cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3886/icpsr22411.v2
title: National Survey of Adolescents, 2004: Uganda
title: Version 2

description: The National Survey Adolescents was launched in 2004 in four Sub-Saharan African countries--Burkina Faso, Ghana, Malawi, and Uganda--to provide detailed information on adolescent risk-taking and health-seeking behavior as related to HIV, STDs and unintended pregnancy. The study examined a range of factors (e.g., behavioral, sociocultural, economic) that could lead to increased vulnerability to risk. The study also encompassed knowledge of means of prevention, sources of trusted information and health care, and impediments to adolescents' abilities to apply their knowledge and take preventive action. The Ugandan portion was administered between February and July 2004. Using a two-stage stratified sample design that selected households from rural and urban clusters, 7,106 households were listed for initial screening. After an initial interview in each household, individual surveys were administered in person to adolescents between the ages of 12 and 19 who were de facto or de jure members of the household. This process collected 6,659 individual interviews with adolescents. Because of the sensitive nature of questions administered in the survey, informed consent forms were obtained from both parents/guardians and the respondents, and in all possible instances interviewers and respondents were paired up by gender.
description: The individual case file has two weighting variables. The weight, "qweight" is the sample weight and is used for all respondents. If "qweight"=0, the case should not be included in analysis either because of incomplete data or possible redundancy. Before use with the data, the sample weight (qweight) should be divided by 1,000,000 before applying the weighting factor. The weight "qwgt12" is a weight for respondents who also were selected for and answered Section 12 questions, since only one eligible adolescent per household was selected for those sensitive questions. When examining Section 12 questions, use only "qwgt12". Before using "qwgt12", it must also be divided by 1,000,000.
description: Response Rates: The overall response rate was 86.6 percent.
description: Between February 2004 and July 2004, a two-stage cluster sample of 7,106 households were visited, from which a sample of 6,659 eligible adolescents were interviewed. Only adolescents that were de facto or de jure members of the household and between the ages of 12 and 19 were considered eligible.
description: Datasets: 
DS0: Study-Level Files
DS1: Individual Record
DS2: Household Record
description: All adolescents between the ages of 12 and 19 in Uganda. Smallest Geographic Unit: Administrative region
description: face-to-face interview
DOI: 10.25582/data.2024-01.3013454/2551198
title: Data for EMSL Project 60580 from January 2024
DOI: 10.15468/6qhx2g
title: Marine biodiversity of the Southwest Alentejo and Costa Vicentina Natural Park (Project MARSW)

description: This dataset is based on the Project "Marine biodiversity information and monitoring systems in the Southwest Alentejo and Costa Vicentina Classified Areas (MARSW)". It presents occurrence data (5120 records) of the marine organisms observed in different location of the Southwest Alentejo and Costa Vicentina Natural Park from October 2018 to September 2020.
DOI: 10.15468/dl.2b8zqm
title: Occurrence Download

description: A dataset containing 6305 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carthamus tinctorius L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6305 records from 196 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0293033-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2tyy2h
title: Occurrence Download

description: A dataset containing 3495 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cucurbita maxima Duchesne",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3495 records from 138 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0259132-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dfdj3f
title: Occurrence Download

description: A dataset containing 590 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Felicia amelloides (DC.) Voss, Felicia amelloides Schltr., Felicia amelloides (L.) O.Hoffm. ex Zahlbr., Felicia amelloides (L.) O.Hoffm.)"
 ]
}

 The dataset includes 590 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083113-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4xgw6s
title: Occurrence Download

description: A dataset containing 383 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ononis diffusa Ten.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 383 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0263429-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3nsd4a
title: Occurrence Download

description: A dataset containing 2257 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alyssoides utriculata (L.) Medik.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2257 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0256271-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3qfgw5
title: Occurrence Download

description: A dataset containing 2190 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tyrimnus leucographus (L.) Cass.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2190 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0286292-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ypp4c
title: Occurrence Download

description: A dataset containing 2113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypericum perfoliatum L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2113 records from 136 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0300720-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26bw32
title: Occurrence Download

description: A dataset containing 886 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tarenaya hassleriana (Chodat) Iltis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 886 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0415661-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7gbhnn
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Sclerocroton carterianus (J.Léonard) Kruijt & Roebers"
 ]
}

 The dataset includes 60 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083114-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4uq4qs
title: Occurrence Download

description: A dataset containing 118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Astragalus reduncus Pall.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 118 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0288784-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3e79rz
title: Occurrence Download

description: A dataset containing 664 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sedum aizoon Sibth.Herb. ex Boiss., 1875",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 664 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0259908-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3thx8t
title: Occurrence Download

description: A dataset containing 593 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Memoremea scorpioides (Haenke) A.Otero, Jim.Mejías, Valcárcel & P.Vargas",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 593 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0299478-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4kwrzk
title: Occurrence Download

description: A dataset containing 344 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Convolvulus sabatius Viv.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 344 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0294203-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3kjxun
title: Occurrence Download

description: A dataset containing 27496 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Viola epipsila Ledeb.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 27496 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257157-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3vngza
title: Occurrence Download

description: A dataset containing 3862 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polycnemum arvense L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3862 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0262162-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.25fspf
title: Occurrence Download

description: A dataset containing 927 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polygala exilis DC.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 927 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0293951-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zxefgq
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Diadiplosis koebelei (Koebele, 1893))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083115-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4s576b
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Castellia tuberculosa (Moris) Bor",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 97 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0293038-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3zwbxk
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Noccaea brevistyla (DC.) Steud.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 146 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0298852-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4qf6pz
title: Occurrence Download

description: A dataset containing 420 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Daucus guttatus Sibth. & Sm.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 420 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0295516-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.348quu
title: Occurrence Download

description: A dataset containing 6135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cerastium latifolium L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6135 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0293493-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.44ewhf
title: Occurrence Download

description: A dataset containing 2206 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iris graminea L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2206 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0300867-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4n322y
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Verbascum samniticum Ten.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0286011-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4gr5u3
title: Occurrence Download

description: A dataset containing 324 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pilosella fusca (Vill.) Arv.-Touv.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 324 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0295133-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.55p2bu
title: Occurrence Download

description: A dataset containing 170 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus winteri P.J.Müll. ex Focke",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 170 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0290221-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3k39vt
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lathyrus transsylvanicus (Spreng.) Rchb.f.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0300941-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.435maa
title: Occurrence Download

description: A dataset containing 397 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus horridus Schultz",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 397 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0290700-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3jxfhw
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ranunculus crenatus Descr.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 17 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0292193-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4hswz6
title: Occurrence Download

description: A dataset containing 458 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lathyrus rotundifolius Willd.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 458 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0300958-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.28zgh9
title: Occurrence Download

description: A dataset containing 62020 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carex montana L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 62020 records from 201 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0292306-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jmgzh8
title: Occurrence Download

description: A dataset containing 175733 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is NE Scotland butterfly and moth records 1800-2010"
 ]
}

 The dataset includes 175733 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021490-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gff64f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus",
 "Country is Saint Lucia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021505-250717081556266/datasets/export for details.
DOI: 10.5281/zenodo.16265803
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.