cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15740380
title: Ray-level dataset for deep-learning direction correction in Concentrating Solar Power (CSP) plants.

description: This dataset can be considered a necessary tool for the generalization of the training process suggested in https://doi.org/10.5281/zenodo.13941464. Whereas the former dataset was thought to graphically train a neural network for flux density (and hence, power) predictions in flat surfaces, this one can be used to correct the individual simulated ray's directions in flat aperture planes/surfaces. In this case, the correction is numerical and could be based on random forests or deep learning methods, like Feed-Forward Neural Networks, Recurrent Neural Networks, Convolutional Neural Networks or Bayesian Neural Networks, among others. The user can combine both corrections in order to individually modify ray's directions and powers and later project the rays against any geometric receiver surface.Like in the previous case, an Excel file with the 931 tested meteorological conditions is included. The positions of the power plant and the receiver are included. A front view of the Solarturm Juelich (STJ) is also provided in order to identify the aperture plane where the rays are intercepted (2nd level of MFT at 35 metres high). The 931 meteorological conditions are tested with 8 different combinations of focused heliostats also detailed in the dataset complementary files. With all of these cases, a set of 25059 couples of ".txt" files is generated. Each of them contains a column array that define the simulated intercepted rays' directions for two cases: all the simulated heliostats are focused without tracking errors (training input) and the tracking errors are modelled within the simulation environment for all of them (training groundtruth). This dataset is part of the WP1 of TOPCSP european project (HORIZON MSCA Doctoral Network, Project number 101072537).
DOI: 10.5281/zenodo.15740381
title: Ray-level dataset for deep-learning direction correction in Concentrating Solar Power (CSP) plants.

description: This dataset can be considered a necessary tool for the generalization of the training process suggested in https://doi.org/10.5281/zenodo.13941464. Whereas the former dataset was thought to graphically train a neural network for flux density (and hence, power) predictions in flat surfaces, this one can be used to correct the individual simulated ray's directions in flat aperture planes/surfaces. In this case, the correction is numerical and could be based on random forests or deep learning methods, like Feed-Forward Neural Networks, Recurrent Neural Networks, Convolutional Neural Networks or Bayesian Neural Networks, among others. The user can combine both corrections in order to individually modify ray's directions and powers and later project the rays against any geometric receiver surface.Like in the previous case, an Excel file with the 931 tested meteorological conditions is included. The positions of the power plant and the receiver are included. A front view of the Solarturm Juelich (STJ) is also provided in order to identify the aperture plane where the rays are intercepted (2nd level of MFT at 35 metres high). The 931 meteorological conditions are tested with 8 different combinations of focused heliostats also detailed in the dataset complementary files. With all of these cases, a set of 25059 couples of ".txt" files is generated. Each of them contains a column array that define the simulated intercepted rays' directions for two cases: all the simulated heliostats are focused without tracking errors (training input) and the tracking errors are modelled within the simulation environment for all of them (training groundtruth). This dataset is part of the WP1 of TOPCSP european project (HORIZON MSCA Doctoral Network, Project number 101072537).
DOI: 10.6084/m9.figshare.26863465
title: Support Information for Structure-Property-Performance Relationships of Tetra-alkyl Core Substituted Phenazine Photoredox Catalysts in Organocatalyzed Atom Transfer Radical Polymerization

description: These folders contain:<br>- Conformation search with CREST<br>- Separated folder for <b>1</b>, <b>2</b>, <b>1a</b>, and <b>2a</b> molecules:<b>Log files</b>Optimization: s0-opt-freq-solv, s1-opt-freq-solv and t1-opt-freq-solvVertical Energies: s0-sp-tddft-solv and s1-sp-tddft-solvChelpg: s0-chelpg, s1-chelpg and t1-chelpg<b>XYZ files</b>Optimization: s0-opt-freq-solv, s1-opt-freq-solv and t1-opt-freq-solv<br><br><br>
DOI: 10.6084/m9.figshare.26863465.v4
title: Support Information for Structure-Property-Performance Relationships of Tetra-alkyl Core Substituted Phenazine Photoredox Catalysts in Organocatalyzed Atom Transfer Radical Polymerization

