cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/zbf7p42fty.1
title: Mumbwa Agricultural Data

description: Mumbwa Agricultural Dataset: Field Descriptions and Research Overview
Field Descriptions

year: Calendar year of data collection (Integer)
month: Month of data collection (Integer, 1-12)
NIR: Near-infrared Spectroscopy reflectance (Percentage, %)

Measures crop canopy reflectance in the near-infrared spectrum
Higher values typically indicate healthier, denser vegetation


GPR: Ground Penetrating Radar measurements (Unitless)

Provides subsurface soil information including potential root zone characteristics
Related to soil structure and moisture distribution


pH: Soil acidity/alkalinity (pH scale, 0-14)

Indicates soil chemical properties affecting nutrient availability
Optimal range for maize is typically 5.5-7.0


nutrients: Composite soil nutrient index (Unitless, 0-100)

Aggregate measure of N-P-K (Nitrogen, Phosphorus, Potassium) availability
Higher values indicate better soil fertility


tmin: Minimum daily temperature (Degrees Celsius, °C)

Monthly average of daily minimum temperatures


tmax: Maximum daily temperature (Degrees Celsius, °C)

Monthly average of daily maximum temperatures


humidity: Relative humidity (Percentage, %)

Monthly average of atmospheric moisture content


pressure: Atmospheric pressure (Hectopascals, hPa)

Monthly average of barometric pressure readings


rain: Monthly rainfall (Millimeters, mm)

Total precipitation recorded per month


cumulative_rain: Cumulative rainfall for growing season (Millimeters, mm)

Running total of rainfall from season start to current month


faw_infestation: Fall Armyworm infestation level (Count per plant or % infestation)

Quantifies severity of FAW presence in fields
Based on trap counts and field scouting observations


yield_potential: Theoretical maximum yield under ideal conditions (Tons per hectare, t/ha)

Estimated from soil, climate, and cultivar characteristics
Represents yield ceiling without stress factors


yield_avg: Actual measured yield (Tons per hectare, t/ha)

Average harvested grain yield for the area
Ground truth measurement for model evaluation



Research Hypothesis
Our research tests whether environmental, soil, and pest pressure variables can effectively predict maize yield outcomes in Mumbwa, Zambia through an integrated modeling approach. Specifically, we hypothesize that incorporating Fall Armyworm (FAW) infestation data alongside traditional agronomic parameters can significantly improve yield forecasting accuracy compared to conventional models that rely solely on weather and soil data.
DOI: 10.17632/hcdmswc69m.1
title: R21TR004333 Effect of novel compounds on Kir6.1 currents

description: This data is deposition of patch clamp data from an NIH-funded R21 to discover Kir6.1 ion channel drug-like activating compounds. The data is preliminary. A word document is provided describing the method and a csv file containing the actual data
DOI: 10.34740/kaggle/dsv/11048680
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.5281/zenodo.15034633
title: Appliance-level energy consumption dataset from a household

description: Dataset associated to the academic paper:"MELISSA: An LLM-Powered Smart Home Energy Consumption Monitoring Framework"
DOI: 10.5281/zenodo.15034634
title: Appliance-level energy consumption dataset from a household

description: Dataset associated to the academic paper:"MELISSA: An LLM-Powered Smart Home Energy Consumption Monitoring Framework"
DOI: 10.17632/6prvhwjmcg.1
title: The Effect of Voice Recognition Inteaching English as a Foreign Languag

description: The study examines the impact of speech recognition tools on pronunciation improvement among undergraduate learners. An experiment compared ICT-integrated learning with traditional teaching methods. Results show that speech recognition tools enhance pronunciation accuracy, engagement, and motivation, highlighting their effectiveness in EFL instruction.
DOI: 10.17632/g638wbpg56.1
title: Comparative Study on the Physiological and Psychological Restorative Effects of Multisensory Combinations in Natural and Urban Landscapes

description: Participants wore wearable devices to monitor their physiological reactions, such as electroencephalography (EEG)and heart rate variability (HRV). Additionally, participants were given the Perceived Restorativeness Scale（PRS) to evaluate the restoration effects subjectively.
DOI: 10.15468/dl.2g6s5w
title: Occurrence Download

description: A dataset containing 50238529 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample, Material citation, Occurrence evidence)",
 "MediaType is one of (Image, Video, Audio)",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 50238529 records from 222 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010809-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.up9yzd
title: Occurrence Download

description: A dataset containing 851 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Caloptilia triadicae Davis, 2013",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 851 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010830-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/fbcr95km4d.1
title: Supplementary Material: Mortality from malignant neoplasms at home and in hospitals in Brazil, 2002-2022: sociodemographic characteristics and temporal trends

