207 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Caenis pusilla Navás, 1913)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 207 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0234159-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.be7d8t
title: Occurrence Download

description: A dataset containing 35112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (North America, South America)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Sciurus ignitus (Gray, 1867), Sciurus alleni Nelson, 1898, Sciurus arizonensis Coues, 1867, Sciurus aureogaster F.Cuvier, 1829, Sciurus carolinensis Gmelin, 1788, Sciurus colliaei Richardson, 1839, Sciurus deppei Peters, 1863, Sciurus griseus Ord, 1818, Sciurus aberti Woodhouse, 1853, Sciurus nayaritensis J.A.Allen, 1890, Sciurus niger Linnaeus, 1758, Sciurus oculatus Peters, 1863, Sciurus variegatoides Ogilby, 1839, Sciurus yucatanensis J.A.Allen, 1877, Sciurus aestuans Linnaeus, 1766, Sciurus gilvigularis Wagner, 1842, Sciurus granatensis Humboldt, 1811, Sciurus aestuans ingrami Thomas, 1901, Sciurus pucheranii (Fitzinger, 1867), Sciurus richmondi Nelson, 1898, Sciurus sanborni Osgood, 1944, Sciurus stramineus Eydoux & Souleyet, 1841, Sciurus igniventris Wagner, 1842, Sciurus spadiceus Olfers, 1818, Sciurus flammifer Thomas, 1904, Sciurus pyrrhinus Thomas, 1898)"
 ]
}

 The dataset includes 35112 records from 202 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0176014-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g4weqs
title: Occurrence Download

description: A dataset containing 2108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ameiva bifrontata Cope, 1862"
 ]
}

 The dataset includes 2108 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269341-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ypge5
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Moraea alticola Goldblatt"
 ]
}

 The dataset includes 84 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043404-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4h4anu
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chitinophagia",
 "HasCoordinate is true",
 "Country is one of (Denmark)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222537-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bkfq56
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((61.316 35.33101,60.79808 35.07697,60.26447 34.40107,60.64486 32.91113,61.00552 31.84069,61.18337 30.28023,62.00199 27.8275,64.61189 25.03272,68.67779 23.66702,69.60992 28.81964,72.61563 28.74682,76.32123 27.02031,81.92748 26.65362,86.37265 26.28847,88.02115 24.18349,90.25978 21.87275,94.8552 16.12745,96.03045 16.06743,97.50683 16.69716,97.84619 17.9384,98.26639 19.93719,93.00432 22.8786,92.73576 24.26193,92.64099 27.99195,95.05572 31.67546,92.23981 33.71707,75.46734 36.33225,73.37202 37.3631,69.91945 37.40205,65.32288 37.08281,61.316 35.33101))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sphenoclea zeylanica Gaertn."
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050210-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t8aph9
title: Occurrence Download

description: A dataset containing 871 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trachemys callirostris (Gray, 1856)"
 ]
}

 The dataset includes 871 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269337-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7dnfgu
title: Occurrence Download

description: A dataset containing 568 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Lithraea molleoides (Vell.) Engl."
 ]
}

 The dataset includes 568 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038830-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.