description: These folders contain:<br>- Conformation search with CREST<br>- Separated folder for <b>1</b>, <b>2</b>, <b>1a</b>, and <b>2a</b> molecules:<b>Log files</b>Optimization: s0-opt-freq-solv, s1-opt-freq-solv and t1-opt-freq-solvVertical Energies: s0-sp-tddft-solv and s1-sp-tddft-solvChelpg: s0-chelpg, s1-chelpg and t1-chelpg<b>XYZ files</b>Optimization: s0-opt-freq-solv, s1-opt-freq-solv and t1-opt-freq-solv<br><br><br>
DOI: 10.6084/m9.figshare.26863465.v3
title: Support Information for Structure-Property-Performance Relationships of Tetra-alkyl Core Substituted Phenazine Photoredox Catalysts in Organocatalyzed Atom Transfer Radical Polymerization

description: These folders contain:<br>- Conformation search with CREST- Absorption and emission spectrum for all molecules <br>- The following calculations for <b>1</b>, <b>2</b>, <b>1a</b>, and <b>2a</b> molecules:Optimization: s0-opt-freq-solv, s1-opt-freq-solv and t1-opt-freq-solvVertical Energies: s0-sp-tddft-solv and s1-sp-tddft-solvChelpg: s0-chelpg, s1-chelpg and t1-chelpgElestrotatic Surface Potential: ESP_S0, ESP_T1 and ESP_S1<br> <br>
DOI: 10.15468/dl.35msg6
title: Occurrence Download

description: A dataset containing 629 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "TaxonKey is one of (Stenocercus trachycephalus (Duméril, 1851))"
 ]
}

 The dataset includes 629 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068947-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1131389
title: Digital Archive from an Archaeological Watching Brief at Stanton Link Water Main, East of Ixworth, Suffolk, February-May 2021

description: This collection comprises images, databases, and GIS data from an archaeological watching brief at the Stanton Link Water Main (WAT 07260) on the land to the east of Ixworth, Suffolk. This work was undertaken by Cotswold Archaeology between February and May 2021. During these works, two post medieval brick kilns were identified. The kilns could be identified as Suffolk types, making bricks, roof tiles, and clay drain pipes probably for local farms and dating to the 19th century.
DOI: 10.15468/dl.pqvr46
title: Occurrence Download

description: A dataset containing 4944 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carpiodes cyprinus (Lesueur, 1817)"
 ]
}

 The dataset includes 4944 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068948-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15740364
title: Data for "The role of ocean model resolution in simulating marine biogeochemical extremes".

description: This directory provides the data for the manuscript:
"The role of ocean model resolution in simulating marine biogeochemical extremes".

The netcdf input files have been processed (fields interpolated to 1°) using the XESM module (python), with the conservative regridding algorithm. The original data was developed and provided by the NOAA GFDL.
DOI: 10.5281/zenodo.15740365
title: Data for "The role of ocean model resolution in simulating marine biogeochemical extremes".

description: This directory provides the data for the manuscript:
"The role of ocean model resolution in simulating marine biogeochemical extremes".

The netcdf input files have been processed (fields interpolated to 1°) using the XESM module (python), with the conservative regridding algorithm. The original data was developed and provided by the NOAA GFDL.
DOI: 10.6084/m9.figshare.29403299
title: A STUDY ON PEOPLE'S BANKING ACTIVITIES IN THE VIRUDHUNAGAR DISTRICT

description: Banking plays a crucial role in the economic development of any region by facilitating financial transactions, savings, and credit accessibility. With an emphasis on banking preferences, financial literacy, adoption of digital banking, and obstacles to banking service access, this study attempts to examine the banking practices of residents in the Virudhunagar area.The study looks at a number of demographic variables, including age, income, occupation, and education, that affect banking behaviours. It looks at how much use is made of more contemporary banking options like internet banking, mobile banking, and digital payments versus more conventional banking services like savings accounts, loans, and fixed deposits. The survey also assesses the district's residents' knowledge and support of government banking programs and financial inclusion efforts. The study's conclusions will shed light on Virudhunagar residents' banking habits and point out important areas where financial institutions might enhance their offerings. The study is to make recommendations for ways to improve financial inclusion, boost the use of digital banking, and raise financial literacy. In the end, this study helps policymakers and financial institutions better understand how the banking industry is changing in rural areas so they may better customize their offerings to the demands of the local population.
DOI: 10.6084/m9.figshare.29403299.v1
title: A STUDY ON PEOPLE'S BANKING ACTIVITIES IN THE VIRUDHUNAGAR DISTRICT