description: This dataset, in its English version, refers to the article RBEPID-2024-0377 "Mortality from malignant neoplasms at home and in hospitals in Brazil, 2002-2022: sociodemographic characteristics and temporal trends", published in the Revista Brasileira de Epidemiologia.
DOI: 10.17632/c3sr6w3ywf.1
title: The tuna keel is a mechanosensory structure

description: Here we present the discovery of a novel sensory lateral line canal within the bilateral keels of tunas with long tubules that extend to the upper and lower keel surfaces on each side, accompanied by a suite of internal skeletal modifications associated with the lateral line canal. We further show that neuromast mechanoreceptor organs are found periodically along the canal. These observations suggest that the tuna keel acts as a flow sensing system, which is substantially modified from the lateral line canal present along the body in fishes. 

To describe the novel morphology of the lateral line canal in the bilateral keels of tuna, we used a combination of different 3D and 2D imaging techniques. In this repository, we included the following data sets: 1) Raw data of the micro computed tomography scans (µCT scans) of both non-stained and stained keels with phosphotungstic acid (PTA) (.avi files); 2) light-microcopy images obtained with a Keyence microscope from the keel surface and histology stained sections (.tiff files).
DOI: 10.17632/n6zvydkcdp
title: Predição Eleitoral para o segundo turno das eleições das capitais brasileiras em 2024 com base em redes complexas

description: Este estudo investiga a aplicabilidade da modularidade como métrica central na previsão de resultados do segundo turno das eleições municipais de 2024 em capitais brasileiras. Utilizando dados coletados da plataforma X (antigo Twitter) e aplicando técnicas de redes complexas.
DOI: 10.17632/n6zvydkcdp.1
title: Predição Eleitoral para o segundo turno das eleições das capitais brasileiras em 2024 com base em redes complexas

description: Este estudo investiga a aplicabilidade da modularidade como métrica central na previsão de resultados do segundo turno das eleições municipais de 2024 em capitais brasileiras. Utilizando dados coletados da plataforma X (antigo Twitter) e aplicando técnicas de redes complexas.
DOI: 10.17632/gjzv53nzpn
title: Early arrivals have a longer bree

description: Dataset for the paper Early arrivals have a longer bree of Ciolete et all
DOI: 10.17632/gjzv53nzpn.1
title: Early arrivals have a longer bree

description: Dataset for the paper Early arrivals have a longer bree of Ciolete et all
DOI: 10.17632/s937dshf8y
title: QTNano - Effects of Dopants on the Structural, Electronic, and Energetic Properties of (ZrO2)16 Clusters, ACS Omega 2025, 10, 5, 5006–5015

description: Raw data of the published paper - https://doi.org/10.1021/acsomega.4c10718
DOI: 10.17632/s937dshf8y.1
title: QTNano - Effects of Dopants on the Structural, Electronic, and Energetic Properties of (ZrO2)16 Clusters, ACS Omega 2025, 10, 5, 5006–5015

description: Raw data of the published paper - https://doi.org/10.1021/acsomega.4c10718
DOI: 10.17632/pdpbszdv2n.1
title: Eye catching light: Anthropogenic light pollution and its evolutionary influence on the avian eye. Wolf and Francis.

description: GENERAL INFORMATION

1. Title: Data supporting: “Eye catching light: Anthropogenic light pollution and its evolutionary influence on the avian eye”

2. Author Information

Name: Margaret M. Wolf
Institution: Department of Biological Sciences, California Polytechnic State University
Address: 1 Grand Ave, San Luis Obispo, California, USA 93407
Email: maggie.c.mackinlay@gmail.com

Name: Clinton D. Francis
Institution: Department of Biological Sciences, California Polytechnic State University
Address: 1 Grand Ave, San Luis Obispo, California, USA 93407
Email: cdfranci@calpoly.edu

3. FILE OVERVIEW

Two "ReadMe" files provide overviews of the code used in analyses in this report and to describe the variables in the data files. These are:
1) README_WolfandFrancis_Code.rft
2) README_WolfandFrancis_DATA.rft

R Code files include:
1) Wolf_LightEyeGeometries_Analyses.R - which provides code for all primary analyses presented in the report.
2) Wolf_MorphoRepeatability_Analyses.R - which provides code for analyses related to the repeatability of morphological measurements presented in the report.