description: Banking plays a crucial role in the economic development of any region by facilitating financial transactions, savings, and credit accessibility. With an emphasis on banking preferences, financial literacy, adoption of digital banking, and obstacles to banking service access, this study attempts to examine the banking practices of residents in the Virudhunagar area.The study looks at a number of demographic variables, including age, income, occupation, and education, that affect banking behaviours. It looks at how much use is made of more contemporary banking options like internet banking, mobile banking, and digital payments versus more conventional banking services like savings accounts, loans, and fixed deposits. The survey also assesses the district's residents' knowledge and support of government banking programs and financial inclusion efforts. The study's conclusions will shed light on Virudhunagar residents' banking habits and point out important areas where financial institutions might enhance their offerings. The study is to make recommendations for ways to improve financial inclusion, boost the use of digital banking, and raise financial literacy. In the end, this study helps policymakers and financial institutions better understand how the banking industry is changing in rural areas so they may better customize their offerings to the demands of the local population.
DOI: 10.15468/dl.qptryv
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Quercus ajoensis C.H.Mull.)",
 "StateProvince is one of (Arizona, Mexico Northwest)",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 103 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068949-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15740205
title: Genome-wide SNPs data and past distribution models reveal genetic admixture and isolation in the range-restricted Psittacanthus auriculatus mistletoe species

description: This is a raw dataset for 80 samples conducted through Genotyping-by-sequencing method. Library preparation was performed with DNA digestion using the apkI restriction enzyme, and the samples were sequenced using the Illumina NovaSeq 2 ´ 150 platform (Illumina, Inc., San Diego, CA, USA).
DOI: 10.15468/dl.enmkzh
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Quercus ajoensis C.H.Mull.)",
 "StateProvince is one of (Arizona, Mexico Northwest)",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 103 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068951-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/ciafan
title: A Study on the Feasibility and Acceptability of Pericoital Levonorgestrel 1.5mg in Nairobi County and Kiambu County

description: A 12-month prospective, single-arm, open-label, interventional study conducted from August 2020 to August 2021. A total of 897 women aged 18–49 years at risk of pregnancy and having infrequent sex (ie, six times or fewer coital frequency/month) were screened and enrolled. Involved multiple data collection points: enrolment dataset, bimonthly surveys, extended survey around 6-month follow-up, and e-commerce pharmacy sales log.
DOI: 10.6084/m9.figshare.29403353
title: SAVING BEHAVIOR AND BANKING CHALLENGES FACED BY RURAL PEOPLE IN VIRUDHUNAGAR DISTRICT

description: Savings habits are crucial for economic stability and financial security, particularly in rural areas. This study examines the saving behavior and banking challenges of rural populations in Tamil Nadu’s Virudhunagar District. Despite the increasing availability of banking services, many rural residents face socioeconomic barriers, low financial literacy, and inadequate banking infrastructure, limiting their ability to save. Key factors influencing saving behavior include income levels, employment opportunities, access to financial institutions, and cultural attitudes toward savings. The underutilization of banking services is further driven by limited awareness of digital banking, high transaction costs, and lack of trust in financial institutions. Additionally, inadequate banking infrastructure, such as a shortage of ATMs and bank branches, exacerbates these challenges. This study also explores government initiatives like Jan Dhan Yojana and microfinance programs aimed at enhancing financial inclusion. While these initiatives have made progress, gaps remain in ensuring financial empowerment for rural communities. The findings emphasize the need for improved financial education, better banking infrastructure, and innovative banking solutions tailored to rural needs. Strengthening financial literacy, expanding digital banking access, and providing saving incentives can encourage better saving habits and economic resilience, ultimately promoting sustainable financial growth in Virudhunagar District.
DOI: 10.6084/m9.figshare.29403353.v1
title: SAVING BEHAVIOR AND BANKING CHALLENGES FACED BY RURAL PEOPLE IN VIRUDHUNAGAR DISTRICT