Data files include:
1) Wolf_LightEyeGeometries_Data.csv - which is associated with the Wolf_LightEyeGeometries_Analyses.R code.
2) Wolf_MorphoRepeatability_Data.csv - which is associated with the Wolf_MorphoRepeatability_Analyses.R code.
DOI: 10.17632/g4kthd2bh5.1
title: Study Data "Recovery-oriented community mental health services: An evaluation for people with severe mental illness"

description: Dta form the study "Recovery-oriented community mental health services: An evaluation for people with severe mental illness" are presented here
DOI: 10.17632/htkfy553hs.1
title: 3D Differencial pulse voltammograms of herbal extracts containing synthetic cannabinoids

description: This dataset contains 3D differential pulse voltammograms (changing either pulse amplitude or time) obtained from herbal extracts of street samples containing synthetic cannabinoids (SCs) in acetonitrile. Additionally, blanks with only acetonitrile and Tetrabutylammonium tetrafluoroborate (TBATFB), herbal blanks with marshmallow extracts, and lab made samples consisting of only BB-22 sprayed in marshmallow leaves are also included. Detected SCs include 5F-AKB48, AKB48, 5F-PB-22, BB-22, AB-CHMINACA, and AB-FUBINACA.
DOI: 10.17632/d8gxzp8729.1
title: Replication data for "How Foreign Direct Investment and Economic Growth Affect Renewable Energy Consumption: Insights from Dynamic Panel Data Estimators"

description: This is the data to replicate the study "How Foreign Direct Investment and Economic Growth Affect Renewable Energy Consumption: Insights from Dynamic Panel Data Estimators"
DOI: 10.17632/d8gxzp8729.3
title: Replication data for "How Foreign Direct Investment and Economic Growth Affect Renewable Energy Consumption: Insights from Dynamic Panel Data Estimators"
DOI: 10.17632/247r7sjsjx.1
title: Replication data for "Gender Inequality and Access to Education of Females in 35 Asia-Pacific Countries: The Moderating Role of Income Inequality"

description: Replication data for "Gender Inequality and Access to Education of Females in 35 Asia-Pacific Countries: The Moderating Role of Income Inequality"
DOI: 10.17632/247r7sjsjx.2
title: Replication data for "Gender Inequality and Access to Education of Females in 35 Asia-Pacific Countries: The Moderating Role of Income Inequality"
DOI: 10.17632/5zpsz367hw.2
title: Replication data "Forecasting Stock Price Crash Risks in Frontier Market: Comparative Evidence Between Machine Learning Algorithms And Traditional Forecasting Methods"

description: This is the replication data for Forecasting Stock Price Crash Risks in Frontier Market: Comparative Evidence Between Machine Learning Algorithms And Traditional Forecasting Methods.
DOI: 10.17632/zxkyz75r7h.1
title: Expectations About Counseling-Brief (EAC-B) Form: Assessing its psychometric properties for use in Bangladesh

description: This study aimed to adapt and validate the Expectations About Counseling-Brief (EAC-B) form for use in the Bangladeshi tertiary students, addressing the lack of standardized tools to measure client expectations about counseling in Bangladesh. Following multistage cross-cultural adaptation guidelines, the 53-item EAC-B was translated into Bangla and administered to a sample of tertiary-level students (N = 911). Exploratory Factor Analysis (EFA) (n = 326) revealed a three-factor solution: Client Involvement (CI), Facilitative Conditions (FC), and Counselor Expertise (CE), consistent with most prior research. Confirmatory Factor Analysis (CFA) (n = 585) supported this solution, with the final 18-item structure demonstrating excellent fit indices (CFI = .983, TLI = .980, RMSEA = .063, SRMR = .026) and strong internal consistency (McDonald’s ω ≥ .83). Known-group validity tests showed significant differences in CI and FC based on prior counseling exposure, aligning with existing literature. Convergent validity was demonstrated by moderate to strong correlations between EAC-B factors and the Intent and Expertness factors of the Beliefs About Psychological Services (BAPS) scale, while discriminant validity was supported by their weak correlations with the Stigma Tolerance factor of BAPS. The study confirms the three-factor structure of the EAC-B, and provides a culturally sensitive, parsimonious tool for measuring client expectations in Bangladesh. Practical applications include tailoring treatment plans to reduce dropout rates and facilitating outcome research in underdeveloped counseling settings. Limitations, such as sampling constraints and population specificity, are discussed, along with recommendations for future research to generalize findings and validate the model in diverse contexts.
DOI: 10.17632/v4nh76v4hn.1
title: Codes for The Impact of NAFTA on Prices and Competition: Evidence from Mexican Manufacturing Plant

description: Replication package for "The Impact of NAFTA on Prices and Competition: Evidence from Mexican Manufacturing Plant," Journal of International Economics, by Brugues, Kikkawa, Mei, and Robles
DOI: 10.5281/zenodo.15034521
title: Raw Data Binary Complex Amplitude App (BCAA)

description: The data set consisted of registered intensity distributions of various experiments regarding Binary Complex Amplitude App. Authos:Przemysław Litwin, Kamil Kalinowski, Jakub Wroński, Mateusz Szatkowski