description: Savings habits are crucial for economic stability and financial security, particularly in rural areas. This study examines the saving behavior and banking challenges of rural populations in Tamil Nadu’s Virudhunagar District. Despite the increasing availability of banking services, many rural residents face socioeconomic barriers, low financial literacy, and inadequate banking infrastructure, limiting their ability to save. Key factors influencing saving behavior include income levels, employment opportunities, access to financial institutions, and cultural attitudes toward savings. The underutilization of banking services is further driven by limited awareness of digital banking, high transaction costs, and lack of trust in financial institutions. Additionally, inadequate banking infrastructure, such as a shortage of ATMs and bank branches, exacerbates these challenges. This study also explores government initiatives like Jan Dhan Yojana and microfinance programs aimed at enhancing financial inclusion. While these initiatives have made progress, gaps remain in ensuring financial empowerment for rural communities. The findings emphasize the need for improved financial education, better banking infrastructure, and innovative banking solutions tailored to rural needs. Strengthening financial literacy, expanding digital banking access, and providing saving incentives can encourage better saving habits and economic resilience, ultimately promoting sustainable financial growth in Virudhunagar District.
DOI: 10.5281/zenodo.15724311
title: Genomes of bacteriophages ColRes, Eifel1 and Eifel2 (provisional)
DOI: 10.5281/zenodo.15724312
title: Genomes of bacteriophages ColRes, Eifel1 and Eifel2 (provisional)
DOI: 10.5284/1129311
title: Digital Archive from an Archaeological Evaluation at the Minster Church of St Thomas, Newport, Isle of Wight, August 2019

description: This collection comprises images, site records, a report, spreadsheets, CAD data, and photogrammetry from an archaeological evaluation at the Minster Church of St Thomas, Newport, Isle of Wight. This work was undertaken by Oxford Archaeology in August 2019. The evaluation revealed a number of archaeologically significant deposits and structures associated with and pre-dating the existing mid-19th-century church. Two foundation structures were revealed that were stratigraphically proven to be earlier than the present 19th-century church and in situ burials were also uncovered.
DOI: 10.15468/dl.j4j73j
title: Occurrence Download

description: A dataset containing 107126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Living Specimen, Occurrence evidence, Specimen, Material citation, Material sample)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rubus ulmifolius Schott",
 "Year 1990-2025"
 ]
}

 The dataset includes 107126 records from 767 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068943-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t6k6dx
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Catlocarpio siamensis Boulenger, 1898"
 ]
}

 The dataset includes 39 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068953-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5067/modis/mcd19a2.061
title: MODIS/Terra+Aqua Land Aerosol Optical Depth Daily L2G Global 1km SIN Grid V061
DOI: 10.5067/modis/mcd19a3d.061
title: MODIS/Terra+Aqua BRDF Model Parameters Daily L3 Global 1km SIN Grid V061
DOI: 10.5067/modis/mcd19a1cmgl.061
title: MODIS/Terra+Aqua Surface Reflectance (Bands 1-7) from MAIAC, Daily L3 Global 0.05Deg CMG V061
DOI: 10.5067/modis/mcd19a1cmgo.061
title: MODIS/Terra+Aqua Surface Reflectance (Bands 8-12) from MAIAC, Daily L3 Global 0.05Deg CMG V061
DOI: 10.5067/modis/mcd19a2cmg.061
title: MODIS/Terra+Aqua AOD and Water Vapor from MAIAC, Daily L3 Global 0.05Deg CMG V061
DOI: 10.5067/modis/mcd19a3cmg.061
title: MODIS/Terra+Aqua Vegetation Index from MAIAC, Daily L3 Global 0.05Deg CMG V061
DOI: 10.5067/modis/mcd43a1.061
title: MODIS/Terra+Aqua BRDF/Albedo Model Parameters Daily L3 Global - 500m V061
DOI: 10.5067/modis/mcd43a2.061
title: MODIS/Terra+Aqua BRDF/Albedo Quality Daily L3 Global - 500m V061
DOI: 10.5067/modis/mcd43a3.061
title: MODIS/Terra+Aqua BRDF/Albedo Daily L3 Global - 500m V061
DOI: 10.5067/modis/mcd43a4.061
title: MODIS/Terra+Aqua BRDF/Albedo Nadir BRDF Adjusted Ref Daily L3 Global - 500m V061
DOI: 10.5067/modis/mcd43c1.061
title: MODIS/Terra+Aqua BRDF/Albedo Model Parameters Daily L3 Global 0.05Deg CMG V061
DOI: 10.5067/modis/mcd43c2.061
title: MODIS/Terra+Aqua BRDF/Albedo Snow-free Model Parameters Daily L3 Global 0.05Deg CMG V061
DOI: 10.5067/modis/mcd43c3.061
title: MODIS/Terra+Aqua BRDF/Albedo Albedo Daily L3 Global 0.05Deg CMG V061
DOI: 10.5067/modis/mcd43c4.061
title: MODIS/Terra+Aqua BRDF/Albedo Nadir BRDF-Adjusted Ref Daily L3 Global 0.05Deg CMG V061
DOI: 10.5067/modis/mcd43d01.061
title: MODIS/Terra+Aqua BRDF/Albedo Parameter1 Band1 Daily L3 Global 30ArcSec CMG V061
DOI: 10.5067/modis/myd13a3.061
title: MODIS/Aqua Vegetation Indices Monthly L3 Global 1km SIN Grid V061
DOI: 10.5067/modis/myd13c1.061
title: MODIS/Aqua Vegetation Indices 16-Day L3 Global 0.05Deg CMG V061
DOI: 10.5067/modis/myd13c2.061
title: MODIS/Aqua Vegetation Indices Monthly L3 Global 0.05Deg CMG V061
DOI: 10.5067/modis/myd13q1.061
title: MODIS/Aqua Vegetation Indices 16-Day L3 Global 250m SIN Grid V061
DOI: 10.5067/modis/myd14.061
title: MODIS/Aqua Thermal Anomalies/Fire 5-Min L2 Swath 1km V061
DOI: 10.15472/3f4bok
title: Reporte de orquídeas presentes en el DMRI Cerro Banderas - Ojo Blanco (Huila)

description: Se relacionan 31 especies de orquídeas reportadas a partir de muestreos en áreas del DMRI Cerro Banderas - Ojo Blanco. El muestreo fue a partir de recorridos libres. Los reportes están asociados a un proyecto marco que tuvo como objetivo modelar la distribución de la especie Oncidium alexandrae presente en el área protegida, como estrategia para la conservación. Entre las especies reportadas están Kefersteinia tolimensis, Pleurothallis microcardia, Stelis alba y Rhetinantha acuminata.
DOI: 10.5067/modis/myd14a1.061
title: MODIS/Aqua Thermal Anomalies/Fire Daily L3 Global 1km SIN Grid V061
DOI: 10.5067/modis/myd14a2.061
title: MODIS/Aqua Thermal Anomalies/Fire 8-Day L3 Global 1km SIN Grid V061
DOI: 10.5067/modis/myd15a2h.061
title: MODIS/Aqua Leaf Area Index/FPAR 8-Day L4 Global 500m SIN Grid V061
DOI: 10.5067/modis/myd16a2.061
title: MODIS/Aqua Net Evapotranspiration 8-Day L4 Global 500m SIN Grid V061
DOI: 10.5067/modis/myd16a2gf.061
title: MODIS/Aqua Net Evapotranspiration Gap-Filled 8-Day L4 Global 500m SIN Grid V061
DOI: 10.5067/modis/myd16a3gf.061
title: MODIS/Aqua Net Evapotranspiration Gap-Filled Yearly L4 Global 500m SIN Grid V061
DOI: 10.15468/dl.sqquwg
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Quercus ajoensis C.H.Mull.)",
 "StateProvince is one of (Arizona, Mexico Northwest)",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 103 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068955-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5067/modis/myd17a2h.061
title: MODIS/Aqua Gross Primary Productivity 8-Day L4 Global 500m SIN Grid V061
DOI: 10.5067/modis/myd17a2hgf.061
title: MODIS/Aqua Gross Primary Productivity Gap-Filled 8-Day L4 Global 500m SIN Grid V061
DOI: 10.5067/modis/myd17a3hgf.061
title: MODIS/Aqua Net Primary Production Gap-Filled Yearly L4 Global 500m SIN Grid V061
DOI: 10.5067/modis/myd21.061
title: MODIS/Aqua Land Surface Temperature/3-Band Emissivity 5-Min L2 1km V061
DOI: 10.5067/modis/myd21a1d.061
title: MODIS/Aqua Land Surface Temperature/3-Band Emissivity Daily L3 Global 1km SIN Grid Day V061
DOI: 10.5067/modis/myd21a1n.061
title: MODIS/Aqua Land Surface Temperature/3-Band Emissivity Daily L3 Global 1km SIN Grid Night V061