Contact: mateusz.szatkowski@pwr.edu.pl
DOI: 10.5281/zenodo.15034520
title: Raw Data Binary Complex Amplitude App (BCAA)

description: The data set consisted of registered intensity distributions of various experiments regarding Binary Complex Amplitude App. Authos:Przemysław Litwin, Kamil Kalinowski, Jakub Wroński, Mateusz Szatkowski

Contact: mateusz.szatkowski@pwr.edu.pl
DOI: 10.17632/sm2h77t82f.2
title: A Meta-Analysis

description: ghghfg
DOI: 10.17632/yh3rw5ntnc
title: Information Warfare towards the 2024 Indonesian Presidential Election: A Study of Media and Propaganda

description: Results from a survey conducted by Katadata Insight Center (KIC) and the Ministry of Communication and Information (Kominfo) show that digital literacy in Indonesia falls into the moderate category with a score of 3.47 out of 5. The highest level of digital literacy is found in central regions such as Bali, Kalimantan, and Sulawesi.
Digital literacy measurement is based on UNESCO standards and consists of four sub-indices: information and data literacy, communication and collaboration, security, and technological skills. The survey indicates that central Indonesia has the highest scores in almost all sub-indices, except for sub-index 1 related to information and data literacy. Meanwhile, the eastern region has the lowest scores, except for sub-index 1, which has the highest score. The western region also has the lowest score in sub-index 1.
DOI: 10.17632/yh3rw5ntnc.1
title: Information Warfare towards the 2024 Indonesian Presidential Election: A Study of Media and Propaganda

description: Results from a survey conducted by Katadata Insight Center (KIC) and the Ministry of Communication and Information (Kominfo) show that digital literacy in Indonesia falls into the moderate category with a score of 3.47 out of 5. The highest level of digital literacy is found in central regions such as Bali, Kalimantan, and Sulawesi.
Digital literacy measurement is based on UNESCO standards and consists of four sub-indices: information and data literacy, communication and collaboration, security, and technological skills. The survey indicates that central Indonesia has the highest scores in almost all sub-indices, except for sub-index 1 related to information and data literacy. Meanwhile, the eastern region has the lowest scores, except for sub-index 1, which has the highest score. The western region also has the lowest score in sub-index 1.
DOI: 10.34740/kaggle/dsv/11048750
title: Full TMDB Movies Dataset 2024 (1M Movies)
DOI: 10.17632/cgsntkkdx4.1
title: The Framework of Electronic-Based Government System (SPBE) Architecture in The Scope of Data and Information to Support Satu Data Indonesia in The Tourism Sector

description: This data is the result of processed mapping of tourism sector data indicators on the Electronic-Based Government System Architecture which has been processed in the form of images and excel files.
DOI: 10.15468/dl.azexzn
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Androthrips ramachandrai Karny, 1926",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010834-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6azzs8
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Greece",
 "OccurrenceStatus is Present",
 "TaxonKey is Mediodactylus orientalis (Stepánek, 1937)"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010836-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u8qhnv
title: Occurrence Download

description: A dataset containing 25062 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Urera Gaudich."
 ]
}

 The dataset includes 25062 records from 547 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010835-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v8su56
title: Occurrence Download

description: A dataset containing 32871 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Laportea Gaudich."
 ]
}

 The dataset includes 32871 records from 624 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010837-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dlgxl5
title: Occurrence Download

description: A dataset containing 8977 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Evaluation et conservation des espèces forestières de la forêt de Lama (Bénin)"
 ]
}

 The dataset includes 8977 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023359-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gg4s69
title: Occurrence Download

description: A dataset containing 4734 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Lanius mackinnoni Sharpe, 1891"
 ]
}

 The dataset includes 4734 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005841-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rzbzt8
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthus melindae Shelley, 1900"
 ]
}

 The dataset includes 101 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032566-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pgdppw
title: Occurrence Download

description: A dataset containing 161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)",
 "Month is one of (December, November, October, September, August, July, June, May, April, March, February, January)",
 "OccurrenceStatus is Present",
 "TaxonKey is Acridocarpus alternifolius (Schumach. & Thonn.) Nied."
 ]
}

 The dataset includes 161 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005794-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vzuzhp
title: Occurrence Download

description: A dataset containing 157 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Sarcocapnos baetica subsp. baetica"
 ]
}

 The dataset includes 157 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0158946-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xxsxql
title: Occurrence Download

description: A dataset containing 4024 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-129.19922 29.09074,-100.37109 29.09074,-100.37109 51.73792,-129.19922 51.73792,-129.19922 29.09074))",
 "HasCoordinate is true",
 "TaxonKey is Dasymutilla Ashmead, 1899",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4024 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032567-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.